FileBase DT3_rLS_rCA1_20151005_1380um_936um ElecNo 10 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.21 and 0.32 GB. - 8 bytes per element (scalar), 14404100 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.10 and 0.15 GB. - 8 bytes per element (scalar), 6913968 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.03 and 0.04 GB. - 2 bytes per element (data_int), 6913968 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 6913968 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 6913968 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=288082, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.37 and 0.55 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 288082 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 288082 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 13 (7940 points): Lose 601.382091 but Gain 2042.787572 Iteration 0F (5.454554 sec): 19 clusters Score: Raw -21102768.782801 + Penalty 36770.176289 = -21065998.606512 nChanged 270093 Iteration 1F (8.927401 sec): 19 clusters Score: Raw -22023298.259971 + Penalty 36770.176289 = -21986528.083682 nChanged 120628 Iteration 2F (12.403444 sec): 19 clusters Score: Raw -22423610.688112 + Penalty 36770.176289 = -22386840.511822 nChanged 88957 Iteration 3F (15.885942 sec): 19 clusters Score: Raw -22637299.690672 + Penalty 36770.176289 = -22600529.514383 nChanged 62992 Iteration 4F (19.347769 sec): 19 clusters Score: Raw -22752288.368575 + Penalty 36770.176289 = -22715518.192286 nChanged 42178 Iteration 5F (22.815345 sec): 19 clusters Score: Raw -22814604.639829 + Penalty 36770.176289 = -22777834.463540 nChanged 27706 Iteration 6F (26.304464 sec): 19 clusters Score: Raw -22844653.859913 + Penalty 36770.176289 = -22807883.683624 nChanged 19260 Iteration 7F (29.769426 sec): 19 clusters Score: Raw -22866157.642053 + Penalty 36770.176289 = -22829387.465764 nChanged 15362 Iteration 8F (33.261477 sec): 19 clusters Score: Raw -22885002.841876 + Penalty 36770.176289 = -22848232.665587 nChanged 14193 Iteration 9Q (34.942069 sec): 19 clusters Score: Raw -22899066.714783 + Penalty 36770.176289 = -22862296.538493 nChanged 12601 Iteration 10Q (36.591325 sec): 19 clusters Score: Raw -22910304.853807 + Penalty 36770.176289 = -22873534.677518 nChanged 11006 Iteration 11Q (38.215766 sec): 19 clusters Score: Raw -22919098.703800 + Penalty 36770.176289 = -22882328.527510 nChanged 10097 Iteration 12Q (39.859666 sec): 19 clusters Score: Raw -22927172.729723 + Penalty 36770.176289 = -22890402.553434 nChanged 9549 Iteration 13Q (41.451484 sec): 19 clusters Score: Raw -22934878.698651 + Penalty 36770.176289 = -22898108.522362 nChanged 8587 Iteration 14Q (43.026709 sec): 19 clusters Score: Raw -22940505.492693 + Penalty 36770.176289 = -22903735.316404 nChanged 6415 Iteration 15Q (44.582204 sec): 19 clusters Score: Raw -22943700.999913 + Penalty 36770.176289 = -22906930.823624 nChanged 4422 Iteration 16Q (46.120022 sec): 19 clusters Score: Raw -22945802.957942 + Penalty 36770.176289 = -22909032.781652 nChanged 3323 Iteration 17Q (47.669797 sec): 19 clusters Score: Raw -22948410.098577 + Penalty 36770.176289 = -22911639.922288 nChanged 3226 Iteration 18Q (49.195006 sec): 19 clusters Score: Raw -22949854.751352 + Penalty 36770.176289 = -22913084.575062 nChanged 2948 Iteration 19Q (50.715900 sec): 19 clusters Score: Raw -22951189.313193 + Penalty 36770.176289 = -22914419.136903 nChanged 2783 Writing temp clu file Because OldScore, -22913084.575062, is greater than current (better) Score,-22914419.136903 Compute initial score before splitting: Score: Raw -22951189.313193 + Penalty 36770.176289 = -22914419.136903 Trying to split cluster 1 (3153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.778071 sec): 2 clusters Score: Raw -258447.670277 + Penalty 1309.117820 = -257138.552458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.794421 sec): 3 clusters Score: Raw -256954.085883 + Penalty 2618.235639 = -254335.850244 nChanged 1163 SP:Iteration 1F (50.809762 sec): 3 clusters Score: Raw -257642.452815 + Penalty 2618.235639 = -255024.217176 nChanged 264 SP:Iteration 2F (50.825046 sec): 3 clusters Score: Raw -257812.802821 + Penalty 2618.235639 = -255194.567182 nChanged 159 SP:Iteration 3F (50.840465 sec): 3 clusters Score: Raw -257915.146108 + Penalty 2618.235639 = -255296.910469 nChanged 141 SP:Iteration 4Q (50.855851 sec): 3 clusters Score: Raw -257993.602072 + Penalty 2618.235639 = -255375.366432 nChanged 106 SP:Iteration 5Q (50.871258 sec): 3 clusters Score: Raw -258054.282963 + Penalty 2618.235639 = -255436.047324 nChanged 90 SP:Iteration 6Q (50.886441 sec): 3 clusters Score: Raw -258099.806248 + Penalty 2618.235639 = -255481.570609 nChanged 72 SP:Iteration 7Q (50.901759 sec): 3 clusters Score: Raw -258132.049203 + Penalty 2618.235639 = -255513.813563 nChanged 60 SP:Iteration 8Q (50.917106 sec): 3 clusters Score: Raw -258169.462524 + Penalty 2618.235639 = -255551.226885 nChanged 75 SP:Iteration 9Q (50.932457 sec): 3 clusters Score: Raw -258208.431158 + Penalty 2618.235639 = -255590.195518 nChanged 65 SP:Iteration 10Q (50.947631 sec): 3 clusters Score: Raw -258240.535701 + Penalty 2618.235639 = -255622.300062 nChanged 53 SP:Iteration 11Q (50.962985 sec): 3 clusters Score: Raw -258269.186724 + Penalty 2618.235639 = -255650.951085 nChanged 52 SP:Iteration 12Q (50.978261 sec): 3 clusters Score: Raw -258296.433545 + Penalty 2618.235639 = -255678.197906 nChanged 55 SP:Iteration 13Q (50.993532 sec): 3 clusters Score: Raw -258323.122059 + Penalty 2618.235639 = -255704.886419 nChanged 51 SP:Iteration 14Q (51.008692 sec): 3 clusters Score: Raw -258352.112174 + Penalty 2618.235639 = -255733.876535 nChanged 55 SP:Iteration 15Q (51.024019 sec): 3 clusters Score: Raw -258380.506469 + Penalty 2618.235639 = -255762.270830 nChanged 57 SP:Iteration 16Q (51.039151 sec): 3 clusters Score: Raw -258406.832756 + Penalty 2618.235639 = -255788.597116 nChanged 49 SP:Iteration 17Q (51.054443 sec): 3 clusters Score: Raw -258430.119112 + Penalty 2618.235639 = -255811.883472 nChanged 56 SP:Iteration 18Q (51.069691 sec): 3 clusters Score: Raw -258457.998367 + Penalty 2618.235639 = -255839.762727 nChanged 48 SP:Iteration 19Q (51.084974 sec): 3 clusters Score: Raw -258483.262571 + Penalty 2618.235639 = -255865.026932 nChanged 53 SP:Iteration 20F (51.100271 sec): 3 clusters Score: Raw -258511.126795 + Penalty 2618.235639 = -255892.891156 nChanged 51 SP:Iteration 21Q (51.115491 sec): 3 clusters Score: Raw -258539.853687 + Penalty 2618.235639 = -255921.618048 nChanged 42 SP:Iteration 22Q (51.130720 sec): 3 clusters Score: Raw -258564.357896 + Penalty 2618.235639 = -255946.122257 nChanged 47 SP:Iteration 23Q (51.145850 sec): 3 clusters Score: Raw -258592.100597 + Penalty 2618.235639 = -255973.864958 nChanged 42 SP:Iteration 24Q (51.160971 sec): 3 clusters Score: Raw -258617.416179 + Penalty 2618.235639 = -255999.180540 nChanged 39 SP:Iteration 25Q (51.176163 sec): 3 clusters Score: Raw -258642.179657 + Penalty 2618.235639 = -256023.944018 nChanged 39 SP:Iteration 26Q (51.191223 sec): 3 clusters Score: Raw -258664.191603 + Penalty 2618.235639 = -256045.955963 nChanged 38 SP:Iteration 27Q (51.206462 sec): 3 clusters Score: Raw -258682.848770 + Penalty 2618.235639 = -256064.613130 nChanged 37 SP:Iteration 28Q (51.221696 sec): 3 clusters Score: Raw -258701.550241 + Penalty 2618.235639 = -256083.314602 nChanged 32 SP:Iteration 29Q (51.236864 sec): 3 clusters Score: Raw -258713.689072 + Penalty 2618.235639 = -256095.453432 nChanged 20 SP:Iteration 30Q (51.252042 sec): 3 clusters Score: Raw -258722.069394 + Penalty 2618.235639 = -256103.833755 nChanged 25 SP:Iteration 31Q (51.267232 sec): 3 clusters Score: Raw -258731.271002 + Penalty 2618.235639 = -256113.035363 nChanged 15 SP:Iteration 32Q (51.282387 sec): 3 clusters Score: Raw -258736.925180 + Penalty 2618.235639 = -256118.689541 nChanged 12 SP:Iteration 33Q (51.297535 sec): 3 clusters Score: Raw -258740.682163 + Penalty 2618.235639 = -256122.446524 nChanged 10 SP:Iteration 34Q (51.322708 sec): 3 clusters Score: Raw -258743.436060 + Penalty 2618.235639 = -256125.200421 nChanged 10 SP:Iteration 35Q (51.337906 sec): 3 clusters Score: Raw -258745.173717 + Penalty 2618.235639 = -256126.938077 nChanged 8 SP:Iteration 36Q (51.353052 sec): 3 clusters Score: Raw -258747.074995 + Penalty 2618.235639 = -256128.839356 nChanged 3 SP:Iteration 37Q (51.368206 sec): 3 clusters Score: Raw -258747.728208 + Penalty 2618.235639 = -256129.492569 nChanged 3 SP:Iteration 38Q (51.383318 sec): 3 clusters Score: Raw -258748.858125 + Penalty 2618.235639 = -256130.622486 nChanged 1 SP:Iteration 39Q (51.398331 sec): 3 clusters Score: Raw -258749.045818 + Penalty 2618.235639 = -256130.810179 nChanged 2 SP:Iteration 40F (51.413635 sec): 3 clusters Score: Raw -258749.737851 + Penalty 2618.235639 = -256131.502211 nChanged 2 SP:Iteration 41Q (51.428815 sec): 3 clusters Score: Raw -258750.467612 + Penalty 2618.235639 = -256132.231973 nChanged 2 SP:Iteration 42Q (51.443970 sec): 3 clusters Score: Raw -258750.882112 + Penalty 2618.235639 = -256132.646473 nChanged 2 SP:Iteration 43Q (51.459040 sec): 3 clusters Score: Raw -258751.267648 + Penalty 2618.235639 = -256133.032009 nChanged 1 SP:Iteration 44Q (51.474224 sec): 3 clusters Score: Raw -258751.598363 + Penalty 2618.235639 = -256133.362723 nChanged 0 SP:Iteration 45F (51.489377 sec): 3 clusters Score: Raw -258751.598363 + Penalty 2618.235639 = -256133.362723 nChanged 0 Trying to split cluster 2 (13736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.518671 sec): 2 clusters Score: Raw -1129873.540652 + Penalty 1548.263503 = -1128325.277149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.552297 sec): 3 clusters Score: Raw -1121891.786962 + Penalty 3096.527006 = -1118795.259956 nChanged 6047 SP:Iteration 1F (51.584922 sec): 3 clusters Score: Raw -1125908.375648 + Penalty 3096.527006 = -1122811.848642 nChanged 1391 SP:Iteration 2F (51.617383 sec): 3 clusters Score: Raw -1127715.088154 + Penalty 3096.527006 = -1124618.561148 nChanged 1665 SP:Iteration 3F (51.649762 sec): 3 clusters Score: Raw -1130686.943721 + Penalty 3096.527006 = -1127590.416715 nChanged 1614 SP:Iteration 4F (51.682455 sec): 3 clusters Score: Raw -1134337.478390 + Penalty 3096.527006 = -1131240.951384 nChanged 1243 SP:Iteration 5F (51.715030 sec): 3 clusters Score: Raw -1138498.542110 + Penalty 3096.527006 = -1135402.015105 nChanged 654 SP:Iteration 6Q (51.744851 sec): 3 clusters Score: Raw -1140756.781110 + Penalty 3096.527006 = -1137660.254104 nChanged 230 SP:Iteration 7Q (51.773360 sec): 3 clusters Score: Raw -1141224.603926 + Penalty 3096.527006 = -1138128.076920 nChanged 127 SP:Iteration 8Q (51.801096 sec): 3 clusters Score: Raw -1141828.235062 + Penalty 3096.527006 = -1138731.708056 nChanged 84 SP:Iteration 9Q (51.828319 sec): 3 clusters Score: Raw -1142102.826964 + Penalty 3096.527006 = -1139006.299959 nChanged 34 SP:Iteration 10Q (51.855235 sec): 3 clusters Score: Raw -1142128.857142 + Penalty 3096.527006 = -1139032.330137 nChanged 5 SP:Iteration 11Q (51.882170 sec): 3 clusters Score: Raw -1142130.027482 + Penalty 3096.527006 = -1139033.500476 nChanged 1 SP:Iteration 12Q (51.909057 sec): 3 clusters Score: Raw -1142130.113174 + Penalty 3096.527006 = -1139033.586168 nChanged 0 SP:Iteration 13F (51.941458 sec): 3 clusters Score: Raw -1142130.113174 + Penalty 3096.527006 = -1139033.586168 nChanged 0 Score: Raw -22964124.252143 + Penalty 38812.963861 = -22925311.288282 Splitting cluster 2 changes total score from -22914419.136903 to -22925311.288282 So it's getting split into cluster 13. Trying to split cluster 3 (3151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.165505 sec): 2 clusters Score: Raw -283965.437417 + Penalty 1309.014711 = -282656.422706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.181644 sec): 3 clusters Score: Raw -282437.013530 + Penalty 2618.029421 = -279818.984109 nChanged 1201 SP:Iteration 1F (55.196909 sec): 3 clusters Score: Raw -283116.106718 + Penalty 2618.029421 = -280498.077297 nChanged 246 SP:Iteration 2F (55.212096 sec): 3 clusters Score: Raw -283248.898182 + Penalty 2618.029421 = -280630.868761 nChanged 128 SP:Iteration 3Q (55.227304 sec): 3 clusters Score: Raw -283319.098513 + Penalty 2618.029421 = -280701.069092 nChanged 110 SP:Iteration 4Q (55.242531 sec): 3 clusters Score: Raw -283377.494677 + Penalty 2618.029421 = -280759.465256 nChanged 100 SP:Iteration 5Q (55.257831 sec): 3 clusters Score: Raw -283428.758224 + Penalty 2618.029421 = -280810.728803 nChanged 87 SP:Iteration 6Q (55.272987 sec): 3 clusters Score: Raw -283471.689248 + Penalty 2618.029421 = -280853.659827 nChanged 80 SP:Iteration 7Q (55.288097 sec): 3 clusters Score: Raw -283511.366645 + Penalty 2618.029421 = -280893.337224 nChanged 79 SP:Iteration 8Q (55.303329 sec): 3 clusters Score: Raw -283551.753929 + Penalty 2618.029421 = -280933.724508 nChanged 71 SP:Iteration 9Q (55.318587 sec): 3 clusters Score: Raw -283583.152631 + Penalty 2618.029421 = -280965.123210 nChanged 66 SP:Iteration 10Q (55.333829 sec): 3 clusters Score: Raw -283620.605668 + Penalty 2618.029421 = -281002.576247 nChanged 59 SP:Iteration 11Q (55.348904 sec): 3 clusters Score: Raw -283652.974124 + Penalty 2618.029421 = -281034.944703 nChanged 72 SP:Iteration 12Q (55.363902 sec): 3 clusters Score: Raw -283701.989645 + Penalty 2618.029421 = -281083.960224 nChanged 87 SP:Iteration 13Q (55.379142 sec): 3 clusters Score: Raw -283758.489911 + Penalty 2618.029421 = -281140.460490 nChanged 78 SP:Iteration 14Q (55.394228 sec): 3 clusters Score: Raw -283804.990615 + Penalty 2618.029421 = -281186.961194 nChanged 58 SP:Iteration 15Q (55.409191 sec): 3 clusters Score: Raw -283839.730944 + Penalty 2618.029421 = -281221.701523 nChanged 61 SP:Iteration 16Q (55.424099 sec): 3 clusters Score: Raw -283879.749451 + Penalty 2618.029421 = -281261.720030 nChanged 45 SP:Iteration 17Q (55.439154 sec): 3 clusters Score: Raw -283907.357639 + Penalty 2618.029421 = -281289.328218 nChanged 43 SP:Iteration 18Q (55.453993 sec): 3 clusters Score: Raw -283939.859740 + Penalty 2618.029421 = -281321.830319 nChanged 33 SP:Iteration 19Q (55.468896 sec): 3 clusters Score: Raw -283967.578890 + Penalty 2618.029421 = -281349.549469 nChanged 36 SP:Iteration 20F (55.483941 sec): 3 clusters Score: Raw -283995.038234 + Penalty 2618.029421 = -281377.008813 nChanged 23 SP:Iteration 21Q (55.499320 sec): 3 clusters Score: Raw -284011.867889 + Penalty 2618.029421 = -281393.838468 nChanged 21 SP:Iteration 22Q (55.514042 sec): 3 clusters Score: Raw -284029.588511 + Penalty 2618.029421 = -281411.559090 nChanged 18 SP:Iteration 23Q (55.528929 sec): 3 clusters Score: Raw -284047.051968 + Penalty 2618.029421 = -281429.022547 nChanged 20 SP:Iteration 24Q (55.543429 sec): 3 clusters Score: Raw -284064.424501 + Penalty 2618.029421 = -281446.395080 nChanged 18 SP:Iteration 25Q (55.558004 sec): 3 clusters Score: Raw -284081.342823 + Penalty 2618.029421 = -281463.313402 nChanged 14 SP:Iteration 26Q (55.572520 sec): 3 clusters Score: Raw -284090.957199 + Penalty 2618.029421 = -281472.927778 nChanged 10 SP:Iteration 27Q (55.586898 sec): 3 clusters Score: Raw -284098.422873 + Penalty 2618.029421 = -281480.393452 nChanged 6 SP:Iteration 28Q (55.601375 sec): 3 clusters Score: Raw -284101.295206 + Penalty 2618.029421 = -281483.265785 nChanged 2 SP:Iteration 29Q (55.622405 sec): 3 clusters Score: Raw -284102.297716 + Penalty 2618.029421 = -281484.268295 nChanged 1 SP:Iteration 30Q (55.636934 sec): 3 clusters Score: Raw -284103.107567 + Penalty 2618.029421 = -281485.078146 nChanged 0 SP:Iteration 31F (55.652020 sec): 3 clusters Score: Raw -284103.107567 + Penalty 2618.029421 = -281485.078146 nChanged 0 Trying to split cluster 4 (10418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.675916 sec): 2 clusters Score: Raw -864397.321293 + Penalty 1503.334683 = -862893.986610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.727949 sec): 3 clusters Score: Raw -858522.825717 + Penalty 3006.669366 = -855516.156351 nChanged 4535 SP:Iteration 1F (55.755903 sec): 3 clusters Score: Raw -861100.684189 + Penalty 3006.669366 = -858094.014823 nChanged 808 SP:Iteration 2F (55.783837 sec): 3 clusters Score: Raw -861626.205231 + Penalty 3006.669366 = -858619.535865 nChanged 800 SP:Iteration 3F (55.811691 sec): 3 clusters Score: Raw -862211.332508 + Penalty 3006.669366 = -859204.663141 nChanged 823 SP:Iteration 4F (55.839524 sec): 3 clusters Score: Raw -862847.852857 + Penalty 3006.669366 = -859841.183491 nChanged 755 SP:Iteration 5F (55.867538 sec): 3 clusters Score: Raw -863455.051135 + Penalty 3006.669366 = -860448.381769 nChanged 648 SP:Iteration 6F (55.895441 sec): 3 clusters Score: Raw -863903.562348 + Penalty 3006.669366 = -860896.892981 nChanged 522 SP:Iteration 7F (55.923254 sec): 3 clusters Score: Raw -864231.122476 + Penalty 3006.669366 = -861224.453110 nChanged 405 SP:Iteration 8Q (55.951381 sec): 3 clusters Score: Raw -864490.799696 + Penalty 3006.669366 = -861484.130330 nChanged 319 SP:Iteration 9Q (55.979500 sec): 3 clusters Score: Raw -864692.820689 + Penalty 3006.669366 = -861686.151323 nChanged 249 SP:Iteration 10Q (56.007491 sec): 3 clusters Score: Raw -864847.537738 + Penalty 3006.669366 = -861840.868371 nChanged 177 SP:Iteration 11Q (56.035515 sec): 3 clusters Score: Raw -864944.506628 + Penalty 3006.669366 = -861937.837262 nChanged 140 SP:Iteration 12Q (56.086628 sec): 3 clusters Score: Raw -865008.349243 + Penalty 3006.669366 = -862001.679876 nChanged 113 SP:Iteration 13Q (56.114595 sec): 3 clusters Score: Raw -865071.611115 + Penalty 3006.669366 = -862064.941749 nChanged 91 SP:Iteration 14Q (56.142369 sec): 3 clusters Score: Raw -865113.119181 + Penalty 3006.669366 = -862106.449815 nChanged 82 SP:Iteration 15Q (56.169936 sec): 3 clusters Score: Raw -865156.800254 + Penalty 3006.669366 = -862150.130887 nChanged 86 SP:Iteration 16Q (56.197517 sec): 3 clusters Score: Raw -865193.763093 + Penalty 3006.669366 = -862187.093727 nChanged 75 SP:Iteration 17Q (56.224602 sec): 3 clusters Score: Raw -865227.139251 + Penalty 3006.669366 = -862220.469885 nChanged 47 SP:Iteration 18Q (56.251533 sec): 3 clusters Score: Raw -865246.136873 + Penalty 3006.669366 = -862239.467506 nChanged 40 SP:Iteration 19Q (56.278088 sec): 3 clusters Score: Raw -865258.210780 + Penalty 3006.669366 = -862251.541413 nChanged 32 SP:Iteration 20F (56.306307 sec): 3 clusters Score: Raw -865267.528500 + Penalty 3006.669366 = -862260.859134 nChanged 19 SP:Iteration 21Q (56.332908 sec): 3 clusters Score: Raw -865272.342593 + Penalty 3006.669366 = -862265.673226 nChanged 20 SP:Iteration 22Q (56.359693 sec): 3 clusters Score: Raw -865277.676529 + Penalty 3006.669366 = -862271.007163 nChanged 14 SP:Iteration 23Q (56.386078 sec): 3 clusters Score: Raw -865280.949476 + Penalty 3006.669366 = -862274.280109 nChanged 9 SP:Iteration 24Q (56.412515 sec): 3 clusters Score: Raw -865283.237245 + Penalty 3006.669366 = -862276.567878 nChanged 12 SP:Iteration 25Q (56.438876 sec): 3 clusters Score: Raw -865285.928351 + Penalty 3006.669366 = -862279.258985 nChanged 11 SP:Iteration 26Q (56.465304 sec): 3 clusters Score: Raw -865287.411070 + Penalty 3006.669366 = -862280.741704 nChanged 7 SP:Iteration 27Q (56.491593 sec): 3 clusters Score: Raw -865288.751107 + Penalty 3006.669366 = -862282.081740 nChanged 9 SP:Iteration 28Q (56.517944 sec): 3 clusters Score: Raw -865290.106631 + Penalty 3006.669366 = -862283.437265 nChanged 8 SP:Iteration 29Q (56.544440 sec): 3 clusters Score: Raw -865291.886859 + Penalty 3006.669366 = -862285.217493 nChanged 8 SP:Iteration 30Q (56.570796 sec): 3 clusters Score: Raw -865293.649339 + Penalty 3006.669366 = -862286.979972 nChanged 9 SP:Iteration 31Q (56.597244 sec): 3 clusters Score: Raw -865295.389185 + Penalty 3006.669366 = -862288.719819 nChanged 8 SP:Iteration 32Q (56.623567 sec): 3 clusters Score: Raw -865296.535350 + Penalty 3006.669366 = -862289.865984 nChanged 5 SP:Iteration 33Q (56.649753 sec): 3 clusters Score: Raw -865297.349446 + Penalty 3006.669366 = -862290.680080 nChanged 8 SP:Iteration 34Q (56.676246 sec): 3 clusters Score: Raw -865298.230198 + Penalty 3006.669366 = -862291.560832 nChanged 5 SP:Iteration 35Q (56.702516 sec): 3 clusters Score: Raw -865298.832152 + Penalty 3006.669366 = -862292.162786 nChanged 5 SP:Iteration 36Q (56.728813 sec): 3 clusters Score: Raw -865300.071506 + Penalty 3006.669366 = -862293.402140 nChanged 2 SP:Iteration 37Q (56.755002 sec): 3 clusters Score: Raw -865300.330987 + Penalty 3006.669366 = -862293.661621 nChanged 3 SP:Iteration 38Q (56.781260 sec): 3 clusters Score: Raw -865301.098288 + Penalty 3006.669366 = -862294.428922 nChanged 3 SP:Iteration 39Q (56.807792 sec): 3 clusters Score: Raw -865301.845004 + Penalty 3006.669366 = -862295.175638 nChanged 4 SP:Iteration 40F (56.835717 sec): 3 clusters Score: Raw -865302.534276 + Penalty 3006.669366 = -862295.864909 nChanged 5 SP:Iteration 41Q (56.862003 sec): 3 clusters Score: Raw -865303.488033 + Penalty 3006.669366 = -862296.818666 nChanged 6 SP:Iteration 42Q (56.888292 sec): 3 clusters Score: Raw -865305.037441 + Penalty 3006.669366 = -862298.368075 nChanged 7 SP:Iteration 43Q (56.914599 sec): 3 clusters Score: Raw -865306.506389 + Penalty 3006.669366 = -862299.837023 nChanged 4 SP:Iteration 44Q (56.940934 sec): 3 clusters Score: Raw -865307.303137 + Penalty 3006.669366 = -862300.633771 nChanged 4 SP:Iteration 45Q (56.966995 sec): 3 clusters Score: Raw -865307.815170 + Penalty 3006.669366 = -862301.145804 nChanged 1 SP:Iteration 46Q (56.993196 sec): 3 clusters Score: Raw -865308.148165 + Penalty 3006.669366 = -862301.478799 nChanged 3 SP:Iteration 47Q (57.019402 sec): 3 clusters Score: Raw -865308.949913 + Penalty 3006.669366 = -862302.280546 nChanged 1 SP:Iteration 48Q (57.045611 sec): 3 clusters Score: Raw -865309.090082 + Penalty 3006.669366 = -862302.420716 nChanged 1 SP:Iteration 49Q (57.071709 sec): 3 clusters Score: Raw -865309.218271 + Penalty 3006.669366 = -862302.548904 nChanged 0 SP:Iteration 50F (57.099586 sec): 3 clusters Score: Raw -865309.218271 + Penalty 3006.669366 = -862302.548904 nChanged 0 Trying to split cluster 5 (28556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.145846 sec): 2 clusters Score: Raw -2391677.724626 + Penalty 1667.188632 = -2390010.535994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.205792 sec): 3 clusters Score: Raw -2374124.760717 + Penalty 3334.377264 = -2370790.383453 nChanged 13137 SP:Iteration 1F (57.262790 sec): 3 clusters Score: Raw -2381760.343797 + Penalty 3334.377264 = -2378425.966533 nChanged 1789 SP:Iteration 2F (57.319685 sec): 3 clusters Score: Raw -2382929.200588 + Penalty 3334.377264 = -2379594.823324 nChanged 2240 SP:Iteration 3F (57.376826 sec): 3 clusters Score: Raw -2385130.391131 + Penalty 3334.377264 = -2381796.013867 nChanged 2809 SP:Iteration 4F (57.433608 sec): 3 clusters Score: Raw -2388307.507032 + Penalty 3334.377264 = -2384973.129768 nChanged 2761 SP:Iteration 5F (57.490611 sec): 3 clusters Score: Raw -2391108.799312 + Penalty 3334.377264 = -2387774.422048 nChanged 1971 SP:Iteration 6F (57.547447 sec): 3 clusters Score: Raw -2392514.466442 + Penalty 3334.377264 = -2389180.089178 nChanged 1170 SP:Iteration 7Q (57.605193 sec): 3 clusters Score: Raw -2393092.686294 + Penalty 3334.377264 = -2389758.309030 nChanged 728 SP:Iteration 8Q (57.661713 sec): 3 clusters Score: Raw -2393378.614946 + Penalty 3334.377264 = -2390044.237682 nChanged 465 SP:Iteration 9Q (57.718038 sec): 3 clusters Score: Raw -2393523.939550 + Penalty 3334.377264 = -2390189.562287 nChanged 315 SP:Iteration 10Q (57.774298 sec): 3 clusters Score: Raw -2393591.958238 + Penalty 3334.377264 = -2390257.580974 nChanged 195 SP:Iteration 11Q (57.830221 sec): 3 clusters Score: Raw -2393628.180712 + Penalty 3334.377264 = -2390293.803448 nChanged 147 SP:Iteration 12Q (57.886113 sec): 3 clusters Score: Raw -2393651.297000 + Penalty 3334.377264 = -2390316.919736 nChanged 117 SP:Iteration 13Q (57.942006 sec): 3 clusters Score: Raw -2393668.320719 + Penalty 3334.377264 = -2390333.943455 nChanged 106 SP:Iteration 14Q (57.998088 sec): 3 clusters Score: Raw -2393683.734357 + Penalty 3334.377264 = -2390349.357093 nChanged 89 SP:Iteration 15Q (58.053727 sec): 3 clusters Score: Raw -2393693.696521 + Penalty 3334.377264 = -2390359.319257 nChanged 75 SP:Iteration 16Q (58.109479 sec): 3 clusters Score: Raw -2393700.895655 + Penalty 3334.377264 = -2390366.518391 nChanged 72 SP:Iteration 17Q (58.165164 sec): 3 clusters Score: Raw -2393708.130767 + Penalty 3334.377264 = -2390373.753503 nChanged 61 SP:Iteration 18Q (58.221124 sec): 3 clusters Score: Raw -2393714.162562 + Penalty 3334.377264 = -2390379.785298 nChanged 46 SP:Iteration 19Q (58.302472 sec): 3 clusters Score: Raw -2393718.456669 + Penalty 3334.377264 = -2390384.079405 nChanged 41 SP:Iteration 20F (58.358898 sec): 3 clusters Score: Raw -2393721.231433 + Penalty 3334.377264 = -2390386.854169 nChanged 27 SP:Iteration 21Q (58.415460 sec): 3 clusters Score: Raw -2393723.041655 + Penalty 3334.377264 = -2390388.664391 nChanged 23 SP:Iteration 22Q (58.471120 sec): 3 clusters Score: Raw -2393724.455928 + Penalty 3334.377264 = -2390390.078664 nChanged 21 SP:Iteration 23Q (58.526993 sec): 3 clusters Score: Raw -2393726.132291 + Penalty 3334.377264 = -2390391.755027 nChanged 25 SP:Iteration 24Q (58.582684 sec): 3 clusters Score: Raw -2393727.631190 + Penalty 3334.377264 = -2390393.253926 nChanged 18 SP:Iteration 25Q (58.638303 sec): 3 clusters Score: Raw -2393728.435334 + Penalty 3334.377264 = -2390394.058070 nChanged 12 SP:Iteration 26Q (58.694124 sec): 3 clusters Score: Raw -2393728.909773 + Penalty 3334.377264 = -2390394.532509 nChanged 9 SP:Iteration 27Q (58.749752 sec): 3 clusters Score: Raw -2393729.224189 + Penalty 3334.377264 = -2390394.846925 nChanged 8 SP:Iteration 28Q (58.805363 sec): 3 clusters Score: Raw -2393729.561951 + Penalty 3334.377264 = -2390395.184687 nChanged 14 SP:Iteration 29Q (58.860965 sec): 3 clusters Score: Raw -2393730.086154 + Penalty 3334.377264 = -2390395.708890 nChanged 14 SP:Iteration 30Q (58.916701 sec): 3 clusters Score: Raw -2393730.685741 + Penalty 3334.377264 = -2390396.308477 nChanged 13 SP:Iteration 31Q (58.972383 sec): 3 clusters Score: Raw -2393731.290198 + Penalty 3334.377264 = -2390396.912934 nChanged 15 SP:Iteration 32Q (59.028007 sec): 3 clusters Score: Raw -2393732.136305 + Penalty 3334.377264 = -2390397.759041 nChanged 16 SP:Iteration 33Q (59.083740 sec): 3 clusters Score: Raw -2393732.926037 + Penalty 3334.377264 = -2390398.548773 nChanged 13 SP:Iteration 34Q (59.139322 sec): 3 clusters Score: Raw -2393733.810958 + Penalty 3334.377264 = -2390399.433694 nChanged 11 SP:Iteration 35Q (59.194895 sec): 3 clusters Score: Raw -2393734.327511 + Penalty 3334.377264 = -2390399.950247 nChanged 8 SP:Iteration 36Q (59.250515 sec): 3 clusters Score: Raw -2393734.683941 + Penalty 3334.377264 = -2390400.306677 nChanged 9 SP:Iteration 37Q (59.306193 sec): 3 clusters Score: Raw -2393735.275632 + Penalty 3334.377264 = -2390400.898368 nChanged 14 SP:Iteration 38Q (59.361967 sec): 3 clusters Score: Raw -2393736.277503 + Penalty 3334.377264 = -2390401.900239 nChanged 21 SP:Iteration 39Q (59.417581 sec): 3 clusters Score: Raw -2393737.632093 + Penalty 3334.377264 = -2390403.254829 nChanged 21 SP:Iteration 40F (59.473743 sec): 3 clusters Score: Raw -2393738.770529 + Penalty 3334.377264 = -2390404.393265 nChanged 18 SP:Iteration 41Q (59.529983 sec): 3 clusters Score: Raw -2393739.604130 + Penalty 3334.377264 = -2390405.226866 nChanged 17 SP:Iteration 42Q (59.585741 sec): 3 clusters Score: Raw -2393740.360042 + Penalty 3334.377264 = -2390405.982778 nChanged 14 SP:Iteration 43Q (59.641340 sec): 3 clusters Score: Raw -2393741.094696 + Penalty 3334.377264 = -2390406.717432 nChanged 12 SP:Iteration 44Q (59.696770 sec): 3 clusters Score: Raw -2393741.647982 + Penalty 3334.377264 = -2390407.270718 nChanged 10 SP:Iteration 45Q (59.752374 sec): 3 clusters Score: Raw -2393741.990103 + Penalty 3334.377264 = -2390407.612839 nChanged 11 SP:Iteration 46Q (59.807891 sec): 3 clusters Score: Raw -2393742.599488 + Penalty 3334.377264 = -2390408.222224 nChanged 10 SP:Iteration 47Q (59.863406 sec): 3 clusters Score: Raw -2393743.066771 + Penalty 3334.377264 = -2390408.689507 nChanged 11 SP:Iteration 48Q (59.918863 sec): 3 clusters Score: Raw -2393743.757177 + Penalty 3334.377264 = -2390409.379913 nChanged 11 SP:Iteration 49Q (59.974417 sec): 3 clusters Score: Raw -2393744.661833 + Penalty 3334.377264 = -2390410.284569 nChanged 13 SP:Iteration 50Q (60.030021 sec): 3 clusters Score: Raw -2393745.434587 + Penalty 3334.377264 = -2390411.057323 nChanged 19 SP:Iteration 51Q (60.085526 sec): 3 clusters Score: Raw -2393747.368668 + Penalty 3334.377264 = -2390412.991404 nChanged 22 SP:Iteration 52Q (60.140965 sec): 3 clusters Score: Raw -2393750.157087 + Penalty 3334.377264 = -2390415.779823 nChanged 29 SP:Iteration 53Q (60.196415 sec): 3 clusters Score: Raw -2393753.906648 + Penalty 3334.377264 = -2390419.529384 nChanged 37 SP:Iteration 54Q (60.251999 sec): 3 clusters Score: Raw -2393757.851243 + Penalty 3334.377264 = -2390423.473979 nChanged 35 SP:Iteration 55Q (60.307504 sec): 3 clusters Score: Raw -2393760.979925 + Penalty 3334.377264 = -2390426.602661 nChanged 28 SP:Iteration 56Q (60.362762 sec): 3 clusters Score: Raw -2393763.312648 + Penalty 3334.377264 = -2390428.935384 nChanged 19 SP:Iteration 57Q (60.418088 sec): 3 clusters Score: Raw -2393765.368851 + Penalty 3334.377264 = -2390430.991587 nChanged 25 SP:Iteration 58Q (60.473405 sec): 3 clusters Score: Raw -2393767.380537 + Penalty 3334.377264 = -2390433.003273 nChanged 26 SP:Iteration 59Q (60.528922 sec): 3 clusters Score: Raw -2393768.974324 + Penalty 3334.377264 = -2390434.597060 nChanged 21 SP:Iteration 60F (60.585351 sec): 3 clusters Score: Raw -2393770.065760 + Penalty 3334.377264 = -2390435.688496 nChanged 18 SP:Iteration 61Q (60.641294 sec): 3 clusters Score: Raw -2393771.299966 + Penalty 3334.377264 = -2390436.922702 nChanged 28 SP:Iteration 62Q (60.696691 sec): 3 clusters Score: Raw -2393773.353478 + Penalty 3334.377264 = -2390438.976214 nChanged 25 SP:Iteration 63Q (60.752162 sec): 3 clusters Score: Raw -2393775.333310 + Penalty 3334.377264 = -2390440.956046 nChanged 20 SP:Iteration 64Q (60.807581 sec): 3 clusters Score: Raw -2393776.785645 + Penalty 3334.377264 = -2390442.408381 nChanged 21 SP:Iteration 65Q (60.862873 sec): 3 clusters Score: Raw -2393778.878114 + Penalty 3334.377264 = -2390444.500850 nChanged 25 SP:Iteration 66Q (60.918043 sec): 3 clusters Score: Raw -2393780.585970 + Penalty 3334.377264 = -2390446.208706 nChanged 17 SP:Iteration 67Q (60.973355 sec): 3 clusters Score: Raw -2393781.631712 + Penalty 3334.377264 = -2390447.254448 nChanged 14 SP:Iteration 68Q (61.028826 sec): 3 clusters Score: Raw -2393782.438462 + Penalty 3334.377264 = -2390448.061199 nChanged 12 SP:Iteration 69Q (61.083988 sec): 3 clusters Score: Raw -2393783.009647 + Penalty 3334.377264 = -2390448.632383 nChanged 10 SP:Iteration 70Q (61.139340 sec): 3 clusters Score: Raw -2393783.518977 + Penalty 3334.377264 = -2390449.141713 nChanged 10 SP:Iteration 71Q (61.194636 sec): 3 clusters Score: Raw -2393784.180149 + Penalty 3334.377264 = -2390449.802885 nChanged 11 SP:Iteration 72Q (61.250080 sec): 3 clusters Score: Raw -2393784.997435 + Penalty 3334.377264 = -2390450.620171 nChanged 6 SP:Iteration 73Q (61.337927 sec): 3 clusters Score: Raw -2393785.423416 + Penalty 3334.377264 = -2390451.046152 nChanged 8 SP:Iteration 74Q (61.393104 sec): 3 clusters Score: Raw -2393785.766206 + Penalty 3334.377264 = -2390451.388942 nChanged 9 SP:Iteration 75Q (61.448385 sec): 3 clusters Score: Raw -2393786.213367 + Penalty 3334.377264 = -2390451.836103 nChanged 9 SP:Iteration 76Q (61.503613 sec): 3 clusters Score: Raw -2393786.508191 + Penalty 3334.377264 = -2390452.130927 nChanged 4 SP:Iteration 77Q (61.558702 sec): 3 clusters Score: Raw -2393786.761253 + Penalty 3334.377264 = -2390452.383989 nChanged 6 SP:Iteration 78Q (61.614002 sec): 3 clusters Score: Raw -2393786.999920 + Penalty 3334.377264 = -2390452.622656 nChanged 3 SP:Iteration 79Q (61.669334 sec): 3 clusters Score: Raw -2393787.074677 + Penalty 3334.377264 = -2390452.697413 nChanged 4 SP:Iteration 80F (61.725891 sec): 3 clusters Score: Raw -2393787.238028 + Penalty 3334.377264 = -2390452.860764 nChanged 4 SP:Iteration 81Q (61.781670 sec): 3 clusters Score: Raw -2393787.459048 + Penalty 3334.377264 = -2390453.081784 nChanged 4 SP:Iteration 82Q (61.836857 sec): 3 clusters Score: Raw -2393787.605590 + Penalty 3334.377264 = -2390453.228326 nChanged 4 SP:Iteration 83Q (61.892363 sec): 3 clusters Score: Raw -2393787.718543 + Penalty 3334.377264 = -2390453.341279 nChanged 2 SP:Iteration 84Q (61.947593 sec): 3 clusters Score: Raw -2393787.828835 + Penalty 3334.377264 = -2390453.451571 nChanged 2 SP:Iteration 85Q (62.002838 sec): 3 clusters Score: Raw -2393787.928619 + Penalty 3334.377264 = -2390453.551355 nChanged 2 SP:Iteration 86Q (62.057905 sec): 3 clusters Score: Raw -2393787.979857 + Penalty 3334.377264 = -2390453.602594 nChanged 1 SP:Iteration 87Q (62.113386 sec): 3 clusters Score: Raw -2393787.991879 + Penalty 3334.377264 = -2390453.614615 nChanged 1 SP:Iteration 88Q (62.168629 sec): 3 clusters Score: Raw -2393788.003882 + Penalty 3334.377264 = -2390453.626618 nChanged 2 SP:Iteration 89Q (62.223977 sec): 3 clusters Score: Raw -2393788.069478 + Penalty 3334.377264 = -2390453.692214 nChanged 2 SP:Iteration 90Q (62.279125 sec): 3 clusters Score: Raw -2393788.117386 + Penalty 3334.377264 = -2390453.740122 nChanged 2 SP:Iteration 91Q (62.334536 sec): 3 clusters Score: Raw -2393788.147667 + Penalty 3334.377264 = -2390453.770403 nChanged 0 SP:Iteration 92F (62.390832 sec): 3 clusters Score: Raw -2393788.147667 + Penalty 3334.377264 = -2390453.770403 nChanged 0 Score: Raw -22966234.675184 + Penalty 40855.751433 = -22925378.923751 Splitting cluster 5 changes total score from -22914419.136903 to -22925378.923751 So it's getting split into cluster 20. Trying to split cluster 6 (4291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.118051 sec): 2 clusters Score: Raw -314937.158148 + Penalty 1359.194701 = -313577.963447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.138404 sec): 3 clusters Score: Raw -312819.063333 + Penalty 2718.389403 = -310100.673930 nChanged 1735 SP:Iteration 1F (66.158456 sec): 3 clusters Score: Raw -314126.439588 + Penalty 2718.389403 = -311408.050186 nChanged 492 SP:Iteration 2F (66.178324 sec): 3 clusters Score: Raw -314636.512914 + Penalty 2718.389403 = -311918.123511 nChanged 348 SP:Iteration 3F (66.197937 sec): 3 clusters Score: Raw -314975.082593 + Penalty 2718.389403 = -312256.693191 nChanged 283 SP:Iteration 4F (66.217953 sec): 3 clusters Score: Raw -315241.758493 + Penalty 2718.389403 = -312523.369091 nChanged 216 SP:Iteration 5F (66.237731 sec): 3 clusters Score: Raw -315439.766456 + Penalty 2718.389403 = -312721.377054 nChanged 180 SP:Iteration 6Q (66.257252 sec): 3 clusters Score: Raw -315618.757145 + Penalty 2718.389403 = -312900.367743 nChanged 136 SP:Iteration 7Q (66.276748 sec): 3 clusters Score: Raw -315735.555534 + Penalty 2718.389403 = -313017.166131 nChanged 115 SP:Iteration 8Q (66.296111 sec): 3 clusters Score: Raw -315827.372819 + Penalty 2718.389403 = -313108.983416 nChanged 96 SP:Iteration 9Q (66.315744 sec): 3 clusters Score: Raw -315928.685996 + Penalty 2718.389403 = -313210.296594 nChanged 101 SP:Iteration 10Q (66.335246 sec): 3 clusters Score: Raw -315997.500443 + Penalty 2718.389403 = -313279.111041 nChanged 81 SP:Iteration 11Q (66.354701 sec): 3 clusters Score: Raw -316039.201614 + Penalty 2718.389403 = -313320.812212 nChanged 63 SP:Iteration 12Q (66.374279 sec): 3 clusters Score: Raw -316070.561019 + Penalty 2718.389403 = -313352.171616 nChanged 44 SP:Iteration 13Q (66.393509 sec): 3 clusters Score: Raw -316086.983324 + Penalty 2718.389403 = -313368.593922 nChanged 30 SP:Iteration 14Q (66.412871 sec): 3 clusters Score: Raw -316096.874199 + Penalty 2718.389403 = -313378.484796 nChanged 19 SP:Iteration 15Q (66.432159 sec): 3 clusters Score: Raw -316102.153512 + Penalty 2718.389403 = -313383.764110 nChanged 20 SP:Iteration 16Q (66.451318 sec): 3 clusters Score: Raw -316109.860038 + Penalty 2718.389403 = -313391.470635 nChanged 24 SP:Iteration 17Q (66.470478 sec): 3 clusters Score: Raw -316116.771782 + Penalty 2718.389403 = -313398.382379 nChanged 15 SP:Iteration 18Q (66.489723 sec): 3 clusters Score: Raw -316122.749005 + Penalty 2718.389403 = -313404.359602 nChanged 14 SP:Iteration 19Q (66.509055 sec): 3 clusters Score: Raw -316131.297933 + Penalty 2718.389403 = -313412.908530 nChanged 31 SP:Iteration 20F (66.528884 sec): 3 clusters Score: Raw -316142.194030 + Penalty 2718.389403 = -313423.804627 nChanged 31 SP:Iteration 21Q (66.548356 sec): 3 clusters Score: Raw -316155.105239 + Penalty 2718.389403 = -313436.715837 nChanged 25 SP:Iteration 22Q (66.567674 sec): 3 clusters Score: Raw -316163.009126 + Penalty 2718.389403 = -313444.619723 nChanged 21 SP:Iteration 23Q (66.586990 sec): 3 clusters Score: Raw -316168.563658 + Penalty 2718.389403 = -313450.174256 nChanged 9 SP:Iteration 24Q (66.606419 sec): 3 clusters Score: Raw -316170.963321 + Penalty 2718.389403 = -313452.573918 nChanged 8 SP:Iteration 25Q (66.625813 sec): 3 clusters Score: Raw -316172.886824 + Penalty 2718.389403 = -313454.497421 nChanged 5 SP:Iteration 26Q (66.645044 sec): 3 clusters Score: Raw -316173.648025 + Penalty 2718.389403 = -313455.258622 nChanged 7 SP:Iteration 27Q (66.664348 sec): 3 clusters Score: Raw -316175.749886 + Penalty 2718.389403 = -313457.360483 nChanged 5 SP:Iteration 28Q (66.683943 sec): 3 clusters Score: Raw -316176.967521 + Penalty 2718.389403 = -313458.578118 nChanged 6 SP:Iteration 29Q (66.703520 sec): 3 clusters Score: Raw -316178.653571 + Penalty 2718.389403 = -313460.264168 nChanged 4 SP:Iteration 30Q (66.722898 sec): 3 clusters Score: Raw -316179.348922 + Penalty 2718.389403 = -313460.959520 nChanged 4 SP:Iteration 31Q (66.742105 sec): 3 clusters Score: Raw -316180.069073 + Penalty 2718.389403 = -313461.679670 nChanged 5 SP:Iteration 32Q (66.761247 sec): 3 clusters Score: Raw -316181.100987 + Penalty 2718.389403 = -313462.711584 nChanged 6 SP:Iteration 33Q (66.780394 sec): 3 clusters Score: Raw -316183.463838 + Penalty 2718.389403 = -313465.074435 nChanged 8 SP:Iteration 34Q (66.799725 sec): 3 clusters Score: Raw -316186.844186 + Penalty 2718.389403 = -313468.454783 nChanged 10 SP:Iteration 35Q (66.819019 sec): 3 clusters Score: Raw -316191.041702 + Penalty 2718.389403 = -313472.652300 nChanged 13 SP:Iteration 36Q (66.838145 sec): 3 clusters Score: Raw -316195.703207 + Penalty 2718.389403 = -313477.313804 nChanged 14 SP:Iteration 37Q (66.857359 sec): 3 clusters Score: Raw -316202.611157 + Penalty 2718.389403 = -313484.221755 nChanged 12 SP:Iteration 38Q (66.876742 sec): 3 clusters Score: Raw -316209.483674 + Penalty 2718.389403 = -313491.094272 nChanged 17 SP:Iteration 39Q (66.896116 sec): 3 clusters Score: Raw -316214.581831 + Penalty 2718.389403 = -313496.192428 nChanged 12 SP:Iteration 40F (66.916039 sec): 3 clusters Score: Raw -316218.005112 + Penalty 2718.389403 = -313499.615709 nChanged 8 SP:Iteration 41Q (66.935252 sec): 3 clusters Score: Raw -316223.251143 + Penalty 2718.389403 = -313504.861740 nChanged 8 SP:Iteration 42Q (66.954673 sec): 3 clusters Score: Raw -316231.019335 + Penalty 2718.389403 = -313512.629932 nChanged 15 SP:Iteration 43Q (66.974002 sec): 3 clusters Score: Raw -316237.490501 + Penalty 2718.389403 = -313519.101099 nChanged 17 SP:Iteration 44Q (66.993368 sec): 3 clusters Score: Raw -316242.060476 + Penalty 2718.389403 = -313523.671073 nChanged 9 SP:Iteration 45Q (67.012560 sec): 3 clusters Score: Raw -316244.306417 + Penalty 2718.389403 = -313525.917015 nChanged 4 SP:Iteration 46Q (67.031756 sec): 3 clusters Score: Raw -316245.481587 + Penalty 2718.389403 = -313527.092184 nChanged 4 SP:Iteration 47Q (67.051165 sec): 3 clusters Score: Raw -316247.363422 + Penalty 2718.389403 = -313528.974020 nChanged 8 SP:Iteration 48Q (67.070690 sec): 3 clusters Score: Raw -316249.031929 + Penalty 2718.389403 = -313530.642527 nChanged 8 SP:Iteration 49Q (67.089932 sec): 3 clusters Score: Raw -316251.041092 + Penalty 2718.389403 = -313532.651690 nChanged 6 SP:Iteration 50Q (67.109065 sec): 3 clusters Score: Raw -316252.570508 + Penalty 2718.389403 = -313534.181106 nChanged 5 SP:Iteration 51Q (67.128007 sec): 3 clusters Score: Raw -316254.247887 + Penalty 2718.389403 = -313535.858485 nChanged 5 SP:Iteration 52Q (67.147282 sec): 3 clusters Score: Raw -316255.545854 + Penalty 2718.389403 = -313537.156451 nChanged 4 SP:Iteration 53Q (67.166710 sec): 3 clusters Score: Raw -316256.625808 + Penalty 2718.389403 = -313538.236405 nChanged 6 SP:Iteration 54Q (67.185915 sec): 3 clusters Score: Raw -316257.986627 + Penalty 2718.389403 = -313539.597224 nChanged 3 SP:Iteration 55Q (67.205326 sec): 3 clusters Score: Raw -316258.728319 + Penalty 2718.389403 = -313540.338916 nChanged 3 SP:Iteration 56Q (67.224596 sec): 3 clusters Score: Raw -316259.304675 + Penalty 2718.389403 = -313540.915272 nChanged 5 SP:Iteration 57Q (67.243810 sec): 3 clusters Score: Raw -316261.045831 + Penalty 2718.389403 = -313542.656429 nChanged 9 SP:Iteration 58Q (67.263018 sec): 3 clusters Score: Raw -316263.499013 + Penalty 2718.389403 = -313545.109611 nChanged 9 SP:Iteration 59Q (67.282078 sec): 3 clusters Score: Raw -316265.869578 + Penalty 2718.389403 = -313547.480175 nChanged 8 SP:Iteration 60F (67.301727 sec): 3 clusters Score: Raw -316268.225232 + Penalty 2718.389403 = -313549.835830 nChanged 4 SP:Iteration 61Q (67.321042 sec): 3 clusters Score: Raw -316269.209042 + Penalty 2718.389403 = -313550.819640 nChanged 4 SP:Iteration 62Q (67.340107 sec): 3 clusters Score: Raw -316269.910150 + Penalty 2718.389403 = -313551.520748 nChanged 3 SP:Iteration 63Q (67.359153 sec): 3 clusters Score: Raw -316270.402516 + Penalty 2718.389403 = -313552.013113 nChanged 1 SP:Iteration 64Q (67.378298 sec): 3 clusters Score: Raw -316270.533521 + Penalty 2718.389403 = -313552.144118 nChanged 0 SP:Iteration 65F (67.397804 sec): 3 clusters Score: Raw -316270.533521 + Penalty 2718.389403 = -313552.144118 nChanged 0 Trying to split cluster 7 (2632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.413363 sec): 2 clusters Score: Raw -204721.430569 + Penalty 1279.768635 = -203441.661934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.426903 sec): 3 clusters Score: Raw -203526.395630 + Penalty 2559.537270 = -200966.858360 nChanged 1004 SP:Iteration 1F (67.439855 sec): 3 clusters Score: Raw -204228.750617 + Penalty 2559.537270 = -201669.213347 nChanged 263 SP:Iteration 2F (67.452612 sec): 3 clusters Score: Raw -204554.378795 + Penalty 2559.537270 = -201994.841525 nChanged 253 SP:Iteration 3F (67.465336 sec): 3 clusters Score: Raw -204906.144948 + Penalty 2559.537270 = -202346.607678 nChanged 221 SP:Iteration 4F (67.478191 sec): 3 clusters Score: Raw -205255.681790 + Penalty 2559.537270 = -202696.144520 nChanged 206 SP:Iteration 5F (67.490961 sec): 3 clusters Score: Raw -205612.089189 + Penalty 2559.537270 = -203052.551919 nChanged 167 SP:Iteration 6F (67.503609 sec): 3 clusters Score: Raw -205954.800491 + Penalty 2559.537270 = -203395.263221 nChanged 145 SP:Iteration 7F (67.516435 sec): 3 clusters Score: Raw -206302.855928 + Penalty 2559.537270 = -203743.318658 nChanged 110 SP:Iteration 8Q (67.532025 sec): 3 clusters Score: Raw -206776.173457 + Penalty 2559.537270 = -204216.636187 nChanged 77 SP:Iteration 9Q (67.544335 sec): 3 clusters Score: Raw -207394.906848 + Penalty 2559.537270 = -204835.369578 nChanged 38 SP:Iteration 10Q (67.556469 sec): 3 clusters Score: Raw -207466.493924 + Penalty 2559.537270 = -204906.956654 nChanged 24 SP:Iteration 11Q (67.568564 sec): 3 clusters Score: Raw -207489.175092 + Penalty 2559.537270 = -204929.637822 nChanged 17 SP:Iteration 12Q (67.580657 sec): 3 clusters Score: Raw -207503.270740 + Penalty 2559.537270 = -204943.733470 nChanged 8 SP:Iteration 13Q (67.592800 sec): 3 clusters Score: Raw -207511.749665 + Penalty 2559.537270 = -204952.212395 nChanged 4 SP:Iteration 14Q (67.604799 sec): 3 clusters Score: Raw -207513.118714 + Penalty 2559.537270 = -204953.581443 nChanged 2 SP:Iteration 15Q (67.616770 sec): 3 clusters Score: Raw -207514.954441 + Penalty 2559.537270 = -204955.417171 nChanged 0 SP:Iteration 16F (67.629561 sec): 3 clusters Score: Raw -207515.350304 + Penalty 2559.537270 = -204955.813034 nChanged 1 SP:Iteration 17Q (67.641766 sec): 3 clusters Score: Raw -207516.826884 + Penalty 2559.537270 = -204957.289614 nChanged 2 SP:Iteration 18Q (67.653841 sec): 3 clusters Score: Raw -207518.165363 + Penalty 2559.537270 = -204958.628093 nChanged 1 SP:Iteration 19Q (67.665875 sec): 3 clusters Score: Raw -207518.561985 + Penalty 2559.537270 = -204959.024715 nChanged 1 SP:Iteration 20F (67.678614 sec): 3 clusters Score: Raw -207518.863214 + Penalty 2559.537270 = -204959.325944 nChanged 0 Score: Raw -22969032.107829 + Penalty 42898.539004 = -22926133.568824 Splitting cluster 7 changes total score from -22914419.136903 to -22926133.568824 So it's getting split into cluster 21. Trying to split cluster 8 (5754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.671265 sec): 2 clusters Score: Raw -407633.609691 + Penalty 1406.868213 = -406226.741478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.694216 sec): 3 clusters Score: Raw -404672.730922 + Penalty 2813.736427 = -401858.994495 nChanged 2376 SP:Iteration 1F (71.716806 sec): 3 clusters Score: Raw -406139.868958 + Penalty 2813.736427 = -403326.132531 nChanged 514 SP:Iteration 2F (71.739439 sec): 3 clusters Score: Raw -406555.331280 + Penalty 2813.736427 = -403741.594853 nChanged 425 SP:Iteration 3F (71.761708 sec): 3 clusters Score: Raw -406919.181983 + Penalty 2813.736427 = -404105.445557 nChanged 357 SP:Iteration 4F (71.784402 sec): 3 clusters Score: Raw -407268.849850 + Penalty 2813.736427 = -404455.113423 nChanged 393 SP:Iteration 5F (71.806807 sec): 3 clusters Score: Raw -407722.913844 + Penalty 2813.736427 = -404909.177418 nChanged 387 SP:Iteration 6F (71.829433 sec): 3 clusters Score: Raw -408191.724219 + Penalty 2813.736427 = -405377.987792 nChanged 327 SP:Iteration 7F (71.851781 sec): 3 clusters Score: Raw -408529.339676 + Penalty 2813.736427 = -405715.603249 nChanged 254 SP:Iteration 8Q (71.873804 sec): 3 clusters Score: Raw -408759.017761 + Penalty 2813.736427 = -405945.281334 nChanged 213 SP:Iteration 9Q (71.895694 sec): 3 clusters Score: Raw -409052.801566 + Penalty 2813.736427 = -406239.065139 nChanged 232 SP:Iteration 10Q (71.917374 sec): 3 clusters Score: Raw -409359.428684 + Penalty 2813.736427 = -406545.692257 nChanged 161 SP:Iteration 11Q (71.938981 sec): 3 clusters Score: Raw -409441.703931 + Penalty 2813.736427 = -406627.967504 nChanged 116 SP:Iteration 12Q (71.960496 sec): 3 clusters Score: Raw -409492.261516 + Penalty 2813.736427 = -406678.525089 nChanged 88 SP:Iteration 13Q (71.982279 sec): 3 clusters Score: Raw -409529.044321 + Penalty 2813.736427 = -406715.307895 nChanged 67 SP:Iteration 14Q (72.003805 sec): 3 clusters Score: Raw -409559.554194 + Penalty 2813.736427 = -406745.817767 nChanged 66 SP:Iteration 15Q (72.025430 sec): 3 clusters Score: Raw -409582.171354 + Penalty 2813.736427 = -406768.434927 nChanged 48 SP:Iteration 16Q (72.046818 sec): 3 clusters Score: Raw -409601.378891 + Penalty 2813.736427 = -406787.642464 nChanged 39 SP:Iteration 17Q (72.068500 sec): 3 clusters Score: Raw -409616.794328 + Penalty 2813.736427 = -406803.057901 nChanged 26 SP:Iteration 18Q (72.090115 sec): 3 clusters Score: Raw -409631.790493 + Penalty 2813.736427 = -406818.054066 nChanged 32 SP:Iteration 19Q (72.111603 sec): 3 clusters Score: Raw -409657.111701 + Penalty 2813.736427 = -406843.375274 nChanged 37 SP:Iteration 20F (72.134121 sec): 3 clusters Score: Raw -409693.561971 + Penalty 2813.736427 = -406879.825544 nChanged 45 SP:Iteration 21Q (72.155946 sec): 3 clusters Score: Raw -409724.325982 + Penalty 2813.736427 = -406910.589555 nChanged 50 SP:Iteration 22Q (72.177632 sec): 3 clusters Score: Raw -409750.964194 + Penalty 2813.736427 = -406937.227767 nChanged 45 SP:Iteration 23Q (72.199408 sec): 3 clusters Score: Raw -409772.196090 + Penalty 2813.736427 = -406958.459663 nChanged 46 SP:Iteration 24Q (72.221076 sec): 3 clusters Score: Raw -409790.995229 + Penalty 2813.736427 = -406977.258802 nChanged 51 SP:Iteration 25Q (72.242609 sec): 3 clusters Score: Raw -409808.822878 + Penalty 2813.736427 = -406995.086452 nChanged 37 SP:Iteration 26Q (72.264007 sec): 3 clusters Score: Raw -409827.074027 + Penalty 2813.736427 = -407013.337600 nChanged 49 SP:Iteration 27Q (72.285614 sec): 3 clusters Score: Raw -409847.558000 + Penalty 2813.736427 = -407033.821573 nChanged 44 SP:Iteration 28Q (72.306993 sec): 3 clusters Score: Raw -409860.334857 + Penalty 2813.736427 = -407046.598430 nChanged 23 SP:Iteration 29Q (72.328398 sec): 3 clusters Score: Raw -409864.764310 + Penalty 2813.736427 = -407051.027883 nChanged 16 SP:Iteration 30Q (72.349967 sec): 3 clusters Score: Raw -409867.935981 + Penalty 2813.736427 = -407054.199554 nChanged 11 SP:Iteration 31Q (72.371647 sec): 3 clusters Score: Raw -409870.612895 + Penalty 2813.736427 = -407056.876468 nChanged 7 SP:Iteration 32Q (72.393187 sec): 3 clusters Score: Raw -409871.713328 + Penalty 2813.736427 = -407057.976901 nChanged 5 SP:Iteration 33Q (72.414685 sec): 3 clusters Score: Raw -409872.502172 + Penalty 2813.736427 = -407058.765745 nChanged 2 SP:Iteration 34Q (72.435921 sec): 3 clusters Score: Raw -409872.781336 + Penalty 2813.736427 = -407059.044909 nChanged 3 SP:Iteration 35Q (72.457456 sec): 3 clusters Score: Raw -409873.243789 + Penalty 2813.736427 = -407059.507362 nChanged 3 SP:Iteration 36Q (72.478916 sec): 3 clusters Score: Raw -409873.798762 + Penalty 2813.736427 = -407060.062335 nChanged 3 SP:Iteration 37Q (72.500619 sec): 3 clusters Score: Raw -409874.687053 + Penalty 2813.736427 = -407060.950626 nChanged 0 SP:Iteration 38F (72.523047 sec): 3 clusters Score: Raw -409874.687053 + Penalty 2813.736427 = -407060.950626 nChanged 0 Score: Raw -22971273.185190 + Penalty 44941.326576 = -22926331.858614 Splitting cluster 8 changes total score from -22914419.136903 to -22926331.858614 So it's getting split into cluster 22. Trying to split cluster 9 (8164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.647395 sec): 2 clusters Score: Raw -635616.395776 + Penalty 1463.717048 = -634152.678728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.673937 sec): 3 clusters Score: Raw -631144.775313 + Penalty 2927.434095 = -628217.341218 nChanged 3432 SP:Iteration 1F (76.698752 sec): 3 clusters Score: Raw -633183.361587 + Penalty 2927.434095 = -630255.927492 nChanged 577 SP:Iteration 2F (76.723505 sec): 3 clusters Score: Raw -633542.464047 + Penalty 2927.434095 = -630615.029952 nChanged 546 SP:Iteration 3F (76.748227 sec): 3 clusters Score: Raw -633936.334328 + Penalty 2927.434095 = -631008.900233 nChanged 499 SP:Iteration 4F (76.772989 sec): 3 clusters Score: Raw -634339.820929 + Penalty 2927.434095 = -631412.386833 nChanged 466 SP:Iteration 5F (76.797885 sec): 3 clusters Score: Raw -634734.205536 + Penalty 2927.434095 = -631806.771441 nChanged 445 SP:Iteration 6F (76.822636 sec): 3 clusters Score: Raw -635123.225675 + Penalty 2927.434095 = -632195.791580 nChanged 435 SP:Iteration 7F (76.847259 sec): 3 clusters Score: Raw -635535.191445 + Penalty 2927.434095 = -632607.757350 nChanged 388 SP:Iteration 8Q (76.871509 sec): 3 clusters Score: Raw -635905.902038 + Penalty 2927.434095 = -632978.467943 nChanged 399 SP:Iteration 9Q (76.895621 sec): 3 clusters Score: Raw -636310.335782 + Penalty 2927.434095 = -633382.901687 nChanged 355 SP:Iteration 10Q (76.919469 sec): 3 clusters Score: Raw -636720.667917 + Penalty 2927.434095 = -633793.233822 nChanged 340 SP:Iteration 11Q (76.943402 sec): 3 clusters Score: Raw -637202.466118 + Penalty 2927.434095 = -634275.032022 nChanged 279 SP:Iteration 12Q (76.966866 sec): 3 clusters Score: Raw -637497.275594 + Penalty 2927.434095 = -634569.841498 nChanged 185 SP:Iteration 13Q (76.990304 sec): 3 clusters Score: Raw -637609.542742 + Penalty 2927.434095 = -634682.108647 nChanged 119 SP:Iteration 14Q (77.013493 sec): 3 clusters Score: Raw -637659.185447 + Penalty 2927.434095 = -634731.751351 nChanged 63 SP:Iteration 15Q (77.036882 sec): 3 clusters Score: Raw -637684.433074 + Penalty 2927.434095 = -634756.998978 nChanged 49 SP:Iteration 16Q (77.060123 sec): 3 clusters Score: Raw -637697.517099 + Penalty 2927.434095 = -634770.083003 nChanged 35 SP:Iteration 17Q (77.083187 sec): 3 clusters Score: Raw -637705.998488 + Penalty 2927.434095 = -634778.564392 nChanged 22 SP:Iteration 18Q (77.106269 sec): 3 clusters Score: Raw -637710.033029 + Penalty 2927.434095 = -634782.598934 nChanged 16 SP:Iteration 19Q (77.129303 sec): 3 clusters Score: Raw -637714.167046 + Penalty 2927.434095 = -634786.732951 nChanged 12 SP:Iteration 20F (77.154096 sec): 3 clusters Score: Raw -637717.027389 + Penalty 2927.434095 = -634789.593294 nChanged 11 SP:Iteration 21Q (77.177277 sec): 3 clusters Score: Raw -637718.948522 + Penalty 2927.434095 = -634791.514427 nChanged 4 SP:Iteration 22Q (77.200394 sec): 3 clusters Score: Raw -637719.440203 + Penalty 2927.434095 = -634792.006107 nChanged 2 SP:Iteration 23Q (77.223493 sec): 3 clusters Score: Raw -637719.826743 + Penalty 2927.434095 = -634792.392647 nChanged 3 SP:Iteration 24Q (77.246859 sec): 3 clusters Score: Raw -637720.213222 + Penalty 2927.434095 = -634792.779127 nChanged 2 SP:Iteration 25Q (77.270008 sec): 3 clusters Score: Raw -637720.436135 + Penalty 2927.434095 = -634793.002039 nChanged 2 SP:Iteration 26Q (77.293165 sec): 3 clusters Score: Raw -637720.734840 + Penalty 2927.434095 = -634793.300745 nChanged 1 SP:Iteration 27Q (77.316301 sec): 3 clusters Score: Raw -637720.881064 + Penalty 2927.434095 = -634793.446969 nChanged 1 SP:Iteration 28Q (77.339425 sec): 3 clusters Score: Raw -637721.041012 + Penalty 2927.434095 = -634793.606917 nChanged 1 SP:Iteration 29Q (77.362656 sec): 3 clusters Score: Raw -637721.245820 + Penalty 2927.434095 = -634793.811724 nChanged 2 SP:Iteration 30Q (77.385776 sec): 3 clusters Score: Raw -637721.501199 + Penalty 2927.434095 = -634794.067104 nChanged 1 SP:Iteration 31Q (77.408835 sec): 3 clusters Score: Raw -637721.588182 + Penalty 2927.434095 = -634794.154086 nChanged 0 SP:Iteration 32F (77.433610 sec): 3 clusters Score: Raw -637721.588182 + Penalty 2927.434095 = -634794.154086 nChanged 0 Score: Raw -22973378.377596 + Penalty 46984.114148 = -22926394.263448 Splitting cluster 9 changes total score from -22914419.136903 to -22926394.263448 So it's getting split into cluster 23. Trying to split cluster 10 (22400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.317931 sec): 2 clusters Score: Raw -1867761.409533 + Penalty 1627.732639 = -1866133.676895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.367374 sec): 3 clusters Score: Raw -1854258.582413 + Penalty 3255.465277 = -1851003.117135 nChanged 10264 SP:Iteration 1F (81.414694 sec): 3 clusters Score: Raw -1861274.032311 + Penalty 3255.465277 = -1858018.567034 nChanged 2061 SP:Iteration 2F (81.462004 sec): 3 clusters Score: Raw -1863226.426912 + Penalty 3255.465277 = -1859970.961635 nChanged 2126 SP:Iteration 3F (81.509219 sec): 3 clusters Score: Raw -1865079.278916 + Penalty 3255.465277 = -1861823.813639 nChanged 1783 SP:Iteration 4F (81.556387 sec): 3 clusters Score: Raw -1866421.560319 + Penalty 3255.465277 = -1863166.095041 nChanged 1260 SP:Iteration 5F (81.603752 sec): 3 clusters Score: Raw -1867165.466302 + Penalty 3255.465277 = -1863910.001025 nChanged 821 SP:Iteration 6Q (81.651426 sec): 3 clusters Score: Raw -1867545.820115 + Penalty 3255.465277 = -1864290.354838 nChanged 598 SP:Iteration 7Q (81.698733 sec): 3 clusters Score: Raw -1867784.753258 + Penalty 3255.465277 = -1864529.287980 nChanged 452 SP:Iteration 8Q (81.745950 sec): 3 clusters Score: Raw -1867920.102071 + Penalty 3255.465277 = -1864664.636793 nChanged 319 SP:Iteration 9Q (81.792725 sec): 3 clusters Score: Raw -1868008.797501 + Penalty 3255.465277 = -1864753.332224 nChanged 276 SP:Iteration 10Q (81.839704 sec): 3 clusters Score: Raw -1868073.214413 + Penalty 3255.465277 = -1864817.749136 nChanged 216 SP:Iteration 11Q (81.886480 sec): 3 clusters Score: Raw -1868119.306070 + Penalty 3255.465277 = -1864863.840793 nChanged 215 SP:Iteration 12Q (81.933022 sec): 3 clusters Score: Raw -1868159.030055 + Penalty 3255.465277 = -1864903.564778 nChanged 188 SP:Iteration 13Q (81.979635 sec): 3 clusters Score: Raw -1868198.455086 + Penalty 3255.465277 = -1864942.989809 nChanged 193 SP:Iteration 14Q (82.026049 sec): 3 clusters Score: Raw -1868238.818167 + Penalty 3255.465277 = -1864983.352890 nChanged 181 SP:Iteration 15Q (82.072462 sec): 3 clusters Score: Raw -1868271.866316 + Penalty 3255.465277 = -1865016.401039 nChanged 155 SP:Iteration 16Q (82.118808 sec): 3 clusters Score: Raw -1868297.845693 + Penalty 3255.465277 = -1865042.380416 nChanged 140 SP:Iteration 17Q (82.165141 sec): 3 clusters Score: Raw -1868322.327770 + Penalty 3255.465277 = -1865066.862493 nChanged 132 SP:Iteration 18Q (82.211493 sec): 3 clusters Score: Raw -1868343.607585 + Penalty 3255.465277 = -1865088.142308 nChanged 128 SP:Iteration 19Q (82.257549 sec): 3 clusters Score: Raw -1868361.797253 + Penalty 3255.465277 = -1865106.331976 nChanged 102 SP:Iteration 20F (82.304889 sec): 3 clusters Score: Raw -1868376.398138 + Penalty 3255.465277 = -1865120.932861 nChanged 94 SP:Iteration 21Q (82.351195 sec): 3 clusters Score: Raw -1868388.008318 + Penalty 3255.465277 = -1865132.543041 nChanged 100 SP:Iteration 22Q (82.397317 sec): 3 clusters Score: Raw -1868400.742910 + Penalty 3255.465277 = -1865145.277633 nChanged 95 SP:Iteration 23Q (82.443543 sec): 3 clusters Score: Raw -1868413.144370 + Penalty 3255.465277 = -1865157.679093 nChanged 84 SP:Iteration 24Q (82.489662 sec): 3 clusters Score: Raw -1868422.355815 + Penalty 3255.465277 = -1865166.890537 nChanged 86 SP:Iteration 25Q (82.535908 sec): 3 clusters Score: Raw -1868432.985360 + Penalty 3255.465277 = -1865177.520083 nChanged 84 SP:Iteration 26Q (82.581844 sec): 3 clusters Score: Raw -1868443.276663 + Penalty 3255.465277 = -1865187.811385 nChanged 86 SP:Iteration 27Q (82.628488 sec): 3 clusters Score: Raw -1868454.694911 + Penalty 3255.465277 = -1865199.229634 nChanged 97 SP:Iteration 28Q (82.674602 sec): 3 clusters Score: Raw -1868466.769702 + Penalty 3255.465277 = -1865211.304425 nChanged 94 SP:Iteration 29Q (82.720446 sec): 3 clusters Score: Raw -1868480.957201 + Penalty 3255.465277 = -1865225.491924 nChanged 112 SP:Iteration 30Q (82.766567 sec): 3 clusters Score: Raw -1868501.930169 + Penalty 3255.465277 = -1865246.464892 nChanged 130 SP:Iteration 31Q (82.812463 sec): 3 clusters Score: Raw -1868530.145040 + Penalty 3255.465277 = -1865274.679763 nChanged 168 SP:Iteration 32Q (82.858261 sec): 3 clusters Score: Raw -1868573.470755 + Penalty 3255.465277 = -1865318.005478 nChanged 193 SP:Iteration 33Q (82.904236 sec): 3 clusters Score: Raw -1868629.288389 + Penalty 3255.465277 = -1865373.823112 nChanged 189 SP:Iteration 34Q (82.950013 sec): 3 clusters Score: Raw -1868689.199013 + Penalty 3255.465277 = -1865433.733735 nChanged 215 SP:Iteration 35Q (82.995529 sec): 3 clusters Score: Raw -1868777.310049 + Penalty 3255.465277 = -1865521.844771 nChanged 250 SP:Iteration 36Q (83.041094 sec): 3 clusters Score: Raw -1868890.483440 + Penalty 3255.465277 = -1865635.018162 nChanged 298 SP:Iteration 37Q (83.086672 sec): 3 clusters Score: Raw -1869069.106565 + Penalty 3255.465277 = -1865813.641287 nChanged 341 SP:Iteration 38Q (83.131840 sec): 3 clusters Score: Raw -1869309.111518 + Penalty 3255.465277 = -1866053.646240 nChanged 363 SP:Iteration 39Q (83.176989 sec): 3 clusters Score: Raw -1869555.700143 + Penalty 3255.465277 = -1866300.234865 nChanged 344 SP:Iteration 40F (83.224169 sec): 3 clusters Score: Raw -1869754.525947 + Penalty 3255.465277 = -1866499.060670 nChanged 309 SP:Iteration 41Q (83.269313 sec): 3 clusters Score: Raw -1869878.875616 + Penalty 3255.465277 = -1866623.410338 nChanged 233 SP:Iteration 42Q (83.314026 sec): 3 clusters Score: Raw -1869946.324884 + Penalty 3255.465277 = -1866690.859607 nChanged 176 SP:Iteration 43Q (83.358678 sec): 3 clusters Score: Raw -1869985.342973 + Penalty 3255.465277 = -1866729.877696 nChanged 135 SP:Iteration 44Q (83.402981 sec): 3 clusters Score: Raw -1870010.949404 + Penalty 3255.465277 = -1866755.484127 nChanged 120 SP:Iteration 45Q (83.447345 sec): 3 clusters Score: Raw -1870027.644320 + Penalty 3255.465277 = -1866772.179042 nChanged 77 SP:Iteration 46Q (83.491536 sec): 3 clusters Score: Raw -1870034.906157 + Penalty 3255.465277 = -1866779.440880 nChanged 42 SP:Iteration 47Q (83.536655 sec): 3 clusters Score: Raw -1870038.120106 + Penalty 3255.465277 = -1866782.654829 nChanged 30 SP:Iteration 48Q (83.581417 sec): 3 clusters Score: Raw -1870039.653205 + Penalty 3255.465277 = -1866784.187928 nChanged 14 SP:Iteration 49Q (83.626125 sec): 3 clusters Score: Raw -1870040.659454 + Penalty 3255.465277 = -1866785.194177 nChanged 18 SP:Iteration 50Q (83.670404 sec): 3 clusters Score: Raw -1870041.676100 + Penalty 3255.465277 = -1866786.210823 nChanged 16 SP:Iteration 51Q (83.714837 sec): 3 clusters Score: Raw -1870042.767966 + Penalty 3255.465277 = -1866787.302688 nChanged 9 SP:Iteration 52Q (83.759192 sec): 3 clusters Score: Raw -1870043.337637 + Penalty 3255.465277 = -1866787.872360 nChanged 12 SP:Iteration 53Q (83.803414 sec): 3 clusters Score: Raw -1870044.312672 + Penalty 3255.465277 = -1866788.847395 nChanged 9 SP:Iteration 54Q (83.847566 sec): 3 clusters Score: Raw -1870044.940574 + Penalty 3255.465277 = -1866789.475297 nChanged 9 SP:Iteration 55Q (83.891725 sec): 3 clusters Score: Raw -1870045.395512 + Penalty 3255.465277 = -1866789.930234 nChanged 4 SP:Iteration 56Q (83.935959 sec): 3 clusters Score: Raw -1870045.510926 + Penalty 3255.465277 = -1866790.045649 nChanged 0 SP:Iteration 57F (83.983110 sec): 3 clusters Score: Raw -1870045.510926 + Penalty 3255.465277 = -1866790.045649 nChanged 0 Score: Raw -22975662.478989 + Penalty 49026.901719 = -22926635.577269 Splitting cluster 10 changes total score from -22914419.136903 to -22926635.577269 So it's getting split into cluster 24. Trying to split cluster 11 (18914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.447324 sec): 2 clusters Score: Raw -1556840.958922 + Penalty 1600.244371 = -1555240.714551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.491180 sec): 3 clusters Score: Raw -1545601.276569 + Penalty 3200.488742 = -1542400.787827 nChanged 8531 SP:Iteration 1F (88.533026 sec): 3 clusters Score: Raw -1551266.424370 + Penalty 3200.488742 = -1548065.935628 nChanged 1856 SP:Iteration 2F (88.574911 sec): 3 clusters Score: Raw -1553189.117935 + Penalty 3200.488742 = -1549988.629193 nChanged 1992 SP:Iteration 3F (88.616918 sec): 3 clusters Score: Raw -1555348.119308 + Penalty 3200.488742 = -1552147.630566 nChanged 1714 SP:Iteration 4F (88.658726 sec): 3 clusters Score: Raw -1557026.948119 + Penalty 3200.488742 = -1553826.459377 nChanged 1199 SP:Iteration 5F (88.701452 sec): 3 clusters Score: Raw -1558114.590436 + Penalty 3200.488742 = -1554914.101694 nChanged 843 SP:Iteration 6Q (88.743350 sec): 3 clusters Score: Raw -1558815.690968 + Penalty 3200.488742 = -1555615.202226 nChanged 594 SP:Iteration 7Q (88.784857 sec): 3 clusters Score: Raw -1559200.607431 + Penalty 3200.488742 = -1556000.118689 nChanged 395 SP:Iteration 8Q (88.825922 sec): 3 clusters Score: Raw -1559369.420045 + Penalty 3200.488742 = -1556168.931304 nChanged 255 SP:Iteration 9Q (88.866837 sec): 3 clusters Score: Raw -1559465.302650 + Penalty 3200.488742 = -1556264.813908 nChanged 211 SP:Iteration 10Q (88.907662 sec): 3 clusters Score: Raw -1559530.713034 + Penalty 3200.488742 = -1556330.224292 nChanged 144 SP:Iteration 11Q (88.948316 sec): 3 clusters Score: Raw -1559563.328959 + Penalty 3200.488742 = -1556362.840217 nChanged 108 SP:Iteration 12Q (88.988673 sec): 3 clusters Score: Raw -1559588.929716 + Penalty 3200.488742 = -1556388.440974 nChanged 101 SP:Iteration 13Q (89.029124 sec): 3 clusters Score: Raw -1559610.788518 + Penalty 3200.488742 = -1556410.299776 nChanged 83 SP:Iteration 14Q (89.069347 sec): 3 clusters Score: Raw -1559626.578858 + Penalty 3200.488742 = -1556426.090116 nChanged 64 SP:Iteration 15Q (89.109496 sec): 3 clusters Score: Raw -1559639.156202 + Penalty 3200.488742 = -1556438.667460 nChanged 62 SP:Iteration 16Q (89.149697 sec): 3 clusters Score: Raw -1559652.182972 + Penalty 3200.488742 = -1556451.694230 nChanged 54 SP:Iteration 17Q (89.189704 sec): 3 clusters Score: Raw -1559665.332298 + Penalty 3200.488742 = -1556464.843556 nChanged 64 SP:Iteration 18Q (89.229531 sec): 3 clusters Score: Raw -1559682.540249 + Penalty 3200.488742 = -1556482.051507 nChanged 71 SP:Iteration 19Q (89.269464 sec): 3 clusters Score: Raw -1559704.508443 + Penalty 3200.488742 = -1556504.019701 nChanged 80 SP:Iteration 20F (89.311327 sec): 3 clusters Score: Raw -1559724.993195 + Penalty 3200.488742 = -1556524.504453 nChanged 86 SP:Iteration 21Q (89.350988 sec): 3 clusters Score: Raw -1559753.291780 + Penalty 3200.488742 = -1556552.803038 nChanged 79 SP:Iteration 22Q (89.390606 sec): 3 clusters Score: Raw -1559776.805122 + Penalty 3200.488742 = -1556576.316380 nChanged 78 SP:Iteration 23Q (89.430099 sec): 3 clusters Score: Raw -1559804.795430 + Penalty 3200.488742 = -1556604.306688 nChanged 84 SP:Iteration 24Q (89.469536 sec): 3 clusters Score: Raw -1559838.591425 + Penalty 3200.488742 = -1556638.102683 nChanged 87 SP:Iteration 25Q (89.508704 sec): 3 clusters Score: Raw -1559875.276008 + Penalty 3200.488742 = -1556674.787266 nChanged 94 SP:Iteration 26Q (89.547736 sec): 3 clusters Score: Raw -1559916.392377 + Penalty 3200.488742 = -1556715.903635 nChanged 101 SP:Iteration 27Q (89.586459 sec): 3 clusters Score: Raw -1559972.155186 + Penalty 3200.488742 = -1556771.666444 nChanged 112 SP:Iteration 28Q (89.624919 sec): 3 clusters Score: Raw -1560050.098730 + Penalty 3200.488742 = -1556849.609988 nChanged 122 SP:Iteration 29Q (89.663307 sec): 3 clusters Score: Raw -1560149.288388 + Penalty 3200.488742 = -1556948.799646 nChanged 119 SP:Iteration 30Q (89.701423 sec): 3 clusters Score: Raw -1560242.770238 + Penalty 3200.488742 = -1557042.281496 nChanged 116 SP:Iteration 31Q (89.738897 sec): 3 clusters Score: Raw -1560342.226458 + Penalty 3200.488742 = -1557141.737716 nChanged 124 SP:Iteration 32Q (89.776151 sec): 3 clusters Score: Raw -1560429.488326 + Penalty 3200.488742 = -1557228.999584 nChanged 92 SP:Iteration 33Q (89.812957 sec): 3 clusters Score: Raw -1560497.156687 + Penalty 3200.488742 = -1557296.667945 nChanged 90 SP:Iteration 34Q (89.849470 sec): 3 clusters Score: Raw -1560547.246645 + Penalty 3200.488742 = -1557346.757903 nChanged 64 SP:Iteration 35Q (89.885616 sec): 3 clusters Score: Raw -1560571.828592 + Penalty 3200.488742 = -1557371.339850 nChanged 47 SP:Iteration 36Q (89.921540 sec): 3 clusters Score: Raw -1560585.317678 + Penalty 3200.488742 = -1557384.828936 nChanged 34 SP:Iteration 37Q (89.957338 sec): 3 clusters Score: Raw -1560591.605908 + Penalty 3200.488742 = -1557391.117166 nChanged 20 SP:Iteration 38Q (89.993044 sec): 3 clusters Score: Raw -1560595.051330 + Penalty 3200.488742 = -1557394.562588 nChanged 13 SP:Iteration 39Q (90.028693 sec): 3 clusters Score: Raw -1560596.418715 + Penalty 3200.488742 = -1557395.929973 nChanged 5 SP:Iteration 40F (90.070558 sec): 3 clusters Score: Raw -1560597.007527 + Penalty 3200.488742 = -1557396.518785 nChanged 6 SP:Iteration 41Q (90.106454 sec): 3 clusters Score: Raw -1560597.756309 + Penalty 3200.488742 = -1557397.267567 nChanged 8 SP:Iteration 42Q (90.142151 sec): 3 clusters Score: Raw -1560598.780324 + Penalty 3200.488742 = -1557398.291582 nChanged 5 SP:Iteration 43Q (90.177899 sec): 3 clusters Score: Raw -1560599.488320 + Penalty 3200.488742 = -1557398.999578 nChanged 6 SP:Iteration 44Q (90.213569 sec): 3 clusters Score: Raw -1560599.829098 + Penalty 3200.488742 = -1557399.340356 nChanged 1 SP:Iteration 45Q (90.249146 sec): 3 clusters Score: Raw -1560599.891863 + Penalty 3200.488742 = -1557399.403121 nChanged 0 SP:Iteration 46F (90.291008 sec): 3 clusters Score: Raw -1560599.891863 + Penalty 3200.488742 = -1557399.403121 nChanged 0 Score: Raw -22979421.411930 + Penalty 51069.689291 = -22928351.722639 Splitting cluster 11 changes total score from -22914419.136903 to -22928351.722639 So it's getting split into cluster 25. Trying to split cluster 12 (33708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.972155 sec): 2 clusters Score: Raw -2692527.061363 + Penalty 1694.142202 = -2690832.919161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.037349 sec): 3 clusters Score: Raw -2671499.792412 + Penalty 3388.284405 = -2668111.508007 nChanged 15711 SP:Iteration 1F (95.098200 sec): 3 clusters Score: Raw -2680305.186012 + Penalty 3388.284405 = -2676916.901607 nChanged 1604 SP:Iteration 2Q (95.162323 sec): 3 clusters Score: Raw -2680970.906669 + Penalty 3388.284405 = -2677582.622264 nChanged 1711 SP:Iteration 3F (95.221955 sec): 3 clusters Score: Raw -2681825.905309 + Penalty 3388.284405 = -2678437.620904 nChanged 1847 SP:Iteration 4F (95.283029 sec): 3 clusters Score: Raw -2683029.737518 + Penalty 3388.284405 = -2679641.453113 nChanged 2222 SP:Iteration 5F (95.343800 sec): 3 clusters Score: Raw -2684621.480063 + Penalty 3388.284405 = -2681233.195658 nChanged 2530 SP:Iteration 6F (95.404606 sec): 3 clusters Score: Raw -2686595.276303 + Penalty 3388.284405 = -2683206.991898 nChanged 2559 SP:Iteration 7F (95.465312 sec): 3 clusters Score: Raw -2688544.278624 + Penalty 3388.284405 = -2685155.994219 nChanged 2151 SP:Iteration 8F (95.526240 sec): 3 clusters Score: Raw -2690053.918350 + Penalty 3388.284405 = -2686665.633945 nChanged 1549 SP:Iteration 9Q (95.588536 sec): 3 clusters Score: Raw -2690993.035539 + Penalty 3388.284405 = -2687604.751134 nChanged 1067 SP:Iteration 10Q (95.649477 sec): 3 clusters Score: Raw -2691539.602614 + Penalty 3388.284405 = -2688151.318209 nChanged 745 SP:Iteration 11Q (95.710295 sec): 3 clusters Score: Raw -2691864.746350 + Penalty 3388.284405 = -2688476.461945 nChanged 591 SP:Iteration 12Q (95.770928 sec): 3 clusters Score: Raw -2692093.387923 + Penalty 3388.284405 = -2688705.103518 nChanged 521 SP:Iteration 13Q (95.831240 sec): 3 clusters Score: Raw -2692271.685578 + Penalty 3388.284405 = -2688883.401173 nChanged 457 SP:Iteration 14Q (95.891020 sec): 3 clusters Score: Raw -2692419.905268 + Penalty 3388.284405 = -2689031.620863 nChanged 426 SP:Iteration 15Q (95.950548 sec): 3 clusters Score: Raw -2692551.180700 + Penalty 3388.284405 = -2689162.896295 nChanged 383 SP:Iteration 16Q (96.009661 sec): 3 clusters Score: Raw -2692659.199106 + Penalty 3388.284405 = -2689270.914701 nChanged 330 SP:Iteration 17Q (96.068681 sec): 3 clusters Score: Raw -2692742.459323 + Penalty 3388.284405 = -2689354.174918 nChanged 294 SP:Iteration 18Q (96.127169 sec): 3 clusters Score: Raw -2692808.860403 + Penalty 3388.284405 = -2689420.575998 nChanged 255 SP:Iteration 19Q (96.185469 sec): 3 clusters Score: Raw -2692866.524130 + Penalty 3388.284405 = -2689478.239725 nChanged 236 SP:Iteration 20F (96.245392 sec): 3 clusters Score: Raw -2692917.939921 + Penalty 3388.284405 = -2689529.655516 nChanged 231 SP:Iteration 21Q (96.304329 sec): 3 clusters Score: Raw -2692970.488764 + Penalty 3388.284405 = -2689582.204359 nChanged 223 SP:Iteration 22Q (96.362311 sec): 3 clusters Score: Raw -2693025.913271 + Penalty 3388.284405 = -2689637.628866 nChanged 217 SP:Iteration 23Q (96.420116 sec): 3 clusters Score: Raw -2693079.838921 + Penalty 3388.284405 = -2689691.554516 nChanged 225 SP:Iteration 24Q (96.477619 sec): 3 clusters Score: Raw -2693129.790402 + Penalty 3388.284405 = -2689741.505997 nChanged 186 SP:Iteration 25Q (96.534484 sec): 3 clusters Score: Raw -2693173.092999 + Penalty 3388.284405 = -2689784.808594 nChanged 188 SP:Iteration 26Q (96.591469 sec): 3 clusters Score: Raw -2693221.074693 + Penalty 3388.284405 = -2689832.790288 nChanged 205 SP:Iteration 27Q (96.648014 sec): 3 clusters Score: Raw -2693280.385887 + Penalty 3388.284405 = -2689892.101482 nChanged 203 SP:Iteration 28Q (96.704059 sec): 3 clusters Score: Raw -2693332.506068 + Penalty 3388.284405 = -2689944.221663 nChanged 178 SP:Iteration 29Q (96.760191 sec): 3 clusters Score: Raw -2693386.091232 + Penalty 3388.284405 = -2689997.806827 nChanged 167 SP:Iteration 30Q (96.815946 sec): 3 clusters Score: Raw -2693439.050053 + Penalty 3388.284405 = -2690050.765648 nChanged 191 SP:Iteration 31Q (96.871546 sec): 3 clusters Score: Raw -2693496.913777 + Penalty 3388.284405 = -2690108.629372 nChanged 171 SP:Iteration 32Q (96.926898 sec): 3 clusters Score: Raw -2693543.689143 + Penalty 3388.284405 = -2690155.404738 nChanged 142 SP:Iteration 33Q (96.981709 sec): 3 clusters Score: Raw -2693580.002369 + Penalty 3388.284405 = -2690191.717964 nChanged 119 SP:Iteration 34Q (97.036437 sec): 3 clusters Score: Raw -2693611.052728 + Penalty 3388.284405 = -2690222.768323 nChanged 125 SP:Iteration 35Q (97.091106 sec): 3 clusters Score: Raw -2693639.834519 + Penalty 3388.284405 = -2690251.550114 nChanged 105 SP:Iteration 36Q (97.145593 sec): 3 clusters Score: Raw -2693662.136111 + Penalty 3388.284405 = -2690273.851706 nChanged 97 SP:Iteration 37Q (97.199983 sec): 3 clusters Score: Raw -2693681.650086 + Penalty 3388.284405 = -2690293.365681 nChanged 88 SP:Iteration 38Q (97.254141 sec): 3 clusters Score: Raw -2693695.380184 + Penalty 3388.284405 = -2690307.095779 nChanged 74 SP:Iteration 39Q (97.308325 sec): 3 clusters Score: Raw -2693704.546753 + Penalty 3388.284405 = -2690316.262348 nChanged 64 SP:Iteration 40F (97.368309 sec): 3 clusters Score: Raw -2693712.108926 + Penalty 3388.284405 = -2690323.824521 nChanged 52 SP:Iteration 41Q (97.423099 sec): 3 clusters Score: Raw -2693719.274398 + Penalty 3388.284405 = -2690330.989993 nChanged 54 SP:Iteration 42Q (97.477573 sec): 3 clusters Score: Raw -2693725.896085 + Penalty 3388.284405 = -2690337.611680 nChanged 52 SP:Iteration 43Q (97.531567 sec): 3 clusters Score: Raw -2693733.074862 + Penalty 3388.284405 = -2690344.790457 nChanged 45 SP:Iteration 44Q (97.585816 sec): 3 clusters Score: Raw -2693738.041156 + Penalty 3388.284405 = -2690349.756751 nChanged 38 SP:Iteration 45Q (97.639732 sec): 3 clusters Score: Raw -2693742.159942 + Penalty 3388.284405 = -2690353.875537 nChanged 31 SP:Iteration 46Q (97.694058 sec): 3 clusters Score: Raw -2693745.120660 + Penalty 3388.284405 = -2690356.836255 nChanged 27 SP:Iteration 47Q (97.747898 sec): 3 clusters Score: Raw -2693747.835257 + Penalty 3388.284405 = -2690359.550852 nChanged 23 SP:Iteration 48Q (97.801803 sec): 3 clusters Score: Raw -2693750.124381 + Penalty 3388.284405 = -2690361.839976 nChanged 21 SP:Iteration 49Q (97.856009 sec): 3 clusters Score: Raw -2693751.806180 + Penalty 3388.284405 = -2690363.521775 nChanged 21 SP:Iteration 50Q (97.909837 sec): 3 clusters Score: Raw -2693753.732275 + Penalty 3388.284405 = -2690365.447870 nChanged 21 SP:Iteration 51Q (97.964175 sec): 3 clusters Score: Raw -2693755.242192 + Penalty 3388.284405 = -2690366.957787 nChanged 14 SP:Iteration 52Q (98.017917 sec): 3 clusters Score: Raw -2693756.089161 + Penalty 3388.284405 = -2690367.804756 nChanged 8 SP:Iteration 53Q (98.071941 sec): 3 clusters Score: Raw -2693756.624073 + Penalty 3388.284405 = -2690368.339668 nChanged 6 SP:Iteration 54Q (98.125652 sec): 3 clusters Score: Raw -2693757.168604 + Penalty 3388.284405 = -2690368.884199 nChanged 11 SP:Iteration 55Q (98.179443 sec): 3 clusters Score: Raw -2693758.101595 + Penalty 3388.284405 = -2690369.817190 nChanged 13 SP:Iteration 56Q (98.233401 sec): 3 clusters Score: Raw -2693758.860643 + Penalty 3388.284405 = -2690370.576238 nChanged 12 SP:Iteration 57Q (98.287215 sec): 3 clusters Score: Raw -2693759.739160 + Penalty 3388.284405 = -2690371.454755 nChanged 16 SP:Iteration 58Q (98.340987 sec): 3 clusters Score: Raw -2693760.786235 + Penalty 3388.284405 = -2690372.501830 nChanged 13 SP:Iteration 59Q (98.394775 sec): 3 clusters Score: Raw -2693761.664977 + Penalty 3388.284405 = -2690373.380572 nChanged 11 SP:Iteration 60F (98.455284 sec): 3 clusters Score: Raw -2693762.318151 + Penalty 3388.284405 = -2690374.033747 nChanged 7 SP:Iteration 61Q (98.509440 sec): 3 clusters Score: Raw -2693762.732503 + Penalty 3388.284405 = -2690374.448098 nChanged 5 SP:Iteration 62Q (98.563364 sec): 3 clusters Score: Raw -2693763.022755 + Penalty 3388.284405 = -2690374.738350 nChanged 3 SP:Iteration 63Q (98.617291 sec): 3 clusters Score: Raw -2693763.248283 + Penalty 3388.284405 = -2690374.963878 nChanged 4 SP:Iteration 64Q (98.671144 sec): 3 clusters Score: Raw -2693763.627099 + Penalty 3388.284405 = -2690375.342694 nChanged 6 SP:Iteration 65Q (98.725000 sec): 3 clusters Score: Raw -2693764.334792 + Penalty 3388.284405 = -2690376.050387 nChanged 12 SP:Iteration 66Q (98.778618 sec): 3 clusters Score: Raw -2693765.501090 + Penalty 3388.284405 = -2690377.216685 nChanged 12 SP:Iteration 67Q (98.833081 sec): 3 clusters Score: Raw -2693766.458797 + Penalty 3388.284405 = -2690378.174392 nChanged 12 SP:Iteration 68Q (98.887000 sec): 3 clusters Score: Raw -2693767.898967 + Penalty 3388.284405 = -2690379.614562 nChanged 20 SP:Iteration 69Q (98.941006 sec): 3 clusters Score: Raw -2693769.840220 + Penalty 3388.284405 = -2690381.555815 nChanged 16 SP:Iteration 70Q (98.994875 sec): 3 clusters Score: Raw -2693770.804258 + Penalty 3388.284405 = -2690382.519853 nChanged 8 SP:Iteration 71Q (99.048564 sec): 3 clusters Score: Raw -2693771.454692 + Penalty 3388.284405 = -2690383.170287 nChanged 8 SP:Iteration 72Q (99.102358 sec): 3 clusters Score: Raw -2693771.908106 + Penalty 3388.284405 = -2690383.623701 nChanged 5 SP:Iteration 73Q (99.156034 sec): 3 clusters Score: Raw -2693772.230136 + Penalty 3388.284405 = -2690383.945731 nChanged 7 SP:Iteration 74Q (99.209894 sec): 3 clusters Score: Raw -2693772.713598 + Penalty 3388.284405 = -2690384.429193 nChanged 9 SP:Iteration 75Q (99.263394 sec): 3 clusters Score: Raw -2693773.485628 + Penalty 3388.284405 = -2690385.201223 nChanged 14 SP:Iteration 76Q (99.317249 sec): 3 clusters Score: Raw -2693774.628660 + Penalty 3388.284405 = -2690386.344255 nChanged 14 SP:Iteration 77Q (99.370800 sec): 3 clusters Score: Raw -2693775.913479 + Penalty 3388.284405 = -2690387.629074 nChanged 12 SP:Iteration 78Q (99.424627 sec): 3 clusters Score: Raw -2693776.828401 + Penalty 3388.284405 = -2690388.543996 nChanged 11 SP:Iteration 79Q (99.478137 sec): 3 clusters Score: Raw -2693777.636754 + Penalty 3388.284405 = -2690389.352349 nChanged 7 SP:Iteration 80F (99.538568 sec): 3 clusters Score: Raw -2693777.997619 + Penalty 3388.284405 = -2690389.713214 nChanged 5 SP:Iteration 81Q (99.592729 sec): 3 clusters Score: Raw -2693778.175780 + Penalty 3388.284405 = -2690389.891375 nChanged 1 SP:Iteration 82Q (99.646333 sec): 3 clusters Score: Raw -2693778.231383 + Penalty 3388.284405 = -2690389.946978 nChanged 3 SP:Iteration 83Q (99.700084 sec): 3 clusters Score: Raw -2693778.404716 + Penalty 3388.284405 = -2690390.120311 nChanged 3 SP:Iteration 84Q (99.753665 sec): 3 clusters Score: Raw -2693778.622993 + Penalty 3388.284405 = -2690390.338588 nChanged 3 SP:Iteration 85Q (99.807497 sec): 3 clusters Score: Raw -2693778.683351 + Penalty 3388.284405 = -2690390.398946 nChanged 4 SP:Iteration 86Q (99.861106 sec): 3 clusters Score: Raw -2693778.919259 + Penalty 3388.284405 = -2690390.634854 nChanged 3 SP:Iteration 87Q (99.914870 sec): 3 clusters Score: Raw -2693779.113514 + Penalty 3388.284405 = -2690390.829109 nChanged 3 SP:Iteration 88Q (99.968268 sec): 3 clusters Score: Raw -2693779.288038 + Penalty 3388.284405 = -2690391.003633 nChanged 2 SP:Iteration 89Q (100.022157 sec): 3 clusters Score: Raw -2693779.346931 + Penalty 3388.284405 = -2690391.062526 nChanged 4 SP:Iteration 90Q (100.075807 sec): 3 clusters Score: Raw -2693779.510845 + Penalty 3388.284405 = -2690391.226440 nChanged 2 SP:Iteration 91Q (100.129614 sec): 3 clusters Score: Raw -2693779.667079 + Penalty 3388.284405 = -2690391.382674 nChanged 0 SP:Iteration 92F (100.190037 sec): 3 clusters Score: Raw -2693779.667079 + Penalty 3388.284405 = -2690391.382674 nChanged 0 Trying to split cluster 14 (4386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.203797 sec): 2 clusters Score: Raw -324385.595611 + Penalty 1362.753101 = -323022.842510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.224178 sec): 3 clusters Score: Raw -322189.141965 + Penalty 2725.506202 = -319463.635763 nChanged 1746 SP:Iteration 1F (100.243931 sec): 3 clusters Score: Raw -323125.451960 + Penalty 2725.506202 = -320399.945758 nChanged 353 SP:Iteration 2F (100.263912 sec): 3 clusters Score: Raw -323351.355855 + Penalty 2725.506202 = -320625.849653 nChanged 264 SP:Iteration 3F (100.283742 sec): 3 clusters Score: Raw -323532.411199 + Penalty 2725.506202 = -320806.904997 nChanged 241 SP:Iteration 4F (100.303603 sec): 3 clusters Score: Raw -323714.339981 + Penalty 2725.506202 = -320988.833779 nChanged 227 SP:Iteration 5F (100.323326 sec): 3 clusters Score: Raw -323879.472525 + Penalty 2725.506202 = -321153.966323 nChanged 249 SP:Iteration 6F (100.342726 sec): 3 clusters Score: Raw -324116.069814 + Penalty 2725.506202 = -321390.563612 nChanged 294 SP:Iteration 7F (100.362254 sec): 3 clusters Score: Raw -324412.544038 + Penalty 2725.506202 = -321687.037836 nChanged 295 SP:Iteration 8F (100.381705 sec): 3 clusters Score: Raw -324707.497001 + Penalty 2725.506202 = -321981.990799 nChanged 259 SP:Iteration 9F (100.401278 sec): 3 clusters Score: Raw -324971.825017 + Penalty 2725.506202 = -322246.318815 nChanged 203 SP:Iteration 10Q (100.420880 sec): 3 clusters Score: Raw -325165.962376 + Penalty 2725.506202 = -322440.456174 nChanged 139 SP:Iteration 11Q (100.440601 sec): 3 clusters Score: Raw -325269.929139 + Penalty 2725.506202 = -322544.422937 nChanged 88 SP:Iteration 12Q (100.460351 sec): 3 clusters Score: Raw -325326.914972 + Penalty 2725.506202 = -322601.408770 nChanged 59 SP:Iteration 13Q (100.480085 sec): 3 clusters Score: Raw -325359.707229 + Penalty 2725.506202 = -322634.201027 nChanged 42 SP:Iteration 14Q (100.499879 sec): 3 clusters Score: Raw -325379.998802 + Penalty 2725.506202 = -322654.492600 nChanged 26 SP:Iteration 15Q (100.519528 sec): 3 clusters Score: Raw -325393.192375 + Penalty 2725.506202 = -322667.686173 nChanged 26 SP:Iteration 16Q (100.539173 sec): 3 clusters Score: Raw -325406.350263 + Penalty 2725.506202 = -322680.844061 nChanged 22 SP:Iteration 17Q (100.558934 sec): 3 clusters Score: Raw -325414.285401 + Penalty 2725.506202 = -322688.779199 nChanged 14 SP:Iteration 18Q (100.578403 sec): 3 clusters Score: Raw -325420.351104 + Penalty 2725.506202 = -322694.844902 nChanged 11 SP:Iteration 19Q (100.597824 sec): 3 clusters Score: Raw -325424.176204 + Penalty 2725.506202 = -322698.670002 nChanged 8 SP:Iteration 20F (100.617249 sec): 3 clusters Score: Raw -325428.290799 + Penalty 2725.506202 = -322702.784597 nChanged 15 SP:Iteration 21Q (100.636707 sec): 3 clusters Score: Raw -325435.004941 + Penalty 2725.506202 = -322709.498739 nChanged 7 SP:Iteration 22Q (100.656062 sec): 3 clusters Score: Raw -325437.129082 + Penalty 2725.506202 = -322711.622880 nChanged 3 SP:Iteration 23Q (100.675581 sec): 3 clusters Score: Raw -325437.972401 + Penalty 2725.506202 = -322712.466199 nChanged 1 SP:Iteration 24Q (100.694876 sec): 3 clusters Score: Raw -325438.151440 + Penalty 2725.506202 = -322712.645238 nChanged 0 SP:Iteration 25F (100.714509 sec): 3 clusters Score: Raw -325438.151440 + Penalty 2725.506202 = -322712.645238 nChanged 0 Trying to split cluster 15 (31016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.761487 sec): 2 clusters Score: Raw -2586012.740717 + Penalty 1680.617003 = -2584332.123714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.822196 sec): 3 clusters Score: Raw -2566943.264191 + Penalty 3361.234006 = -2563582.030185 nChanged 14248 SP:Iteration 1F (100.879286 sec): 3 clusters Score: Raw -2575278.292920 + Penalty 3361.234006 = -2571917.058915 nChanged 2015 SP:Iteration 2F (100.936316 sec): 3 clusters Score: Raw -2576472.752205 + Penalty 3361.234006 = -2573111.518199 nChanged 2342 SP:Iteration 3F (100.993138 sec): 3 clusters Score: Raw -2578161.353702 + Penalty 3361.234006 = -2574800.119696 nChanged 2464 SP:Iteration 4F (101.050214 sec): 3 clusters Score: Raw -2580024.979784 + Penalty 3361.234006 = -2576663.745778 nChanged 2233 SP:Iteration 5F (101.107120 sec): 3 clusters Score: Raw -2581578.609846 + Penalty 3361.234006 = -2578217.375840 nChanged 1854 SP:Iteration 6F (101.163917 sec): 3 clusters Score: Raw -2582764.987930 + Penalty 3361.234006 = -2579403.753925 nChanged 1411 SP:Iteration 7Q (101.222808 sec): 3 clusters Score: Raw -2583613.133873 + Penalty 3361.234006 = -2580251.899867 nChanged 1045 SP:Iteration 8Q (101.280370 sec): 3 clusters Score: Raw -2584216.165026 + Penalty 3361.234006 = -2580854.931020 nChanged 849 SP:Iteration 9Q (101.337562 sec): 3 clusters Score: Raw -2584692.867641 + Penalty 3361.234006 = -2581331.633635 nChanged 739 SP:Iteration 10Q (101.394096 sec): 3 clusters Score: Raw -2585102.877286 + Penalty 3361.234006 = -2581741.643280 nChanged 668 SP:Iteration 11Q (101.450220 sec): 3 clusters Score: Raw -2585498.355072 + Penalty 3361.234006 = -2582137.121066 nChanged 644 SP:Iteration 12Q (101.505417 sec): 3 clusters Score: Raw -2585884.149315 + Penalty 3361.234006 = -2582522.915310 nChanged 632 SP:Iteration 13Q (101.560207 sec): 3 clusters Score: Raw -2586233.684530 + Penalty 3361.234006 = -2582872.450524 nChanged 563 SP:Iteration 14Q (101.614168 sec): 3 clusters Score: Raw -2586527.251904 + Penalty 3361.234006 = -2583166.017898 nChanged 491 SP:Iteration 15Q (101.667588 sec): 3 clusters Score: Raw -2586771.967862 + Penalty 3361.234006 = -2583410.733856 nChanged 433 SP:Iteration 16Q (101.720752 sec): 3 clusters Score: Raw -2586973.333785 + Penalty 3361.234006 = -2583612.099779 nChanged 378 SP:Iteration 17Q (101.773164 sec): 3 clusters Score: Raw -2587121.046761 + Penalty 3361.234006 = -2583759.812755 nChanged 317 SP:Iteration 18Q (101.825362 sec): 3 clusters Score: Raw -2587228.366351 + Penalty 3361.234006 = -2583867.132345 nChanged 245 SP:Iteration 19Q (101.877719 sec): 3 clusters Score: Raw -2587296.033305 + Penalty 3361.234006 = -2583934.799299 nChanged 213 SP:Iteration 20F (101.933359 sec): 3 clusters Score: Raw -2587357.862678 + Penalty 3361.234006 = -2583996.628672 nChanged 183 SP:Iteration 21Q (101.986577 sec): 3 clusters Score: Raw -2587402.358274 + Penalty 3361.234006 = -2584041.124268 nChanged 149 SP:Iteration 22Q (102.038517 sec): 3 clusters Score: Raw -2587431.892372 + Penalty 3361.234006 = -2584070.658366 nChanged 128 SP:Iteration 23Q (102.089945 sec): 3 clusters Score: Raw -2587458.004750 + Penalty 3361.234006 = -2584096.770744 nChanged 115 SP:Iteration 24Q (102.141501 sec): 3 clusters Score: Raw -2587485.014685 + Penalty 3361.234006 = -2584123.780680 nChanged 132 SP:Iteration 25Q (102.192854 sec): 3 clusters Score: Raw -2587514.852643 + Penalty 3361.234006 = -2584153.618637 nChanged 122 SP:Iteration 26Q (102.244279 sec): 3 clusters Score: Raw -2587541.611958 + Penalty 3361.234006 = -2584180.377952 nChanged 118 SP:Iteration 27Q (102.295248 sec): 3 clusters Score: Raw -2587569.330219 + Penalty 3361.234006 = -2584208.096213 nChanged 116 SP:Iteration 28Q (102.346617 sec): 3 clusters Score: Raw -2587592.054170 + Penalty 3361.234006 = -2584230.820164 nChanged 98 SP:Iteration 29Q (102.397643 sec): 3 clusters Score: Raw -2587609.236578 + Penalty 3361.234006 = -2584248.002572 nChanged 82 SP:Iteration 30Q (102.448555 sec): 3 clusters Score: Raw -2587625.151376 + Penalty 3361.234006 = -2584263.917370 nChanged 86 SP:Iteration 31Q (102.499335 sec): 3 clusters Score: Raw -2587639.552243 + Penalty 3361.234006 = -2584278.318237 nChanged 71 SP:Iteration 32Q (102.550152 sec): 3 clusters Score: Raw -2587650.853565 + Penalty 3361.234006 = -2584289.619560 nChanged 76 SP:Iteration 33Q (102.601036 sec): 3 clusters Score: Raw -2587663.463413 + Penalty 3361.234006 = -2584302.229407 nChanged 59 SP:Iteration 34Q (102.651532 sec): 3 clusters Score: Raw -2587672.027333 + Penalty 3361.234006 = -2584310.793327 nChanged 46 SP:Iteration 35Q (102.701968 sec): 3 clusters Score: Raw -2587678.002739 + Penalty 3361.234006 = -2584316.768733 nChanged 41 SP:Iteration 36Q (102.752619 sec): 3 clusters Score: Raw -2587682.145967 + Penalty 3361.234006 = -2584320.911962 nChanged 29 SP:Iteration 37Q (102.803219 sec): 3 clusters Score: Raw -2587685.499196 + Penalty 3361.234006 = -2584324.265190 nChanged 39 SP:Iteration 38Q (102.853537 sec): 3 clusters Score: Raw -2587689.517787 + Penalty 3361.234006 = -2584328.283781 nChanged 24 SP:Iteration 39Q (102.931283 sec): 3 clusters Score: Raw -2587692.032395 + Penalty 3361.234006 = -2584330.798389 nChanged 24 SP:Iteration 40F (102.987192 sec): 3 clusters Score: Raw -2587694.438011 + Penalty 3361.234006 = -2584333.204005 nChanged 23 SP:Iteration 41Q (103.039063 sec): 3 clusters Score: Raw -2587696.382689 + Penalty 3361.234006 = -2584335.148683 nChanged 23 SP:Iteration 42Q (103.089807 sec): 3 clusters Score: Raw -2587699.102201 + Penalty 3361.234006 = -2584337.868195 nChanged 23 SP:Iteration 43Q (103.140418 sec): 3 clusters Score: Raw -2587702.006838 + Penalty 3361.234006 = -2584340.772833 nChanged 29 SP:Iteration 44Q (103.190772 sec): 3 clusters Score: Raw -2587705.298461 + Penalty 3361.234006 = -2584344.064455 nChanged 33 SP:Iteration 45Q (103.241096 sec): 3 clusters Score: Raw -2587709.214690 + Penalty 3361.234006 = -2584347.980685 nChanged 31 SP:Iteration 46Q (103.291898 sec): 3 clusters Score: Raw -2587713.051246 + Penalty 3361.234006 = -2584351.817240 nChanged 32 SP:Iteration 47Q (103.342299 sec): 3 clusters Score: Raw -2587716.766980 + Penalty 3361.234006 = -2584355.532975 nChanged 28 SP:Iteration 48Q (103.392562 sec): 3 clusters Score: Raw -2587721.351283 + Penalty 3361.234006 = -2584360.117277 nChanged 22 SP:Iteration 49Q (103.442962 sec): 3 clusters Score: Raw -2587724.485748 + Penalty 3361.234006 = -2584363.251742 nChanged 23 SP:Iteration 50Q (103.493495 sec): 3 clusters Score: Raw -2587727.715341 + Penalty 3361.234006 = -2584366.481335 nChanged 23 SP:Iteration 51Q (103.543849 sec): 3 clusters Score: Raw -2587730.269301 + Penalty 3361.234006 = -2584369.035295 nChanged 17 SP:Iteration 52Q (103.594062 sec): 3 clusters Score: Raw -2587732.130659 + Penalty 3361.234006 = -2584370.896653 nChanged 17 SP:Iteration 53Q (103.644359 sec): 3 clusters Score: Raw -2587734.123983 + Penalty 3361.234006 = -2584372.889977 nChanged 20 SP:Iteration 54Q (103.694834 sec): 3 clusters Score: Raw -2587736.704772 + Penalty 3361.234006 = -2584375.470767 nChanged 27 SP:Iteration 55Q (103.745014 sec): 3 clusters Score: Raw -2587739.112709 + Penalty 3361.234006 = -2584377.878703 nChanged 20 SP:Iteration 56Q (103.795187 sec): 3 clusters Score: Raw -2587740.765009 + Penalty 3361.234006 = -2584379.531003 nChanged 15 SP:Iteration 57Q (103.845502 sec): 3 clusters Score: Raw -2587742.022866 + Penalty 3361.234006 = -2584380.788860 nChanged 10 SP:Iteration 58Q (103.895936 sec): 3 clusters Score: Raw -2587742.753772 + Penalty 3361.234006 = -2584381.519766 nChanged 8 SP:Iteration 59Q (103.946256 sec): 3 clusters Score: Raw -2587743.591283 + Penalty 3361.234006 = -2584382.357277 nChanged 10 SP:Iteration 60F (104.001691 sec): 3 clusters Score: Raw -2587744.552244 + Penalty 3361.234006 = -2584383.318238 nChanged 8 SP:Iteration 61Q (104.053238 sec): 3 clusters Score: Raw -2587745.513360 + Penalty 3361.234006 = -2584384.279354 nChanged 11 SP:Iteration 62Q (104.103708 sec): 3 clusters Score: Raw -2587746.358052 + Penalty 3361.234006 = -2584385.124046 nChanged 8 SP:Iteration 63Q (104.153871 sec): 3 clusters Score: Raw -2587746.803607 + Penalty 3361.234006 = -2584385.569601 nChanged 7 SP:Iteration 64Q (104.204060 sec): 3 clusters Score: Raw -2587747.277392 + Penalty 3361.234006 = -2584386.043386 nChanged 2 SP:Iteration 65Q (104.254357 sec): 3 clusters Score: Raw -2587747.455157 + Penalty 3361.234006 = -2584386.221151 nChanged 1 SP:Iteration 66Q (104.304849 sec): 3 clusters Score: Raw -2587747.563685 + Penalty 3361.234006 = -2584386.329680 nChanged 3 SP:Iteration 67Q (104.354984 sec): 3 clusters Score: Raw -2587747.962571 + Penalty 3361.234006 = -2584386.728565 nChanged 7 SP:Iteration 68Q (104.404986 sec): 3 clusters Score: Raw -2587748.522468 + Penalty 3361.234006 = -2584387.288462 nChanged 2 SP:Iteration 69Q (104.455423 sec): 3 clusters Score: Raw -2587748.652983 + Penalty 3361.234006 = -2584387.418977 nChanged 1 SP:Iteration 70Q (104.505972 sec): 3 clusters Score: Raw -2587748.665354 + Penalty 3361.234006 = -2584387.431348 nChanged 1 SP:Iteration 71Q (104.556091 sec): 3 clusters Score: Raw -2587748.684616 + Penalty 3361.234006 = -2584387.450610 nChanged 0 SP:Iteration 72F (104.611618 sec): 3 clusters Score: Raw -2587748.684616 + Penalty 3361.234006 = -2584387.450610 nChanged 0 Score: Raw -22981157.355829 + Penalty 53112.476862 = -22928044.878967 Splitting cluster 15 changes total score from -22914419.136903 to -22928044.878967 So it's getting split into cluster 26. Trying to split cluster 16 (7389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.963823 sec): 2 clusters Score: Raw -602277.514877 + Penalty 1447.508999 = -600830.005878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.988163 sec): 3 clusters Score: Raw -598204.598168 + Penalty 2895.017998 = -595309.580170 nChanged 3119 SP:Iteration 1F (109.012002 sec): 3 clusters Score: Raw -599866.232840 + Penalty 2895.017998 = -596971.214841 nChanged 463 SP:Iteration 2F (109.035653 sec): 3 clusters Score: Raw -600088.689996 + Penalty 2895.017998 = -597193.671998 nChanged 395 SP:Iteration 3F (109.059597 sec): 3 clusters Score: Raw -600265.002105 + Penalty 2895.017998 = -597369.984107 nChanged 304 SP:Iteration 4Q (109.083402 sec): 3 clusters Score: Raw -600396.170794 + Penalty 2895.017998 = -597501.152795 nChanged 285 SP:Iteration 5Q (109.107379 sec): 3 clusters Score: Raw -600522.119535 + Penalty 2895.017998 = -597627.101537 nChanged 259 SP:Iteration 6Q (109.131281 sec): 3 clusters Score: Raw -600638.629144 + Penalty 2895.017998 = -597743.611145 nChanged 237 SP:Iteration 7Q (109.155104 sec): 3 clusters Score: Raw -600737.407272 + Penalty 2895.017998 = -597842.389273 nChanged 213 SP:Iteration 8Q (109.178971 sec): 3 clusters Score: Raw -600811.473913 + Penalty 2895.017998 = -597916.455915 nChanged 191 SP:Iteration 9Q (109.202862 sec): 3 clusters Score: Raw -600879.110316 + Penalty 2895.017998 = -597984.092318 nChanged 181 SP:Iteration 10Q (109.226734 sec): 3 clusters Score: Raw -600942.846583 + Penalty 2895.017998 = -598047.828584 nChanged 158 SP:Iteration 11Q (109.250711 sec): 3 clusters Score: Raw -601013.096916 + Penalty 2895.017998 = -598118.078918 nChanged 180 SP:Iteration 12Q (109.274632 sec): 3 clusters Score: Raw -601091.607182 + Penalty 2895.017998 = -598196.589184 nChanged 177 SP:Iteration 13Q (109.298451 sec): 3 clusters Score: Raw -601165.734290 + Penalty 2895.017998 = -598270.716291 nChanged 176 SP:Iteration 14Q (109.322327 sec): 3 clusters Score: Raw -601234.647354 + Penalty 2895.017998 = -598339.629356 nChanged 185 SP:Iteration 15Q (109.346292 sec): 3 clusters Score: Raw -601301.534793 + Penalty 2895.017998 = -598406.516795 nChanged 162 SP:Iteration 16Q (109.370096 sec): 3 clusters Score: Raw -601369.299795 + Penalty 2895.017998 = -598474.281796 nChanged 178 SP:Iteration 17Q (109.393799 sec): 3 clusters Score: Raw -601452.653597 + Penalty 2895.017998 = -598557.635599 nChanged 189 SP:Iteration 18Q (109.417397 sec): 3 clusters Score: Raw -601541.174485 + Penalty 2895.017998 = -598646.156487 nChanged 182 SP:Iteration 19Q (109.440852 sec): 3 clusters Score: Raw -601625.409903 + Penalty 2895.017998 = -598730.391905 nChanged 195 SP:Iteration 20F (109.464615 sec): 3 clusters Score: Raw -601723.314500 + Penalty 2895.017998 = -598828.296502 nChanged 192 SP:Iteration 21Q (109.488369 sec): 3 clusters Score: Raw -601809.794305 + Penalty 2895.017998 = -598914.776307 nChanged 170 SP:Iteration 22Q (109.512135 sec): 3 clusters Score: Raw -601883.510681 + Penalty 2895.017998 = -598988.492683 nChanged 135 SP:Iteration 23Q (109.536064 sec): 3 clusters Score: Raw -601930.814086 + Penalty 2895.017998 = -599035.796088 nChanged 104 SP:Iteration 24Q (109.559605 sec): 3 clusters Score: Raw -601959.804676 + Penalty 2895.017998 = -599064.786678 nChanged 82 SP:Iteration 25Q (109.583062 sec): 3 clusters Score: Raw -601979.578879 + Penalty 2895.017998 = -599084.560881 nChanged 69 SP:Iteration 26Q (109.606610 sec): 3 clusters Score: Raw -601994.219795 + Penalty 2895.017998 = -599099.201797 nChanged 43 SP:Iteration 27Q (109.630289 sec): 3 clusters Score: Raw -602003.072552 + Penalty 2895.017998 = -599108.054553 nChanged 42 SP:Iteration 28Q (109.653700 sec): 3 clusters Score: Raw -602010.534171 + Penalty 2895.017998 = -599115.516173 nChanged 43 SP:Iteration 29Q (109.677139 sec): 3 clusters Score: Raw -602018.258435 + Penalty 2895.017998 = -599123.240437 nChanged 28 SP:Iteration 30Q (109.700627 sec): 3 clusters Score: Raw -602022.847920 + Penalty 2895.017998 = -599127.829922 nChanged 27 SP:Iteration 31Q (109.724400 sec): 3 clusters Score: Raw -602026.612385 + Penalty 2895.017998 = -599131.594386 nChanged 13 SP:Iteration 32Q (109.748071 sec): 3 clusters Score: Raw -602027.931659 + Penalty 2895.017998 = -599132.913661 nChanged 12 SP:Iteration 33Q (109.771651 sec): 3 clusters Score: Raw -602029.200131 + Penalty 2895.017998 = -599134.182133 nChanged 9 SP:Iteration 34Q (109.795309 sec): 3 clusters Score: Raw -602030.505011 + Penalty 2895.017998 = -599135.487013 nChanged 11 SP:Iteration 35Q (109.818636 sec): 3 clusters Score: Raw -602031.949427 + Penalty 2895.017998 = -599136.931429 nChanged 8 SP:Iteration 36Q (109.842102 sec): 3 clusters Score: Raw -602032.835155 + Penalty 2895.017998 = -599137.817157 nChanged 4 SP:Iteration 37Q (109.866135 sec): 3 clusters Score: Raw -602033.226622 + Penalty 2895.017998 = -599138.208624 nChanged 7 SP:Iteration 38Q (109.889718 sec): 3 clusters Score: Raw -602033.722407 + Penalty 2895.017998 = -599138.704409 nChanged 2 SP:Iteration 39Q (109.913002 sec): 3 clusters Score: Raw -602033.927758 + Penalty 2895.017998 = -599138.909760 nChanged 3 SP:Iteration 40F (109.936813 sec): 3 clusters Score: Raw -602034.335167 + Penalty 2895.017998 = -599139.317169 nChanged 1 SP:Iteration 41Q (109.960238 sec): 3 clusters Score: Raw -602034.413100 + Penalty 2895.017998 = -599139.395102 nChanged 1 SP:Iteration 42Q (109.983588 sec): 3 clusters Score: Raw -602034.489830 + Penalty 2895.017998 = -599139.471832 nChanged 0 SP:Iteration 43F (110.007952 sec): 3 clusters Score: Raw -602034.489830 + Penalty 2895.017998 = -599139.471832 nChanged 0 Trying to split cluster 17 (5564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.026717 sec): 2 clusters Score: Raw -456531.783505 + Penalty 1401.411790 = -455130.371715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.048964 sec): 3 clusters Score: Raw -453626.974444 + Penalty 2802.823580 = -450824.150864 nChanged 2268 SP:Iteration 1F (110.070466 sec): 3 clusters Score: Raw -455004.864381 + Penalty 2802.823580 = -452202.040802 nChanged 461 SP:Iteration 2F (110.092319 sec): 3 clusters Score: Raw -455330.040829 + Penalty 2802.823580 = -452527.217249 nChanged 379 SP:Iteration 3F (110.113895 sec): 3 clusters Score: Raw -455610.354303 + Penalty 2802.823580 = -452807.530723 nChanged 374 SP:Iteration 4F (110.135565 sec): 3 clusters Score: Raw -455884.005889 + Penalty 2802.823580 = -453081.182310 nChanged 316 SP:Iteration 5F (110.157223 sec): 3 clusters Score: Raw -456106.340781 + Penalty 2802.823580 = -453303.517201 nChanged 262 SP:Iteration 6Q (110.178808 sec): 3 clusters Score: Raw -456294.600804 + Penalty 2802.823580 = -453491.777224 nChanged 261 SP:Iteration 7Q (110.200545 sec): 3 clusters Score: Raw -456483.321182 + Penalty 2802.823580 = -453680.497602 nChanged 201 SP:Iteration 8Q (110.222270 sec): 3 clusters Score: Raw -456608.097523 + Penalty 2802.823580 = -453805.273944 nChanged 149 SP:Iteration 9Q (110.243923 sec): 3 clusters Score: Raw -456691.696942 + Penalty 2802.823580 = -453888.873363 nChanged 122 SP:Iteration 10Q (110.265608 sec): 3 clusters Score: Raw -456767.528811 + Penalty 2802.823580 = -453964.705231 nChanged 115 SP:Iteration 11Q (110.287429 sec): 3 clusters Score: Raw -456826.887818 + Penalty 2802.823580 = -454024.064238 nChanged 93 SP:Iteration 12Q (110.308899 sec): 3 clusters Score: Raw -456888.514707 + Penalty 2802.823580 = -454085.691127 nChanged 97 SP:Iteration 13Q (110.330161 sec): 3 clusters Score: Raw -456942.779672 + Penalty 2802.823580 = -454139.956093 nChanged 89 SP:Iteration 14Q (110.351830 sec): 3 clusters Score: Raw -456991.077507 + Penalty 2802.823580 = -454188.253927 nChanged 82 SP:Iteration 15Q (110.373177 sec): 3 clusters Score: Raw -457028.453000 + Penalty 2802.823580 = -454225.629421 nChanged 71 SP:Iteration 16Q (110.394741 sec): 3 clusters Score: Raw -457059.572892 + Penalty 2802.823580 = -454256.749312 nChanged 66 SP:Iteration 17Q (110.416130 sec): 3 clusters Score: Raw -457088.652005 + Penalty 2802.823580 = -454285.828425 nChanged 65 SP:Iteration 18Q (110.437780 sec): 3 clusters Score: Raw -457115.884438 + Penalty 2802.823580 = -454313.060858 nChanged 50 SP:Iteration 19Q (110.458975 sec): 3 clusters Score: Raw -457140.556372 + Penalty 2802.823580 = -454337.732792 nChanged 44 SP:Iteration 20F (110.480763 sec): 3 clusters Score: Raw -457156.770530 + Penalty 2802.823580 = -454353.946950 nChanged 35 SP:Iteration 21Q (110.502205 sec): 3 clusters Score: Raw -457167.935172 + Penalty 2802.823580 = -454365.111593 nChanged 26 SP:Iteration 22Q (110.523738 sec): 3 clusters Score: Raw -457175.323511 + Penalty 2802.823580 = -454372.499931 nChanged 17 SP:Iteration 23Q (110.545418 sec): 3 clusters Score: Raw -457180.609644 + Penalty 2802.823580 = -454377.786064 nChanged 14 SP:Iteration 24Q (110.566919 sec): 3 clusters Score: Raw -457183.935264 + Penalty 2802.823580 = -454381.111684 nChanged 9 SP:Iteration 25Q (110.588239 sec): 3 clusters Score: Raw -457185.632972 + Penalty 2802.823580 = -454382.809392 nChanged 5 SP:Iteration 26Q (110.609624 sec): 3 clusters Score: Raw -457186.435172 + Penalty 2802.823580 = -454383.611592 nChanged 6 SP:Iteration 27Q (110.631085 sec): 3 clusters Score: Raw -457187.796488 + Penalty 2802.823580 = -454384.972909 nChanged 6 SP:Iteration 28Q (110.652644 sec): 3 clusters Score: Raw -457189.448249 + Penalty 2802.823580 = -454386.624669 nChanged 5 SP:Iteration 29Q (110.674173 sec): 3 clusters Score: Raw -457190.999789 + Penalty 2802.823580 = -454388.176209 nChanged 10 SP:Iteration 30Q (110.695862 sec): 3 clusters Score: Raw -457193.786673 + Penalty 2802.823580 = -454390.963093 nChanged 7 SP:Iteration 31Q (110.717492 sec): 3 clusters Score: Raw -457195.422354 + Penalty 2802.823580 = -454392.598774 nChanged 3 SP:Iteration 32Q (110.738986 sec): 3 clusters Score: Raw -457196.193837 + Penalty 2802.823580 = -454393.370258 nChanged 2 SP:Iteration 33Q (110.760433 sec): 3 clusters Score: Raw -457196.356439 + Penalty 2802.823580 = -454393.532859 nChanged 1 SP:Iteration 34Q (110.781809 sec): 3 clusters Score: Raw -457196.684736 + Penalty 2802.823580 = -454393.861156 nChanged 4 SP:Iteration 35Q (110.803145 sec): 3 clusters Score: Raw -457197.852685 + Penalty 2802.823580 = -454395.029105 nChanged 5 SP:Iteration 36Q (110.824451 sec): 3 clusters Score: Raw -457199.030359 + Penalty 2802.823580 = -454396.206779 nChanged 5 SP:Iteration 37Q (110.845926 sec): 3 clusters Score: Raw -457200.313032 + Penalty 2802.823580 = -454397.489453 nChanged 8 SP:Iteration 38Q (110.867430 sec): 3 clusters Score: Raw -457203.361764 + Penalty 2802.823580 = -454400.538185 nChanged 9 SP:Iteration 39Q (110.888848 sec): 3 clusters Score: Raw -457205.838969 + Penalty 2802.823580 = -454403.015389 nChanged 6 SP:Iteration 40F (110.910725 sec): 3 clusters Score: Raw -457208.035619 + Penalty 2802.823580 = -454405.212039 nChanged 5 SP:Iteration 41Q (110.932282 sec): 3 clusters Score: Raw -457209.311786 + Penalty 2802.823580 = -454406.488206 nChanged 4 SP:Iteration 42Q (110.953593 sec): 3 clusters Score: Raw -457210.255645 + Penalty 2802.823580 = -454407.432065 nChanged 4 SP:Iteration 43Q (110.974753 sec): 3 clusters Score: Raw -457210.964600 + Penalty 2802.823580 = -454408.141020 nChanged 4 SP:Iteration 44Q (110.996275 sec): 3 clusters Score: Raw -457211.872192 + Penalty 2802.823580 = -454409.048612 nChanged 3 SP:Iteration 45Q (111.017691 sec): 3 clusters Score: Raw -457212.372869 + Penalty 2802.823580 = -454409.549289 nChanged 4 SP:Iteration 46Q (111.039303 sec): 3 clusters Score: Raw -457212.871992 + Penalty 2802.823580 = -454410.048412 nChanged 4 SP:Iteration 47Q (111.060750 sec): 3 clusters Score: Raw -457213.367514 + Penalty 2802.823580 = -454410.543934 nChanged 3 SP:Iteration 48Q (111.082076 sec): 3 clusters Score: Raw -457214.474326 + Penalty 2802.823580 = -454411.650746 nChanged 4 SP:Iteration 49Q (111.103584 sec): 3 clusters Score: Raw -457215.544479 + Penalty 2802.823580 = -454412.720899 nChanged 2 SP:Iteration 50Q (111.125076 sec): 3 clusters Score: Raw -457216.146985 + Penalty 2802.823580 = -454413.323405 nChanged 1 SP:Iteration 51Q (111.146259 sec): 3 clusters Score: Raw -457216.204134 + Penalty 2802.823580 = -454413.380554 nChanged 0 SP:Iteration 52F (111.167965 sec): 3 clusters Score: Raw -457216.204134 + Penalty 2802.823580 = -454413.380554 nChanged 0 Trying to split cluster 18 (81282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.282612 sec): 2 clusters Score: Raw -6774847.033018 + Penalty 1837.172979 = -6773009.860039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.414132 sec): 3 clusters Score: Raw -6722241.130718 + Penalty 3674.345957 = -6718566.784761 nChanged 38732 SP:Iteration 1F (111.543863 sec): 3 clusters Score: Raw -6745360.951657 + Penalty 3674.345957 = -6741686.605699 nChanged 3706 SP:Iteration 2Q (111.682241 sec): 3 clusters Score: Raw -6746865.474372 + Penalty 3674.345957 = -6743191.128414 nChanged 4251 SP:Iteration 3F (111.812025 sec): 3 clusters Score: Raw -6748920.635629 + Penalty 3674.345957 = -6745246.289671 nChanged 4704 SP:Iteration 4F (111.941785 sec): 3 clusters Score: Raw -6751419.289810 + Penalty 3674.345957 = -6747744.943852 nChanged 4909 SP:Iteration 5F (112.071328 sec): 3 clusters Score: Raw -6754319.114257 + Penalty 3674.345957 = -6750644.768299 nChanged 5025 SP:Iteration 6F (112.200927 sec): 3 clusters Score: Raw -6757559.486002 + Penalty 3674.345957 = -6753885.140045 nChanged 4804 SP:Iteration 7F (112.330629 sec): 3 clusters Score: Raw -6760741.099175 + Penalty 3674.345957 = -6757066.753217 nChanged 4329 SP:Iteration 8F (112.460256 sec): 3 clusters Score: Raw -6763504.617780 + Penalty 3674.345957 = -6759830.271823 nChanged 3504 SP:Iteration 9Q (112.595796 sec): 3 clusters Score: Raw -6765621.407295 + Penalty 3674.345957 = -6761947.061338 nChanged 2866 SP:Iteration 10Q (112.729102 sec): 3 clusters Score: Raw -6767060.672470 + Penalty 3674.345957 = -6763386.326513 nChanged 2199 SP:Iteration 11Q (112.860797 sec): 3 clusters Score: Raw -6767994.381992 + Penalty 3674.345957 = -6764320.036035 nChanged 1784 SP:Iteration 12Q (112.990842 sec): 3 clusters Score: Raw -6768765.550385 + Penalty 3674.345957 = -6765091.204427 nChanged 1524 SP:Iteration 13Q (113.119697 sec): 3 clusters Score: Raw -6769496.824328 + Penalty 3674.345957 = -6765822.478370 nChanged 1352 SP:Iteration 14Q (113.258343 sec): 3 clusters Score: Raw -6770197.354091 + Penalty 3674.345957 = -6766523.008134 nChanged 1291 SP:Iteration 15Q (113.385301 sec): 3 clusters Score: Raw -6770827.562583 + Penalty 3674.345957 = -6767153.216625 nChanged 1203 SP:Iteration 16Q (113.511387 sec): 3 clusters Score: Raw -6771442.363665 + Penalty 3674.345957 = -6767768.017707 nChanged 1191 SP:Iteration 17Q (113.637052 sec): 3 clusters Score: Raw -6772032.799277 + Penalty 3674.345957 = -6768358.453320 nChanged 1167 SP:Iteration 18Q (113.761684 sec): 3 clusters Score: Raw -6772531.101461 + Penalty 3674.345957 = -6768856.755504 nChanged 1085 SP:Iteration 19Q (113.885649 sec): 3 clusters Score: Raw -6772934.450226 + Penalty 3674.345957 = -6769260.104269 nChanged 1036 SP:Iteration 20F (114.015114 sec): 3 clusters Score: Raw -6773249.191681 + Penalty 3674.345957 = -6769574.845723 nChanged 941 SP:Iteration 21Q (114.139315 sec): 3 clusters Score: Raw -6773490.994181 + Penalty 3674.345957 = -6769816.648224 nChanged 882 SP:Iteration 22Q (114.262892 sec): 3 clusters Score: Raw -6773711.941074 + Penalty 3674.345957 = -6770037.595117 nChanged 849 SP:Iteration 23Q (114.386463 sec): 3 clusters Score: Raw -6773922.589262 + Penalty 3674.345957 = -6770248.243305 nChanged 787 SP:Iteration 24Q (114.509661 sec): 3 clusters Score: Raw -6774111.614334 + Penalty 3674.345957 = -6770437.268376 nChanged 766 SP:Iteration 25Q (114.632820 sec): 3 clusters Score: Raw -6774288.282445 + Penalty 3674.345957 = -6770613.936488 nChanged 711 SP:Iteration 26Q (114.755845 sec): 3 clusters Score: Raw -6774451.683202 + Penalty 3674.345957 = -6770777.337245 nChanged 716 SP:Iteration 27Q (114.879017 sec): 3 clusters Score: Raw -6774616.990737 + Penalty 3674.345957 = -6770942.644779 nChanged 716 SP:Iteration 28Q (115.002285 sec): 3 clusters Score: Raw -6774787.868125 + Penalty 3674.345957 = -6771113.522167 nChanged 746 SP:Iteration 29Q (115.125472 sec): 3 clusters Score: Raw -6774969.136207 + Penalty 3674.345957 = -6771294.790249 nChanged 773 SP:Iteration 30Q (115.248404 sec): 3 clusters Score: Raw -6775181.361301 + Penalty 3674.345957 = -6771507.015344 nChanged 850 SP:Iteration 31Q (115.371391 sec): 3 clusters Score: Raw -6775418.515814 + Penalty 3674.345957 = -6771744.169857 nChanged 938 SP:Iteration 32Q (115.494381 sec): 3 clusters Score: Raw -6775687.943065 + Penalty 3674.345957 = -6772013.597108 nChanged 1036 SP:Iteration 33Q (115.617219 sec): 3 clusters Score: Raw -6776012.730158 + Penalty 3674.345957 = -6772338.384200 nChanged 1100 SP:Iteration 34Q (115.740487 sec): 3 clusters Score: Raw -6776363.228424 + Penalty 3674.345957 = -6772688.882467 nChanged 1154 SP:Iteration 35Q (115.863846 sec): 3 clusters Score: Raw -6776739.149433 + Penalty 3674.345957 = -6773064.803476 nChanged 1224 SP:Iteration 36Q (115.987055 sec): 3 clusters Score: Raw -6777149.286827 + Penalty 3674.345957 = -6773474.940870 nChanged 1307 SP:Iteration 37Q (116.110242 sec): 3 clusters Score: Raw -6777610.787901 + Penalty 3674.345957 = -6773936.441944 nChanged 1292 SP:Iteration 38Q (116.233387 sec): 3 clusters Score: Raw -6778086.514314 + Penalty 3674.345957 = -6774412.168357 nChanged 1339 SP:Iteration 39Q (116.356708 sec): 3 clusters Score: Raw -6778569.174404 + Penalty 3674.345957 = -6774894.828447 nChanged 1408 SP:Iteration 40F (116.486437 sec): 3 clusters Score: Raw -6779398.975023 + Penalty 3674.345957 = -6775724.629066 nChanged 1732 SP:Iteration 41Q (116.612243 sec): 3 clusters Score: Raw -6780388.568846 + Penalty 3674.345957 = -6776714.222888 nChanged 1853 SP:Iteration 42Q (116.738050 sec): 3 clusters Score: Raw -6781550.423884 + Penalty 3674.345957 = -6777876.077927 nChanged 1880 SP:Iteration 43Q (116.863171 sec): 3 clusters Score: Raw -6782942.197526 + Penalty 3674.345957 = -6779267.851569 nChanged 1907 SP:Iteration 44Q (116.987339 sec): 3 clusters Score: Raw -6784724.041719 + Penalty 3674.345957 = -6781049.695761 nChanged 1894 SP:Iteration 45Q (117.110524 sec): 3 clusters Score: Raw -6786521.443315 + Penalty 3674.345957 = -6782847.097357 nChanged 1607 SP:Iteration 46Q (117.232060 sec): 3 clusters Score: Raw -6787774.923058 + Penalty 3674.345957 = -6784100.577101 nChanged 1315 SP:Iteration 47Q (117.351506 sec): 3 clusters Score: Raw -6788516.023362 + Penalty 3674.345957 = -6784841.677404 nChanged 960 SP:Iteration 48Q (117.469360 sec): 3 clusters Score: Raw -6788908.053299 + Penalty 3674.345957 = -6785233.707342 nChanged 750 SP:Iteration 49Q (117.585611 sec): 3 clusters Score: Raw -6789154.524209 + Penalty 3674.345957 = -6785480.178252 nChanged 594 SP:Iteration 50Q (117.701008 sec): 3 clusters Score: Raw -6789314.050176 + Penalty 3674.345957 = -6785639.704219 nChanged 446 SP:Iteration 51Q (117.815853 sec): 3 clusters Score: Raw -6789403.897413 + Penalty 3674.345957 = -6785729.551455 nChanged 330 SP:Iteration 52Q (117.930221 sec): 3 clusters Score: Raw -6789464.707959 + Penalty 3674.345957 = -6785790.362002 nChanged 233 SP:Iteration 53Q (118.044293 sec): 3 clusters Score: Raw -6789496.651116 + Penalty 3674.345957 = -6785822.305159 nChanged 179 SP:Iteration 54Q (118.157960 sec): 3 clusters Score: Raw -6789515.094607 + Penalty 3674.345957 = -6785840.748650 nChanged 137 SP:Iteration 55Q (118.271567 sec): 3 clusters Score: Raw -6789528.570590 + Penalty 3674.345957 = -6785854.224633 nChanged 99 SP:Iteration 56Q (118.384924 sec): 3 clusters Score: Raw -6789534.331496 + Penalty 3674.345957 = -6785859.985539 nChanged 62 SP:Iteration 57Q (118.498620 sec): 3 clusters Score: Raw -6789536.802592 + Penalty 3674.345957 = -6785862.456634 nChanged 46 SP:Iteration 58Q (118.612138 sec): 3 clusters Score: Raw -6789539.703812 + Penalty 3674.345957 = -6785865.357855 nChanged 25 SP:Iteration 59Q (118.725240 sec): 3 clusters Score: Raw -6789540.333778 + Penalty 3674.345957 = -6785865.987821 nChanged 17 SP:Iteration 60F (118.854816 sec): 3 clusters Score: Raw -6789579.774498 + Penalty 3674.345957 = -6785905.428541 nChanged 54 SP:Iteration 61Q (118.972595 sec): 3 clusters Score: Raw -6789585.823587 + Penalty 3674.345957 = -6785911.477629 nChanged 41 SP:Iteration 62Q (119.090428 sec): 3 clusters Score: Raw -6789587.466214 + Penalty 3674.345957 = -6785913.120257 nChanged 35 SP:Iteration 63Q (119.207978 sec): 3 clusters Score: Raw -6789588.702665 + Penalty 3674.345957 = -6785914.356707 nChanged 30 SP:Iteration 64Q (119.325726 sec): 3 clusters Score: Raw -6789589.636229 + Penalty 3674.345957 = -6785915.290272 nChanged 30 SP:Iteration 65Q (119.443444 sec): 3 clusters Score: Raw -6789590.458654 + Penalty 3674.345957 = -6785916.112696 nChanged 24 SP:Iteration 66Q (119.560898 sec): 3 clusters Score: Raw -6789591.080880 + Penalty 3674.345957 = -6785916.734922 nChanged 18 SP:Iteration 67Q (119.678412 sec): 3 clusters Score: Raw -6789591.324146 + Penalty 3674.345957 = -6785916.978188 nChanged 10 SP:Iteration 68Q (119.796142 sec): 3 clusters Score: Raw -6789591.526633 + Penalty 3674.345957 = -6785917.180676 nChanged 10 SP:Iteration 69Q (119.913836 sec): 3 clusters Score: Raw -6789591.681416 + Penalty 3674.345957 = -6785917.335458 nChanged 11 SP:Iteration 70Q (120.046749 sec): 3 clusters Score: Raw -6789591.852361 + Penalty 3674.345957 = -6785917.506404 nChanged 8 SP:Iteration 71Q (120.164365 sec): 3 clusters Score: Raw -6789591.982033 + Penalty 3674.345957 = -6785917.636076 nChanged 5 SP:Iteration 72Q (120.282060 sec): 3 clusters Score: Raw -6789592.070158 + Penalty 3674.345957 = -6785917.724200 nChanged 6 SP:Iteration 73Q (120.399658 sec): 3 clusters Score: Raw -6789592.138808 + Penalty 3674.345957 = -6785917.792851 nChanged 5 SP:Iteration 74Q (120.517086 sec): 3 clusters Score: Raw -6789592.202469 + Penalty 3674.345957 = -6785917.856512 nChanged 3 SP:Iteration 75Q (120.634574 sec): 3 clusters Score: Raw -6789592.227377 + Penalty 3674.345957 = -6785917.881420 nChanged 0 SP:Iteration 76F (120.763932 sec): 3 clusters Score: Raw -6789592.227377 + Penalty 3674.345957 = -6785917.881420 nChanged 0 Score: Raw -22995902.550189 + Penalty 55155.264434 = -22940747.285755 Splitting cluster 18 changes total score from -22914419.136903 to -22940747.285755 So it's getting split into cluster 27. Trying to split cluster 19 (3550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (125.274140 sec): 2 clusters Score: Raw -288451.491216 + Penalty 1328.389218 = -287123.101997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (125.292551 sec): 3 clusters Score: Raw -286758.354147 + Penalty 2656.778437 = -284101.575710 nChanged 1375 SP:Iteration 1F (125.309697 sec): 3 clusters Score: Raw -287642.228566 + Penalty 2656.778437 = -284985.450129 nChanged 331 SP:Iteration 2F (125.326709 sec): 3 clusters Score: Raw -287940.879892 + Penalty 2656.778437 = -285284.101455 nChanged 274 SP:Iteration 3F (125.343892 sec): 3 clusters Score: Raw -288213.774385 + Penalty 2656.778437 = -285556.995948 nChanged 196 SP:Iteration 4F (125.361123 sec): 3 clusters Score: Raw -288450.176340 + Penalty 2656.778437 = -285793.397903 nChanged 208 SP:Iteration 5F (125.378120 sec): 3 clusters Score: Raw -288811.533349 + Penalty 2656.778437 = -286154.754912 nChanged 235 SP:Iteration 6F (125.395096 sec): 3 clusters Score: Raw -289262.037845 + Penalty 2656.778437 = -286605.259408 nChanged 242 SP:Iteration 7F (125.412036 sec): 3 clusters Score: Raw -289700.125187 + Penalty 2656.778437 = -287043.346750 nChanged 203 SP:Iteration 8F (125.429256 sec): 3 clusters Score: Raw -289998.946131 + Penalty 2656.778437 = -287342.167694 nChanged 121 SP:Iteration 9Q (125.445640 sec): 3 clusters Score: Raw -290209.084965 + Penalty 2656.778437 = -287552.306529 nChanged 78 SP:Iteration 10Q (125.461613 sec): 3 clusters Score: Raw -290364.848835 + Penalty 2656.778437 = -287708.070398 nChanged 40 SP:Iteration 11Q (125.477383 sec): 3 clusters Score: Raw -290415.561519 + Penalty 2656.778437 = -287758.783082 nChanged 20 SP:Iteration 12Q (125.493053 sec): 3 clusters Score: Raw -290436.281683 + Penalty 2656.778437 = -287779.503247 nChanged 13 SP:Iteration 13Q (125.508637 sec): 3 clusters Score: Raw -290445.614152 + Penalty 2656.778437 = -287788.835715 nChanged 6 SP:Iteration 14Q (125.524306 sec): 3 clusters Score: Raw -290448.818030 + Penalty 2656.778437 = -287792.039593 nChanged 5 SP:Iteration 15Q (125.539985 sec): 3 clusters Score: Raw -290451.106452 + Penalty 2656.778437 = -287794.328016 nChanged 2 SP:Iteration 16Q (125.555710 sec): 3 clusters Score: Raw -290451.988726 + Penalty 2656.778437 = -287795.210289 nChanged 2 SP:Iteration 17Q (125.571366 sec): 3 clusters Score: Raw -290453.554747 + Penalty 2656.778437 = -287796.776311 nChanged 2 SP:Iteration 18Q (125.586983 sec): 3 clusters Score: Raw -290454.764805 + Penalty 2656.778437 = -287797.986368 nChanged 1 SP:Iteration 19Q (125.602642 sec): 3 clusters Score: Raw -290455.081852 + Penalty 2656.778437 = -287798.303415 nChanged 1 SP:Iteration 20F (125.619815 sec): 3 clusters Score: Raw -290455.565672 + Penalty 2656.778437 = -287798.787235 nChanged 1 SP:Iteration 21Q (125.635502 sec): 3 clusters Score: Raw -290455.721131 + Penalty 2656.778437 = -287798.942695 nChanged 0 SP:Iteration 22F (125.652559 sec): 3 clusters Score: Raw -290455.721131 + Penalty 2656.778437 = -287798.942695 nChanged 0 Score: Raw -22997906.780104 + Penalty 57198.052006 = -22940708.728099 Splitting cluster 19 changes total score from -22914419.136903 to -22940708.728099 So it's getting split into cluster 28. Iteration 20F (135.217272 sec): 29 clusters Score: Raw -23007462.044053 + Penalty 57198.052006 = -22950263.992047 nChanged 12532 Iteration 21Q (137.556524 sec): 29 clusters Score: Raw -23013247.776187 + Penalty 57198.052006 = -22956049.724181 nChanged 6116 Iteration 22Q (139.854927 sec): 29 clusters Score: Raw -23015740.633813 + Penalty 57198.052006 = -22958542.581808 nChanged 4254 Iteration 23Q (142.114223 sec): 29 clusters Score: Raw -23017303.009497 + Penalty 57198.052006 = -22960104.957491 nChanged 3324 Iteration 24Q (144.359888 sec): 29 clusters Score: Raw -23018403.378878 + Penalty 57198.052006 = -22961205.326872 nChanged 2634 Iteration 25Q (146.609900 sec): 29 clusters Score: Raw -23019172.742551 + Penalty 57198.052006 = -22961974.690545 nChanged 2223 Iteration 26Q (148.840323 sec): 29 clusters Score: Raw -23019722.405614 + Penalty 57198.052006 = -22962524.353608 nChanged 1803 Iteration 27Q (151.068044 sec): 29 clusters Score: Raw -23020127.753655 + Penalty 57198.052006 = -22962929.701649 nChanged 1457 Iteration 28Q (153.288771 sec): 29 clusters Score: Raw -23020430.528141 + Penalty 57198.052006 = -22963232.476135 nChanged 1251 Iteration 29Q (155.505109 sec): 29 clusters Score: Raw -23020678.703861 + Penalty 57198.052006 = -22963480.651855 nChanged 1045 Deleting Class 3 (1372 points): Lose 2011.122380 but Gain 2042.787572 Iteration 30Q (157.726144 sec): 28 clusters Score: Raw -23018862.779389 + Penalty 55155.264434 = -22963707.514955 nChanged 2282 Iteration 31Q (159.883710 sec): 28 clusters Score: Raw -23020729.112006 + Penalty 55155.264434 = -22965573.847572 nChanged 920 Iteration 32Q (162.052449 sec): 28 clusters Score: Raw -23020849.166447 + Penalty 55155.264434 = -22965693.902013 nChanged 658 Iteration 33Q (164.197165 sec): 28 clusters Score: Raw -23020932.333184 + Penalty 55155.264434 = -22965777.068750 nChanged 539 Iteration 34Q (166.340054 sec): 28 clusters Score: Raw -23021005.531941 + Penalty 55155.264434 = -22965850.267506 nChanged 437 Iteration 35Q (168.489384 sec): 28 clusters Score: Raw -23021061.465887 + Penalty 55155.264434 = -22965906.201453 nChanged 412 Iteration 36Q (170.629826 sec): 28 clusters Score: Raw -23021110.684798 + Penalty 55155.264434 = -22965955.420364 nChanged 372 Iteration 37Q (172.768928 sec): 28 clusters Score: Raw -23021156.341518 + Penalty 55155.264434 = -22966001.077084 nChanged 356 Iteration 38Q (174.930124 sec): 28 clusters Score: Raw -23021199.921553 + Penalty 55155.264434 = -22966044.657119 nChanged 327 Iteration 39Q (177.069250 sec): 28 clusters Score: Raw -23021237.269200 + Penalty 55155.264434 = -22966082.004766 nChanged 280 Iteration 40F (181.649638 sec): 28 clusters Score: Raw -23021552.270681 + Penalty 55155.264434 = -22966397.006247 nChanged 531 Iteration 41Q (183.816656 sec): 28 clusters Score: Raw -23021790.395893 + Penalty 55155.264434 = -22966635.131459 nChanged 605 Iteration 42Q (186.015417 sec): 28 clusters Score: Raw -23021971.017908 + Penalty 55155.264434 = -22966815.753474 nChanged 650 Iteration 43Q (188.181122 sec): 28 clusters Score: Raw -23022125.171837 + Penalty 55155.264434 = -22966969.907403 nChanged 654 Iteration 44Q (190.368719 sec): 28 clusters Score: Raw -23022285.585305 + Penalty 55155.264434 = -22967130.320871 nChanged 646 Iteration 45Q (192.530589 sec): 28 clusters Score: Raw -23022437.640386 + Penalty 55155.264434 = -22967282.375952 nChanged 662 Iteration 46Q (194.692396 sec): 28 clusters Score: Raw -23022580.865826 + Penalty 55155.264434 = -22967425.601392 nChanged 619 Iteration 47Q (196.853018 sec): 28 clusters Score: Raw -23022703.476561 + Penalty 55155.264434 = -22967548.212126 nChanged 587 Iteration 48Q (199.029241 sec): 28 clusters Score: Raw -23022807.833081 + Penalty 55155.264434 = -22967652.568647 nChanged 567 Iteration 49Q (201.189835 sec): 28 clusters Score: Raw -23022912.107366 + Penalty 55155.264434 = -22967756.842931 nChanged 527 Iteration 50Q (203.347467 sec): 28 clusters Score: Raw -23022995.658112 + Penalty 55155.264434 = -22967840.393678 nChanged 428 Iteration 51Q (205.504143 sec): 28 clusters Score: Raw -23023058.192548 + Penalty 55155.264434 = -22967902.928114 nChanged 409 Iteration 52Q (207.663455 sec): 28 clusters Score: Raw -23023107.546194 + Penalty 55155.264434 = -22967952.281760 nChanged 371 Iteration 53Q (209.868797 sec): 28 clusters Score: Raw -23023148.827940 + Penalty 55155.264434 = -22967993.563506 nChanged 312 Iteration 54Q (212.022143 sec): 28 clusters Score: Raw -23023183.214084 + Penalty 55155.264434 = -22968027.949650 nChanged 280 Iteration 55Q (214.174378 sec): 28 clusters Score: Raw -23023217.656237 + Penalty 55155.264434 = -22968062.391803 nChanged 267 Iteration 56Q (216.325077 sec): 28 clusters Score: Raw -23023257.429769 + Penalty 55155.264434 = -22968102.165335 nChanged 274 Iteration 57Q (218.475966 sec): 28 clusters Score: Raw -23023293.048845 + Penalty 55155.264434 = -22968137.784411 nChanged 293 Iteration 58Q (220.630395 sec): 28 clusters Score: Raw -23023333.236485 + Penalty 55155.264434 = -22968177.972051 nChanged 265 Writing temp clu file Because OldScore, -22968137.784411, is greater than current (better) Score,-22968177.972051 Compute initial score before splitting: Score: Raw -23023333.236485 + Penalty 55155.264434 = -22968177.972051 Trying to split cluster 1 (5982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.692018 sec): 2 clusters Score: Raw -489916.602757 + Penalty 1413.182914 = -488503.419843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.751132 sec): 3 clusters Score: Raw -486716.605727 + Penalty 2826.365828 = -483890.239899 nChanged 2514 SP:Iteration 1F (220.773772 sec): 3 clusters Score: Raw -488175.525923 + Penalty 2826.365828 = -485349.160095 nChanged 446 SP:Iteration 2F (220.796492 sec): 3 clusters Score: Raw -488422.167357 + Penalty 2826.365828 = -485595.801530 nChanged 321 SP:Iteration 3F (220.819306 sec): 3 clusters Score: Raw -488580.609001 + Penalty 2826.365828 = -485754.243173 nChanged 276 SP:Iteration 4Q (220.841804 sec): 3 clusters Score: Raw -488716.270684 + Penalty 2826.365828 = -485889.904856 nChanged 247 SP:Iteration 5Q (220.864441 sec): 3 clusters Score: Raw -488868.411317 + Penalty 2826.365828 = -486042.045489 nChanged 251 SP:Iteration 6Q (220.887389 sec): 3 clusters Score: Raw -489013.335240 + Penalty 2826.365828 = -486186.969412 nChanged 239 SP:Iteration 7Q (220.910178 sec): 3 clusters Score: Raw -489159.509382 + Penalty 2826.365828 = -486333.143554 nChanged 247 SP:Iteration 8Q (220.932910 sec): 3 clusters Score: Raw -489301.530473 + Penalty 2826.365828 = -486475.164645 nChanged 227 SP:Iteration 9Q (220.955773 sec): 3 clusters Score: Raw -489422.628455 + Penalty 2826.365828 = -486596.262628 nChanged 227 SP:Iteration 10Q (220.978522 sec): 3 clusters Score: Raw -489538.833074 + Penalty 2826.365828 = -486712.467246 nChanged 198 SP:Iteration 11Q (221.001301 sec): 3 clusters Score: Raw -489635.134047 + Penalty 2826.365828 = -486808.768219 nChanged 172 SP:Iteration 12Q (221.023999 sec): 3 clusters Score: Raw -489712.142216 + Penalty 2826.365828 = -486885.776388 nChanged 143 SP:Iteration 13Q (221.046882 sec): 3 clusters Score: Raw -489776.574532 + Penalty 2826.365828 = -486950.208704 nChanged 117 SP:Iteration 14Q (221.069534 sec): 3 clusters Score: Raw -489822.966381 + Penalty 2826.365828 = -486996.600553 nChanged 91 SP:Iteration 15Q (221.091887 sec): 3 clusters Score: Raw -489856.798734 + Penalty 2826.365828 = -487030.432906 nChanged 82 SP:Iteration 16Q (221.114512 sec): 3 clusters Score: Raw -489884.343675 + Penalty 2826.365828 = -487057.977847 nChanged 65 SP:Iteration 17Q (221.137061 sec): 3 clusters Score: Raw -489902.057020 + Penalty 2826.365828 = -487075.691193 nChanged 57 SP:Iteration 18Q (221.159642 sec): 3 clusters Score: Raw -489916.064565 + Penalty 2826.365828 = -487089.698737 nChanged 50 SP:Iteration 19Q (221.182350 sec): 3 clusters Score: Raw -489930.405328 + Penalty 2826.365828 = -487104.039501 nChanged 56 SP:Iteration 20F (221.205121 sec): 3 clusters Score: Raw -489946.034251 + Penalty 2826.365828 = -487119.668423 nChanged 63 SP:Iteration 21Q (221.227777 sec): 3 clusters Score: Raw -489964.885096 + Penalty 2826.365828 = -487138.519268 nChanged 61 SP:Iteration 22Q (221.250292 sec): 3 clusters Score: Raw -489981.232343 + Penalty 2826.365828 = -487154.866515 nChanged 50 SP:Iteration 23Q (221.273004 sec): 3 clusters Score: Raw -489994.080695 + Penalty 2826.365828 = -487167.714867 nChanged 45 SP:Iteration 24Q (221.295599 sec): 3 clusters Score: Raw -490008.834431 + Penalty 2826.365828 = -487182.468603 nChanged 39 SP:Iteration 25Q (221.318528 sec): 3 clusters Score: Raw -490019.272141 + Penalty 2826.365828 = -487192.906313 nChanged 43 SP:Iteration 26Q (221.340970 sec): 3 clusters Score: Raw -490032.160193 + Penalty 2826.365828 = -487205.794365 nChanged 49 SP:Iteration 27Q (221.363419 sec): 3 clusters Score: Raw -490047.599536 + Penalty 2826.365828 = -487221.233708 nChanged 38 SP:Iteration 28Q (221.386185 sec): 3 clusters Score: Raw -490060.363087 + Penalty 2826.365828 = -487233.997259 nChanged 42 SP:Iteration 29Q (221.408969 sec): 3 clusters Score: Raw -490072.899997 + Penalty 2826.365828 = -487246.534169 nChanged 36 SP:Iteration 30Q (221.431473 sec): 3 clusters Score: Raw -490086.121152 + Penalty 2826.365828 = -487259.755325 nChanged 32 SP:Iteration 31Q (221.454304 sec): 3 clusters Score: Raw -490101.498339 + Penalty 2826.365828 = -487275.132511 nChanged 36 SP:Iteration 32Q (221.477080 sec): 3 clusters Score: Raw -490114.949274 + Penalty 2826.365828 = -487288.583447 nChanged 29 SP:Iteration 33Q (221.499780 sec): 3 clusters Score: Raw -490126.047156 + Penalty 2826.365828 = -487299.681329 nChanged 29 SP:Iteration 34Q (221.522137 sec): 3 clusters Score: Raw -490139.468151 + Penalty 2826.365828 = -487313.102323 nChanged 34 SP:Iteration 35Q (221.544670 sec): 3 clusters Score: Raw -490153.493889 + Penalty 2826.365828 = -487327.128061 nChanged 26 SP:Iteration 36Q (221.567292 sec): 3 clusters Score: Raw -490165.064180 + Penalty 2826.365828 = -487338.698352 nChanged 32 SP:Iteration 37Q (221.590013 sec): 3 clusters Score: Raw -490180.218928 + Penalty 2826.365828 = -487353.853100 nChanged 30 SP:Iteration 38Q (221.612588 sec): 3 clusters Score: Raw -490191.728755 + Penalty 2826.365828 = -487365.362927 nChanged 22 SP:Iteration 39Q (221.634969 sec): 3 clusters Score: Raw -490203.435085 + Penalty 2826.365828 = -487377.069258 nChanged 26 SP:Iteration 40F (221.657764 sec): 3 clusters Score: Raw -490217.232093 + Penalty 2826.365828 = -487390.866265 nChanged 29 SP:Iteration 41Q (221.692976 sec): 3 clusters Score: Raw -490228.204422 + Penalty 2826.365828 = -487401.838594 nChanged 32 SP:Iteration 42Q (221.716748 sec): 3 clusters Score: Raw -490241.243486 + Penalty 2826.365828 = -487414.877658 nChanged 34 SP:Iteration 43Q (221.739222 sec): 3 clusters Score: Raw -490262.589199 + Penalty 2826.365828 = -487436.223371 nChanged 40 SP:Iteration 44Q (221.761694 sec): 3 clusters Score: Raw -490287.060961 + Penalty 2826.365828 = -487460.695133 nChanged 37 SP:Iteration 45Q (221.783801 sec): 3 clusters Score: Raw -490309.537384 + Penalty 2826.365828 = -487483.171557 nChanged 33 SP:Iteration 46Q (221.805759 sec): 3 clusters Score: Raw -490328.652723 + Penalty 2826.365828 = -487502.286896 nChanged 27 SP:Iteration 47Q (221.827774 sec): 3 clusters Score: Raw -490339.267669 + Penalty 2826.365828 = -487512.901842 nChanged 21 SP:Iteration 48Q (221.849598 sec): 3 clusters Score: Raw -490349.626719 + Penalty 2826.365828 = -487523.260892 nChanged 16 SP:Iteration 49Q (221.892921 sec): 3 clusters Score: Raw -490356.597233 + Penalty 2826.365828 = -487530.231406 nChanged 9 SP:Iteration 50Q (221.916361 sec): 3 clusters Score: Raw -490360.341229 + Penalty 2826.365828 = -487533.975402 nChanged 13 SP:Iteration 51Q (221.938211 sec): 3 clusters Score: Raw -490366.868132 + Penalty 2826.365828 = -487540.502304 nChanged 15 SP:Iteration 52Q (221.963543 sec): 3 clusters Score: Raw -490373.093080 + Penalty 2826.365828 = -487546.727252 nChanged 15 SP:Iteration 53Q (221.988670 sec): 3 clusters Score: Raw -490377.506655 + Penalty 2826.365828 = -487551.140827 nChanged 8 SP:Iteration 54Q (222.013948 sec): 3 clusters Score: Raw -490381.213146 + Penalty 2826.365828 = -487554.847319 nChanged 11 SP:Iteration 55Q (222.036798 sec): 3 clusters Score: Raw -490386.384705 + Penalty 2826.365828 = -487560.018877 nChanged 9 SP:Iteration 56Q (222.058524 sec): 3 clusters Score: Raw -490389.427888 + Penalty 2826.365828 = -487563.062060 nChanged 9 SP:Iteration 57Q (222.080198 sec): 3 clusters Score: Raw -490393.263791 + Penalty 2826.365828 = -487566.897964 nChanged 5 SP:Iteration 58Q (222.102279 sec): 3 clusters Score: Raw -490395.988123 + Penalty 2826.365828 = -487569.622296 nChanged 9 SP:Iteration 59Q (222.123463 sec): 3 clusters Score: Raw -490400.142354 + Penalty 2826.365828 = -487573.776526 nChanged 8 SP:Iteration 60F (222.146199 sec): 3 clusters Score: Raw -490403.387407 + Penalty 2826.365828 = -487577.021579 nChanged 17 SP:Iteration 61Q (222.167678 sec): 3 clusters Score: Raw -490410.070075 + Penalty 2826.365828 = -487583.704247 nChanged 7 SP:Iteration 62Q (222.189171 sec): 3 clusters Score: Raw -490411.476781 + Penalty 2826.365828 = -487585.110953 nChanged 5 SP:Iteration 63Q (222.210495 sec): 3 clusters Score: Raw -490412.771838 + Penalty 2826.365828 = -487586.406010 nChanged 7 SP:Iteration 64Q (222.231816 sec): 3 clusters Score: Raw -490415.825614 + Penalty 2826.365828 = -487589.459786 nChanged 5 SP:Iteration 65Q (222.252913 sec): 3 clusters Score: Raw -490417.431008 + Penalty 2826.365828 = -487591.065180 nChanged 2 SP:Iteration 66Q (222.274223 sec): 3 clusters Score: Raw -490418.289462 + Penalty 2826.365828 = -487591.923634 nChanged 3 SP:Iteration 67Q (222.295653 sec): 3 clusters Score: Raw -490419.314908 + Penalty 2826.365828 = -487592.949080 nChanged 1 SP:Iteration 68Q (222.317104 sec): 3 clusters Score: Raw -490419.711484 + Penalty 2826.365828 = -487593.345656 nChanged 3 SP:Iteration 69Q (222.338643 sec): 3 clusters Score: Raw -490420.605782 + Penalty 2826.365828 = -487594.239954 nChanged 0 SP:Iteration 70F (222.361533 sec): 3 clusters Score: Raw -490420.605782 + Penalty 2826.365828 = -487594.239954 nChanged 0 Trying to split cluster 2 (5290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (222.379998 sec): 2 clusters Score: Raw -436431.486288 + Penalty 1393.205698 = -435038.280590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (222.401416 sec): 3 clusters Score: Raw -433679.632276 + Penalty 2786.411396 = -430893.220880 nChanged 2143 SP:Iteration 1F (222.422559 sec): 3 clusters Score: Raw -435077.040577 + Penalty 2786.411396 = -432290.629181 nChanged 462 SP:Iteration 2F (222.443414 sec): 3 clusters Score: Raw -435440.259363 + Penalty 2786.411396 = -432653.847968 nChanged 380 SP:Iteration 3F (222.464557 sec): 3 clusters Score: Raw -435759.872451 + Penalty 2786.411396 = -432973.461055 nChanged 347 SP:Iteration 4F (222.485518 sec): 3 clusters Score: Raw -436071.534914 + Penalty 2786.411396 = -433285.123518 nChanged 313 SP:Iteration 5F (222.506368 sec): 3 clusters Score: Raw -436329.611696 + Penalty 2786.411396 = -433543.200301 nChanged 249 SP:Iteration 6Q (222.527019 sec): 3 clusters Score: Raw -436505.966388 + Penalty 2786.411396 = -433719.554992 nChanged 202 SP:Iteration 7Q (222.548047 sec): 3 clusters Score: Raw -436644.668476 + Penalty 2786.411396 = -433858.257081 nChanged 167 SP:Iteration 8Q (222.568991 sec): 3 clusters Score: Raw -436742.472050 + Penalty 2786.411396 = -433956.060655 nChanged 142 SP:Iteration 9Q (222.589683 sec): 3 clusters Score: Raw -436818.336069 + Penalty 2786.411396 = -434031.924673 nChanged 105 SP:Iteration 10Q (222.610436 sec): 3 clusters Score: Raw -436859.660582 + Penalty 2786.411396 = -434073.249186 nChanged 76 SP:Iteration 11Q (222.631341 sec): 3 clusters Score: Raw -436885.013808 + Penalty 2786.411396 = -434098.602412 nChanged 50 SP:Iteration 12Q (222.652058 sec): 3 clusters Score: Raw -436902.123728 + Penalty 2786.411396 = -434115.712333 nChanged 45 SP:Iteration 13Q (222.672868 sec): 3 clusters Score: Raw -436915.123820 + Penalty 2786.411396 = -434128.712425 nChanged 29 SP:Iteration 14Q (222.693708 sec): 3 clusters Score: Raw -436924.687784 + Penalty 2786.411396 = -434138.276388 nChanged 33 SP:Iteration 15Q (222.714377 sec): 3 clusters Score: Raw -436931.959195 + Penalty 2786.411396 = -434145.547799 nChanged 22 SP:Iteration 16Q (222.735253 sec): 3 clusters Score: Raw -436934.951113 + Penalty 2786.411396 = -434148.539717 nChanged 9 SP:Iteration 17Q (222.756029 sec): 3 clusters Score: Raw -436935.955582 + Penalty 2786.411396 = -434149.544186 nChanged 7 SP:Iteration 18Q (222.776974 sec): 3 clusters Score: Raw -436936.616563 + Penalty 2786.411396 = -434150.205167 nChanged 2 SP:Iteration 19Q (222.797846 sec): 3 clusters Score: Raw -436936.941172 + Penalty 2786.411396 = -434150.529776 nChanged 2 SP:Iteration 20F (222.818795 sec): 3 clusters Score: Raw -436937.160746 + Penalty 2786.411396 = -434150.749351 nChanged 4 SP:Iteration 21Q (222.839644 sec): 3 clusters Score: Raw -436937.948929 + Penalty 2786.411396 = -434151.537533 nChanged 5 SP:Iteration 22Q (222.860621 sec): 3 clusters Score: Raw -436938.821776 + Penalty 2786.411396 = -434152.410381 nChanged 2 SP:Iteration 23Q (222.881303 sec): 3 clusters Score: Raw -436939.192279 + Penalty 2786.411396 = -434152.780884 nChanged 2 SP:Iteration 24Q (222.901998 sec): 3 clusters Score: Raw -436939.591212 + Penalty 2786.411396 = -434153.179817 nChanged 2 SP:Iteration 25Q (222.922966 sec): 3 clusters Score: Raw -436939.894216 + Penalty 2786.411396 = -434153.482821 nChanged 2 SP:Iteration 26Q (222.943625 sec): 3 clusters Score: Raw -436940.073143 + Penalty 2786.411396 = -434153.661747 nChanged 3 SP:Iteration 27Q (222.964289 sec): 3 clusters Score: Raw -436940.788598 + Penalty 2786.411396 = -434154.377202 nChanged 5 SP:Iteration 28Q (222.985212 sec): 3 clusters Score: Raw -436941.632485 + Penalty 2786.411396 = -434155.221089 nChanged 5 SP:Iteration 29Q (223.006095 sec): 3 clusters Score: Raw -436942.150342 + Penalty 2786.411396 = -434155.738947 nChanged 2 SP:Iteration 30Q (223.026746 sec): 3 clusters Score: Raw -436942.477163 + Penalty 2786.411396 = -434156.065768 nChanged 2 SP:Iteration 31Q (223.047369 sec): 3 clusters Score: Raw -436942.691931 + Penalty 2786.411396 = -434156.280535 nChanged 1 SP:Iteration 32Q (223.067901 sec): 3 clusters Score: Raw -436942.843689 + Penalty 2786.411396 = -434156.432294 nChanged 2 SP:Iteration 33Q (223.088753 sec): 3 clusters Score: Raw -436943.554913 + Penalty 2786.411396 = -434157.143517 nChanged 5 SP:Iteration 34Q (223.109376 sec): 3 clusters Score: Raw -436944.226268 + Penalty 2786.411396 = -434157.814872 nChanged 3 SP:Iteration 35Q (223.130165 sec): 3 clusters Score: Raw -436944.982397 + Penalty 2786.411396 = -434158.571001 nChanged 4 SP:Iteration 36Q (223.151123 sec): 3 clusters Score: Raw -436945.503412 + Penalty 2786.411396 = -434159.092017 nChanged 1 SP:Iteration 37Q (223.171986 sec): 3 clusters Score: Raw -436945.824964 + Penalty 2786.411396 = -434159.413568 nChanged 2 SP:Iteration 38Q (223.192513 sec): 3 clusters Score: Raw -436946.298268 + Penalty 2786.411396 = -434159.886872 nChanged 3 SP:Iteration 39Q (223.213328 sec): 3 clusters Score: Raw -436947.078840 + Penalty 2786.411396 = -434160.667444 nChanged 5 SP:Iteration 40F (223.234237 sec): 3 clusters Score: Raw -436947.964720 + Penalty 2786.411396 = -434161.553324 nChanged 2 SP:Iteration 41Q (223.255068 sec): 3 clusters Score: Raw -436948.157081 + Penalty 2786.411396 = -434161.745685 nChanged 1 SP:Iteration 42Q (223.276039 sec): 3 clusters Score: Raw -436948.304655 + Penalty 2786.411396 = -434161.893260 nChanged 0 SP:Iteration 43F (223.296933 sec): 3 clusters Score: Raw -436948.304655 + Penalty 2786.411396 = -434161.893260 nChanged 0 Trying to split cluster 4 (9866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (223.320270 sec): 2 clusters Score: Raw -823369.393500 + Penalty 1494.488090 = -821874.905411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (223.350147 sec): 3 clusters Score: Raw -817830.865505 + Penalty 2988.976179 = -814841.889326 nChanged 4238 SP:Iteration 1F (223.378426 sec): 3 clusters Score: Raw -820297.564677 + Penalty 2988.976179 = -817308.588498 nChanged 721 SP:Iteration 2F (223.406709 sec): 3 clusters Score: Raw -820715.871036 + Penalty 2988.976179 = -817726.894857 nChanged 667 SP:Iteration 3F (223.435024 sec): 3 clusters Score: Raw -821153.310782 + Penalty 2988.976179 = -818164.334603 nChanged 639 SP:Iteration 4F (223.463303 sec): 3 clusters Score: Raw -821600.006412 + Penalty 2988.976179 = -818611.030233 nChanged 591 SP:Iteration 5F (223.491421 sec): 3 clusters Score: Raw -821984.438440 + Penalty 2988.976179 = -818995.462261 nChanged 479 SP:Iteration 6Q (223.519656 sec): 3 clusters Score: Raw -822267.266229 + Penalty 2988.976179 = -819278.290050 nChanged 379 SP:Iteration 7Q (223.547955 sec): 3 clusters Score: Raw -822478.668358 + Penalty 2988.976179 = -819489.692179 nChanged 309 SP:Iteration 8Q (223.576148 sec): 3 clusters Score: Raw -822646.200662 + Penalty 2988.976179 = -819657.224483 nChanged 239 SP:Iteration 9Q (223.603951 sec): 3 clusters Score: Raw -822782.529509 + Penalty 2988.976179 = -819793.553330 nChanged 214 SP:Iteration 10Q (223.631551 sec): 3 clusters Score: Raw -822915.312495 + Penalty 2988.976179 = -819926.336316 nChanged 197 SP:Iteration 11Q (223.658930 sec): 3 clusters Score: Raw -823034.757875 + Penalty 2988.976179 = -820045.781696 nChanged 173 SP:Iteration 12Q (223.686419 sec): 3 clusters Score: Raw -823143.189618 + Penalty 2988.976179 = -820154.213439 nChanged 155 SP:Iteration 13Q (223.713434 sec): 3 clusters Score: Raw -823248.992131 + Penalty 2988.976179 = -820260.015952 nChanged 124 SP:Iteration 14Q (223.740252 sec): 3 clusters Score: Raw -823325.603056 + Penalty 2988.976179 = -820336.626877 nChanged 90 SP:Iteration 15Q (223.767241 sec): 3 clusters Score: Raw -823376.932093 + Penalty 2988.976179 = -820387.955914 nChanged 74 SP:Iteration 16Q (223.793742 sec): 3 clusters Score: Raw -823408.254566 + Penalty 2988.976179 = -820419.278387 nChanged 54 SP:Iteration 17Q (223.820158 sec): 3 clusters Score: Raw -823430.671637 + Penalty 2988.976179 = -820441.695458 nChanged 49 SP:Iteration 18Q (223.846650 sec): 3 clusters Score: Raw -823451.844230 + Penalty 2988.976179 = -820462.868051 nChanged 49 SP:Iteration 19Q (223.872870 sec): 3 clusters Score: Raw -823477.400602 + Penalty 2988.976179 = -820488.424423 nChanged 54 SP:Iteration 20F (223.901073 sec): 3 clusters Score: Raw -823503.957395 + Penalty 2988.976179 = -820514.981216 nChanged 46 SP:Iteration 21Q (223.927298 sec): 3 clusters Score: Raw -823524.494926 + Penalty 2988.976179 = -820535.518747 nChanged 28 SP:Iteration 22Q (223.965061 sec): 3 clusters Score: Raw -823536.420160 + Penalty 2988.976179 = -820547.443981 nChanged 36 SP:Iteration 23Q (223.990637 sec): 3 clusters Score: Raw -823553.880938 + Penalty 2988.976179 = -820564.904759 nChanged 29 SP:Iteration 24Q (224.016730 sec): 3 clusters Score: Raw -823566.495444 + Penalty 2988.976179 = -820577.519265 nChanged 21 SP:Iteration 25Q (224.042527 sec): 3 clusters Score: Raw -823578.089837 + Penalty 2988.976179 = -820589.113658 nChanged 28 SP:Iteration 26Q (224.068644 sec): 3 clusters Score: Raw -823592.793524 + Penalty 2988.976179 = -820603.817345 nChanged 19 SP:Iteration 27Q (224.094583 sec): 3 clusters Score: Raw -823601.430668 + Penalty 2988.976179 = -820612.454489 nChanged 14 SP:Iteration 28Q (224.120426 sec): 3 clusters Score: Raw -823606.128278 + Penalty 2988.976179 = -820617.152099 nChanged 9 SP:Iteration 29Q (224.146090 sec): 3 clusters Score: Raw -823609.531109 + Penalty 2988.976179 = -820620.554930 nChanged 6 SP:Iteration 30Q (224.171762 sec): 3 clusters Score: Raw -823611.960408 + Penalty 2988.976179 = -820622.984229 nChanged 6 SP:Iteration 31Q (224.197481 sec): 3 clusters Score: Raw -823614.111601 + Penalty 2988.976179 = -820625.135422 nChanged 7 SP:Iteration 32Q (224.223089 sec): 3 clusters Score: Raw -823617.095891 + Penalty 2988.976179 = -820628.119712 nChanged 7 SP:Iteration 33Q (224.248841 sec): 3 clusters Score: Raw -823620.645982 + Penalty 2988.976179 = -820631.669803 nChanged 13 SP:Iteration 34Q (224.274524 sec): 3 clusters Score: Raw -823626.369476 + Penalty 2988.976179 = -820637.393297 nChanged 8 SP:Iteration 35Q (224.300129 sec): 3 clusters Score: Raw -823629.679195 + Penalty 2988.976179 = -820640.703015 nChanged 10 SP:Iteration 36Q (224.325816 sec): 3 clusters Score: Raw -823635.027031 + Penalty 2988.976179 = -820646.050852 nChanged 11 SP:Iteration 37Q (224.351554 sec): 3 clusters Score: Raw -823639.680455 + Penalty 2988.976179 = -820650.704276 nChanged 3 SP:Iteration 38Q (224.377128 sec): 3 clusters Score: Raw -823641.854418 + Penalty 2988.976179 = -820652.878239 nChanged 3 SP:Iteration 39Q (224.402811 sec): 3 clusters Score: Raw -823642.762529 + Penalty 2988.976179 = -820653.786350 nChanged 1 SP:Iteration 40F (224.430985 sec): 3 clusters Score: Raw -823643.050367 + Penalty 2988.976179 = -820654.074188 nChanged 0 Trying to split cluster 5 (24646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (224.470085 sec): 2 clusters Score: Raw -2084303.330798 + Penalty 1643.260108 = -2082660.070690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (224.520131 sec): 3 clusters Score: Raw -2069214.036443 + Penalty 3286.520216 = -2065927.516228 nChanged 11238 SP:Iteration 1F (224.568019 sec): 3 clusters Score: Raw -2075561.223103 + Penalty 3286.520216 = -2072274.702888 nChanged 1344 SP:Iteration 2F (224.615645 sec): 3 clusters Score: Raw -2076131.133846 + Penalty 3286.520216 = -2072844.613630 nChanged 1416 SP:Iteration 3F (224.663431 sec): 3 clusters Score: Raw -2076844.812262 + Penalty 3286.520216 = -2073558.292046 nChanged 1573 SP:Iteration 4F (224.711194 sec): 3 clusters Score: Raw -2077769.232787 + Penalty 3286.520216 = -2074482.712571 nChanged 1673 SP:Iteration 5F (224.758667 sec): 3 clusters Score: Raw -2078866.409855 + Penalty 3286.520216 = -2075579.889640 nChanged 1608 SP:Iteration 6F (224.806623 sec): 3 clusters Score: Raw -2079989.032837 + Penalty 3286.520216 = -2076702.512621 nChanged 1385 SP:Iteration 7F (224.854420 sec): 3 clusters Score: Raw -2080969.567719 + Penalty 3286.520216 = -2077683.047504 nChanged 1125 SP:Iteration 8Q (224.903167 sec): 3 clusters Score: Raw -2081835.775718 + Penalty 3286.520216 = -2078549.255502 nChanged 862 SP:Iteration 9Q (224.950699 sec): 3 clusters Score: Raw -2082484.736735 + Penalty 3286.520216 = -2079198.216520 nChanged 658 SP:Iteration 10Q (224.997350 sec): 3 clusters Score: Raw -2082978.897041 + Penalty 3286.520216 = -2079692.376826 nChanged 510 SP:Iteration 11Q (225.042926 sec): 3 clusters Score: Raw -2083313.678078 + Penalty 3286.520216 = -2080027.157863 nChanged 411 SP:Iteration 12Q (225.087554 sec): 3 clusters Score: Raw -2083561.311901 + Penalty 3286.520216 = -2080274.791685 nChanged 330 SP:Iteration 13Q (225.131740 sec): 3 clusters Score: Raw -2083743.318450 + Penalty 3286.520216 = -2080456.798235 nChanged 280 SP:Iteration 14Q (225.175293 sec): 3 clusters Score: Raw -2083885.719317 + Penalty 3286.520216 = -2080599.199102 nChanged 233 SP:Iteration 15Q (225.218707 sec): 3 clusters Score: Raw -2083993.218864 + Penalty 3286.520216 = -2080706.698649 nChanged 196 SP:Iteration 16Q (225.262118 sec): 3 clusters Score: Raw -2084075.222239 + Penalty 3286.520216 = -2080788.702023 nChanged 175 SP:Iteration 17Q (225.304734 sec): 3 clusters Score: Raw -2084147.542016 + Penalty 3286.520216 = -2080861.021801 nChanged 140 SP:Iteration 18Q (225.347494 sec): 3 clusters Score: Raw -2084208.640221 + Penalty 3286.520216 = -2080922.120005 nChanged 150 SP:Iteration 19Q (225.389968 sec): 3 clusters Score: Raw -2084263.393408 + Penalty 3286.520216 = -2080976.873192 nChanged 103 SP:Iteration 20F (225.437361 sec): 3 clusters Score: Raw -2084294.693613 + Penalty 3286.520216 = -2081008.173397 nChanged 96 SP:Iteration 21Q (225.480312 sec): 3 clusters Score: Raw -2084327.975740 + Penalty 3286.520216 = -2081041.455524 nChanged 95 SP:Iteration 22Q (225.522464 sec): 3 clusters Score: Raw -2084360.215893 + Penalty 3286.520216 = -2081073.695677 nChanged 94 SP:Iteration 23Q (225.564817 sec): 3 clusters Score: Raw -2084385.971250 + Penalty 3286.520216 = -2081099.451035 nChanged 83 SP:Iteration 24Q (225.606786 sec): 3 clusters Score: Raw -2084410.980272 + Penalty 3286.520216 = -2081124.460057 nChanged 69 SP:Iteration 25Q (225.649046 sec): 3 clusters Score: Raw -2084428.774085 + Penalty 3286.520216 = -2081142.253869 nChanged 72 SP:Iteration 26Q (225.690871 sec): 3 clusters Score: Raw -2084445.073679 + Penalty 3286.520216 = -2081158.553463 nChanged 55 SP:Iteration 27Q (225.732825 sec): 3 clusters Score: Raw -2084456.437341 + Penalty 3286.520216 = -2081169.917125 nChanged 55 SP:Iteration 28Q (225.774711 sec): 3 clusters Score: Raw -2084469.133940 + Penalty 3286.520216 = -2081182.613724 nChanged 53 SP:Iteration 29Q (225.816363 sec): 3 clusters Score: Raw -2084479.547252 + Penalty 3286.520216 = -2081193.027036 nChanged 41 SP:Iteration 30Q (225.858271 sec): 3 clusters Score: Raw -2084486.418673 + Penalty 3286.520216 = -2081199.898458 nChanged 33 SP:Iteration 31Q (225.899960 sec): 3 clusters Score: Raw -2084490.756902 + Penalty 3286.520216 = -2081204.236687 nChanged 23 SP:Iteration 32Q (225.941714 sec): 3 clusters Score: Raw -2084494.020433 + Penalty 3286.520216 = -2081207.500217 nChanged 17 SP:Iteration 33Q (225.983078 sec): 3 clusters Score: Raw -2084496.544985 + Penalty 3286.520216 = -2081210.024770 nChanged 24 SP:Iteration 34Q (226.042325 sec): 3 clusters Score: Raw -2084500.020888 + Penalty 3286.520216 = -2081213.500672 nChanged 20 SP:Iteration 35Q (226.109785 sec): 3 clusters Score: Raw -2084503.167908 + Penalty 3286.520216 = -2081216.647692 nChanged 19 SP:Iteration 36Q (226.151571 sec): 3 clusters Score: Raw -2084505.539625 + Penalty 3286.520216 = -2081219.019409 nChanged 22 SP:Iteration 37Q (226.193011 sec): 3 clusters Score: Raw -2084508.488964 + Penalty 3286.520216 = -2081221.968748 nChanged 25 SP:Iteration 38Q (226.234483 sec): 3 clusters Score: Raw -2084512.222697 + Penalty 3286.520216 = -2081225.702481 nChanged 28 SP:Iteration 39Q (226.276126 sec): 3 clusters Score: Raw -2084516.280820 + Penalty 3286.520216 = -2081229.760604 nChanged 30 SP:Iteration 40F (226.323253 sec): 3 clusters Score: Raw -2084521.548095 + Penalty 3286.520216 = -2081235.027879 nChanged 32 SP:Iteration 41Q (226.365374 sec): 3 clusters Score: Raw -2084526.950550 + Penalty 3286.520216 = -2081240.430334 nChanged 29 SP:Iteration 42Q (226.406910 sec): 3 clusters Score: Raw -2084531.935870 + Penalty 3286.520216 = -2081245.415654 nChanged 29 SP:Iteration 43Q (226.448357 sec): 3 clusters Score: Raw -2084536.344947 + Penalty 3286.520216 = -2081249.824731 nChanged 27 SP:Iteration 44Q (226.489783 sec): 3 clusters Score: Raw -2084540.658129 + Penalty 3286.520216 = -2081254.137913 nChanged 26 SP:Iteration 45Q (226.531221 sec): 3 clusters Score: Raw -2084544.204323 + Penalty 3286.520216 = -2081257.684108 nChanged 19 SP:Iteration 46Q (226.572613 sec): 3 clusters Score: Raw -2084547.098816 + Penalty 3286.520216 = -2081260.578600 nChanged 22 SP:Iteration 47Q (226.613914 sec): 3 clusters Score: Raw -2084549.766830 + Penalty 3286.520216 = -2081263.246614 nChanged 16 SP:Iteration 48Q (226.655303 sec): 3 clusters Score: Raw -2084551.562604 + Penalty 3286.520216 = -2081265.042388 nChanged 12 SP:Iteration 49Q (226.696411 sec): 3 clusters Score: Raw -2084553.307935 + Penalty 3286.520216 = -2081266.787719 nChanged 9 SP:Iteration 50Q (226.737844 sec): 3 clusters Score: Raw -2084554.446132 + Penalty 3286.520216 = -2081267.925916 nChanged 10 SP:Iteration 51Q (226.778932 sec): 3 clusters Score: Raw -2084555.969931 + Penalty 3286.520216 = -2081269.449715 nChanged 14 SP:Iteration 52Q (226.820251 sec): 3 clusters Score: Raw -2084557.744799 + Penalty 3286.520216 = -2081271.224584 nChanged 12 SP:Iteration 53Q (226.861341 sec): 3 clusters Score: Raw -2084558.903960 + Penalty 3286.520216 = -2081272.383744 nChanged 10 SP:Iteration 54Q (226.902719 sec): 3 clusters Score: Raw -2084559.988068 + Penalty 3286.520216 = -2081273.467852 nChanged 11 SP:Iteration 55Q (226.943987 sec): 3 clusters Score: Raw -2084561.194054 + Penalty 3286.520216 = -2081274.673838 nChanged 9 SP:Iteration 56Q (226.985352 sec): 3 clusters Score: Raw -2084562.335575 + Penalty 3286.520216 = -2081275.815359 nChanged 9 SP:Iteration 57Q (227.026561 sec): 3 clusters Score: Raw -2084562.965585 + Penalty 3286.520216 = -2081276.445369 nChanged 9 SP:Iteration 58Q (227.067880 sec): 3 clusters Score: Raw -2084563.593494 + Penalty 3286.520216 = -2081277.073278 nChanged 3 SP:Iteration 59Q (227.109063 sec): 3 clusters Score: Raw -2084563.948793 + Penalty 3286.520216 = -2081277.428577 nChanged 5 SP:Iteration 60F (227.156420 sec): 3 clusters Score: Raw -2084564.494015 + Penalty 3286.520216 = -2081277.973799 nChanged 3 SP:Iteration 61Q (227.198295 sec): 3 clusters Score: Raw -2084564.761845 + Penalty 3286.520216 = -2081278.241630 nChanged 5 SP:Iteration 62Q (227.239301 sec): 3 clusters Score: Raw -2084565.460629 + Penalty 3286.520216 = -2081278.940413 nChanged 7 SP:Iteration 63Q (227.280626 sec): 3 clusters Score: Raw -2084566.539378 + Penalty 3286.520216 = -2081280.019162 nChanged 8 SP:Iteration 64Q (227.321734 sec): 3 clusters Score: Raw -2084567.200692 + Penalty 3286.520216 = -2081280.680476 nChanged 7 SP:Iteration 65Q (227.363196 sec): 3 clusters Score: Raw -2084567.892717 + Penalty 3286.520216 = -2081281.372501 nChanged 4 SP:Iteration 66Q (227.404098 sec): 3 clusters Score: Raw -2084568.106637 + Penalty 3286.520216 = -2081281.586421 nChanged 3 SP:Iteration 67Q (227.445510 sec): 3 clusters Score: Raw -2084568.256547 + Penalty 3286.520216 = -2081281.736331 nChanged 3 SP:Iteration 68Q (227.486687 sec): 3 clusters Score: Raw -2084568.633687 + Penalty 3286.520216 = -2081282.113471 nChanged 2 SP:Iteration 69Q (227.527756 sec): 3 clusters Score: Raw -2084568.786996 + Penalty 3286.520216 = -2081282.266780 nChanged 2 SP:Iteration 70Q (227.568867 sec): 3 clusters Score: Raw -2084568.898237 + Penalty 3286.520216 = -2081282.378021 nChanged 1 SP:Iteration 71Q (227.610277 sec): 3 clusters Score: Raw -2084568.927279 + Penalty 3286.520216 = -2081282.407063 nChanged 0 SP:Iteration 72F (227.657590 sec): 3 clusters Score: Raw -2084568.927279 + Penalty 3286.520216 = -2081282.407063 nChanged 0 Trying to split cluster 6 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (227.670419 sec): 2 clusters Score: Raw -109970.308938 + Penalty 1193.096406 = -108777.212532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (227.678861 sec): 3 clusters Score: Raw -109401.256499 + Penalty 2386.192812 = -107015.063687 nChanged 530 SP:Iteration 1F (227.686664 sec): 3 clusters Score: Raw -109863.808794 + Penalty 2386.192812 = -107477.615981 nChanged 141 SP:Iteration 2F (227.694380 sec): 3 clusters Score: Raw -109987.453683 + Penalty 2386.192812 = -107601.260871 nChanged 72 SP:Iteration 3Q (227.702107 sec): 3 clusters Score: Raw -110049.130915 + Penalty 2386.192812 = -107662.938103 nChanged 48 SP:Iteration 4Q (227.709921 sec): 3 clusters Score: Raw -110092.970794 + Penalty 2386.192812 = -107706.777982 nChanged 42 SP:Iteration 5Q (227.717689 sec): 3 clusters Score: Raw -110138.352305 + Penalty 2386.192812 = -107752.159493 nChanged 39 SP:Iteration 6Q (227.725441 sec): 3 clusters Score: Raw -110168.397578 + Penalty 2386.192812 = -107782.204765 nChanged 27 SP:Iteration 7Q (227.733181 sec): 3 clusters Score: Raw -110189.121868 + Penalty 2386.192812 = -107802.929056 nChanged 15 SP:Iteration 8Q (227.740951 sec): 3 clusters Score: Raw -110201.695371 + Penalty 2386.192812 = -107815.502559 nChanged 16 SP:Iteration 9Q (227.748613 sec): 3 clusters Score: Raw -110209.336111 + Penalty 2386.192812 = -107823.143299 nChanged 7 SP:Iteration 10Q (227.756339 sec): 3 clusters Score: Raw -110213.813431 + Penalty 2386.192812 = -107827.620618 nChanged 6 SP:Iteration 11Q (227.764045 sec): 3 clusters Score: Raw -110220.246844 + Penalty 2386.192812 = -107834.054032 nChanged 10 SP:Iteration 12Q (227.771771 sec): 3 clusters Score: Raw -110226.716159 + Penalty 2386.192812 = -107840.523346 nChanged 13 SP:Iteration 13Q (227.779518 sec): 3 clusters Score: Raw -110233.192960 + Penalty 2386.192812 = -107847.000148 nChanged 8 SP:Iteration 14Q (227.787201 sec): 3 clusters Score: Raw -110237.464970 + Penalty 2386.192812 = -107851.272157 nChanged 5 SP:Iteration 15Q (227.794893 sec): 3 clusters Score: Raw -110240.058869 + Penalty 2386.192812 = -107853.866057 nChanged 7 SP:Iteration 16Q (227.802565 sec): 3 clusters Score: Raw -110244.861100 + Penalty 2386.192812 = -107858.668287 nChanged 6 SP:Iteration 17Q (227.810289 sec): 3 clusters Score: Raw -110252.178491 + Penalty 2386.192812 = -107865.985678 nChanged 8 SP:Iteration 18Q (227.817894 sec): 3 clusters Score: Raw -110259.966674 + Penalty 2386.192812 = -107873.773862 nChanged 11 SP:Iteration 19Q (227.825557 sec): 3 clusters Score: Raw -110268.628856 + Penalty 2386.192812 = -107882.436044 nChanged 6 SP:Iteration 20F (227.833328 sec): 3 clusters Score: Raw -110272.062696 + Penalty 2386.192812 = -107885.869884 nChanged 4 SP:Iteration 21Q (227.841060 sec): 3 clusters Score: Raw -110274.409665 + Penalty 2386.192812 = -107888.216853 nChanged 5 SP:Iteration 22Q (227.848741 sec): 3 clusters Score: Raw -110277.547760 + Penalty 2386.192812 = -107891.354948 nChanged 6 SP:Iteration 23Q (227.856467 sec): 3 clusters Score: Raw -110284.124860 + Penalty 2386.192812 = -107897.932047 nChanged 10 SP:Iteration 24Q (227.864112 sec): 3 clusters Score: Raw -110294.045590 + Penalty 2386.192812 = -107907.852778 nChanged 7 SP:Iteration 25Q (227.871815 sec): 3 clusters Score: Raw -110299.892808 + Penalty 2386.192812 = -107913.699995 nChanged 8 SP:Iteration 26Q (227.879498 sec): 3 clusters Score: Raw -110304.464889 + Penalty 2386.192812 = -107918.272076 nChanged 8 SP:Iteration 27Q (227.887175 sec): 3 clusters Score: Raw -110309.855133 + Penalty 2386.192812 = -107923.662320 nChanged 5 SP:Iteration 28Q (227.894890 sec): 3 clusters Score: Raw -110314.235255 + Penalty 2386.192812 = -107928.042442 nChanged 8 SP:Iteration 29Q (227.902597 sec): 3 clusters Score: Raw -110320.003974 + Penalty 2386.192812 = -107933.811161 nChanged 5 SP:Iteration 30Q (227.910245 sec): 3 clusters Score: Raw -110322.686237 + Penalty 2386.192812 = -107936.493425 nChanged 4 SP:Iteration 31Q (227.917947 sec): 3 clusters Score: Raw -110326.297121 + Penalty 2386.192812 = -107940.104309 nChanged 2 SP:Iteration 32Q (227.925554 sec): 3 clusters Score: Raw -110327.059406 + Penalty 2386.192812 = -107940.866594 nChanged 1 SP:Iteration 33Q (227.933232 sec): 3 clusters Score: Raw -110327.379124 + Penalty 2386.192812 = -107941.186312 nChanged 0 SP:Iteration 34F (227.940991 sec): 3 clusters Score: Raw -110327.379124 + Penalty 2386.192812 = -107941.186312 nChanged 0 Trying to split cluster 7 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (227.950238 sec): 2 clusters Score: Raw -62336.453087 + Penalty 1090.261955 = -61246.191132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (227.955080 sec): 3 clusters Score: Raw -62122.609846 + Penalty 2180.523911 = -59942.085935 nChanged 228 SP:Iteration 1F (227.959636 sec): 3 clusters Score: Raw -62346.722401 + Penalty 2180.523911 = -60166.198490 nChanged 60 SP:Iteration 2F (227.964208 sec): 3 clusters Score: Raw -62403.281793 + Penalty 2180.523911 = -60222.757882 nChanged 28 SP:Iteration 3Q (227.968724 sec): 3 clusters Score: Raw -62435.759285 + Penalty 2180.523911 = -60255.235374 nChanged 18 SP:Iteration 4Q (227.973243 sec): 3 clusters Score: Raw -62451.801529 + Penalty 2180.523911 = -60271.277619 nChanged 9 SP:Iteration 5Q (227.977710 sec): 3 clusters Score: Raw -62462.370382 + Penalty 2180.523911 = -60281.846471 nChanged 10 SP:Iteration 6Q (227.982206 sec): 3 clusters Score: Raw -62475.314198 + Penalty 2180.523911 = -60294.790287 nChanged 8 SP:Iteration 7Q (227.986688 sec): 3 clusters Score: Raw -62485.880169 + Penalty 2180.523911 = -60305.356258 nChanged 3 SP:Iteration 8Q (227.991213 sec): 3 clusters Score: Raw -62490.024652 + Penalty 2180.523911 = -60309.500741 nChanged 6 SP:Iteration 9Q (227.995724 sec): 3 clusters Score: Raw -62496.278939 + Penalty 2180.523911 = -60315.755029 nChanged 6 SP:Iteration 10Q (228.000207 sec): 3 clusters Score: Raw -62503.769413 + Penalty 2180.523911 = -60323.245502 nChanged 9 SP:Iteration 11Q (228.004670 sec): 3 clusters Score: Raw -62511.201048 + Penalty 2180.523911 = -60330.677138 nChanged 5 SP:Iteration 12Q (228.009129 sec): 3 clusters Score: Raw -62515.536624 + Penalty 2180.523911 = -60335.012713 nChanged 2 SP:Iteration 13Q (228.013623 sec): 3 clusters Score: Raw -62516.787288 + Penalty 2180.523911 = -60336.263377 nChanged 1 SP:Iteration 14Q (228.018118 sec): 3 clusters Score: Raw -62517.879351 + Penalty 2180.523911 = -60337.355441 nChanged 2 SP:Iteration 15Q (228.022612 sec): 3 clusters Score: Raw -62519.150630 + Penalty 2180.523911 = -60338.626720 nChanged 0 SP:Iteration 16F (228.027217 sec): 3 clusters Score: Raw -62519.150630 + Penalty 2180.523911 = -60338.626720 nChanged 0 Trying to split cluster 8 (3882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (228.044888 sec): 2 clusters Score: Raw -289268.111735 + Penalty 1342.917187 = -287925.194549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (228.064559 sec): 3 clusters Score: Raw -287313.317257 + Penalty 2685.834373 = -284627.482884 nChanged 1552 SP:Iteration 1F (228.083369 sec): 3 clusters Score: Raw -288223.791755 + Penalty 2685.834373 = -285537.957382 nChanged 307 SP:Iteration 2F (228.102185 sec): 3 clusters Score: Raw -288443.264843 + Penalty 2685.834373 = -285757.430470 nChanged 266 SP:Iteration 3F (228.120937 sec): 3 clusters Score: Raw -288632.731015 + Penalty 2685.834373 = -285946.896642 nChanged 210 SP:Iteration 4F (228.139655 sec): 3 clusters Score: Raw -288774.911681 + Penalty 2685.834373 = -286089.077308 nChanged 178 SP:Iteration 5Q (228.158337 sec): 3 clusters Score: Raw -288885.640007 + Penalty 2685.834373 = -286199.805634 nChanged 147 SP:Iteration 6Q (228.177113 sec): 3 clusters Score: Raw -288990.465837 + Penalty 2685.834373 = -286304.631463 nChanged 130 SP:Iteration 7Q (228.195878 sec): 3 clusters Score: Raw -289080.506708 + Penalty 2685.834373 = -286394.672335 nChanged 127 SP:Iteration 8Q (228.214523 sec): 3 clusters Score: Raw -289154.807211 + Penalty 2685.834373 = -286468.972838 nChanged 99 SP:Iteration 9Q (228.232933 sec): 3 clusters Score: Raw -289213.186146 + Penalty 2685.834373 = -286527.351773 nChanged 111 SP:Iteration 10Q (228.251366 sec): 3 clusters Score: Raw -289263.199119 + Penalty 2685.834373 = -286577.364745 nChanged 86 SP:Iteration 11Q (228.269924 sec): 3 clusters Score: Raw -289303.636179 + Penalty 2685.834373 = -286617.801806 nChanged 73 SP:Iteration 12Q (228.288554 sec): 3 clusters Score: Raw -289346.527826 + Penalty 2685.834373 = -286660.693452 nChanged 70 SP:Iteration 13Q (228.306920 sec): 3 clusters Score: Raw -289379.265600 + Penalty 2685.834373 = -286693.431226 nChanged 70 SP:Iteration 14Q (228.325411 sec): 3 clusters Score: Raw -289416.732674 + Penalty 2685.834373 = -286730.898301 nChanged 80 SP:Iteration 15Q (228.344074 sec): 3 clusters Score: Raw -289459.393395 + Penalty 2685.834373 = -286773.559022 nChanged 63 SP:Iteration 16Q (228.362510 sec): 3 clusters Score: Raw -289494.162113 + Penalty 2685.834373 = -286808.327739 nChanged 64 SP:Iteration 17Q (228.380997 sec): 3 clusters Score: Raw -289528.894914 + Penalty 2685.834373 = -286843.060541 nChanged 53 SP:Iteration 18Q (228.399554 sec): 3 clusters Score: Raw -289555.143563 + Penalty 2685.834373 = -286869.309189 nChanged 54 SP:Iteration 19Q (228.418013 sec): 3 clusters Score: Raw -289586.065133 + Penalty 2685.834373 = -286900.230760 nChanged 47 SP:Iteration 20F (228.436839 sec): 3 clusters Score: Raw -289608.635639 + Penalty 2685.834373 = -286922.801266 nChanged 35 SP:Iteration 21Q (228.455059 sec): 3 clusters Score: Raw -289619.044045 + Penalty 2685.834373 = -286933.209672 nChanged 18 SP:Iteration 22Q (228.473386 sec): 3 clusters Score: Raw -289625.304352 + Penalty 2685.834373 = -286939.469978 nChanged 16 SP:Iteration 23Q (228.491704 sec): 3 clusters Score: Raw -289630.136771 + Penalty 2685.834373 = -286944.302397 nChanged 12 SP:Iteration 24Q (228.509924 sec): 3 clusters Score: Raw -289633.073210 + Penalty 2685.834373 = -286947.238837 nChanged 7 SP:Iteration 25Q (228.528234 sec): 3 clusters Score: Raw -289635.362353 + Penalty 2685.834373 = -286949.527980 nChanged 5 SP:Iteration 26Q (228.546493 sec): 3 clusters Score: Raw -289636.231053 + Penalty 2685.834373 = -286950.396680 nChanged 1 SP:Iteration 27Q (228.564807 sec): 3 clusters Score: Raw -289636.542861 + Penalty 2685.834373 = -286950.708488 nChanged 0 SP:Iteration 28F (228.583288 sec): 3 clusters Score: Raw -289636.542861 + Penalty 2685.834373 = -286950.708488 nChanged 0 Trying to split cluster 9 (2453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (228.598753 sec): 2 clusters Score: Raw -198097.946460 + Penalty 1268.323395 = -196829.623065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (228.611564 sec): 3 clusters Score: Raw -197024.805650 + Penalty 2536.646789 = -194488.158861 nChanged 903 SP:Iteration 1F (228.623617 sec): 3 clusters Score: Raw -197623.651837 + Penalty 2536.646789 = -195087.005048 nChanged 175 SP:Iteration 2F (228.635604 sec): 3 clusters Score: Raw -197750.333112 + Penalty 2536.646789 = -195213.686323 nChanged 109 SP:Iteration 3Q (228.647653 sec): 3 clusters Score: Raw -197821.123159 + Penalty 2536.646789 = -195284.476369 nChanged 90 SP:Iteration 4Q (228.659628 sec): 3 clusters Score: Raw -197886.752486 + Penalty 2536.646789 = -195350.105697 nChanged 70 SP:Iteration 5Q (228.671612 sec): 3 clusters Score: Raw -197930.457019 + Penalty 2536.646789 = -195393.810230 nChanged 66 SP:Iteration 6Q (228.683631 sec): 3 clusters Score: Raw -197965.191479 + Penalty 2536.646789 = -195428.544690 nChanged 50 SP:Iteration 7Q (228.695628 sec): 3 clusters Score: Raw -197992.290659 + Penalty 2536.646789 = -195455.643870 nChanged 47 SP:Iteration 8Q (228.707595 sec): 3 clusters Score: Raw -198021.424830 + Penalty 2536.646789 = -195484.778041 nChanged 32 SP:Iteration 9Q (228.719560 sec): 3 clusters Score: Raw -198041.190591 + Penalty 2536.646789 = -195504.543802 nChanged 33 SP:Iteration 10Q (228.731556 sec): 3 clusters Score: Raw -198060.228171 + Penalty 2536.646789 = -195523.581382 nChanged 32 SP:Iteration 11Q (228.743520 sec): 3 clusters Score: Raw -198079.706744 + Penalty 2536.646789 = -195543.059954 nChanged 30 SP:Iteration 12Q (228.755540 sec): 3 clusters Score: Raw -198100.217863 + Penalty 2536.646789 = -195563.571074 nChanged 36 SP:Iteration 13Q (228.767447 sec): 3 clusters Score: Raw -198126.314275 + Penalty 2536.646789 = -195589.667485 nChanged 43 SP:Iteration 14Q (228.779386 sec): 3 clusters Score: Raw -198147.637308 + Penalty 2536.646789 = -195610.990519 nChanged 34 SP:Iteration 15Q (228.791351 sec): 3 clusters Score: Raw -198171.659982 + Penalty 2536.646789 = -195635.013193 nChanged 37 SP:Iteration 16Q (228.803280 sec): 3 clusters Score: Raw -198195.142011 + Penalty 2536.646789 = -195658.495221 nChanged 41 SP:Iteration 17Q (228.815228 sec): 3 clusters Score: Raw -198224.309736 + Penalty 2536.646789 = -195687.662947 nChanged 55 SP:Iteration 18Q (228.827113 sec): 3 clusters Score: Raw -198264.274836 + Penalty 2536.646789 = -195727.628046 nChanged 58 SP:Iteration 19Q (228.839027 sec): 3 clusters Score: Raw -198308.475590 + Penalty 2536.646789 = -195771.828801 nChanged 55 SP:Iteration 20F (228.851035 sec): 3 clusters Score: Raw -198340.927470 + Penalty 2536.646789 = -195804.280680 nChanged 41 SP:Iteration 21Q (228.862812 sec): 3 clusters Score: Raw -198366.738150 + Penalty 2536.646789 = -195830.091361 nChanged 34 SP:Iteration 22Q (228.874704 sec): 3 clusters Score: Raw -198389.718882 + Penalty 2536.646789 = -195853.072092 nChanged 30 SP:Iteration 23Q (228.886534 sec): 3 clusters Score: Raw -198413.448798 + Penalty 2536.646789 = -195876.802009 nChanged 32 SP:Iteration 24Q (228.898412 sec): 3 clusters Score: Raw -198430.795407 + Penalty 2536.646789 = -195894.148618 nChanged 23 SP:Iteration 25Q (228.910306 sec): 3 clusters Score: Raw -198442.200488 + Penalty 2536.646789 = -195905.553699 nChanged 14 SP:Iteration 26Q (228.922162 sec): 3 clusters Score: Raw -198447.481684 + Penalty 2536.646789 = -195910.834895 nChanged 14 SP:Iteration 27Q (228.933981 sec): 3 clusters Score: Raw -198453.043061 + Penalty 2536.646789 = -195916.396271 nChanged 11 SP:Iteration 28Q (228.945919 sec): 3 clusters Score: Raw -198458.590889 + Penalty 2536.646789 = -195921.944099 nChanged 8 SP:Iteration 29Q (228.957747 sec): 3 clusters Score: Raw -198462.565823 + Penalty 2536.646789 = -195925.919034 nChanged 5 SP:Iteration 30Q (228.969592 sec): 3 clusters Score: Raw -198464.030249 + Penalty 2536.646789 = -195927.383459 nChanged 3 SP:Iteration 31Q (228.981431 sec): 3 clusters Score: Raw -198465.135824 + Penalty 2536.646789 = -195928.489035 nChanged 2 SP:Iteration 32Q (228.993280 sec): 3 clusters Score: Raw -198465.898153 + Penalty 2536.646789 = -195929.251364 nChanged 0 SP:Iteration 33F (229.005289 sec): 3 clusters Score: Raw -198465.898153 + Penalty 2536.646789 = -195929.251364 nChanged 0 Trying to split cluster 10 (10073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (229.030129 sec): 2 clusters Score: Raw -858114.623264 + Penalty 1497.862252 = -856616.761013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (229.059429 sec): 3 clusters Score: Raw -852389.444260 + Penalty 2995.724503 = -849393.719757 nChanged 4330 SP:Iteration 1F (229.087968 sec): 3 clusters Score: Raw -854665.368288 + Penalty 2995.724503 = -851669.643785 nChanged 637 SP:Iteration 2F (229.116345 sec): 3 clusters Score: Raw -854926.657920 + Penalty 2995.724503 = -851930.933416 nChanged 562 SP:Iteration 3F (229.144835 sec): 3 clusters Score: Raw -855190.506855 + Penalty 2995.724503 = -852194.782352 nChanged 569 SP:Iteration 4F (229.173315 sec): 3 clusters Score: Raw -855529.499692 + Penalty 2995.724503 = -852533.775189 nChanged 605 SP:Iteration 5F (229.201857 sec): 3 clusters Score: Raw -855946.475795 + Penalty 2995.724503 = -852950.751292 nChanged 637 SP:Iteration 6F (229.230239 sec): 3 clusters Score: Raw -856430.470262 + Penalty 2995.724503 = -853434.745759 nChanged 651 SP:Iteration 7F (229.258685 sec): 3 clusters Score: Raw -856949.543688 + Penalty 2995.724503 = -853953.819185 nChanged 601 SP:Iteration 8F (229.287380 sec): 3 clusters Score: Raw -857414.101703 + Penalty 2995.724503 = -854418.377200 nChanged 448 SP:Iteration 9Q (229.316115 sec): 3 clusters Score: Raw -857699.134675 + Penalty 2995.724503 = -854703.410172 nChanged 342 SP:Iteration 10Q (229.344625 sec): 3 clusters Score: Raw -857890.376648 + Penalty 2995.724503 = -854894.652145 nChanged 246 SP:Iteration 11Q (229.373092 sec): 3 clusters Score: Raw -858008.632075 + Penalty 2995.724503 = -855012.907572 nChanged 153 SP:Iteration 12Q (229.401722 sec): 3 clusters Score: Raw -858080.826020 + Penalty 2995.724503 = -855085.101517 nChanged 135 SP:Iteration 13Q (229.429972 sec): 3 clusters Score: Raw -858136.005455 + Penalty 2995.724503 = -855140.280952 nChanged 103 SP:Iteration 14Q (229.457948 sec): 3 clusters Score: Raw -858177.603104 + Penalty 2995.724503 = -855181.878601 nChanged 89 SP:Iteration 15Q (229.485816 sec): 3 clusters Score: Raw -858209.998103 + Penalty 2995.724503 = -855214.273599 nChanged 71 SP:Iteration 16Q (229.513685 sec): 3 clusters Score: Raw -858227.633131 + Penalty 2995.724503 = -855231.908628 nChanged 47 SP:Iteration 17Q (229.541442 sec): 3 clusters Score: Raw -858241.895590 + Penalty 2995.724503 = -855246.171087 nChanged 45 SP:Iteration 18Q (229.569029 sec): 3 clusters Score: Raw -858256.181108 + Penalty 2995.724503 = -855260.456605 nChanged 41 SP:Iteration 19Q (229.596777 sec): 3 clusters Score: Raw -858266.695522 + Penalty 2995.724503 = -855270.971019 nChanged 30 SP:Iteration 20F (229.625415 sec): 3 clusters Score: Raw -858274.198933 + Penalty 2995.724503 = -855278.474430 nChanged 26 SP:Iteration 21Q (229.653196 sec): 3 clusters Score: Raw -858282.694326 + Penalty 2995.724503 = -855286.969822 nChanged 27 SP:Iteration 22Q (229.680529 sec): 3 clusters Score: Raw -858293.604583 + Penalty 2995.724503 = -855297.880080 nChanged 27 SP:Iteration 23Q (229.707914 sec): 3 clusters Score: Raw -858299.543478 + Penalty 2995.724503 = -855303.818975 nChanged 20 SP:Iteration 24Q (229.738119 sec): 3 clusters Score: Raw -858303.627037 + Penalty 2995.724503 = -855307.902534 nChanged 15 SP:Iteration 25Q (229.765406 sec): 3 clusters Score: Raw -858306.824421 + Penalty 2995.724503 = -855311.099918 nChanged 12 SP:Iteration 26Q (229.792741 sec): 3 clusters Score: Raw -858309.820540 + Penalty 2995.724503 = -855314.096036 nChanged 16 SP:Iteration 27Q (229.820074 sec): 3 clusters Score: Raw -858313.776019 + Penalty 2995.724503 = -855318.051516 nChanged 12 SP:Iteration 28Q (229.847563 sec): 3 clusters Score: Raw -858315.991570 + Penalty 2995.724503 = -855320.267067 nChanged 7 SP:Iteration 29Q (229.875006 sec): 3 clusters Score: Raw -858317.284130 + Penalty 2995.724503 = -855321.559627 nChanged 10 SP:Iteration 30Q (229.902300 sec): 3 clusters Score: Raw -858320.235050 + Penalty 2995.724503 = -855324.510546 nChanged 11 SP:Iteration 31Q (229.929539 sec): 3 clusters Score: Raw -858322.485174 + Penalty 2995.724503 = -855326.760670 nChanged 9 SP:Iteration 32Q (229.956863 sec): 3 clusters Score: Raw -858324.168719 + Penalty 2995.724503 = -855328.444216 nChanged 7 SP:Iteration 33Q (229.984087 sec): 3 clusters Score: Raw -858325.394674 + Penalty 2995.724503 = -855329.670171 nChanged 6 SP:Iteration 34Q (230.011287 sec): 3 clusters Score: Raw -858326.592520 + Penalty 2995.724503 = -855330.868017 nChanged 11 SP:Iteration 35Q (230.038500 sec): 3 clusters Score: Raw -858329.135939 + Penalty 2995.724503 = -855333.411436 nChanged 15 SP:Iteration 36Q (230.065622 sec): 3 clusters Score: Raw -858333.156400 + Penalty 2995.724503 = -855337.431897 nChanged 18 SP:Iteration 37Q (230.092854 sec): 3 clusters Score: Raw -858337.057902 + Penalty 2995.724503 = -855341.333399 nChanged 15 SP:Iteration 38Q (230.120121 sec): 3 clusters Score: Raw -858339.656912 + Penalty 2995.724503 = -855343.932409 nChanged 9 SP:Iteration 39Q (230.147413 sec): 3 clusters Score: Raw -858341.094767 + Penalty 2995.724503 = -855345.370264 nChanged 9 SP:Iteration 40F (230.175878 sec): 3 clusters Score: Raw -858342.421585 + Penalty 2995.724503 = -855346.697082 nChanged 5 SP:Iteration 41Q (230.202934 sec): 3 clusters Score: Raw -858343.121659 + Penalty 2995.724503 = -855347.397156 nChanged 2 SP:Iteration 42Q (230.230133 sec): 3 clusters Score: Raw -858343.443555 + Penalty 2995.724503 = -855347.719052 nChanged 4 SP:Iteration 43Q (230.257447 sec): 3 clusters Score: Raw -858344.118672 + Penalty 2995.724503 = -855348.394169 nChanged 5 SP:Iteration 44Q (230.284845 sec): 3 clusters Score: Raw -858344.811581 + Penalty 2995.724503 = -855349.087078 nChanged 5 SP:Iteration 45Q (230.311884 sec): 3 clusters Score: Raw -858345.776048 + Penalty 2995.724503 = -855350.051544 nChanged 5 SP:Iteration 46Q (230.339275 sec): 3 clusters Score: Raw -858346.656014 + Penalty 2995.724503 = -855350.931511 nChanged 5 SP:Iteration 47Q (230.366470 sec): 3 clusters Score: Raw -858347.213542 + Penalty 2995.724503 = -855351.489038 nChanged 7 SP:Iteration 48Q (230.416552 sec): 3 clusters Score: Raw -858348.465736 + Penalty 2995.724503 = -855352.741232 nChanged 9 SP:Iteration 49Q (230.443579 sec): 3 clusters Score: Raw -858350.241985 + Penalty 2995.724503 = -855354.517482 nChanged 13 SP:Iteration 50Q (230.470635 sec): 3 clusters Score: Raw -858353.222612 + Penalty 2995.724503 = -855357.498109 nChanged 12 SP:Iteration 51Q (230.497797 sec): 3 clusters Score: Raw -858355.909961 + Penalty 2995.724503 = -855360.185457 nChanged 15 SP:Iteration 52Q (230.524835 sec): 3 clusters Score: Raw -858358.747102 + Penalty 2995.724503 = -855363.022598 nChanged 13 SP:Iteration 53Q (230.551896 sec): 3 clusters Score: Raw -858360.907847 + Penalty 2995.724503 = -855365.183343 nChanged 9 SP:Iteration 54Q (230.578947 sec): 3 clusters Score: Raw -858362.516204 + Penalty 2995.724503 = -855366.791701 nChanged 6 SP:Iteration 55Q (230.605961 sec): 3 clusters Score: Raw -858363.801460 + Penalty 2995.724503 = -855368.076956 nChanged 6 SP:Iteration 56Q (230.632958 sec): 3 clusters Score: Raw -858364.656199 + Penalty 2995.724503 = -855368.931695 nChanged 9 SP:Iteration 57Q (230.660215 sec): 3 clusters Score: Raw -858366.454502 + Penalty 2995.724503 = -855370.729999 nChanged 9 SP:Iteration 58Q (230.687211 sec): 3 clusters Score: Raw -858368.190217 + Penalty 2995.724503 = -855372.465714 nChanged 8 SP:Iteration 59Q (230.714333 sec): 3 clusters Score: Raw -858369.811127 + Penalty 2995.724503 = -855374.086624 nChanged 6 SP:Iteration 60F (230.742770 sec): 3 clusters Score: Raw -858370.752757 + Penalty 2995.724503 = -855375.028254 nChanged 5 SP:Iteration 61Q (230.769717 sec): 3 clusters Score: Raw -858371.649466 + Penalty 2995.724503 = -855375.924963 nChanged 4 SP:Iteration 62Q (230.796705 sec): 3 clusters Score: Raw -858372.126729 + Penalty 2995.724503 = -855376.402226 nChanged 3 SP:Iteration 63Q (230.824006 sec): 3 clusters Score: Raw -858372.509479 + Penalty 2995.724503 = -855376.784975 nChanged 1 SP:Iteration 64Q (230.850941 sec): 3 clusters Score: Raw -858372.752166 + Penalty 2995.724503 = -855377.027663 nChanged 0 SP:Iteration 65F (230.879394 sec): 3 clusters Score: Raw -858372.752166 + Penalty 2995.724503 = -855377.027663 nChanged 0 Trying to split cluster 11 (3392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (230.895733 sec): 2 clusters Score: Raw -281778.114958 + Penalty 1320.990937 = -280457.124021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (230.913011 sec): 3 clusters Score: Raw -280108.261292 + Penalty 2641.981874 = -277466.279418 nChanged 1308 SP:Iteration 1F (230.929362 sec): 3 clusters Score: Raw -280883.740798 + Penalty 2641.981874 = -278241.758924 nChanged 271 SP:Iteration 2F (230.945614 sec): 3 clusters Score: Raw -281068.881399 + Penalty 2641.981874 = -278426.899525 nChanged 193 SP:Iteration 3F (230.961887 sec): 3 clusters Score: Raw -281200.744022 + Penalty 2641.981874 = -278558.762148 nChanged 163 SP:Iteration 4Q (230.978035 sec): 3 clusters Score: Raw -281309.407267 + Penalty 2641.981874 = -278667.425393 nChanged 129 SP:Iteration 5Q (230.994350 sec): 3 clusters Score: Raw -281383.936110 + Penalty 2641.981874 = -278741.954236 nChanged 119 SP:Iteration 6Q (231.010491 sec): 3 clusters Score: Raw -281447.553082 + Penalty 2641.981874 = -278805.571208 nChanged 95 SP:Iteration 7Q (231.026759 sec): 3 clusters Score: Raw -281506.064546 + Penalty 2641.981874 = -278864.082672 nChanged 95 SP:Iteration 8Q (231.043021 sec): 3 clusters Score: Raw -281556.200388 + Penalty 2641.981874 = -278914.218514 nChanged 76 SP:Iteration 9Q (231.059265 sec): 3 clusters Score: Raw -281596.671737 + Penalty 2641.981874 = -278954.689863 nChanged 68 SP:Iteration 10Q (231.075479 sec): 3 clusters Score: Raw -281626.036078 + Penalty 2641.981874 = -278984.054204 nChanged 52 SP:Iteration 11Q (231.091723 sec): 3 clusters Score: Raw -281650.922169 + Penalty 2641.981874 = -279008.940295 nChanged 57 SP:Iteration 12Q (231.107944 sec): 3 clusters Score: Raw -281678.943861 + Penalty 2641.981874 = -279036.961987 nChanged 43 SP:Iteration 13Q (231.124165 sec): 3 clusters Score: Raw -281696.461721 + Penalty 2641.981874 = -279054.479847 nChanged 37 SP:Iteration 14Q (231.140359 sec): 3 clusters Score: Raw -281714.886465 + Penalty 2641.981874 = -279072.904591 nChanged 34 SP:Iteration 15Q (231.156428 sec): 3 clusters Score: Raw -281734.259168 + Penalty 2641.981874 = -279092.277294 nChanged 37 SP:Iteration 16Q (231.172601 sec): 3 clusters Score: Raw -281750.503333 + Penalty 2641.981874 = -279108.521459 nChanged 34 SP:Iteration 17Q (231.188804 sec): 3 clusters Score: Raw -281765.547306 + Penalty 2641.981874 = -279123.565432 nChanged 29 SP:Iteration 18Q (231.204928 sec): 3 clusters Score: Raw -281779.948593 + Penalty 2641.981874 = -279137.966719 nChanged 27 SP:Iteration 19Q (231.221121 sec): 3 clusters Score: Raw -281792.002003 + Penalty 2641.981874 = -279150.020129 nChanged 30 SP:Iteration 20F (231.237345 sec): 3 clusters Score: Raw -281805.296978 + Penalty 2641.981874 = -279163.315104 nChanged 33 SP:Iteration 21Q (231.253553 sec): 3 clusters Score: Raw -281818.632113 + Penalty 2641.981874 = -279176.650239 nChanged 28 SP:Iteration 22Q (231.269560 sec): 3 clusters Score: Raw -281828.725101 + Penalty 2641.981874 = -279186.743227 nChanged 22 SP:Iteration 23Q (231.285760 sec): 3 clusters Score: Raw -281836.228357 + Penalty 2641.981874 = -279194.246483 nChanged 19 SP:Iteration 24Q (231.301903 sec): 3 clusters Score: Raw -281842.923480 + Penalty 2641.981874 = -279200.941606 nChanged 18 SP:Iteration 25Q (231.318089 sec): 3 clusters Score: Raw -281849.607199 + Penalty 2641.981874 = -279207.625325 nChanged 11 SP:Iteration 26Q (231.334211 sec): 3 clusters Score: Raw -281852.851079 + Penalty 2641.981874 = -279210.869205 nChanged 8 SP:Iteration 27Q (231.350311 sec): 3 clusters Score: Raw -281854.894818 + Penalty 2641.981874 = -279212.912944 nChanged 9 SP:Iteration 28Q (231.366428 sec): 3 clusters Score: Raw -281858.690211 + Penalty 2641.981874 = -279216.708337 nChanged 8 SP:Iteration 29Q (231.382419 sec): 3 clusters Score: Raw -281861.633585 + Penalty 2641.981874 = -279219.651711 nChanged 9 SP:Iteration 30Q (231.398528 sec): 3 clusters Score: Raw -281865.825860 + Penalty 2641.981874 = -279223.843986 nChanged 15 SP:Iteration 31Q (231.414685 sec): 3 clusters Score: Raw -281871.999516 + Penalty 2641.981874 = -279230.017642 nChanged 16 SP:Iteration 32Q (231.430639 sec): 3 clusters Score: Raw -281879.810695 + Penalty 2641.981874 = -279237.828821 nChanged 18 SP:Iteration 33Q (231.446849 sec): 3 clusters Score: Raw -281884.730044 + Penalty 2641.981874 = -279242.748170 nChanged 14 SP:Iteration 34Q (231.462978 sec): 3 clusters Score: Raw -281888.849414 + Penalty 2641.981874 = -279246.867540 nChanged 9 SP:Iteration 35Q (231.478987 sec): 3 clusters Score: Raw -281894.336194 + Penalty 2641.981874 = -279252.354320 nChanged 16 SP:Iteration 36Q (231.495089 sec): 3 clusters Score: Raw -281898.842112 + Penalty 2641.981874 = -279256.860238 nChanged 12 SP:Iteration 37Q (231.511223 sec): 3 clusters Score: Raw -281903.977753 + Penalty 2641.981874 = -279261.995879 nChanged 16 SP:Iteration 38Q (231.527318 sec): 3 clusters Score: Raw -281911.774457 + Penalty 2641.981874 = -279269.792583 nChanged 10 SP:Iteration 39Q (231.543472 sec): 3 clusters Score: Raw -281914.804869 + Penalty 2641.981874 = -279272.822995 nChanged 10 SP:Iteration 40F (231.559691 sec): 3 clusters Score: Raw -281918.606873 + Penalty 2641.981874 = -279276.624999 nChanged 7 SP:Iteration 41Q (231.575833 sec): 3 clusters Score: Raw -281921.731496 + Penalty 2641.981874 = -279279.749622 nChanged 8 SP:Iteration 42Q (231.591829 sec): 3 clusters Score: Raw -281923.920923 + Penalty 2641.981874 = -279281.939049 nChanged 10 SP:Iteration 43Q (231.608072 sec): 3 clusters Score: Raw -281926.420443 + Penalty 2641.981874 = -279284.438569 nChanged 8 SP:Iteration 44Q (231.646110 sec): 3 clusters Score: Raw -281928.930330 + Penalty 2641.981874 = -279286.948456 nChanged 7 SP:Iteration 45Q (231.698532 sec): 3 clusters Score: Raw -281931.696244 + Penalty 2641.981874 = -279289.714370 nChanged 5 SP:Iteration 46Q (231.721402 sec): 3 clusters Score: Raw -281933.149451 + Penalty 2641.981874 = -279291.167577 nChanged 3 SP:Iteration 47Q (231.737726 sec): 3 clusters Score: Raw -281933.985715 + Penalty 2641.981874 = -279292.003841 nChanged 3 SP:Iteration 48Q (231.753860 sec): 3 clusters Score: Raw -281934.862508 + Penalty 2641.981874 = -279292.880634 nChanged 1 SP:Iteration 49Q (231.769842 sec): 3 clusters Score: Raw -281935.053192 + Penalty 2641.981874 = -279293.071318 nChanged 1 SP:Iteration 50Q (231.785997 sec): 3 clusters Score: Raw -281935.329184 + Penalty 2641.981874 = -279293.347310 nChanged 2 SP:Iteration 51Q (231.801958 sec): 3 clusters Score: Raw -281936.161161 + Penalty 2641.981874 = -279294.179287 nChanged 6 SP:Iteration 52Q (231.818113 sec): 3 clusters Score: Raw -281937.916664 + Penalty 2641.981874 = -279295.934790 nChanged 4 SP:Iteration 53Q (231.834061 sec): 3 clusters Score: Raw -281939.469910 + Penalty 2641.981874 = -279297.488036 nChanged 8 SP:Iteration 54Q (231.850175 sec): 3 clusters Score: Raw -281942.285880 + Penalty 2641.981874 = -279300.304006 nChanged 8 SP:Iteration 55Q (231.866267 sec): 3 clusters Score: Raw -281945.003305 + Penalty 2641.981874 = -279303.021431 nChanged 9 SP:Iteration 56Q (231.882242 sec): 3 clusters Score: Raw -281948.893563 + Penalty 2641.981874 = -279306.911689 nChanged 7 SP:Iteration 57Q (231.898347 sec): 3 clusters Score: Raw -281951.271042 + Penalty 2641.981874 = -279309.289168 nChanged 4 SP:Iteration 58Q (231.914412 sec): 3 clusters Score: Raw -281952.280687 + Penalty 2641.981874 = -279310.298813 nChanged 8 SP:Iteration 59Q (231.930497 sec): 3 clusters Score: Raw -281955.048414 + Penalty 2641.981874 = -279313.066541 nChanged 10 SP:Iteration 60F (231.946766 sec): 3 clusters Score: Raw -281958.118177 + Penalty 2641.981874 = -279316.136303 nChanged 5 SP:Iteration 61Q (231.962860 sec): 3 clusters Score: Raw -281959.119855 + Penalty 2641.981874 = -279317.137981 nChanged 2 SP:Iteration 62Q (231.978964 sec): 3 clusters Score: Raw -281960.183018 + Penalty 2641.981874 = -279318.201144 nChanged 7 SP:Iteration 63Q (231.995078 sec): 3 clusters Score: Raw -281962.503882 + Penalty 2641.981874 = -279320.522008 nChanged 5 SP:Iteration 64Q (232.011167 sec): 3 clusters Score: Raw -281963.756501 + Penalty 2641.981874 = -279321.774627 nChanged 5 SP:Iteration 65Q (232.027238 sec): 3 clusters Score: Raw -281965.333064 + Penalty 2641.981874 = -279323.351190 nChanged 3 SP:Iteration 66Q (232.043355 sec): 3 clusters Score: Raw -281966.121986 + Penalty 2641.981874 = -279324.140112 nChanged 1 SP:Iteration 67Q (232.059446 sec): 3 clusters Score: Raw -281966.270286 + Penalty 2641.981874 = -279324.288412 nChanged 1 SP:Iteration 68Q (232.075551 sec): 3 clusters Score: Raw -281966.647559 + Penalty 2641.981874 = -279324.665685 nChanged 0 SP:Iteration 69F (232.091740 sec): 3 clusters Score: Raw -281966.647559 + Penalty 2641.981874 = -279324.665685 nChanged 0 Trying to split cluster 12 (30379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.137699 sec): 2 clusters Score: Raw -2435794.743567 + Penalty 1677.244865 = -2434117.498702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.197427 sec): 3 clusters Score: Raw -2417150.372210 + Penalty 3354.489729 = -2413795.882481 nChanged 14018 SP:Iteration 1F (232.253268 sec): 3 clusters Score: Raw -2424770.099337 + Penalty 3354.489729 = -2421415.609608 nChanged 1458 SP:Iteration 2Q (232.312076 sec): 3 clusters Score: Raw -2425369.892715 + Penalty 3354.489729 = -2422015.402986 nChanged 1593 SP:Iteration 3F (232.367291 sec): 3 clusters Score: Raw -2426220.811950 + Penalty 3354.489729 = -2422866.322221 nChanged 1846 SP:Iteration 4F (232.423192 sec): 3 clusters Score: Raw -2427343.692123 + Penalty 3354.489729 = -2423989.202394 nChanged 1993 SP:Iteration 5F (232.479360 sec): 3 clusters Score: Raw -2428677.700474 + Penalty 3354.489729 = -2425323.210745 nChanged 2093 SP:Iteration 6F (232.535211 sec): 3 clusters Score: Raw -2430092.576473 + Penalty 3354.489729 = -2426738.086744 nChanged 1878 SP:Iteration 7F (232.591196 sec): 3 clusters Score: Raw -2431268.768161 + Penalty 3354.489729 = -2427914.278432 nChanged 1550 SP:Iteration 8F (232.647415 sec): 3 clusters Score: Raw -2432156.302776 + Penalty 3354.489729 = -2428801.813047 nChanged 1144 SP:Iteration 9Q (232.704651 sec): 3 clusters Score: Raw -2432749.906021 + Penalty 3354.489729 = -2429395.416292 nChanged 858 SP:Iteration 10Q (232.761305 sec): 3 clusters Score: Raw -2433134.654421 + Penalty 3354.489729 = -2429780.164691 nChanged 673 SP:Iteration 11Q (232.817330 sec): 3 clusters Score: Raw -2433406.500970 + Penalty 3354.489729 = -2430052.011241 nChanged 531 SP:Iteration 12Q (232.873153 sec): 3 clusters Score: Raw -2433613.591534 + Penalty 3354.489729 = -2430259.101805 nChanged 457 SP:Iteration 13Q (232.928687 sec): 3 clusters Score: Raw -2433786.112957 + Penalty 3354.489729 = -2430431.623228 nChanged 395 SP:Iteration 14Q (232.983876 sec): 3 clusters Score: Raw -2433940.245492 + Penalty 3354.489729 = -2430585.755763 nChanged 429 SP:Iteration 15Q (233.038926 sec): 3 clusters Score: Raw -2434094.723512 + Penalty 3354.489729 = -2430740.233783 nChanged 433 SP:Iteration 16Q (233.093330 sec): 3 clusters Score: Raw -2434261.401085 + Penalty 3354.489729 = -2430906.911355 nChanged 441 SP:Iteration 17Q (233.147661 sec): 3 clusters Score: Raw -2434441.478589 + Penalty 3354.489729 = -2431086.988860 nChanged 433 SP:Iteration 18Q (233.201616 sec): 3 clusters Score: Raw -2434614.443093 + Penalty 3354.489729 = -2431259.953363 nChanged 410 SP:Iteration 19Q (233.255188 sec): 3 clusters Score: Raw -2434793.663513 + Penalty 3354.489729 = -2431439.173783 nChanged 384 SP:Iteration 20F (233.310518 sec): 3 clusters Score: Raw -2434956.702107 + Penalty 3354.489729 = -2431602.212378 nChanged 363 SP:Iteration 21Q (233.364408 sec): 3 clusters Score: Raw -2435097.138871 + Penalty 3354.489729 = -2431742.649142 nChanged 345 SP:Iteration 22Q (233.417002 sec): 3 clusters Score: Raw -2435234.193386 + Penalty 3354.489729 = -2431879.703656 nChanged 322 SP:Iteration 23Q (233.469299 sec): 3 clusters Score: Raw -2435372.059432 + Penalty 3354.489729 = -2432017.569702 nChanged 298 SP:Iteration 24Q (233.520976 sec): 3 clusters Score: Raw -2435502.104582 + Penalty 3354.489729 = -2432147.614853 nChanged 259 SP:Iteration 25Q (233.572463 sec): 3 clusters Score: Raw -2435600.156673 + Penalty 3354.489729 = -2432245.666943 nChanged 237 SP:Iteration 26Q (233.623455 sec): 3 clusters Score: Raw -2435704.271749 + Penalty 3354.489729 = -2432349.782020 nChanged 234 SP:Iteration 27Q (233.674056 sec): 3 clusters Score: Raw -2435796.182806 + Penalty 3354.489729 = -2432441.693077 nChanged 212 SP:Iteration 28Q (233.724519 sec): 3 clusters Score: Raw -2435874.224734 + Penalty 3354.489729 = -2432519.735004 nChanged 200 SP:Iteration 29Q (233.774834 sec): 3 clusters Score: Raw -2435936.765922 + Penalty 3354.489729 = -2432582.276193 nChanged 165 SP:Iteration 30Q (233.824967 sec): 3 clusters Score: Raw -2435974.605661 + Penalty 3354.489729 = -2432620.115932 nChanged 126 SP:Iteration 31Q (233.874630 sec): 3 clusters Score: Raw -2436001.408944 + Penalty 3354.489729 = -2432646.919214 nChanged 132 SP:Iteration 32Q (233.924217 sec): 3 clusters Score: Raw -2436027.718508 + Penalty 3354.489729 = -2432673.228778 nChanged 98 SP:Iteration 33Q (233.973735 sec): 3 clusters Score: Raw -2436045.508556 + Penalty 3354.489729 = -2432691.018827 nChanged 103 SP:Iteration 34Q (234.023397 sec): 3 clusters Score: Raw -2436063.578300 + Penalty 3354.489729 = -2432709.088571 nChanged 92 SP:Iteration 35Q (234.072571 sec): 3 clusters Score: Raw -2436078.927573 + Penalty 3354.489729 = -2432724.437844 nChanged 80 SP:Iteration 36Q (234.121709 sec): 3 clusters Score: Raw -2436090.414628 + Penalty 3354.489729 = -2432735.924899 nChanged 64 SP:Iteration 37Q (234.170868 sec): 3 clusters Score: Raw -2436097.227395 + Penalty 3354.489729 = -2432742.737666 nChanged 45 SP:Iteration 38Q (234.219736 sec): 3 clusters Score: Raw -2436102.122507 + Penalty 3354.489729 = -2432747.632778 nChanged 41 SP:Iteration 39Q (234.268682 sec): 3 clusters Score: Raw -2436106.686155 + Penalty 3354.489729 = -2432752.196426 nChanged 49 SP:Iteration 40F (234.323906 sec): 3 clusters Score: Raw -2436112.002654 + Penalty 3354.489729 = -2432757.512925 nChanged 53 SP:Iteration 41Q (234.374550 sec): 3 clusters Score: Raw -2436118.511536 + Penalty 3354.489729 = -2432764.021807 nChanged 40 SP:Iteration 42Q (234.424298 sec): 3 clusters Score: Raw -2436123.002105 + Penalty 3354.489729 = -2432768.512375 nChanged 37 SP:Iteration 43Q (234.473867 sec): 3 clusters Score: Raw -2436126.687979 + Penalty 3354.489729 = -2432772.198249 nChanged 32 SP:Iteration 44Q (234.523267 sec): 3 clusters Score: Raw -2436130.450649 + Penalty 3354.489729 = -2432775.960920 nChanged 34 SP:Iteration 45Q (234.572686 sec): 3 clusters Score: Raw -2436134.934044 + Penalty 3354.489729 = -2432780.444315 nChanged 36 SP:Iteration 46Q (234.622396 sec): 3 clusters Score: Raw -2436139.396968 + Penalty 3354.489729 = -2432784.907239 nChanged 34 SP:Iteration 47Q (234.671837 sec): 3 clusters Score: Raw -2436143.880390 + Penalty 3354.489729 = -2432789.390660 nChanged 37 SP:Iteration 48Q (234.720946 sec): 3 clusters Score: Raw -2436149.275144 + Penalty 3354.489729 = -2432794.785414 nChanged 43 SP:Iteration 49Q (234.770089 sec): 3 clusters Score: Raw -2436155.423736 + Penalty 3354.489729 = -2432800.934007 nChanged 48 SP:Iteration 50Q (234.819518 sec): 3 clusters Score: Raw -2436161.124536 + Penalty 3354.489729 = -2432806.634807 nChanged 37 SP:Iteration 51Q (234.868857 sec): 3 clusters Score: Raw -2436164.924729 + Penalty 3354.489729 = -2432810.435000 nChanged 24 SP:Iteration 52Q (234.918268 sec): 3 clusters Score: Raw -2436167.052030 + Penalty 3354.489729 = -2432812.562301 nChanged 17 SP:Iteration 53Q (234.967404 sec): 3 clusters Score: Raw -2436168.609324 + Penalty 3354.489729 = -2432814.119594 nChanged 23 SP:Iteration 54Q (235.016531 sec): 3 clusters Score: Raw -2436171.385438 + Penalty 3354.489729 = -2432816.895709 nChanged 26 SP:Iteration 55Q (235.065501 sec): 3 clusters Score: Raw -2436174.731355 + Penalty 3354.489729 = -2432820.241626 nChanged 29 SP:Iteration 56Q (235.114754 sec): 3 clusters Score: Raw -2436178.486189 + Penalty 3354.489729 = -2432823.996460 nChanged 30 SP:Iteration 57Q (235.163891 sec): 3 clusters Score: Raw -2436181.590724 + Penalty 3354.489729 = -2432827.100994 nChanged 23 SP:Iteration 58Q (235.212913 sec): 3 clusters Score: Raw -2436184.298825 + Penalty 3354.489729 = -2432829.809095 nChanged 17 SP:Iteration 59Q (235.261930 sec): 3 clusters Score: Raw -2436185.939617 + Penalty 3354.489729 = -2432831.449888 nChanged 12 SP:Iteration 60F (235.316835 sec): 3 clusters Score: Raw -2436186.941288 + Penalty 3354.489729 = -2432832.451559 nChanged 10 SP:Iteration 61Q (235.367379 sec): 3 clusters Score: Raw -2436187.723512 + Penalty 3354.489729 = -2432833.233783 nChanged 8 SP:Iteration 62Q (235.416440 sec): 3 clusters Score: Raw -2436188.276417 + Penalty 3354.489729 = -2432833.786688 nChanged 7 SP:Iteration 63Q (235.465449 sec): 3 clusters Score: Raw -2436188.724223 + Penalty 3354.489729 = -2432834.234493 nChanged 5 SP:Iteration 64Q (235.514342 sec): 3 clusters Score: Raw -2436189.393464 + Penalty 3354.489729 = -2432834.903735 nChanged 7 SP:Iteration 65Q (235.563156 sec): 3 clusters Score: Raw -2436189.940750 + Penalty 3354.489729 = -2432835.451020 nChanged 8 SP:Iteration 66Q (235.612139 sec): 3 clusters Score: Raw -2436190.597870 + Penalty 3354.489729 = -2432836.108141 nChanged 5 SP:Iteration 67Q (235.661265 sec): 3 clusters Score: Raw -2436190.845926 + Penalty 3354.489729 = -2432836.356197 nChanged 3 SP:Iteration 68Q (235.710249 sec): 3 clusters Score: Raw -2436191.152303 + Penalty 3354.489729 = -2432836.662574 nChanged 5 SP:Iteration 69Q (235.759363 sec): 3 clusters Score: Raw -2436191.501991 + Penalty 3354.489729 = -2432837.012262 nChanged 6 SP:Iteration 70Q (235.823774 sec): 3 clusters Score: Raw -2436191.951888 + Penalty 3354.489729 = -2432837.462159 nChanged 5 SP:Iteration 71Q (235.888205 sec): 3 clusters Score: Raw -2436192.372482 + Penalty 3354.489729 = -2432837.882753 nChanged 8 SP:Iteration 72Q (235.940410 sec): 3 clusters Score: Raw -2436193.029265 + Penalty 3354.489729 = -2432838.539536 nChanged 5 SP:Iteration 73Q (235.991117 sec): 3 clusters Score: Raw -2436193.498799 + Penalty 3354.489729 = -2432839.009070 nChanged 6 SP:Iteration 74Q (236.040324 sec): 3 clusters Score: Raw -2436193.774914 + Penalty 3354.489729 = -2432839.285185 nChanged 4 SP:Iteration 75Q (236.089396 sec): 3 clusters Score: Raw -2436194.065546 + Penalty 3354.489729 = -2432839.575817 nChanged 5 SP:Iteration 76Q (236.138337 sec): 3 clusters Score: Raw -2436194.457877 + Penalty 3354.489729 = -2432839.968148 nChanged 4 SP:Iteration 77Q (236.187146 sec): 3 clusters Score: Raw -2436194.588249 + Penalty 3354.489729 = -2432840.098519 nChanged 1 SP:Iteration 78Q (236.236157 sec): 3 clusters Score: Raw -2436194.636987 + Penalty 3354.489729 = -2432840.147258 nChanged 2 SP:Iteration 79Q (236.285303 sec): 3 clusters Score: Raw -2436194.807595 + Penalty 3354.489729 = -2432840.317865 nChanged 3 SP:Iteration 80F (236.340210 sec): 3 clusters Score: Raw -2436194.970881 + Penalty 3354.489729 = -2432840.481152 nChanged 4 SP:Iteration 81Q (236.390287 sec): 3 clusters Score: Raw -2436195.164739 + Penalty 3354.489729 = -2432840.675010 nChanged 2 SP:Iteration 82Q (236.439282 sec): 3 clusters Score: Raw -2436195.314032 + Penalty 3354.489729 = -2432840.824302 nChanged 1 SP:Iteration 83Q (236.488234 sec): 3 clusters Score: Raw -2436195.567002 + Penalty 3354.489729 = -2432841.077273 nChanged 2 SP:Iteration 84Q (236.537271 sec): 3 clusters Score: Raw -2436195.765357 + Penalty 3354.489729 = -2432841.275628 nChanged 2 SP:Iteration 85Q (236.586252 sec): 3 clusters Score: Raw -2436195.834655 + Penalty 3354.489729 = -2432841.344926 nChanged 1 SP:Iteration 86Q (236.635408 sec): 3 clusters Score: Raw -2436195.866129 + Penalty 3354.489729 = -2432841.376400 nChanged 0 SP:Iteration 87F (236.690281 sec): 3 clusters Score: Raw -2436195.866129 + Penalty 3354.489729 = -2432841.376400 nChanged 0 Trying to split cluster 13 (8787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (236.709193 sec): 2 clusters Score: Raw -745004.765421 + Penalty 1475.667153 = -743529.098268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (236.736325 sec): 3 clusters Score: Raw -740038.771936 + Penalty 2951.334307 = -737087.437629 nChanged 3762 SP:Iteration 1F (236.762638 sec): 3 clusters Score: Raw -742081.451652 + Penalty 2951.334307 = -739130.117346 nChanged 525 SP:Iteration 2F (236.789103 sec): 3 clusters Score: Raw -742342.411468 + Penalty 2951.334307 = -739391.077162 nChanged 502 SP:Iteration 3F (236.815614 sec): 3 clusters Score: Raw -742612.326339 + Penalty 2951.334307 = -739660.992033 nChanged 518 SP:Iteration 4F (236.841846 sec): 3 clusters Score: Raw -742956.251489 + Penalty 2951.334307 = -740004.917183 nChanged 576 SP:Iteration 5F (236.868261 sec): 3 clusters Score: Raw -743369.537095 + Penalty 2951.334307 = -740418.202788 nChanged 584 SP:Iteration 6F (236.894705 sec): 3 clusters Score: Raw -743851.311436 + Penalty 2951.334307 = -740899.977130 nChanged 566 SP:Iteration 7F (236.921175 sec): 3 clusters Score: Raw -744350.534475 + Penalty 2951.334307 = -741399.200168 nChanged 481 SP:Iteration 8F (236.947905 sec): 3 clusters Score: Raw -744744.982986 + Penalty 2951.334307 = -741793.648680 nChanged 343 SP:Iteration 9Q (236.974432 sec): 3 clusters Score: Raw -745001.545274 + Penalty 2951.334307 = -742050.210967 nChanged 226 SP:Iteration 10Q (237.000381 sec): 3 clusters Score: Raw -745149.636482 + Penalty 2951.334307 = -742198.302175 nChanged 140 SP:Iteration 11Q (237.026544 sec): 3 clusters Score: Raw -745235.373297 + Penalty 2951.334307 = -742284.038991 nChanged 103 SP:Iteration 12Q (237.052314 sec): 3 clusters Score: Raw -745299.017303 + Penalty 2951.334307 = -742347.682996 nChanged 83 SP:Iteration 13Q (237.077671 sec): 3 clusters Score: Raw -745350.177170 + Penalty 2951.334307 = -742398.842864 nChanged 69 SP:Iteration 14Q (237.102882 sec): 3 clusters Score: Raw -745382.168966 + Penalty 2951.334307 = -742430.834659 nChanged 39 SP:Iteration 15Q (237.128109 sec): 3 clusters Score: Raw -745394.648864 + Penalty 2951.334307 = -742443.314557 nChanged 25 SP:Iteration 16Q (237.152803 sec): 3 clusters Score: Raw -745403.350461 + Penalty 2951.334307 = -742452.016154 nChanged 28 SP:Iteration 17Q (237.177602 sec): 3 clusters Score: Raw -745411.392753 + Penalty 2951.334307 = -742460.058447 nChanged 19 SP:Iteration 18Q (237.202486 sec): 3 clusters Score: Raw -745418.546365 + Penalty 2951.334307 = -742467.212058 nChanged 14 SP:Iteration 19Q (237.227009 sec): 3 clusters Score: Raw -745423.306634 + Penalty 2951.334307 = -742471.972328 nChanged 9 SP:Iteration 20F (237.253388 sec): 3 clusters Score: Raw -745425.986738 + Penalty 2951.334307 = -742474.652431 nChanged 10 SP:Iteration 21Q (237.278058 sec): 3 clusters Score: Raw -745428.698720 + Penalty 2951.334307 = -742477.364414 nChanged 7 SP:Iteration 22Q (237.302949 sec): 3 clusters Score: Raw -745430.489350 + Penalty 2951.334307 = -742479.155044 nChanged 6 SP:Iteration 23Q (237.327624 sec): 3 clusters Score: Raw -745431.631487 + Penalty 2951.334307 = -742480.297180 nChanged 6 SP:Iteration 24Q (237.352381 sec): 3 clusters Score: Raw -745433.104051 + Penalty 2951.334307 = -742481.769744 nChanged 5 SP:Iteration 25Q (237.377099 sec): 3 clusters Score: Raw -745435.337950 + Penalty 2951.334307 = -742484.003644 nChanged 9 SP:Iteration 26Q (237.401991 sec): 3 clusters Score: Raw -745437.578393 + Penalty 2951.334307 = -742486.244086 nChanged 7 SP:Iteration 27Q (237.426511 sec): 3 clusters Score: Raw -745439.214117 + Penalty 2951.334307 = -742487.879810 nChanged 9 SP:Iteration 28Q (237.451037 sec): 3 clusters Score: Raw -745442.346739 + Penalty 2951.334307 = -742491.012433 nChanged 10 SP:Iteration 29Q (237.475429 sec): 3 clusters Score: Raw -745445.264634 + Penalty 2951.334307 = -742493.930328 nChanged 11 SP:Iteration 30Q (237.499772 sec): 3 clusters Score: Raw -745447.548285 + Penalty 2951.334307 = -742496.213978 nChanged 4 SP:Iteration 31Q (237.524080 sec): 3 clusters Score: Raw -745448.456167 + Penalty 2951.334307 = -742497.121860 nChanged 3 SP:Iteration 32Q (237.548503 sec): 3 clusters Score: Raw -745449.264500 + Penalty 2951.334307 = -742497.930194 nChanged 3 SP:Iteration 33Q (237.572864 sec): 3 clusters Score: Raw -745449.927769 + Penalty 2951.334307 = -742498.593462 nChanged 6 SP:Iteration 34Q (237.597147 sec): 3 clusters Score: Raw -745451.971204 + Penalty 2951.334307 = -742500.636898 nChanged 1 SP:Iteration 35Q (237.621829 sec): 3 clusters Score: Raw -745452.250290 + Penalty 2951.334307 = -742500.915984 nChanged 0 SP:Iteration 36F (237.648219 sec): 3 clusters Score: Raw -745452.250290 + Penalty 2951.334307 = -742500.915984 nChanged 0 Trying to split cluster 14 (7252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (237.668224 sec): 2 clusters Score: Raw -544534.339085 + Penalty 1444.467793 = -543089.871292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (237.692677 sec): 3 clusters Score: Raw -540596.854874 + Penalty 2888.935586 = -537707.919288 nChanged 3091 SP:Iteration 1F (237.716200 sec): 3 clusters Score: Raw -542309.560439 + Penalty 2888.935586 = -539420.624853 nChanged 497 SP:Iteration 2F (237.739975 sec): 3 clusters Score: Raw -542536.262000 + Penalty 2888.935586 = -539647.326415 nChanged 379 SP:Iteration 3F (237.763577 sec): 3 clusters Score: Raw -542694.869761 + Penalty 2888.935586 = -539805.934175 nChanged 302 SP:Iteration 4Q (237.787306 sec): 3 clusters Score: Raw -542801.733905 + Penalty 2888.935586 = -539912.798320 nChanged 230 SP:Iteration 5Q (237.811174 sec): 3 clusters Score: Raw -542883.985134 + Penalty 2888.935586 = -539995.049549 nChanged 191 SP:Iteration 6Q (237.835126 sec): 3 clusters Score: Raw -542961.941843 + Penalty 2888.935586 = -540073.006257 nChanged 198 SP:Iteration 7Q (237.858783 sec): 3 clusters Score: Raw -543047.624859 + Penalty 2888.935586 = -540158.689273 nChanged 207 SP:Iteration 8Q (237.882693 sec): 3 clusters Score: Raw -543124.902100 + Penalty 2888.935586 = -540235.966514 nChanged 186 SP:Iteration 9Q (237.906407 sec): 3 clusters Score: Raw -543201.075958 + Penalty 2888.935586 = -540312.140372 nChanged 206 SP:Iteration 10Q (237.930039 sec): 3 clusters Score: Raw -543290.833212 + Penalty 2888.935586 = -540401.897626 nChanged 191 SP:Iteration 11Q (237.953842 sec): 3 clusters Score: Raw -543394.793313 + Penalty 2888.935586 = -540505.857727 nChanged 236 SP:Iteration 12Q (237.977632 sec): 3 clusters Score: Raw -543529.188927 + Penalty 2888.935586 = -540640.253341 nChanged 231 SP:Iteration 13Q (238.001496 sec): 3 clusters Score: Raw -543683.688756 + Penalty 2888.935586 = -540794.753170 nChanged 239 SP:Iteration 14Q (238.025325 sec): 3 clusters Score: Raw -543838.082862 + Penalty 2888.935586 = -540949.147276 nChanged 248 SP:Iteration 15Q (238.048964 sec): 3 clusters Score: Raw -543983.428155 + Penalty 2888.935586 = -541094.492569 nChanged 214 SP:Iteration 16Q (238.072623 sec): 3 clusters Score: Raw -544095.187344 + Penalty 2888.935586 = -541206.251758 nChanged 189 SP:Iteration 17Q (238.096276 sec): 3 clusters Score: Raw -544185.629824 + Penalty 2888.935586 = -541296.694238 nChanged 176 SP:Iteration 18Q (238.119676 sec): 3 clusters Score: Raw -544245.341116 + Penalty 2888.935586 = -541356.405531 nChanged 141 SP:Iteration 19Q (238.143461 sec): 3 clusters Score: Raw -544291.775010 + Penalty 2888.935586 = -541402.839425 nChanged 122 SP:Iteration 20F (238.167315 sec): 3 clusters Score: Raw -544329.389528 + Penalty 2888.935586 = -541440.453943 nChanged 92 SP:Iteration 21Q (238.190968 sec): 3 clusters Score: Raw -544355.701837 + Penalty 2888.935586 = -541466.766251 nChanged 85 SP:Iteration 22Q (238.214697 sec): 3 clusters Score: Raw -544378.575850 + Penalty 2888.935586 = -541489.640264 nChanged 82 SP:Iteration 23Q (238.238157 sec): 3 clusters Score: Raw -544404.053779 + Penalty 2888.935586 = -541515.118193 nChanged 94 SP:Iteration 24Q (238.261716 sec): 3 clusters Score: Raw -544431.330165 + Penalty 2888.935586 = -541542.394579 nChanged 101 SP:Iteration 25Q (238.285527 sec): 3 clusters Score: Raw -544462.824288 + Penalty 2888.935586 = -541573.888702 nChanged 105 SP:Iteration 26Q (238.308931 sec): 3 clusters Score: Raw -544498.156509 + Penalty 2888.935586 = -541609.220923 nChanged 116 SP:Iteration 27Q (238.332581 sec): 3 clusters Score: Raw -544535.937141 + Penalty 2888.935586 = -541647.001555 nChanged 98 SP:Iteration 28Q (238.356355 sec): 3 clusters Score: Raw -544565.849088 + Penalty 2888.935586 = -541676.913502 nChanged 109 SP:Iteration 29Q (238.380045 sec): 3 clusters Score: Raw -544604.234958 + Penalty 2888.935586 = -541715.299372 nChanged 125 SP:Iteration 30Q (238.403781 sec): 3 clusters Score: Raw -544645.376813 + Penalty 2888.935586 = -541756.441227 nChanged 121 SP:Iteration 31Q (238.427414 sec): 3 clusters Score: Raw -544691.390685 + Penalty 2888.935586 = -541802.455100 nChanged 135 SP:Iteration 32Q (238.451007 sec): 3 clusters Score: Raw -544749.933831 + Penalty 2888.935586 = -541860.998245 nChanged 170 SP:Iteration 33Q (238.474522 sec): 3 clusters Score: Raw -544826.289412 + Penalty 2888.935586 = -541937.353826 nChanged 156 SP:Iteration 34Q (238.498167 sec): 3 clusters Score: Raw -544895.452082 + Penalty 2888.935586 = -542006.516496 nChanged 162 SP:Iteration 35Q (238.521944 sec): 3 clusters Score: Raw -544960.742494 + Penalty 2888.935586 = -542071.806909 nChanged 146 SP:Iteration 36Q (238.563094 sec): 3 clusters Score: Raw -545026.262160 + Penalty 2888.935586 = -542137.326574 nChanged 148 SP:Iteration 37Q (238.586689 sec): 3 clusters Score: Raw -545100.787941 + Penalty 2888.935586 = -542211.852356 nChanged 134 SP:Iteration 38Q (238.610051 sec): 3 clusters Score: Raw -545160.487831 + Penalty 2888.935586 = -542271.552246 nChanged 132 SP:Iteration 39Q (238.633719 sec): 3 clusters Score: Raw -545223.608513 + Penalty 2888.935586 = -542334.672927 nChanged 125 SP:Iteration 40F (238.657699 sec): 3 clusters Score: Raw -545277.303412 + Penalty 2888.935586 = -542388.367826 nChanged 101 SP:Iteration 41Q (238.681372 sec): 3 clusters Score: Raw -545318.871328 + Penalty 2888.935586 = -542429.935742 nChanged 102 SP:Iteration 42Q (238.705079 sec): 3 clusters Score: Raw -545362.658325 + Penalty 2888.935586 = -542473.722739 nChanged 96 SP:Iteration 43Q (238.728918 sec): 3 clusters Score: Raw -545401.187283 + Penalty 2888.935586 = -542512.251697 nChanged 88 SP:Iteration 44Q (238.752640 sec): 3 clusters Score: Raw -545438.532327 + Penalty 2888.935586 = -542549.596742 nChanged 80 SP:Iteration 45Q (238.776310 sec): 3 clusters Score: Raw -545468.852462 + Penalty 2888.935586 = -542579.916876 nChanged 60 SP:Iteration 46Q (238.800050 sec): 3 clusters Score: Raw -545489.248416 + Penalty 2888.935586 = -542600.312830 nChanged 61 SP:Iteration 47Q (238.823711 sec): 3 clusters Score: Raw -545511.395810 + Penalty 2888.935586 = -542622.460225 nChanged 44 SP:Iteration 48Q (238.847506 sec): 3 clusters Score: Raw -545525.627745 + Penalty 2888.935586 = -542636.692159 nChanged 33 SP:Iteration 49Q (238.871124 sec): 3 clusters Score: Raw -545535.729915 + Penalty 2888.935586 = -542646.794329 nChanged 34 SP:Iteration 50Q (238.894473 sec): 3 clusters Score: Raw -545545.424826 + Penalty 2888.935586 = -542656.489240 nChanged 30 SP:Iteration 51Q (238.917839 sec): 3 clusters Score: Raw -545553.088337 + Penalty 2888.935586 = -542664.152751 nChanged 15 SP:Iteration 52Q (238.941494 sec): 3 clusters Score: Raw -545557.332669 + Penalty 2888.935586 = -542668.397084 nChanged 18 SP:Iteration 53Q (238.964938 sec): 3 clusters Score: Raw -545562.888633 + Penalty 2888.935586 = -542673.953047 nChanged 18 SP:Iteration 54Q (238.988402 sec): 3 clusters Score: Raw -545568.484732 + Penalty 2888.935586 = -542679.549146 nChanged 9 SP:Iteration 55Q (239.011702 sec): 3 clusters Score: Raw -545570.609710 + Penalty 2888.935586 = -542681.674124 nChanged 9 SP:Iteration 56Q (239.035144 sec): 3 clusters Score: Raw -545572.499220 + Penalty 2888.935586 = -542683.563635 nChanged 7 SP:Iteration 57Q (239.058744 sec): 3 clusters Score: Raw -545574.551635 + Penalty 2888.935586 = -542685.616049 nChanged 9 SP:Iteration 58Q (239.082189 sec): 3 clusters Score: Raw -545578.020167 + Penalty 2888.935586 = -542689.084581 nChanged 13 SP:Iteration 59Q (239.105727 sec): 3 clusters Score: Raw -545581.943019 + Penalty 2888.935586 = -542693.007433 nChanged 13 SP:Iteration 60F (239.129347 sec): 3 clusters Score: Raw -545585.315816 + Penalty 2888.935586 = -542696.380230 nChanged 8 SP:Iteration 61Q (239.152763 sec): 3 clusters Score: Raw -545587.116060 + Penalty 2888.935586 = -542698.180474 nChanged 10 SP:Iteration 62Q (239.176199 sec): 3 clusters Score: Raw -545589.523966 + Penalty 2888.935586 = -542700.588380 nChanged 3 SP:Iteration 63Q (239.199483 sec): 3 clusters Score: Raw -545590.339348 + Penalty 2888.935586 = -542701.403763 nChanged 0 SP:Iteration 64F (239.223451 sec): 3 clusters Score: Raw -545590.339348 + Penalty 2888.935586 = -542701.403763 nChanged 0 Trying to split cluster 15 (5042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.241571 sec): 2 clusters Score: Raw -421877.782296 + Penalty 1385.403193 = -420492.379103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.262805 sec): 3 clusters Score: Raw -419261.572685 + Penalty 2770.806385 = -416490.766300 nChanged 2016 SP:Iteration 1F (239.283631 sec): 3 clusters Score: Raw -420408.386882 + Penalty 2770.806385 = -417637.580497 nChanged 350 SP:Iteration 2F (239.304747 sec): 3 clusters Score: Raw -420610.782012 + Penalty 2770.806385 = -417839.975627 nChanged 284 SP:Iteration 3F (239.325792 sec): 3 clusters Score: Raw -420780.401856 + Penalty 2770.806385 = -418009.595471 nChanged 261 SP:Iteration 4F (239.346935 sec): 3 clusters Score: Raw -420929.362070 + Penalty 2770.806385 = -418158.555685 nChanged 228 SP:Iteration 5Q (239.367815 sec): 3 clusters Score: Raw -421065.290663 + Penalty 2770.806385 = -418294.484278 nChanged 207 SP:Iteration 6Q (239.389042 sec): 3 clusters Score: Raw -421183.454152 + Penalty 2770.806385 = -418412.647767 nChanged 175 SP:Iteration 7Q (239.410143 sec): 3 clusters Score: Raw -421285.568722 + Penalty 2770.806385 = -418514.762337 nChanged 168 SP:Iteration 8Q (239.431283 sec): 3 clusters Score: Raw -421387.492267 + Penalty 2770.806385 = -418616.685882 nChanged 158 SP:Iteration 9Q (239.452248 sec): 3 clusters Score: Raw -421474.887422 + Penalty 2770.806385 = -418704.081037 nChanged 138 SP:Iteration 10Q (239.473345 sec): 3 clusters Score: Raw -421552.106001 + Penalty 2770.806385 = -418781.299616 nChanged 118 SP:Iteration 11Q (239.494242 sec): 3 clusters Score: Raw -421605.940984 + Penalty 2770.806385 = -418835.134599 nChanged 109 SP:Iteration 12Q (239.514930 sec): 3 clusters Score: Raw -421660.976043 + Penalty 2770.806385 = -418890.169658 nChanged 98 SP:Iteration 13Q (239.535811 sec): 3 clusters Score: Raw -421705.456083 + Penalty 2770.806385 = -418934.649698 nChanged 82 SP:Iteration 14Q (239.556628 sec): 3 clusters Score: Raw -421736.063273 + Penalty 2770.806385 = -418965.256888 nChanged 67 SP:Iteration 15Q (239.577510 sec): 3 clusters Score: Raw -421760.408647 + Penalty 2770.806385 = -418989.602262 nChanged 54 SP:Iteration 16Q (239.598167 sec): 3 clusters Score: Raw -421777.266534 + Penalty 2770.806385 = -419006.460149 nChanged 41 SP:Iteration 17Q (239.619113 sec): 3 clusters Score: Raw -421787.026352 + Penalty 2770.806385 = -419016.219967 nChanged 32 SP:Iteration 18Q (239.639865 sec): 3 clusters Score: Raw -421795.564694 + Penalty 2770.806385 = -419024.758309 nChanged 22 SP:Iteration 19Q (239.660756 sec): 3 clusters Score: Raw -421801.597953 + Penalty 2770.806385 = -419030.791568 nChanged 27 SP:Iteration 20F (239.681678 sec): 3 clusters Score: Raw -421809.493256 + Penalty 2770.806385 = -419038.686871 nChanged 33 SP:Iteration 21Q (239.702537 sec): 3 clusters Score: Raw -421818.431208 + Penalty 2770.806385 = -419047.624823 nChanged 33 SP:Iteration 22Q (239.723178 sec): 3 clusters Score: Raw -421828.156406 + Penalty 2770.806385 = -419057.350021 nChanged 31 SP:Iteration 23Q (239.743934 sec): 3 clusters Score: Raw -421837.433041 + Penalty 2770.806385 = -419066.626656 nChanged 31 SP:Iteration 24Q (239.764674 sec): 3 clusters Score: Raw -421849.648148 + Penalty 2770.806385 = -419078.841763 nChanged 42 SP:Iteration 25Q (239.785407 sec): 3 clusters Score: Raw -421865.648403 + Penalty 2770.806385 = -419094.842018 nChanged 40 SP:Iteration 26Q (239.806040 sec): 3 clusters Score: Raw -421881.275452 + Penalty 2770.806385 = -419110.469067 nChanged 48 SP:Iteration 27Q (239.826559 sec): 3 clusters Score: Raw -421895.718134 + Penalty 2770.806385 = -419124.911749 nChanged 44 SP:Iteration 28Q (239.847203 sec): 3 clusters Score: Raw -421909.894014 + Penalty 2770.806385 = -419139.087629 nChanged 38 SP:Iteration 29Q (239.867931 sec): 3 clusters Score: Raw -421923.176466 + Penalty 2770.806385 = -419152.370081 nChanged 38 SP:Iteration 30Q (239.888417 sec): 3 clusters Score: Raw -421939.149902 + Penalty 2770.806385 = -419168.343517 nChanged 51 SP:Iteration 31Q (239.909104 sec): 3 clusters Score: Raw -421959.277572 + Penalty 2770.806385 = -419188.471187 nChanged 48 SP:Iteration 32Q (239.929888 sec): 3 clusters Score: Raw -421979.315356 + Penalty 2770.806385 = -419208.508971 nChanged 54 SP:Iteration 33Q (239.950327 sec): 3 clusters Score: Raw -422002.991608 + Penalty 2770.806385 = -419232.185223 nChanged 53 SP:Iteration 34Q (239.970871 sec): 3 clusters Score: Raw -422026.560233 + Penalty 2770.806385 = -419255.753848 nChanged 64 SP:Iteration 35Q (239.991177 sec): 3 clusters Score: Raw -422059.486989 + Penalty 2770.806385 = -419288.680604 nChanged 67 SP:Iteration 36Q (240.011726 sec): 3 clusters Score: Raw -422092.471911 + Penalty 2770.806385 = -419321.665526 nChanged 71 SP:Iteration 37Q (240.032378 sec): 3 clusters Score: Raw -422131.817207 + Penalty 2770.806385 = -419361.010822 nChanged 75 SP:Iteration 38Q (240.053049 sec): 3 clusters Score: Raw -422170.978854 + Penalty 2770.806385 = -419400.172469 nChanged 60 SP:Iteration 39Q (240.073669 sec): 3 clusters Score: Raw -422203.504639 + Penalty 2770.806385 = -419432.698254 nChanged 66 SP:Iteration 40F (240.094649 sec): 3 clusters Score: Raw -422235.853472 + Penalty 2770.806385 = -419465.047087 nChanged 44 SP:Iteration 41Q (240.115053 sec): 3 clusters Score: Raw -422253.321140 + Penalty 2770.806385 = -419482.514755 nChanged 33 SP:Iteration 42Q (240.135456 sec): 3 clusters Score: Raw -422265.427017 + Penalty 2770.806385 = -419494.620632 nChanged 34 SP:Iteration 43Q (240.155970 sec): 3 clusters Score: Raw -422275.074885 + Penalty 2770.806385 = -419504.268500 nChanged 28 SP:Iteration 44Q (240.176078 sec): 3 clusters Score: Raw -422285.142478 + Penalty 2770.806385 = -419514.336093 nChanged 24 SP:Iteration 45Q (240.196357 sec): 3 clusters Score: Raw -422290.598962 + Penalty 2770.806385 = -419519.792577 nChanged 20 SP:Iteration 46Q (240.216586 sec): 3 clusters Score: Raw -422295.490884 + Penalty 2770.806385 = -419524.684499 nChanged 19 SP:Iteration 47Q (240.236917 sec): 3 clusters Score: Raw -422302.018321 + Penalty 2770.806385 = -419531.211936 nChanged 26 SP:Iteration 48Q (240.257045 sec): 3 clusters Score: Raw -422310.913629 + Penalty 2770.806385 = -419540.107244 nChanged 23 SP:Iteration 49Q (240.277434 sec): 3 clusters Score: Raw -422319.177928 + Penalty 2770.806385 = -419548.371543 nChanged 18 SP:Iteration 50Q (240.297763 sec): 3 clusters Score: Raw -422325.556350 + Penalty 2770.806385 = -419554.749965 nChanged 16 SP:Iteration 51Q (240.318257 sec): 3 clusters Score: Raw -422330.178202 + Penalty 2770.806385 = -419559.371817 nChanged 13 SP:Iteration 52Q (240.338650 sec): 3 clusters Score: Raw -422333.121328 + Penalty 2770.806385 = -419562.314943 nChanged 10 SP:Iteration 53Q (240.358747 sec): 3 clusters Score: Raw -422334.781858 + Penalty 2770.806385 = -419563.975473 nChanged 6 SP:Iteration 54Q (240.378987 sec): 3 clusters Score: Raw -422336.446677 + Penalty 2770.806385 = -419565.640292 nChanged 5 SP:Iteration 55Q (240.399277 sec): 3 clusters Score: Raw -422337.252635 + Penalty 2770.806385 = -419566.446250 nChanged 4 SP:Iteration 56Q (240.419430 sec): 3 clusters Score: Raw -422337.668944 + Penalty 2770.806385 = -419566.862559 nChanged 0 SP:Iteration 57F (240.440225 sec): 3 clusters Score: Raw -422337.668944 + Penalty 2770.806385 = -419566.862559 nChanged 0 Trying to split cluster 16 (3066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.456508 sec): 2 clusters Score: Raw -247269.826620 + Penalty 1304.570972 = -245965.255648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.472416 sec): 3 clusters Score: Raw -245795.996193 + Penalty 2609.141944 = -243186.854248 nChanged 1159 SP:Iteration 1F (240.487385 sec): 3 clusters Score: Raw -246442.877463 + Penalty 2609.141944 = -243833.735519 nChanged 220 SP:Iteration 2F (240.539282 sec): 3 clusters Score: Raw -246566.940665 + Penalty 2609.141944 = -243957.798721 nChanged 147 SP:Iteration 3Q (240.592067 sec): 3 clusters Score: Raw -246660.221427 + Penalty 2609.141944 = -244051.079483 nChanged 129 SP:Iteration 4Q (240.607561 sec): 3 clusters Score: Raw -246728.185171 + Penalty 2609.141944 = -244119.043226 nChanged 92 SP:Iteration 5Q (240.622571 sec): 3 clusters Score: Raw -246782.887773 + Penalty 2609.141944 = -244173.745829 nChanged 88 SP:Iteration 6Q (240.637713 sec): 3 clusters Score: Raw -246833.003283 + Penalty 2609.141944 = -244223.861339 nChanged 87 SP:Iteration 7Q (240.652692 sec): 3 clusters Score: Raw -246884.586333 + Penalty 2609.141944 = -244275.444389 nChanged 75 SP:Iteration 8Q (240.667703 sec): 3 clusters Score: Raw -246931.359806 + Penalty 2609.141944 = -244322.217862 nChanged 71 SP:Iteration 9Q (240.682519 sec): 3 clusters Score: Raw -246973.147188 + Penalty 2609.141944 = -244364.005243 nChanged 53 SP:Iteration 10Q (240.697440 sec): 3 clusters Score: Raw -247006.094852 + Penalty 2609.141944 = -244396.952908 nChanged 63 SP:Iteration 11Q (240.712340 sec): 3 clusters Score: Raw -247045.018890 + Penalty 2609.141944 = -244435.876946 nChanged 52 SP:Iteration 12Q (240.727207 sec): 3 clusters Score: Raw -247079.923723 + Penalty 2609.141944 = -244470.781779 nChanged 57 SP:Iteration 13Q (240.742077 sec): 3 clusters Score: Raw -247123.857469 + Penalty 2609.141944 = -244514.715525 nChanged 62 SP:Iteration 14Q (240.756930 sec): 3 clusters Score: Raw -247179.635917 + Penalty 2609.141944 = -244570.493972 nChanged 67 SP:Iteration 15Q (240.771705 sec): 3 clusters Score: Raw -247241.503015 + Penalty 2609.141944 = -244632.361071 nChanged 39 SP:Iteration 16Q (240.786392 sec): 3 clusters Score: Raw -247277.516754 + Penalty 2609.141944 = -244668.374810 nChanged 34 SP:Iteration 17Q (240.801020 sec): 3 clusters Score: Raw -247315.520383 + Penalty 2609.141944 = -244706.378438 nChanged 26 SP:Iteration 18Q (240.815585 sec): 3 clusters Score: Raw -247342.166324 + Penalty 2609.141944 = -244733.024379 nChanged 22 SP:Iteration 19Q (240.830140 sec): 3 clusters Score: Raw -247366.872368 + Penalty 2609.141944 = -244757.730424 nChanged 21 SP:Iteration 20F (240.845040 sec): 3 clusters Score: Raw -247394.606292 + Penalty 2609.141944 = -244785.464348 nChanged 15 SP:Iteration 21Q (240.859313 sec): 3 clusters Score: Raw -247421.447830 + Penalty 2609.141944 = -244812.305886 nChanged 20 SP:Iteration 22Q (240.873536 sec): 3 clusters Score: Raw -247442.700863 + Penalty 2609.141944 = -244833.558919 nChanged 11 SP:Iteration 23Q (240.887845 sec): 3 clusters Score: Raw -247453.823305 + Penalty 2609.141944 = -244844.681361 nChanged 15 SP:Iteration 24Q (240.902151 sec): 3 clusters Score: Raw -247466.410998 + Penalty 2609.141944 = -244857.269053 nChanged 15 SP:Iteration 25Q (240.916288 sec): 3 clusters Score: Raw -247479.196037 + Penalty 2609.141944 = -244870.054093 nChanged 6 SP:Iteration 26Q (240.930536 sec): 3 clusters Score: Raw -247482.777895 + Penalty 2609.141944 = -244873.635950 nChanged 4 SP:Iteration 27Q (240.944758 sec): 3 clusters Score: Raw -247485.318429 + Penalty 2609.141944 = -244876.176485 nChanged 2 SP:Iteration 28Q (240.958985 sec): 3 clusters Score: Raw -247487.863111 + Penalty 2609.141944 = -244878.721166 nChanged 3 SP:Iteration 29Q (240.973188 sec): 3 clusters Score: Raw -247491.462269 + Penalty 2609.141944 = -244882.320325 nChanged 2 SP:Iteration 30Q (240.987297 sec): 3 clusters Score: Raw -247493.401328 + Penalty 2609.141944 = -244884.259383 nChanged 3 SP:Iteration 31Q (241.001456 sec): 3 clusters Score: Raw -247495.011648 + Penalty 2609.141944 = -244885.869704 nChanged 4 SP:Iteration 32Q (241.015699 sec): 3 clusters Score: Raw -247499.111547 + Penalty 2609.141944 = -244889.969603 nChanged 4 SP:Iteration 33Q (241.029775 sec): 3 clusters Score: Raw -247501.659308 + Penalty 2609.141944 = -244892.517363 nChanged 2 SP:Iteration 34Q (241.043920 sec): 3 clusters Score: Raw -247504.017611 + Penalty 2609.141944 = -244894.875666 nChanged 1 SP:Iteration 35Q (241.058077 sec): 3 clusters Score: Raw -247504.116614 + Penalty 2609.141944 = -244894.974670 nChanged 0 SP:Iteration 36F (241.072808 sec): 3 clusters Score: Raw -247504.116614 + Penalty 2609.141944 = -244894.974670 nChanged 0 Trying to split cluster 17 (5160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (241.091386 sec): 2 clusters Score: Raw -425776.010869 + Penalty 1389.162427 = -424386.848442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (241.113028 sec): 3 clusters Score: Raw -423090.987067 + Penalty 2778.324854 = -420312.662213 nChanged 2120 SP:Iteration 1F (241.134423 sec): 3 clusters Score: Raw -424289.846361 + Penalty 2778.324854 = -421511.521507 nChanged 392 SP:Iteration 2F (241.156018 sec): 3 clusters Score: Raw -424526.591492 + Penalty 2778.324854 = -421748.266638 nChanged 314 SP:Iteration 3F (241.177437 sec): 3 clusters Score: Raw -424716.157304 + Penalty 2778.324854 = -421937.832450 nChanged 254 SP:Iteration 4Q (241.199001 sec): 3 clusters Score: Raw -424849.039461 + Penalty 2778.324854 = -422070.714607 nChanged 223 SP:Iteration 5Q (241.220394 sec): 3 clusters Score: Raw -424978.701818 + Penalty 2778.324854 = -422200.376964 nChanged 208 SP:Iteration 6Q (241.242197 sec): 3 clusters Score: Raw -425113.525008 + Penalty 2778.324854 = -422335.200154 nChanged 204 SP:Iteration 7Q (241.263752 sec): 3 clusters Score: Raw -425258.116906 + Penalty 2778.324854 = -422479.792052 nChanged 178 SP:Iteration 8Q (241.285381 sec): 3 clusters Score: Raw -425385.298122 + Penalty 2778.324854 = -422606.973268 nChanged 174 SP:Iteration 9Q (241.306538 sec): 3 clusters Score: Raw -425491.606491 + Penalty 2778.324854 = -422713.281637 nChanged 138 SP:Iteration 10Q (241.327805 sec): 3 clusters Score: Raw -425567.593254 + Penalty 2778.324854 = -422789.268400 nChanged 134 SP:Iteration 11Q (241.349177 sec): 3 clusters Score: Raw -425638.221213 + Penalty 2778.324854 = -422859.896359 nChanged 123 SP:Iteration 12Q (241.370576 sec): 3 clusters Score: Raw -425708.519876 + Penalty 2778.324854 = -422930.195022 nChanged 102 SP:Iteration 13Q (241.391862 sec): 3 clusters Score: Raw -425761.774605 + Penalty 2778.324854 = -422983.449751 nChanged 85 SP:Iteration 14Q (241.413070 sec): 3 clusters Score: Raw -425803.159859 + Penalty 2778.324854 = -423024.835005 nChanged 79 SP:Iteration 15Q (241.434374 sec): 3 clusters Score: Raw -425836.091003 + Penalty 2778.324854 = -423057.766149 nChanged 57 SP:Iteration 16Q (241.455437 sec): 3 clusters Score: Raw -425858.395052 + Penalty 2778.324854 = -423080.070198 nChanged 62 SP:Iteration 17Q (241.476475 sec): 3 clusters Score: Raw -425883.396268 + Penalty 2778.324854 = -423105.071414 nChanged 48 SP:Iteration 18Q (241.497529 sec): 3 clusters Score: Raw -425907.437943 + Penalty 2778.324854 = -423129.113089 nChanged 47 SP:Iteration 19Q (241.518673 sec): 3 clusters Score: Raw -425928.893506 + Penalty 2778.324854 = -423150.568652 nChanged 42 SP:Iteration 20F (241.540351 sec): 3 clusters Score: Raw -425945.041689 + Penalty 2778.324854 = -423166.716835 nChanged 34 SP:Iteration 21Q (241.561386 sec): 3 clusters Score: Raw -425958.959147 + Penalty 2778.324854 = -423180.634292 nChanged 30 SP:Iteration 22Q (241.582456 sec): 3 clusters Score: Raw -425971.007511 + Penalty 2778.324854 = -423192.682657 nChanged 30 SP:Iteration 23Q (241.603180 sec): 3 clusters Score: Raw -425982.228909 + Penalty 2778.324854 = -423203.904055 nChanged 33 SP:Iteration 24Q (241.624138 sec): 3 clusters Score: Raw -425995.707377 + Penalty 2778.324854 = -423217.382523 nChanged 24 SP:Iteration 25Q (241.644931 sec): 3 clusters Score: Raw -426004.347234 + Penalty 2778.324854 = -423226.022380 nChanged 27 SP:Iteration 26Q (241.665457 sec): 3 clusters Score: Raw -426013.821199 + Penalty 2778.324854 = -423235.496345 nChanged 25 SP:Iteration 27Q (241.686223 sec): 3 clusters Score: Raw -426020.258770 + Penalty 2778.324854 = -423241.933916 nChanged 18 SP:Iteration 28Q (241.707045 sec): 3 clusters Score: Raw -426027.174980 + Penalty 2778.324854 = -423248.850126 nChanged 24 SP:Iteration 29Q (241.727752 sec): 3 clusters Score: Raw -426035.988884 + Penalty 2778.324854 = -423257.664030 nChanged 28 SP:Iteration 30Q (241.748251 sec): 3 clusters Score: Raw -426045.297692 + Penalty 2778.324854 = -423266.972838 nChanged 18 SP:Iteration 31Q (241.768864 sec): 3 clusters Score: Raw -426050.050622 + Penalty 2778.324854 = -423271.725768 nChanged 10 SP:Iteration 32Q (241.819967 sec): 3 clusters Score: Raw -426052.868718 + Penalty 2778.324854 = -423274.543864 nChanged 12 SP:Iteration 33Q (241.840412 sec): 3 clusters Score: Raw -426055.764580 + Penalty 2778.324854 = -423277.439726 nChanged 13 SP:Iteration 34Q (241.861034 sec): 3 clusters Score: Raw -426058.632719 + Penalty 2778.324854 = -423280.307865 nChanged 8 SP:Iteration 35Q (241.885372 sec): 3 clusters Score: Raw -426060.459670 + Penalty 2778.324854 = -423282.134816 nChanged 11 SP:Iteration 36Q (241.907835 sec): 3 clusters Score: Raw -426063.390620 + Penalty 2778.324854 = -423285.065766 nChanged 9 SP:Iteration 37Q (241.930571 sec): 3 clusters Score: Raw -426065.505552 + Penalty 2778.324854 = -423287.180698 nChanged 8 SP:Iteration 38Q (241.952353 sec): 3 clusters Score: Raw -426067.572412 + Penalty 2778.324854 = -423289.247558 nChanged 5 SP:Iteration 39Q (241.972831 sec): 3 clusters Score: Raw -426068.532479 + Penalty 2778.324854 = -423290.207625 nChanged 2 SP:Iteration 40F (241.994188 sec): 3 clusters Score: Raw -426068.892090 + Penalty 2778.324854 = -423290.567236 nChanged 2 SP:Iteration 41Q (242.014853 sec): 3 clusters Score: Raw -426069.077794 + Penalty 2778.324854 = -423290.752940 nChanged 0 SP:Iteration 42F (242.036617 sec): 3 clusters Score: Raw -426069.077794 + Penalty 2778.324854 = -423290.752940 nChanged 0 Trying to split cluster 18 (31763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (242.088341 sec): 2 clusters Score: Raw -2711852.900265 + Penalty 1684.484323 = -2710168.415942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (242.153874 sec): 3 clusters Score: Raw -2692175.902185 + Penalty 3368.968645 = -2688806.933540 nChanged 14649 SP:Iteration 1F (242.215421 sec): 3 clusters Score: Raw -2700556.316159 + Penalty 3368.968645 = -2697187.347513 nChanged 1485 SP:Iteration 2Q (242.279352 sec): 3 clusters Score: Raw -2701056.515189 + Penalty 3368.968645 = -2697687.546544 nChanged 1453 SP:Iteration 3Q (242.342430 sec): 3 clusters Score: Raw -2701591.260304 + Penalty 3368.968645 = -2698222.291659 nChanged 1458 SP:Iteration 4Q (242.405432 sec): 3 clusters Score: Raw -2702188.664667 + Penalty 3368.968645 = -2698819.696022 nChanged 1497 SP:Iteration 5Q (242.468540 sec): 3 clusters Score: Raw -2702877.019976 + Penalty 3368.968645 = -2699508.051331 nChanged 1609 SP:Iteration 6F (242.529571 sec): 3 clusters Score: Raw -2703714.993890 + Penalty 3368.968645 = -2700346.025245 nChanged 1791 SP:Iteration 7F (242.590864 sec): 3 clusters Score: Raw -2704785.952084 + Penalty 3368.968645 = -2701416.983439 nChanged 1883 SP:Iteration 8F (242.652265 sec): 3 clusters Score: Raw -2706023.258375 + Penalty 3368.968645 = -2702654.289730 nChanged 1882 SP:Iteration 9F (242.713594 sec): 3 clusters Score: Raw -2707276.511103 + Penalty 3368.968645 = -2703907.542458 nChanged 1689 SP:Iteration 10F (242.775251 sec): 3 clusters Score: Raw -2708348.309106 + Penalty 3368.968645 = -2704979.340461 nChanged 1426 SP:Iteration 11Q (242.838470 sec): 3 clusters Score: Raw -2709215.101922 + Penalty 3368.968645 = -2705846.133277 nChanged 1159 SP:Iteration 12Q (242.901021 sec): 3 clusters Score: Raw -2709932.219774 + Penalty 3368.968645 = -2706563.251129 nChanged 919 SP:Iteration 13Q (242.962950 sec): 3 clusters Score: Raw -2710476.963275 + Penalty 3368.968645 = -2707107.994630 nChanged 737 SP:Iteration 14Q (243.024167 sec): 3 clusters Score: Raw -2710932.978873 + Penalty 3368.968645 = -2707564.010228 nChanged 588 SP:Iteration 15Q (243.084369 sec): 3 clusters Score: Raw -2711289.586854 + Penalty 3368.968645 = -2707920.618209 nChanged 403 SP:Iteration 16Q (243.142711 sec): 3 clusters Score: Raw -2711522.190671 + Penalty 3368.968645 = -2708153.222026 nChanged 287 SP:Iteration 17Q (243.200042 sec): 3 clusters Score: Raw -2711709.888524 + Penalty 3368.968645 = -2708340.919879 nChanged 234 SP:Iteration 18Q (243.256220 sec): 3 clusters Score: Raw -2711872.582993 + Penalty 3368.968645 = -2708503.614348 nChanged 202 SP:Iteration 19Q (243.311704 sec): 3 clusters Score: Raw -2711979.849217 + Penalty 3368.968645 = -2708610.880572 nChanged 175 SP:Iteration 20F (243.372279 sec): 3 clusters Score: Raw -2712074.805720 + Penalty 3368.968645 = -2708705.837075 nChanged 151 SP:Iteration 21Q (243.427261 sec): 3 clusters Score: Raw -2712137.388173 + Penalty 3368.968645 = -2708768.419528 nChanged 124 SP:Iteration 22Q (243.481100 sec): 3 clusters Score: Raw -2712189.440978 + Penalty 3368.968645 = -2708820.472333 nChanged 116 SP:Iteration 23Q (243.534802 sec): 3 clusters Score: Raw -2712234.277236 + Penalty 3368.968645 = -2708865.308591 nChanged 87 SP:Iteration 24Q (243.588486 sec): 3 clusters Score: Raw -2712268.085464 + Penalty 3368.968645 = -2708899.116819 nChanged 68 SP:Iteration 25Q (243.641690 sec): 3 clusters Score: Raw -2712288.587247 + Penalty 3368.968645 = -2708919.618602 nChanged 60 SP:Iteration 26Q (243.695111 sec): 3 clusters Score: Raw -2712304.116738 + Penalty 3368.968645 = -2708935.148093 nChanged 46 SP:Iteration 27Q (243.748440 sec): 3 clusters Score: Raw -2712316.551399 + Penalty 3368.968645 = -2708947.582754 nChanged 34 SP:Iteration 28Q (243.801432 sec): 3 clusters Score: Raw -2712325.940708 + Penalty 3368.968645 = -2708956.972063 nChanged 27 SP:Iteration 29Q (243.854831 sec): 3 clusters Score: Raw -2712333.456833 + Penalty 3368.968645 = -2708964.488187 nChanged 30 SP:Iteration 30Q (243.907817 sec): 3 clusters Score: Raw -2712340.945752 + Penalty 3368.968645 = -2708971.977106 nChanged 30 SP:Iteration 31Q (243.960766 sec): 3 clusters Score: Raw -2712348.990914 + Penalty 3368.968645 = -2708980.022269 nChanged 26 SP:Iteration 32Q (244.014019 sec): 3 clusters Score: Raw -2712354.249968 + Penalty 3368.968645 = -2708985.281323 nChanged 25 SP:Iteration 33Q (244.066848 sec): 3 clusters Score: Raw -2712359.056767 + Penalty 3368.968645 = -2708990.088122 nChanged 19 SP:Iteration 34Q (244.120087 sec): 3 clusters Score: Raw -2712364.221615 + Penalty 3368.968645 = -2708995.252970 nChanged 18 SP:Iteration 35Q (244.172908 sec): 3 clusters Score: Raw -2712368.533944 + Penalty 3368.968645 = -2708999.565299 nChanged 25 SP:Iteration 36Q (244.225833 sec): 3 clusters Score: Raw -2712373.008870 + Penalty 3368.968645 = -2709004.040225 nChanged 18 SP:Iteration 37Q (244.278945 sec): 3 clusters Score: Raw -2712376.468823 + Penalty 3368.968645 = -2709007.500178 nChanged 14 SP:Iteration 38Q (244.331809 sec): 3 clusters Score: Raw -2712379.172912 + Penalty 3368.968645 = -2709010.204267 nChanged 17 SP:Iteration 39Q (244.384719 sec): 3 clusters Score: Raw -2712382.031902 + Penalty 3368.968645 = -2709013.063257 nChanged 12 SP:Iteration 40F (244.445359 sec): 3 clusters Score: Raw -2712384.400957 + Penalty 3368.968645 = -2709015.432312 nChanged 11 SP:Iteration 41Q (244.499287 sec): 3 clusters Score: Raw -2712386.542228 + Penalty 3368.968645 = -2709017.573583 nChanged 12 SP:Iteration 42Q (244.552376 sec): 3 clusters Score: Raw -2712388.253181 + Penalty 3368.968645 = -2709019.284536 nChanged 10 SP:Iteration 43Q (244.605275 sec): 3 clusters Score: Raw -2712390.023577 + Penalty 3368.968645 = -2709021.054932 nChanged 14 SP:Iteration 44Q (244.658317 sec): 3 clusters Score: Raw -2712392.311464 + Penalty 3368.968645 = -2709023.342819 nChanged 12 SP:Iteration 45Q (244.711382 sec): 3 clusters Score: Raw -2712394.860551 + Penalty 3368.968645 = -2709025.891906 nChanged 23 SP:Iteration 46Q (244.764426 sec): 3 clusters Score: Raw -2712399.296650 + Penalty 3368.968645 = -2709030.328005 nChanged 21 SP:Iteration 47Q (244.817631 sec): 3 clusters Score: Raw -2712403.885276 + Penalty 3368.968645 = -2709034.916631 nChanged 19 SP:Iteration 48Q (244.870492 sec): 3 clusters Score: Raw -2712407.110870 + Penalty 3368.968645 = -2709038.142225 nChanged 13 SP:Iteration 49Q (244.923459 sec): 3 clusters Score: Raw -2712408.986532 + Penalty 3368.968645 = -2709040.017887 nChanged 12 SP:Iteration 50Q (244.976516 sec): 3 clusters Score: Raw -2712411.110886 + Penalty 3368.968645 = -2709042.142241 nChanged 16 SP:Iteration 51Q (245.029326 sec): 3 clusters Score: Raw -2712414.532118 + Penalty 3368.968645 = -2709045.563473 nChanged 19 SP:Iteration 52Q (245.082374 sec): 3 clusters Score: Raw -2712417.617390 + Penalty 3368.968645 = -2709048.648745 nChanged 11 SP:Iteration 53Q (245.135337 sec): 3 clusters Score: Raw -2712419.222826 + Penalty 3368.968645 = -2709050.254181 nChanged 10 SP:Iteration 54Q (245.188247 sec): 3 clusters Score: Raw -2712420.618073 + Penalty 3368.968645 = -2709051.649428 nChanged 11 SP:Iteration 55Q (245.241252 sec): 3 clusters Score: Raw -2712422.664044 + Penalty 3368.968645 = -2709053.695399 nChanged 11 SP:Iteration 56Q (245.294268 sec): 3 clusters Score: Raw -2712425.432598 + Penalty 3368.968645 = -2709056.463953 nChanged 18 SP:Iteration 57Q (245.347022 sec): 3 clusters Score: Raw -2712428.744984 + Penalty 3368.968645 = -2709059.776339 nChanged 12 SP:Iteration 58Q (245.399943 sec): 3 clusters Score: Raw -2712430.851530 + Penalty 3368.968645 = -2709061.882884 nChanged 10 SP:Iteration 59Q (245.452710 sec): 3 clusters Score: Raw -2712432.638579 + Penalty 3368.968645 = -2709063.669934 nChanged 11 SP:Iteration 60F (245.513296 sec): 3 clusters Score: Raw -2712434.101475 + Penalty 3368.968645 = -2709065.132830 nChanged 8 SP:Iteration 61Q (245.567192 sec): 3 clusters Score: Raw -2712435.253989 + Penalty 3368.968645 = -2709066.285344 nChanged 7 SP:Iteration 62Q (245.620158 sec): 3 clusters Score: Raw -2712436.415342 + Penalty 3368.968645 = -2709067.446697 nChanged 4 SP:Iteration 63Q (245.673314 sec): 3 clusters Score: Raw -2712436.995065 + Penalty 3368.968645 = -2709068.026420 nChanged 5 SP:Iteration 64Q (245.726225 sec): 3 clusters Score: Raw -2712437.612203 + Penalty 3368.968645 = -2709068.643558 nChanged 3 SP:Iteration 65Q (245.779333 sec): 3 clusters Score: Raw -2712437.847784 + Penalty 3368.968645 = -2709068.879139 nChanged 0 SP:Iteration 66F (245.839989 sec): 3 clusters Score: Raw -2712437.847784 + Penalty 3368.968645 = -2709068.879139 nChanged 0 Trying to split cluster 19 (3918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.853849 sec): 2 clusters Score: Raw -320710.287937 + Penalty 1344.417197 = -319365.870740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (245.873328 sec): 3 clusters Score: Raw -318683.957956 + Penalty 2688.834395 = -315995.123562 nChanged 1602 SP:Iteration 1F (245.891836 sec): 3 clusters Score: Raw -319653.263263 + Penalty 2688.834395 = -316964.428868 nChanged 329 SP:Iteration 2F (245.910530 sec): 3 clusters Score: Raw -319912.557261 + Penalty 2688.834395 = -317223.722867 nChanged 239 SP:Iteration 3F (245.929277 sec): 3 clusters Score: Raw -320068.506690 + Penalty 2688.834395 = -317379.672295 nChanged 193 SP:Iteration 4Q (245.948003 sec): 3 clusters Score: Raw -320204.886300 + Penalty 2688.834395 = -317516.051905 nChanged 172 SP:Iteration 5Q (245.997349 sec): 3 clusters Score: Raw -320321.499532 + Penalty 2688.834395 = -317632.665138 nChanged 152 SP:Iteration 6Q (246.016234 sec): 3 clusters Score: Raw -320431.145686 + Penalty 2688.834395 = -317742.311292 nChanged 140 SP:Iteration 7Q (246.034999 sec): 3 clusters Score: Raw -320534.683742 + Penalty 2688.834395 = -317845.849347 nChanged 122 SP:Iteration 8Q (246.053882 sec): 3 clusters Score: Raw -320615.292484 + Penalty 2688.834395 = -317926.458089 nChanged 107 SP:Iteration 9Q (246.072099 sec): 3 clusters Score: Raw -320680.931047 + Penalty 2688.834395 = -317992.096652 nChanged 75 SP:Iteration 10Q (246.090739 sec): 3 clusters Score: Raw -320716.595485 + Penalty 2688.834395 = -318027.761091 nChanged 63 SP:Iteration 11Q (246.109436 sec): 3 clusters Score: Raw -320743.035713 + Penalty 2688.834395 = -318054.201318 nChanged 49 SP:Iteration 12Q (246.128090 sec): 3 clusters Score: Raw -320761.213793 + Penalty 2688.834395 = -318072.379398 nChanged 40 SP:Iteration 13Q (246.146721 sec): 3 clusters Score: Raw -320776.441225 + Penalty 2688.834395 = -318087.606830 nChanged 31 SP:Iteration 14Q (246.165276 sec): 3 clusters Score: Raw -320785.395680 + Penalty 2688.834395 = -318096.561286 nChanged 20 SP:Iteration 15Q (246.183781 sec): 3 clusters Score: Raw -320793.565707 + Penalty 2688.834395 = -318104.731312 nChanged 14 SP:Iteration 16Q (246.202265 sec): 3 clusters Score: Raw -320797.620869 + Penalty 2688.834395 = -318108.786474 nChanged 8 SP:Iteration 17Q (246.220812 sec): 3 clusters Score: Raw -320799.487247 + Penalty 2688.834395 = -318110.652853 nChanged 5 SP:Iteration 18Q (246.239338 sec): 3 clusters Score: Raw -320800.636026 + Penalty 2688.834395 = -318111.801632 nChanged 6 SP:Iteration 19Q (246.257774 sec): 3 clusters Score: Raw -320802.274747 + Penalty 2688.834395 = -318113.440353 nChanged 5 SP:Iteration 20F (246.276543 sec): 3 clusters Score: Raw -320803.190987 + Penalty 2688.834395 = -318114.356593 nChanged 4 SP:Iteration 21Q (246.295013 sec): 3 clusters Score: Raw -320803.901429 + Penalty 2688.834395 = -318115.067034 nChanged 5 SP:Iteration 22Q (246.313694 sec): 3 clusters Score: Raw -320804.806494 + Penalty 2688.834395 = -318115.972099 nChanged 2 SP:Iteration 23Q (246.332307 sec): 3 clusters Score: Raw -320805.017994 + Penalty 2688.834395 = -318116.183599 nChanged 1 SP:Iteration 24Q (246.350787 sec): 3 clusters Score: Raw -320805.125012 + Penalty 2688.834395 = -318116.290617 nChanged 0 SP:Iteration 25F (246.369480 sec): 3 clusters Score: Raw -320805.125012 + Penalty 2688.834395 = -318116.290617 nChanged 0 Trying to split cluster 20 (7198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (246.390809 sec): 2 clusters Score: Raw -582797.848281 + Penalty 1443.253254 = -581354.595027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.415714 sec): 3 clusters Score: Raw -578855.441396 + Penalty 2886.506509 = -575968.934887 nChanged 3014 SP:Iteration 1F (246.440158 sec): 3 clusters Score: Raw -580527.712987 + Penalty 2886.506509 = -577641.206478 nChanged 521 SP:Iteration 2F (246.464614 sec): 3 clusters Score: Raw -580856.017062 + Penalty 2886.506509 = -577969.510554 nChanged 470 SP:Iteration 3F (246.489239 sec): 3 clusters Score: Raw -581260.937701 + Penalty 2886.506509 = -578374.431192 nChanged 536 SP:Iteration 4F (246.513740 sec): 3 clusters Score: Raw -581750.095245 + Penalty 2886.506509 = -578863.588736 nChanged 558 SP:Iteration 5F (246.538226 sec): 3 clusters Score: Raw -582222.294761 + Penalty 2886.506509 = -579335.788252 nChanged 454 SP:Iteration 6F (246.562634 sec): 3 clusters Score: Raw -582545.890648 + Penalty 2886.506509 = -579659.384140 nChanged 364 SP:Iteration 7F (246.587052 sec): 3 clusters Score: Raw -582774.632374 + Penalty 2886.506509 = -579888.125865 nChanged 280 SP:Iteration 8Q (246.611373 sec): 3 clusters Score: Raw -582914.727854 + Penalty 2886.506509 = -580028.221345 nChanged 166 SP:Iteration 9Q (246.635530 sec): 3 clusters Score: Raw -582980.738771 + Penalty 2886.506509 = -580094.232262 nChanged 135 SP:Iteration 10Q (246.659915 sec): 3 clusters Score: Raw -583026.339147 + Penalty 2886.506509 = -580139.832638 nChanged 86 SP:Iteration 11Q (246.684138 sec): 3 clusters Score: Raw -583055.669990 + Penalty 2886.506509 = -580169.163482 nChanged 58 SP:Iteration 12Q (246.708145 sec): 3 clusters Score: Raw -583070.854450 + Penalty 2886.506509 = -580184.347941 nChanged 53 SP:Iteration 13Q (246.732148 sec): 3 clusters Score: Raw -583082.415746 + Penalty 2886.506509 = -580195.909237 nChanged 47 SP:Iteration 14Q (246.756052 sec): 3 clusters Score: Raw -583095.749831 + Penalty 2886.506509 = -580209.243322 nChanged 43 SP:Iteration 15Q (246.780153 sec): 3 clusters Score: Raw -583104.279749 + Penalty 2886.506509 = -580217.773240 nChanged 31 SP:Iteration 16Q (246.804247 sec): 3 clusters Score: Raw -583109.261930 + Penalty 2886.506509 = -580222.755421 nChanged 22 SP:Iteration 17Q (246.828477 sec): 3 clusters Score: Raw -583112.539351 + Penalty 2886.506509 = -580226.032843 nChanged 16 SP:Iteration 18Q (246.852471 sec): 3 clusters Score: Raw -583114.843546 + Penalty 2886.506509 = -580228.337037 nChanged 19 SP:Iteration 19Q (246.876700 sec): 3 clusters Score: Raw -583118.439234 + Penalty 2886.506509 = -580231.932725 nChanged 22 SP:Iteration 20F (246.901357 sec): 3 clusters Score: Raw -583122.215014 + Penalty 2886.506509 = -580235.708505 nChanged 24 SP:Iteration 21Q (246.925357 sec): 3 clusters Score: Raw -583125.684225 + Penalty 2886.506509 = -580239.177716 nChanged 21 SP:Iteration 22Q (246.949496 sec): 3 clusters Score: Raw -583130.016840 + Penalty 2886.506509 = -580243.510331 nChanged 20 SP:Iteration 23Q (246.973754 sec): 3 clusters Score: Raw -583133.740276 + Penalty 2886.506509 = -580247.233767 nChanged 22 SP:Iteration 24Q (246.997990 sec): 3 clusters Score: Raw -583137.354151 + Penalty 2886.506509 = -580250.847643 nChanged 17 SP:Iteration 25Q (247.021939 sec): 3 clusters Score: Raw -583139.457336 + Penalty 2886.506509 = -580252.950828 nChanged 11 SP:Iteration 26Q (247.046030 sec): 3 clusters Score: Raw -583140.888757 + Penalty 2886.506509 = -580254.382249 nChanged 14 SP:Iteration 27Q (247.070308 sec): 3 clusters Score: Raw -583142.865224 + Penalty 2886.506509 = -580256.358716 nChanged 10 SP:Iteration 28Q (247.094444 sec): 3 clusters Score: Raw -583144.351628 + Penalty 2886.506509 = -580257.845119 nChanged 12 SP:Iteration 29Q (247.118426 sec): 3 clusters Score: Raw -583145.794632 + Penalty 2886.506509 = -580259.288124 nChanged 10 SP:Iteration 30Q (247.142362 sec): 3 clusters Score: Raw -583146.914088 + Penalty 2886.506509 = -580260.407579 nChanged 8 SP:Iteration 31Q (247.166291 sec): 3 clusters Score: Raw -583147.958504 + Penalty 2886.506509 = -580261.451995 nChanged 6 SP:Iteration 32Q (247.190288 sec): 3 clusters Score: Raw -583148.352819 + Penalty 2886.506509 = -580261.846310 nChanged 3 SP:Iteration 33Q (247.214216 sec): 3 clusters Score: Raw -583148.525813 + Penalty 2886.506509 = -580262.019304 nChanged 1 SP:Iteration 34Q (247.245239 sec): 3 clusters Score: Raw -583148.547394 + Penalty 2886.506509 = -580262.040885 nChanged 0 SP:Iteration 35F (247.269783 sec): 3 clusters Score: Raw -583148.547394 + Penalty 2886.506509 = -580262.040885 nChanged 0 Trying to split cluster 21 (1435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (247.284010 sec): 2 clusters Score: Raw -117278.819682 + Penalty 1181.199521 = -116097.620161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (247.292087 sec): 3 clusters Score: Raw -116762.537307 + Penalty 2362.399042 = -114400.138265 nChanged 474 SP:Iteration 1F (247.299717 sec): 3 clusters Score: Raw -117126.928931 + Penalty 2362.399042 = -114764.529890 nChanged 110 SP:Iteration 2F (247.307224 sec): 3 clusters Score: Raw -117226.036253 + Penalty 2362.399042 = -114863.637211 nChanged 55 SP:Iteration 3Q (247.314789 sec): 3 clusters Score: Raw -117263.139497 + Penalty 2362.399042 = -114900.740455 nChanged 35 SP:Iteration 4Q (247.322345 sec): 3 clusters Score: Raw -117293.492190 + Penalty 2362.399042 = -114931.093149 nChanged 22 SP:Iteration 5Q (247.341337 sec): 3 clusters Score: Raw -117312.806313 + Penalty 2362.399042 = -114950.407271 nChanged 24 SP:Iteration 6Q (247.349043 sec): 3 clusters Score: Raw -117328.848350 + Penalty 2362.399042 = -114966.449309 nChanged 16 SP:Iteration 7Q (247.356579 sec): 3 clusters Score: Raw -117340.101632 + Penalty 2362.399042 = -114977.702590 nChanged 18 SP:Iteration 8Q (247.364075 sec): 3 clusters Score: Raw -117353.275971 + Penalty 2362.399042 = -114990.876929 nChanged 15 SP:Iteration 9Q (247.371593 sec): 3 clusters Score: Raw -117359.872205 + Penalty 2362.399042 = -114997.473163 nChanged 8 SP:Iteration 10Q (247.379059 sec): 3 clusters Score: Raw -117364.980900 + Penalty 2362.399042 = -115002.581858 nChanged 9 SP:Iteration 11Q (247.386553 sec): 3 clusters Score: Raw -117369.479821 + Penalty 2362.399042 = -115007.080779 nChanged 5 SP:Iteration 12Q (247.394087 sec): 3 clusters Score: Raw -117372.749405 + Penalty 2362.399042 = -115010.350363 nChanged 3 SP:Iteration 13Q (247.402004 sec): 3 clusters Score: Raw -117374.831901 + Penalty 2362.399042 = -115012.432859 nChanged 3 SP:Iteration 14Q (247.409561 sec): 3 clusters Score: Raw -117376.374434 + Penalty 2362.399042 = -115013.975393 nChanged 2 SP:Iteration 15Q (247.417041 sec): 3 clusters Score: Raw -117377.894810 + Penalty 2362.399042 = -115015.495768 nChanged 1 SP:Iteration 16Q (247.424535 sec): 3 clusters Score: Raw -117378.290757 + Penalty 2362.399042 = -115015.891716 nChanged 0 SP:Iteration 17F (247.432079 sec): 3 clusters Score: Raw -117378.290757 + Penalty 2362.399042 = -115015.891716 nChanged 0 Trying to split cluster 22 (2583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (247.448425 sec): 2 clusters Score: Raw -180880.437806 + Penalty 1276.714854 = -179603.722953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (247.461898 sec): 3 clusters Score: Raw -179701.296582 + Penalty 2553.429708 = -177147.866875 nChanged 1005 SP:Iteration 1F (247.474551 sec): 3 clusters Score: Raw -180389.095614 + Penalty 2553.429708 = -177835.665907 nChanged 243 SP:Iteration 2F (247.487271 sec): 3 clusters Score: Raw -180564.640652 + Penalty 2553.429708 = -178011.210944 nChanged 140 SP:Iteration 3F (247.500132 sec): 3 clusters Score: Raw -180670.384266 + Penalty 2553.429708 = -178116.954558 nChanged 109 SP:Iteration 4Q (247.512781 sec): 3 clusters Score: Raw -180763.265969 + Penalty 2553.429708 = -178209.836261 nChanged 93 SP:Iteration 5Q (247.525279 sec): 3 clusters Score: Raw -180854.758399 + Penalty 2553.429708 = -178301.328691 nChanged 93 SP:Iteration 6Q (247.538030 sec): 3 clusters Score: Raw -180946.995836 + Penalty 2553.429708 = -178393.566128 nChanged 107 SP:Iteration 7Q (247.550688 sec): 3 clusters Score: Raw -181063.288816 + Penalty 2553.429708 = -178509.859109 nChanged 117 SP:Iteration 8Q (247.563306 sec): 3 clusters Score: Raw -181200.627554 + Penalty 2553.429708 = -178647.197847 nChanged 112 SP:Iteration 9Q (247.575895 sec): 3 clusters Score: Raw -181333.716641 + Penalty 2553.429708 = -178780.286934 nChanged 114 SP:Iteration 10Q (247.588314 sec): 3 clusters Score: Raw -181441.270697 + Penalty 2553.429708 = -178887.840989 nChanged 90 SP:Iteration 11Q (247.601565 sec): 3 clusters Score: Raw -181517.393311 + Penalty 2553.429708 = -178963.963603 nChanged 63 SP:Iteration 12Q (247.614078 sec): 3 clusters Score: Raw -181559.116586 + Penalty 2553.429708 = -179005.686879 nChanged 53 SP:Iteration 13Q (247.626179 sec): 3 clusters Score: Raw -181594.326351 + Penalty 2553.429708 = -179040.896644 nChanged 44 SP:Iteration 14Q (247.638590 sec): 3 clusters Score: Raw -181624.839803 + Penalty 2553.429708 = -179071.410095 nChanged 38 SP:Iteration 15Q (247.651013 sec): 3 clusters Score: Raw -181641.184812 + Penalty 2553.429708 = -179087.755105 nChanged 27 SP:Iteration 16Q (247.663301 sec): 3 clusters Score: Raw -181654.187069 + Penalty 2553.429708 = -179100.757361 nChanged 26 SP:Iteration 17Q (247.675783 sec): 3 clusters Score: Raw -181665.675555 + Penalty 2553.429708 = -179112.245847 nChanged 14 SP:Iteration 18Q (247.688122 sec): 3 clusters Score: Raw -181688.114681 + Penalty 2553.429708 = -179134.684974 nChanged 17 SP:Iteration 19Q (247.700529 sec): 3 clusters Score: Raw -181704.530303 + Penalty 2553.429708 = -179151.100595 nChanged 21 SP:Iteration 20F (247.713307 sec): 3 clusters Score: Raw -181715.535612 + Penalty 2553.429708 = -179162.105904 nChanged 14 SP:Iteration 21Q (247.725636 sec): 3 clusters Score: Raw -181722.718186 + Penalty 2553.429708 = -179169.288478 nChanged 19 SP:Iteration 22Q (247.737986 sec): 3 clusters Score: Raw -181731.432602 + Penalty 2553.429708 = -179178.002894 nChanged 11 SP:Iteration 23Q (247.750314 sec): 3 clusters Score: Raw -181736.500967 + Penalty 2553.429708 = -179183.071259 nChanged 13 SP:Iteration 24Q (247.762633 sec): 3 clusters Score: Raw -181743.305249 + Penalty 2553.429708 = -179189.875541 nChanged 10 SP:Iteration 25Q (247.775104 sec): 3 clusters Score: Raw -181746.825337 + Penalty 2553.429708 = -179193.395629 nChanged 5 SP:Iteration 26Q (247.787535 sec): 3 clusters Score: Raw -181749.971342 + Penalty 2553.429708 = -179196.541634 nChanged 9 SP:Iteration 27Q (247.799982 sec): 3 clusters Score: Raw -181753.301513 + Penalty 2553.429708 = -179199.871805 nChanged 10 SP:Iteration 28Q (247.812390 sec): 3 clusters Score: Raw -181759.227044 + Penalty 2553.429708 = -179205.797336 nChanged 18 SP:Iteration 29Q (247.824523 sec): 3 clusters Score: Raw -181768.151865 + Penalty 2553.429708 = -179214.722157 nChanged 15 SP:Iteration 30Q (247.837012 sec): 3 clusters Score: Raw -181782.058450 + Penalty 2553.429708 = -179228.628742 nChanged 19 SP:Iteration 31Q (247.848910 sec): 3 clusters Score: Raw -181797.597463 + Penalty 2553.429708 = -179244.167755 nChanged 21 SP:Iteration 32Q (247.861342 sec): 3 clusters Score: Raw -181820.883656 + Penalty 2553.429708 = -179267.453948 nChanged 22 SP:Iteration 33Q (247.873736 sec): 3 clusters Score: Raw -181840.761444 + Penalty 2553.429708 = -179287.331736 nChanged 25 SP:Iteration 34Q (247.886133 sec): 3 clusters Score: Raw -181853.330695 + Penalty 2553.429708 = -179299.900987 nChanged 27 SP:Iteration 35Q (247.898620 sec): 3 clusters Score: Raw -181871.782344 + Penalty 2553.429708 = -179318.352636 nChanged 30 SP:Iteration 36Q (247.910900 sec): 3 clusters Score: Raw -181889.261559 + Penalty 2553.429708 = -179335.831851 nChanged 27 SP:Iteration 37Q (247.923214 sec): 3 clusters Score: Raw -181904.768285 + Penalty 2553.429708 = -179351.338577 nChanged 25 SP:Iteration 38Q (247.935601 sec): 3 clusters Score: Raw -181930.315020 + Penalty 2553.429708 = -179376.885312 nChanged 26 SP:Iteration 39Q (247.947888 sec): 3 clusters Score: Raw -181950.684190 + Penalty 2553.429708 = -179397.254483 nChanged 19 SP:Iteration 40F (247.960672 sec): 3 clusters Score: Raw -181959.418546 + Penalty 2553.429708 = -179405.988838 nChanged 12 SP:Iteration 41Q (247.972848 sec): 3 clusters Score: Raw -181964.337615 + Penalty 2553.429708 = -179410.907907 nChanged 9 SP:Iteration 42Q (247.985044 sec): 3 clusters Score: Raw -181967.834294 + Penalty 2553.429708 = -179414.404586 nChanged 5 SP:Iteration 43Q (247.997256 sec): 3 clusters Score: Raw -181970.147609 + Penalty 2553.429708 = -179416.717901 nChanged 7 SP:Iteration 44Q (248.009555 sec): 3 clusters Score: Raw -181973.324319 + Penalty 2553.429708 = -179419.894611 nChanged 10 SP:Iteration 45Q (248.021854 sec): 3 clusters Score: Raw -181976.036249 + Penalty 2553.429708 = -179422.606541 nChanged 5 SP:Iteration 46Q (248.034009 sec): 3 clusters Score: Raw -181978.569871 + Penalty 2553.429708 = -179425.140164 nChanged 2 SP:Iteration 47Q (248.046247 sec): 3 clusters Score: Raw -181979.065650 + Penalty 2553.429708 = -179425.635942 nChanged 3 SP:Iteration 48Q (248.058520 sec): 3 clusters Score: Raw -181979.839768 + Penalty 2553.429708 = -179426.410060 nChanged 1 SP:Iteration 49Q (248.070658 sec): 3 clusters Score: Raw -181980.643626 + Penalty 2553.429708 = -179427.213919 nChanged 3 SP:Iteration 50Q (248.082920 sec): 3 clusters Score: Raw -181981.404200 + Penalty 2553.429708 = -179427.974492 nChanged 1 SP:Iteration 51Q (248.095213 sec): 3 clusters Score: Raw -181981.672424 + Penalty 2553.429708 = -179428.242716 nChanged 1 SP:Iteration 52Q (248.107481 sec): 3 clusters Score: Raw -181981.816834 + Penalty 2553.429708 = -179428.387126 nChanged 0 SP:Iteration 53F (248.120254 sec): 3 clusters Score: Raw -181981.816834 + Penalty 2553.429708 = -179428.387126 nChanged 0 Trying to split cluster 23 (6220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (248.140056 sec): 2 clusters Score: Raw -478776.317247 + Penalty 1419.522843 = -477356.794405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (248.162979 sec): 3 clusters Score: Raw -475441.772673 + Penalty 2839.045685 = -472602.726988 nChanged 2603 SP:Iteration 1F (248.185218 sec): 3 clusters Score: Raw -477000.084043 + Penalty 2839.045685 = -474161.038357 nChanged 495 SP:Iteration 2F (248.207484 sec): 3 clusters Score: Raw -477369.622352 + Penalty 2839.045685 = -474530.576667 nChanged 451 SP:Iteration 3F (248.229745 sec): 3 clusters Score: Raw -477752.507134 + Penalty 2839.045685 = -474913.461449 nChanged 426 SP:Iteration 4F (248.251952 sec): 3 clusters Score: Raw -478088.440470 + Penalty 2839.045685 = -475249.394785 nChanged 359 SP:Iteration 5F (248.274174 sec): 3 clusters Score: Raw -478378.630291 + Penalty 2839.045685 = -475539.584606 nChanged 312 SP:Iteration 6F (248.296449 sec): 3 clusters Score: Raw -478600.246149 + Penalty 2839.045685 = -475761.200464 nChanged 232 SP:Iteration 7Q (248.318428 sec): 3 clusters Score: Raw -478744.529834 + Penalty 2839.045685 = -475905.484149 nChanged 198 SP:Iteration 8Q (248.340518 sec): 3 clusters Score: Raw -478872.771114 + Penalty 2839.045685 = -476033.725428 nChanged 181 SP:Iteration 9Q (248.362488 sec): 3 clusters Score: Raw -478971.558846 + Penalty 2839.045685 = -476132.513161 nChanged 155 SP:Iteration 10Q (248.384427 sec): 3 clusters Score: Raw -479041.956034 + Penalty 2839.045685 = -476202.910348 nChanged 130 SP:Iteration 11Q (248.406395 sec): 3 clusters Score: Raw -479103.610575 + Penalty 2839.045685 = -476264.564890 nChanged 115 SP:Iteration 12Q (248.428289 sec): 3 clusters Score: Raw -479157.045132 + Penalty 2839.045685 = -476317.999447 nChanged 99 SP:Iteration 13Q (248.450246 sec): 3 clusters Score: Raw -479200.185330 + Penalty 2839.045685 = -476361.139644 nChanged 83 SP:Iteration 14Q (248.471982 sec): 3 clusters Score: Raw -479238.257033 + Penalty 2839.045685 = -476399.211348 nChanged 71 SP:Iteration 15Q (248.493836 sec): 3 clusters Score: Raw -479267.538745 + Penalty 2839.045685 = -476428.493059 nChanged 62 SP:Iteration 16Q (248.515303 sec): 3 clusters Score: Raw -479293.664913 + Penalty 2839.045685 = -476454.619228 nChanged 53 SP:Iteration 17Q (248.536873 sec): 3 clusters Score: Raw -479314.872046 + Penalty 2839.045685 = -476475.826361 nChanged 46 SP:Iteration 18Q (248.558333 sec): 3 clusters Score: Raw -479332.506461 + Penalty 2839.045685 = -476493.460775 nChanged 39 SP:Iteration 19Q (248.579939 sec): 3 clusters Score: Raw -479345.086010 + Penalty 2839.045685 = -476506.040324 nChanged 36 SP:Iteration 20F (248.602366 sec): 3 clusters Score: Raw -479361.207500 + Penalty 2839.045685 = -476522.161814 nChanged 35 SP:Iteration 21Q (248.623751 sec): 3 clusters Score: Raw -479380.867795 + Penalty 2839.045685 = -476541.822110 nChanged 39 SP:Iteration 22Q (248.645367 sec): 3 clusters Score: Raw -479399.821230 + Penalty 2839.045685 = -476560.775545 nChanged 37 SP:Iteration 23Q (248.666516 sec): 3 clusters Score: Raw -479415.318814 + Penalty 2839.045685 = -476576.273129 nChanged 27 SP:Iteration 24Q (248.687925 sec): 3 clusters Score: Raw -479426.285158 + Penalty 2839.045685 = -476587.239473 nChanged 28 SP:Iteration 25Q (248.709401 sec): 3 clusters Score: Raw -479438.325448 + Penalty 2839.045685 = -476599.279763 nChanged 22 SP:Iteration 26Q (248.730698 sec): 3 clusters Score: Raw -479446.857679 + Penalty 2839.045685 = -476607.811993 nChanged 20 SP:Iteration 27Q (248.752053 sec): 3 clusters Score: Raw -479454.695228 + Penalty 2839.045685 = -476615.649543 nChanged 21 SP:Iteration 28Q (248.773571 sec): 3 clusters Score: Raw -479461.873089 + Penalty 2839.045685 = -476622.827404 nChanged 17 SP:Iteration 29Q (248.794911 sec): 3 clusters Score: Raw -479468.096258 + Penalty 2839.045685 = -476629.050573 nChanged 13 SP:Iteration 30Q (248.816001 sec): 3 clusters Score: Raw -479471.937024 + Penalty 2839.045685 = -476632.891339 nChanged 14 SP:Iteration 31Q (248.837342 sec): 3 clusters Score: Raw -479474.826760 + Penalty 2839.045685 = -476635.781075 nChanged 7 SP:Iteration 32Q (248.858660 sec): 3 clusters Score: Raw -479476.059579 + Penalty 2839.045685 = -476637.013893 nChanged 6 SP:Iteration 33Q (248.879900 sec): 3 clusters Score: Raw -479477.891495 + Penalty 2839.045685 = -476638.845809 nChanged 7 SP:Iteration 34Q (248.901189 sec): 3 clusters Score: Raw -479479.646908 + Penalty 2839.045685 = -476640.601223 nChanged 6 SP:Iteration 35Q (248.922622 sec): 3 clusters Score: Raw -479481.884034 + Penalty 2839.045685 = -476642.838349 nChanged 4 SP:Iteration 36Q (248.943832 sec): 3 clusters Score: Raw -479482.852120 + Penalty 2839.045685 = -476643.806435 nChanged 4 SP:Iteration 37Q (248.964975 sec): 3 clusters Score: Raw -479483.945017 + Penalty 2839.045685 = -476644.899331 nChanged 1 SP:Iteration 38Q (248.986283 sec): 3 clusters Score: Raw -479484.086616 + Penalty 2839.045685 = -476645.040930 nChanged 0 SP:Iteration 39F (249.008441 sec): 3 clusters Score: Raw -479484.086616 + Penalty 2839.045685 = -476645.040930 nChanged 0 Trying to split cluster 24 (13034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (249.034908 sec): 2 clusters Score: Raw -1089174.635101 + Penalty 1539.738949 = -1087634.896153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (249.069229 sec): 3 clusters Score: Raw -1081662.095688 + Penalty 3079.477897 = -1078582.617791 nChanged 5741 SP:Iteration 1F (249.102207 sec): 3 clusters Score: Raw -1084751.356829 + Penalty 3079.477897 = -1081671.878932 nChanged 695 SP:Iteration 2F (249.135347 sec): 3 clusters Score: Raw -1085029.133453 + Penalty 3079.477897 = -1081949.655555 nChanged 624 SP:Iteration 3Q (249.168804 sec): 3 clusters Score: Raw -1085286.048486 + Penalty 3079.477897 = -1082206.570589 nChanged 576 SP:Iteration 4Q (249.202093 sec): 3 clusters Score: Raw -1085558.679981 + Penalty 3079.477897 = -1082479.202084 nChanged 604 SP:Iteration 5Q (249.235599 sec): 3 clusters Score: Raw -1085891.961457 + Penalty 3079.477897 = -1082812.483560 nChanged 673 SP:Iteration 6F (249.268851 sec): 3 clusters Score: Raw -1086329.802752 + Penalty 3079.477897 = -1083250.324854 nChanged 741 SP:Iteration 7F (249.301896 sec): 3 clusters Score: Raw -1086892.798418 + Penalty 3079.477897 = -1083813.320521 nChanged 793 SP:Iteration 8F (249.334787 sec): 3 clusters Score: Raw -1087518.175363 + Penalty 3079.477897 = -1084438.697466 nChanged 720 SP:Iteration 9F (249.367979 sec): 3 clusters Score: Raw -1088058.525549 + Penalty 3079.477897 = -1084979.047652 nChanged 576 SP:Iteration 10Q (249.400588 sec): 3 clusters Score: Raw -1088419.995144 + Penalty 3079.477897 = -1085340.517247 nChanged 425 SP:Iteration 11Q (249.432868 sec): 3 clusters Score: Raw -1088610.989132 + Penalty 3079.477897 = -1085531.511235 nChanged 281 SP:Iteration 12Q (249.465260 sec): 3 clusters Score: Raw -1088722.120188 + Penalty 3079.477897 = -1085642.642291 nChanged 214 SP:Iteration 13Q (249.497334 sec): 3 clusters Score: Raw -1088794.677855 + Penalty 3079.477897 = -1085715.199958 nChanged 176 SP:Iteration 14Q (249.529316 sec): 3 clusters Score: Raw -1088850.706399 + Penalty 3079.477897 = -1085771.228501 nChanged 153 SP:Iteration 15Q (249.561025 sec): 3 clusters Score: Raw -1088895.351465 + Penalty 3079.477897 = -1085815.873567 nChanged 128 SP:Iteration 16Q (249.592772 sec): 3 clusters Score: Raw -1088930.138737 + Penalty 3079.477897 = -1085850.660840 nChanged 119 SP:Iteration 17Q (249.624503 sec): 3 clusters Score: Raw -1088954.948467 + Penalty 3079.477897 = -1085875.470569 nChanged 89 SP:Iteration 18Q (249.656199 sec): 3 clusters Score: Raw -1088974.259018 + Penalty 3079.477897 = -1085894.781121 nChanged 76 SP:Iteration 19Q (249.687840 sec): 3 clusters Score: Raw -1088990.603021 + Penalty 3079.477897 = -1085911.125124 nChanged 67 SP:Iteration 20F (249.721088 sec): 3 clusters Score: Raw -1089003.276642 + Penalty 3079.477897 = -1085923.798745 nChanged 81 SP:Iteration 21Q (249.752578 sec): 3 clusters Score: Raw -1089017.668692 + Penalty 3079.477897 = -1085938.190794 nChanged 63 SP:Iteration 22Q (249.784101 sec): 3 clusters Score: Raw -1089030.045407 + Penalty 3079.477897 = -1085950.567509 nChanged 65 SP:Iteration 23Q (249.815663 sec): 3 clusters Score: Raw -1089040.951840 + Penalty 3079.477897 = -1085961.473942 nChanged 58 SP:Iteration 24Q (249.847289 sec): 3 clusters Score: Raw -1089050.213321 + Penalty 3079.477897 = -1085970.735424 nChanged 49 SP:Iteration 25Q (249.878754 sec): 3 clusters Score: Raw -1089058.258982 + Penalty 3079.477897 = -1085978.781085 nChanged 42 SP:Iteration 26Q (249.910077 sec): 3 clusters Score: Raw -1089064.375139 + Penalty 3079.477897 = -1085984.897241 nChanged 41 SP:Iteration 27Q (249.941421 sec): 3 clusters Score: Raw -1089070.251770 + Penalty 3079.477897 = -1085990.773873 nChanged 41 SP:Iteration 28Q (249.972732 sec): 3 clusters Score: Raw -1089076.930017 + Penalty 3079.477897 = -1085997.452120 nChanged 41 SP:Iteration 29Q (250.004089 sec): 3 clusters Score: Raw -1089084.079410 + Penalty 3079.477897 = -1086004.601513 nChanged 45 SP:Iteration 30Q (250.035324 sec): 3 clusters Score: Raw -1089089.204653 + Penalty 3079.477897 = -1086009.726755 nChanged 25 SP:Iteration 31Q (250.066642 sec): 3 clusters Score: Raw -1089092.519749 + Penalty 3079.477897 = -1086013.041851 nChanged 24 SP:Iteration 32Q (250.098057 sec): 3 clusters Score: Raw -1089094.729670 + Penalty 3079.477897 = -1086015.251773 nChanged 16 SP:Iteration 33Q (250.129509 sec): 3 clusters Score: Raw -1089095.925651 + Penalty 3079.477897 = -1086016.447754 nChanged 9 SP:Iteration 34Q (250.160709 sec): 3 clusters Score: Raw -1089096.457328 + Penalty 3079.477897 = -1086016.979430 nChanged 4 SP:Iteration 35Q (250.192110 sec): 3 clusters Score: Raw -1089096.734780 + Penalty 3079.477897 = -1086017.256883 nChanged 5 SP:Iteration 36Q (250.223359 sec): 3 clusters Score: Raw -1089097.084092 + Penalty 3079.477897 = -1086017.606195 nChanged 4 SP:Iteration 37Q (250.254737 sec): 3 clusters Score: Raw -1089097.377930 + Penalty 3079.477897 = -1086017.900033 nChanged 3 SP:Iteration 38Q (250.286106 sec): 3 clusters Score: Raw -1089097.812589 + Penalty 3079.477897 = -1086018.334692 nChanged 3 SP:Iteration 39Q (250.317364 sec): 3 clusters Score: Raw -1089097.990076 + Penalty 3079.477897 = -1086018.512179 nChanged 1 SP:Iteration 40F (250.350256 sec): 3 clusters Score: Raw -1089098.033610 + Penalty 3079.477897 = -1086018.555713 nChanged 0 Trying to split cluster 25 (14917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (250.377620 sec): 2 clusters Score: Raw -1244459.696611 + Penalty 1561.666727 = -1242898.029884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (250.413079 sec): 3 clusters Score: Raw -1235646.601929 + Penalty 3123.333454 = -1232523.268475 nChanged 6653 SP:Iteration 1F (250.447339 sec): 3 clusters Score: Raw -1239247.694229 + Penalty 3123.333454 = -1236124.360775 nChanged 852 SP:Iteration 2F (250.481336 sec): 3 clusters Score: Raw -1239581.092323 + Penalty 3123.333454 = -1236457.758869 nChanged 747 SP:Iteration 3F (250.515295 sec): 3 clusters Score: Raw -1239877.530634 + Penalty 3123.333454 = -1236754.197180 nChanged 697 SP:Iteration 4Q (250.549990 sec): 3 clusters Score: Raw -1240156.738840 + Penalty 3123.333454 = -1237033.405386 nChanged 652 SP:Iteration 5Q (250.584575 sec): 3 clusters Score: Raw -1240431.573000 + Penalty 3123.333454 = -1237308.239546 nChanged 639 SP:Iteration 6Q (250.619040 sec): 3 clusters Score: Raw -1240721.717100 + Penalty 3123.333454 = -1237598.383646 nChanged 632 SP:Iteration 7Q (250.653686 sec): 3 clusters Score: Raw -1241011.403866 + Penalty 3123.333454 = -1237888.070412 nChanged 607 SP:Iteration 8Q (250.688239 sec): 3 clusters Score: Raw -1241294.752505 + Penalty 3123.333454 = -1238171.419052 nChanged 608 SP:Iteration 9Q (250.722753 sec): 3 clusters Score: Raw -1241611.979418 + Penalty 3123.333454 = -1238488.645964 nChanged 623 SP:Iteration 10Q (250.756987 sec): 3 clusters Score: Raw -1241969.179172 + Penalty 3123.333454 = -1238845.845718 nChanged 596 SP:Iteration 11Q (250.791156 sec): 3 clusters Score: Raw -1242345.471589 + Penalty 3123.333454 = -1239222.138135 nChanged 592 SP:Iteration 12Q (250.825333 sec): 3 clusters Score: Raw -1242723.770003 + Penalty 3123.333454 = -1239600.436549 nChanged 535 SP:Iteration 13Q (250.859071 sec): 3 clusters Score: Raw -1243063.447087 + Penalty 3123.333454 = -1239940.113633 nChanged 449 SP:Iteration 14Q (250.892585 sec): 3 clusters Score: Raw -1243300.737487 + Penalty 3123.333454 = -1240177.404033 nChanged 383 SP:Iteration 15Q (250.925592 sec): 3 clusters Score: Raw -1243496.929593 + Penalty 3123.333454 = -1240373.596139 nChanged 332 SP:Iteration 16Q (250.958122 sec): 3 clusters Score: Raw -1243670.225419 + Penalty 3123.333454 = -1240546.891965 nChanged 305 SP:Iteration 17Q (250.990415 sec): 3 clusters Score: Raw -1243827.107774 + Penalty 3123.333454 = -1240703.774320 nChanged 262 SP:Iteration 18Q (251.022428 sec): 3 clusters Score: Raw -1243956.147451 + Penalty 3123.333454 = -1240832.813997 nChanged 236 SP:Iteration 19Q (251.076732 sec): 3 clusters Score: Raw -1244072.914185 + Penalty 3123.333454 = -1240949.580731 nChanged 205 SP:Iteration 20F (251.110797 sec): 3 clusters Score: Raw -1244182.525597 + Penalty 3123.333454 = -1241059.192143 nChanged 179 SP:Iteration 21Q (251.141995 sec): 3 clusters Score: Raw -1244280.446993 + Penalty 3123.333454 = -1241157.113539 nChanged 162 SP:Iteration 22Q (251.172810 sec): 3 clusters Score: Raw -1244373.914112 + Penalty 3123.333454 = -1241250.580658 nChanged 146 SP:Iteration 23Q (251.203890 sec): 3 clusters Score: Raw -1244462.712524 + Penalty 3123.333454 = -1241339.379070 nChanged 112 SP:Iteration 24Q (251.234502 sec): 3 clusters Score: Raw -1244520.990354 + Penalty 3123.333454 = -1241397.656900 nChanged 101 SP:Iteration 25Q (251.264909 sec): 3 clusters Score: Raw -1244568.452134 + Penalty 3123.333454 = -1241445.118680 nChanged 83 SP:Iteration 26Q (251.295255 sec): 3 clusters Score: Raw -1244606.102571 + Penalty 3123.333454 = -1241482.769117 nChanged 57 SP:Iteration 27Q (251.325433 sec): 3 clusters Score: Raw -1244636.317785 + Penalty 3123.333454 = -1241512.984331 nChanged 51 SP:Iteration 28Q (251.355734 sec): 3 clusters Score: Raw -1244663.430333 + Penalty 3123.333454 = -1241540.096879 nChanged 55 SP:Iteration 29Q (251.385743 sec): 3 clusters Score: Raw -1244694.553535 + Penalty 3123.333454 = -1241571.220081 nChanged 39 SP:Iteration 30Q (251.415682 sec): 3 clusters Score: Raw -1244718.513142 + Penalty 3123.333454 = -1241595.179688 nChanged 40 SP:Iteration 31Q (251.445503 sec): 3 clusters Score: Raw -1244741.069380 + Penalty 3123.333454 = -1241617.735926 nChanged 27 SP:Iteration 32Q (251.475303 sec): 3 clusters Score: Raw -1244756.230112 + Penalty 3123.333454 = -1241632.896658 nChanged 25 SP:Iteration 33Q (251.505070 sec): 3 clusters Score: Raw -1244769.982378 + Penalty 3123.333454 = -1241646.648924 nChanged 16 SP:Iteration 34Q (251.534776 sec): 3 clusters Score: Raw -1244776.200639 + Penalty 3123.333454 = -1241652.867185 nChanged 5 SP:Iteration 35Q (251.564409 sec): 3 clusters Score: Raw -1244778.225128 + Penalty 3123.333454 = -1241654.891674 nChanged 7 SP:Iteration 36Q (251.594137 sec): 3 clusters Score: Raw -1244781.261363 + Penalty 3123.333454 = -1241657.927909 nChanged 8 SP:Iteration 37Q (251.623911 sec): 3 clusters Score: Raw -1244785.007664 + Penalty 3123.333454 = -1241661.674210 nChanged 6 SP:Iteration 38Q (251.653547 sec): 3 clusters Score: Raw -1244787.227265 + Penalty 3123.333454 = -1241663.893811 nChanged 5 SP:Iteration 39Q (251.683312 sec): 3 clusters Score: Raw -1244789.041275 + Penalty 3123.333454 = -1241665.707821 nChanged 4 SP:Iteration 40F (251.717256 sec): 3 clusters Score: Raw -1244790.058720 + Penalty 3123.333454 = -1241666.725266 nChanged 6 SP:Iteration 41Q (251.747226 sec): 3 clusters Score: Raw -1244792.534873 + Penalty 3123.333454 = -1241669.201419 nChanged 4 SP:Iteration 42Q (251.777061 sec): 3 clusters Score: Raw -1244794.300702 + Penalty 3123.333454 = -1241670.967248 nChanged 2 SP:Iteration 43Q (251.840056 sec): 3 clusters Score: Raw -1244795.279386 + Penalty 3123.333454 = -1241671.945933 nChanged 2 SP:Iteration 44Q (251.869385 sec): 3 clusters Score: Raw -1244796.398977 + Penalty 3123.333454 = -1241673.065523 nChanged 4 SP:Iteration 45Q (251.899173 sec): 3 clusters Score: Raw -1244797.815436 + Penalty 3123.333454 = -1241674.481982 nChanged 4 SP:Iteration 46Q (251.928890 sec): 3 clusters Score: Raw -1244798.416582 + Penalty 3123.333454 = -1241675.083128 nChanged 0 SP:Iteration 47F (251.962770 sec): 3 clusters Score: Raw -1244798.416582 + Penalty 3123.333454 = -1241675.083128 nChanged 0 Trying to split cluster 26 (23659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.000094 sec): 2 clusters Score: Raw -1994371.452022 + Penalty 1636.618567 = -1992734.833456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.048772 sec): 3 clusters Score: Raw -1979944.001291 + Penalty 3273.237133 = -1976670.764158 nChanged 10844 SP:Iteration 1F (252.095077 sec): 3 clusters Score: Raw -1986569.533887 + Penalty 3273.237133 = -1983296.296754 nChanged 1744 SP:Iteration 2F (252.141139 sec): 3 clusters Score: Raw -1987798.554416 + Penalty 3273.237133 = -1984525.317283 nChanged 2028 SP:Iteration 3F (252.187307 sec): 3 clusters Score: Raw -1989373.846296 + Penalty 3273.237133 = -1986100.609163 nChanged 1872 SP:Iteration 4F (252.233562 sec): 3 clusters Score: Raw -1990871.228048 + Penalty 3273.237133 = -1987597.990914 nChanged 1520 SP:Iteration 5F (252.280061 sec): 3 clusters Score: Raw -1992008.271201 + Penalty 3273.237133 = -1988735.034068 nChanged 1111 SP:Iteration 6Q (252.327565 sec): 3 clusters Score: Raw -1992723.085089 + Penalty 3273.237133 = -1989449.847956 nChanged 787 SP:Iteration 7Q (252.374224 sec): 3 clusters Score: Raw -1993210.700724 + Penalty 3273.237133 = -1989937.463591 nChanged 567 SP:Iteration 8Q (252.420631 sec): 3 clusters Score: Raw -1993569.525577 + Penalty 3273.237133 = -1990296.288443 nChanged 442 SP:Iteration 9Q (252.466525 sec): 3 clusters Score: Raw -1993862.681363 + Penalty 3273.237133 = -1990589.444230 nChanged 298 SP:Iteration 10Q (252.511022 sec): 3 clusters Score: Raw -1994085.283894 + Penalty 3273.237133 = -1990812.046761 nChanged 239 SP:Iteration 11Q (252.554446 sec): 3 clusters Score: Raw -1994272.940188 + Penalty 3273.237133 = -1990999.703054 nChanged 198 SP:Iteration 12Q (252.596717 sec): 3 clusters Score: Raw -1994433.842017 + Penalty 3273.237133 = -1991160.604883 nChanged 187 SP:Iteration 13Q (252.638389 sec): 3 clusters Score: Raw -1994580.674144 + Penalty 3273.237133 = -1991307.437011 nChanged 144 SP:Iteration 14Q (252.679156 sec): 3 clusters Score: Raw -1994678.480862 + Penalty 3273.237133 = -1991405.243729 nChanged 106 SP:Iteration 15Q (252.719578 sec): 3 clusters Score: Raw -1994754.982871 + Penalty 3273.237133 = -1991481.745738 nChanged 103 SP:Iteration 16Q (252.759683 sec): 3 clusters Score: Raw -1994810.745827 + Penalty 3273.237133 = -1991537.508694 nChanged 79 SP:Iteration 17Q (252.799485 sec): 3 clusters Score: Raw -1994848.046936 + Penalty 3273.237133 = -1991574.809803 nChanged 56 SP:Iteration 18Q (252.839260 sec): 3 clusters Score: Raw -1994871.818270 + Penalty 3273.237133 = -1991598.581137 nChanged 46 SP:Iteration 19Q (252.878771 sec): 3 clusters Score: Raw -1994890.178904 + Penalty 3273.237133 = -1991616.941771 nChanged 42 SP:Iteration 20F (252.925031 sec): 3 clusters Score: Raw -1994906.764125 + Penalty 3273.237133 = -1991633.526992 nChanged 45 SP:Iteration 21Q (252.964612 sec): 3 clusters Score: Raw -1994921.203197 + Penalty 3273.237133 = -1991647.966064 nChanged 35 SP:Iteration 22Q (253.003867 sec): 3 clusters Score: Raw -1994933.542111 + Penalty 3273.237133 = -1991660.304978 nChanged 26 SP:Iteration 23Q (253.043367 sec): 3 clusters Score: Raw -1994941.307788 + Penalty 3273.237133 = -1991668.070655 nChanged 22 SP:Iteration 24Q (253.082884 sec): 3 clusters Score: Raw -1994948.643048 + Penalty 3273.237133 = -1991675.405915 nChanged 25 SP:Iteration 25Q (253.122262 sec): 3 clusters Score: Raw -1994955.709320 + Penalty 3273.237133 = -1991682.472187 nChanged 21 SP:Iteration 26Q (253.161416 sec): 3 clusters Score: Raw -1994962.206276 + Penalty 3273.237133 = -1991688.969143 nChanged 23 SP:Iteration 27Q (253.200558 sec): 3 clusters Score: Raw -1994969.557749 + Penalty 3273.237133 = -1991696.320616 nChanged 23 SP:Iteration 28Q (253.239955 sec): 3 clusters Score: Raw -1994976.726841 + Penalty 3273.237133 = -1991703.489708 nChanged 19 SP:Iteration 29Q (253.279190 sec): 3 clusters Score: Raw -1994982.325448 + Penalty 3273.237133 = -1991709.088315 nChanged 16 SP:Iteration 30Q (253.318633 sec): 3 clusters Score: Raw -1994986.756231 + Penalty 3273.237133 = -1991713.519098 nChanged 10 SP:Iteration 31Q (253.357734 sec): 3 clusters Score: Raw -1994988.708529 + Penalty 3273.237133 = -1991715.471396 nChanged 10 SP:Iteration 32Q (253.396754 sec): 3 clusters Score: Raw -1994992.812927 + Penalty 3273.237133 = -1991719.575793 nChanged 14 SP:Iteration 33Q (253.436093 sec): 3 clusters Score: Raw -1994997.453490 + Penalty 3273.237133 = -1991724.216356 nChanged 9 SP:Iteration 34Q (253.475277 sec): 3 clusters Score: Raw -1994999.897167 + Penalty 3273.237133 = -1991726.660034 nChanged 5 SP:Iteration 35Q (253.514412 sec): 3 clusters Score: Raw -1995000.762227 + Penalty 3273.237133 = -1991727.525094 nChanged 7 SP:Iteration 36Q (253.553645 sec): 3 clusters Score: Raw -1995002.539465 + Penalty 3273.237133 = -1991729.302332 nChanged 6 SP:Iteration 37Q (253.592677 sec): 3 clusters Score: Raw -1995004.091649 + Penalty 3273.237133 = -1991730.854515 nChanged 4 SP:Iteration 38Q (253.631854 sec): 3 clusters Score: Raw -1995004.952682 + Penalty 3273.237133 = -1991731.715549 nChanged 2 SP:Iteration 39Q (253.671055 sec): 3 clusters Score: Raw -1995005.385910 + Penalty 3273.237133 = -1991732.148777 nChanged 2 SP:Iteration 40F (253.717357 sec): 3 clusters Score: Raw -1995005.864810 + Penalty 3273.237133 = -1991732.627677 nChanged 1 SP:Iteration 41Q (253.756659 sec): 3 clusters Score: Raw -1995006.414104 + Penalty 3273.237133 = -1991733.176971 nChanged 0 SP:Iteration 42F (253.802922 sec): 3 clusters Score: Raw -1995006.414104 + Penalty 3273.237133 = -1991733.176971 nChanged 0 Trying to split cluster 27 (53523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.874247 sec): 2 clusters Score: Raw -4481107.609707 + Penalty 1769.278346 = -4479338.331360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.969488 sec): 3 clusters Score: Raw -4447181.559439 + Penalty 3538.556693 = -4443643.002746 nChanged 25030 SP:Iteration 1F (254.059029 sec): 3 clusters Score: Raw -4461548.480488 + Penalty 3538.556693 = -4458009.923795 nChanged 2260 SP:Iteration 2Q (254.153842 sec): 3 clusters Score: Raw -4462328.910234 + Penalty 3538.556693 = -4458790.353541 nChanged 2486 SP:Iteration 3Q (254.248396 sec): 3 clusters Score: Raw -4463341.627976 + Penalty 3538.556693 = -4459803.071283 nChanged 2788 SP:Iteration 4F (254.337873 sec): 3 clusters Score: Raw -4464775.430283 + Penalty 3538.556693 = -4461236.873590 nChanged 3203 SP:Iteration 5F (254.427311 sec): 3 clusters Score: Raw -4466647.737876 + Penalty 3538.556693 = -4463109.181183 nChanged 3343 SP:Iteration 6F (254.516770 sec): 3 clusters Score: Raw -4468805.943242 + Penalty 3538.556693 = -4465267.386550 nChanged 3217 SP:Iteration 7F (254.606510 sec): 3 clusters Score: Raw -4470945.783159 + Penalty 3538.556693 = -4467407.226466 nChanged 2775 SP:Iteration 8F (254.695940 sec): 3 clusters Score: Raw -4472754.319523 + Penalty 3538.556693 = -4469215.762830 nChanged 2422 SP:Iteration 9Q (254.788751 sec): 3 clusters Score: Raw -4474146.533779 + Penalty 3538.556693 = -4470607.977086 nChanged 1953 SP:Iteration 10Q (254.880126 sec): 3 clusters Score: Raw -4475110.644811 + Penalty 3538.556693 = -4471572.088118 nChanged 1494 SP:Iteration 11Q (254.970174 sec): 3 clusters Score: Raw -4475703.234664 + Penalty 3538.556693 = -4472164.677971 nChanged 1062 SP:Iteration 12Q (255.059162 sec): 3 clusters Score: Raw -4476069.888904 + Penalty 3538.556693 = -4472531.332211 nChanged 863 SP:Iteration 13Q (255.147500 sec): 3 clusters Score: Raw -4476332.453472 + Penalty 3538.556693 = -4472793.896779 nChanged 803 SP:Iteration 14Q (255.235257 sec): 3 clusters Score: Raw -4476585.915763 + Penalty 3538.556693 = -4473047.359071 nChanged 834 SP:Iteration 15Q (255.322401 sec): 3 clusters Score: Raw -4476870.908565 + Penalty 3538.556693 = -4473332.351872 nChanged 846 SP:Iteration 16Q (255.408861 sec): 3 clusters Score: Raw -4477164.698111 + Penalty 3538.556693 = -4473626.141418 nChanged 888 SP:Iteration 17Q (255.494851 sec): 3 clusters Score: Raw -4477480.722398 + Penalty 3538.556693 = -4473942.165706 nChanged 872 SP:Iteration 18Q (255.580321 sec): 3 clusters Score: Raw -4477812.863125 + Penalty 3538.556693 = -4474274.306432 nChanged 902 SP:Iteration 19Q (255.665266 sec): 3 clusters Score: Raw -4478161.239571 + Penalty 3538.556693 = -4474622.682879 nChanged 913 SP:Iteration 20F (255.767515 sec): 3 clusters Score: Raw -4478528.403175 + Penalty 3538.556693 = -4474989.846482 nChanged 890 SP:Iteration 21Q (255.851557 sec): 3 clusters Score: Raw -4478917.685467 + Penalty 3538.556693 = -4475379.128774 nChanged 898 SP:Iteration 22Q (255.934950 sec): 3 clusters Score: Raw -4479341.718211 + Penalty 3538.556693 = -4475803.161518 nChanged 874 SP:Iteration 23Q (256.017444 sec): 3 clusters Score: Raw -4479776.019427 + Penalty 3538.556693 = -4476237.462734 nChanged 787 SP:Iteration 24Q (256.099441 sec): 3 clusters Score: Raw -4480154.711345 + Penalty 3538.556693 = -4476616.154652 nChanged 730 SP:Iteration 25Q (256.180734 sec): 3 clusters Score: Raw -4480488.168581 + Penalty 3538.556693 = -4476949.611888 nChanged 615 SP:Iteration 26Q (256.261367 sec): 3 clusters Score: Raw -4480768.190142 + Penalty 3538.556693 = -4477229.633449 nChanged 552 SP:Iteration 27Q (256.341253 sec): 3 clusters Score: Raw -4481016.923648 + Penalty 3538.556693 = -4477478.366956 nChanged 471 SP:Iteration 28Q (256.420523 sec): 3 clusters Score: Raw -4481202.535180 + Penalty 3538.556693 = -4477663.978488 nChanged 385 SP:Iteration 29Q (256.499225 sec): 3 clusters Score: Raw -4481351.126064 + Penalty 3538.556693 = -4477812.569371 nChanged 344 SP:Iteration 30Q (256.577528 sec): 3 clusters Score: Raw -4481478.362847 + Penalty 3538.556693 = -4477939.806154 nChanged 312 SP:Iteration 31Q (256.655337 sec): 3 clusters Score: Raw -4481591.003655 + Penalty 3538.556693 = -4478052.446962 nChanged 254 SP:Iteration 32Q (256.732621 sec): 3 clusters Score: Raw -4481679.023738 + Penalty 3538.556693 = -4478140.467045 nChanged 216 SP:Iteration 33Q (256.809704 sec): 3 clusters Score: Raw -4481757.983860 + Penalty 3538.556693 = -4478219.427167 nChanged 199 SP:Iteration 34Q (256.886422 sec): 3 clusters Score: Raw -4481820.828783 + Penalty 3538.556693 = -4478282.272091 nChanged 162 SP:Iteration 35Q (256.962839 sec): 3 clusters Score: Raw -4481871.623906 + Penalty 3538.556693 = -4478333.067214 nChanged 134 SP:Iteration 36Q (257.039294 sec): 3 clusters Score: Raw -4481911.880099 + Penalty 3538.556693 = -4478373.323407 nChanged 132 SP:Iteration 37Q (257.115305 sec): 3 clusters Score: Raw -4481952.526015 + Penalty 3538.556693 = -4478413.969322 nChanged 105 SP:Iteration 38Q (257.191244 sec): 3 clusters Score: Raw -4481984.768769 + Penalty 3538.556693 = -4478446.212077 nChanged 84 SP:Iteration 39Q (257.270328 sec): 3 clusters Score: Raw -4482005.054119 + Penalty 3538.556693 = -4478466.497426 nChanged 68 SP:Iteration 40F (257.359323 sec): 3 clusters Score: Raw -4482019.187778 + Penalty 3538.556693 = -4478480.631086 nChanged 58 SP:Iteration 41Q (257.434728 sec): 3 clusters Score: Raw -4482033.094598 + Penalty 3538.556693 = -4478494.537905 nChanged 53 SP:Iteration 42Q (257.510119 sec): 3 clusters Score: Raw -4482043.657763 + Penalty 3538.556693 = -4478505.101070 nChanged 36 SP:Iteration 43Q (257.585477 sec): 3 clusters Score: Raw -4482049.688891 + Penalty 3538.556693 = -4478511.132199 nChanged 27 SP:Iteration 44Q (257.660643 sec): 3 clusters Score: Raw -4482054.452951 + Penalty 3538.556693 = -4478515.896258 nChanged 20 SP:Iteration 45Q (257.735630 sec): 3 clusters Score: Raw -4482058.208549 + Penalty 3538.556693 = -4478519.651856 nChanged 22 SP:Iteration 46Q (257.810201 sec): 3 clusters Score: Raw -4482062.222126 + Penalty 3538.556693 = -4478523.665433 nChanged 15 SP:Iteration 47Q (257.885592 sec): 3 clusters Score: Raw -4482065.202618 + Penalty 3538.556693 = -4478526.645926 nChanged 8 SP:Iteration 48Q (257.960550 sec): 3 clusters Score: Raw -4482066.422582 + Penalty 3538.556693 = -4478527.865889 nChanged 10 SP:Iteration 49Q (258.035496 sec): 3 clusters Score: Raw -4482067.790223 + Penalty 3538.556693 = -4478529.233530 nChanged 7 SP:Iteration 50Q (258.110483 sec): 3 clusters Score: Raw -4482068.356951 + Penalty 3538.556693 = -4478529.800259 nChanged 1 SP:Iteration 51Q (258.185439 sec): 3 clusters Score: Raw -4482068.402883 + Penalty 3538.556693 = -4478529.846190 nChanged 2 SP:Iteration 52Q (258.260820 sec): 3 clusters Score: Raw -4482068.531724 + Penalty 3538.556693 = -4478529.975031 nChanged 1 SP:Iteration 53Q (258.335963 sec): 3 clusters Score: Raw -4482068.608841 + Penalty 3538.556693 = -4478530.052149 nChanged 1 SP:Iteration 54Q (258.410879 sec): 3 clusters Score: Raw -4482068.711445 + Penalty 3538.556693 = -4478530.154752 nChanged 1 SP:Iteration 55Q (258.485803 sec): 3 clusters Score: Raw -4482068.803433 + Penalty 3538.556693 = -4478530.246740 nChanged 0 SP:Iteration 56F (258.574799 sec): 3 clusters Score: Raw -4482068.803433 + Penalty 3538.556693 = -4478530.246740 nChanged 0 Trying to split cluster 28 (2181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (258.581114 sec): 2 clusters Score: Raw -178835.335742 + Penalty 1249.225050 = -177586.110693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (258.592727 sec): 3 clusters Score: Raw -177897.333892 + Penalty 2498.450099 = -175398.883793 nChanged 730 SP:Iteration 1F (258.603632 sec): 3 clusters Score: Raw -178342.702144 + Penalty 2498.450099 = -175844.252045 nChanged 159 SP:Iteration 2F (258.614442 sec): 3 clusters Score: Raw -178449.069262 + Penalty 2498.450099 = -175950.619163 nChanged 89 SP:Iteration 3Q (258.625256 sec): 3 clusters Score: Raw -178500.608499 + Penalty 2498.450099 = -176002.158400 nChanged 55 SP:Iteration 4Q (258.636167 sec): 3 clusters Score: Raw -178531.770162 + Penalty 2498.450099 = -176033.320063 nChanged 49 SP:Iteration 5Q (258.647053 sec): 3 clusters Score: Raw -178560.740829 + Penalty 2498.450099 = -176062.290730 nChanged 37 SP:Iteration 6Q (258.657960 sec): 3 clusters Score: Raw -178581.484827 + Penalty 2498.450099 = -176083.034728 nChanged 29 SP:Iteration 7Q (258.668859 sec): 3 clusters Score: Raw -178595.677192 + Penalty 2498.450099 = -176097.227093 nChanged 23 SP:Iteration 8Q (258.679658 sec): 3 clusters Score: Raw -178604.621692 + Penalty 2498.450099 = -176106.171593 nChanged 22 SP:Iteration 9Q (258.690537 sec): 3 clusters Score: Raw -178614.110777 + Penalty 2498.450099 = -176115.660678 nChanged 18 SP:Iteration 10Q (258.701444 sec): 3 clusters Score: Raw -178621.905876 + Penalty 2498.450099 = -176123.455777 nChanged 9 SP:Iteration 11Q (258.712322 sec): 3 clusters Score: Raw -178626.910710 + Penalty 2498.450099 = -176128.460611 nChanged 17 SP:Iteration 12Q (258.723147 sec): 3 clusters Score: Raw -178634.340302 + Penalty 2498.450099 = -176135.890203 nChanged 23 SP:Iteration 13Q (258.734010 sec): 3 clusters Score: Raw -178642.315460 + Penalty 2498.450099 = -176143.865361 nChanged 20 SP:Iteration 14Q (258.744863 sec): 3 clusters Score: Raw -178649.352081 + Penalty 2498.450099 = -176150.901982 nChanged 11 SP:Iteration 15Q (258.755698 sec): 3 clusters Score: Raw -178653.831032 + Penalty 2498.450099 = -176155.380933 nChanged 6 SP:Iteration 16Q (258.788319 sec): 3 clusters Score: Raw -178656.286473 + Penalty 2498.450099 = -176157.836374 nChanged 8 SP:Iteration 17Q (258.799121 sec): 3 clusters Score: Raw -178662.062827 + Penalty 2498.450099 = -176163.612728 nChanged 10 SP:Iteration 18Q (258.809856 sec): 3 clusters Score: Raw -178665.908602 + Penalty 2498.450099 = -176167.458503 nChanged 17 SP:Iteration 19Q (258.820725 sec): 3 clusters Score: Raw -178672.824904 + Penalty 2498.450099 = -176174.374805 nChanged 12 SP:Iteration 20F (258.831632 sec): 3 clusters Score: Raw -178677.562711 + Penalty 2498.450099 = -176179.112612 nChanged 13 SP:Iteration 21Q (258.842494 sec): 3 clusters Score: Raw -178684.219664 + Penalty 2498.450099 = -176185.769565 nChanged 12 SP:Iteration 22Q (258.853222 sec): 3 clusters Score: Raw -178689.647417 + Penalty 2498.450099 = -176191.197318 nChanged 10 SP:Iteration 23Q (258.864165 sec): 3 clusters Score: Raw -178692.976887 + Penalty 2498.450099 = -176194.526788 nChanged 11 SP:Iteration 24Q (258.875024 sec): 3 clusters Score: Raw -178696.749803 + Penalty 2498.450099 = -176198.299704 nChanged 12 SP:Iteration 25Q (258.885903 sec): 3 clusters Score: Raw -178700.069103 + Penalty 2498.450099 = -176201.619004 nChanged 7 SP:Iteration 26Q (258.896817 sec): 3 clusters Score: Raw -178703.115924 + Penalty 2498.450099 = -176204.665825 nChanged 11 SP:Iteration 27Q (258.907660 sec): 3 clusters Score: Raw -178707.972381 + Penalty 2498.450099 = -176209.522282 nChanged 11 SP:Iteration 28Q (258.918497 sec): 3 clusters Score: Raw -178711.503900 + Penalty 2498.450099 = -176213.053801 nChanged 11 SP:Iteration 29Q (258.929351 sec): 3 clusters Score: Raw -178714.213838 + Penalty 2498.450099 = -176215.763739 nChanged 16 SP:Iteration 30Q (258.940061 sec): 3 clusters Score: Raw -178721.278965 + Penalty 2498.450099 = -176222.828866 nChanged 21 SP:Iteration 31Q (258.950849 sec): 3 clusters Score: Raw -178734.475707 + Penalty 2498.450099 = -176236.025608 nChanged 30 SP:Iteration 32Q (258.961606 sec): 3 clusters Score: Raw -178749.973386 + Penalty 2498.450099 = -176251.523287 nChanged 29 SP:Iteration 33Q (258.972305 sec): 3 clusters Score: Raw -178764.311689 + Penalty 2498.450099 = -176265.861590 nChanged 25 SP:Iteration 34Q (258.982988 sec): 3 clusters Score: Raw -178779.046774 + Penalty 2498.450099 = -176280.596675 nChanged 32 SP:Iteration 35Q (258.993717 sec): 3 clusters Score: Raw -178803.275184 + Penalty 2498.450099 = -176304.825085 nChanged 33 SP:Iteration 36Q (259.004520 sec): 3 clusters Score: Raw -178824.990136 + Penalty 2498.450099 = -176326.540037 nChanged 28 SP:Iteration 37Q (259.015181 sec): 3 clusters Score: Raw -178845.575710 + Penalty 2498.450099 = -176347.125611 nChanged 31 SP:Iteration 38Q (259.025933 sec): 3 clusters Score: Raw -178865.146598 + Penalty 2498.450099 = -176366.696499 nChanged 23 SP:Iteration 39Q (259.036634 sec): 3 clusters Score: Raw -178878.035252 + Penalty 2498.450099 = -176379.585153 nChanged 18 SP:Iteration 40F (259.047338 sec): 3 clusters Score: Raw -178890.941881 + Penalty 2498.450099 = -176392.491782 nChanged 14 SP:Iteration 41Q (259.058098 sec): 3 clusters Score: Raw -178900.717399 + Penalty 2498.450099 = -176402.267300 nChanged 19 SP:Iteration 42Q (259.068680 sec): 3 clusters Score: Raw -178911.985969 + Penalty 2498.450099 = -176413.535870 nChanged 11 SP:Iteration 43Q (259.079364 sec): 3 clusters Score: Raw -178917.427378 + Penalty 2498.450099 = -176418.977279 nChanged 11 SP:Iteration 44Q (259.090107 sec): 3 clusters Score: Raw -178924.316422 + Penalty 2498.450099 = -176425.866323 nChanged 12 SP:Iteration 45Q (259.100742 sec): 3 clusters Score: Raw -178933.259918 + Penalty 2498.450099 = -176434.809819 nChanged 15 SP:Iteration 46Q (259.111362 sec): 3 clusters Score: Raw -178942.758057 + Penalty 2498.450099 = -176444.307958 nChanged 8 SP:Iteration 47Q (259.122028 sec): 3 clusters Score: Raw -178947.895193 + Penalty 2498.450099 = -176449.445094 nChanged 4 SP:Iteration 48Q (259.132561 sec): 3 clusters Score: Raw -178949.324622 + Penalty 2498.450099 = -176450.874523 nChanged 3 SP:Iteration 49Q (259.143157 sec): 3 clusters Score: Raw -178950.942295 + Penalty 2498.450099 = -176452.492196 nChanged 1 SP:Iteration 50Q (259.153779 sec): 3 clusters Score: Raw -178951.526455 + Penalty 2498.450099 = -176453.076356 nChanged 0 SP:Iteration 51F (259.164518 sec): 3 clusters Score: Raw -178951.526455 + Penalty 2498.450099 = -176453.076356 nChanged 0 Iteration 59Q (261.327039 sec): 28 clusters Score: Raw -23023379.375702 + Penalty 55155.264434 = -22968224.111268 nChanged 274 Iteration 60F (265.880761 sec): 28 clusters Score: Raw -23023439.760636 + Penalty 55155.264434 = -22968284.496202 nChanged 302 Iteration 61Q (268.043878 sec): 28 clusters Score: Raw -23023523.009854 + Penalty 55155.264434 = -22968367.745420 nChanged 338 Iteration 62Q (270.213397 sec): 28 clusters Score: Raw -23023587.954702 + Penalty 55155.264434 = -22968432.690267 nChanged 338 Iteration 63Q (272.397378 sec): 28 clusters Score: Raw -23023644.624312 + Penalty 55155.264434 = -22968489.359878 nChanged 334 Iteration 64Q (274.557000 sec): 28 clusters Score: Raw -23023698.245669 + Penalty 55155.264434 = -22968542.981235 nChanged 345 Iteration 65Q (276.717181 sec): 28 clusters Score: Raw -23023748.864537 + Penalty 55155.264434 = -22968593.600103 nChanged 314 Iteration 66Q (278.885981 sec): 28 clusters Score: Raw -23023806.279611 + Penalty 55155.264434 = -22968651.015177 nChanged 337 Iteration 67Q (281.044640 sec): 28 clusters Score: Raw -23023862.320229 + Penalty 55155.264434 = -22968707.055795 nChanged 323 Iteration 68Q (283.202350 sec): 28 clusters Score: Raw -23023919.769237 + Penalty 55155.264434 = -22968764.504803 nChanged 332 Iteration 69Q (285.360303 sec): 28 clusters Score: Raw -23023979.324171 + Penalty 55155.264434 = -22968824.059737 nChanged 315 Iteration 70Q (287.516039 sec): 28 clusters Score: Raw -23024025.919272 + Penalty 55155.264434 = -22968870.654838 nChanged 281 Iteration 71Q (289.692886 sec): 28 clusters Score: Raw -23024060.977001 + Penalty 55155.264434 = -22968905.712567 nChanged 268 Iteration 72Q (291.848244 sec): 28 clusters Score: Raw -23024096.875587 + Penalty 55155.264434 = -22968941.611153 nChanged 284 Iteration 73Q (294.002565 sec): 28 clusters Score: Raw -23024132.226824 + Penalty 55155.264434 = -22968976.962390 nChanged 294 Iteration 74Q (296.193888 sec): 28 clusters Score: Raw -23024170.082024 + Penalty 55155.264434 = -22969014.817590 nChanged 295 Iteration 75Q (298.348871 sec): 28 clusters Score: Raw -23024209.524198 + Penalty 55155.264434 = -22969054.259764 nChanged 276 Iteration 76Q (300.503293 sec): 28 clusters Score: Raw -23024245.653523 + Penalty 55155.264434 = -22969090.389089 nChanged 261 Iteration 77Q (302.658615 sec): 28 clusters Score: Raw -23024276.642391 + Penalty 55155.264434 = -22969121.377957 nChanged 241 Iteration 78Q (304.812669 sec): 28 clusters Score: Raw -23024308.874721 + Penalty 55155.264434 = -22969153.610287 nChanged 272 Iteration 79Q (306.964404 sec): 28 clusters Score: Raw -23024348.559858 + Penalty 55155.264434 = -22969193.295424 nChanged 295 Iteration 80F (311.528126 sec): 28 clusters Score: Raw -23024499.832524 + Penalty 55155.264434 = -22969344.568090 nChanged 283 Iteration 81Q (313.709370 sec): 28 clusters Score: Raw -23024628.675445 + Penalty 55155.264434 = -22969473.411011 nChanged 347 Iteration 82Q (315.870533 sec): 28 clusters Score: Raw -23024720.441296 + Penalty 55155.264434 = -22969565.176862 nChanged 393 Iteration 83Q (318.030487 sec): 28 clusters Score: Raw -23024801.899515 + Penalty 55155.264434 = -22969646.635081 nChanged 411 Iteration 84Q (320.206407 sec): 28 clusters Score: Raw -23024868.797558 + Penalty 55155.264434 = -22969713.533124 nChanged 388 Iteration 85Q (322.363919 sec): 28 clusters Score: Raw -23024924.702831 + Penalty 55155.264434 = -22969769.438397 nChanged 393 Iteration 86Q (324.522901 sec): 28 clusters Score: Raw -23024980.263521 + Penalty 55155.264434 = -22969824.999087 nChanged 382 Iteration 87Q (326.682730 sec): 28 clusters Score: Raw -23025036.122067 + Penalty 55155.264434 = -22969880.857633 nChanged 383 Iteration 88Q (328.849661 sec): 28 clusters Score: Raw -23025095.975961 + Penalty 55155.264434 = -22969940.711527 nChanged 424 Iteration 89Q (331.024291 sec): 28 clusters Score: Raw -23025160.937684 + Penalty 55155.264434 = -22970005.673250 nChanged 417 Iteration 90Q (333.182197 sec): 28 clusters Score: Raw -23025215.498806 + Penalty 55155.264434 = -22970060.234372 nChanged 380 Iteration 91Q (335.347948 sec): 28 clusters Score: Raw -23025263.417329 + Penalty 55155.264434 = -22970108.152895 nChanged 349 Iteration 92Q (337.509253 sec): 28 clusters Score: Raw -23025309.206841 + Penalty 55155.264434 = -22970153.942407 nChanged 344 Iteration 93Q (339.664166 sec): 28 clusters Score: Raw -23025350.650073 + Penalty 55155.264434 = -22970195.385639 nChanged 303 Iteration 94Q (341.841989 sec): 28 clusters Score: Raw -23025385.571408 + Penalty 55155.264434 = -22970230.306974 nChanged 298 Iteration 95Q (343.997727 sec): 28 clusters Score: Raw -23025418.293704 + Penalty 55155.264434 = -22970263.029270 nChanged 206 Iteration 96Q (346.160992 sec): 28 clusters Score: Raw -23025437.809730 + Penalty 55155.264434 = -22970282.545296 nChanged 186 Iteration 97Q (348.328968 sec): 28 clusters Score: Raw -23025458.247811 + Penalty 55155.264434 = -22970302.983377 nChanged 202 Iteration 98Q (350.482629 sec): 28 clusters Score: Raw -23025481.516659 + Penalty 55155.264434 = -22970326.252225 nChanged 202 Writing temp clu file Because OldScore, -22970302.983377, is greater than current (better) Score,-22970326.252225 Compute initial score before splitting: Score: Raw -23025481.516659 + Penalty 55155.264434 = -22970326.252225 Trying to split cluster 1 (6320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (350.543800 sec): 2 clusters Score: Raw -518484.625244 + Penalty 1422.114604 = -517062.510639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (350.566980 sec): 3 clusters Score: Raw -515099.033531 + Penalty 2844.229208 = -512254.804323 nChanged 2597 SP:Iteration 1F (350.589526 sec): 3 clusters Score: Raw -516526.804384 + Penalty 2844.229208 = -513682.575175 nChanged 423 SP:Iteration 2F (350.611939 sec): 3 clusters Score: Raw -516799.636120 + Penalty 2844.229208 = -513955.406911 nChanged 391 SP:Iteration 3F (350.634420 sec): 3 clusters Score: Raw -517035.002927 + Penalty 2844.229208 = -514190.773719 nChanged 329 SP:Iteration 4F (350.656896 sec): 3 clusters Score: Raw -517268.211420 + Penalty 2844.229208 = -514423.982212 nChanged 314 SP:Iteration 5Q (350.679550 sec): 3 clusters Score: Raw -517475.270361 + Penalty 2844.229208 = -514631.041153 nChanged 301 SP:Iteration 6Q (350.702149 sec): 3 clusters Score: Raw -517670.296724 + Penalty 2844.229208 = -514826.067516 nChanged 252 SP:Iteration 7Q (350.724832 sec): 3 clusters Score: Raw -517822.674620 + Penalty 2844.229208 = -514978.445412 nChanged 218 SP:Iteration 8Q (350.747360 sec): 3 clusters Score: Raw -517935.910920 + Penalty 2844.229208 = -515091.681712 nChanged 180 SP:Iteration 9Q (350.769955 sec): 3 clusters Score: Raw -518016.879505 + Penalty 2844.229208 = -515172.650297 nChanged 142 SP:Iteration 10Q (350.792340 sec): 3 clusters Score: Raw -518075.379447 + Penalty 2844.229208 = -515231.150238 nChanged 118 SP:Iteration 11Q (350.814691 sec): 3 clusters Score: Raw -518132.493940 + Penalty 2844.229208 = -515288.264732 nChanged 124 SP:Iteration 12Q (350.837132 sec): 3 clusters Score: Raw -518183.731776 + Penalty 2844.229208 = -515339.502568 nChanged 80 SP:Iteration 13Q (350.859543 sec): 3 clusters Score: Raw -518219.717729 + Penalty 2844.229208 = -515375.488521 nChanged 92 SP:Iteration 14Q (350.881678 sec): 3 clusters Score: Raw -518253.099770 + Penalty 2844.229208 = -515408.870562 nChanged 82 SP:Iteration 15Q (350.903730 sec): 3 clusters Score: Raw -518278.651318 + Penalty 2844.229208 = -515434.422109 nChanged 51 SP:Iteration 16Q (350.925872 sec): 3 clusters Score: Raw -518296.902281 + Penalty 2844.229208 = -515452.673073 nChanged 59 SP:Iteration 17Q (350.947990 sec): 3 clusters Score: Raw -518317.532090 + Penalty 2844.229208 = -515473.302881 nChanged 54 SP:Iteration 18Q (350.970080 sec): 3 clusters Score: Raw -518335.017307 + Penalty 2844.229208 = -515490.788098 nChanged 46 SP:Iteration 19Q (350.992291 sec): 3 clusters Score: Raw -518349.966293 + Penalty 2844.229208 = -515505.737085 nChanged 46 SP:Iteration 20F (351.014511 sec): 3 clusters Score: Raw -518364.515861 + Penalty 2844.229208 = -515520.286653 nChanged 51 SP:Iteration 21Q (351.036700 sec): 3 clusters Score: Raw -518380.353112 + Penalty 2844.229208 = -515536.123904 nChanged 52 SP:Iteration 22Q (351.058737 sec): 3 clusters Score: Raw -518400.338385 + Penalty 2844.229208 = -515556.109177 nChanged 68 SP:Iteration 23Q (351.080823 sec): 3 clusters Score: Raw -518422.799021 + Penalty 2844.229208 = -515578.569812 nChanged 46 SP:Iteration 24Q (351.102901 sec): 3 clusters Score: Raw -518437.861335 + Penalty 2844.229208 = -515593.632127 nChanged 49 SP:Iteration 25Q (351.125054 sec): 3 clusters Score: Raw -518454.472586 + Penalty 2844.229208 = -515610.243378 nChanged 50 SP:Iteration 26Q (351.147293 sec): 3 clusters Score: Raw -518469.482431 + Penalty 2844.229208 = -515625.253223 nChanged 40 SP:Iteration 27Q (351.169134 sec): 3 clusters Score: Raw -518479.434955 + Penalty 2844.229208 = -515635.205747 nChanged 27 SP:Iteration 28Q (351.191161 sec): 3 clusters Score: Raw -518485.578170 + Penalty 2844.229208 = -515641.348962 nChanged 27 SP:Iteration 29Q (351.213210 sec): 3 clusters Score: Raw -518492.416500 + Penalty 2844.229208 = -515648.187292 nChanged 26 SP:Iteration 30Q (351.235263 sec): 3 clusters Score: Raw -518498.622936 + Penalty 2844.229208 = -515654.393728 nChanged 25 SP:Iteration 31Q (351.257388 sec): 3 clusters Score: Raw -518505.279138 + Penalty 2844.229208 = -515661.049930 nChanged 33 SP:Iteration 32Q (351.279398 sec): 3 clusters Score: Raw -518515.990647 + Penalty 2844.229208 = -515671.761438 nChanged 40 SP:Iteration 33Q (351.301295 sec): 3 clusters Score: Raw -518528.759366 + Penalty 2844.229208 = -515684.530158 nChanged 35 SP:Iteration 34Q (351.323177 sec): 3 clusters Score: Raw -518540.183871 + Penalty 2844.229208 = -515695.954663 nChanged 46 SP:Iteration 35Q (351.345008 sec): 3 clusters Score: Raw -518555.554172 + Penalty 2844.229208 = -515711.324964 nChanged 52 SP:Iteration 36Q (351.366687 sec): 3 clusters Score: Raw -518573.952026 + Penalty 2844.229208 = -515729.722818 nChanged 52 SP:Iteration 37Q (351.388647 sec): 3 clusters Score: Raw -518587.619654 + Penalty 2844.229208 = -515743.390445 nChanged 41 SP:Iteration 38Q (351.410438 sec): 3 clusters Score: Raw -518600.033282 + Penalty 2844.229208 = -515755.804074 nChanged 36 SP:Iteration 39Q (351.432379 sec): 3 clusters Score: Raw -518613.803843 + Penalty 2844.229208 = -515769.574635 nChanged 41 SP:Iteration 40F (351.454922 sec): 3 clusters Score: Raw -518626.262382 + Penalty 2844.229208 = -515782.033174 nChanged 31 SP:Iteration 41Q (351.476754 sec): 3 clusters Score: Raw -518636.057666 + Penalty 2844.229208 = -515791.828458 nChanged 33 SP:Iteration 42Q (351.498463 sec): 3 clusters Score: Raw -518645.911742 + Penalty 2844.229208 = -515801.682534 nChanged 33 SP:Iteration 43Q (351.520432 sec): 3 clusters Score: Raw -518658.911578 + Penalty 2844.229208 = -515814.682370 nChanged 47 SP:Iteration 44Q (351.541996 sec): 3 clusters Score: Raw -518678.671709 + Penalty 2844.229208 = -515834.442500 nChanged 47 SP:Iteration 45Q (351.563705 sec): 3 clusters Score: Raw -518695.714742 + Penalty 2844.229208 = -515851.485534 nChanged 51 SP:Iteration 46Q (351.585459 sec): 3 clusters Score: Raw -518715.063218 + Penalty 2844.229208 = -515870.834010 nChanged 50 SP:Iteration 47Q (351.607120 sec): 3 clusters Score: Raw -518735.838449 + Penalty 2844.229208 = -515891.609240 nChanged 58 SP:Iteration 48Q (351.628841 sec): 3 clusters Score: Raw -518764.011645 + Penalty 2844.229208 = -515919.782437 nChanged 47 SP:Iteration 49Q (351.650564 sec): 3 clusters Score: Raw -518790.628196 + Penalty 2844.229208 = -515946.398988 nChanged 58 SP:Iteration 50Q (351.671956 sec): 3 clusters Score: Raw -518818.380640 + Penalty 2844.229208 = -515974.151432 nChanged 50 SP:Iteration 51Q (351.693209 sec): 3 clusters Score: Raw -518841.490269 + Penalty 2844.229208 = -515997.261061 nChanged 52 SP:Iteration 52Q (351.714818 sec): 3 clusters Score: Raw -518867.014541 + Penalty 2844.229208 = -516022.785333 nChanged 53 SP:Iteration 53Q (351.736371 sec): 3 clusters Score: Raw -518889.303096 + Penalty 2844.229208 = -516045.073887 nChanged 51 SP:Iteration 54Q (351.757915 sec): 3 clusters Score: Raw -518907.634805 + Penalty 2844.229208 = -516063.405597 nChanged 32 SP:Iteration 55Q (351.779270 sec): 3 clusters Score: Raw -518917.593026 + Penalty 2844.229208 = -516073.363817 nChanged 30 SP:Iteration 56Q (351.800500 sec): 3 clusters Score: Raw -518925.298605 + Penalty 2844.229208 = -516081.069396 nChanged 18 SP:Iteration 57Q (351.821826 sec): 3 clusters Score: Raw -518928.809598 + Penalty 2844.229208 = -516084.580390 nChanged 13 SP:Iteration 58Q (351.843062 sec): 3 clusters Score: Raw -518931.762939 + Penalty 2844.229208 = -516087.533731 nChanged 11 SP:Iteration 59Q (351.864415 sec): 3 clusters Score: Raw -518933.404723 + Penalty 2844.229208 = -516089.175515 nChanged 6 SP:Iteration 60F (351.887063 sec): 3 clusters Score: Raw -518934.220879 + Penalty 2844.229208 = -516089.991671 nChanged 2 SP:Iteration 61Q (351.908142 sec): 3 clusters Score: Raw -518934.750586 + Penalty 2844.229208 = -516090.521377 nChanged 3 SP:Iteration 62Q (351.929366 sec): 3 clusters Score: Raw -518935.462244 + Penalty 2844.229208 = -516091.233036 nChanged 5 SP:Iteration 63Q (351.950490 sec): 3 clusters Score: Raw -518936.626263 + Penalty 2844.229208 = -516092.397054 nChanged 5 SP:Iteration 64Q (351.971974 sec): 3 clusters Score: Raw -518937.543920 + Penalty 2844.229208 = -516093.314712 nChanged 7 SP:Iteration 65Q (351.993487 sec): 3 clusters Score: Raw -518938.816192 + Penalty 2844.229208 = -516094.586983 nChanged 6 SP:Iteration 66Q (352.014809 sec): 3 clusters Score: Raw -518939.749246 + Penalty 2844.229208 = -516095.520037 nChanged 4 SP:Iteration 67Q (352.035906 sec): 3 clusters Score: Raw -518940.552871 + Penalty 2844.229208 = -516096.323662 nChanged 6 SP:Iteration 68Q (352.056934 sec): 3 clusters Score: Raw -518941.665412 + Penalty 2844.229208 = -516097.436204 nChanged 6 SP:Iteration 69Q (352.078263 sec): 3 clusters Score: Raw -518942.941666 + Penalty 2844.229208 = -516098.712457 nChanged 3 SP:Iteration 70Q (352.099530 sec): 3 clusters Score: Raw -518943.322030 + Penalty 2844.229208 = -516099.092821 nChanged 4 SP:Iteration 71Q (352.120897 sec): 3 clusters Score: Raw -518943.945298 + Penalty 2844.229208 = -516099.716090 nChanged 5 SP:Iteration 72Q (352.141897 sec): 3 clusters Score: Raw -518944.885880 + Penalty 2844.229208 = -516100.656672 nChanged 4 SP:Iteration 73Q (352.163238 sec): 3 clusters Score: Raw -518945.296072 + Penalty 2844.229208 = -516101.066864 nChanged 1 SP:Iteration 74Q (352.184520 sec): 3 clusters Score: Raw -518945.350262 + Penalty 2844.229208 = -516101.121054 nChanged 0 SP:Iteration 75F (352.207104 sec): 3 clusters Score: Raw -518945.350262 + Penalty 2844.229208 = -516101.121054 nChanged 0 Trying to split cluster 2 (5281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.225411 sec): 2 clusters Score: Raw -435756.343775 + Penalty 1392.928997 = -434363.414778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.246671 sec): 3 clusters Score: Raw -432979.144286 + Penalty 2785.857995 = -430193.286291 nChanged 2150 SP:Iteration 1F (352.267767 sec): 3 clusters Score: Raw -434255.129697 + Penalty 2785.857995 = -431469.271703 nChanged 427 SP:Iteration 2F (352.288745 sec): 3 clusters Score: Raw -434553.834531 + Penalty 2785.857995 = -431767.976537 nChanged 372 SP:Iteration 3F (352.309784 sec): 3 clusters Score: Raw -434793.137365 + Penalty 2785.857995 = -432007.279370 nChanged 314 SP:Iteration 4F (352.330725 sec): 3 clusters Score: Raw -435028.858047 + Penalty 2785.857995 = -432243.000053 nChanged 272 SP:Iteration 5F (352.351780 sec): 3 clusters Score: Raw -435232.445776 + Penalty 2785.857995 = -432446.587782 nChanged 255 SP:Iteration 6Q (352.372941 sec): 3 clusters Score: Raw -435425.977135 + Penalty 2785.857995 = -432640.119140 nChanged 214 SP:Iteration 7Q (352.393802 sec): 3 clusters Score: Raw -435582.169347 + Penalty 2785.857995 = -432796.311352 nChanged 174 SP:Iteration 8Q (352.414762 sec): 3 clusters Score: Raw -435705.749029 + Penalty 2785.857995 = -432919.891035 nChanged 149 SP:Iteration 9Q (352.435698 sec): 3 clusters Score: Raw -435805.942649 + Penalty 2785.857995 = -433020.084654 nChanged 122 SP:Iteration 10Q (352.456531 sec): 3 clusters Score: Raw -435886.118043 + Penalty 2785.857995 = -433100.260049 nChanged 92 SP:Iteration 11Q (352.477299 sec): 3 clusters Score: Raw -435939.822883 + Penalty 2785.857995 = -433153.964888 nChanged 73 SP:Iteration 12Q (352.497689 sec): 3 clusters Score: Raw -435972.490310 + Penalty 2785.857995 = -433186.632315 nChanged 55 SP:Iteration 13Q (352.518375 sec): 3 clusters Score: Raw -435995.067878 + Penalty 2785.857995 = -433209.209883 nChanged 46 SP:Iteration 14Q (352.539074 sec): 3 clusters Score: Raw -436011.153149 + Penalty 2785.857995 = -433225.295155 nChanged 34 SP:Iteration 15Q (352.559782 sec): 3 clusters Score: Raw -436019.550294 + Penalty 2785.857995 = -433233.692300 nChanged 17 SP:Iteration 16Q (352.580128 sec): 3 clusters Score: Raw -436023.756587 + Penalty 2785.857995 = -433237.898592 nChanged 9 SP:Iteration 17Q (352.600582 sec): 3 clusters Score: Raw -436026.178204 + Penalty 2785.857995 = -433240.320209 nChanged 8 SP:Iteration 18Q (352.621120 sec): 3 clusters Score: Raw -436028.577056 + Penalty 2785.857995 = -433242.719061 nChanged 5 SP:Iteration 19Q (352.641589 sec): 3 clusters Score: Raw -436029.825499 + Penalty 2785.857995 = -433243.967505 nChanged 7 SP:Iteration 20F (352.662523 sec): 3 clusters Score: Raw -436031.895300 + Penalty 2785.857995 = -433246.037306 nChanged 6 SP:Iteration 21Q (352.682967 sec): 3 clusters Score: Raw -436033.709494 + Penalty 2785.857995 = -433247.851499 nChanged 4 SP:Iteration 22Q (352.703213 sec): 3 clusters Score: Raw -436035.057822 + Penalty 2785.857995 = -433249.199827 nChanged 6 SP:Iteration 23Q (352.723506 sec): 3 clusters Score: Raw -436036.519384 + Penalty 2785.857995 = -433250.661389 nChanged 3 SP:Iteration 24Q (352.744133 sec): 3 clusters Score: Raw -436037.102105 + Penalty 2785.857995 = -433251.244110 nChanged 2 SP:Iteration 25Q (352.764504 sec): 3 clusters Score: Raw -436037.620638 + Penalty 2785.857995 = -433251.762644 nChanged 3 SP:Iteration 26Q (352.785010 sec): 3 clusters Score: Raw -436038.363480 + Penalty 2785.857995 = -433252.505485 nChanged 3 SP:Iteration 27Q (352.805429 sec): 3 clusters Score: Raw -436039.193450 + Penalty 2785.857995 = -433253.335455 nChanged 7 SP:Iteration 28Q (352.825678 sec): 3 clusters Score: Raw -436041.559564 + Penalty 2785.857995 = -433255.701569 nChanged 5 SP:Iteration 29Q (352.846016 sec): 3 clusters Score: Raw -436043.052088 + Penalty 2785.857995 = -433257.194093 nChanged 9 SP:Iteration 30Q (352.866547 sec): 3 clusters Score: Raw -436044.477258 + Penalty 2785.857995 = -433258.619264 nChanged 3 SP:Iteration 31Q (352.886866 sec): 3 clusters Score: Raw -436045.036509 + Penalty 2785.857995 = -433259.178515 nChanged 1 SP:Iteration 32Q (352.941714 sec): 3 clusters Score: Raw -436045.335272 + Penalty 2785.857995 = -433259.477278 nChanged 1 SP:Iteration 33Q (352.970293 sec): 3 clusters Score: Raw -436045.404377 + Penalty 2785.857995 = -433259.546383 nChanged 1 SP:Iteration 34Q (352.991333 sec): 3 clusters Score: Raw -436045.468261 + Penalty 2785.857995 = -433259.610266 nChanged 0 SP:Iteration 35F (353.012362 sec): 3 clusters Score: Raw -436045.468261 + Penalty 2785.857995 = -433259.610266 nChanged 0 Trying to split cluster 4 (10135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (353.036213 sec): 2 clusters Score: Raw -846093.377929 + Penalty 1498.859385 = -844594.518544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (353.065043 sec): 3 clusters Score: Raw -840340.799612 + Penalty 2997.718769 = -837343.080843 nChanged 4379 SP:Iteration 1F (353.092833 sec): 3 clusters Score: Raw -842862.399091 + Penalty 2997.718769 = -839864.680322 nChanged 679 SP:Iteration 2F (353.120973 sec): 3 clusters Score: Raw -843257.433211 + Penalty 2997.718769 = -840259.714442 nChanged 675 SP:Iteration 3F (353.148961 sec): 3 clusters Score: Raw -843720.668603 + Penalty 2997.718769 = -840722.949834 nChanged 654 SP:Iteration 4F (353.176950 sec): 3 clusters Score: Raw -844178.792393 + Penalty 2997.718769 = -841181.073623 nChanged 587 SP:Iteration 5F (353.204792 sec): 3 clusters Score: Raw -844608.316735 + Penalty 2997.718769 = -841610.597966 nChanged 517 SP:Iteration 6F (353.232980 sec): 3 clusters Score: Raw -844946.157899 + Penalty 2997.718769 = -841948.439130 nChanged 453 SP:Iteration 7Q (353.260874 sec): 3 clusters Score: Raw -845209.545863 + Penalty 2997.718769 = -842211.827094 nChanged 377 SP:Iteration 8Q (353.288638 sec): 3 clusters Score: Raw -845406.532487 + Penalty 2997.718769 = -842408.813718 nChanged 309 SP:Iteration 9Q (353.316285 sec): 3 clusters Score: Raw -845552.437550 + Penalty 2997.718769 = -842554.718781 nChanged 274 SP:Iteration 10Q (353.343968 sec): 3 clusters Score: Raw -845662.582179 + Penalty 2997.718769 = -842664.863409 nChanged 199 SP:Iteration 11Q (353.371393 sec): 3 clusters Score: Raw -845730.204883 + Penalty 2997.718769 = -842732.486114 nChanged 160 SP:Iteration 12Q (353.398927 sec): 3 clusters Score: Raw -845777.733694 + Penalty 2997.718769 = -842780.014925 nChanged 128 SP:Iteration 13Q (353.426170 sec): 3 clusters Score: Raw -845812.644257 + Penalty 2997.718769 = -842814.925488 nChanged 109 SP:Iteration 14Q (353.453649 sec): 3 clusters Score: Raw -845844.013429 + Penalty 2997.718769 = -842846.294660 nChanged 101 SP:Iteration 15Q (353.481078 sec): 3 clusters Score: Raw -845872.301976 + Penalty 2997.718769 = -842874.583207 nChanged 80 SP:Iteration 16Q (353.544926 sec): 3 clusters Score: Raw -845894.672631 + Penalty 2997.718769 = -842896.953862 nChanged 90 SP:Iteration 17Q (353.580225 sec): 3 clusters Score: Raw -845920.837359 + Penalty 2997.718769 = -842923.118590 nChanged 94 SP:Iteration 18Q (353.607778 sec): 3 clusters Score: Raw -845947.834113 + Penalty 2997.718769 = -842950.115344 nChanged 88 SP:Iteration 19Q (353.634842 sec): 3 clusters Score: Raw -845967.424920 + Penalty 2997.718769 = -842969.706150 nChanged 75 SP:Iteration 20F (353.662821 sec): 3 clusters Score: Raw -845985.187369 + Penalty 2997.718769 = -842987.468600 nChanged 80 SP:Iteration 21Q (353.690012 sec): 3 clusters Score: Raw -846007.224705 + Penalty 2997.718769 = -843009.505936 nChanged 86 SP:Iteration 22Q (353.717025 sec): 3 clusters Score: Raw -846033.852348 + Penalty 2997.718769 = -843036.133579 nChanged 84 SP:Iteration 23Q (353.744024 sec): 3 clusters Score: Raw -846061.965620 + Penalty 2997.718769 = -843064.246851 nChanged 98 SP:Iteration 24Q (353.771050 sec): 3 clusters Score: Raw -846108.018987 + Penalty 2997.718769 = -843110.300218 nChanged 108 SP:Iteration 25Q (353.798158 sec): 3 clusters Score: Raw -846152.010157 + Penalty 2997.718769 = -843154.291388 nChanged 94 SP:Iteration 26Q (353.825061 sec): 3 clusters Score: Raw -846187.325699 + Penalty 2997.718769 = -843189.606930 nChanged 102 SP:Iteration 27Q (353.852014 sec): 3 clusters Score: Raw -846220.686161 + Penalty 2997.718769 = -843222.967392 nChanged 94 SP:Iteration 28Q (353.878843 sec): 3 clusters Score: Raw -846250.929877 + Penalty 2997.718769 = -843253.211108 nChanged 96 SP:Iteration 29Q (353.905822 sec): 3 clusters Score: Raw -846275.339921 + Penalty 2997.718769 = -843277.621152 nChanged 79 SP:Iteration 30Q (353.932603 sec): 3 clusters Score: Raw -846298.709693 + Penalty 2997.718769 = -843300.990924 nChanged 79 SP:Iteration 31Q (353.959198 sec): 3 clusters Score: Raw -846321.790648 + Penalty 2997.718769 = -843324.071879 nChanged 83 SP:Iteration 32Q (353.985765 sec): 3 clusters Score: Raw -846343.476115 + Penalty 2997.718769 = -843345.757346 nChanged 80 SP:Iteration 33Q (354.012331 sec): 3 clusters Score: Raw -846364.090150 + Penalty 2997.718769 = -843366.371381 nChanged 73 SP:Iteration 34Q (354.038844 sec): 3 clusters Score: Raw -846380.302684 + Penalty 2997.718769 = -843382.583915 nChanged 64 SP:Iteration 35Q (354.065438 sec): 3 clusters Score: Raw -846393.614278 + Penalty 2997.718769 = -843395.895509 nChanged 60 SP:Iteration 36Q (354.091875 sec): 3 clusters Score: Raw -846408.994752 + Penalty 2997.718769 = -843411.275982 nChanged 66 SP:Iteration 37Q (354.118272 sec): 3 clusters Score: Raw -846427.122049 + Penalty 2997.718769 = -843429.403279 nChanged 79 SP:Iteration 38Q (354.144642 sec): 3 clusters Score: Raw -846451.814962 + Penalty 2997.718769 = -843454.096193 nChanged 75 SP:Iteration 39Q (354.170988 sec): 3 clusters Score: Raw -846469.717644 + Penalty 2997.718769 = -843471.998875 nChanged 60 SP:Iteration 40F (354.199062 sec): 3 clusters Score: Raw -846485.881673 + Penalty 2997.718769 = -843488.162904 nChanged 61 SP:Iteration 41Q (354.225881 sec): 3 clusters Score: Raw -846499.881702 + Penalty 2997.718769 = -843502.162933 nChanged 68 SP:Iteration 42Q (354.252500 sec): 3 clusters Score: Raw -846515.564954 + Penalty 2997.718769 = -843517.846185 nChanged 49 SP:Iteration 43Q (354.279083 sec): 3 clusters Score: Raw -846525.859480 + Penalty 2997.718769 = -843528.140711 nChanged 44 SP:Iteration 44Q (354.305651 sec): 3 clusters Score: Raw -846533.966798 + Penalty 2997.718769 = -843536.248029 nChanged 33 SP:Iteration 45Q (354.332293 sec): 3 clusters Score: Raw -846540.077512 + Penalty 2997.718769 = -843542.358743 nChanged 31 SP:Iteration 46Q (354.358678 sec): 3 clusters Score: Raw -846545.385580 + Penalty 2997.718769 = -843547.666811 nChanged 25 SP:Iteration 47Q (354.385132 sec): 3 clusters Score: Raw -846549.279649 + Penalty 2997.718769 = -843551.560880 nChanged 21 SP:Iteration 48Q (354.411414 sec): 3 clusters Score: Raw -846552.013419 + Penalty 2997.718769 = -843554.294650 nChanged 15 SP:Iteration 49Q (354.437937 sec): 3 clusters Score: Raw -846553.820966 + Penalty 2997.718769 = -843556.102197 nChanged 15 SP:Iteration 50Q (354.464250 sec): 3 clusters Score: Raw -846556.070675 + Penalty 2997.718769 = -843558.351906 nChanged 19 SP:Iteration 51Q (354.490582 sec): 3 clusters Score: Raw -846558.272202 + Penalty 2997.718769 = -843560.553432 nChanged 9 SP:Iteration 52Q (354.517209 sec): 3 clusters Score: Raw -846559.198125 + Penalty 2997.718769 = -843561.479356 nChanged 10 SP:Iteration 53Q (354.543593 sec): 3 clusters Score: Raw -846560.935707 + Penalty 2997.718769 = -843563.216938 nChanged 11 SP:Iteration 54Q (354.570097 sec): 3 clusters Score: Raw -846562.173659 + Penalty 2997.718769 = -843564.454890 nChanged 11 SP:Iteration 55Q (354.596529 sec): 3 clusters Score: Raw -846563.878646 + Penalty 2997.718769 = -843566.159877 nChanged 12 SP:Iteration 56Q (354.623039 sec): 3 clusters Score: Raw -846566.414424 + Penalty 2997.718769 = -843568.695655 nChanged 15 SP:Iteration 57Q (354.649453 sec): 3 clusters Score: Raw -846568.725864 + Penalty 2997.718769 = -843571.007095 nChanged 18 SP:Iteration 58Q (354.675693 sec): 3 clusters Score: Raw -846571.806566 + Penalty 2997.718769 = -843574.087797 nChanged 22 SP:Iteration 59Q (354.701981 sec): 3 clusters Score: Raw -846575.384346 + Penalty 2997.718769 = -843577.665577 nChanged 19 SP:Iteration 60F (354.730020 sec): 3 clusters Score: Raw -846577.716761 + Penalty 2997.718769 = -843579.997992 nChanged 14 SP:Iteration 61Q (354.756407 sec): 3 clusters Score: Raw -846579.697278 + Penalty 2997.718769 = -843581.978509 nChanged 10 SP:Iteration 62Q (354.782753 sec): 3 clusters Score: Raw -846581.318276 + Penalty 2997.718769 = -843583.599507 nChanged 9 SP:Iteration 63Q (354.809193 sec): 3 clusters Score: Raw -846582.656985 + Penalty 2997.718769 = -843584.938216 nChanged 12 SP:Iteration 64Q (354.835615 sec): 3 clusters Score: Raw -846584.300297 + Penalty 2997.718769 = -843586.581528 nChanged 11 SP:Iteration 65Q (354.862010 sec): 3 clusters Score: Raw -846585.944633 + Penalty 2997.718769 = -843588.225863 nChanged 10 SP:Iteration 66Q (354.888384 sec): 3 clusters Score: Raw -846586.866253 + Penalty 2997.718769 = -843589.147484 nChanged 6 SP:Iteration 67Q (354.914710 sec): 3 clusters Score: Raw -846587.374461 + Penalty 2997.718769 = -843589.655691 nChanged 8 SP:Iteration 68Q (354.940991 sec): 3 clusters Score: Raw -846588.263289 + Penalty 2997.718769 = -843590.544520 nChanged 3 SP:Iteration 69Q (354.967209 sec): 3 clusters Score: Raw -846588.931476 + Penalty 2997.718769 = -843591.212707 nChanged 6 SP:Iteration 70Q (354.993862 sec): 3 clusters Score: Raw -846589.975456 + Penalty 2997.718769 = -843592.256687 nChanged 7 SP:Iteration 71Q (355.020441 sec): 3 clusters Score: Raw -846591.037062 + Penalty 2997.718769 = -843593.318293 nChanged 7 SP:Iteration 72Q (355.046709 sec): 3 clusters Score: Raw -846592.200689 + Penalty 2997.718769 = -843594.481920 nChanged 8 SP:Iteration 73Q (355.072977 sec): 3 clusters Score: Raw -846593.614248 + Penalty 2997.718769 = -843595.895478 nChanged 12 SP:Iteration 74Q (355.099326 sec): 3 clusters Score: Raw -846595.492791 + Penalty 2997.718769 = -843597.774022 nChanged 10 SP:Iteration 75Q (355.125642 sec): 3 clusters Score: Raw -846596.572461 + Penalty 2997.718769 = -843598.853691 nChanged 8 SP:Iteration 76Q (355.152371 sec): 3 clusters Score: Raw -846597.555172 + Penalty 2997.718769 = -843599.836403 nChanged 4 SP:Iteration 77Q (355.178622 sec): 3 clusters Score: Raw -846598.001038 + Penalty 2997.718769 = -843600.282269 nChanged 3 SP:Iteration 78Q (355.205050 sec): 3 clusters Score: Raw -846598.377908 + Penalty 2997.718769 = -843600.659139 nChanged 2 SP:Iteration 79Q (355.231368 sec): 3 clusters Score: Raw -846598.682124 + Penalty 2997.718769 = -843600.963355 nChanged 9 SP:Iteration 80F (355.259293 sec): 3 clusters Score: Raw -846600.688083 + Penalty 2997.718769 = -843602.969314 nChanged 13 SP:Iteration 81Q (355.285773 sec): 3 clusters Score: Raw -846602.479833 + Penalty 2997.718769 = -843604.761063 nChanged 12 SP:Iteration 82Q (355.312058 sec): 3 clusters Score: Raw -846604.559767 + Penalty 2997.718769 = -843606.840997 nChanged 8 SP:Iteration 83Q (355.338483 sec): 3 clusters Score: Raw -846605.596326 + Penalty 2997.718769 = -843607.877557 nChanged 8 SP:Iteration 84Q (355.364793 sec): 3 clusters Score: Raw -846606.674349 + Penalty 2997.718769 = -843608.955580 nChanged 6 SP:Iteration 85Q (355.391169 sec): 3 clusters Score: Raw -846607.457891 + Penalty 2997.718769 = -843609.739122 nChanged 7 SP:Iteration 86Q (355.417424 sec): 3 clusters Score: Raw -846608.532753 + Penalty 2997.718769 = -843610.813984 nChanged 7 SP:Iteration 87Q (355.443652 sec): 3 clusters Score: Raw -846609.765544 + Penalty 2997.718769 = -843612.046775 nChanged 8 SP:Iteration 88Q (355.469903 sec): 3 clusters Score: Raw -846610.841763 + Penalty 2997.718769 = -843613.122993 nChanged 8 SP:Iteration 89Q (355.496141 sec): 3 clusters Score: Raw -846611.516218 + Penalty 2997.718769 = -843613.797449 nChanged 5 SP:Iteration 90Q (355.522361 sec): 3 clusters Score: Raw -846612.465330 + Penalty 2997.718769 = -843614.746561 nChanged 8 SP:Iteration 91Q (355.548585 sec): 3 clusters Score: Raw -846613.346617 + Penalty 2997.718769 = -843615.627848 nChanged 7 SP:Iteration 92Q (355.574943 sec): 3 clusters Score: Raw -846614.386302 + Penalty 2997.718769 = -843616.667533 nChanged 11 SP:Iteration 93Q (355.601236 sec): 3 clusters Score: Raw -846615.512719 + Penalty 2997.718769 = -843617.793950 nChanged 12 SP:Iteration 94Q (355.627428 sec): 3 clusters Score: Raw -846616.909648 + Penalty 2997.718769 = -843619.190879 nChanged 10 SP:Iteration 95Q (355.653724 sec): 3 clusters Score: Raw -846618.247008 + Penalty 2997.718769 = -843620.528239 nChanged 8 SP:Iteration 96Q (355.679987 sec): 3 clusters Score: Raw -846619.378769 + Penalty 2997.718769 = -843621.660000 nChanged 10 SP:Iteration 97Q (355.706212 sec): 3 clusters Score: Raw -846620.665831 + Penalty 2997.718769 = -843622.947061 nChanged 13 SP:Iteration 98Q (355.732394 sec): 3 clusters Score: Raw -846622.066598 + Penalty 2997.718769 = -843624.347829 nChanged 9 SP:Iteration 99Q (355.758567 sec): 3 clusters Score: Raw -846623.263873 + Penalty 2997.718769 = -843625.545104 nChanged 8 SP:Iteration 100F (355.786432 sec): 3 clusters Score: Raw -846624.608120 + Penalty 2997.718769 = -843626.889351 nChanged 9 SP:Iteration 101Q (355.812682 sec): 3 clusters Score: Raw -846626.014965 + Penalty 2997.718769 = -843628.296196 nChanged 11 SP:Iteration 102Q (355.839038 sec): 3 clusters Score: Raw -846627.541094 + Penalty 2997.718769 = -843629.822325 nChanged 6 SP:Iteration 103Q (355.865328 sec): 3 clusters Score: Raw -846628.408926 + Penalty 2997.718769 = -843630.690157 nChanged 9 SP:Iteration 104Q (355.891799 sec): 3 clusters Score: Raw -846629.772418 + Penalty 2997.718769 = -843632.053649 nChanged 10 SP:Iteration 105Q (355.918026 sec): 3 clusters Score: Raw -846630.549626 + Penalty 2997.718769 = -843632.830857 nChanged 5 SP:Iteration 106Q (355.944223 sec): 3 clusters Score: Raw -846630.872872 + Penalty 2997.718769 = -843633.154103 nChanged 2 SP:Iteration 107Q (355.970509 sec): 3 clusters Score: Raw -846631.159842 + Penalty 2997.718769 = -843633.441073 nChanged 1 SP:Iteration 108Q (355.996602 sec): 3 clusters Score: Raw -846631.239302 + Penalty 2997.718769 = -843633.520533 nChanged 1 SP:Iteration 109Q (356.022681 sec): 3 clusters Score: Raw -846631.368038 + Penalty 2997.718769 = -843633.649269 nChanged 1 SP:Iteration 110Q (356.048763 sec): 3 clusters Score: Raw -846631.471850 + Penalty 2997.718769 = -843633.753081 nChanged 0 SP:Iteration 111F (356.076591 sec): 3 clusters Score: Raw -846631.471850 + Penalty 2997.718769 = -843633.753081 nChanged 0 Trying to split cluster 5 (24951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (356.116781 sec): 2 clusters Score: Raw -2109283.682194 + Penalty 1645.258742 = -2107638.423452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (356.167372 sec): 3 clusters Score: Raw -2093910.833050 + Penalty 3290.517484 = -2090620.315567 nChanged 11362 SP:Iteration 1F (356.215352 sec): 3 clusters Score: Raw -2100121.286844 + Penalty 3290.517484 = -2096830.769360 nChanged 1280 SP:Iteration 2F (356.263783 sec): 3 clusters Score: Raw -2100651.313656 + Penalty 3290.517484 = -2097360.796172 nChanged 1335 SP:Iteration 3F (356.311994 sec): 3 clusters Score: Raw -2101309.207961 + Penalty 3290.517484 = -2098018.690477 nChanged 1437 SP:Iteration 4F (356.360105 sec): 3 clusters Score: Raw -2102166.970114 + Penalty 3290.517484 = -2098876.452630 nChanged 1540 SP:Iteration 5F (356.408523 sec): 3 clusters Score: Raw -2103204.384129 + Penalty 3290.517484 = -2099913.866646 nChanged 1610 SP:Iteration 6F (356.456793 sec): 3 clusters Score: Raw -2104353.406921 + Penalty 3290.517484 = -2101062.889437 nChanged 1461 SP:Iteration 7F (356.504879 sec): 3 clusters Score: Raw -2105385.747586 + Penalty 3290.517484 = -2102095.230102 nChanged 1324 SP:Iteration 8F (356.553041 sec): 3 clusters Score: Raw -2106260.672263 + Penalty 3290.517484 = -2102970.154779 nChanged 1103 SP:Iteration 9Q (356.601115 sec): 3 clusters Score: Raw -2106899.862043 + Penalty 3290.517484 = -2103609.344560 nChanged 842 SP:Iteration 10Q (356.648565 sec): 3 clusters Score: Raw -2107321.220975 + Penalty 3290.517484 = -2104030.703492 nChanged 629 SP:Iteration 11Q (356.695416 sec): 3 clusters Score: Raw -2107595.177744 + Penalty 3290.517484 = -2104304.660261 nChanged 497 SP:Iteration 12Q (356.741764 sec): 3 clusters Score: Raw -2107802.370696 + Penalty 3290.517484 = -2104511.853212 nChanged 414 SP:Iteration 13Q (356.787386 sec): 3 clusters Score: Raw -2107965.647469 + Penalty 3290.517484 = -2104675.129985 nChanged 334 SP:Iteration 14Q (356.832721 sec): 3 clusters Score: Raw -2108083.652553 + Penalty 3290.517484 = -2104793.135070 nChanged 310 SP:Iteration 15Q (356.877854 sec): 3 clusters Score: Raw -2108191.898992 + Penalty 3290.517484 = -2104901.381508 nChanged 296 SP:Iteration 16Q (356.922355 sec): 3 clusters Score: Raw -2108300.720402 + Penalty 3290.517484 = -2105010.202918 nChanged 294 SP:Iteration 17Q (356.966835 sec): 3 clusters Score: Raw -2108412.868703 + Penalty 3290.517484 = -2105122.351219 nChanged 281 SP:Iteration 18Q (357.010718 sec): 3 clusters Score: Raw -2108516.985606 + Penalty 3290.517484 = -2105226.468123 nChanged 231 SP:Iteration 19Q (357.054252 sec): 3 clusters Score: Raw -2108595.899119 + Penalty 3290.517484 = -2105305.381635 nChanged 198 SP:Iteration 20F (357.102467 sec): 3 clusters Score: Raw -2108662.922407 + Penalty 3290.517484 = -2105372.404923 nChanged 198 SP:Iteration 21Q (357.146226 sec): 3 clusters Score: Raw -2108727.632447 + Penalty 3290.517484 = -2105437.114963 nChanged 181 SP:Iteration 22Q (357.189740 sec): 3 clusters Score: Raw -2108788.834837 + Penalty 3290.517484 = -2105498.317353 nChanged 174 SP:Iteration 23Q (357.232562 sec): 3 clusters Score: Raw -2108851.329627 + Penalty 3290.517484 = -2105560.812143 nChanged 170 SP:Iteration 24Q (357.275009 sec): 3 clusters Score: Raw -2108916.337923 + Penalty 3290.517484 = -2105625.820439 nChanged 150 SP:Iteration 25Q (357.317490 sec): 3 clusters Score: Raw -2108965.637033 + Penalty 3290.517484 = -2105675.119549 nChanged 128 SP:Iteration 26Q (357.359745 sec): 3 clusters Score: Raw -2109011.600566 + Penalty 3290.517484 = -2105721.083083 nChanged 129 SP:Iteration 27Q (357.401727 sec): 3 clusters Score: Raw -2109062.338668 + Penalty 3290.517484 = -2105771.821184 nChanged 132 SP:Iteration 28Q (357.443648 sec): 3 clusters Score: Raw -2109116.955079 + Penalty 3290.517484 = -2105826.437596 nChanged 106 SP:Iteration 29Q (357.485184 sec): 3 clusters Score: Raw -2109160.317610 + Penalty 3290.517484 = -2105869.800126 nChanged 102 SP:Iteration 30Q (357.526844 sec): 3 clusters Score: Raw -2109198.802702 + Penalty 3290.517484 = -2105908.285218 nChanged 88 SP:Iteration 31Q (357.568370 sec): 3 clusters Score: Raw -2109233.664453 + Penalty 3290.517484 = -2105943.146970 nChanged 84 SP:Iteration 32Q (357.609540 sec): 3 clusters Score: Raw -2109266.976628 + Penalty 3290.517484 = -2105976.459144 nChanged 74 SP:Iteration 33Q (357.650831 sec): 3 clusters Score: Raw -2109297.432233 + Penalty 3290.517484 = -2106006.914750 nChanged 64 SP:Iteration 34Q (357.691891 sec): 3 clusters Score: Raw -2109327.298225 + Penalty 3290.517484 = -2106036.780742 nChanged 58 SP:Iteration 35Q (357.732982 sec): 3 clusters Score: Raw -2109351.923679 + Penalty 3290.517484 = -2106061.406195 nChanged 49 SP:Iteration 36Q (357.773722 sec): 3 clusters Score: Raw -2109373.879902 + Penalty 3290.517484 = -2106083.362419 nChanged 42 SP:Iteration 37Q (357.814652 sec): 3 clusters Score: Raw -2109392.456627 + Penalty 3290.517484 = -2106101.939143 nChanged 35 SP:Iteration 38Q (357.855175 sec): 3 clusters Score: Raw -2109408.443067 + Penalty 3290.517484 = -2106117.925583 nChanged 30 SP:Iteration 39Q (357.895713 sec): 3 clusters Score: Raw -2109421.613009 + Penalty 3290.517484 = -2106131.095525 nChanged 25 SP:Iteration 40F (357.943676 sec): 3 clusters Score: Raw -2109436.837489 + Penalty 3290.517484 = -2106146.320006 nChanged 31 SP:Iteration 41Q (357.984268 sec): 3 clusters Score: Raw -2109455.395133 + Penalty 3290.517484 = -2106164.877650 nChanged 22 SP:Iteration 42Q (358.024582 sec): 3 clusters Score: Raw -2109468.352228 + Penalty 3290.517484 = -2106177.834745 nChanged 29 SP:Iteration 43Q (358.064869 sec): 3 clusters Score: Raw -2109484.784724 + Penalty 3290.517484 = -2106194.267240 nChanged 21 SP:Iteration 44Q (358.106738 sec): 3 clusters Score: Raw -2109497.526098 + Penalty 3290.517484 = -2106207.008615 nChanged 20 SP:Iteration 45Q (358.146538 sec): 3 clusters Score: Raw -2109510.131355 + Penalty 3290.517484 = -2106219.613871 nChanged 24 SP:Iteration 46Q (358.186298 sec): 3 clusters Score: Raw -2109526.025971 + Penalty 3290.517484 = -2106235.508487 nChanged 21 SP:Iteration 47Q (358.226112 sec): 3 clusters Score: Raw -2109538.643718 + Penalty 3290.517484 = -2106248.126234 nChanged 16 SP:Iteration 48Q (358.265792 sec): 3 clusters Score: Raw -2109545.767660 + Penalty 3290.517484 = -2106255.250176 nChanged 10 SP:Iteration 49Q (358.340384 sec): 3 clusters Score: Raw -2109550.259302 + Penalty 3290.517484 = -2106259.741818 nChanged 15 SP:Iteration 50Q (358.380496 sec): 3 clusters Score: Raw -2109555.620932 + Penalty 3290.517484 = -2106265.103449 nChanged 12 SP:Iteration 51Q (358.420214 sec): 3 clusters Score: Raw -2109560.211908 + Penalty 3290.517484 = -2106269.694424 nChanged 4 SP:Iteration 52Q (358.460031 sec): 3 clusters Score: Raw -2109561.499190 + Penalty 3290.517484 = -2106270.981707 nChanged 1 SP:Iteration 53Q (358.499713 sec): 3 clusters Score: Raw -2109561.918029 + Penalty 3290.517484 = -2106271.400545 nChanged 3 SP:Iteration 54Q (358.539501 sec): 3 clusters Score: Raw -2109563.056991 + Penalty 3290.517484 = -2106272.539508 nChanged 3 SP:Iteration 55Q (358.579192 sec): 3 clusters Score: Raw -2109563.912318 + Penalty 3290.517484 = -2106273.394835 nChanged 4 SP:Iteration 56Q (358.618812 sec): 3 clusters Score: Raw -2109566.051706 + Penalty 3290.517484 = -2106275.534222 nChanged 3 SP:Iteration 57Q (358.658337 sec): 3 clusters Score: Raw -2109567.450939 + Penalty 3290.517484 = -2106276.933455 nChanged 3 SP:Iteration 58Q (358.698142 sec): 3 clusters Score: Raw -2109568.474659 + Penalty 3290.517484 = -2106277.957175 nChanged 0 SP:Iteration 59F (358.745762 sec): 3 clusters Score: Raw -2109568.474659 + Penalty 3290.517484 = -2106277.957175 nChanged 0 Trying to split cluster 6 (1630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.758888 sec): 2 clusters Score: Raw -113401.650786 + Penalty 1201.904485 = -112199.746301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.767669 sec): 3 clusters Score: Raw -112771.488820 + Penalty 2403.808970 = -110367.679850 nChanged 562 SP:Iteration 1F (358.775879 sec): 3 clusters Score: Raw -113192.543385 + Penalty 2403.808970 = -110788.734414 nChanged 130 SP:Iteration 2F (358.784007 sec): 3 clusters Score: Raw -113313.412986 + Penalty 2403.808970 = -110909.604016 nChanged 93 SP:Iteration 3F (358.792193 sec): 3 clusters Score: Raw -113377.895204 + Penalty 2403.808970 = -110974.086233 nChanged 51 SP:Iteration 4Q (358.800347 sec): 3 clusters Score: Raw -113416.961333 + Penalty 2403.808970 = -111013.152362 nChanged 47 SP:Iteration 5Q (358.808535 sec): 3 clusters Score: Raw -113455.542842 + Penalty 2403.808970 = -111051.733871 nChanged 44 SP:Iteration 6Q (358.816703 sec): 3 clusters Score: Raw -113490.533095 + Penalty 2403.808970 = -111086.724125 nChanged 37 SP:Iteration 7Q (358.824883 sec): 3 clusters Score: Raw -113520.443917 + Penalty 2403.808970 = -111116.634947 nChanged 34 SP:Iteration 8Q (358.833098 sec): 3 clusters Score: Raw -113554.887527 + Penalty 2403.808970 = -111151.078557 nChanged 37 SP:Iteration 9Q (358.841275 sec): 3 clusters Score: Raw -113595.384676 + Penalty 2403.808970 = -111191.575705 nChanged 26 SP:Iteration 10Q (358.849428 sec): 3 clusters Score: Raw -113617.668761 + Penalty 2403.808970 = -111213.859790 nChanged 27 SP:Iteration 11Q (358.857570 sec): 3 clusters Score: Raw -113636.013361 + Penalty 2403.808970 = -111232.204391 nChanged 24 SP:Iteration 12Q (358.865705 sec): 3 clusters Score: Raw -113650.219148 + Penalty 2403.808970 = -111246.410177 nChanged 18 SP:Iteration 13Q (358.873825 sec): 3 clusters Score: Raw -113665.569181 + Penalty 2403.808970 = -111261.760210 nChanged 26 SP:Iteration 14Q (358.881853 sec): 3 clusters Score: Raw -113690.308922 + Penalty 2403.808970 = -111286.499952 nChanged 23 SP:Iteration 15Q (358.889961 sec): 3 clusters Score: Raw -113711.884796 + Penalty 2403.808970 = -111308.075826 nChanged 24 SP:Iteration 16Q (358.898088 sec): 3 clusters Score: Raw -113740.959614 + Penalty 2403.808970 = -111337.150643 nChanged 33 SP:Iteration 17Q (358.906110 sec): 3 clusters Score: Raw -113772.128432 + Penalty 2403.808970 = -111368.319461 nChanged 34 SP:Iteration 18Q (358.914201 sec): 3 clusters Score: Raw -113803.787733 + Penalty 2403.808970 = -111399.978763 nChanged 28 SP:Iteration 19Q (358.922194 sec): 3 clusters Score: Raw -113828.570203 + Penalty 2403.808970 = -111424.761232 nChanged 20 SP:Iteration 20F (358.930317 sec): 3 clusters Score: Raw -113847.357423 + Penalty 2403.808970 = -111443.548453 nChanged 14 SP:Iteration 21Q (358.938324 sec): 3 clusters Score: Raw -113866.311647 + Penalty 2403.808970 = -111462.502676 nChanged 13 SP:Iteration 22Q (358.946360 sec): 3 clusters Score: Raw -113877.456831 + Penalty 2403.808970 = -111473.647860 nChanged 15 SP:Iteration 23Q (358.954330 sec): 3 clusters Score: Raw -113889.534388 + Penalty 2403.808970 = -111485.725417 nChanged 13 SP:Iteration 24Q (358.962308 sec): 3 clusters Score: Raw -113902.285641 + Penalty 2403.808970 = -111498.476670 nChanged 4 SP:Iteration 25Q (358.970326 sec): 3 clusters Score: Raw -113906.031139 + Penalty 2403.808970 = -111502.222169 nChanged 6 SP:Iteration 26Q (358.978333 sec): 3 clusters Score: Raw -113912.152665 + Penalty 2403.808970 = -111508.343694 nChanged 8 SP:Iteration 27Q (358.986336 sec): 3 clusters Score: Raw -113919.470326 + Penalty 2403.808970 = -111515.661355 nChanged 8 SP:Iteration 28Q (358.994375 sec): 3 clusters Score: Raw -113924.096856 + Penalty 2403.808970 = -111520.287885 nChanged 2 SP:Iteration 29Q (359.002316 sec): 3 clusters Score: Raw -113925.078742 + Penalty 2403.808970 = -111521.269771 nChanged 1 SP:Iteration 30Q (359.010304 sec): 3 clusters Score: Raw -113925.340994 + Penalty 2403.808970 = -111521.532024 nChanged 2 SP:Iteration 31Q (359.018297 sec): 3 clusters Score: Raw -113926.745328 + Penalty 2403.808970 = -111522.936357 nChanged 2 SP:Iteration 32Q (359.026254 sec): 3 clusters Score: Raw -113928.340967 + Penalty 2403.808970 = -111524.531997 nChanged 2 SP:Iteration 33Q (359.034267 sec): 3 clusters Score: Raw -113930.979337 + Penalty 2403.808970 = -111527.170367 nChanged 5 SP:Iteration 34Q (359.042242 sec): 3 clusters Score: Raw -113936.382979 + Penalty 2403.808970 = -111532.574008 nChanged 1 SP:Iteration 35Q (359.050211 sec): 3 clusters Score: Raw -113937.272578 + Penalty 2403.808970 = -111533.463608 nChanged 1 SP:Iteration 36Q (359.058216 sec): 3 clusters Score: Raw -113937.616676 + Penalty 2403.808970 = -111533.807705 nChanged 0 SP:Iteration 37F (359.066359 sec): 3 clusters Score: Raw -113937.616676 + Penalty 2403.808970 = -111533.807705 nChanged 0 Trying to split cluster 7 (799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.075479 sec): 2 clusters Score: Raw -60686.331321 + Penalty 1086.046154 = -59600.285168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.080182 sec): 3 clusters Score: Raw -60492.991774 + Penalty 2172.092307 = -58320.899467 nChanged 216 SP:Iteration 1F (359.084533 sec): 3 clusters Score: Raw -60712.541111 + Penalty 2172.092307 = -58540.448804 nChanged 52 SP:Iteration 2F (359.088905 sec): 3 clusters Score: Raw -60767.910213 + Penalty 2172.092307 = -58595.817906 nChanged 22 SP:Iteration 3Q (359.093253 sec): 3 clusters Score: Raw -60792.817446 + Penalty 2172.092307 = -58620.725138 nChanged 12 SP:Iteration 4Q (359.097580 sec): 3 clusters Score: Raw -60809.782795 + Penalty 2172.092307 = -58637.690487 nChanged 8 SP:Iteration 5Q (359.101920 sec): 3 clusters Score: Raw -60821.593344 + Penalty 2172.092307 = -58649.501037 nChanged 8 SP:Iteration 6Q (359.106205 sec): 3 clusters Score: Raw -60829.935001 + Penalty 2172.092307 = -58657.842693 nChanged 7 SP:Iteration 7Q (359.110486 sec): 3 clusters Score: Raw -60839.655164 + Penalty 2172.092307 = -58667.562857 nChanged 12 SP:Iteration 8Q (359.114804 sec): 3 clusters Score: Raw -60854.618856 + Penalty 2172.092307 = -58682.526549 nChanged 12 SP:Iteration 9Q (359.119112 sec): 3 clusters Score: Raw -60875.964897 + Penalty 2172.092307 = -58703.872590 nChanged 9 SP:Iteration 10Q (359.123433 sec): 3 clusters Score: Raw -60891.037291 + Penalty 2172.092307 = -58718.944983 nChanged 9 SP:Iteration 11Q (359.127702 sec): 3 clusters Score: Raw -60904.861486 + Penalty 2172.092307 = -58732.769179 nChanged 8 SP:Iteration 12Q (359.131995 sec): 3 clusters Score: Raw -60919.000485 + Penalty 2172.092307 = -58746.908178 nChanged 6 SP:Iteration 13Q (359.136240 sec): 3 clusters Score: Raw -60925.750451 + Penalty 2172.092307 = -58753.658143 nChanged 6 SP:Iteration 14Q (359.140524 sec): 3 clusters Score: Raw -60934.364174 + Penalty 2172.092307 = -58762.271866 nChanged 5 SP:Iteration 15Q (359.144804 sec): 3 clusters Score: Raw -60942.330276 + Penalty 2172.092307 = -58770.237969 nChanged 7 SP:Iteration 16Q (359.149081 sec): 3 clusters Score: Raw -60949.620521 + Penalty 2172.092307 = -58777.528213 nChanged 2 SP:Iteration 17Q (359.153388 sec): 3 clusters Score: Raw -60951.320383 + Penalty 2172.092307 = -58779.228076 nChanged 0 SP:Iteration 18F (359.157735 sec): 3 clusters Score: Raw -60951.320383 + Penalty 2172.092307 = -58779.228076 nChanged 0 Trying to split cluster 8 (3801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.175295 sec): 2 clusters Score: Raw -283894.233612 + Penalty 1339.490664 = -282554.742948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.194734 sec): 3 clusters Score: Raw -282014.777857 + Penalty 2678.981327 = -279335.796530 nChanged 1492 SP:Iteration 1F (359.213093 sec): 3 clusters Score: Raw -282904.175652 + Penalty 2678.981327 = -280225.194324 nChanged 320 SP:Iteration 2F (359.231441 sec): 3 clusters Score: Raw -283158.820817 + Penalty 2678.981327 = -280479.839489 nChanged 277 SP:Iteration 3F (359.249770 sec): 3 clusters Score: Raw -283421.575962 + Penalty 2678.981327 = -280742.594635 nChanged 260 SP:Iteration 4F (359.268131 sec): 3 clusters Score: Raw -283625.710089 + Penalty 2678.981327 = -280946.728761 nChanged 193 SP:Iteration 5F (359.286478 sec): 3 clusters Score: Raw -283788.294821 + Penalty 2678.981327 = -281109.313494 nChanged 173 SP:Iteration 6Q (359.304793 sec): 3 clusters Score: Raw -283931.279865 + Penalty 2678.981327 = -281252.298538 nChanged 149 SP:Iteration 7Q (359.323020 sec): 3 clusters Score: Raw -284046.420246 + Penalty 2678.981327 = -281367.438919 nChanged 113 SP:Iteration 8Q (359.341204 sec): 3 clusters Score: Raw -284134.956276 + Penalty 2678.981327 = -281455.974949 nChanged 101 SP:Iteration 9Q (359.359367 sec): 3 clusters Score: Raw -284198.761326 + Penalty 2678.981327 = -281519.779999 nChanged 88 SP:Iteration 10Q (359.377350 sec): 3 clusters Score: Raw -284247.947300 + Penalty 2678.981327 = -281568.965972 nChanged 70 SP:Iteration 11Q (359.395273 sec): 3 clusters Score: Raw -284285.034550 + Penalty 2678.981327 = -281606.053223 nChanged 55 SP:Iteration 12Q (359.413336 sec): 3 clusters Score: Raw -284323.268428 + Penalty 2678.981327 = -281644.287101 nChanged 46 SP:Iteration 13Q (359.431376 sec): 3 clusters Score: Raw -284348.850938 + Penalty 2678.981327 = -281669.869610 nChanged 46 SP:Iteration 14Q (359.449271 sec): 3 clusters Score: Raw -284368.358794 + Penalty 2678.981327 = -281689.377467 nChanged 31 SP:Iteration 15Q (359.467318 sec): 3 clusters Score: Raw -284381.205882 + Penalty 2678.981327 = -281702.224555 nChanged 29 SP:Iteration 16Q (359.485290 sec): 3 clusters Score: Raw -284394.970510 + Penalty 2678.981327 = -281715.989182 nChanged 24 SP:Iteration 17Q (359.522547 sec): 3 clusters Score: Raw -284404.360442 + Penalty 2678.981327 = -281725.379115 nChanged 14 SP:Iteration 18Q (359.541167 sec): 3 clusters Score: Raw -284411.786654 + Penalty 2678.981327 = -281732.805326 nChanged 16 SP:Iteration 19Q (359.559171 sec): 3 clusters Score: Raw -284416.492949 + Penalty 2678.981327 = -281737.511621 nChanged 13 SP:Iteration 20F (359.578046 sec): 3 clusters Score: Raw -284421.001112 + Penalty 2678.981327 = -281742.019785 nChanged 16 SP:Iteration 21Q (359.596005 sec): 3 clusters Score: Raw -284429.950986 + Penalty 2678.981327 = -281750.969658 nChanged 17 SP:Iteration 22Q (359.613753 sec): 3 clusters Score: Raw -284438.958547 + Penalty 2678.981327 = -281759.977220 nChanged 17 SP:Iteration 23Q (359.631579 sec): 3 clusters Score: Raw -284447.978546 + Penalty 2678.981327 = -281768.997218 nChanged 17 SP:Iteration 24Q (359.649401 sec): 3 clusters Score: Raw -284453.788679 + Penalty 2678.981327 = -281774.807351 nChanged 15 SP:Iteration 25Q (359.667010 sec): 3 clusters Score: Raw -284460.436253 + Penalty 2678.981327 = -281781.454926 nChanged 16 SP:Iteration 26Q (359.685084 sec): 3 clusters Score: Raw -284467.023845 + Penalty 2678.981327 = -281788.042518 nChanged 14 SP:Iteration 27Q (359.702977 sec): 3 clusters Score: Raw -284472.392813 + Penalty 2678.981327 = -281793.411486 nChanged 11 SP:Iteration 28Q (359.720512 sec): 3 clusters Score: Raw -284475.158461 + Penalty 2678.981327 = -281796.177134 nChanged 5 SP:Iteration 29Q (359.738577 sec): 3 clusters Score: Raw -284477.552130 + Penalty 2678.981327 = -281798.570803 nChanged 10 SP:Iteration 30Q (359.756394 sec): 3 clusters Score: Raw -284479.629923 + Penalty 2678.981327 = -281800.648595 nChanged 7 SP:Iteration 31Q (359.806813 sec): 3 clusters Score: Raw -284481.227585 + Penalty 2678.981327 = -281802.246258 nChanged 8 SP:Iteration 32Q (359.858587 sec): 3 clusters Score: Raw -284483.691353 + Penalty 2678.981327 = -281804.710026 nChanged 10 SP:Iteration 33Q (359.910880 sec): 3 clusters Score: Raw -284486.854997 + Penalty 2678.981327 = -281807.873669 nChanged 9 SP:Iteration 34Q (359.963254 sec): 3 clusters Score: Raw -284489.587750 + Penalty 2678.981327 = -281810.606423 nChanged 6 SP:Iteration 35Q (359.982003 sec): 3 clusters Score: Raw -284490.643331 + Penalty 2678.981327 = -281811.662004 nChanged 2 SP:Iteration 36Q (359.999883 sec): 3 clusters Score: Raw -284491.776050 + Penalty 2678.981327 = -281812.794723 nChanged 3 SP:Iteration 37Q (360.017766 sec): 3 clusters Score: Raw -284492.710395 + Penalty 2678.981327 = -281813.729068 nChanged 2 SP:Iteration 38Q (360.035231 sec): 3 clusters Score: Raw -284493.320915 + Penalty 2678.981327 = -281814.339588 nChanged 1 SP:Iteration 39Q (360.053175 sec): 3 clusters Score: Raw -284493.411439 + Penalty 2678.981327 = -281814.430112 nChanged 0 SP:Iteration 40F (360.071282 sec): 3 clusters Score: Raw -284493.411439 + Penalty 2678.981327 = -281814.430112 nChanged 0 Trying to split cluster 9 (2442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.087023 sec): 2 clusters Score: Raw -196898.749730 + Penalty 1267.593056 = -195631.156674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.099810 sec): 3 clusters Score: Raw -195805.346051 + Penalty 2535.186113 = -193270.159939 nChanged 902 SP:Iteration 1F (360.111899 sec): 3 clusters Score: Raw -196349.195135 + Penalty 2535.186113 = -193814.009023 nChanged 191 SP:Iteration 2F (360.123934 sec): 3 clusters Score: Raw -196480.167823 + Penalty 2535.186113 = -193944.981710 nChanged 132 SP:Iteration 3F (360.135993 sec): 3 clusters Score: Raw -196562.254018 + Penalty 2535.186113 = -194027.067905 nChanged 90 SP:Iteration 4Q (360.148068 sec): 3 clusters Score: Raw -196628.597185 + Penalty 2535.186113 = -194093.411072 nChanged 82 SP:Iteration 5Q (360.160031 sec): 3 clusters Score: Raw -196687.062292 + Penalty 2535.186113 = -194151.876180 nChanged 78 SP:Iteration 6Q (360.172014 sec): 3 clusters Score: Raw -196745.027111 + Penalty 2535.186113 = -194209.840999 nChanged 76 SP:Iteration 7Q (360.184077 sec): 3 clusters Score: Raw -196815.233304 + Penalty 2535.186113 = -194280.047191 nChanged 75 SP:Iteration 8Q (360.196098 sec): 3 clusters Score: Raw -196869.600196 + Penalty 2535.186113 = -194334.414084 nChanged 61 SP:Iteration 9Q (360.208016 sec): 3 clusters Score: Raw -196911.888291 + Penalty 2535.186113 = -194376.702178 nChanged 56 SP:Iteration 10Q (360.219983 sec): 3 clusters Score: Raw -196957.565282 + Penalty 2535.186113 = -194422.379169 nChanged 62 SP:Iteration 11Q (360.231962 sec): 3 clusters Score: Raw -197009.399171 + Penalty 2535.186113 = -194474.213058 nChanged 52 SP:Iteration 12Q (360.243940 sec): 3 clusters Score: Raw -197040.740823 + Penalty 2535.186113 = -194505.554711 nChanged 43 SP:Iteration 13Q (360.256132 sec): 3 clusters Score: Raw -197065.856215 + Penalty 2535.186113 = -194530.670102 nChanged 41 SP:Iteration 14Q (360.268023 sec): 3 clusters Score: Raw -197088.374814 + Penalty 2535.186113 = -194553.188701 nChanged 37 SP:Iteration 15Q (360.279829 sec): 3 clusters Score: Raw -197113.103637 + Penalty 2535.186113 = -194577.917525 nChanged 41 SP:Iteration 16Q (360.291756 sec): 3 clusters Score: Raw -197138.827071 + Penalty 2535.186113 = -194603.640958 nChanged 33 SP:Iteration 17Q (360.303709 sec): 3 clusters Score: Raw -197157.507829 + Penalty 2535.186113 = -194622.321717 nChanged 34 SP:Iteration 18Q (360.315533 sec): 3 clusters Score: Raw -197173.926846 + Penalty 2535.186113 = -194638.740734 nChanged 23 SP:Iteration 19Q (360.327479 sec): 3 clusters Score: Raw -197187.418184 + Penalty 2535.186113 = -194652.232072 nChanged 27 SP:Iteration 20F (360.339312 sec): 3 clusters Score: Raw -197202.523296 + Penalty 2535.186113 = -194667.337183 nChanged 22 SP:Iteration 21Q (360.351132 sec): 3 clusters Score: Raw -197211.657198 + Penalty 2535.186113 = -194676.471086 nChanged 15 SP:Iteration 22Q (360.362990 sec): 3 clusters Score: Raw -197220.246441 + Penalty 2535.186113 = -194685.060328 nChanged 15 SP:Iteration 23Q (360.374886 sec): 3 clusters Score: Raw -197227.538018 + Penalty 2535.186113 = -194692.351905 nChanged 11 SP:Iteration 24Q (360.386592 sec): 3 clusters Score: Raw -197232.092805 + Penalty 2535.186113 = -194696.906692 nChanged 8 SP:Iteration 25Q (360.398339 sec): 3 clusters Score: Raw -197236.107957 + Penalty 2535.186113 = -194700.921845 nChanged 7 SP:Iteration 26Q (360.409879 sec): 3 clusters Score: Raw -197238.023862 + Penalty 2535.186113 = -194702.837749 nChanged 3 SP:Iteration 27Q (360.421786 sec): 3 clusters Score: Raw -197239.033732 + Penalty 2535.186113 = -194703.847619 nChanged 4 SP:Iteration 28Q (360.433676 sec): 3 clusters Score: Raw -197240.220400 + Penalty 2535.186113 = -194705.034287 nChanged 5 SP:Iteration 29Q (360.445605 sec): 3 clusters Score: Raw -197241.999902 + Penalty 2535.186113 = -194706.813789 nChanged 4 SP:Iteration 30Q (360.457561 sec): 3 clusters Score: Raw -197243.195680 + Penalty 2535.186113 = -194708.009568 nChanged 3 SP:Iteration 31Q (360.469501 sec): 3 clusters Score: Raw -197244.285877 + Penalty 2535.186113 = -194709.099764 nChanged 2 SP:Iteration 32Q (360.481428 sec): 3 clusters Score: Raw -197244.586136 + Penalty 2535.186113 = -194709.400023 nChanged 1 SP:Iteration 33Q (360.493400 sec): 3 clusters Score: Raw -197244.767738 + Penalty 2535.186113 = -194709.581625 nChanged 1 SP:Iteration 34Q (360.505353 sec): 3 clusters Score: Raw -197245.316634 + Penalty 2535.186113 = -194710.130522 nChanged 0 SP:Iteration 35F (360.517388 sec): 3 clusters Score: Raw -197245.316634 + Penalty 2535.186113 = -194710.130522 nChanged 0 Trying to split cluster 10 (12282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.543802 sec): 2 clusters Score: Raw -1039783.773692 + Penalty 1530.082134 = -1038253.691558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.576279 sec): 3 clusters Score: Raw -1032744.606973 + Penalty 3060.164268 = -1029684.442705 nChanged 5321 SP:Iteration 1F (360.607431 sec): 3 clusters Score: Raw -1035696.169444 + Penalty 3060.164268 = -1032636.005176 nChanged 790 SP:Iteration 2F (360.638798 sec): 3 clusters Score: Raw -1036089.346850 + Penalty 3060.164268 = -1033029.182582 nChanged 695 SP:Iteration 3F (360.670040 sec): 3 clusters Score: Raw -1036451.587533 + Penalty 3060.164268 = -1033391.423265 nChanged 687 SP:Iteration 4F (360.701157 sec): 3 clusters Score: Raw -1036862.401402 + Penalty 3060.164268 = -1033802.237134 nChanged 753 SP:Iteration 5F (360.732323 sec): 3 clusters Score: Raw -1037320.009633 + Penalty 3060.164268 = -1034259.845365 nChanged 715 SP:Iteration 6F (360.763395 sec): 3 clusters Score: Raw -1037817.234621 + Penalty 3060.164268 = -1034757.070353 nChanged 723 SP:Iteration 7F (360.794534 sec): 3 clusters Score: Raw -1038391.951972 + Penalty 3060.164268 = -1035331.787704 nChanged 694 SP:Iteration 8F (360.825685 sec): 3 clusters Score: Raw -1038950.569979 + Penalty 3060.164268 = -1035890.405711 nChanged 556 SP:Iteration 9Q (360.856782 sec): 3 clusters Score: Raw -1039396.638291 + Penalty 3060.164268 = -1036336.474023 nChanged 441 SP:Iteration 10Q (360.887376 sec): 3 clusters Score: Raw -1039719.413710 + Penalty 3060.164268 = -1036659.249442 nChanged 311 SP:Iteration 11Q (360.917828 sec): 3 clusters Score: Raw -1039913.978893 + Penalty 3060.164268 = -1036853.814625 nChanged 230 SP:Iteration 12Q (360.947554 sec): 3 clusters Score: Raw -1040019.310054 + Penalty 3060.164268 = -1036959.145786 nChanged 168 SP:Iteration 13Q (360.977199 sec): 3 clusters Score: Raw -1040076.862648 + Penalty 3060.164268 = -1037016.698380 nChanged 123 SP:Iteration 14Q (361.006437 sec): 3 clusters Score: Raw -1040117.431184 + Penalty 3060.164268 = -1037057.266916 nChanged 104 SP:Iteration 15Q (361.035616 sec): 3 clusters Score: Raw -1040146.326017 + Penalty 3060.164268 = -1037086.161749 nChanged 86 SP:Iteration 16Q (361.064791 sec): 3 clusters Score: Raw -1040167.443212 + Penalty 3060.164268 = -1037107.278944 nChanged 79 SP:Iteration 17Q (361.093904 sec): 3 clusters Score: Raw -1040184.940217 + Penalty 3060.164268 = -1037124.775950 nChanged 63 SP:Iteration 18Q (361.123177 sec): 3 clusters Score: Raw -1040198.021609 + Penalty 3060.164268 = -1037137.857341 nChanged 56 SP:Iteration 19Q (361.152174 sec): 3 clusters Score: Raw -1040207.916529 + Penalty 3060.164268 = -1037147.752261 nChanged 48 SP:Iteration 20F (361.183299 sec): 3 clusters Score: Raw -1040218.423683 + Penalty 3060.164268 = -1037158.259416 nChanged 48 SP:Iteration 21Q (361.212420 sec): 3 clusters Score: Raw -1040228.878479 + Penalty 3060.164268 = -1037168.714212 nChanged 50 SP:Iteration 22Q (361.241552 sec): 3 clusters Score: Raw -1040239.038752 + Penalty 3060.164268 = -1037178.874484 nChanged 49 SP:Iteration 23Q (361.270681 sec): 3 clusters Score: Raw -1040250.174387 + Penalty 3060.164268 = -1037190.010119 nChanged 49 SP:Iteration 24Q (361.299692 sec): 3 clusters Score: Raw -1040258.458466 + Penalty 3060.164268 = -1037198.294198 nChanged 41 SP:Iteration 25Q (361.328746 sec): 3 clusters Score: Raw -1040264.248125 + Penalty 3060.164268 = -1037204.083857 nChanged 28 SP:Iteration 26Q (361.357881 sec): 3 clusters Score: Raw -1040267.991413 + Penalty 3060.164268 = -1037207.827145 nChanged 21 SP:Iteration 27Q (361.386817 sec): 3 clusters Score: Raw -1040270.476576 + Penalty 3060.164268 = -1037210.312308 nChanged 10 SP:Iteration 28Q (361.416015 sec): 3 clusters Score: Raw -1040271.539466 + Penalty 3060.164268 = -1037211.375198 nChanged 7 SP:Iteration 29Q (361.444962 sec): 3 clusters Score: Raw -1040272.545373 + Penalty 3060.164268 = -1037212.381105 nChanged 10 SP:Iteration 30Q (361.473899 sec): 3 clusters Score: Raw -1040273.781615 + Penalty 3060.164268 = -1037213.617347 nChanged 6 SP:Iteration 31Q (361.502880 sec): 3 clusters Score: Raw -1040274.483981 + Penalty 3060.164268 = -1037214.319714 nChanged 6 SP:Iteration 32Q (361.531963 sec): 3 clusters Score: Raw -1040274.936166 + Penalty 3060.164268 = -1037214.771899 nChanged 2 SP:Iteration 33Q (361.561150 sec): 3 clusters Score: Raw -1040275.068520 + Penalty 3060.164268 = -1037214.904252 nChanged 1 SP:Iteration 34Q (361.590128 sec): 3 clusters Score: Raw -1040275.271778 + Penalty 3060.164268 = -1037215.107510 nChanged 5 SP:Iteration 35Q (361.619070 sec): 3 clusters Score: Raw -1040275.624938 + Penalty 3060.164268 = -1037215.460670 nChanged 4 SP:Iteration 36Q (361.648206 sec): 3 clusters Score: Raw -1040275.956367 + Penalty 3060.164268 = -1037215.792099 nChanged 6 SP:Iteration 37Q (361.677340 sec): 3 clusters Score: Raw -1040276.500691 + Penalty 3060.164268 = -1037216.336424 nChanged 8 SP:Iteration 38Q (361.706308 sec): 3 clusters Score: Raw -1040277.373282 + Penalty 3060.164268 = -1037217.209014 nChanged 9 SP:Iteration 39Q (361.735456 sec): 3 clusters Score: Raw -1040278.141982 + Penalty 3060.164268 = -1037217.977714 nChanged 6 SP:Iteration 40F (361.766492 sec): 3 clusters Score: Raw -1040278.861322 + Penalty 3060.164268 = -1037218.697054 nChanged 6 SP:Iteration 41Q (361.795672 sec): 3 clusters Score: Raw -1040280.065220 + Penalty 3060.164268 = -1037219.900952 nChanged 7 SP:Iteration 42Q (361.824726 sec): 3 clusters Score: Raw -1040281.071749 + Penalty 3060.164268 = -1037220.907481 nChanged 4 SP:Iteration 43Q (361.853883 sec): 3 clusters Score: Raw -1040281.521060 + Penalty 3060.164268 = -1037221.356792 nChanged 5 SP:Iteration 44Q (361.882980 sec): 3 clusters Score: Raw -1040282.420252 + Penalty 3060.164268 = -1037222.255984 nChanged 9 SP:Iteration 45Q (361.911957 sec): 3 clusters Score: Raw -1040283.423154 + Penalty 3060.164268 = -1037223.258886 nChanged 7 SP:Iteration 46Q (361.941201 sec): 3 clusters Score: Raw -1040283.869541 + Penalty 3060.164268 = -1037223.705274 nChanged 4 SP:Iteration 47Q (361.970533 sec): 3 clusters Score: Raw -1040284.195216 + Penalty 3060.164268 = -1037224.030948 nChanged 5 SP:Iteration 48Q (361.999730 sec): 3 clusters Score: Raw -1040284.830769 + Penalty 3060.164268 = -1037224.666501 nChanged 6 SP:Iteration 49Q (362.028929 sec): 3 clusters Score: Raw -1040285.638674 + Penalty 3060.164268 = -1037225.474406 nChanged 6 SP:Iteration 50Q (362.058088 sec): 3 clusters Score: Raw -1040286.214580 + Penalty 3060.164268 = -1037226.050312 nChanged 8 SP:Iteration 51Q (362.087174 sec): 3 clusters Score: Raw -1040286.972266 + Penalty 3060.164268 = -1037226.807999 nChanged 5 SP:Iteration 52Q (362.116226 sec): 3 clusters Score: Raw -1040287.327283 + Penalty 3060.164268 = -1037227.163015 nChanged 4 SP:Iteration 53Q (362.145431 sec): 3 clusters Score: Raw -1040287.608049 + Penalty 3060.164268 = -1037227.443781 nChanged 2 SP:Iteration 54Q (362.174617 sec): 3 clusters Score: Raw -1040287.758316 + Penalty 3060.164268 = -1037227.594048 nChanged 4 SP:Iteration 55Q (362.203687 sec): 3 clusters Score: Raw -1040288.264927 + Penalty 3060.164268 = -1037228.100659 nChanged 7 SP:Iteration 56Q (362.232761 sec): 3 clusters Score: Raw -1040289.031304 + Penalty 3060.164268 = -1037228.867036 nChanged 6 SP:Iteration 57Q (362.261783 sec): 3 clusters Score: Raw -1040289.904429 + Penalty 3060.164268 = -1037229.740161 nChanged 8 SP:Iteration 58Q (362.290992 sec): 3 clusters Score: Raw -1040290.883708 + Penalty 3060.164268 = -1037230.719440 nChanged 8 SP:Iteration 59Q (362.320072 sec): 3 clusters Score: Raw -1040291.701854 + Penalty 3060.164268 = -1037231.537587 nChanged 8 SP:Iteration 60F (362.351041 sec): 3 clusters Score: Raw -1040292.752708 + Penalty 3060.164268 = -1037232.588440 nChanged 10 SP:Iteration 61Q (362.380332 sec): 3 clusters Score: Raw -1040293.718705 + Penalty 3060.164268 = -1037233.554438 nChanged 4 SP:Iteration 62Q (362.409490 sec): 3 clusters Score: Raw -1040294.348721 + Penalty 3060.164268 = -1037234.184453 nChanged 7 SP:Iteration 63Q (362.440166 sec): 3 clusters Score: Raw -1040295.062692 + Penalty 3060.164268 = -1037234.898425 nChanged 9 SP:Iteration 64Q (362.469195 sec): 3 clusters Score: Raw -1040296.479844 + Penalty 3060.164268 = -1037236.315576 nChanged 13 SP:Iteration 65Q (362.498308 sec): 3 clusters Score: Raw -1040298.183151 + Penalty 3060.164268 = -1037238.018883 nChanged 14 SP:Iteration 66Q (362.527502 sec): 3 clusters Score: Raw -1040299.723467 + Penalty 3060.164268 = -1037239.559199 nChanged 16 SP:Iteration 67Q (362.556487 sec): 3 clusters Score: Raw -1040301.560130 + Penalty 3060.164268 = -1037241.395862 nChanged 10 SP:Iteration 68Q (362.585737 sec): 3 clusters Score: Raw -1040302.703497 + Penalty 3060.164268 = -1037242.539229 nChanged 7 SP:Iteration 69Q (362.614862 sec): 3 clusters Score: Raw -1040303.518223 + Penalty 3060.164268 = -1037243.353955 nChanged 6 SP:Iteration 70Q (362.643839 sec): 3 clusters Score: Raw -1040303.985515 + Penalty 3060.164268 = -1037243.821248 nChanged 4 SP:Iteration 71Q (362.673124 sec): 3 clusters Score: Raw -1040304.727484 + Penalty 3060.164268 = -1037244.563216 nChanged 9 SP:Iteration 72Q (362.702100 sec): 3 clusters Score: Raw -1040305.283978 + Penalty 3060.164268 = -1037245.119710 nChanged 1 SP:Iteration 73Q (362.731369 sec): 3 clusters Score: Raw -1040305.307505 + Penalty 3060.164268 = -1037245.143238 nChanged 2 SP:Iteration 74Q (362.760402 sec): 3 clusters Score: Raw -1040305.402120 + Penalty 3060.164268 = -1037245.237853 nChanged 1 SP:Iteration 75Q (362.789445 sec): 3 clusters Score: Raw -1040305.524791 + Penalty 3060.164268 = -1037245.360523 nChanged 3 SP:Iteration 76Q (362.818568 sec): 3 clusters Score: Raw -1040305.699696 + Penalty 3060.164268 = -1037245.535428 nChanged 0 SP:Iteration 77F (362.849767 sec): 3 clusters Score: Raw -1040305.699696 + Penalty 3060.164268 = -1037245.535428 nChanged 0 Trying to split cluster 11 (3381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.865789 sec): 2 clusters Score: Raw -281026.964727 + Penalty 1320.463105 = -279706.501622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.883209 sec): 3 clusters Score: Raw -279400.594487 + Penalty 2640.926211 = -276759.668276 nChanged 1310 SP:Iteration 1F (362.899551 sec): 3 clusters Score: Raw -280102.966221 + Penalty 2640.926211 = -277462.040010 nChanged 226 SP:Iteration 2F (362.915875 sec): 3 clusters Score: Raw -280239.746216 + Penalty 2640.926211 = -277598.820005 nChanged 169 SP:Iteration 3Q (362.932293 sec): 3 clusters Score: Raw -280329.611728 + Penalty 2640.926211 = -277688.685518 nChanged 112 SP:Iteration 4Q (362.948568 sec): 3 clusters Score: Raw -280388.043877 + Penalty 2640.926211 = -277747.117666 nChanged 94 SP:Iteration 5Q (362.964811 sec): 3 clusters Score: Raw -280441.035703 + Penalty 2640.926211 = -277800.109492 nChanged 90 SP:Iteration 6Q (362.981202 sec): 3 clusters Score: Raw -280480.555062 + Penalty 2640.926211 = -277839.628851 nChanged 74 SP:Iteration 7Q (362.997555 sec): 3 clusters Score: Raw -280515.091538 + Penalty 2640.926211 = -277874.165327 nChanged 82 SP:Iteration 8Q (363.013939 sec): 3 clusters Score: Raw -280565.280388 + Penalty 2640.926211 = -277924.354177 nChanged 82 SP:Iteration 9Q (363.030301 sec): 3 clusters Score: Raw -280619.059493 + Penalty 2640.926211 = -277978.133282 nChanged 97 SP:Iteration 10Q (363.046518 sec): 3 clusters Score: Raw -280676.568366 + Penalty 2640.926211 = -278035.642155 nChanged 86 SP:Iteration 11Q (363.062878 sec): 3 clusters Score: Raw -280725.073680 + Penalty 2640.926211 = -278084.147469 nChanged 90 SP:Iteration 12Q (363.079071 sec): 3 clusters Score: Raw -280778.491131 + Penalty 2640.926211 = -278137.564920 nChanged 86 SP:Iteration 13Q (363.095351 sec): 3 clusters Score: Raw -280822.638882 + Penalty 2640.926211 = -278181.712672 nChanged 74 SP:Iteration 14Q (363.111659 sec): 3 clusters Score: Raw -280866.343765 + Penalty 2640.926211 = -278225.417554 nChanged 79 SP:Iteration 15Q (363.127927 sec): 3 clusters Score: Raw -280923.369118 + Penalty 2640.926211 = -278282.442907 nChanged 86 SP:Iteration 16Q (363.144252 sec): 3 clusters Score: Raw -280986.643697 + Penalty 2640.926211 = -278345.717486 nChanged 99 SP:Iteration 17Q (363.160477 sec): 3 clusters Score: Raw -281044.957698 + Penalty 2640.926211 = -278404.031487 nChanged 74 SP:Iteration 18Q (363.176709 sec): 3 clusters Score: Raw -281082.227585 + Penalty 2640.926211 = -278441.301374 nChanged 63 SP:Iteration 19Q (363.192903 sec): 3 clusters Score: Raw -281109.349810 + Penalty 2640.926211 = -278468.423599 nChanged 58 SP:Iteration 20F (363.209272 sec): 3 clusters Score: Raw -281136.753730 + Penalty 2640.926211 = -278495.827519 nChanged 47 SP:Iteration 21Q (363.225448 sec): 3 clusters Score: Raw -281162.070956 + Penalty 2640.926211 = -278521.144745 nChanged 49 SP:Iteration 22Q (363.241739 sec): 3 clusters Score: Raw -281184.306914 + Penalty 2640.926211 = -278543.380703 nChanged 44 SP:Iteration 23Q (363.257744 sec): 3 clusters Score: Raw -281204.557563 + Penalty 2640.926211 = -278563.631352 nChanged 43 SP:Iteration 24Q (363.273768 sec): 3 clusters Score: Raw -281221.977027 + Penalty 2640.926211 = -278581.050816 nChanged 35 SP:Iteration 25Q (363.289895 sec): 3 clusters Score: Raw -281239.799413 + Penalty 2640.926211 = -278598.873202 nChanged 41 SP:Iteration 26Q (363.305910 sec): 3 clusters Score: Raw -281257.613279 + Penalty 2640.926211 = -278616.687068 nChanged 34 SP:Iteration 27Q (363.321892 sec): 3 clusters Score: Raw -281273.523956 + Penalty 2640.926211 = -278632.597745 nChanged 32 SP:Iteration 28Q (363.337948 sec): 3 clusters Score: Raw -281286.098900 + Penalty 2640.926211 = -278645.172689 nChanged 22 SP:Iteration 29Q (363.354032 sec): 3 clusters Score: Raw -281299.371881 + Penalty 2640.926211 = -278658.445670 nChanged 29 SP:Iteration 30Q (363.370145 sec): 3 clusters Score: Raw -281317.887433 + Penalty 2640.926211 = -278676.961222 nChanged 29 SP:Iteration 31Q (363.386068 sec): 3 clusters Score: Raw -281331.014976 + Penalty 2640.926211 = -278690.088765 nChanged 27 SP:Iteration 32Q (363.402129 sec): 3 clusters Score: Raw -281341.384666 + Penalty 2640.926211 = -278700.458455 nChanged 23 SP:Iteration 33Q (363.417976 sec): 3 clusters Score: Raw -281349.089358 + Penalty 2640.926211 = -278708.163147 nChanged 24 SP:Iteration 34Q (363.433993 sec): 3 clusters Score: Raw -281358.414600 + Penalty 2640.926211 = -278717.488389 nChanged 18 SP:Iteration 35Q (363.449826 sec): 3 clusters Score: Raw -281365.359581 + Penalty 2640.926211 = -278724.433371 nChanged 19 SP:Iteration 36Q (363.465954 sec): 3 clusters Score: Raw -281371.040546 + Penalty 2640.926211 = -278730.114335 nChanged 9 SP:Iteration 37Q (363.481927 sec): 3 clusters Score: Raw -281373.988558 + Penalty 2640.926211 = -278733.062347 nChanged 6 SP:Iteration 38Q (363.497791 sec): 3 clusters Score: Raw -281375.975350 + Penalty 2640.926211 = -278735.049139 nChanged 7 SP:Iteration 39Q (363.513599 sec): 3 clusters Score: Raw -281380.523203 + Penalty 2640.926211 = -278739.596993 nChanged 13 SP:Iteration 40F (363.529940 sec): 3 clusters Score: Raw -281385.686924 + Penalty 2640.926211 = -278744.760713 nChanged 12 SP:Iteration 41Q (363.545786 sec): 3 clusters Score: Raw -281390.020586 + Penalty 2640.926211 = -278749.094375 nChanged 13 SP:Iteration 42Q (363.561852 sec): 3 clusters Score: Raw -281396.696350 + Penalty 2640.926211 = -278755.770139 nChanged 17 SP:Iteration 43Q (363.577795 sec): 3 clusters Score: Raw -281407.355365 + Penalty 2640.926211 = -278766.429154 nChanged 14 SP:Iteration 44Q (363.593741 sec): 3 clusters Score: Raw -281412.927143 + Penalty 2640.926211 = -278772.000932 nChanged 13 SP:Iteration 45Q (363.609653 sec): 3 clusters Score: Raw -281417.078552 + Penalty 2640.926211 = -278776.152341 nChanged 10 SP:Iteration 46Q (363.625594 sec): 3 clusters Score: Raw -281419.195037 + Penalty 2640.926211 = -278778.268827 nChanged 5 SP:Iteration 47Q (363.641502 sec): 3 clusters Score: Raw -281420.518447 + Penalty 2640.926211 = -278779.592237 nChanged 8 SP:Iteration 48Q (363.657287 sec): 3 clusters Score: Raw -281422.846543 + Penalty 2640.926211 = -278781.920333 nChanged 10 SP:Iteration 49Q (363.673160 sec): 3 clusters Score: Raw -281425.092047 + Penalty 2640.926211 = -278784.165836 nChanged 8 SP:Iteration 50Q (363.688920 sec): 3 clusters Score: Raw -281428.099489 + Penalty 2640.926211 = -278787.173278 nChanged 4 SP:Iteration 51Q (363.704790 sec): 3 clusters Score: Raw -281429.177682 + Penalty 2640.926211 = -278788.251471 nChanged 3 SP:Iteration 52Q (363.720660 sec): 3 clusters Score: Raw -281429.916242 + Penalty 2640.926211 = -278788.990031 nChanged 2 SP:Iteration 53Q (363.771511 sec): 3 clusters Score: Raw -281430.477714 + Penalty 2640.926211 = -278789.551503 nChanged 1 SP:Iteration 54Q (363.787317 sec): 3 clusters Score: Raw -281430.650792 + Penalty 2640.926211 = -278789.724581 nChanged 2 SP:Iteration 55Q (363.803253 sec): 3 clusters Score: Raw -281430.873098 + Penalty 2640.926211 = -278789.946887 nChanged 1 SP:Iteration 56Q (363.819135 sec): 3 clusters Score: Raw -281431.267452 + Penalty 2640.926211 = -278790.341241 nChanged 2 SP:Iteration 57Q (363.835031 sec): 3 clusters Score: Raw -281431.872214 + Penalty 2640.926211 = -278790.946003 nChanged 1 SP:Iteration 58Q (363.850903 sec): 3 clusters Score: Raw -281432.729992 + Penalty 2640.926211 = -278791.803781 nChanged 4 SP:Iteration 59Q (363.866598 sec): 3 clusters Score: Raw -281434.138934 + Penalty 2640.926211 = -278793.212723 nChanged 2 SP:Iteration 60F (363.882952 sec): 3 clusters Score: Raw -281434.879525 + Penalty 2640.926211 = -278793.953314 nChanged 1 SP:Iteration 61Q (363.898819 sec): 3 clusters Score: Raw -281434.989483 + Penalty 2640.926211 = -278794.063272 nChanged 4 SP:Iteration 62Q (363.914691 sec): 3 clusters Score: Raw -281436.143523 + Penalty 2640.926211 = -278795.217312 nChanged 7 SP:Iteration 63Q (363.936270 sec): 3 clusters Score: Raw -281438.092463 + Penalty 2640.926211 = -278797.166252 nChanged 4 SP:Iteration 64Q (363.952145 sec): 3 clusters Score: Raw -281439.921765 + Penalty 2640.926211 = -278798.995554 nChanged 4 SP:Iteration 65Q (363.968055 sec): 3 clusters Score: Raw -281440.862525 + Penalty 2640.926211 = -278799.936314 nChanged 3 SP:Iteration 66Q (363.983888 sec): 3 clusters Score: Raw -281441.582849 + Penalty 2640.926211 = -278800.656638 nChanged 4 SP:Iteration 67Q (363.999624 sec): 3 clusters Score: Raw -281442.849633 + Penalty 2640.926211 = -278801.923422 nChanged 3 SP:Iteration 68Q (364.015435 sec): 3 clusters Score: Raw -281443.670760 + Penalty 2640.926211 = -278802.744549 nChanged 2 SP:Iteration 69Q (364.031326 sec): 3 clusters Score: Raw -281444.320416 + Penalty 2640.926211 = -278803.394205 nChanged 3 SP:Iteration 70Q (364.046999 sec): 3 clusters Score: Raw -281445.012357 + Penalty 2640.926211 = -278804.086147 nChanged 0 SP:Iteration 71F (364.063172 sec): 3 clusters Score: Raw -281445.012357 + Penalty 2640.926211 = -278804.086147 nChanged 0 Trying to split cluster 12 (29606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (364.108965 sec): 2 clusters Score: Raw -2380248.039546 + Penalty 1673.056502 = -2378574.983044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (364.169244 sec): 3 clusters Score: Raw -2361943.183186 + Penalty 3346.113005 = -2358597.070181 nChanged 13619 SP:Iteration 1F (364.226622 sec): 3 clusters Score: Raw -2369411.068474 + Penalty 3346.113005 = -2366064.955469 nChanged 1287 SP:Iteration 2Q (364.286131 sec): 3 clusters Score: Raw -2369807.326093 + Penalty 3346.113005 = -2366461.213088 nChanged 1185 SP:Iteration 3Q (364.345436 sec): 3 clusters Score: Raw -2370192.572039 + Penalty 3346.113005 = -2366846.459035 nChanged 1188 SP:Iteration 4Q (364.404540 sec): 3 clusters Score: Raw -2370620.173654 + Penalty 3346.113005 = -2367274.060649 nChanged 1227 SP:Iteration 5Q (364.463049 sec): 3 clusters Score: Raw -2371151.285795 + Penalty 3346.113005 = -2367805.172790 nChanged 1359 SP:Iteration 6Q (364.521774 sec): 3 clusters Score: Raw -2371825.961001 + Penalty 3346.113005 = -2368479.847997 nChanged 1479 SP:Iteration 7Q (364.580070 sec): 3 clusters Score: Raw -2372647.904922 + Penalty 3346.113005 = -2369301.791917 nChanged 1593 SP:Iteration 8F (364.636503 sec): 3 clusters Score: Raw -2373653.621441 + Penalty 3346.113005 = -2370307.508436 nChanged 1595 SP:Iteration 9F (364.693869 sec): 3 clusters Score: Raw -2374679.419006 + Penalty 3346.113005 = -2371333.306001 nChanged 1573 SP:Iteration 10F (364.751032 sec): 3 clusters Score: Raw -2375600.857491 + Penalty 3346.113005 = -2372254.744486 nChanged 1302 SP:Iteration 11Q (364.808965 sec): 3 clusters Score: Raw -2376242.005624 + Penalty 3346.113005 = -2372895.892619 nChanged 978 SP:Iteration 12Q (364.865246 sec): 3 clusters Score: Raw -2376627.628491 + Penalty 3346.113005 = -2373281.515487 nChanged 702 SP:Iteration 13Q (364.921729 sec): 3 clusters Score: Raw -2376840.747675 + Penalty 3346.113005 = -2373494.634671 nChanged 539 SP:Iteration 14Q (364.977570 sec): 3 clusters Score: Raw -2377001.626689 + Penalty 3346.113005 = -2373655.513684 nChanged 461 SP:Iteration 15Q (365.032807 sec): 3 clusters Score: Raw -2377131.752941 + Penalty 3346.113005 = -2373785.639936 nChanged 420 SP:Iteration 16Q (365.088166 sec): 3 clusters Score: Raw -2377242.007932 + Penalty 3346.113005 = -2373895.894927 nChanged 411 SP:Iteration 17Q (365.143243 sec): 3 clusters Score: Raw -2377357.378234 + Penalty 3346.113005 = -2374011.265230 nChanged 410 SP:Iteration 18Q (365.198247 sec): 3 clusters Score: Raw -2377466.854597 + Penalty 3346.113005 = -2374120.741592 nChanged 407 SP:Iteration 19Q (365.252856 sec): 3 clusters Score: Raw -2377585.823821 + Penalty 3346.113005 = -2374239.710816 nChanged 479 SP:Iteration 20F (365.309713 sec): 3 clusters Score: Raw -2377732.841826 + Penalty 3346.113005 = -2374386.728821 nChanged 459 SP:Iteration 21Q (365.364575 sec): 3 clusters Score: Raw -2377883.100623 + Penalty 3346.113005 = -2374536.987619 nChanged 459 SP:Iteration 22Q (365.418735 sec): 3 clusters Score: Raw -2378046.462645 + Penalty 3346.113005 = -2374700.349640 nChanged 500 SP:Iteration 23Q (365.472680 sec): 3 clusters Score: Raw -2378241.531097 + Penalty 3346.113005 = -2374895.418092 nChanged 484 SP:Iteration 24Q (365.526152 sec): 3 clusters Score: Raw -2378427.144680 + Penalty 3346.113005 = -2375081.031675 nChanged 511 SP:Iteration 25Q (365.579323 sec): 3 clusters Score: Raw -2378645.700123 + Penalty 3346.113005 = -2375299.587118 nChanged 510 SP:Iteration 26Q (365.632282 sec): 3 clusters Score: Raw -2378873.684070 + Penalty 3346.113005 = -2375527.571065 nChanged 508 SP:Iteration 27Q (365.684852 sec): 3 clusters Score: Raw -2379098.253532 + Penalty 3346.113005 = -2375752.140528 nChanged 458 SP:Iteration 28Q (365.736506 sec): 3 clusters Score: Raw -2379316.205664 + Penalty 3346.113005 = -2375970.092659 nChanged 428 SP:Iteration 29Q (365.787888 sec): 3 clusters Score: Raw -2379529.794858 + Penalty 3346.113005 = -2376183.681853 nChanged 388 SP:Iteration 30Q (365.838842 sec): 3 clusters Score: Raw -2379709.952195 + Penalty 3346.113005 = -2376363.839191 nChanged 330 SP:Iteration 31Q (365.889394 sec): 3 clusters Score: Raw -2379856.824425 + Penalty 3346.113005 = -2376510.711420 nChanged 290 SP:Iteration 32Q (365.939306 sec): 3 clusters Score: Raw -2379976.746198 + Penalty 3346.113005 = -2376630.633193 nChanged 254 SP:Iteration 33Q (365.988820 sec): 3 clusters Score: Raw -2380070.312292 + Penalty 3346.113005 = -2376724.199287 nChanged 189 SP:Iteration 34Q (366.037766 sec): 3 clusters Score: Raw -2380135.323738 + Penalty 3346.113005 = -2376789.210733 nChanged 148 SP:Iteration 35Q (366.086297 sec): 3 clusters Score: Raw -2380184.865573 + Penalty 3346.113005 = -2376838.752568 nChanged 127 SP:Iteration 36Q (366.134660 sec): 3 clusters Score: Raw -2380228.987833 + Penalty 3346.113005 = -2376882.874828 nChanged 122 SP:Iteration 37Q (366.182848 sec): 3 clusters Score: Raw -2380271.809573 + Penalty 3346.113005 = -2376925.696568 nChanged 101 SP:Iteration 38Q (366.230776 sec): 3 clusters Score: Raw -2380305.044200 + Penalty 3346.113005 = -2376958.931195 nChanged 89 SP:Iteration 39Q (366.278456 sec): 3 clusters Score: Raw -2380335.397578 + Penalty 3346.113005 = -2376989.284573 nChanged 73 SP:Iteration 40F (366.335411 sec): 3 clusters Score: Raw -2380356.376321 + Penalty 3346.113005 = -2377010.263316 nChanged 55 SP:Iteration 41Q (366.383116 sec): 3 clusters Score: Raw -2380369.183701 + Penalty 3346.113005 = -2377023.070696 nChanged 51 SP:Iteration 42Q (366.430497 sec): 3 clusters Score: Raw -2380383.025336 + Penalty 3346.113005 = -2377036.912332 nChanged 41 SP:Iteration 43Q (366.478161 sec): 3 clusters Score: Raw -2380393.686438 + Penalty 3346.113005 = -2377047.573434 nChanged 39 SP:Iteration 44Q (366.525260 sec): 3 clusters Score: Raw -2380404.870125 + Penalty 3346.113005 = -2377058.757120 nChanged 43 SP:Iteration 45Q (366.572411 sec): 3 clusters Score: Raw -2380416.701898 + Penalty 3346.113005 = -2377070.588894 nChanged 36 SP:Iteration 46Q (366.619435 sec): 3 clusters Score: Raw -2380425.440995 + Penalty 3346.113005 = -2377079.327990 nChanged 26 SP:Iteration 47Q (366.666405 sec): 3 clusters Score: Raw -2380431.593358 + Penalty 3346.113005 = -2377085.480353 nChanged 18 SP:Iteration 48Q (366.713343 sec): 3 clusters Score: Raw -2380435.422937 + Penalty 3346.113005 = -2377089.309933 nChanged 19 SP:Iteration 49Q (366.760319 sec): 3 clusters Score: Raw -2380440.231087 + Penalty 3346.113005 = -2377094.118083 nChanged 25 SP:Iteration 50Q (366.807211 sec): 3 clusters Score: Raw -2380445.640328 + Penalty 3346.113005 = -2377099.527323 nChanged 18 SP:Iteration 51Q (366.854225 sec): 3 clusters Score: Raw -2380449.740695 + Penalty 3346.113005 = -2377103.627691 nChanged 20 SP:Iteration 52Q (366.900996 sec): 3 clusters Score: Raw -2380454.229503 + Penalty 3346.113005 = -2377108.116498 nChanged 19 SP:Iteration 53Q (366.947839 sec): 3 clusters Score: Raw -2380458.659686 + Penalty 3346.113005 = -2377112.546681 nChanged 18 SP:Iteration 54Q (366.994712 sec): 3 clusters Score: Raw -2380461.691485 + Penalty 3346.113005 = -2377115.578480 nChanged 13 SP:Iteration 55Q (367.041425 sec): 3 clusters Score: Raw -2380464.405981 + Penalty 3346.113005 = -2377118.292976 nChanged 11 SP:Iteration 56Q (367.088112 sec): 3 clusters Score: Raw -2380466.520003 + Penalty 3346.113005 = -2377120.406998 nChanged 11 SP:Iteration 57Q (367.134998 sec): 3 clusters Score: Raw -2380468.226395 + Penalty 3346.113005 = -2377122.113390 nChanged 7 SP:Iteration 58Q (367.182034 sec): 3 clusters Score: Raw -2380470.057713 + Penalty 3346.113005 = -2377123.944708 nChanged 11 SP:Iteration 59Q (367.229129 sec): 3 clusters Score: Raw -2380471.869745 + Penalty 3346.113005 = -2377125.756740 nChanged 9 SP:Iteration 60F (367.286312 sec): 3 clusters Score: Raw -2380474.348268 + Penalty 3346.113005 = -2377128.235263 nChanged 12 SP:Iteration 61Q (367.333376 sec): 3 clusters Score: Raw -2380476.983317 + Penalty 3346.113005 = -2377130.870312 nChanged 9 SP:Iteration 62Q (367.379926 sec): 3 clusters Score: Raw -2380478.880844 + Penalty 3346.113005 = -2377132.767839 nChanged 6 SP:Iteration 63Q (367.426555 sec): 3 clusters Score: Raw -2380479.900894 + Penalty 3346.113005 = -2377133.787890 nChanged 6 SP:Iteration 64Q (367.473085 sec): 3 clusters Score: Raw -2380481.125761 + Penalty 3346.113005 = -2377135.012756 nChanged 5 SP:Iteration 65Q (367.519586 sec): 3 clusters Score: Raw -2380481.778978 + Penalty 3346.113005 = -2377135.665973 nChanged 3 SP:Iteration 66Q (367.566229 sec): 3 clusters Score: Raw -2380482.117909 + Penalty 3346.113005 = -2377136.004904 nChanged 6 SP:Iteration 67Q (367.612911 sec): 3 clusters Score: Raw -2380482.909721 + Penalty 3346.113005 = -2377136.796716 nChanged 3 SP:Iteration 68Q (367.659496 sec): 3 clusters Score: Raw -2380483.492976 + Penalty 3346.113005 = -2377137.379972 nChanged 3 SP:Iteration 69Q (367.706029 sec): 3 clusters Score: Raw -2380484.092772 + Penalty 3346.113005 = -2377137.979767 nChanged 3 SP:Iteration 70Q (367.752619 sec): 3 clusters Score: Raw -2380484.647316 + Penalty 3346.113005 = -2377138.534311 nChanged 1 SP:Iteration 71Q (367.799129 sec): 3 clusters Score: Raw -2380484.802349 + Penalty 3346.113005 = -2377138.689345 nChanged 2 SP:Iteration 72Q (367.845508 sec): 3 clusters Score: Raw -2380485.125707 + Penalty 3346.113005 = -2377139.012703 nChanged 1 SP:Iteration 73Q (367.892213 sec): 3 clusters Score: Raw -2380485.214533 + Penalty 3346.113005 = -2377139.101528 nChanged 1 SP:Iteration 74Q (367.938916 sec): 3 clusters Score: Raw -2380485.286582 + Penalty 3346.113005 = -2377139.173577 nChanged 1 SP:Iteration 75Q (367.985262 sec): 3 clusters Score: Raw -2380485.756110 + Penalty 3346.113005 = -2377139.643106 nChanged 4 SP:Iteration 76Q (368.032085 sec): 3 clusters Score: Raw -2380486.309773 + Penalty 3346.113005 = -2377140.196768 nChanged 1 SP:Iteration 77Q (368.078540 sec): 3 clusters Score: Raw -2380486.361703 + Penalty 3346.113005 = -2377140.248698 nChanged 1 SP:Iteration 78Q (368.124938 sec): 3 clusters Score: Raw -2380486.520135 + Penalty 3346.113005 = -2377140.407130 nChanged 1 SP:Iteration 79Q (368.171555 sec): 3 clusters Score: Raw -2380486.640247 + Penalty 3346.113005 = -2377140.527243 nChanged 1 SP:Iteration 80F (368.228720 sec): 3 clusters Score: Raw -2380486.750625 + Penalty 3346.113005 = -2377140.637620 nChanged 0 Trying to split cluster 13 (8758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.248618 sec): 2 clusters Score: Raw -742910.525153 + Penalty 1475.129963 = -741435.395191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (368.275187 sec): 3 clusters Score: Raw -737972.709366 + Penalty 2950.259925 = -735022.449441 nChanged 3833 SP:Iteration 1F (368.300737 sec): 3 clusters Score: Raw -739937.876247 + Penalty 2950.259925 = -736987.616321 nChanged 523 SP:Iteration 2F (368.357134 sec): 3 clusters Score: Raw -740157.173113 + Penalty 2950.259925 = -737206.913188 nChanged 401 SP:Iteration 3Q (368.382695 sec): 3 clusters Score: Raw -740301.445506 + Penalty 2950.259925 = -737351.185581 nChanged 337 SP:Iteration 4Q (368.409186 sec): 3 clusters Score: Raw -740400.749148 + Penalty 2950.259925 = -737450.489222 nChanged 268 SP:Iteration 5Q (368.435095 sec): 3 clusters Score: Raw -740482.446542 + Penalty 2950.259925 = -737532.186616 nChanged 232 SP:Iteration 6Q (368.460833 sec): 3 clusters Score: Raw -740551.103948 + Penalty 2950.259925 = -737600.844022 nChanged 218 SP:Iteration 7Q (368.486533 sec): 3 clusters Score: Raw -740623.146065 + Penalty 2950.259925 = -737672.886139 nChanged 212 SP:Iteration 8Q (368.512216 sec): 3 clusters Score: Raw -740693.914130 + Penalty 2950.259925 = -737743.654205 nChanged 193 SP:Iteration 9Q (368.538112 sec): 3 clusters Score: Raw -740778.154101 + Penalty 2950.259925 = -737827.894175 nChanged 205 SP:Iteration 10Q (368.564221 sec): 3 clusters Score: Raw -740862.598349 + Penalty 2950.259925 = -737912.338424 nChanged 205 SP:Iteration 11Q (368.590077 sec): 3 clusters Score: Raw -740961.158747 + Penalty 2950.259925 = -738010.898821 nChanged 239 SP:Iteration 12Q (368.615768 sec): 3 clusters Score: Raw -741082.123803 + Penalty 2950.259925 = -738131.863878 nChanged 259 SP:Iteration 13Q (368.641445 sec): 3 clusters Score: Raw -741249.617150 + Penalty 2950.259925 = -738299.357224 nChanged 285 SP:Iteration 14Q (368.667045 sec): 3 clusters Score: Raw -741443.750024 + Penalty 2950.259925 = -738493.490099 nChanged 314 SP:Iteration 15Q (368.692660 sec): 3 clusters Score: Raw -741663.339179 + Penalty 2950.259925 = -738713.079253 nChanged 288 SP:Iteration 16Q (368.718068 sec): 3 clusters Score: Raw -741822.451734 + Penalty 2950.259925 = -738872.191808 nChanged 234 SP:Iteration 17Q (368.743157 sec): 3 clusters Score: Raw -741918.349344 + Penalty 2950.259925 = -738968.089419 nChanged 205 SP:Iteration 18Q (368.768249 sec): 3 clusters Score: Raw -741998.206486 + Penalty 2950.259925 = -739047.946561 nChanged 164 SP:Iteration 19Q (368.793354 sec): 3 clusters Score: Raw -742052.796212 + Penalty 2950.259925 = -739102.536287 nChanged 154 SP:Iteration 20F (368.818859 sec): 3 clusters Score: Raw -742101.603529 + Penalty 2950.259925 = -739151.343603 nChanged 125 SP:Iteration 21Q (368.843694 sec): 3 clusters Score: Raw -742146.027527 + Penalty 2950.259925 = -739195.767602 nChanged 111 SP:Iteration 22Q (368.868661 sec): 3 clusters Score: Raw -742177.348583 + Penalty 2950.259925 = -739227.088658 nChanged 94 SP:Iteration 23Q (368.893409 sec): 3 clusters Score: Raw -742207.620328 + Penalty 2950.259925 = -739257.360402 nChanged 77 SP:Iteration 24Q (368.918347 sec): 3 clusters Score: Raw -742232.390987 + Penalty 2950.259925 = -739282.131061 nChanged 63 SP:Iteration 25Q (368.942913 sec): 3 clusters Score: Raw -742252.924470 + Penalty 2950.259925 = -739302.664545 nChanged 68 SP:Iteration 26Q (368.967744 sec): 3 clusters Score: Raw -742274.578674 + Penalty 2950.259925 = -739324.318748 nChanged 80 SP:Iteration 27Q (368.992474 sec): 3 clusters Score: Raw -742301.044651 + Penalty 2950.259925 = -739350.784726 nChanged 63 SP:Iteration 28Q (369.017099 sec): 3 clusters Score: Raw -742323.485764 + Penalty 2950.259925 = -739373.225839 nChanged 66 SP:Iteration 29Q (369.041651 sec): 3 clusters Score: Raw -742344.229563 + Penalty 2950.259925 = -739393.969637 nChanged 70 SP:Iteration 30Q (369.066128 sec): 3 clusters Score: Raw -742365.751229 + Penalty 2950.259925 = -739415.491304 nChanged 72 SP:Iteration 31Q (369.090528 sec): 3 clusters Score: Raw -742395.378039 + Penalty 2950.259925 = -739445.118113 nChanged 78 SP:Iteration 32Q (369.114800 sec): 3 clusters Score: Raw -742427.757115 + Penalty 2950.259925 = -739477.497190 nChanged 80 SP:Iteration 33Q (369.138966 sec): 3 clusters Score: Raw -742455.733343 + Penalty 2950.259925 = -739505.473417 nChanged 73 SP:Iteration 34Q (369.163507 sec): 3 clusters Score: Raw -742480.250870 + Penalty 2950.259925 = -739529.990945 nChanged 64 SP:Iteration 35Q (369.187748 sec): 3 clusters Score: Raw -742503.166759 + Penalty 2950.259925 = -739552.906834 nChanged 63 SP:Iteration 36Q (369.212040 sec): 3 clusters Score: Raw -742523.314858 + Penalty 2950.259925 = -739573.054932 nChanged 53 SP:Iteration 37Q (369.236078 sec): 3 clusters Score: Raw -742541.102693 + Penalty 2950.259925 = -739590.842768 nChanged 57 SP:Iteration 38Q (369.260067 sec): 3 clusters Score: Raw -742562.159572 + Penalty 2950.259925 = -739611.899646 nChanged 57 SP:Iteration 39Q (369.284070 sec): 3 clusters Score: Raw -742582.558733 + Penalty 2950.259925 = -739632.298807 nChanged 61 SP:Iteration 40F (369.309595 sec): 3 clusters Score: Raw -742607.749373 + Penalty 2950.259925 = -739657.489448 nChanged 56 SP:Iteration 41Q (369.333674 sec): 3 clusters Score: Raw -742630.396243 + Penalty 2950.259925 = -739680.136318 nChanged 63 SP:Iteration 42Q (369.357735 sec): 3 clusters Score: Raw -742658.322478 + Penalty 2950.259925 = -739708.062553 nChanged 68 SP:Iteration 43Q (369.381697 sec): 3 clusters Score: Raw -742688.542507 + Penalty 2950.259925 = -739738.282581 nChanged 81 SP:Iteration 44Q (369.405748 sec): 3 clusters Score: Raw -742727.312298 + Penalty 2950.259925 = -739777.052373 nChanged 74 SP:Iteration 45Q (369.429688 sec): 3 clusters Score: Raw -742766.212283 + Penalty 2950.259925 = -739815.952357 nChanged 77 SP:Iteration 46Q (369.453496 sec): 3 clusters Score: Raw -742805.115316 + Penalty 2950.259925 = -739854.855390 nChanged 85 SP:Iteration 47Q (369.477345 sec): 3 clusters Score: Raw -742853.758850 + Penalty 2950.259925 = -739903.498924 nChanged 88 SP:Iteration 48Q (369.500872 sec): 3 clusters Score: Raw -742897.154300 + Penalty 2950.259925 = -739946.894374 nChanged 59 SP:Iteration 49Q (369.524619 sec): 3 clusters Score: Raw -742927.281656 + Penalty 2950.259925 = -739977.021731 nChanged 47 SP:Iteration 50Q (369.548654 sec): 3 clusters Score: Raw -742947.550732 + Penalty 2950.259925 = -739997.290807 nChanged 41 SP:Iteration 51Q (369.572190 sec): 3 clusters Score: Raw -742966.554366 + Penalty 2950.259925 = -740016.294440 nChanged 39 SP:Iteration 52Q (369.595672 sec): 3 clusters Score: Raw -742986.748976 + Penalty 2950.259925 = -740036.489051 nChanged 43 SP:Iteration 53Q (369.618875 sec): 3 clusters Score: Raw -743011.772910 + Penalty 2950.259925 = -740061.512985 nChanged 49 SP:Iteration 54Q (369.642215 sec): 3 clusters Score: Raw -743038.335832 + Penalty 2950.259925 = -740088.075907 nChanged 47 SP:Iteration 55Q (369.665418 sec): 3 clusters Score: Raw -743067.894685 + Penalty 2950.259925 = -740117.634760 nChanged 33 SP:Iteration 56Q (369.688554 sec): 3 clusters Score: Raw -743085.386050 + Penalty 2950.259925 = -740135.126124 nChanged 24 SP:Iteration 57Q (369.711665 sec): 3 clusters Score: Raw -743096.078102 + Penalty 2950.259925 = -740145.818177 nChanged 10 SP:Iteration 58Q (369.734775 sec): 3 clusters Score: Raw -743100.883250 + Penalty 2950.259925 = -740150.623325 nChanged 8 SP:Iteration 59Q (369.757758 sec): 3 clusters Score: Raw -743104.052161 + Penalty 2950.259925 = -740153.792236 nChanged 5 SP:Iteration 60F (369.783555 sec): 3 clusters Score: Raw -743106.289390 + Penalty 2950.259925 = -740156.029465 nChanged 4 SP:Iteration 61Q (369.806649 sec): 3 clusters Score: Raw -743108.294167 + Penalty 2950.259925 = -740158.034241 nChanged 3 SP:Iteration 62Q (369.829819 sec): 3 clusters Score: Raw -743109.315062 + Penalty 2950.259925 = -740159.055136 nChanged 4 SP:Iteration 63Q (369.853167 sec): 3 clusters Score: Raw -743112.280764 + Penalty 2950.259925 = -740162.020838 nChanged 5 SP:Iteration 64Q (369.876379 sec): 3 clusters Score: Raw -743114.701113 + Penalty 2950.259925 = -740164.441187 nChanged 7 SP:Iteration 65Q (369.899652 sec): 3 clusters Score: Raw -743117.144310 + Penalty 2950.259925 = -740166.884384 nChanged 5 SP:Iteration 66Q (369.922841 sec): 3 clusters Score: Raw -743119.337701 + Penalty 2950.259925 = -740169.077775 nChanged 6 SP:Iteration 67Q (369.946228 sec): 3 clusters Score: Raw -743122.004451 + Penalty 2950.259925 = -740171.744526 nChanged 6 SP:Iteration 68Q (369.969263 sec): 3 clusters Score: Raw -743124.358384 + Penalty 2950.259925 = -740174.098458 nChanged 4 SP:Iteration 69Q (369.992381 sec): 3 clusters Score: Raw -743126.024245 + Penalty 2950.259925 = -740175.764320 nChanged 6 SP:Iteration 70Q (370.015434 sec): 3 clusters Score: Raw -743129.348327 + Penalty 2950.259925 = -740179.088402 nChanged 7 SP:Iteration 71Q (370.038437 sec): 3 clusters Score: Raw -743133.162444 + Penalty 2950.259925 = -740182.902519 nChanged 7 SP:Iteration 72Q (370.061700 sec): 3 clusters Score: Raw -743136.072294 + Penalty 2950.259925 = -740185.812369 nChanged 8 SP:Iteration 73Q (370.084837 sec): 3 clusters Score: Raw -743139.519626 + Penalty 2950.259925 = -740189.259701 nChanged 7 SP:Iteration 74Q (370.107846 sec): 3 clusters Score: Raw -743142.908763 + Penalty 2950.259925 = -740192.648837 nChanged 7 SP:Iteration 75Q (370.130960 sec): 3 clusters Score: Raw -743145.983439 + Penalty 2950.259925 = -740195.723514 nChanged 2 SP:Iteration 76Q (370.153927 sec): 3 clusters Score: Raw -743146.428317 + Penalty 2950.259925 = -740196.168392 nChanged 1 SP:Iteration 77Q (370.176903 sec): 3 clusters Score: Raw -743146.610512 + Penalty 2950.259925 = -740196.350586 nChanged 1 SP:Iteration 78Q (370.199972 sec): 3 clusters Score: Raw -743147.310507 + Penalty 2950.259925 = -740197.050581 nChanged 0 SP:Iteration 79F (370.225670 sec): 3 clusters Score: Raw -743147.310507 + Penalty 2950.259925 = -740197.050581 nChanged 0 Trying to split cluster 14 (8123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (370.246603 sec): 2 clusters Score: Raw -620405.089852 + Penalty 1462.898909 = -618942.190944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (370.272120 sec): 3 clusters Score: Raw -615861.382323 + Penalty 2925.797817 = -612935.584505 nChanged 3489 SP:Iteration 1F (370.296925 sec): 3 clusters Score: Raw -617924.477420 + Penalty 2925.797817 = -614998.679602 nChanged 615 SP:Iteration 2F (370.321591 sec): 3 clusters Score: Raw -618280.579887 + Penalty 2925.797817 = -615354.782070 nChanged 501 SP:Iteration 3F (370.346316 sec): 3 clusters Score: Raw -618548.352011 + Penalty 2925.797817 = -615622.554194 nChanged 432 SP:Iteration 4F (370.371068 sec): 3 clusters Score: Raw -618785.538703 + Penalty 2925.797817 = -615859.740885 nChanged 417 SP:Iteration 5F (370.395838 sec): 3 clusters Score: Raw -619052.982551 + Penalty 2925.797817 = -616127.184733 nChanged 390 SP:Iteration 6Q (370.420528 sec): 3 clusters Score: Raw -619314.613566 + Penalty 2925.797817 = -616388.815748 nChanged 368 SP:Iteration 7Q (370.445238 sec): 3 clusters Score: Raw -619533.174988 + Penalty 2925.797817 = -616607.377170 nChanged 290 SP:Iteration 8Q (370.469936 sec): 3 clusters Score: Raw -619706.711578 + Penalty 2925.797817 = -616780.913761 nChanged 234 SP:Iteration 9Q (370.494420 sec): 3 clusters Score: Raw -619854.948288 + Penalty 2925.797817 = -616929.150471 nChanged 222 SP:Iteration 10Q (370.518798 sec): 3 clusters Score: Raw -619982.040132 + Penalty 2925.797817 = -617056.242314 nChanged 187 SP:Iteration 11Q (370.543405 sec): 3 clusters Score: Raw -620087.392241 + Penalty 2925.797817 = -617161.594423 nChanged 160 SP:Iteration 12Q (370.567523 sec): 3 clusters Score: Raw -620175.872369 + Penalty 2925.797817 = -617250.074552 nChanged 146 SP:Iteration 13Q (370.591456 sec): 3 clusters Score: Raw -620253.891923 + Penalty 2925.797817 = -617328.094106 nChanged 120 SP:Iteration 14Q (370.615220 sec): 3 clusters Score: Raw -620309.453672 + Penalty 2925.797817 = -617383.655854 nChanged 109 SP:Iteration 15Q (370.639040 sec): 3 clusters Score: Raw -620361.334498 + Penalty 2925.797817 = -617435.536680 nChanged 105 SP:Iteration 16Q (370.662684 sec): 3 clusters Score: Raw -620410.957762 + Penalty 2925.797817 = -617485.159945 nChanged 101 SP:Iteration 17Q (370.686318 sec): 3 clusters Score: Raw -620458.598880 + Penalty 2925.797817 = -617532.801062 nChanged 92 SP:Iteration 18Q (370.709735 sec): 3 clusters Score: Raw -620495.009592 + Penalty 2925.797817 = -617569.211774 nChanged 77 SP:Iteration 19Q (370.733255 sec): 3 clusters Score: Raw -620524.076113 + Penalty 2925.797817 = -617598.278295 nChanged 71 SP:Iteration 20F (370.758091 sec): 3 clusters Score: Raw -620552.986828 + Penalty 2925.797817 = -617627.189010 nChanged 58 SP:Iteration 21Q (370.781455 sec): 3 clusters Score: Raw -620579.864365 + Penalty 2925.797817 = -617654.066547 nChanged 50 SP:Iteration 22Q (370.804747 sec): 3 clusters Score: Raw -620601.414767 + Penalty 2925.797817 = -617675.616949 nChanged 42 SP:Iteration 23Q (370.828072 sec): 3 clusters Score: Raw -620622.428019 + Penalty 2925.797817 = -617696.630201 nChanged 49 SP:Iteration 24Q (370.851388 sec): 3 clusters Score: Raw -620645.367608 + Penalty 2925.797817 = -617719.569790 nChanged 46 SP:Iteration 25Q (370.874601 sec): 3 clusters Score: Raw -620667.586248 + Penalty 2925.797817 = -617741.788430 nChanged 48 SP:Iteration 26Q (370.897798 sec): 3 clusters Score: Raw -620688.792005 + Penalty 2925.797817 = -617762.994188 nChanged 44 SP:Iteration 27Q (370.920837 sec): 3 clusters Score: Raw -620709.102376 + Penalty 2925.797817 = -617783.304559 nChanged 40 SP:Iteration 28Q (370.943911 sec): 3 clusters Score: Raw -620727.966115 + Penalty 2925.797817 = -617802.168297 nChanged 41 SP:Iteration 29Q (370.966694 sec): 3 clusters Score: Raw -620752.940567 + Penalty 2925.797817 = -617827.142749 nChanged 40 SP:Iteration 30Q (370.989787 sec): 3 clusters Score: Raw -620783.149636 + Penalty 2925.797817 = -617857.351818 nChanged 43 SP:Iteration 31Q (371.012863 sec): 3 clusters Score: Raw -620813.262254 + Penalty 2925.797817 = -617887.464437 nChanged 30 SP:Iteration 32Q (371.035573 sec): 3 clusters Score: Raw -620831.664571 + Penalty 2925.797817 = -617905.866754 nChanged 23 SP:Iteration 33Q (371.058176 sec): 3 clusters Score: Raw -620843.555264 + Penalty 2925.797817 = -617917.757446 nChanged 24 SP:Iteration 34Q (371.081193 sec): 3 clusters Score: Raw -620858.178070 + Penalty 2925.797817 = -617932.380252 nChanged 20 SP:Iteration 35Q (371.103846 sec): 3 clusters Score: Raw -620868.890613 + Penalty 2925.797817 = -617943.092796 nChanged 15 SP:Iteration 36Q (371.126445 sec): 3 clusters Score: Raw -620876.135876 + Penalty 2925.797817 = -617950.338059 nChanged 11 SP:Iteration 37Q (371.148966 sec): 3 clusters Score: Raw -620883.283870 + Penalty 2925.797817 = -617957.486052 nChanged 17 SP:Iteration 38Q (371.171609 sec): 3 clusters Score: Raw -620892.450708 + Penalty 2925.797817 = -617966.652891 nChanged 18 SP:Iteration 39Q (371.194084 sec): 3 clusters Score: Raw -620907.925493 + Penalty 2925.797817 = -617982.127675 nChanged 13 SP:Iteration 40F (371.218692 sec): 3 clusters Score: Raw -620916.741422 + Penalty 2925.797817 = -617990.943605 nChanged 12 SP:Iteration 41Q (371.241443 sec): 3 clusters Score: Raw -620923.318301 + Penalty 2925.797817 = -617997.520483 nChanged 16 SP:Iteration 42Q (371.264286 sec): 3 clusters Score: Raw -620932.464845 + Penalty 2925.797817 = -618006.667027 nChanged 13 SP:Iteration 43Q (371.286893 sec): 3 clusters Score: Raw -620941.845770 + Penalty 2925.797817 = -618016.047953 nChanged 13 SP:Iteration 44Q (371.309411 sec): 3 clusters Score: Raw -620950.376233 + Penalty 2925.797817 = -618024.578415 nChanged 16 SP:Iteration 45Q (371.331891 sec): 3 clusters Score: Raw -620961.983794 + Penalty 2925.797817 = -618036.185977 nChanged 10 SP:Iteration 46Q (371.354237 sec): 3 clusters Score: Raw -620969.635300 + Penalty 2925.797817 = -618043.837483 nChanged 8 SP:Iteration 47Q (371.376609 sec): 3 clusters Score: Raw -620973.575749 + Penalty 2925.797817 = -618047.777932 nChanged 6 SP:Iteration 48Q (371.399064 sec): 3 clusters Score: Raw -620976.981562 + Penalty 2925.797817 = -618051.183745 nChanged 3 SP:Iteration 49Q (371.421436 sec): 3 clusters Score: Raw -620979.090635 + Penalty 2925.797817 = -618053.292818 nChanged 4 SP:Iteration 50Q (371.477580 sec): 3 clusters Score: Raw -620981.052084 + Penalty 2925.797817 = -618055.254266 nChanged 3 SP:Iteration 51Q (371.499826 sec): 3 clusters Score: Raw -620983.188447 + Penalty 2925.797817 = -618057.390629 nChanged 7 SP:Iteration 52Q (371.522299 sec): 3 clusters Score: Raw -620986.192735 + Penalty 2925.797817 = -618060.394917 nChanged 2 SP:Iteration 53Q (371.544732 sec): 3 clusters Score: Raw -620987.941096 + Penalty 2925.797817 = -618062.143278 nChanged 4 SP:Iteration 54Q (371.567334 sec): 3 clusters Score: Raw -620990.850865 + Penalty 2925.797817 = -618065.053048 nChanged 2 SP:Iteration 55Q (371.589733 sec): 3 clusters Score: Raw -620991.655289 + Penalty 2925.797817 = -618065.857471 nChanged 1 SP:Iteration 56Q (371.612007 sec): 3 clusters Score: Raw -620991.734429 + Penalty 2925.797817 = -618065.936612 nChanged 0 SP:Iteration 57F (371.636760 sec): 3 clusters Score: Raw -620991.734429 + Penalty 2925.797817 = -618065.936612 nChanged 0 Trying to split cluster 15 (5392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (371.655131 sec): 2 clusters Score: Raw -449846.263787 + Penalty 1396.309144 = -448449.954643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (371.676738 sec): 3 clusters Score: Raw -447024.967968 + Penalty 2792.618287 = -444232.349681 nChanged 2176 SP:Iteration 1F (371.697932 sec): 3 clusters Score: Raw -448220.817991 + Penalty 2792.618287 = -445428.199703 nChanged 385 SP:Iteration 2F (371.719244 sec): 3 clusters Score: Raw -448419.358887 + Penalty 2792.618287 = -445626.740600 nChanged 299 SP:Iteration 3F (371.740364 sec): 3 clusters Score: Raw -448581.816110 + Penalty 2792.618287 = -445789.197822 nChanged 265 SP:Iteration 4Q (371.761504 sec): 3 clusters Score: Raw -448719.140560 + Penalty 2792.618287 = -445926.522273 nChanged 225 SP:Iteration 5Q (371.782906 sec): 3 clusters Score: Raw -448868.117574 + Penalty 2792.618287 = -446075.499287 nChanged 241 SP:Iteration 6Q (371.804338 sec): 3 clusters Score: Raw -449033.652254 + Penalty 2792.618287 = -446241.033967 nChanged 258 SP:Iteration 7Q (371.825743 sec): 3 clusters Score: Raw -449206.134920 + Penalty 2792.618287 = -446413.516633 nChanged 246 SP:Iteration 8Q (371.846841 sec): 3 clusters Score: Raw -449355.994132 + Penalty 2792.618287 = -446563.375845 nChanged 188 SP:Iteration 9Q (371.868122 sec): 3 clusters Score: Raw -449465.326383 + Penalty 2792.618287 = -446672.708096 nChanged 170 SP:Iteration 10Q (371.889340 sec): 3 clusters Score: Raw -449571.955292 + Penalty 2792.618287 = -446779.337005 nChanged 155 SP:Iteration 11Q (371.910187 sec): 3 clusters Score: Raw -449654.138646 + Penalty 2792.618287 = -446861.520359 nChanged 135 SP:Iteration 12Q (371.931222 sec): 3 clusters Score: Raw -449717.338010 + Penalty 2792.618287 = -446924.719723 nChanged 117 SP:Iteration 13Q (371.952385 sec): 3 clusters Score: Raw -449767.496789 + Penalty 2792.618287 = -446974.878502 nChanged 87 SP:Iteration 14Q (371.973417 sec): 3 clusters Score: Raw -449799.012023 + Penalty 2792.618287 = -447006.393736 nChanged 78 SP:Iteration 15Q (371.994414 sec): 3 clusters Score: Raw -449830.309106 + Penalty 2792.618287 = -447037.690819 nChanged 67 SP:Iteration 16Q (372.015396 sec): 3 clusters Score: Raw -449852.460377 + Penalty 2792.618287 = -447059.842090 nChanged 55 SP:Iteration 17Q (372.036299 sec): 3 clusters Score: Raw -449870.751546 + Penalty 2792.618287 = -447078.133259 nChanged 47 SP:Iteration 18Q (372.057535 sec): 3 clusters Score: Raw -449885.527356 + Penalty 2792.618287 = -447092.909069 nChanged 44 SP:Iteration 19Q (372.078833 sec): 3 clusters Score: Raw -449897.396909 + Penalty 2792.618287 = -447104.778622 nChanged 33 SP:Iteration 20F (372.100226 sec): 3 clusters Score: Raw -449905.583745 + Penalty 2792.618287 = -447112.965458 nChanged 29 SP:Iteration 21Q (372.121223 sec): 3 clusters Score: Raw -449916.668265 + Penalty 2792.618287 = -447124.049978 nChanged 42 SP:Iteration 22Q (372.142290 sec): 3 clusters Score: Raw -449928.635898 + Penalty 2792.618287 = -447136.017611 nChanged 24 SP:Iteration 23Q (372.163500 sec): 3 clusters Score: Raw -449934.340054 + Penalty 2792.618287 = -447141.721767 nChanged 22 SP:Iteration 24Q (372.184592 sec): 3 clusters Score: Raw -449940.435610 + Penalty 2792.618287 = -447147.817323 nChanged 21 SP:Iteration 25Q (372.205714 sec): 3 clusters Score: Raw -449945.848565 + Penalty 2792.618287 = -447153.230278 nChanged 16 SP:Iteration 26Q (372.226782 sec): 3 clusters Score: Raw -449950.412866 + Penalty 2792.618287 = -447157.794579 nChanged 15 SP:Iteration 27Q (372.247913 sec): 3 clusters Score: Raw -449954.887383 + Penalty 2792.618287 = -447162.269095 nChanged 16 SP:Iteration 28Q (372.269196 sec): 3 clusters Score: Raw -449958.308458 + Penalty 2792.618287 = -447165.690171 nChanged 13 SP:Iteration 29Q (372.290129 sec): 3 clusters Score: Raw -449961.541089 + Penalty 2792.618287 = -447168.922802 nChanged 13 SP:Iteration 30Q (372.311208 sec): 3 clusters Score: Raw -449964.059883 + Penalty 2792.618287 = -447171.441596 nChanged 14 SP:Iteration 31Q (372.332459 sec): 3 clusters Score: Raw -449967.084031 + Penalty 2792.618287 = -447174.465744 nChanged 11 SP:Iteration 32Q (372.353708 sec): 3 clusters Score: Raw -449969.624139 + Penalty 2792.618287 = -447177.005852 nChanged 14 SP:Iteration 33Q (372.374899 sec): 3 clusters Score: Raw -449973.273801 + Penalty 2792.618287 = -447180.655514 nChanged 16 SP:Iteration 34Q (372.395858 sec): 3 clusters Score: Raw -449977.500807 + Penalty 2792.618287 = -447184.882520 nChanged 17 SP:Iteration 35Q (372.417088 sec): 3 clusters Score: Raw -449983.376583 + Penalty 2792.618287 = -447190.758296 nChanged 19 SP:Iteration 36Q (372.438055 sec): 3 clusters Score: Raw -449987.721351 + Penalty 2792.618287 = -447195.103064 nChanged 14 SP:Iteration 37Q (372.459093 sec): 3 clusters Score: Raw -449991.953333 + Penalty 2792.618287 = -447199.335046 nChanged 13 SP:Iteration 38Q (372.480158 sec): 3 clusters Score: Raw -449995.756611 + Penalty 2792.618287 = -447203.138323 nChanged 18 SP:Iteration 39Q (372.501342 sec): 3 clusters Score: Raw -450000.941188 + Penalty 2792.618287 = -447208.322900 nChanged 19 SP:Iteration 40F (372.522658 sec): 3 clusters Score: Raw -450004.249774 + Penalty 2792.618287 = -447211.631487 nChanged 10 SP:Iteration 41Q (372.543523 sec): 3 clusters Score: Raw -450006.189758 + Penalty 2792.618287 = -447213.571471 nChanged 13 SP:Iteration 42Q (372.564816 sec): 3 clusters Score: Raw -450008.995763 + Penalty 2792.618287 = -447216.377476 nChanged 10 SP:Iteration 43Q (372.585908 sec): 3 clusters Score: Raw -450011.583523 + Penalty 2792.618287 = -447218.965236 nChanged 10 SP:Iteration 44Q (372.607052 sec): 3 clusters Score: Raw -450014.563054 + Penalty 2792.618287 = -447221.944766 nChanged 12 SP:Iteration 45Q (372.628125 sec): 3 clusters Score: Raw -450018.308734 + Penalty 2792.618287 = -447225.690447 nChanged 15 SP:Iteration 46Q (372.649130 sec): 3 clusters Score: Raw -450021.921049 + Penalty 2792.618287 = -447229.302762 nChanged 12 SP:Iteration 47Q (372.670257 sec): 3 clusters Score: Raw -450024.651884 + Penalty 2792.618287 = -447232.033597 nChanged 5 SP:Iteration 48Q (372.691351 sec): 3 clusters Score: Raw -450025.458720 + Penalty 2792.618287 = -447232.840433 nChanged 3 SP:Iteration 49Q (372.712148 sec): 3 clusters Score: Raw -450026.146702 + Penalty 2792.618287 = -447233.528415 nChanged 5 SP:Iteration 50Q (372.733302 sec): 3 clusters Score: Raw -450026.971344 + Penalty 2792.618287 = -447234.353057 nChanged 5 SP:Iteration 51Q (372.754467 sec): 3 clusters Score: Raw -450028.124880 + Penalty 2792.618287 = -447235.506593 nChanged 7 SP:Iteration 52Q (372.775670 sec): 3 clusters Score: Raw -450029.255879 + Penalty 2792.618287 = -447236.637592 nChanged 3 SP:Iteration 53Q (372.796588 sec): 3 clusters Score: Raw -450029.949713 + Penalty 2792.618287 = -447237.331426 nChanged 3 SP:Iteration 54Q (372.817851 sec): 3 clusters Score: Raw -450030.267141 + Penalty 2792.618287 = -447237.648854 nChanged 3 SP:Iteration 55Q (372.838919 sec): 3 clusters Score: Raw -450030.943567 + Penalty 2792.618287 = -447238.325279 nChanged 3 SP:Iteration 56Q (372.860021 sec): 3 clusters Score: Raw -450031.706084 + Penalty 2792.618287 = -447239.087797 nChanged 4 SP:Iteration 57Q (372.881032 sec): 3 clusters Score: Raw -450032.825827 + Penalty 2792.618287 = -447240.207540 nChanged 6 SP:Iteration 58Q (372.901974 sec): 3 clusters Score: Raw -450033.586750 + Penalty 2792.618287 = -447240.968463 nChanged 3 SP:Iteration 59Q (372.923065 sec): 3 clusters Score: Raw -450034.082961 + Penalty 2792.618287 = -447241.464674 nChanged 2 SP:Iteration 60F (372.944077 sec): 3 clusters Score: Raw -450034.528914 + Penalty 2792.618287 = -447241.910627 nChanged 1 SP:Iteration 61Q (372.964995 sec): 3 clusters Score: Raw -450034.905514 + Penalty 2792.618287 = -447242.287227 nChanged 3 SP:Iteration 62Q (372.986199 sec): 3 clusters Score: Raw -450035.680323 + Penalty 2792.618287 = -447243.062036 nChanged 5 SP:Iteration 63Q (373.007318 sec): 3 clusters Score: Raw -450036.949081 + Penalty 2792.618287 = -447244.330794 nChanged 3 SP:Iteration 64Q (373.028486 sec): 3 clusters Score: Raw -450037.409886 + Penalty 2792.618287 = -447244.791599 nChanged 3 SP:Iteration 65Q (373.049477 sec): 3 clusters Score: Raw -450038.170749 + Penalty 2792.618287 = -447245.552462 nChanged 4 SP:Iteration 66Q (373.070697 sec): 3 clusters Score: Raw -450038.678898 + Penalty 2792.618287 = -447246.060610 nChanged 4 SP:Iteration 67Q (373.091450 sec): 3 clusters Score: Raw -450039.301387 + Penalty 2792.618287 = -447246.683100 nChanged 4 SP:Iteration 68Q (373.112594 sec): 3 clusters Score: Raw -450039.743030 + Penalty 2792.618287 = -447247.124743 nChanged 1 SP:Iteration 69Q (373.133496 sec): 3 clusters Score: Raw -450040.032846 + Penalty 2792.618287 = -447247.414559 nChanged 0 SP:Iteration 70F (373.154472 sec): 3 clusters Score: Raw -450040.032846 + Penalty 2792.618287 = -447247.414559 nChanged 0 Trying to split cluster 16 (3202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (373.170819 sec): 2 clusters Score: Raw -254757.940922 + Penalty 1311.623770 = -253446.317152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (373.187304 sec): 3 clusters Score: Raw -253226.805328 + Penalty 2623.247540 = -250603.557788 nChanged 1224 SP:Iteration 1F (373.202697 sec): 3 clusters Score: Raw -253942.493526 + Penalty 2623.247540 = -251319.245986 nChanged 231 SP:Iteration 2F (373.218175 sec): 3 clusters Score: Raw -254092.528945 + Penalty 2623.247540 = -251469.281404 nChanged 166 SP:Iteration 3F (373.233571 sec): 3 clusters Score: Raw -254196.374464 + Penalty 2623.247540 = -251573.126924 nChanged 131 SP:Iteration 4Q (373.249117 sec): 3 clusters Score: Raw -254268.442506 + Penalty 2623.247540 = -251645.194965 nChanged 89 SP:Iteration 5Q (373.264515 sec): 3 clusters Score: Raw -254307.477834 + Penalty 2623.247540 = -251684.230294 nChanged 63 SP:Iteration 6Q (373.279907 sec): 3 clusters Score: Raw -254335.372838 + Penalty 2623.247540 = -251712.125298 nChanged 49 SP:Iteration 7Q (373.295444 sec): 3 clusters Score: Raw -254356.177927 + Penalty 2623.247540 = -251732.930386 nChanged 38 SP:Iteration 8Q (373.310988 sec): 3 clusters Score: Raw -254369.471304 + Penalty 2623.247540 = -251746.223764 nChanged 34 SP:Iteration 9Q (373.326470 sec): 3 clusters Score: Raw -254385.775324 + Penalty 2623.247540 = -251762.527784 nChanged 44 SP:Iteration 10Q (373.341880 sec): 3 clusters Score: Raw -254405.978256 + Penalty 2623.247540 = -251782.730715 nChanged 39 SP:Iteration 11Q (373.357427 sec): 3 clusters Score: Raw -254424.346018 + Penalty 2623.247540 = -251801.098477 nChanged 36 SP:Iteration 12Q (373.372813 sec): 3 clusters Score: Raw -254440.847019 + Penalty 2623.247540 = -251817.599479 nChanged 43 SP:Iteration 13Q (373.388313 sec): 3 clusters Score: Raw -254461.933823 + Penalty 2623.247540 = -251838.686283 nChanged 46 SP:Iteration 14Q (373.403689 sec): 3 clusters Score: Raw -254489.442217 + Penalty 2623.247540 = -251866.194676 nChanged 51 SP:Iteration 15Q (373.419192 sec): 3 clusters Score: Raw -254529.211001 + Penalty 2623.247540 = -251905.963460 nChanged 59 SP:Iteration 16Q (373.434693 sec): 3 clusters Score: Raw -254571.455655 + Penalty 2623.247540 = -251948.208115 nChanged 73 SP:Iteration 17Q (373.450157 sec): 3 clusters Score: Raw -254624.381183 + Penalty 2623.247540 = -252001.133643 nChanged 80 SP:Iteration 18Q (373.465620 sec): 3 clusters Score: Raw -254683.775580 + Penalty 2623.247540 = -252060.528039 nChanged 79 SP:Iteration 19Q (373.480911 sec): 3 clusters Score: Raw -254759.489301 + Penalty 2623.247540 = -252136.241761 nChanged 94 SP:Iteration 20F (373.496422 sec): 3 clusters Score: Raw -254846.984681 + Penalty 2623.247540 = -252223.737140 nChanged 64 SP:Iteration 21Q (373.511778 sec): 3 clusters Score: Raw -254887.774785 + Penalty 2623.247540 = -252264.527245 nChanged 45 SP:Iteration 22Q (373.526986 sec): 3 clusters Score: Raw -254913.694491 + Penalty 2623.247540 = -252290.446951 nChanged 41 SP:Iteration 23Q (373.542279 sec): 3 clusters Score: Raw -254935.473374 + Penalty 2623.247540 = -252312.225833 nChanged 29 SP:Iteration 24Q (373.557582 sec): 3 clusters Score: Raw -254951.864827 + Penalty 2623.247540 = -252328.617286 nChanged 24 SP:Iteration 25Q (373.572874 sec): 3 clusters Score: Raw -254963.255115 + Penalty 2623.247540 = -252340.007575 nChanged 18 SP:Iteration 26Q (373.588174 sec): 3 clusters Score: Raw -254970.199015 + Penalty 2623.247540 = -252346.951475 nChanged 13 SP:Iteration 27Q (373.603445 sec): 3 clusters Score: Raw -254976.638603 + Penalty 2623.247540 = -252353.391063 nChanged 14 SP:Iteration 28Q (373.618730 sec): 3 clusters Score: Raw -254981.887037 + Penalty 2623.247540 = -252358.639496 nChanged 16 SP:Iteration 29Q (373.633946 sec): 3 clusters Score: Raw -254987.092030 + Penalty 2623.247540 = -252363.844489 nChanged 18 SP:Iteration 30Q (373.649196 sec): 3 clusters Score: Raw -254996.857140 + Penalty 2623.247540 = -252373.609600 nChanged 19 SP:Iteration 31Q (373.664405 sec): 3 clusters Score: Raw -255007.122125 + Penalty 2623.247540 = -252383.874585 nChanged 14 SP:Iteration 32Q (373.679663 sec): 3 clusters Score: Raw -255014.488869 + Penalty 2623.247540 = -252391.241329 nChanged 14 SP:Iteration 33Q (373.694788 sec): 3 clusters Score: Raw -255018.128143 + Penalty 2623.247540 = -252394.880602 nChanged 10 SP:Iteration 34Q (373.709976 sec): 3 clusters Score: Raw -255021.785626 + Penalty 2623.247540 = -252398.538086 nChanged 11 SP:Iteration 35Q (373.725210 sec): 3 clusters Score: Raw -255025.288072 + Penalty 2623.247540 = -252402.040532 nChanged 12 SP:Iteration 36Q (373.740418 sec): 3 clusters Score: Raw -255029.251680 + Penalty 2623.247540 = -252406.004140 nChanged 8 SP:Iteration 37Q (373.755639 sec): 3 clusters Score: Raw -255031.490471 + Penalty 2623.247540 = -252408.242931 nChanged 6 SP:Iteration 38Q (373.770836 sec): 3 clusters Score: Raw -255033.250263 + Penalty 2623.247540 = -252410.002723 nChanged 6 SP:Iteration 39Q (373.786025 sec): 3 clusters Score: Raw -255035.208680 + Penalty 2623.247540 = -252411.961139 nChanged 10 SP:Iteration 40F (373.801486 sec): 3 clusters Score: Raw -255038.302358 + Penalty 2623.247540 = -252415.054818 nChanged 7 SP:Iteration 41Q (373.816750 sec): 3 clusters Score: Raw -255040.440092 + Penalty 2623.247540 = -252417.192551 nChanged 6 SP:Iteration 42Q (373.831929 sec): 3 clusters Score: Raw -255042.043724 + Penalty 2623.247540 = -252418.796183 nChanged 6 SP:Iteration 43Q (373.847121 sec): 3 clusters Score: Raw -255043.374866 + Penalty 2623.247540 = -252420.127326 nChanged 1 SP:Iteration 44Q (373.862324 sec): 3 clusters Score: Raw -255043.512509 + Penalty 2623.247540 = -252420.264968 nChanged 2 SP:Iteration 45Q (373.877566 sec): 3 clusters Score: Raw -255044.366323 + Penalty 2623.247540 = -252421.118782 nChanged 2 SP:Iteration 46Q (373.892734 sec): 3 clusters Score: Raw -255045.258220 + Penalty 2623.247540 = -252422.010679 nChanged 3 SP:Iteration 47Q (373.907830 sec): 3 clusters Score: Raw -255045.696947 + Penalty 2623.247540 = -252422.449407 nChanged 2 SP:Iteration 48Q (373.923005 sec): 3 clusters Score: Raw -255046.108141 + Penalty 2623.247540 = -252422.860601 nChanged 4 SP:Iteration 49Q (373.938105 sec): 3 clusters Score: Raw -255047.622233 + Penalty 2623.247540 = -252424.374692 nChanged 4 SP:Iteration 50Q (373.953193 sec): 3 clusters Score: Raw -255049.358333 + Penalty 2623.247540 = -252426.110793 nChanged 4 SP:Iteration 51Q (373.968435 sec): 3 clusters Score: Raw -255051.766774 + Penalty 2623.247540 = -252428.519233 nChanged 8 SP:Iteration 52Q (373.983635 sec): 3 clusters Score: Raw -255055.121401 + Penalty 2623.247540 = -252431.873860 nChanged 10 SP:Iteration 53Q (373.998837 sec): 3 clusters Score: Raw -255059.323479 + Penalty 2623.247540 = -252436.075938 nChanged 10 SP:Iteration 54Q (374.014049 sec): 3 clusters Score: Raw -255063.063987 + Penalty 2623.247540 = -252439.816447 nChanged 7 SP:Iteration 55Q (374.029181 sec): 3 clusters Score: Raw -255066.284525 + Penalty 2623.247540 = -252443.036985 nChanged 8 SP:Iteration 56Q (374.044362 sec): 3 clusters Score: Raw -255068.856066 + Penalty 2623.247540 = -252445.608525 nChanged 8 SP:Iteration 57Q (374.059398 sec): 3 clusters Score: Raw -255071.912553 + Penalty 2623.247540 = -252448.665013 nChanged 10 SP:Iteration 58Q (374.074549 sec): 3 clusters Score: Raw -255077.428237 + Penalty 2623.247540 = -252454.180697 nChanged 13 SP:Iteration 59Q (374.089525 sec): 3 clusters Score: Raw -255082.381417 + Penalty 2623.247540 = -252459.133877 nChanged 12 SP:Iteration 60F (374.104888 sec): 3 clusters Score: Raw -255089.990674 + Penalty 2623.247540 = -252466.743133 nChanged 17 SP:Iteration 61Q (374.119992 sec): 3 clusters Score: Raw -255100.899033 + Penalty 2623.247540 = -252477.651493 nChanged 12 SP:Iteration 62Q (374.135088 sec): 3 clusters Score: Raw -255109.120886 + Penalty 2623.247540 = -252485.873345 nChanged 14 SP:Iteration 63Q (374.150141 sec): 3 clusters Score: Raw -255118.704001 + Penalty 2623.247540 = -252495.456461 nChanged 16 SP:Iteration 64Q (374.165223 sec): 3 clusters Score: Raw -255131.925309 + Penalty 2623.247540 = -252508.677769 nChanged 16 SP:Iteration 65Q (374.180217 sec): 3 clusters Score: Raw -255148.605724 + Penalty 2623.247540 = -252525.358183 nChanged 23 SP:Iteration 66Q (374.195207 sec): 3 clusters Score: Raw -255168.976608 + Penalty 2623.247540 = -252545.729068 nChanged 23 SP:Iteration 67Q (374.210122 sec): 3 clusters Score: Raw -255193.934771 + Penalty 2623.247540 = -252570.687231 nChanged 24 SP:Iteration 68Q (374.224968 sec): 3 clusters Score: Raw -255221.579550 + Penalty 2623.247540 = -252598.332010 nChanged 28 SP:Iteration 69Q (374.239762 sec): 3 clusters Score: Raw -255270.772619 + Penalty 2623.247540 = -252647.525079 nChanged 30 SP:Iteration 70Q (374.254289 sec): 3 clusters Score: Raw -255345.927388 + Penalty 2623.247540 = -252722.679847 nChanged 23 SP:Iteration 71Q (374.268689 sec): 3 clusters Score: Raw -255429.729901 + Penalty 2623.247540 = -252806.482361 nChanged 13 SP:Iteration 72Q (374.319296 sec): 3 clusters Score: Raw -255458.396323 + Penalty 2623.247540 = -252835.148783 nChanged 2 SP:Iteration 73Q (374.375519 sec): 3 clusters Score: Raw -255461.273054 + Penalty 2623.247540 = -252838.025513 nChanged 2 SP:Iteration 74Q (374.389655 sec): 3 clusters Score: Raw -255462.906041 + Penalty 2623.247540 = -252839.658500 nChanged 0 SP:Iteration 75F (374.404931 sec): 3 clusters Score: Raw -255462.906041 + Penalty 2623.247540 = -252839.658500 nChanged 0 Trying to split cluster 17 (5169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (374.428630 sec): 2 clusters Score: Raw -426646.851963 + Penalty 1389.445610 = -425257.406353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (374.450239 sec): 3 clusters Score: Raw -423959.150976 + Penalty 2778.891221 = -421180.259755 nChanged 2074 SP:Iteration 1F (374.471770 sec): 3 clusters Score: Raw -425140.268007 + Penalty 2778.891221 = -422361.376786 nChanged 386 SP:Iteration 2F (374.493397 sec): 3 clusters Score: Raw -425370.261736 + Penalty 2778.891221 = -422591.370516 nChanged 277 SP:Iteration 3F (374.515010 sec): 3 clusters Score: Raw -425527.355858 + Penalty 2778.891221 = -422748.464637 nChanged 246 SP:Iteration 4Q (374.536501 sec): 3 clusters Score: Raw -425661.159085 + Penalty 2778.891221 = -422882.267864 nChanged 193 SP:Iteration 5Q (374.557951 sec): 3 clusters Score: Raw -425772.835006 + Penalty 2778.891221 = -422993.943785 nChanged 162 SP:Iteration 6Q (374.579498 sec): 3 clusters Score: Raw -425880.297875 + Penalty 2778.891221 = -423101.406654 nChanged 184 SP:Iteration 7Q (374.601329 sec): 3 clusters Score: Raw -426009.526774 + Penalty 2778.891221 = -423230.635553 nChanged 193 SP:Iteration 8Q (374.622709 sec): 3 clusters Score: Raw -426150.208042 + Penalty 2778.891221 = -423371.316821 nChanged 180 SP:Iteration 9Q (374.643908 sec): 3 clusters Score: Raw -426260.665678 + Penalty 2778.891221 = -423481.774457 nChanged 169 SP:Iteration 10Q (374.665296 sec): 3 clusters Score: Raw -426369.095720 + Penalty 2778.891221 = -423590.204499 nChanged 138 SP:Iteration 11Q (374.686508 sec): 3 clusters Score: Raw -426464.099059 + Penalty 2778.891221 = -423685.207838 nChanged 117 SP:Iteration 12Q (374.707692 sec): 3 clusters Score: Raw -426542.266716 + Penalty 2778.891221 = -423763.375495 nChanged 112 SP:Iteration 13Q (374.728691 sec): 3 clusters Score: Raw -426613.826005 + Penalty 2778.891221 = -423834.934784 nChanged 101 SP:Iteration 14Q (374.749934 sec): 3 clusters Score: Raw -426687.946137 + Penalty 2778.891221 = -423909.054916 nChanged 97 SP:Iteration 15Q (374.806795 sec): 3 clusters Score: Raw -426753.771846 + Penalty 2778.891221 = -423974.880625 nChanged 70 SP:Iteration 16Q (374.826466 sec): 3 clusters Score: Raw -426798.409360 + Penalty 2778.891221 = -424019.518139 nChanged 62 SP:Iteration 17Q (374.847371 sec): 3 clusters Score: Raw -426840.413105 + Penalty 2778.891221 = -424061.521884 nChanged 57 SP:Iteration 18Q (374.868130 sec): 3 clusters Score: Raw -426870.249813 + Penalty 2778.891221 = -424091.358593 nChanged 52 SP:Iteration 19Q (374.888667 sec): 3 clusters Score: Raw -426894.961695 + Penalty 2778.891221 = -424116.070474 nChanged 38 SP:Iteration 20F (374.910460 sec): 3 clusters Score: Raw -426910.902070 + Penalty 2778.891221 = -424132.010849 nChanged 28 SP:Iteration 21Q (374.954965 sec): 3 clusters Score: Raw -426921.994717 + Penalty 2778.891221 = -424143.103496 nChanged 20 SP:Iteration 22Q (375.008352 sec): 3 clusters Score: Raw -426930.789574 + Penalty 2778.891221 = -424151.898353 nChanged 17 SP:Iteration 23Q (375.062935 sec): 3 clusters Score: Raw -426937.192369 + Penalty 2778.891221 = -424158.301148 nChanged 11 SP:Iteration 24Q (375.112883 sec): 3 clusters Score: Raw -426941.087842 + Penalty 2778.891221 = -424162.196621 nChanged 12 SP:Iteration 25Q (375.165692 sec): 3 clusters Score: Raw -426946.672432 + Penalty 2778.891221 = -424167.781211 nChanged 9 SP:Iteration 26Q (375.219894 sec): 3 clusters Score: Raw -426950.267773 + Penalty 2778.891221 = -424171.376553 nChanged 8 SP:Iteration 27Q (375.270625 sec): 3 clusters Score: Raw -426953.929361 + Penalty 2778.891221 = -424175.038140 nChanged 12 SP:Iteration 28Q (375.300198 sec): 3 clusters Score: Raw -426960.856406 + Penalty 2778.891221 = -424181.965185 nChanged 18 SP:Iteration 29Q (375.320685 sec): 3 clusters Score: Raw -426971.519216 + Penalty 2778.891221 = -424192.627995 nChanged 21 SP:Iteration 30Q (375.340837 sec): 3 clusters Score: Raw -426982.153693 + Penalty 2778.891221 = -424203.262473 nChanged 23 SP:Iteration 31Q (375.361250 sec): 3 clusters Score: Raw -426989.530798 + Penalty 2778.891221 = -424210.639577 nChanged 11 SP:Iteration 32Q (375.381530 sec): 3 clusters Score: Raw -426993.250871 + Penalty 2778.891221 = -424214.359650 nChanged 13 SP:Iteration 33Q (375.401485 sec): 3 clusters Score: Raw -426998.310316 + Penalty 2778.891221 = -424219.419096 nChanged 11 SP:Iteration 34Q (375.421753 sec): 3 clusters Score: Raw -427003.893890 + Penalty 2778.891221 = -424225.002670 nChanged 8 SP:Iteration 35Q (375.441943 sec): 3 clusters Score: Raw -427006.825093 + Penalty 2778.891221 = -424227.933872 nChanged 7 SP:Iteration 36Q (375.462142 sec): 3 clusters Score: Raw -427010.142110 + Penalty 2778.891221 = -424231.250890 nChanged 9 SP:Iteration 37Q (375.482547 sec): 3 clusters Score: Raw -427013.413516 + Penalty 2778.891221 = -424234.522296 nChanged 4 SP:Iteration 38Q (375.502777 sec): 3 clusters Score: Raw -427015.076506 + Penalty 2778.891221 = -424236.185286 nChanged 5 SP:Iteration 39Q (375.523025 sec): 3 clusters Score: Raw -427018.079332 + Penalty 2778.891221 = -424239.188112 nChanged 7 SP:Iteration 40F (375.544699 sec): 3 clusters Score: Raw -427021.732036 + Penalty 2778.891221 = -424242.840815 nChanged 5 SP:Iteration 41Q (375.564869 sec): 3 clusters Score: Raw -427024.037482 + Penalty 2778.891221 = -424245.146261 nChanged 0 SP:Iteration 42F (375.586557 sec): 3 clusters Score: Raw -427024.037482 + Penalty 2778.891221 = -424245.146261 nChanged 0 Trying to split cluster 18 (31784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (375.638250 sec): 2 clusters Score: Raw -2713380.953409 + Penalty 1684.591723 = -2711696.361685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (375.703759 sec): 3 clusters Score: Raw -2693702.351460 + Penalty 3369.183447 = -2690333.168014 nChanged 14779 SP:Iteration 1F (375.765133 sec): 3 clusters Score: Raw -2702241.285978 + Penalty 3369.183447 = -2698872.102531 nChanged 1877 SP:Iteration 2F (375.826815 sec): 3 clusters Score: Raw -2703322.579608 + Penalty 3369.183447 = -2699953.396162 nChanged 2150 SP:Iteration 3F (375.888292 sec): 3 clusters Score: Raw -2704848.322552 + Penalty 3369.183447 = -2701479.139106 nChanged 2356 SP:Iteration 4F (375.950261 sec): 3 clusters Score: Raw -2706615.758081 + Penalty 3369.183447 = -2703246.574634 nChanged 2378 SP:Iteration 5F (376.011719 sec): 3 clusters Score: Raw -2708264.185019 + Penalty 3369.183447 = -2704895.001572 nChanged 2136 SP:Iteration 6F (376.073317 sec): 3 clusters Score: Raw -2709606.595366 + Penalty 3369.183447 = -2706237.411919 nChanged 1708 SP:Iteration 7F (376.134687 sec): 3 clusters Score: Raw -2710562.255008 + Penalty 3369.183447 = -2707193.071561 nChanged 1264 SP:Iteration 8Q (376.196888 sec): 3 clusters Score: Raw -2711185.689253 + Penalty 3369.183447 = -2707816.505806 nChanged 993 SP:Iteration 9Q (376.257830 sec): 3 clusters Score: Raw -2711645.086479 + Penalty 3369.183447 = -2708275.903032 nChanged 851 SP:Iteration 10Q (376.318232 sec): 3 clusters Score: Raw -2712012.839178 + Penalty 3369.183447 = -2708643.655731 nChanged 715 SP:Iteration 11Q (376.378303 sec): 3 clusters Score: Raw -2712301.541738 + Penalty 3369.183447 = -2708932.358291 nChanged 611 SP:Iteration 12Q (376.437629 sec): 3 clusters Score: Raw -2712540.250027 + Penalty 3369.183447 = -2709171.066581 nChanged 541 SP:Iteration 13Q (376.496158 sec): 3 clusters Score: Raw -2712747.093126 + Penalty 3369.183447 = -2709377.909680 nChanged 504 SP:Iteration 14Q (376.554341 sec): 3 clusters Score: Raw -2712937.952213 + Penalty 3369.183447 = -2709568.768766 nChanged 425 SP:Iteration 15Q (376.611685 sec): 3 clusters Score: Raw -2713076.630709 + Penalty 3369.183447 = -2709707.447263 nChanged 361 SP:Iteration 16Q (376.669107 sec): 3 clusters Score: Raw -2713182.585294 + Penalty 3369.183447 = -2709813.401848 nChanged 329 SP:Iteration 17Q (376.725354 sec): 3 clusters Score: Raw -2713279.812278 + Penalty 3369.183447 = -2709910.628831 nChanged 314 SP:Iteration 18Q (376.781553 sec): 3 clusters Score: Raw -2713371.288968 + Penalty 3369.183447 = -2710002.105521 nChanged 274 SP:Iteration 19Q (376.836909 sec): 3 clusters Score: Raw -2713453.345912 + Penalty 3369.183447 = -2710084.162465 nChanged 270 SP:Iteration 20F (376.897937 sec): 3 clusters Score: Raw -2713543.944466 + Penalty 3369.183447 = -2710174.761019 nChanged 267 SP:Iteration 21Q (376.952965 sec): 3 clusters Score: Raw -2713632.756580 + Penalty 3369.183447 = -2710263.573133 nChanged 223 SP:Iteration 22Q (377.007530 sec): 3 clusters Score: Raw -2713699.751998 + Penalty 3369.183447 = -2710330.568551 nChanged 194 SP:Iteration 23Q (377.061208 sec): 3 clusters Score: Raw -2713761.934618 + Penalty 3369.183447 = -2710392.751172 nChanged 183 SP:Iteration 24Q (377.114714 sec): 3 clusters Score: Raw -2713822.509005 + Penalty 3369.183447 = -2710453.325559 nChanged 170 SP:Iteration 25Q (377.167680 sec): 3 clusters Score: Raw -2713881.101899 + Penalty 3369.183447 = -2710511.918452 nChanged 165 SP:Iteration 26Q (377.219857 sec): 3 clusters Score: Raw -2713933.597545 + Penalty 3369.183447 = -2710564.414098 nChanged 119 SP:Iteration 27Q (377.272150 sec): 3 clusters Score: Raw -2713962.931130 + Penalty 3369.183447 = -2710593.747684 nChanged 93 SP:Iteration 28Q (377.323982 sec): 3 clusters Score: Raw -2713985.273523 + Penalty 3369.183447 = -2710616.090076 nChanged 73 SP:Iteration 29Q (377.375398 sec): 3 clusters Score: Raw -2714003.064936 + Penalty 3369.183447 = -2710633.881490 nChanged 69 SP:Iteration 30Q (377.426960 sec): 3 clusters Score: Raw -2714016.753647 + Penalty 3369.183447 = -2710647.570200 nChanged 68 SP:Iteration 31Q (377.478018 sec): 3 clusters Score: Raw -2714027.702383 + Penalty 3369.183447 = -2710658.518936 nChanged 56 SP:Iteration 32Q (377.529003 sec): 3 clusters Score: Raw -2714038.643850 + Penalty 3369.183447 = -2710669.460404 nChanged 58 SP:Iteration 33Q (377.579924 sec): 3 clusters Score: Raw -2714049.367357 + Penalty 3369.183447 = -2710680.183910 nChanged 37 SP:Iteration 34Q (377.630811 sec): 3 clusters Score: Raw -2714054.853361 + Penalty 3369.183447 = -2710685.669914 nChanged 29 SP:Iteration 35Q (377.681302 sec): 3 clusters Score: Raw -2714059.029651 + Penalty 3369.183447 = -2710689.846205 nChanged 29 SP:Iteration 36Q (377.732011 sec): 3 clusters Score: Raw -2714062.530633 + Penalty 3369.183447 = -2710693.347187 nChanged 19 SP:Iteration 37Q (377.782635 sec): 3 clusters Score: Raw -2714065.108506 + Penalty 3369.183447 = -2710695.925060 nChanged 19 SP:Iteration 38Q (377.833039 sec): 3 clusters Score: Raw -2714067.935995 + Penalty 3369.183447 = -2710698.752548 nChanged 18 SP:Iteration 39Q (377.883400 sec): 3 clusters Score: Raw -2714069.700351 + Penalty 3369.183447 = -2710700.516904 nChanged 14 SP:Iteration 40F (377.944730 sec): 3 clusters Score: Raw -2714071.454349 + Penalty 3369.183447 = -2710702.270903 nChanged 17 SP:Iteration 41Q (377.995401 sec): 3 clusters Score: Raw -2714073.351692 + Penalty 3369.183447 = -2710704.168246 nChanged 11 SP:Iteration 42Q (378.045826 sec): 3 clusters Score: Raw -2714074.763503 + Penalty 3369.183447 = -2710705.580057 nChanged 14 SP:Iteration 43Q (378.096241 sec): 3 clusters Score: Raw -2714076.468871 + Penalty 3369.183447 = -2710707.285424 nChanged 14 SP:Iteration 44Q (378.146603 sec): 3 clusters Score: Raw -2714077.744215 + Penalty 3369.183447 = -2710708.560768 nChanged 8 SP:Iteration 45Q (378.196940 sec): 3 clusters Score: Raw -2714078.183399 + Penalty 3369.183447 = -2710708.999952 nChanged 3 SP:Iteration 46Q (378.247288 sec): 3 clusters Score: Raw -2714078.322738 + Penalty 3369.183447 = -2710709.139292 nChanged 1 SP:Iteration 47Q (378.297506 sec): 3 clusters Score: Raw -2714078.443359 + Penalty 3369.183447 = -2710709.259912 nChanged 4 SP:Iteration 48Q (378.347790 sec): 3 clusters Score: Raw -2714078.901380 + Penalty 3369.183447 = -2710709.717933 nChanged 3 SP:Iteration 49Q (378.398424 sec): 3 clusters Score: Raw -2714079.202187 + Penalty 3369.183447 = -2710710.018741 nChanged 0 SP:Iteration 50F (378.459605 sec): 3 clusters Score: Raw -2714079.202187 + Penalty 3369.183447 = -2710710.018741 nChanged 0 Trying to split cluster 19 (4375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (378.473932 sec): 2 clusters Score: Raw -356714.193319 + Penalty 1362.345042 = -355351.848277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (378.494087 sec): 3 clusters Score: Raw -354487.289753 + Penalty 2724.690085 = -351762.599668 nChanged 1770 SP:Iteration 1F (378.513955 sec): 3 clusters Score: Raw -355481.607837 + Penalty 2724.690085 = -352756.917752 nChanged 304 SP:Iteration 2F (378.533770 sec): 3 clusters Score: Raw -355654.643698 + Penalty 2724.690085 = -352929.953613 nChanged 229 SP:Iteration 3F (378.553503 sec): 3 clusters Score: Raw -355785.828295 + Penalty 2724.690085 = -353061.138210 nChanged 185 SP:Iteration 4Q (378.573366 sec): 3 clusters Score: Raw -355895.762990 + Penalty 2724.690085 = -353171.072906 nChanged 159 SP:Iteration 5Q (378.593265 sec): 3 clusters Score: Raw -355984.305727 + Penalty 2724.690085 = -353259.615643 nChanged 148 SP:Iteration 6Q (378.613343 sec): 3 clusters Score: Raw -356084.351305 + Penalty 2724.690085 = -353359.661220 nChanged 157 SP:Iteration 7Q (378.632988 sec): 3 clusters Score: Raw -356216.104641 + Penalty 2724.690085 = -353491.414557 nChanged 161 SP:Iteration 8Q (378.652736 sec): 3 clusters Score: Raw -356315.220418 + Penalty 2724.690085 = -353590.530334 nChanged 138 SP:Iteration 9Q (378.672339 sec): 3 clusters Score: Raw -356398.773296 + Penalty 2724.690085 = -353674.083211 nChanged 135 SP:Iteration 10Q (378.692061 sec): 3 clusters Score: Raw -356471.823438 + Penalty 2724.690085 = -353747.133354 nChanged 116 SP:Iteration 11Q (378.711352 sec): 3 clusters Score: Raw -356530.790817 + Penalty 2724.690085 = -353806.100733 nChanged 95 SP:Iteration 12Q (378.730950 sec): 3 clusters Score: Raw -356575.133864 + Penalty 2724.690085 = -353850.443780 nChanged 85 SP:Iteration 13Q (378.750685 sec): 3 clusters Score: Raw -356615.610317 + Penalty 2724.690085 = -353890.920232 nChanged 84 SP:Iteration 14Q (378.770497 sec): 3 clusters Score: Raw -356655.974832 + Penalty 2724.690085 = -353931.284748 nChanged 84 SP:Iteration 15Q (378.790108 sec): 3 clusters Score: Raw -356704.481565 + Penalty 2724.690085 = -353979.791481 nChanged 87 SP:Iteration 16Q (378.809940 sec): 3 clusters Score: Raw -356750.485283 + Penalty 2724.690085 = -354025.795198 nChanged 87 SP:Iteration 17Q (378.829530 sec): 3 clusters Score: Raw -356788.052941 + Penalty 2724.690085 = -354063.362857 nChanged 62 SP:Iteration 18Q (378.849074 sec): 3 clusters Score: Raw -356815.131497 + Penalty 2724.690085 = -354090.441413 nChanged 53 SP:Iteration 19Q (378.868675 sec): 3 clusters Score: Raw -356839.736693 + Penalty 2724.690085 = -354115.046608 nChanged 50 SP:Iteration 20F (378.888299 sec): 3 clusters Score: Raw -356864.114888 + Penalty 2724.690085 = -354139.424803 nChanged 53 SP:Iteration 21Q (378.907653 sec): 3 clusters Score: Raw -356885.591274 + Penalty 2724.690085 = -354160.901189 nChanged 49 SP:Iteration 22Q (378.926720 sec): 3 clusters Score: Raw -356904.455280 + Penalty 2724.690085 = -354179.765195 nChanged 46 SP:Iteration 23Q (378.946092 sec): 3 clusters Score: Raw -356920.815310 + Penalty 2724.690085 = -354196.125226 nChanged 38 SP:Iteration 24Q (378.965583 sec): 3 clusters Score: Raw -356934.743802 + Penalty 2724.690085 = -354210.053717 nChanged 26 SP:Iteration 25Q (378.985183 sec): 3 clusters Score: Raw -356944.692282 + Penalty 2724.690085 = -354220.002197 nChanged 31 SP:Iteration 26Q (379.004374 sec): 3 clusters Score: Raw -356953.217139 + Penalty 2724.690085 = -354228.527054 nChanged 22 SP:Iteration 27Q (379.023703 sec): 3 clusters Score: Raw -356958.558798 + Penalty 2724.690085 = -354233.868714 nChanged 18 SP:Iteration 28Q (379.043161 sec): 3 clusters Score: Raw -356964.080160 + Penalty 2724.690085 = -354239.390076 nChanged 13 SP:Iteration 29Q (379.062542 sec): 3 clusters Score: Raw -356968.157341 + Penalty 2724.690085 = -354243.467256 nChanged 17 SP:Iteration 30Q (379.081718 sec): 3 clusters Score: Raw -356972.627892 + Penalty 2724.690085 = -354247.937807 nChanged 14 SP:Iteration 31Q (379.101151 sec): 3 clusters Score: Raw -356975.891445 + Penalty 2724.690085 = -354251.201360 nChanged 8 SP:Iteration 32Q (379.120539 sec): 3 clusters Score: Raw -356977.278839 + Penalty 2724.690085 = -354252.588754 nChanged 10 SP:Iteration 33Q (379.139861 sec): 3 clusters Score: Raw -356979.191136 + Penalty 2724.690085 = -354254.501051 nChanged 5 SP:Iteration 34Q (379.159182 sec): 3 clusters Score: Raw -356979.848172 + Penalty 2724.690085 = -354255.158087 nChanged 4 SP:Iteration 35Q (379.178346 sec): 3 clusters Score: Raw -356981.597596 + Penalty 2724.690085 = -354256.907511 nChanged 3 SP:Iteration 36Q (379.197634 sec): 3 clusters Score: Raw -356982.306306 + Penalty 2724.690085 = -354257.616222 nChanged 3 SP:Iteration 37Q (379.216852 sec): 3 clusters Score: Raw -356982.912055 + Penalty 2724.690085 = -354258.221970 nChanged 0 SP:Iteration 38F (379.236489 sec): 3 clusters Score: Raw -356982.912055 + Penalty 2724.690085 = -354258.221970 nChanged 0 Trying to split cluster 20 (6999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.257448 sec): 2 clusters Score: Raw -565584.242595 + Penalty 1438.697416 = -564145.545179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.281289 sec): 3 clusters Score: Raw -561785.681665 + Penalty 2877.394832 = -558908.286833 nChanged 2902 SP:Iteration 1F (379.305102 sec): 3 clusters Score: Raw -563503.645009 + Penalty 2877.394832 = -560626.250177 nChanged 540 SP:Iteration 2F (379.328731 sec): 3 clusters Score: Raw -563875.235881 + Penalty 2877.394832 = -560997.841049 nChanged 456 SP:Iteration 3F (379.352230 sec): 3 clusters Score: Raw -564205.058691 + Penalty 2877.394832 = -561327.663859 nChanged 441 SP:Iteration 4F (379.375710 sec): 3 clusters Score: Raw -564473.084363 + Penalty 2877.394832 = -561595.689531 nChanged 384 SP:Iteration 5F (379.399106 sec): 3 clusters Score: Raw -564681.376273 + Penalty 2877.394832 = -561803.981441 nChanged 296 SP:Iteration 6Q (379.422520 sec): 3 clusters Score: Raw -564815.505065 + Penalty 2877.394832 = -561938.110233 nChanged 220 SP:Iteration 7Q (379.445821 sec): 3 clusters Score: Raw -564900.419990 + Penalty 2877.394832 = -562023.025158 nChanged 187 SP:Iteration 8Q (379.469213 sec): 3 clusters Score: Raw -564975.492582 + Penalty 2877.394832 = -562098.097750 nChanged 169 SP:Iteration 9Q (379.492763 sec): 3 clusters Score: Raw -565036.337606 + Penalty 2877.394832 = -562158.942774 nChanged 153 SP:Iteration 10Q (379.516205 sec): 3 clusters Score: Raw -565086.275764 + Penalty 2877.394832 = -562208.880931 nChanged 135 SP:Iteration 11Q (379.539507 sec): 3 clusters Score: Raw -565141.620591 + Penalty 2877.394832 = -562264.225759 nChanged 147 SP:Iteration 12Q (379.584544 sec): 3 clusters Score: Raw -565195.911293 + Penalty 2877.394832 = -562318.516461 nChanged 135 SP:Iteration 13Q (379.608545 sec): 3 clusters Score: Raw -565245.510371 + Penalty 2877.394832 = -562368.115538 nChanged 123 SP:Iteration 14Q (379.633960 sec): 3 clusters Score: Raw -565289.148594 + Penalty 2877.394832 = -562411.753762 nChanged 114 SP:Iteration 15Q (379.659335 sec): 3 clusters Score: Raw -565332.352507 + Penalty 2877.394832 = -562454.957675 nChanged 122 SP:Iteration 16Q (379.683869 sec): 3 clusters Score: Raw -565386.229152 + Penalty 2877.394832 = -562508.834320 nChanged 118 SP:Iteration 17Q (379.707083 sec): 3 clusters Score: Raw -565449.799860 + Penalty 2877.394832 = -562572.405028 nChanged 122 SP:Iteration 18Q (379.730176 sec): 3 clusters Score: Raw -565525.048049 + Penalty 2877.394832 = -562647.653217 nChanged 109 SP:Iteration 19Q (379.753846 sec): 3 clusters Score: Raw -565592.792596 + Penalty 2877.394832 = -562715.397763 nChanged 104 SP:Iteration 20F (379.777355 sec): 3 clusters Score: Raw -565655.648817 + Penalty 2877.394832 = -562778.253985 nChanged 96 SP:Iteration 21Q (379.800860 sec): 3 clusters Score: Raw -565715.290371 + Penalty 2877.394832 = -562837.895539 nChanged 86 SP:Iteration 22Q (379.824309 sec): 3 clusters Score: Raw -565767.109053 + Penalty 2877.394832 = -562889.714220 nChanged 91 SP:Iteration 23Q (379.847912 sec): 3 clusters Score: Raw -565813.093922 + Penalty 2877.394832 = -562935.699090 nChanged 66 SP:Iteration 24Q (379.871187 sec): 3 clusters Score: Raw -565848.841111 + Penalty 2877.394832 = -562971.446279 nChanged 75 SP:Iteration 25Q (379.894633 sec): 3 clusters Score: Raw -565888.398592 + Penalty 2877.394832 = -563011.003760 nChanged 64 SP:Iteration 26Q (379.917952 sec): 3 clusters Score: Raw -565916.621647 + Penalty 2877.394832 = -563039.226815 nChanged 44 SP:Iteration 27Q (379.941246 sec): 3 clusters Score: Raw -565933.080179 + Penalty 2877.394832 = -563055.685347 nChanged 41 SP:Iteration 28Q (379.964440 sec): 3 clusters Score: Raw -565947.357595 + Penalty 2877.394832 = -563069.962763 nChanged 41 SP:Iteration 29Q (379.987574 sec): 3 clusters Score: Raw -565962.171220 + Penalty 2877.394832 = -563084.776387 nChanged 35 SP:Iteration 30Q (380.010007 sec): 3 clusters Score: Raw -565973.055695 + Penalty 2877.394832 = -563095.660863 nChanged 28 SP:Iteration 31Q (380.033226 sec): 3 clusters Score: Raw -565982.908777 + Penalty 2877.394832 = -563105.513944 nChanged 25 SP:Iteration 32Q (380.056209 sec): 3 clusters Score: Raw -565988.556921 + Penalty 2877.394832 = -563111.162089 nChanged 21 SP:Iteration 33Q (380.079146 sec): 3 clusters Score: Raw -565994.392445 + Penalty 2877.394832 = -563116.997613 nChanged 27 SP:Iteration 34Q (380.102023 sec): 3 clusters Score: Raw -566003.309894 + Penalty 2877.394832 = -563125.915062 nChanged 24 SP:Iteration 35Q (380.125151 sec): 3 clusters Score: Raw -566009.300860 + Penalty 2877.394832 = -563131.906027 nChanged 22 SP:Iteration 36Q (380.148098 sec): 3 clusters Score: Raw -566015.264960 + Penalty 2877.394832 = -563137.870128 nChanged 21 SP:Iteration 37Q (380.171098 sec): 3 clusters Score: Raw -566021.821734 + Penalty 2877.394832 = -563144.426902 nChanged 20 SP:Iteration 38Q (380.193997 sec): 3 clusters Score: Raw -566028.238896 + Penalty 2877.394832 = -563150.844064 nChanged 20 SP:Iteration 39Q (380.216790 sec): 3 clusters Score: Raw -566033.817275 + Penalty 2877.394832 = -563156.422443 nChanged 12 SP:Iteration 40F (380.240521 sec): 3 clusters Score: Raw -566035.839191 + Penalty 2877.394832 = -563158.444359 nChanged 5 SP:Iteration 41Q (380.263423 sec): 3 clusters Score: Raw -566037.078871 + Penalty 2877.394832 = -563159.684038 nChanged 4 SP:Iteration 42Q (380.286376 sec): 3 clusters Score: Raw -566038.489743 + Penalty 2877.394832 = -563161.094910 nChanged 4 SP:Iteration 43Q (380.309147 sec): 3 clusters Score: Raw -566039.562437 + Penalty 2877.394832 = -563162.167605 nChanged 5 SP:Iteration 44Q (380.332109 sec): 3 clusters Score: Raw -566040.330881 + Penalty 2877.394832 = -563162.936049 nChanged 9 SP:Iteration 45Q (380.354971 sec): 3 clusters Score: Raw -566041.827385 + Penalty 2877.394832 = -563164.432553 nChanged 9 SP:Iteration 46Q (380.377956 sec): 3 clusters Score: Raw -566043.669717 + Penalty 2877.394832 = -563166.274885 nChanged 8 SP:Iteration 47Q (380.401006 sec): 3 clusters Score: Raw -566045.978617 + Penalty 2877.394832 = -563168.583785 nChanged 7 SP:Iteration 48Q (380.423800 sec): 3 clusters Score: Raw -566047.771673 + Penalty 2877.394832 = -563170.376841 nChanged 11 SP:Iteration 49Q (380.446686 sec): 3 clusters Score: Raw -566049.893882 + Penalty 2877.394832 = -563172.499050 nChanged 6 SP:Iteration 50Q (380.469729 sec): 3 clusters Score: Raw -566050.655148 + Penalty 2877.394832 = -563173.260315 nChanged 7 SP:Iteration 51Q (380.492751 sec): 3 clusters Score: Raw -566052.448648 + Penalty 2877.394832 = -563175.053816 nChanged 4 SP:Iteration 52Q (380.515541 sec): 3 clusters Score: Raw -566053.504567 + Penalty 2877.394832 = -563176.109735 nChanged 2 SP:Iteration 53Q (380.538083 sec): 3 clusters Score: Raw -566053.666108 + Penalty 2877.394832 = -563176.271276 nChanged 2 SP:Iteration 54Q (380.560876 sec): 3 clusters Score: Raw -566053.992100 + Penalty 2877.394832 = -563176.597268 nChanged 3 SP:Iteration 55Q (380.583791 sec): 3 clusters Score: Raw -566054.754577 + Penalty 2877.394832 = -563177.359744 nChanged 3 SP:Iteration 56Q (380.606678 sec): 3 clusters Score: Raw -566055.194233 + Penalty 2877.394832 = -563177.799400 nChanged 0 SP:Iteration 57F (380.630356 sec): 3 clusters Score: Raw -566055.194233 + Penalty 2877.394832 = -563177.799400 nChanged 0 Trying to split cluster 21 (1438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (380.644871 sec): 2 clusters Score: Raw -117516.168292 + Penalty 1181.538887 = -116334.629404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (380.652627 sec): 3 clusters Score: Raw -116959.094287 + Penalty 2363.077775 = -114596.016512 nChanged 464 SP:Iteration 1F (380.659932 sec): 3 clusters Score: Raw -117325.474526 + Penalty 2363.077775 = -114962.396751 nChanged 115 SP:Iteration 2F (380.667285 sec): 3 clusters Score: Raw -117428.802742 + Penalty 2363.077775 = -115065.724967 nChanged 71 SP:Iteration 3Q (380.674545 sec): 3 clusters Score: Raw -117485.470441 + Penalty 2363.077775 = -115122.392666 nChanged 43 SP:Iteration 4Q (380.681867 sec): 3 clusters Score: Raw -117513.972635 + Penalty 2363.077775 = -115150.894860 nChanged 31 SP:Iteration 5Q (380.689141 sec): 3 clusters Score: Raw -117541.146303 + Penalty 2363.077775 = -115178.068528 nChanged 32 SP:Iteration 6Q (380.696416 sec): 3 clusters Score: Raw -117562.382463 + Penalty 2363.077775 = -115199.304688 nChanged 19 SP:Iteration 7Q (380.703665 sec): 3 clusters Score: Raw -117581.459997 + Penalty 2363.077775 = -115218.382222 nChanged 19 SP:Iteration 8Q (380.710955 sec): 3 clusters Score: Raw -117599.635043 + Penalty 2363.077775 = -115236.557268 nChanged 15 SP:Iteration 9Q (380.718216 sec): 3 clusters Score: Raw -117609.761546 + Penalty 2363.077775 = -115246.683771 nChanged 10 SP:Iteration 10Q (380.725466 sec): 3 clusters Score: Raw -117616.313504 + Penalty 2363.077775 = -115253.235729 nChanged 6 SP:Iteration 11Q (380.732724 sec): 3 clusters Score: Raw -117619.131414 + Penalty 2363.077775 = -115256.053639 nChanged 7 SP:Iteration 12Q (380.739992 sec): 3 clusters Score: Raw -117624.789596 + Penalty 2363.077775 = -115261.711821 nChanged 7 SP:Iteration 13Q (380.747261 sec): 3 clusters Score: Raw -117628.080058 + Penalty 2363.077775 = -115265.002283 nChanged 4 SP:Iteration 14Q (380.754458 sec): 3 clusters Score: Raw -117631.089767 + Penalty 2363.077775 = -115268.011992 nChanged 5 SP:Iteration 15Q (380.761641 sec): 3 clusters Score: Raw -117633.265854 + Penalty 2363.077775 = -115270.188079 nChanged 4 SP:Iteration 16Q (380.768857 sec): 3 clusters Score: Raw -117634.967413 + Penalty 2363.077775 = -115271.889638 nChanged 4 SP:Iteration 17Q (380.776154 sec): 3 clusters Score: Raw -117638.167617 + Penalty 2363.077775 = -115275.089842 nChanged 5 SP:Iteration 18Q (380.783416 sec): 3 clusters Score: Raw -117644.836140 + Penalty 2363.077775 = -115281.758365 nChanged 6 SP:Iteration 19Q (380.790644 sec): 3 clusters Score: Raw -117651.512005 + Penalty 2363.077775 = -115288.434230 nChanged 8 SP:Iteration 20F (380.797949 sec): 3 clusters Score: Raw -117659.286450 + Penalty 2363.077775 = -115296.208676 nChanged 6 SP:Iteration 21Q (380.805221 sec): 3 clusters Score: Raw -117663.182574 + Penalty 2363.077775 = -115300.104800 nChanged 5 SP:Iteration 22Q (380.812399 sec): 3 clusters Score: Raw -117666.783267 + Penalty 2363.077775 = -115303.705492 nChanged 4 SP:Iteration 23Q (380.819616 sec): 3 clusters Score: Raw -117668.782489 + Penalty 2363.077775 = -115305.704714 nChanged 3 SP:Iteration 24Q (380.826862 sec): 3 clusters Score: Raw -117670.571514 + Penalty 2363.077775 = -115307.493739 nChanged 4 SP:Iteration 25Q (380.834096 sec): 3 clusters Score: Raw -117672.811371 + Penalty 2363.077775 = -115309.733596 nChanged 4 SP:Iteration 26Q (380.841284 sec): 3 clusters Score: Raw -117674.933164 + Penalty 2363.077775 = -115311.855389 nChanged 3 SP:Iteration 27Q (380.848500 sec): 3 clusters Score: Raw -117675.888625 + Penalty 2363.077775 = -115312.810850 nChanged 1 SP:Iteration 28Q (380.855734 sec): 3 clusters Score: Raw -117676.492939 + Penalty 2363.077775 = -115313.415164 nChanged 1 SP:Iteration 29Q (380.863007 sec): 3 clusters Score: Raw -117677.339601 + Penalty 2363.077775 = -115314.261826 nChanged 2 SP:Iteration 30Q (380.870266 sec): 3 clusters Score: Raw -117677.954923 + Penalty 2363.077775 = -115314.877148 nChanged 1 SP:Iteration 31Q (380.877485 sec): 3 clusters Score: Raw -117678.105595 + Penalty 2363.077775 = -115315.027820 nChanged 0 SP:Iteration 32F (380.884767 sec): 3 clusters Score: Raw -117678.105595 + Penalty 2363.077775 = -115315.027820 nChanged 0 Trying to split cluster 22 (2719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (380.901021 sec): 2 clusters Score: Raw -190645.979732 + Penalty 1285.053160 = -189360.926572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (380.915263 sec): 3 clusters Score: Raw -189414.519407 + Penalty 2570.106320 = -186844.413087 nChanged 993 SP:Iteration 1F (380.928686 sec): 3 clusters Score: Raw -190082.140422 + Penalty 2570.106320 = -187512.034103 nChanged 233 SP:Iteration 2F (380.945762 sec): 3 clusters Score: Raw -190326.711560 + Penalty 2570.106320 = -187756.605241 nChanged 209 SP:Iteration 3F (380.959100 sec): 3 clusters Score: Raw -190566.985235 + Penalty 2570.106320 = -187996.878916 nChanged 173 SP:Iteration 4F (380.972490 sec): 3 clusters Score: Raw -190757.149036 + Penalty 2570.106320 = -188187.042716 nChanged 143 SP:Iteration 5F (380.985826 sec): 3 clusters Score: Raw -190912.124991 + Penalty 2570.106320 = -188342.018671 nChanged 95 SP:Iteration 6Q (380.999103 sec): 3 clusters Score: Raw -191012.425367 + Penalty 2570.106320 = -188442.319048 nChanged 90 SP:Iteration 7Q (381.012317 sec): 3 clusters Score: Raw -191110.406295 + Penalty 2570.106320 = -188540.299976 nChanged 85 SP:Iteration 8Q (381.025507 sec): 3 clusters Score: Raw -191204.511545 + Penalty 2570.106320 = -188634.405225 nChanged 68 SP:Iteration 9Q (381.038526 sec): 3 clusters Score: Raw -191290.312412 + Penalty 2570.106320 = -188720.206092 nChanged 73 SP:Iteration 10Q (381.051484 sec): 3 clusters Score: Raw -191378.196750 + Penalty 2570.106320 = -188808.090430 nChanged 65 SP:Iteration 11Q (381.064578 sec): 3 clusters Score: Raw -191458.241783 + Penalty 2570.106320 = -188888.135463 nChanged 70 SP:Iteration 12Q (381.077613 sec): 3 clusters Score: Raw -191522.237671 + Penalty 2570.106320 = -188952.131352 nChanged 55 SP:Iteration 13Q (381.090637 sec): 3 clusters Score: Raw -191586.412266 + Penalty 2570.106320 = -189016.305947 nChanged 59 SP:Iteration 14Q (381.103600 sec): 3 clusters Score: Raw -191645.912824 + Penalty 2570.106320 = -189075.806504 nChanged 49 SP:Iteration 15Q (381.116491 sec): 3 clusters Score: Raw -191701.983368 + Penalty 2570.106320 = -189131.877049 nChanged 38 SP:Iteration 16Q (381.129360 sec): 3 clusters Score: Raw -191744.479941 + Penalty 2570.106320 = -189174.373622 nChanged 43 SP:Iteration 17Q (381.142056 sec): 3 clusters Score: Raw -191787.897590 + Penalty 2570.106320 = -189217.791270 nChanged 37 SP:Iteration 18Q (381.154865 sec): 3 clusters Score: Raw -191837.382714 + Penalty 2570.106320 = -189267.276394 nChanged 34 SP:Iteration 19Q (381.167480 sec): 3 clusters Score: Raw -191868.302680 + Penalty 2570.106320 = -189298.196361 nChanged 30 SP:Iteration 20F (381.180810 sec): 3 clusters Score: Raw -191900.715309 + Penalty 2570.106320 = -189330.608990 nChanged 28 SP:Iteration 21Q (381.193529 sec): 3 clusters Score: Raw -191919.285755 + Penalty 2570.106320 = -189349.179436 nChanged 25 SP:Iteration 22Q (381.206232 sec): 3 clusters Score: Raw -191935.221056 + Penalty 2570.106320 = -189365.114737 nChanged 16 SP:Iteration 23Q (381.218929 sec): 3 clusters Score: Raw -191945.258482 + Penalty 2570.106320 = -189375.152162 nChanged 8 SP:Iteration 24Q (381.231557 sec): 3 clusters Score: Raw -191952.082115 + Penalty 2570.106320 = -189381.975795 nChanged 8 SP:Iteration 25Q (381.244178 sec): 3 clusters Score: Raw -191956.554689 + Penalty 2570.106320 = -189386.448370 nChanged 5 SP:Iteration 26Q (381.256884 sec): 3 clusters Score: Raw -191959.118441 + Penalty 2570.106320 = -189389.012122 nChanged 2 SP:Iteration 27Q (381.269406 sec): 3 clusters Score: Raw -191960.626736 + Penalty 2570.106320 = -189390.520416 nChanged 5 SP:Iteration 28Q (381.281946 sec): 3 clusters Score: Raw -191966.813537 + Penalty 2570.106320 = -189396.707217 nChanged 10 SP:Iteration 29Q (381.294591 sec): 3 clusters Score: Raw -191978.764406 + Penalty 2570.106320 = -189408.658086 nChanged 8 SP:Iteration 30Q (381.307204 sec): 3 clusters Score: Raw -191983.103156 + Penalty 2570.106320 = -189412.996836 nChanged 6 SP:Iteration 31Q (381.319822 sec): 3 clusters Score: Raw -191988.093175 + Penalty 2570.106320 = -189417.986855 nChanged 7 SP:Iteration 32Q (381.332310 sec): 3 clusters Score: Raw -191991.315950 + Penalty 2570.106320 = -189421.209631 nChanged 3 SP:Iteration 33Q (381.344921 sec): 3 clusters Score: Raw -191992.307552 + Penalty 2570.106320 = -189422.201232 nChanged 2 SP:Iteration 34Q (381.357556 sec): 3 clusters Score: Raw -191993.191717 + Penalty 2570.106320 = -189423.085397 nChanged 2 SP:Iteration 35Q (381.370175 sec): 3 clusters Score: Raw -191994.430267 + Penalty 2570.106320 = -189424.323948 nChanged 1 SP:Iteration 36Q (381.382801 sec): 3 clusters Score: Raw -191995.066596 + Penalty 2570.106320 = -189424.960276 nChanged 1 SP:Iteration 37Q (381.395419 sec): 3 clusters Score: Raw -191995.324449 + Penalty 2570.106320 = -189425.218130 nChanged 0 SP:Iteration 38F (381.408739 sec): 3 clusters Score: Raw -191995.324449 + Penalty 2570.106320 = -189425.218130 nChanged 0 Score: Raw -23026846.963502 + Penalty 57198.052006 = -22969648.911496 Splitting cluster 22 changes total score from -22970326.252225 to -22969648.911496 So it's not getting split. Trying to split cluster 23 (6234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.345308 sec): 2 clusters Score: Raw -479478.379544 + Penalty 1419.888187 = -478058.491357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.367982 sec): 3 clusters Score: Raw -476179.004304 + Penalty 2839.776375 = -473339.227929 nChanged 2563 SP:Iteration 1F (386.390194 sec): 3 clusters Score: Raw -477655.343653 + Penalty 2839.776375 = -474815.567278 nChanged 448 SP:Iteration 2F (386.412717 sec): 3 clusters Score: Raw -477901.977769 + Penalty 2839.776375 = -475062.201395 nChanged 358 SP:Iteration 3F (386.435138 sec): 3 clusters Score: Raw -478116.924341 + Penalty 2839.776375 = -475277.147967 nChanged 320 SP:Iteration 4F (386.457619 sec): 3 clusters Score: Raw -478333.370340 + Penalty 2839.776375 = -475493.593965 nChanged 292 SP:Iteration 5Q (386.479812 sec): 3 clusters Score: Raw -478559.670554 + Penalty 2839.776375 = -475719.894180 nChanged 312 SP:Iteration 6F (386.502090 sec): 3 clusters Score: Raw -478788.306293 + Penalty 2839.776375 = -475948.529919 nChanged 306 SP:Iteration 7Q (386.524530 sec): 3 clusters Score: Raw -479013.067255 + Penalty 2839.776375 = -476173.290881 nChanged 293 SP:Iteration 8Q (386.546989 sec): 3 clusters Score: Raw -479244.537495 + Penalty 2839.776375 = -476404.761121 nChanged 277 SP:Iteration 9Q (386.604303 sec): 3 clusters Score: Raw -479462.715643 + Penalty 2839.776375 = -476622.939268 nChanged 247 SP:Iteration 10Q (386.628425 sec): 3 clusters Score: Raw -479639.732471 + Penalty 2839.776375 = -476799.956097 nChanged 225 SP:Iteration 11Q (386.652621 sec): 3 clusters Score: Raw -479780.854952 + Penalty 2839.776375 = -476941.078577 nChanged 188 SP:Iteration 12Q (386.675364 sec): 3 clusters Score: Raw -479872.353637 + Penalty 2839.776375 = -477032.577263 nChanged 131 SP:Iteration 13Q (386.697180 sec): 3 clusters Score: Raw -479926.059357 + Penalty 2839.776375 = -477086.282982 nChanged 94 SP:Iteration 14Q (386.718765 sec): 3 clusters Score: Raw -479963.424802 + Penalty 2839.776375 = -477123.648427 nChanged 86 SP:Iteration 15Q (386.740572 sec): 3 clusters Score: Raw -479995.825857 + Penalty 2839.776375 = -477156.049483 nChanged 73 SP:Iteration 16Q (386.762165 sec): 3 clusters Score: Raw -480017.204807 + Penalty 2839.776375 = -477177.428432 nChanged 49 SP:Iteration 17Q (386.783887 sec): 3 clusters Score: Raw -480029.910664 + Penalty 2839.776375 = -477190.134290 nChanged 29 SP:Iteration 18Q (386.805670 sec): 3 clusters Score: Raw -480036.472240 + Penalty 2839.776375 = -477196.695865 nChanged 16 SP:Iteration 19Q (386.827439 sec): 3 clusters Score: Raw -480039.983057 + Penalty 2839.776375 = -477200.206682 nChanged 15 SP:Iteration 20F (386.849817 sec): 3 clusters Score: Raw -480043.622865 + Penalty 2839.776375 = -477203.846491 nChanged 13 SP:Iteration 21Q (386.871599 sec): 3 clusters Score: Raw -480045.538399 + Penalty 2839.776375 = -477205.762024 nChanged 5 SP:Iteration 22Q (386.893201 sec): 3 clusters Score: Raw -480046.428480 + Penalty 2839.776375 = -477206.652105 nChanged 5 SP:Iteration 23Q (386.914907 sec): 3 clusters Score: Raw -480046.954158 + Penalty 2839.776375 = -477207.177784 nChanged 4 SP:Iteration 24Q (386.936509 sec): 3 clusters Score: Raw -480047.862187 + Penalty 2839.776375 = -477208.085812 nChanged 4 SP:Iteration 25Q (386.958309 sec): 3 clusters Score: Raw -480048.950417 + Penalty 2839.776375 = -477209.174043 nChanged 4 SP:Iteration 26Q (386.979947 sec): 3 clusters Score: Raw -480049.495690 + Penalty 2839.776375 = -477209.719316 nChanged 4 SP:Iteration 27Q (387.001519 sec): 3 clusters Score: Raw -480050.282376 + Penalty 2839.776375 = -477210.506001 nChanged 7 SP:Iteration 28Q (387.023112 sec): 3 clusters Score: Raw -480052.008761 + Penalty 2839.776375 = -477212.232387 nChanged 7 SP:Iteration 29Q (387.044861 sec): 3 clusters Score: Raw -480052.958159 + Penalty 2839.776375 = -477213.181785 nChanged 5 SP:Iteration 30Q (387.066513 sec): 3 clusters Score: Raw -480054.015871 + Penalty 2839.776375 = -477214.239496 nChanged 5 SP:Iteration 31Q (387.088298 sec): 3 clusters Score: Raw -480054.823072 + Penalty 2839.776375 = -477215.046698 nChanged 8 SP:Iteration 32Q (387.109963 sec): 3 clusters Score: Raw -480055.949585 + Penalty 2839.776375 = -477216.173211 nChanged 8 SP:Iteration 33Q (387.131702 sec): 3 clusters Score: Raw -480057.075035 + Penalty 2839.776375 = -477217.298660 nChanged 8 SP:Iteration 34Q (387.153432 sec): 3 clusters Score: Raw -480058.334125 + Penalty 2839.776375 = -477218.557751 nChanged 4 SP:Iteration 35Q (387.175258 sec): 3 clusters Score: Raw -480059.035290 + Penalty 2839.776375 = -477219.258915 nChanged 3 SP:Iteration 36Q (387.197022 sec): 3 clusters Score: Raw -480059.513018 + Penalty 2839.776375 = -477219.736643 nChanged 4 SP:Iteration 37Q (387.218810 sec): 3 clusters Score: Raw -480060.330012 + Penalty 2839.776375 = -477220.553638 nChanged 2 SP:Iteration 38Q (387.240402 sec): 3 clusters Score: Raw -480060.515925 + Penalty 2839.776375 = -477220.739550 nChanged 2 SP:Iteration 39Q (387.262010 sec): 3 clusters Score: Raw -480060.982065 + Penalty 2839.776375 = -477221.205690 nChanged 0 SP:Iteration 40F (387.284486 sec): 3 clusters Score: Raw -480060.982065 + Penalty 2839.776375 = -477221.205690 nChanged 0 Trying to split cluster 24 (10476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (387.308496 sec): 2 clusters Score: Raw -881943.290051 + Penalty 1504.236858 = -880439.053192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (387.338565 sec): 3 clusters Score: Raw -875994.035858 + Penalty 3008.473717 = -872985.562141 nChanged 4605 SP:Iteration 1F (387.367626 sec): 3 clusters Score: Raw -878680.166506 + Penalty 3008.473717 = -875671.692789 nChanged 761 SP:Iteration 2F (387.396840 sec): 3 clusters Score: Raw -879115.949155 + Penalty 3008.473717 = -876107.475438 nChanged 698 SP:Iteration 3F (387.425833 sec): 3 clusters Score: Raw -879525.064820 + Penalty 3008.473717 = -876516.591104 nChanged 656 SP:Iteration 4F (387.454724 sec): 3 clusters Score: Raw -879972.842028 + Penalty 3008.473717 = -876964.368311 nChanged 639 SP:Iteration 5F (387.483783 sec): 3 clusters Score: Raw -880431.578006 + Penalty 3008.473717 = -877423.104289 nChanged 593 SP:Iteration 6F (387.512865 sec): 3 clusters Score: Raw -880910.562776 + Penalty 3008.473717 = -877902.089059 nChanged 582 SP:Iteration 7F (387.541980 sec): 3 clusters Score: Raw -881483.870904 + Penalty 3008.473717 = -878475.397188 nChanged 535 SP:Iteration 8F (387.571285 sec): 3 clusters Score: Raw -881996.612358 + Penalty 3008.473717 = -878988.138641 nChanged 367 SP:Iteration 9Q (387.600461 sec): 3 clusters Score: Raw -882333.190000 + Penalty 3008.473717 = -879324.716283 nChanged 239 SP:Iteration 10Q (387.629145 sec): 3 clusters Score: Raw -882533.243429 + Penalty 3008.473717 = -879524.769712 nChanged 171 SP:Iteration 11Q (387.657544 sec): 3 clusters Score: Raw -882679.731891 + Penalty 3008.473717 = -879671.258174 nChanged 103 SP:Iteration 12Q (387.685603 sec): 3 clusters Score: Raw -882756.166743 + Penalty 3008.473717 = -879747.693026 nChanged 91 SP:Iteration 13Q (387.713126 sec): 3 clusters Score: Raw -882812.552872 + Penalty 3008.473717 = -879804.079155 nChanged 55 SP:Iteration 14Q (387.740118 sec): 3 clusters Score: Raw -882850.924883 + Penalty 3008.473717 = -879842.451166 nChanged 43 SP:Iteration 15Q (387.766732 sec): 3 clusters Score: Raw -882876.562945 + Penalty 3008.473717 = -879868.089228 nChanged 34 SP:Iteration 16Q (387.793409 sec): 3 clusters Score: Raw -882896.196022 + Penalty 3008.473717 = -879887.722305 nChanged 30 SP:Iteration 17Q (387.821578 sec): 3 clusters Score: Raw -882913.789960 + Penalty 3008.473717 = -879905.316243 nChanged 33 SP:Iteration 18Q (387.848183 sec): 3 clusters Score: Raw -882937.661588 + Penalty 3008.473717 = -879929.187871 nChanged 28 SP:Iteration 19Q (387.875285 sec): 3 clusters Score: Raw -882954.543456 + Penalty 3008.473717 = -879946.069740 nChanged 27 SP:Iteration 20F (387.904776 sec): 3 clusters Score: Raw -882967.865076 + Penalty 3008.473717 = -879959.391359 nChanged 18 SP:Iteration 21Q (387.930720 sec): 3 clusters Score: Raw -882976.006677 + Penalty 3008.473717 = -879967.532960 nChanged 21 SP:Iteration 22Q (387.956720 sec): 3 clusters Score: Raw -882985.913122 + Penalty 3008.473717 = -879977.439405 nChanged 15 SP:Iteration 23Q (387.982497 sec): 3 clusters Score: Raw -882990.417272 + Penalty 3008.473717 = -879981.943556 nChanged 7 SP:Iteration 24Q (388.008352 sec): 3 clusters Score: Raw -882992.634065 + Penalty 3008.473717 = -879984.160348 nChanged 4 SP:Iteration 25Q (388.034078 sec): 3 clusters Score: Raw -882993.394716 + Penalty 3008.473717 = -879984.920999 nChanged 1 SP:Iteration 26Q (388.059764 sec): 3 clusters Score: Raw -882993.530087 + Penalty 3008.473717 = -879985.056370 nChanged 0 SP:Iteration 27F (388.089006 sec): 3 clusters Score: Raw -882993.530087 + Penalty 3008.473717 = -879985.056370 nChanged 0 Trying to split cluster 25 (15079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (388.117419 sec): 2 clusters Score: Raw -1258217.604920 + Penalty 1563.421978 = -1256654.182942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (388.153184 sec): 3 clusters Score: Raw -1249310.950825 + Penalty 3126.843956 = -1246184.106869 nChanged 6721 SP:Iteration 1F (388.187777 sec): 3 clusters Score: Raw -1253044.842158 + Penalty 3126.843956 = -1249917.998202 nChanged 1035 SP:Iteration 2F (388.222148 sec): 3 clusters Score: Raw -1253621.923435 + Penalty 3126.843956 = -1250495.079479 nChanged 1037 SP:Iteration 3F (388.256528 sec): 3 clusters Score: Raw -1254279.612232 + Penalty 3126.843956 = -1251152.768276 nChanged 1015 SP:Iteration 4F (388.291057 sec): 3 clusters Score: Raw -1254974.241557 + Penalty 3126.843956 = -1251847.397601 nChanged 975 SP:Iteration 5F (388.325356 sec): 3 clusters Score: Raw -1255613.708942 + Penalty 3126.843956 = -1252486.864985 nChanged 880 SP:Iteration 6F (388.359686 sec): 3 clusters Score: Raw -1256137.335843 + Penalty 3126.843956 = -1253010.491887 nChanged 774 SP:Iteration 7F (388.394134 sec): 3 clusters Score: Raw -1256573.425636 + Penalty 3126.843956 = -1253446.581679 nChanged 652 SP:Iteration 8Q (388.428315 sec): 3 clusters Score: Raw -1256902.398303 + Penalty 3126.843956 = -1253775.554346 nChanged 503 SP:Iteration 9Q (388.462566 sec): 3 clusters Score: Raw -1257140.548472 + Penalty 3126.843956 = -1254013.704516 nChanged 434 SP:Iteration 10Q (388.496742 sec): 3 clusters Score: Raw -1257350.526253 + Penalty 3126.843956 = -1254223.682297 nChanged 350 SP:Iteration 11Q (388.530946 sec): 3 clusters Score: Raw -1257522.150698 + Penalty 3126.843956 = -1254395.306741 nChanged 302 SP:Iteration 12Q (388.565088 sec): 3 clusters Score: Raw -1257668.688896 + Penalty 3126.843956 = -1254541.844940 nChanged 256 SP:Iteration 13Q (388.599214 sec): 3 clusters Score: Raw -1257783.868261 + Penalty 3126.843956 = -1254657.024305 nChanged 216 SP:Iteration 14Q (388.633458 sec): 3 clusters Score: Raw -1257887.524885 + Penalty 3126.843956 = -1254760.680929 nChanged 194 SP:Iteration 15Q (388.667371 sec): 3 clusters Score: Raw -1257974.416718 + Penalty 3126.843956 = -1254847.572762 nChanged 196 SP:Iteration 16Q (388.701422 sec): 3 clusters Score: Raw -1258059.950216 + Penalty 3126.843956 = -1254933.106260 nChanged 158 SP:Iteration 17Q (388.735487 sec): 3 clusters Score: Raw -1258112.728616 + Penalty 3126.843956 = -1254985.884660 nChanged 124 SP:Iteration 18Q (388.769165 sec): 3 clusters Score: Raw -1258144.147995 + Penalty 3126.843956 = -1255017.304039 nChanged 112 SP:Iteration 19Q (388.802757 sec): 3 clusters Score: Raw -1258167.859032 + Penalty 3126.843956 = -1255041.015076 nChanged 87 SP:Iteration 20F (388.836876 sec): 3 clusters Score: Raw -1258184.669078 + Penalty 3126.843956 = -1255057.825122 nChanged 83 SP:Iteration 21Q (388.870493 sec): 3 clusters Score: Raw -1258199.386436 + Penalty 3126.843956 = -1255072.542480 nChanged 67 SP:Iteration 22Q (388.904004 sec): 3 clusters Score: Raw -1258210.670353 + Penalty 3126.843956 = -1255083.826397 nChanged 59 SP:Iteration 23Q (388.937520 sec): 3 clusters Score: Raw -1258219.012680 + Penalty 3126.843956 = -1255092.168723 nChanged 49 SP:Iteration 24Q (388.970896 sec): 3 clusters Score: Raw -1258226.140420 + Penalty 3126.843956 = -1255099.296464 nChanged 51 SP:Iteration 25Q (389.004182 sec): 3 clusters Score: Raw -1258233.178118 + Penalty 3126.843956 = -1255106.334162 nChanged 36 SP:Iteration 26Q (389.037379 sec): 3 clusters Score: Raw -1258238.142895 + Penalty 3126.843956 = -1255111.298939 nChanged 41 SP:Iteration 27Q (389.070695 sec): 3 clusters Score: Raw -1258244.416513 + Penalty 3126.843956 = -1255117.572557 nChanged 56 SP:Iteration 28Q (389.103793 sec): 3 clusters Score: Raw -1258255.075103 + Penalty 3126.843956 = -1255128.231146 nChanged 60 SP:Iteration 29Q (389.136833 sec): 3 clusters Score: Raw -1258264.574695 + Penalty 3126.843956 = -1255137.730739 nChanged 51 SP:Iteration 30Q (389.169980 sec): 3 clusters Score: Raw -1258272.036667 + Penalty 3126.843956 = -1255145.192711 nChanged 57 SP:Iteration 31Q (389.202868 sec): 3 clusters Score: Raw -1258280.932505 + Penalty 3126.843956 = -1255154.088549 nChanged 59 SP:Iteration 32Q (389.235791 sec): 3 clusters Score: Raw -1258291.950655 + Penalty 3126.843956 = -1255165.106699 nChanged 53 SP:Iteration 33Q (389.268956 sec): 3 clusters Score: Raw -1258298.907501 + Penalty 3126.843956 = -1255172.063545 nChanged 42 SP:Iteration 34Q (389.301775 sec): 3 clusters Score: Raw -1258304.621101 + Penalty 3126.843956 = -1255177.777145 nChanged 38 SP:Iteration 35Q (389.334613 sec): 3 clusters Score: Raw -1258310.499018 + Penalty 3126.843956 = -1255183.655061 nChanged 50 SP:Iteration 36Q (389.367273 sec): 3 clusters Score: Raw -1258318.945105 + Penalty 3126.843956 = -1255192.101149 nChanged 51 SP:Iteration 37Q (389.400070 sec): 3 clusters Score: Raw -1258327.678141 + Penalty 3126.843956 = -1255200.834185 nChanged 47 SP:Iteration 38Q (389.445888 sec): 3 clusters Score: Raw -1258335.490617 + Penalty 3126.843956 = -1255208.646661 nChanged 40 SP:Iteration 39Q (389.492645 sec): 3 clusters Score: Raw -1258340.333399 + Penalty 3126.843956 = -1255213.489443 nChanged 38 SP:Iteration 40F (389.532167 sec): 3 clusters Score: Raw -1258346.188409 + Penalty 3126.843956 = -1255219.344453 nChanged 36 SP:Iteration 41Q (389.564861 sec): 3 clusters Score: Raw -1258351.339184 + Penalty 3126.843956 = -1255224.495228 nChanged 33 SP:Iteration 42Q (389.597496 sec): 3 clusters Score: Raw -1258355.534852 + Penalty 3126.843956 = -1255228.690896 nChanged 35 SP:Iteration 43Q (389.630099 sec): 3 clusters Score: Raw -1258360.269991 + Penalty 3126.843956 = -1255233.426035 nChanged 28 SP:Iteration 44Q (389.662644 sec): 3 clusters Score: Raw -1258363.243727 + Penalty 3126.843956 = -1255236.399771 nChanged 25 SP:Iteration 45Q (389.695143 sec): 3 clusters Score: Raw -1258366.114988 + Penalty 3126.843956 = -1255239.271032 nChanged 18 SP:Iteration 46Q (389.727623 sec): 3 clusters Score: Raw -1258367.707053 + Penalty 3126.843956 = -1255240.863097 nChanged 17 SP:Iteration 47Q (389.760083 sec): 3 clusters Score: Raw -1258369.267262 + Penalty 3126.843956 = -1255242.423306 nChanged 13 SP:Iteration 48Q (389.792625 sec): 3 clusters Score: Raw -1258370.709340 + Penalty 3126.843956 = -1255243.865384 nChanged 22 SP:Iteration 49Q (389.825052 sec): 3 clusters Score: Raw -1258373.918479 + Penalty 3126.843956 = -1255247.074523 nChanged 30 SP:Iteration 50Q (389.857541 sec): 3 clusters Score: Raw -1258378.219556 + Penalty 3126.843956 = -1255251.375600 nChanged 34 SP:Iteration 51Q (389.889971 sec): 3 clusters Score: Raw -1258383.287520 + Penalty 3126.843956 = -1255256.443564 nChanged 27 SP:Iteration 52Q (389.922412 sec): 3 clusters Score: Raw -1258387.259645 + Penalty 3126.843956 = -1255260.415689 nChanged 26 SP:Iteration 53Q (389.954709 sec): 3 clusters Score: Raw -1258390.651031 + Penalty 3126.843956 = -1255263.807075 nChanged 23 SP:Iteration 54Q (389.986960 sec): 3 clusters Score: Raw -1258394.164788 + Penalty 3126.843956 = -1255267.320832 nChanged 19 SP:Iteration 55Q (390.019230 sec): 3 clusters Score: Raw -1258397.541408 + Penalty 3126.843956 = -1255270.697452 nChanged 27 SP:Iteration 56Q (390.051442 sec): 3 clusters Score: Raw -1258401.758910 + Penalty 3126.843956 = -1255274.914953 nChanged 36 SP:Iteration 57Q (390.083718 sec): 3 clusters Score: Raw -1258406.950063 + Penalty 3126.843956 = -1255280.106107 nChanged 28 SP:Iteration 58Q (390.115860 sec): 3 clusters Score: Raw -1258412.924277 + Penalty 3126.843956 = -1255286.080321 nChanged 41 SP:Iteration 59Q (390.147876 sec): 3 clusters Score: Raw -1258421.564647 + Penalty 3126.843956 = -1255294.720691 nChanged 32 SP:Iteration 60F (390.182129 sec): 3 clusters Score: Raw -1258429.197470 + Penalty 3126.843956 = -1255302.353514 nChanged 33 SP:Iteration 61Q (390.214237 sec): 3 clusters Score: Raw -1258435.816117 + Penalty 3126.843956 = -1255308.972161 nChanged 33 SP:Iteration 62Q (390.246323 sec): 3 clusters Score: Raw -1258441.437236 + Penalty 3126.843956 = -1255314.593280 nChanged 39 SP:Iteration 63Q (390.281758 sec): 3 clusters Score: Raw -1258448.873164 + Penalty 3126.843956 = -1255322.029208 nChanged 40 SP:Iteration 64Q (390.313817 sec): 3 clusters Score: Raw -1258456.142056 + Penalty 3126.843956 = -1255329.298100 nChanged 33 SP:Iteration 65Q (390.345738 sec): 3 clusters Score: Raw -1258461.752992 + Penalty 3126.843956 = -1255334.909036 nChanged 24 SP:Iteration 66Q (390.377608 sec): 3 clusters Score: Raw -1258465.330783 + Penalty 3126.843956 = -1255338.486827 nChanged 28 SP:Iteration 67Q (390.409463 sec): 3 clusters Score: Raw -1258469.443354 + Penalty 3126.843956 = -1255342.599398 nChanged 24 SP:Iteration 68Q (390.441261 sec): 3 clusters Score: Raw -1258473.319223 + Penalty 3126.843956 = -1255346.475267 nChanged 23 SP:Iteration 69Q (390.473099 sec): 3 clusters Score: Raw -1258476.384928 + Penalty 3126.843956 = -1255349.540972 nChanged 24 SP:Iteration 70Q (390.504813 sec): 3 clusters Score: Raw -1258481.021720 + Penalty 3126.843956 = -1255354.177763 nChanged 19 SP:Iteration 71Q (390.536314 sec): 3 clusters Score: Raw -1258484.423959 + Penalty 3126.843956 = -1255357.580003 nChanged 20 SP:Iteration 72Q (390.568099 sec): 3 clusters Score: Raw -1258488.182601 + Penalty 3126.843956 = -1255361.338645 nChanged 25 SP:Iteration 73Q (390.599704 sec): 3 clusters Score: Raw -1258492.785425 + Penalty 3126.843956 = -1255365.941469 nChanged 11 SP:Iteration 74Q (390.631441 sec): 3 clusters Score: Raw -1258494.311670 + Penalty 3126.843956 = -1255367.467714 nChanged 8 SP:Iteration 75Q (390.663067 sec): 3 clusters Score: Raw -1258495.141551 + Penalty 3126.843956 = -1255368.297594 nChanged 8 SP:Iteration 76Q (390.694637 sec): 3 clusters Score: Raw -1258496.023417 + Penalty 3126.843956 = -1255369.179461 nChanged 4 SP:Iteration 77Q (390.726256 sec): 3 clusters Score: Raw -1258496.333931 + Penalty 3126.843956 = -1255369.489974 nChanged 3 SP:Iteration 78Q (390.757826 sec): 3 clusters Score: Raw -1258496.504434 + Penalty 3126.843956 = -1255369.660478 nChanged 3 SP:Iteration 79Q (390.789405 sec): 3 clusters Score: Raw -1258496.688494 + Penalty 3126.843956 = -1255369.844538 nChanged 1 SP:Iteration 80F (390.823759 sec): 3 clusters Score: Raw -1258496.744003 + Penalty 3126.843956 = -1255369.900047 nChanged 1 SP:Iteration 81Q (390.855416 sec): 3 clusters Score: Raw -1258496.949945 + Penalty 3126.843956 = -1255370.105989 nChanged 2 SP:Iteration 82Q (390.887093 sec): 3 clusters Score: Raw -1258497.131287 + Penalty 3126.843956 = -1255370.287331 nChanged 2 SP:Iteration 83Q (390.918871 sec): 3 clusters Score: Raw -1258497.351284 + Penalty 3126.843956 = -1255370.507328 nChanged 3 SP:Iteration 84Q (390.950489 sec): 3 clusters Score: Raw -1258497.847288 + Penalty 3126.843956 = -1255371.003332 nChanged 5 SP:Iteration 85Q (390.982093 sec): 3 clusters Score: Raw -1258498.277188 + Penalty 3126.843956 = -1255371.433232 nChanged 4 SP:Iteration 86Q (391.013743 sec): 3 clusters Score: Raw -1258498.733603 + Penalty 3126.843956 = -1255371.889647 nChanged 2 SP:Iteration 87Q (391.045441 sec): 3 clusters Score: Raw -1258499.070217 + Penalty 3126.843956 = -1255372.226261 nChanged 2 SP:Iteration 88Q (391.077127 sec): 3 clusters Score: Raw -1258499.373199 + Penalty 3126.843956 = -1255372.529243 nChanged 2 SP:Iteration 89Q (391.108838 sec): 3 clusters Score: Raw -1258499.571235 + Penalty 3126.843956 = -1255372.727279 nChanged 2 SP:Iteration 90Q (391.140401 sec): 3 clusters Score: Raw -1258499.784722 + Penalty 3126.843956 = -1255372.940766 nChanged 2 SP:Iteration 91Q (391.172002 sec): 3 clusters Score: Raw -1258499.915844 + Penalty 3126.843956 = -1255373.071888 nChanged 2 SP:Iteration 92Q (391.203610 sec): 3 clusters Score: Raw -1258500.070611 + Penalty 3126.843956 = -1255373.226655 nChanged 0 SP:Iteration 93F (391.237770 sec): 3 clusters Score: Raw -1258500.070611 + Penalty 3126.843956 = -1255373.226655 nChanged 0 Trying to split cluster 26 (23177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (391.274432 sec): 2 clusters Score: Raw -1955060.213020 + Penalty 1633.273799 = -1953426.939221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (391.322497 sec): 3 clusters Score: Raw -1941027.854234 + Penalty 3266.547598 = -1937761.306636 nChanged 10633 SP:Iteration 1F (391.368260 sec): 3 clusters Score: Raw -1947153.187953 + Penalty 3266.547598 = -1943886.640355 nChanged 1415 SP:Iteration 2F (391.413932 sec): 3 clusters Score: Raw -1947893.633105 + Penalty 3266.547598 = -1944627.085506 nChanged 1441 SP:Iteration 3F (391.459530 sec): 3 clusters Score: Raw -1948822.760030 + Penalty 3266.547598 = -1945556.212432 nChanged 1546 SP:Iteration 4F (391.505130 sec): 3 clusters Score: Raw -1949882.772853 + Penalty 3266.547598 = -1946616.225255 nChanged 1541 SP:Iteration 5F (391.551098 sec): 3 clusters Score: Raw -1950955.401780 + Penalty 3266.547598 = -1947688.854182 nChanged 1400 SP:Iteration 6F (391.596518 sec): 3 clusters Score: Raw -1951798.151169 + Penalty 3266.547598 = -1948531.603571 nChanged 1153 SP:Iteration 7Q (391.676299 sec): 3 clusters Score: Raw -1952395.238326 + Penalty 3266.547598 = -1949128.690727 nChanged 882 SP:Iteration 8Q (391.723684 sec): 3 clusters Score: Raw -1952837.179707 + Penalty 3266.547598 = -1949570.632109 nChanged 681 SP:Iteration 9Q (391.769332 sec): 3 clusters Score: Raw -1953158.142721 + Penalty 3266.547598 = -1949891.595123 nChanged 540 SP:Iteration 10Q (391.814754 sec): 3 clusters Score: Raw -1953415.973152 + Penalty 3266.547598 = -1950149.425554 nChanged 445 SP:Iteration 11Q (391.859850 sec): 3 clusters Score: Raw -1953616.621013 + Penalty 3266.547598 = -1950350.073415 nChanged 412 SP:Iteration 12Q (391.904628 sec): 3 clusters Score: Raw -1953778.786731 + Penalty 3266.547598 = -1950512.239132 nChanged 348 SP:Iteration 13Q (391.948945 sec): 3 clusters Score: Raw -1953924.318427 + Penalty 3266.547598 = -1950657.770829 nChanged 344 SP:Iteration 14Q (391.992956 sec): 3 clusters Score: Raw -1954055.344743 + Penalty 3266.547598 = -1950788.797144 nChanged 337 SP:Iteration 15Q (392.036744 sec): 3 clusters Score: Raw -1954180.880168 + Penalty 3266.547598 = -1950914.332570 nChanged 315 SP:Iteration 16Q (392.080215 sec): 3 clusters Score: Raw -1954299.922464 + Penalty 3266.547598 = -1951033.374866 nChanged 330 SP:Iteration 17Q (392.123287 sec): 3 clusters Score: Raw -1954430.903575 + Penalty 3266.547598 = -1951164.355977 nChanged 315 SP:Iteration 18Q (392.166268 sec): 3 clusters Score: Raw -1954560.465259 + Penalty 3266.547598 = -1951293.917661 nChanged 304 SP:Iteration 19Q (392.208642 sec): 3 clusters Score: Raw -1954681.640327 + Penalty 3266.547598 = -1951415.092729 nChanged 281 SP:Iteration 20F (392.254004 sec): 3 clusters Score: Raw -1954793.995396 + Penalty 3266.547598 = -1951527.447798 nChanged 258 SP:Iteration 21Q (392.296669 sec): 3 clusters Score: Raw -1954892.315224 + Penalty 3266.547598 = -1951625.767626 nChanged 203 SP:Iteration 22Q (392.338735 sec): 3 clusters Score: Raw -1954961.923118 + Penalty 3266.547598 = -1951695.375520 nChanged 195 SP:Iteration 23Q (392.380595 sec): 3 clusters Score: Raw -1955029.187910 + Penalty 3266.547598 = -1951762.640311 nChanged 177 SP:Iteration 24Q (392.422162 sec): 3 clusters Score: Raw -1955093.505976 + Penalty 3266.547598 = -1951826.958378 nChanged 183 SP:Iteration 25Q (392.463672 sec): 3 clusters Score: Raw -1955163.556175 + Penalty 3266.547598 = -1951897.008577 nChanged 163 SP:Iteration 26Q (392.504700 sec): 3 clusters Score: Raw -1955220.491088 + Penalty 3266.547598 = -1951953.943490 nChanged 131 SP:Iteration 27Q (392.548383 sec): 3 clusters Score: Raw -1955263.429331 + Penalty 3266.547598 = -1951996.881732 nChanged 136 SP:Iteration 28Q (392.589249 sec): 3 clusters Score: Raw -1955307.450105 + Penalty 3266.547598 = -1952040.902507 nChanged 130 SP:Iteration 29Q (392.630118 sec): 3 clusters Score: Raw -1955349.471318 + Penalty 3266.547598 = -1952082.923720 nChanged 129 SP:Iteration 30Q (392.670657 sec): 3 clusters Score: Raw -1955392.112269 + Penalty 3266.547598 = -1952125.564671 nChanged 102 SP:Iteration 31Q (392.711108 sec): 3 clusters Score: Raw -1955427.993772 + Penalty 3266.547598 = -1952161.446174 nChanged 101 SP:Iteration 32Q (392.751716 sec): 3 clusters Score: Raw -1955460.019715 + Penalty 3266.547598 = -1952193.472117 nChanged 90 SP:Iteration 33Q (392.791741 sec): 3 clusters Score: Raw -1955486.364309 + Penalty 3266.547598 = -1952219.816711 nChanged 76 SP:Iteration 34Q (392.832124 sec): 3 clusters Score: Raw -1955510.892326 + Penalty 3266.547598 = -1952244.344728 nChanged 59 SP:Iteration 35Q (392.871984 sec): 3 clusters Score: Raw -1955530.006123 + Penalty 3266.547598 = -1952263.458525 nChanged 72 SP:Iteration 36Q (392.911788 sec): 3 clusters Score: Raw -1955555.920058 + Penalty 3266.547598 = -1952289.372460 nChanged 75 SP:Iteration 37Q (392.952030 sec): 3 clusters Score: Raw -1955583.097625 + Penalty 3266.547598 = -1952316.550027 nChanged 73 SP:Iteration 38Q (392.991839 sec): 3 clusters Score: Raw -1955606.986144 + Penalty 3266.547598 = -1952340.438546 nChanged 66 SP:Iteration 39Q (393.031689 sec): 3 clusters Score: Raw -1955626.373493 + Penalty 3266.547598 = -1952359.825895 nChanged 53 SP:Iteration 40F (393.076898 sec): 3 clusters Score: Raw -1955640.633935 + Penalty 3266.547598 = -1952374.086337 nChanged 43 SP:Iteration 41Q (393.116849 sec): 3 clusters Score: Raw -1955651.732492 + Penalty 3266.547598 = -1952385.184894 nChanged 32 SP:Iteration 42Q (393.156756 sec): 3 clusters Score: Raw -1955659.569087 + Penalty 3266.547598 = -1952393.021489 nChanged 21 SP:Iteration 43Q (393.196185 sec): 3 clusters Score: Raw -1955664.970021 + Penalty 3266.547598 = -1952398.422423 nChanged 20 SP:Iteration 44Q (393.236036 sec): 3 clusters Score: Raw -1955670.115060 + Penalty 3266.547598 = -1952403.567462 nChanged 25 SP:Iteration 45Q (393.275374 sec): 3 clusters Score: Raw -1955675.438813 + Penalty 3266.547598 = -1952408.891215 nChanged 23 SP:Iteration 46Q (393.314711 sec): 3 clusters Score: Raw -1955681.391373 + Penalty 3266.547598 = -1952414.843775 nChanged 24 SP:Iteration 47Q (393.354274 sec): 3 clusters Score: Raw -1955686.967162 + Penalty 3266.547598 = -1952420.419563 nChanged 18 SP:Iteration 48Q (393.393615 sec): 3 clusters Score: Raw -1955691.310023 + Penalty 3266.547598 = -1952424.762424 nChanged 12 SP:Iteration 49Q (393.432793 sec): 3 clusters Score: Raw -1955694.413291 + Penalty 3266.547598 = -1952427.865693 nChanged 11 SP:Iteration 50Q (393.472278 sec): 3 clusters Score: Raw -1955697.291592 + Penalty 3266.547598 = -1952430.743994 nChanged 12 SP:Iteration 51Q (393.511561 sec): 3 clusters Score: Raw -1955700.353198 + Penalty 3266.547598 = -1952433.805600 nChanged 12 SP:Iteration 52Q (393.550839 sec): 3 clusters Score: Raw -1955703.078358 + Penalty 3266.547598 = -1952436.530760 nChanged 13 SP:Iteration 53Q (393.590335 sec): 3 clusters Score: Raw -1955706.360028 + Penalty 3266.547598 = -1952439.812430 nChanged 15 SP:Iteration 54Q (393.629625 sec): 3 clusters Score: Raw -1955710.979527 + Penalty 3266.547598 = -1952444.431929 nChanged 17 SP:Iteration 55Q (393.669015 sec): 3 clusters Score: Raw -1955715.171933 + Penalty 3266.547598 = -1952448.624335 nChanged 18 SP:Iteration 56Q (393.708353 sec): 3 clusters Score: Raw -1955719.145271 + Penalty 3266.547598 = -1952452.597673 nChanged 19 SP:Iteration 57Q (393.747460 sec): 3 clusters Score: Raw -1955723.884735 + Penalty 3266.547598 = -1952457.337137 nChanged 20 SP:Iteration 58Q (393.786957 sec): 3 clusters Score: Raw -1955727.899162 + Penalty 3266.547598 = -1952461.351564 nChanged 15 SP:Iteration 59Q (393.826011 sec): 3 clusters Score: Raw -1955731.485158 + Penalty 3266.547598 = -1952464.937559 nChanged 8 SP:Iteration 60F (393.871178 sec): 3 clusters Score: Raw -1955733.179596 + Penalty 3266.547598 = -1952466.631998 nChanged 7 SP:Iteration 61Q (393.910988 sec): 3 clusters Score: Raw -1955734.549416 + Penalty 3266.547598 = -1952468.001818 nChanged 3 SP:Iteration 62Q (393.950087 sec): 3 clusters Score: Raw -1955734.983848 + Penalty 3266.547598 = -1952468.436250 nChanged 3 SP:Iteration 63Q (393.989349 sec): 3 clusters Score: Raw -1955735.729385 + Penalty 3266.547598 = -1952469.181786 nChanged 4 SP:Iteration 64Q (394.028348 sec): 3 clusters Score: Raw -1955736.249619 + Penalty 3266.547598 = -1952469.702021 nChanged 4 SP:Iteration 65Q (394.067461 sec): 3 clusters Score: Raw -1955737.044377 + Penalty 3266.547598 = -1952470.496779 nChanged 6 SP:Iteration 66Q (394.106820 sec): 3 clusters Score: Raw -1955739.380464 + Penalty 3266.547598 = -1952472.832866 nChanged 6 SP:Iteration 67Q (394.145913 sec): 3 clusters Score: Raw -1955741.977408 + Penalty 3266.547598 = -1952475.429810 nChanged 7 SP:Iteration 68Q (394.184886 sec): 3 clusters Score: Raw -1955743.846197 + Penalty 3266.547598 = -1952477.298598 nChanged 5 SP:Iteration 69Q (394.224174 sec): 3 clusters Score: Raw -1955745.392245 + Penalty 3266.547598 = -1952478.844646 nChanged 0 SP:Iteration 70F (394.269275 sec): 3 clusters Score: Raw -1955745.392245 + Penalty 3266.547598 = -1952478.844646 nChanged 0 Trying to split cluster 27 (52796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (394.339928 sec): 2 clusters Score: Raw -4421685.814443 + Penalty 1767.055990 = -4419918.758453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (394.434309 sec): 3 clusters Score: Raw -4388100.394721 + Penalty 3534.111981 = -4384566.282741 nChanged 24899 SP:Iteration 1F (394.523031 sec): 3 clusters Score: Raw -4402541.579879 + Penalty 3534.111981 = -4399007.467899 nChanged 2473 SP:Iteration 2Q (394.616625 sec): 3 clusters Score: Raw -4403498.634023 + Penalty 3534.111981 = -4399964.522042 nChanged 2600 SP:Iteration 3Q (394.711154 sec): 3 clusters Score: Raw -4404604.934247 + Penalty 3534.111981 = -4401070.822266 nChanged 2794 SP:Iteration 4F (394.799554 sec): 3 clusters Score: Raw -4405875.792991 + Penalty 3534.111981 = -4402341.681011 nChanged 2883 SP:Iteration 5F (394.888092 sec): 3 clusters Score: Raw -4407294.710107 + Penalty 3534.111981 = -4403760.598127 nChanged 2900 SP:Iteration 6F (394.976512 sec): 3 clusters Score: Raw -4408940.714772 + Penalty 3534.111981 = -4405406.602791 nChanged 3053 SP:Iteration 7F (395.064938 sec): 3 clusters Score: Raw -4410865.812456 + Penalty 3534.111981 = -4407331.700475 nChanged 2910 SP:Iteration 8F (395.153423 sec): 3 clusters Score: Raw -4412697.617988 + Penalty 3534.111981 = -4409163.506008 nChanged 2565 SP:Iteration 9Q (395.245639 sec): 3 clusters Score: Raw -4414019.070381 + Penalty 3534.111981 = -4410484.958400 nChanged 1970 SP:Iteration 10Q (395.337284 sec): 3 clusters Score: Raw -4414824.999762 + Penalty 3534.111981 = -4411290.887782 nChanged 1423 SP:Iteration 11Q (395.428043 sec): 3 clusters Score: Raw -4415257.155826 + Penalty 3534.111981 = -4411723.043846 nChanged 975 SP:Iteration 12Q (395.518450 sec): 3 clusters Score: Raw -4415495.978067 + Penalty 3534.111981 = -4411961.866087 nChanged 746 SP:Iteration 13Q (395.608044 sec): 3 clusters Score: Raw -4415651.260578 + Penalty 3534.111981 = -4412117.148597 nChanged 634 SP:Iteration 14Q (395.727783 sec): 3 clusters Score: Raw -4415785.117113 + Penalty 3534.111981 = -4412251.005133 nChanged 572 SP:Iteration 15Q (395.838103 sec): 3 clusters Score: Raw -4415907.775162 + Penalty 3534.111981 = -4412373.663181 nChanged 576 SP:Iteration 16Q (395.927036 sec): 3 clusters Score: Raw -4416031.513092 + Penalty 3534.111981 = -4412497.401112 nChanged 590 SP:Iteration 17Q (396.015563 sec): 3 clusters Score: Raw -4416164.222645 + Penalty 3534.111981 = -4412630.110665 nChanged 570 SP:Iteration 18Q (396.103782 sec): 3 clusters Score: Raw -4416286.994649 + Penalty 3534.111981 = -4412752.882668 nChanged 553 SP:Iteration 19Q (396.191653 sec): 3 clusters Score: Raw -4416405.258166 + Penalty 3534.111981 = -4412871.146186 nChanged 581 SP:Iteration 20F (396.280024 sec): 3 clusters Score: Raw -4416531.286466 + Penalty 3534.111981 = -4412997.174486 nChanged 591 SP:Iteration 21Q (396.367660 sec): 3 clusters Score: Raw -4416664.198412 + Penalty 3534.111981 = -4413130.086432 nChanged 592 SP:Iteration 22Q (396.454975 sec): 3 clusters Score: Raw -4416796.224129 + Penalty 3534.111981 = -4413262.112148 nChanged 602 SP:Iteration 23Q (396.542115 sec): 3 clusters Score: Raw -4416929.109832 + Penalty 3534.111981 = -4413394.997852 nChanged 580 SP:Iteration 24Q (396.628839 sec): 3 clusters Score: Raw -4417062.170368 + Penalty 3534.111981 = -4413528.058387 nChanged 656 SP:Iteration 25Q (396.715177 sec): 3 clusters Score: Raw -4417218.956675 + Penalty 3534.111981 = -4413684.844695 nChanged 659 SP:Iteration 26Q (396.801104 sec): 3 clusters Score: Raw -4417384.012047 + Penalty 3534.111981 = -4413849.900067 nChanged 710 SP:Iteration 27Q (396.886707 sec): 3 clusters Score: Raw -4417567.669083 + Penalty 3534.111981 = -4414033.557102 nChanged 680 SP:Iteration 28Q (396.971884 sec): 3 clusters Score: Raw -4417754.270683 + Penalty 3534.111981 = -4414220.158702 nChanged 697 SP:Iteration 29Q (397.056502 sec): 3 clusters Score: Raw -4417954.060590 + Penalty 3534.111981 = -4414419.948609 nChanged 735 SP:Iteration 30Q (397.140615 sec): 3 clusters Score: Raw -4418173.558854 + Penalty 3534.111981 = -4414639.446874 nChanged 729 SP:Iteration 31Q (397.224097 sec): 3 clusters Score: Raw -4418404.262750 + Penalty 3534.111981 = -4414870.150769 nChanged 754 SP:Iteration 32Q (397.307051 sec): 3 clusters Score: Raw -4418669.853764 + Penalty 3534.111981 = -4415135.741783 nChanged 796 SP:Iteration 33Q (397.389620 sec): 3 clusters Score: Raw -4418981.615784 + Penalty 3534.111981 = -4415447.503803 nChanged 785 SP:Iteration 34Q (397.471592 sec): 3 clusters Score: Raw -4419313.566471 + Penalty 3534.111981 = -4415779.454491 nChanged 779 SP:Iteration 35Q (397.552543 sec): 3 clusters Score: Raw -4419637.823755 + Penalty 3534.111981 = -4416103.711774 nChanged 729 SP:Iteration 36Q (397.633220 sec): 3 clusters Score: Raw -4419960.994869 + Penalty 3534.111981 = -4416426.882888 nChanged 707 SP:Iteration 37Q (397.713122 sec): 3 clusters Score: Raw -4420306.071646 + Penalty 3534.111981 = -4416771.959665 nChanged 659 SP:Iteration 38Q (397.792245 sec): 3 clusters Score: Raw -4420656.319810 + Penalty 3534.111981 = -4417122.207829 nChanged 596 SP:Iteration 39Q (397.870933 sec): 3 clusters Score: Raw -4420962.954707 + Penalty 3534.111981 = -4417428.842726 nChanged 519 SP:Iteration 40F (397.959096 sec): 3 clusters Score: Raw -4421217.238459 + Penalty 3534.111981 = -4417683.126479 nChanged 452 SP:Iteration 41Q (398.036310 sec): 3 clusters Score: Raw -4421432.884928 + Penalty 3534.111981 = -4417898.772947 nChanged 366 SP:Iteration 42Q (398.113145 sec): 3 clusters Score: Raw -4421594.896611 + Penalty 3534.111981 = -4418060.784630 nChanged 329 SP:Iteration 43Q (398.189299 sec): 3 clusters Score: Raw -4421735.852170 + Penalty 3534.111981 = -4418201.740189 nChanged 269 SP:Iteration 44Q (398.265049 sec): 3 clusters Score: Raw -4421840.704584 + Penalty 3534.111981 = -4418306.592604 nChanged 220 SP:Iteration 45Q (398.340577 sec): 3 clusters Score: Raw -4421935.666125 + Penalty 3534.111981 = -4418401.554145 nChanged 193 SP:Iteration 46Q (398.415658 sec): 3 clusters Score: Raw -4422017.916292 + Penalty 3534.111981 = -4418483.804312 nChanged 171 SP:Iteration 47Q (398.490519 sec): 3 clusters Score: Raw -4422090.812705 + Penalty 3534.111981 = -4418556.700724 nChanged 150 SP:Iteration 48Q (398.565290 sec): 3 clusters Score: Raw -4422169.978409 + Penalty 3534.111981 = -4418635.866429 nChanged 147 SP:Iteration 49Q (398.639600 sec): 3 clusters Score: Raw -4422240.520800 + Penalty 3534.111981 = -4418706.408820 nChanged 147 SP:Iteration 50Q (398.713813 sec): 3 clusters Score: Raw -4422302.026694 + Penalty 3534.111981 = -4418767.914713 nChanged 142 SP:Iteration 51Q (398.787943 sec): 3 clusters Score: Raw -4422366.547525 + Penalty 3534.111981 = -4418832.435545 nChanged 143 SP:Iteration 52Q (398.861806 sec): 3 clusters Score: Raw -4422436.205164 + Penalty 3534.111981 = -4418902.093184 nChanged 125 SP:Iteration 53Q (398.935504 sec): 3 clusters Score: Raw -4422481.958019 + Penalty 3534.111981 = -4418947.846038 nChanged 88 SP:Iteration 54Q (399.009332 sec): 3 clusters Score: Raw -4422509.113288 + Penalty 3534.111981 = -4418975.001308 nChanged 71 SP:Iteration 55Q (399.082868 sec): 3 clusters Score: Raw -4422527.658384 + Penalty 3534.111981 = -4418993.546404 nChanged 55 SP:Iteration 56Q (399.156123 sec): 3 clusters Score: Raw -4422543.693730 + Penalty 3534.111981 = -4419009.581749 nChanged 62 SP:Iteration 57Q (399.252623 sec): 3 clusters Score: Raw -4422559.110666 + Penalty 3534.111981 = -4419024.998685 nChanged 41 SP:Iteration 58Q (399.333637 sec): 3 clusters Score: Raw -4422568.279024 + Penalty 3534.111981 = -4419034.167043 nChanged 34 SP:Iteration 59Q (399.406910 sec): 3 clusters Score: Raw -4422575.435643 + Penalty 3534.111981 = -4419041.323662 nChanged 26 SP:Iteration 60F (399.494856 sec): 3 clusters Score: Raw -4422584.683026 + Penalty 3534.111981 = -4419050.571046 nChanged 29 SP:Iteration 61Q (399.568298 sec): 3 clusters Score: Raw -4422590.561398 + Penalty 3534.111981 = -4419056.449418 nChanged 25 SP:Iteration 62Q (399.641664 sec): 3 clusters Score: Raw -4422595.667027 + Penalty 3534.111981 = -4419061.555047 nChanged 27 SP:Iteration 63Q (399.715043 sec): 3 clusters Score: Raw -4422600.167202 + Penalty 3534.111981 = -4419066.055221 nChanged 24 SP:Iteration 64Q (399.788347 sec): 3 clusters Score: Raw -4422604.912705 + Penalty 3534.111981 = -4419070.800724 nChanged 19 SP:Iteration 65Q (399.861903 sec): 3 clusters Score: Raw -4422608.249567 + Penalty 3534.111981 = -4419074.137587 nChanged 16 SP:Iteration 66Q (399.935306 sec): 3 clusters Score: Raw -4422611.554711 + Penalty 3534.111981 = -4419077.442731 nChanged 17 SP:Iteration 67Q (400.008539 sec): 3 clusters Score: Raw -4422614.793627 + Penalty 3534.111981 = -4419080.681647 nChanged 9 SP:Iteration 68Q (400.081796 sec): 3 clusters Score: Raw -4422616.385912 + Penalty 3534.111981 = -4419082.273931 nChanged 10 SP:Iteration 69Q (400.155010 sec): 3 clusters Score: Raw -4422618.217168 + Penalty 3534.111981 = -4419084.105187 nChanged 13 SP:Iteration 70Q (400.228478 sec): 3 clusters Score: Raw -4422620.488750 + Penalty 3534.111981 = -4419086.376769 nChanged 9 SP:Iteration 71Q (400.301722 sec): 3 clusters Score: Raw -4422622.836465 + Penalty 3534.111981 = -4419088.724485 nChanged 16 SP:Iteration 72Q (400.374961 sec): 3 clusters Score: Raw -4422626.434286 + Penalty 3534.111981 = -4419092.322306 nChanged 14 SP:Iteration 73Q (400.448115 sec): 3 clusters Score: Raw -4422628.288900 + Penalty 3534.111981 = -4419094.176919 nChanged 13 SP:Iteration 74Q (400.521382 sec): 3 clusters Score: Raw -4422630.611715 + Penalty 3534.111981 = -4419096.499735 nChanged 14 SP:Iteration 75Q (400.594699 sec): 3 clusters Score: Raw -4422633.358671 + Penalty 3534.111981 = -4419099.246690 nChanged 10 SP:Iteration 76Q (400.667870 sec): 3 clusters Score: Raw -4422636.205425 + Penalty 3534.111981 = -4419102.093444 nChanged 16 SP:Iteration 77Q (400.741200 sec): 3 clusters Score: Raw -4422639.276932 + Penalty 3534.111981 = -4419105.164952 nChanged 10 SP:Iteration 78Q (400.814452 sec): 3 clusters Score: Raw -4422640.689600 + Penalty 3534.111981 = -4419106.577620 nChanged 8 SP:Iteration 79Q (400.887845 sec): 3 clusters Score: Raw -4422641.749678 + Penalty 3534.111981 = -4419107.637697 nChanged 7 SP:Iteration 80F (400.975975 sec): 3 clusters Score: Raw -4422642.911331 + Penalty 3534.111981 = -4419108.799350 nChanged 7 SP:Iteration 81Q (401.049768 sec): 3 clusters Score: Raw -4422644.213857 + Penalty 3534.111981 = -4419110.101876 nChanged 6 SP:Iteration 82Q (401.123269 sec): 3 clusters Score: Raw -4422645.191340 + Penalty 3534.111981 = -4419111.079360 nChanged 10 SP:Iteration 83Q (401.196844 sec): 3 clusters Score: Raw -4422646.857687 + Penalty 3534.111981 = -4419112.745706 nChanged 13 SP:Iteration 84Q (401.270312 sec): 3 clusters Score: Raw -4422649.880547 + Penalty 3534.111981 = -4419115.768567 nChanged 16 SP:Iteration 85Q (401.343864 sec): 3 clusters Score: Raw -4422652.343142 + Penalty 3534.111981 = -4419118.231161 nChanged 11 SP:Iteration 86Q (401.417268 sec): 3 clusters Score: Raw -4422654.523380 + Penalty 3534.111981 = -4419120.411399 nChanged 12 SP:Iteration 87Q (401.490688 sec): 3 clusters Score: Raw -4422656.316996 + Penalty 3534.111981 = -4419122.205015 nChanged 5 SP:Iteration 88Q (401.563920 sec): 3 clusters Score: Raw -4422657.376526 + Penalty 3534.111981 = -4419123.264545 nChanged 7 SP:Iteration 89Q (401.637106 sec): 3 clusters Score: Raw -4422658.224955 + Penalty 3534.111981 = -4419124.112974 nChanged 4 SP:Iteration 90Q (401.710325 sec): 3 clusters Score: Raw -4422658.688506 + Penalty 3534.111981 = -4419124.576525 nChanged 3 SP:Iteration 91Q (401.783523 sec): 3 clusters Score: Raw -4422659.021646 + Penalty 3534.111981 = -4419124.909665 nChanged 4 SP:Iteration 92Q (401.856802 sec): 3 clusters Score: Raw -4422659.747277 + Penalty 3534.111981 = -4419125.635297 nChanged 1 SP:Iteration 93Q (401.930020 sec): 3 clusters Score: Raw -4422659.861274 + Penalty 3534.111981 = -4419125.749293 nChanged 2 SP:Iteration 94Q (402.003211 sec): 3 clusters Score: Raw -4422659.991651 + Penalty 3534.111981 = -4419125.879671 nChanged 2 SP:Iteration 95Q (402.076465 sec): 3 clusters Score: Raw -4422660.339495 + Penalty 3534.111981 = -4419126.227514 nChanged 4 SP:Iteration 96Q (402.149559 sec): 3 clusters Score: Raw -4422661.014823 + Penalty 3534.111981 = -4419126.902843 nChanged 5 SP:Iteration 97Q (402.222854 sec): 3 clusters Score: Raw -4422661.732385 + Penalty 3534.111981 = -4419127.620405 nChanged 4 SP:Iteration 98Q (402.296090 sec): 3 clusters Score: Raw -4422662.193314 + Penalty 3534.111981 = -4419128.081334 nChanged 0 SP:Iteration 99F (402.384016 sec): 3 clusters Score: Raw -4422662.193314 + Penalty 3534.111981 = -4419128.081334 nChanged 0 Trying to split cluster 28 (1718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (402.389805 sec): 2 clusters Score: Raw -138680.828679 + Penalty 1210.448867 = -137470.379813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (402.399092 sec): 3 clusters Score: Raw -137996.892919 + Penalty 2420.897733 = -135575.995186 nChanged 583 SP:Iteration 1F (402.407662 sec): 3 clusters Score: Raw -138353.653580 + Penalty 2420.897733 = -135932.755847 nChanged 127 SP:Iteration 2F (402.416277 sec): 3 clusters Score: Raw -138439.507497 + Penalty 2420.897733 = -136018.609764 nChanged 67 SP:Iteration 3Q (402.473197 sec): 3 clusters Score: Raw -138482.990251 + Penalty 2420.897733 = -136062.092517 nChanged 53 SP:Iteration 4Q (402.525492 sec): 3 clusters Score: Raw -138519.173421 + Penalty 2420.897733 = -136098.275688 nChanged 41 SP:Iteration 5Q (402.532708 sec): 3 clusters Score: Raw -138550.444064 + Penalty 2420.897733 = -136129.546330 nChanged 36 SP:Iteration 6Q (402.541396 sec): 3 clusters Score: Raw -138578.399544 + Penalty 2420.897733 = -136157.501811 nChanged 37 SP:Iteration 7Q (402.550035 sec): 3 clusters Score: Raw -138601.283359 + Penalty 2420.897733 = -136180.385626 nChanged 26 SP:Iteration 8Q (402.558687 sec): 3 clusters Score: Raw -138622.908485 + Penalty 2420.897733 = -136202.010751 nChanged 27 SP:Iteration 9Q (402.567354 sec): 3 clusters Score: Raw -138643.433623 + Penalty 2420.897733 = -136222.535889 nChanged 24 SP:Iteration 10Q (402.575981 sec): 3 clusters Score: Raw -138657.111797 + Penalty 2420.897733 = -136236.214063 nChanged 18 SP:Iteration 11Q (402.584595 sec): 3 clusters Score: Raw -138670.598440 + Penalty 2420.897733 = -136249.700706 nChanged 25 SP:Iteration 12Q (402.593187 sec): 3 clusters Score: Raw -138688.870805 + Penalty 2420.897733 = -136267.973072 nChanged 25 SP:Iteration 13Q (402.601848 sec): 3 clusters Score: Raw -138703.389101 + Penalty 2420.897733 = -136282.491368 nChanged 16 SP:Iteration 14Q (402.610363 sec): 3 clusters Score: Raw -138713.286445 + Penalty 2420.897733 = -136292.388711 nChanged 11 SP:Iteration 15Q (402.618948 sec): 3 clusters Score: Raw -138718.488380 + Penalty 2420.897733 = -136297.590646 nChanged 9 SP:Iteration 16Q (402.627558 sec): 3 clusters Score: Raw -138722.663444 + Penalty 2420.897733 = -136301.765711 nChanged 9 SP:Iteration 17Q (402.636142 sec): 3 clusters Score: Raw -138728.620645 + Penalty 2420.897733 = -136307.722911 nChanged 5 SP:Iteration 18Q (402.644719 sec): 3 clusters Score: Raw -138730.516754 + Penalty 2420.897733 = -136309.619021 nChanged 4 SP:Iteration 19Q (402.653284 sec): 3 clusters Score: Raw -138732.089660 + Penalty 2420.897733 = -136311.191927 nChanged 4 SP:Iteration 20F (402.661921 sec): 3 clusters Score: Raw -138734.416472 + Penalty 2420.897733 = -136313.518739 nChanged 5 SP:Iteration 21Q (402.670507 sec): 3 clusters Score: Raw -138737.392030 + Penalty 2420.897733 = -136316.494297 nChanged 6 SP:Iteration 22Q (402.679071 sec): 3 clusters Score: Raw -138740.986723 + Penalty 2420.897733 = -136320.088990 nChanged 3 SP:Iteration 23Q (402.687623 sec): 3 clusters Score: Raw -138744.140555 + Penalty 2420.897733 = -136323.242822 nChanged 2 SP:Iteration 24Q (402.696254 sec): 3 clusters Score: Raw -138745.311541 + Penalty 2420.897733 = -136324.413807 nChanged 4 SP:Iteration 25Q (402.704821 sec): 3 clusters Score: Raw -138747.557703 + Penalty 2420.897733 = -136326.659970 nChanged 5 SP:Iteration 26Q (402.713377 sec): 3 clusters Score: Raw -138750.029991 + Penalty 2420.897733 = -136329.132258 nChanged 4 SP:Iteration 27Q (402.721917 sec): 3 clusters Score: Raw -138751.612606 + Penalty 2420.897733 = -136330.714872 nChanged 3 SP:Iteration 28Q (402.730438 sec): 3 clusters Score: Raw -138753.461594 + Penalty 2420.897733 = -136332.563860 nChanged 2 SP:Iteration 29Q (402.738996 sec): 3 clusters Score: Raw -138754.267733 + Penalty 2420.897733 = -136333.369999 nChanged 1 SP:Iteration 30Q (402.747462 sec): 3 clusters Score: Raw -138754.670632 + Penalty 2420.897733 = -136333.772899 nChanged 0 SP:Iteration 31F (402.756051 sec): 3 clusters Score: Raw -138754.670632 + Penalty 2420.897733 = -136333.772899 nChanged 0 Iteration 99Q (404.921578 sec): 28 clusters Score: Raw -23025502.731174 + Penalty 55155.264434 = -22970347.466740 nChanged 192 Iteration 100F (409.482794 sec): 28 clusters Score: Raw -23025531.056193 + Penalty 55155.264434 = -22970375.791759 nChanged 192 Iteration 101Q (411.642974 sec): 28 clusters Score: Raw -23025560.697032 + Penalty 55155.264434 = -22970405.432598 nChanged 184 Iteration 102Q (413.800478 sec): 28 clusters Score: Raw -23025589.085095 + Penalty 55155.264434 = -22970433.820661 nChanged 174 Iteration 103Q (415.974708 sec): 28 clusters Score: Raw -23025610.681177 + Penalty 55155.264434 = -22970455.416743 nChanged 190 Iteration 104Q (418.135318 sec): 28 clusters Score: Raw -23025629.329219 + Penalty 55155.264434 = -22970474.064784 nChanged 141 Iteration 105Q (420.303238 sec): 28 clusters Score: Raw -23025642.589174 + Penalty 55155.264434 = -22970487.324740 nChanged 129 Iteration 106Q (422.463094 sec): 28 clusters Score: Raw -23025652.472383 + Penalty 55155.264434 = -22970497.207949 nChanged 117 Iteration 107Q (424.622449 sec): 28 clusters Score: Raw -23025661.078064 + Penalty 55155.264434 = -22970505.813630 nChanged 90 Iteration 108Q (426.786628 sec): 28 clusters Score: Raw -23025667.390028 + Penalty 55155.264434 = -22970512.125594 nChanged 82 Iteration 109Q (428.955330 sec): 28 clusters Score: Raw -23025672.119049 + Penalty 55155.264434 = -22970516.854615 nChanged 70 Iteration 110Q (431.123932 sec): 28 clusters Score: Raw -23025675.986337 + Penalty 55155.264434 = -22970520.721903 nChanged 59 Iteration 111Q (433.290028 sec): 28 clusters Score: Raw -23025679.785520 + Penalty 55155.264434 = -22970524.521086 nChanged 64 Iteration 112Q (435.448618 sec): 28 clusters Score: Raw -23025683.603805 + Penalty 55155.264434 = -22970528.339371 nChanged 52 Iteration 113Q (437.605953 sec): 28 clusters Score: Raw -23025686.795639 + Penalty 55155.264434 = -22970531.531205 nChanged 51 Iteration 114Q (439.765726 sec): 28 clusters Score: Raw -23025690.048341 + Penalty 55155.264434 = -22970534.783907 nChanged 53 Iteration 115Q (441.924911 sec): 28 clusters Score: Raw -23025694.172449 + Penalty 55155.264434 = -22970538.908015 nChanged 57 Iteration 116Q (444.091288 sec): 28 clusters Score: Raw -23025698.750191 + Penalty 55155.264434 = -22970543.485757 nChanged 48 Iteration 117Q (446.248810 sec): 28 clusters Score: Raw -23025702.657563 + Penalty 55155.264434 = -22970547.393129 nChanged 58 Iteration 118Q (448.406377 sec): 28 clusters Score: Raw -23025707.177148 + Penalty 55155.264434 = -22970551.912714 nChanged 52 Iteration 119Q (450.600968 sec): 28 clusters Score: Raw -23025711.621243 + Penalty 55155.264434 = -22970556.356809 nChanged 49 Iteration 120F (455.169678 sec): 28 clusters Score: Raw -23025715.565791 + Penalty 55155.264434 = -22970560.301357 nChanged 40 Iteration 121Q (457.333662 sec): 28 clusters Score: Raw -23025718.606004 + Penalty 55155.264434 = -22970563.341570 nChanged 45 Iteration 122Q (459.494351 sec): 28 clusters Score: Raw -23025722.573127 + Penalty 55155.264434 = -22970567.308693 nChanged 42 Iteration 123Q (461.653703 sec): 28 clusters Score: Raw -23025726.364187 + Penalty 55155.264434 = -22970571.099753 nChanged 41 Iteration 124Q (463.814599 sec): 28 clusters Score: Raw -23025731.027726 + Penalty 55155.264434 = -22970575.763292 nChanged 42 Iteration 125Q (465.984634 sec): 28 clusters Score: Raw -23025735.123443 + Penalty 55155.264434 = -22970579.859009 nChanged 39 Iteration 126Q (468.142323 sec): 28 clusters Score: Raw -23025738.764228 + Penalty 55155.264434 = -22970583.499793 nChanged 43 Iteration 127Q (470.303294 sec): 28 clusters Score: Raw -23025741.940606 + Penalty 55155.264434 = -22970586.676172 nChanged 47 Iteration 128Q (472.463193 sec): 28 clusters Score: Raw -23025747.188868 + Penalty 55155.264434 = -22970591.924434 nChanged 49 Iteration 129Q (474.642363 sec): 28 clusters Score: Raw -23025752.617405 + Penalty 55155.264434 = -22970597.352971 nChanged 60 Iteration 130Q (476.802372 sec): 28 clusters Score: Raw -23025759.733136 + Penalty 55155.264434 = -22970604.468702 nChanged 64 Iteration 131Q (478.960693 sec): 28 clusters Score: Raw -23025765.918837 + Penalty 55155.264434 = -22970610.654403 nChanged 61 Iteration 132Q (481.124676 sec): 28 clusters Score: Raw -23025772.466377 + Penalty 55155.264434 = -22970617.201943 nChanged 52 Iteration 133Q (483.284976 sec): 28 clusters Score: Raw -23025777.491281 + Penalty 55155.264434 = -22970622.226847 nChanged 54 Iteration 134Q (485.442718 sec): 28 clusters Score: Raw -23025782.239175 + Penalty 55155.264434 = -22970626.974741 nChanged 45 Iteration 135Q (487.603392 sec): 28 clusters Score: Raw -23025786.313794 + Penalty 55155.264434 = -22970631.049360 nChanged 43 Iteration 136Q (489.764587 sec): 28 clusters Score: Raw -23025789.257061 + Penalty 55155.264434 = -22970633.992627 nChanged 44 Iteration 137Q (491.928732 sec): 28 clusters Score: Raw -23025793.317768 + Penalty 55155.264434 = -22970638.053334 nChanged 41 Iteration 138Q (494.088083 sec): 28 clusters Score: Raw -23025797.990140 + Penalty 55155.264434 = -22970642.725706 nChanged 40 Writing temp clu file Because OldScore, -22970638.053334, is greater than current (better) Score,-22970642.725706 Compute initial score before splitting: Score: Raw -23025797.990140 + Penalty 55155.264434 = -22970642.725706 Trying to split cluster 1 (6351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (494.149433 sec): 2 clusters Score: Raw -521156.395050 + Penalty 1422.909728 = -519733.485322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (494.172595 sec): 3 clusters Score: Raw -517782.071676 + Penalty 2845.819457 = -514936.252219 nChanged 2639 SP:Iteration 1F (494.195109 sec): 3 clusters Score: Raw -519254.488130 + Penalty 2845.819457 = -516408.668673 nChanged 474 SP:Iteration 2F (494.217698 sec): 3 clusters Score: Raw -519568.300171 + Penalty 2845.819457 = -516722.480715 nChanged 447 SP:Iteration 3F (494.240224 sec): 3 clusters Score: Raw -519900.706529 + Penalty 2845.819457 = -517054.887073 nChanged 427 SP:Iteration 4F (494.262613 sec): 3 clusters Score: Raw -520204.290651 + Penalty 2845.819457 = -517358.471195 nChanged 395 SP:Iteration 5F (494.285215 sec): 3 clusters Score: Raw -520480.137635 + Penalty 2845.819457 = -517634.318178 nChanged 336 SP:Iteration 6F (494.307816 sec): 3 clusters Score: Raw -520700.934290 + Penalty 2845.819457 = -517855.114833 nChanged 284 SP:Iteration 7Q (494.330155 sec): 3 clusters Score: Raw -520869.767864 + Penalty 2845.819457 = -518023.948407 nChanged 223 SP:Iteration 8Q (494.352684 sec): 3 clusters Score: Raw -520978.596481 + Penalty 2845.819457 = -518132.777024 nChanged 158 SP:Iteration 9Q (494.375092 sec): 3 clusters Score: Raw -521048.134972 + Penalty 2845.819457 = -518202.315515 nChanged 115 SP:Iteration 10Q (494.397651 sec): 3 clusters Score: Raw -521090.550938 + Penalty 2845.819457 = -518244.731481 nChanged 98 SP:Iteration 11Q (494.420093 sec): 3 clusters Score: Raw -521132.108229 + Penalty 2845.819457 = -518286.288772 nChanged 85 SP:Iteration 12Q (494.442219 sec): 3 clusters Score: Raw -521162.330055 + Penalty 2845.819457 = -518316.510598 nChanged 73 SP:Iteration 13Q (494.464477 sec): 3 clusters Score: Raw -521188.200840 + Penalty 2845.819457 = -518342.381383 nChanged 63 SP:Iteration 14Q (494.486826 sec): 3 clusters Score: Raw -521211.351857 + Penalty 2845.819457 = -518365.532400 nChanged 47 SP:Iteration 15Q (494.509341 sec): 3 clusters Score: Raw -521229.024515 + Penalty 2845.819457 = -518383.205058 nChanged 42 SP:Iteration 16Q (494.531558 sec): 3 clusters Score: Raw -521241.788716 + Penalty 2845.819457 = -518395.969259 nChanged 34 SP:Iteration 17Q (494.553894 sec): 3 clusters Score: Raw -521256.933938 + Penalty 2845.819457 = -518411.114481 nChanged 36 SP:Iteration 18Q (494.576392 sec): 3 clusters Score: Raw -521267.332800 + Penalty 2845.819457 = -518421.513343 nChanged 24 SP:Iteration 19Q (494.598667 sec): 3 clusters Score: Raw -521274.309125 + Penalty 2845.819457 = -518428.489668 nChanged 23 SP:Iteration 20F (494.621195 sec): 3 clusters Score: Raw -521280.187321 + Penalty 2845.819457 = -518434.367864 nChanged 26 SP:Iteration 21Q (494.643565 sec): 3 clusters Score: Raw -521286.635208 + Penalty 2845.819457 = -518440.815751 nChanged 27 SP:Iteration 22Q (494.665952 sec): 3 clusters Score: Raw -521295.154628 + Penalty 2845.819457 = -518449.335171 nChanged 24 SP:Iteration 23Q (494.688219 sec): 3 clusters Score: Raw -521303.566346 + Penalty 2845.819457 = -518457.746889 nChanged 28 SP:Iteration 24Q (494.710551 sec): 3 clusters Score: Raw -521312.074492 + Penalty 2845.819457 = -518466.255035 nChanged 31 SP:Iteration 25Q (494.732978 sec): 3 clusters Score: Raw -521322.829689 + Penalty 2845.819457 = -518477.010232 nChanged 19 SP:Iteration 26Q (494.755146 sec): 3 clusters Score: Raw -521328.931801 + Penalty 2845.819457 = -518483.112344 nChanged 20 SP:Iteration 27Q (494.777387 sec): 3 clusters Score: Raw -521337.552854 + Penalty 2845.819457 = -518491.733397 nChanged 29 SP:Iteration 28Q (494.799935 sec): 3 clusters Score: Raw -521348.378855 + Penalty 2845.819457 = -518502.559398 nChanged 28 SP:Iteration 29Q (494.822154 sec): 3 clusters Score: Raw -521359.414071 + Penalty 2845.819457 = -518513.594614 nChanged 25 SP:Iteration 30Q (494.844218 sec): 3 clusters Score: Raw -521369.387476 + Penalty 2845.819457 = -518523.568019 nChanged 30 SP:Iteration 31Q (494.866312 sec): 3 clusters Score: Raw -521377.601459 + Penalty 2845.819457 = -518531.782002 nChanged 22 SP:Iteration 32Q (494.888343 sec): 3 clusters Score: Raw -521385.666864 + Penalty 2845.819457 = -518539.847407 nChanged 28 SP:Iteration 33Q (494.910565 sec): 3 clusters Score: Raw -521394.721866 + Penalty 2845.819457 = -518548.902409 nChanged 24 SP:Iteration 34Q (494.932790 sec): 3 clusters Score: Raw -521402.909592 + Penalty 2845.819457 = -518557.090135 nChanged 24 SP:Iteration 35Q (494.954847 sec): 3 clusters Score: Raw -521413.884852 + Penalty 2845.819457 = -518568.065395 nChanged 21 SP:Iteration 36Q (494.977069 sec): 3 clusters Score: Raw -521423.847887 + Penalty 2845.819457 = -518578.028430 nChanged 26 SP:Iteration 37Q (494.999144 sec): 3 clusters Score: Raw -521434.649548 + Penalty 2845.819457 = -518588.830091 nChanged 27 SP:Iteration 38Q (495.020875 sec): 3 clusters Score: Raw -521445.998485 + Penalty 2845.819457 = -518600.179028 nChanged 27 SP:Iteration 39Q (495.042799 sec): 3 clusters Score: Raw -521456.395061 + Penalty 2845.819457 = -518610.575604 nChanged 29 SP:Iteration 40F (495.065294 sec): 3 clusters Score: Raw -521468.550841 + Penalty 2845.819457 = -518622.731384 nChanged 25 SP:Iteration 41Q (495.087021 sec): 3 clusters Score: Raw -521477.170172 + Penalty 2845.819457 = -518631.350715 nChanged 23 SP:Iteration 42Q (495.108869 sec): 3 clusters Score: Raw -521485.027655 + Penalty 2845.819457 = -518639.208198 nChanged 22 SP:Iteration 43Q (495.130879 sec): 3 clusters Score: Raw -521491.259922 + Penalty 2845.819457 = -518645.440465 nChanged 20 SP:Iteration 44Q (495.152457 sec): 3 clusters Score: Raw -521497.678289 + Penalty 2845.819457 = -518651.858832 nChanged 14 SP:Iteration 45Q (495.174438 sec): 3 clusters Score: Raw -521504.264397 + Penalty 2845.819457 = -518658.444940 nChanged 18 SP:Iteration 46Q (495.196325 sec): 3 clusters Score: Raw -521510.697684 + Penalty 2845.819457 = -518664.878227 nChanged 13 SP:Iteration 47Q (495.218158 sec): 3 clusters Score: Raw -521514.509399 + Penalty 2845.819457 = -518668.689942 nChanged 15 SP:Iteration 48Q (495.239771 sec): 3 clusters Score: Raw -521519.346893 + Penalty 2845.819457 = -518673.527436 nChanged 14 SP:Iteration 49Q (495.261566 sec): 3 clusters Score: Raw -521525.462793 + Penalty 2845.819457 = -518679.643336 nChanged 17 SP:Iteration 50Q (495.283280 sec): 3 clusters Score: Raw -521533.843684 + Penalty 2845.819457 = -518688.024227 nChanged 25 SP:Iteration 51Q (495.304859 sec): 3 clusters Score: Raw -521542.367386 + Penalty 2845.819457 = -518696.547929 nChanged 16 SP:Iteration 52Q (495.326554 sec): 3 clusters Score: Raw -521549.354095 + Penalty 2845.819457 = -518703.534638 nChanged 20 SP:Iteration 53Q (495.348316 sec): 3 clusters Score: Raw -521561.472696 + Penalty 2845.819457 = -518715.653239 nChanged 21 SP:Iteration 54Q (495.369807 sec): 3 clusters Score: Raw -521571.371683 + Penalty 2845.819457 = -518725.552226 nChanged 20 SP:Iteration 55Q (495.391238 sec): 3 clusters Score: Raw -521581.582998 + Penalty 2845.819457 = -518735.763541 nChanged 21 SP:Iteration 56Q (495.412466 sec): 3 clusters Score: Raw -521590.509214 + Penalty 2845.819457 = -518744.689757 nChanged 20 SP:Iteration 57Q (495.433928 sec): 3 clusters Score: Raw -521601.702417 + Penalty 2845.819457 = -518755.882960 nChanged 18 SP:Iteration 58Q (495.455482 sec): 3 clusters Score: Raw -521608.526271 + Penalty 2845.819457 = -518762.706814 nChanged 10 SP:Iteration 59Q (495.477006 sec): 3 clusters Score: Raw -521612.477023 + Penalty 2845.819457 = -518766.657566 nChanged 13 SP:Iteration 60F (495.499671 sec): 3 clusters Score: Raw -521616.254327 + Penalty 2845.819457 = -518770.434870 nChanged 13 SP:Iteration 61Q (495.521150 sec): 3 clusters Score: Raw -521621.143468 + Penalty 2845.819457 = -518775.324011 nChanged 12 SP:Iteration 62Q (495.542728 sec): 3 clusters Score: Raw -521624.727414 + Penalty 2845.819457 = -518778.907957 nChanged 6 SP:Iteration 63Q (495.564131 sec): 3 clusters Score: Raw -521626.324086 + Penalty 2845.819457 = -518780.504629 nChanged 3 SP:Iteration 64Q (495.585751 sec): 3 clusters Score: Raw -521627.050829 + Penalty 2845.819457 = -518781.231372 nChanged 4 SP:Iteration 65Q (495.607219 sec): 3 clusters Score: Raw -521627.925415 + Penalty 2845.819457 = -518782.105958 nChanged 4 SP:Iteration 66Q (495.628935 sec): 3 clusters Score: Raw -521628.801545 + Penalty 2845.819457 = -518782.982088 nChanged 5 SP:Iteration 67Q (495.650239 sec): 3 clusters Score: Raw -521630.597037 + Penalty 2845.819457 = -518784.777580 nChanged 10 SP:Iteration 68Q (495.671701 sec): 3 clusters Score: Raw -521635.846145 + Penalty 2845.819457 = -518790.026688 nChanged 11 SP:Iteration 69Q (495.693081 sec): 3 clusters Score: Raw -521639.678578 + Penalty 2845.819457 = -518793.859121 nChanged 8 SP:Iteration 70Q (495.714393 sec): 3 clusters Score: Raw -521642.819900 + Penalty 2845.819457 = -518797.000443 nChanged 2 SP:Iteration 71Q (495.735797 sec): 3 clusters Score: Raw -521643.315239 + Penalty 2845.819457 = -518797.495782 nChanged 1 SP:Iteration 72Q (495.757231 sec): 3 clusters Score: Raw -521643.605579 + Penalty 2845.819457 = -518797.786122 nChanged 1 SP:Iteration 73Q (495.778255 sec): 3 clusters Score: Raw -521643.839548 + Penalty 2845.819457 = -518798.020091 nChanged 1 SP:Iteration 74Q (495.799653 sec): 3 clusters Score: Raw -521644.131847 + Penalty 2845.819457 = -518798.312390 nChanged 3 SP:Iteration 75Q (495.821180 sec): 3 clusters Score: Raw -521645.443124 + Penalty 2845.819457 = -518799.623667 nChanged 5 SP:Iteration 76Q (495.842661 sec): 3 clusters Score: Raw -521647.847927 + Penalty 2845.819457 = -518802.028470 nChanged 2 SP:Iteration 77Q (495.864215 sec): 3 clusters Score: Raw -521648.165585 + Penalty 2845.819457 = -518802.346128 nChanged 3 SP:Iteration 78Q (495.885442 sec): 3 clusters Score: Raw -521649.521367 + Penalty 2845.819457 = -518803.701910 nChanged 2 SP:Iteration 79Q (495.906661 sec): 3 clusters Score: Raw -521650.729263 + Penalty 2845.819457 = -518804.909807 nChanged 2 SP:Iteration 80F (495.929066 sec): 3 clusters Score: Raw -521651.120187 + Penalty 2845.819457 = -518805.300730 nChanged 1 SP:Iteration 81Q (495.950566 sec): 3 clusters Score: Raw -521651.185834 + Penalty 2845.819457 = -518805.366377 nChanged 1 SP:Iteration 82Q (495.972055 sec): 3 clusters Score: Raw -521651.943287 + Penalty 2845.819457 = -518806.123831 nChanged 2 SP:Iteration 83Q (495.993326 sec): 3 clusters Score: Raw -521652.540208 + Penalty 2845.819457 = -518806.720751 nChanged 1 SP:Iteration 84Q (496.014412 sec): 3 clusters Score: Raw -521653.084732 + Penalty 2845.819457 = -518807.265275 nChanged 1 SP:Iteration 85Q (496.035841 sec): 3 clusters Score: Raw -521653.262411 + Penalty 2845.819457 = -518807.442954 nChanged 1 SP:Iteration 86Q (496.057192 sec): 3 clusters Score: Raw -521653.557314 + Penalty 2845.819457 = -518807.737857 nChanged 1 SP:Iteration 87Q (496.078655 sec): 3 clusters Score: Raw -521653.702842 + Penalty 2845.819457 = -518807.883386 nChanged 1 SP:Iteration 88Q (496.100224 sec): 3 clusters Score: Raw -521653.940695 + Penalty 2845.819457 = -518808.121238 nChanged 1 SP:Iteration 89Q (496.121272 sec): 3 clusters Score: Raw -521654.140661 + Penalty 2845.819457 = -518808.321204 nChanged 0 SP:Iteration 90F (496.143834 sec): 3 clusters Score: Raw -521654.140661 + Penalty 2845.819457 = -518808.321204 nChanged 0 Trying to split cluster 2 (5271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.162200 sec): 2 clusters Score: Raw -435018.319922 + Penalty 1392.620999 = -433625.698924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.183858 sec): 3 clusters Score: Raw -432268.516428 + Penalty 2785.241997 = -429483.274431 nChanged 2129 SP:Iteration 1F (496.205142 sec): 3 clusters Score: Raw -433691.167467 + Penalty 2785.241997 = -430905.925470 nChanged 475 SP:Iteration 2F (496.226364 sec): 3 clusters Score: Raw -434070.888694 + Penalty 2785.241997 = -431285.646696 nChanged 408 SP:Iteration 3F (496.247625 sec): 3 clusters Score: Raw -434410.748405 + Penalty 2785.241997 = -431625.506407 nChanged 387 SP:Iteration 4F (496.268642 sec): 3 clusters Score: Raw -434785.303569 + Penalty 2785.241997 = -432000.061572 nChanged 344 SP:Iteration 5F (496.289969 sec): 3 clusters Score: Raw -435072.497100 + Penalty 2785.241997 = -432287.255103 nChanged 246 SP:Iteration 6Q (496.310860 sec): 3 clusters Score: Raw -435266.943850 + Penalty 2785.241997 = -432481.701853 nChanged 188 SP:Iteration 7Q (496.331875 sec): 3 clusters Score: Raw -435400.832302 + Penalty 2785.241997 = -432615.590304 nChanged 142 SP:Iteration 8Q (496.352642 sec): 3 clusters Score: Raw -435484.539019 + Penalty 2785.241997 = -432699.297022 nChanged 106 SP:Iteration 9Q (496.385915 sec): 3 clusters Score: Raw -435539.326384 + Penalty 2785.241997 = -432754.084387 nChanged 86 SP:Iteration 10Q (496.438728 sec): 3 clusters Score: Raw -435586.606891 + Penalty 2785.241997 = -432801.364894 nChanged 58 SP:Iteration 11Q (496.465601 sec): 3 clusters Score: Raw -435609.921830 + Penalty 2785.241997 = -432824.679833 nChanged 39 SP:Iteration 12Q (496.486250 sec): 3 clusters Score: Raw -435623.897097 + Penalty 2785.241997 = -432838.655099 nChanged 33 SP:Iteration 13Q (496.506909 sec): 3 clusters Score: Raw -435635.626605 + Penalty 2785.241997 = -432850.384607 nChanged 30 SP:Iteration 14Q (496.527471 sec): 3 clusters Score: Raw -435644.700227 + Penalty 2785.241997 = -432859.458230 nChanged 23 SP:Iteration 15Q (496.547965 sec): 3 clusters Score: Raw -435650.717455 + Penalty 2785.241997 = -432865.475457 nChanged 29 SP:Iteration 16Q (496.568469 sec): 3 clusters Score: Raw -435659.875395 + Penalty 2785.241997 = -432874.633398 nChanged 32 SP:Iteration 17Q (496.588944 sec): 3 clusters Score: Raw -435670.261461 + Penalty 2785.241997 = -432885.019464 nChanged 29 SP:Iteration 18Q (496.609539 sec): 3 clusters Score: Raw -435678.297826 + Penalty 2785.241997 = -432893.055829 nChanged 24 SP:Iteration 19Q (496.629951 sec): 3 clusters Score: Raw -435686.438192 + Penalty 2785.241997 = -432901.196194 nChanged 15 SP:Iteration 20F (496.651133 sec): 3 clusters Score: Raw -435692.442822 + Penalty 2785.241997 = -432907.200824 nChanged 18 SP:Iteration 21Q (496.671272 sec): 3 clusters Score: Raw -435698.394362 + Penalty 2785.241997 = -432913.152365 nChanged 10 SP:Iteration 22Q (496.691702 sec): 3 clusters Score: Raw -435701.815326 + Penalty 2785.241997 = -432916.573329 nChanged 11 SP:Iteration 23Q (496.711992 sec): 3 clusters Score: Raw -435704.476335 + Penalty 2785.241997 = -432919.234338 nChanged 8 SP:Iteration 24Q (496.732416 sec): 3 clusters Score: Raw -435707.529580 + Penalty 2785.241997 = -432922.287582 nChanged 11 SP:Iteration 25Q (496.752656 sec): 3 clusters Score: Raw -435711.583991 + Penalty 2785.241997 = -432926.341994 nChanged 10 SP:Iteration 26Q (496.773121 sec): 3 clusters Score: Raw -435714.623880 + Penalty 2785.241997 = -432929.381883 nChanged 6 SP:Iteration 27Q (496.793538 sec): 3 clusters Score: Raw -435715.842176 + Penalty 2785.241997 = -432930.600178 nChanged 5 SP:Iteration 28Q (496.813944 sec): 3 clusters Score: Raw -435717.231251 + Penalty 2785.241997 = -432931.989254 nChanged 3 SP:Iteration 29Q (496.834557 sec): 3 clusters Score: Raw -435718.238574 + Penalty 2785.241997 = -432932.996576 nChanged 2 SP:Iteration 30Q (496.854965 sec): 3 clusters Score: Raw -435718.669106 + Penalty 2785.241997 = -432933.427109 nChanged 2 SP:Iteration 31Q (496.875295 sec): 3 clusters Score: Raw -435719.144247 + Penalty 2785.241997 = -432933.902250 nChanged 3 SP:Iteration 32Q (496.895795 sec): 3 clusters Score: Raw -435719.638061 + Penalty 2785.241997 = -432934.396064 nChanged 3 SP:Iteration 33Q (496.916261 sec): 3 clusters Score: Raw -435720.879865 + Penalty 2785.241997 = -432935.637868 nChanged 2 SP:Iteration 34Q (496.936592 sec): 3 clusters Score: Raw -435721.078823 + Penalty 2785.241997 = -432935.836826 nChanged 0 SP:Iteration 35F (496.957881 sec): 3 clusters Score: Raw -435721.078823 + Penalty 2785.241997 = -432935.836826 nChanged 0 Trying to split cluster 4 (10061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.982700 sec): 2 clusters Score: Raw -840197.693235 + Penalty 1497.668549 = -838700.024685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.012381 sec): 3 clusters Score: Raw -834500.887036 + Penalty 2995.337099 = -831505.549937 nChanged 4273 SP:Iteration 1F (497.041290 sec): 3 clusters Score: Raw -836816.659207 + Penalty 2995.337099 = -833821.322109 nChanged 666 SP:Iteration 2F (497.070022 sec): 3 clusters Score: Raw -837158.901555 + Penalty 2995.337099 = -834163.564457 nChanged 617 SP:Iteration 3F (497.098648 sec): 3 clusters Score: Raw -837471.657141 + Penalty 2995.337099 = -834476.320042 nChanged 543 SP:Iteration 4F (497.127158 sec): 3 clusters Score: Raw -837773.148406 + Penalty 2995.337099 = -834777.811307 nChanged 553 SP:Iteration 5F (497.155706 sec): 3 clusters Score: Raw -838098.960231 + Penalty 2995.337099 = -835103.623132 nChanged 528 SP:Iteration 6F (497.184528 sec): 3 clusters Score: Raw -838421.947853 + Penalty 2995.337099 = -835426.610754 nChanged 454 SP:Iteration 7Q (497.213359 sec): 3 clusters Score: Raw -838728.999106 + Penalty 2995.337099 = -835733.662008 nChanged 463 SP:Iteration 8Q (497.242251 sec): 3 clusters Score: Raw -839069.978966 + Penalty 2995.337099 = -836074.641867 nChanged 421 SP:Iteration 9Q (497.270855 sec): 3 clusters Score: Raw -839387.134420 + Penalty 2995.337099 = -836391.797321 nChanged 358 SP:Iteration 10Q (497.299707 sec): 3 clusters Score: Raw -839660.748478 + Penalty 2995.337099 = -836665.411379 nChanged 274 SP:Iteration 11Q (497.327786 sec): 3 clusters Score: Raw -839873.034449 + Penalty 2995.337099 = -836877.697350 nChanged 189 SP:Iteration 12Q (497.355018 sec): 3 clusters Score: Raw -840003.274071 + Penalty 2995.337099 = -837007.936973 nChanged 127 SP:Iteration 13Q (497.381594 sec): 3 clusters Score: Raw -840085.264092 + Penalty 2995.337099 = -837089.926994 nChanged 105 SP:Iteration 14Q (497.408057 sec): 3 clusters Score: Raw -840160.092456 + Penalty 2995.337099 = -837164.755357 nChanged 79 SP:Iteration 15Q (497.434207 sec): 3 clusters Score: Raw -840221.266648 + Penalty 2995.337099 = -837225.929549 nChanged 54 SP:Iteration 16Q (497.470995 sec): 3 clusters Score: Raw -840261.681037 + Penalty 2995.337099 = -837266.343938 nChanged 36 SP:Iteration 17Q (497.484715 sec): 3 clusters Score: Raw -840291.961934 + Penalty 2995.337099 = -837296.624835 nChanged 31 SP:Iteration 18Q (497.509952 sec): 3 clusters Score: Raw -840320.703803 + Penalty 2995.337099 = -837325.366705 nChanged 24 SP:Iteration 19Q (497.535185 sec): 3 clusters Score: Raw -840342.856959 + Penalty 2995.337099 = -837347.519861 nChanged 19 SP:Iteration 20F (497.562940 sec): 3 clusters Score: Raw -840355.161770 + Penalty 2995.337099 = -837359.824671 nChanged 13 SP:Iteration 21Q (497.587932 sec): 3 clusters Score: Raw -840363.841066 + Penalty 2995.337099 = -837368.503968 nChanged 10 SP:Iteration 22Q (497.612946 sec): 3 clusters Score: Raw -840371.739165 + Penalty 2995.337099 = -837376.402066 nChanged 9 SP:Iteration 23Q (497.637603 sec): 3 clusters Score: Raw -840378.419751 + Penalty 2995.337099 = -837383.082653 nChanged 8 SP:Iteration 24Q (497.677506 sec): 3 clusters Score: Raw -840384.337685 + Penalty 2995.337099 = -837389.000586 nChanged 5 SP:Iteration 25Q (497.702324 sec): 3 clusters Score: Raw -840387.904570 + Penalty 2995.337099 = -837392.567471 nChanged 6 SP:Iteration 26Q (497.727257 sec): 3 clusters Score: Raw -840392.815525 + Penalty 2995.337099 = -837397.478427 nChanged 3 SP:Iteration 27Q (497.752031 sec): 3 clusters Score: Raw -840396.965931 + Penalty 2995.337099 = -837401.628832 nChanged 3 SP:Iteration 28Q (497.776891 sec): 3 clusters Score: Raw -840399.464545 + Penalty 2995.337099 = -837404.127446 nChanged 1 SP:Iteration 29Q (497.801629 sec): 3 clusters Score: Raw -840400.568288 + Penalty 2995.337099 = -837405.231189 nChanged 0 SP:Iteration 30F (497.830095 sec): 3 clusters Score: Raw -840400.568288 + Penalty 2995.337099 = -837405.231189 nChanged 0 Trying to split cluster 5 (25010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.870041 sec): 2 clusters Score: Raw -2114097.371167 + Penalty 1645.642541 = -2112451.728625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.921360 sec): 3 clusters Score: Raw -2098877.529175 + Penalty 3291.285083 = -2095586.244093 nChanged 11395 SP:Iteration 1F (497.969831 sec): 3 clusters Score: Raw -2105356.445540 + Penalty 3291.285083 = -2102065.160457 nChanged 1456 SP:Iteration 2F (498.018466 sec): 3 clusters Score: Raw -2106004.828150 + Penalty 3291.285083 = -2102713.543068 nChanged 1431 SP:Iteration 3F (498.066769 sec): 3 clusters Score: Raw -2106818.167452 + Penalty 3291.285083 = -2103526.882369 nChanged 1517 SP:Iteration 4F (498.115945 sec): 3 clusters Score: Raw -2107863.107305 + Penalty 3291.285083 = -2104571.822222 nChanged 1568 SP:Iteration 5F (498.164375 sec): 3 clusters Score: Raw -2109092.451555 + Penalty 3291.285083 = -2105801.166472 nChanged 1566 SP:Iteration 6F (498.212810 sec): 3 clusters Score: Raw -2110242.538086 + Penalty 3291.285083 = -2106951.253003 nChanged 1347 SP:Iteration 7F (498.261193 sec): 3 clusters Score: Raw -2111038.964802 + Penalty 3291.285083 = -2107747.679720 nChanged 1045 SP:Iteration 8Q (498.310440 sec): 3 clusters Score: Raw -2111460.279471 + Penalty 3291.285083 = -2108168.994389 nChanged 720 SP:Iteration 9Q (498.358196 sec): 3 clusters Score: Raw -2111700.484530 + Penalty 3291.285083 = -2108409.199448 nChanged 516 SP:Iteration 10Q (498.405415 sec): 3 clusters Score: Raw -2111836.515107 + Penalty 3291.285083 = -2108545.230024 nChanged 384 SP:Iteration 11Q (498.452368 sec): 3 clusters Score: Raw -2111925.391546 + Penalty 3291.285083 = -2108634.106464 nChanged 336 SP:Iteration 12Q (498.499423 sec): 3 clusters Score: Raw -2112002.138965 + Penalty 3291.285083 = -2108710.853882 nChanged 315 SP:Iteration 13Q (498.546533 sec): 3 clusters Score: Raw -2112078.120908 + Penalty 3291.285083 = -2108786.835825 nChanged 308 SP:Iteration 14Q (498.593177 sec): 3 clusters Score: Raw -2112159.538235 + Penalty 3291.285083 = -2108868.253152 nChanged 316 SP:Iteration 15Q (498.639910 sec): 3 clusters Score: Raw -2112252.234949 + Penalty 3291.285083 = -2108960.949867 nChanged 315 SP:Iteration 16Q (498.686485 sec): 3 clusters Score: Raw -2112351.728098 + Penalty 3291.285083 = -2109060.443015 nChanged 328 SP:Iteration 17Q (498.732893 sec): 3 clusters Score: Raw -2112473.488527 + Penalty 3291.285083 = -2109182.203444 nChanged 334 SP:Iteration 18Q (498.779038 sec): 3 clusters Score: Raw -2112603.430478 + Penalty 3291.285083 = -2109312.145395 nChanged 343 SP:Iteration 19Q (498.825450 sec): 3 clusters Score: Raw -2112731.008483 + Penalty 3291.285083 = -2109439.723400 nChanged 350 SP:Iteration 20F (498.873305 sec): 3 clusters Score: Raw -2112858.709353 + Penalty 3291.285083 = -2109567.424270 nChanged 328 SP:Iteration 21Q (498.919526 sec): 3 clusters Score: Raw -2112973.381665 + Penalty 3291.285083 = -2109682.096582 nChanged 315 SP:Iteration 22Q (498.965222 sec): 3 clusters Score: Raw -2113076.134607 + Penalty 3291.285083 = -2109784.849524 nChanged 283 SP:Iteration 23Q (499.010818 sec): 3 clusters Score: Raw -2113164.298133 + Penalty 3291.285083 = -2109873.013050 nChanged 270 SP:Iteration 24Q (499.056269 sec): 3 clusters Score: Raw -2113238.291278 + Penalty 3291.285083 = -2109947.006195 nChanged 261 SP:Iteration 25Q (499.101045 sec): 3 clusters Score: Raw -2113311.218193 + Penalty 3291.285083 = -2110019.933111 nChanged 228 SP:Iteration 26Q (499.145953 sec): 3 clusters Score: Raw -2113372.666276 + Penalty 3291.285083 = -2110081.381193 nChanged 232 SP:Iteration 27Q (499.190805 sec): 3 clusters Score: Raw -2113428.996527 + Penalty 3291.285083 = -2110137.711444 nChanged 197 SP:Iteration 28Q (499.235094 sec): 3 clusters Score: Raw -2113472.792465 + Penalty 3291.285083 = -2110181.507382 nChanged 158 SP:Iteration 29Q (499.279565 sec): 3 clusters Score: Raw -2113506.278222 + Penalty 3291.285083 = -2110214.993140 nChanged 155 SP:Iteration 30Q (499.323939 sec): 3 clusters Score: Raw -2113539.238448 + Penalty 3291.285083 = -2110247.953366 nChanged 150 SP:Iteration 31Q (499.367969 sec): 3 clusters Score: Raw -2113568.827592 + Penalty 3291.285083 = -2110277.542509 nChanged 139 SP:Iteration 32Q (499.411959 sec): 3 clusters Score: Raw -2113595.285592 + Penalty 3291.285083 = -2110304.000509 nChanged 127 SP:Iteration 33Q (499.455924 sec): 3 clusters Score: Raw -2113621.285809 + Penalty 3291.285083 = -2110330.000726 nChanged 115 SP:Iteration 34Q (499.499530 sec): 3 clusters Score: Raw -2113645.382736 + Penalty 3291.285083 = -2110354.097654 nChanged 117 SP:Iteration 35Q (499.543409 sec): 3 clusters Score: Raw -2113670.672220 + Penalty 3291.285083 = -2110379.387137 nChanged 121 SP:Iteration 36Q (499.587018 sec): 3 clusters Score: Raw -2113696.103616 + Penalty 3291.285083 = -2110404.818533 nChanged 113 SP:Iteration 37Q (499.630624 sec): 3 clusters Score: Raw -2113722.907940 + Penalty 3291.285083 = -2110431.622857 nChanged 120 SP:Iteration 38Q (499.674444 sec): 3 clusters Score: Raw -2113752.654847 + Penalty 3291.285083 = -2110461.369765 nChanged 97 SP:Iteration 39Q (499.717612 sec): 3 clusters Score: Raw -2113775.477561 + Penalty 3291.285083 = -2110484.192478 nChanged 109 SP:Iteration 40F (499.765363 sec): 3 clusters Score: Raw -2113800.912547 + Penalty 3291.285083 = -2110509.627464 nChanged 100 SP:Iteration 41Q (499.809228 sec): 3 clusters Score: Raw -2113826.137450 + Penalty 3291.285083 = -2110534.852368 nChanged 96 SP:Iteration 42Q (499.852265 sec): 3 clusters Score: Raw -2113849.822705 + Penalty 3291.285083 = -2110558.537622 nChanged 90 SP:Iteration 43Q (499.895696 sec): 3 clusters Score: Raw -2113868.173229 + Penalty 3291.285083 = -2110576.888146 nChanged 87 SP:Iteration 44Q (499.938933 sec): 3 clusters Score: Raw -2113885.100008 + Penalty 3291.285083 = -2110593.814925 nChanged 74 SP:Iteration 45Q (499.981828 sec): 3 clusters Score: Raw -2113901.179646 + Penalty 3291.285083 = -2110609.894563 nChanged 76 SP:Iteration 46Q (500.024986 sec): 3 clusters Score: Raw -2113921.067214 + Penalty 3291.285083 = -2110629.782131 nChanged 74 SP:Iteration 47Q (500.067602 sec): 3 clusters Score: Raw -2113937.352625 + Penalty 3291.285083 = -2110646.067542 nChanged 75 SP:Iteration 48Q (500.110613 sec): 3 clusters Score: Raw -2113953.023166 + Penalty 3291.285083 = -2110661.738083 nChanged 65 SP:Iteration 49Q (500.153432 sec): 3 clusters Score: Raw -2113964.575912 + Penalty 3291.285083 = -2110673.290829 nChanged 55 SP:Iteration 50Q (500.195911 sec): 3 clusters Score: Raw -2113974.770104 + Penalty 3291.285083 = -2110683.485021 nChanged 50 SP:Iteration 51Q (500.238848 sec): 3 clusters Score: Raw -2113985.781511 + Penalty 3291.285083 = -2110694.496428 nChanged 50 SP:Iteration 52Q (500.281225 sec): 3 clusters Score: Raw -2113996.919538 + Penalty 3291.285083 = -2110705.634455 nChanged 62 SP:Iteration 53Q (500.323848 sec): 3 clusters Score: Raw -2114011.083489 + Penalty 3291.285083 = -2110719.798407 nChanged 59 SP:Iteration 54Q (500.366439 sec): 3 clusters Score: Raw -2114025.208593 + Penalty 3291.285083 = -2110733.923511 nChanged 60 SP:Iteration 55Q (500.408689 sec): 3 clusters Score: Raw -2114040.230567 + Penalty 3291.285083 = -2110748.945484 nChanged 60 SP:Iteration 56Q (500.451146 sec): 3 clusters Score: Raw -2114053.162211 + Penalty 3291.285083 = -2110761.877129 nChanged 60 SP:Iteration 57Q (500.493245 sec): 3 clusters Score: Raw -2114067.987535 + Penalty 3291.285083 = -2110776.702452 nChanged 59 SP:Iteration 58Q (500.535569 sec): 3 clusters Score: Raw -2114082.474226 + Penalty 3291.285083 = -2110791.189143 nChanged 64 SP:Iteration 59Q (500.577521 sec): 3 clusters Score: Raw -2114099.363874 + Penalty 3291.285083 = -2110808.078791 nChanged 54 SP:Iteration 60F (500.625325 sec): 3 clusters Score: Raw -2114111.044476 + Penalty 3291.285083 = -2110819.759394 nChanged 54 SP:Iteration 61Q (500.668052 sec): 3 clusters Score: Raw -2114125.870866 + Penalty 3291.285083 = -2110834.585783 nChanged 52 SP:Iteration 62Q (500.709965 sec): 3 clusters Score: Raw -2114141.176052 + Penalty 3291.285083 = -2110849.890969 nChanged 49 SP:Iteration 63Q (500.752171 sec): 3 clusters Score: Raw -2114153.304403 + Penalty 3291.285083 = -2110862.019320 nChanged 43 SP:Iteration 64Q (500.793896 sec): 3 clusters Score: Raw -2114166.123053 + Penalty 3291.285083 = -2110874.837970 nChanged 45 SP:Iteration 65Q (500.835833 sec): 3 clusters Score: Raw -2114180.312096 + Penalty 3291.285083 = -2110889.027014 nChanged 57 SP:Iteration 66Q (500.877726 sec): 3 clusters Score: Raw -2114200.004843 + Penalty 3291.285083 = -2110908.719760 nChanged 43 SP:Iteration 67Q (500.919273 sec): 3 clusters Score: Raw -2114212.545204 + Penalty 3291.285083 = -2110921.260121 nChanged 37 SP:Iteration 68Q (500.961095 sec): 3 clusters Score: Raw -2114221.084972 + Penalty 3291.285083 = -2110929.799889 nChanged 29 SP:Iteration 69Q (501.019688 sec): 3 clusters Score: Raw -2114228.438665 + Penalty 3291.285083 = -2110937.153582 nChanged 19 SP:Iteration 70Q (501.060851 sec): 3 clusters Score: Raw -2114233.864265 + Penalty 3291.285083 = -2110942.579183 nChanged 23 SP:Iteration 71Q (501.101878 sec): 3 clusters Score: Raw -2114239.989164 + Penalty 3291.285083 = -2110948.704082 nChanged 27 SP:Iteration 72Q (501.143617 sec): 3 clusters Score: Raw -2114247.205827 + Penalty 3291.285083 = -2110955.920744 nChanged 30 SP:Iteration 73Q (501.184993 sec): 3 clusters Score: Raw -2114254.222601 + Penalty 3291.285083 = -2110962.937518 nChanged 18 SP:Iteration 74Q (501.226794 sec): 3 clusters Score: Raw -2114257.611193 + Penalty 3291.285083 = -2110966.326111 nChanged 27 SP:Iteration 75Q (501.268081 sec): 3 clusters Score: Raw -2114264.601842 + Penalty 3291.285083 = -2110973.316759 nChanged 25 SP:Iteration 76Q (501.309859 sec): 3 clusters Score: Raw -2114271.439370 + Penalty 3291.285083 = -2110980.154287 nChanged 23 SP:Iteration 77Q (501.351366 sec): 3 clusters Score: Raw -2114277.882972 + Penalty 3291.285083 = -2110986.597889 nChanged 21 SP:Iteration 78Q (501.392833 sec): 3 clusters Score: Raw -2114287.130978 + Penalty 3291.285083 = -2110995.845896 nChanged 24 SP:Iteration 79Q (501.434544 sec): 3 clusters Score: Raw -2114295.736461 + Penalty 3291.285083 = -2111004.451378 nChanged 25 SP:Iteration 80F (501.481959 sec): 3 clusters Score: Raw -2114302.468827 + Penalty 3291.285083 = -2111011.183744 nChanged 27 SP:Iteration 81Q (501.524052 sec): 3 clusters Score: Raw -2114311.325558 + Penalty 3291.285083 = -2111020.040475 nChanged 34 SP:Iteration 82Q (501.565440 sec): 3 clusters Score: Raw -2114320.384871 + Penalty 3291.285083 = -2111029.099788 nChanged 29 SP:Iteration 83Q (501.606738 sec): 3 clusters Score: Raw -2114328.808046 + Penalty 3291.285083 = -2111037.522963 nChanged 30 SP:Iteration 84Q (501.648179 sec): 3 clusters Score: Raw -2114339.093726 + Penalty 3291.285083 = -2111047.808643 nChanged 28 SP:Iteration 85Q (501.689263 sec): 3 clusters Score: Raw -2114348.497476 + Penalty 3291.285083 = -2111057.212393 nChanged 26 SP:Iteration 86Q (501.730618 sec): 3 clusters Score: Raw -2114355.012661 + Penalty 3291.285083 = -2111063.727578 nChanged 25 SP:Iteration 87Q (501.771646 sec): 3 clusters Score: Raw -2114361.931358 + Penalty 3291.285083 = -2111070.646275 nChanged 16 SP:Iteration 88Q (501.812983 sec): 3 clusters Score: Raw -2114367.457649 + Penalty 3291.285083 = -2111076.172566 nChanged 18 SP:Iteration 89Q (501.854053 sec): 3 clusters Score: Raw -2114374.134771 + Penalty 3291.285083 = -2111082.849688 nChanged 17 SP:Iteration 90Q (501.895312 sec): 3 clusters Score: Raw -2114381.681574 + Penalty 3291.285083 = -2111090.396491 nChanged 19 SP:Iteration 91Q (501.936248 sec): 3 clusters Score: Raw -2114388.871116 + Penalty 3291.285083 = -2111097.586033 nChanged 17 SP:Iteration 92Q (501.977477 sec): 3 clusters Score: Raw -2114394.022966 + Penalty 3291.285083 = -2111102.737883 nChanged 11 SP:Iteration 93Q (502.018695 sec): 3 clusters Score: Raw -2114397.114317 + Penalty 3291.285083 = -2111105.829234 nChanged 11 SP:Iteration 94Q (502.059879 sec): 3 clusters Score: Raw -2114399.806964 + Penalty 3291.285083 = -2111108.521881 nChanged 10 SP:Iteration 95Q (502.101031 sec): 3 clusters Score: Raw -2114402.621876 + Penalty 3291.285083 = -2111111.336794 nChanged 12 SP:Iteration 96Q (502.141977 sec): 3 clusters Score: Raw -2114407.425542 + Penalty 3291.285083 = -2111116.140459 nChanged 7 SP:Iteration 97Q (502.183179 sec): 3 clusters Score: Raw -2114411.910319 + Penalty 3291.285083 = -2111120.625236 nChanged 10 SP:Iteration 98Q (502.224066 sec): 3 clusters Score: Raw -2114414.750927 + Penalty 3291.285083 = -2111123.465845 nChanged 3 SP:Iteration 99Q (502.265101 sec): 3 clusters Score: Raw -2114415.574181 + Penalty 3291.285083 = -2111124.289098 nChanged 5 SP:Iteration 100F (502.312463 sec): 3 clusters Score: Raw -2114416.619230 + Penalty 3291.285083 = -2111125.334148 nChanged 3 SP:Iteration 101Q (502.354224 sec): 3 clusters Score: Raw -2114417.854927 + Penalty 3291.285083 = -2111126.569844 nChanged 3 SP:Iteration 102Q (502.395131 sec): 3 clusters Score: Raw -2114419.160478 + Penalty 3291.285083 = -2111127.875395 nChanged 5 SP:Iteration 103Q (502.436092 sec): 3 clusters Score: Raw -2114421.292022 + Penalty 3291.285083 = -2111130.006939 nChanged 5 SP:Iteration 104Q (502.477354 sec): 3 clusters Score: Raw -2114422.990860 + Penalty 3291.285083 = -2111131.705777 nChanged 6 SP:Iteration 105Q (502.518280 sec): 3 clusters Score: Raw -2114424.720583 + Penalty 3291.285083 = -2111133.435500 nChanged 9 SP:Iteration 106Q (502.559451 sec): 3 clusters Score: Raw -2114426.871470 + Penalty 3291.285083 = -2111135.586387 nChanged 3 SP:Iteration 107Q (502.600363 sec): 3 clusters Score: Raw -2114427.338132 + Penalty 3291.285083 = -2111136.053049 nChanged 1 SP:Iteration 108Q (502.641363 sec): 3 clusters Score: Raw -2114427.826136 + Penalty 3291.285083 = -2111136.541054 nChanged 3 SP:Iteration 109Q (502.682361 sec): 3 clusters Score: Raw -2114428.532790 + Penalty 3291.285083 = -2111137.247708 nChanged 0 SP:Iteration 110F (502.730077 sec): 3 clusters Score: Raw -2114428.532790 + Penalty 3291.285083 = -2111137.247708 nChanged 0 Trying to split cluster 6 (1813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.743245 sec): 2 clusters Score: Raw -126280.236969 + Penalty 1219.194959 = -125061.042010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.753012 sec): 3 clusters Score: Raw -125545.507956 + Penalty 2438.389918 = -123107.118037 nChanged 643 SP:Iteration 1F (502.762140 sec): 3 clusters Score: Raw -126054.430147 + Penalty 2438.389918 = -123616.040229 nChanged 196 SP:Iteration 2F (502.771330 sec): 3 clusters Score: Raw -126233.808171 + Penalty 2438.389918 = -123795.418253 nChanged 136 SP:Iteration 3F (502.780450 sec): 3 clusters Score: Raw -126381.866955 + Penalty 2438.389918 = -123943.477036 nChanged 100 SP:Iteration 4F (502.789493 sec): 3 clusters Score: Raw -126500.689291 + Penalty 2438.389918 = -124062.299373 nChanged 83 SP:Iteration 5Q (502.798608 sec): 3 clusters Score: Raw -126646.416131 + Penalty 2438.389918 = -124208.026213 nChanged 87 SP:Iteration 6Q (502.807678 sec): 3 clusters Score: Raw -126756.485375 + Penalty 2438.389918 = -124318.095456 nChanged 74 SP:Iteration 7Q (502.816679 sec): 3 clusters Score: Raw -126835.745114 + Penalty 2438.389918 = -124397.355196 nChanged 55 SP:Iteration 8Q (502.825632 sec): 3 clusters Score: Raw -126886.559430 + Penalty 2438.389918 = -124448.169511 nChanged 41 SP:Iteration 9Q (502.834633 sec): 3 clusters Score: Raw -126926.701922 + Penalty 2438.389918 = -124488.312004 nChanged 31 SP:Iteration 10Q (502.843572 sec): 3 clusters Score: Raw -126955.445209 + Penalty 2438.389918 = -124517.055290 nChanged 19 SP:Iteration 11Q (502.852443 sec): 3 clusters Score: Raw -126974.263012 + Penalty 2438.389918 = -124535.873094 nChanged 22 SP:Iteration 12Q (502.861340 sec): 3 clusters Score: Raw -126995.146196 + Penalty 2438.389918 = -124556.756278 nChanged 10 SP:Iteration 13Q (502.870176 sec): 3 clusters Score: Raw -127004.364681 + Penalty 2438.389918 = -124565.974762 nChanged 6 SP:Iteration 14Q (502.878928 sec): 3 clusters Score: Raw -127009.800532 + Penalty 2438.389918 = -124571.410613 nChanged 4 SP:Iteration 15Q (502.887732 sec): 3 clusters Score: Raw -127012.079551 + Penalty 2438.389918 = -124573.689632 nChanged 3 SP:Iteration 16Q (502.896577 sec): 3 clusters Score: Raw -127014.504243 + Penalty 2438.389918 = -124576.114324 nChanged 3 SP:Iteration 17Q (502.905383 sec): 3 clusters Score: Raw -127015.592690 + Penalty 2438.389918 = -124577.202772 nChanged 2 SP:Iteration 18Q (502.914192 sec): 3 clusters Score: Raw -127016.389261 + Penalty 2438.389918 = -124577.999342 nChanged 1 SP:Iteration 19Q (502.922981 sec): 3 clusters Score: Raw -127016.715268 + Penalty 2438.389918 = -124578.325350 nChanged 2 SP:Iteration 20F (502.932038 sec): 3 clusters Score: Raw -127018.651215 + Penalty 2438.389918 = -124580.261296 nChanged 2 SP:Iteration 21Q (502.940836 sec): 3 clusters Score: Raw -127019.556208 + Penalty 2438.389918 = -124581.166290 nChanged 3 SP:Iteration 22Q (502.949651 sec): 3 clusters Score: Raw -127020.844014 + Penalty 2438.389918 = -124582.454096 nChanged 1 SP:Iteration 23Q (502.958527 sec): 3 clusters Score: Raw -127021.173857 + Penalty 2438.389918 = -124582.783938 nChanged 0 SP:Iteration 24F (502.967619 sec): 3 clusters Score: Raw -127021.173857 + Penalty 2438.389918 = -124582.783938 nChanged 0 Trying to split cluster 7 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.976841 sec): 2 clusters Score: Raw -60035.478360 + Penalty 1084.205354 = -58951.273007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.981496 sec): 3 clusters Score: Raw -59825.760549 + Penalty 2168.410707 = -57657.349842 nChanged 225 SP:Iteration 1F (502.985854 sec): 3 clusters Score: Raw -60072.336277 + Penalty 2168.410707 = -57903.925569 nChanged 56 SP:Iteration 2F (502.990234 sec): 3 clusters Score: Raw -60159.233264 + Penalty 2168.410707 = -57990.822556 nChanged 36 SP:Iteration 3Q (502.994543 sec): 3 clusters Score: Raw -60205.939534 + Penalty 2168.410707 = -58037.528827 nChanged 19 SP:Iteration 4Q (502.998822 sec): 3 clusters Score: Raw -60237.509804 + Penalty 2168.410707 = -58069.099096 nChanged 17 SP:Iteration 5Q (503.003106 sec): 3 clusters Score: Raw -60261.846786 + Penalty 2168.410707 = -58093.436078 nChanged 14 SP:Iteration 6Q (503.007331 sec): 3 clusters Score: Raw -60284.418545 + Penalty 2168.410707 = -58116.007838 nChanged 10 SP:Iteration 7Q (503.011586 sec): 3 clusters Score: Raw -60296.058432 + Penalty 2168.410707 = -58127.647725 nChanged 6 SP:Iteration 8Q (503.015834 sec): 3 clusters Score: Raw -60304.421539 + Penalty 2168.410707 = -58136.010832 nChanged 7 SP:Iteration 9Q (503.020095 sec): 3 clusters Score: Raw -60311.660119 + Penalty 2168.410707 = -58143.249412 nChanged 3 SP:Iteration 10Q (503.024344 sec): 3 clusters Score: Raw -60315.024064 + Penalty 2168.410707 = -58146.613357 nChanged 3 SP:Iteration 11Q (503.028550 sec): 3 clusters Score: Raw -60321.214519 + Penalty 2168.410707 = -58152.803812 nChanged 6 SP:Iteration 12Q (503.032753 sec): 3 clusters Score: Raw -60329.706248 + Penalty 2168.410707 = -58161.295541 nChanged 4 SP:Iteration 13Q (503.036989 sec): 3 clusters Score: Raw -60333.460529 + Penalty 2168.410707 = -58165.049822 nChanged 6 SP:Iteration 14Q (503.041220 sec): 3 clusters Score: Raw -60340.283422 + Penalty 2168.410707 = -58171.872715 nChanged 8 SP:Iteration 15Q (503.045449 sec): 3 clusters Score: Raw -60350.869553 + Penalty 2168.410707 = -58182.458846 nChanged 13 SP:Iteration 16Q (503.049683 sec): 3 clusters Score: Raw -60371.486118 + Penalty 2168.410707 = -58203.075411 nChanged 16 SP:Iteration 17Q (503.053910 sec): 3 clusters Score: Raw -60406.150732 + Penalty 2168.410707 = -58237.740024 nChanged 21 SP:Iteration 18Q (503.058130 sec): 3 clusters Score: Raw -60439.105089 + Penalty 2168.410707 = -58270.694382 nChanged 15 SP:Iteration 19Q (503.062378 sec): 3 clusters Score: Raw -60482.992533 + Penalty 2168.410707 = -58314.581826 nChanged 18 SP:Iteration 20F (503.066761 sec): 3 clusters Score: Raw -60519.903317 + Penalty 2168.410707 = -58351.492610 nChanged 15 SP:Iteration 21Q (503.071005 sec): 3 clusters Score: Raw -60548.877687 + Penalty 2168.410707 = -58380.466980 nChanged 15 SP:Iteration 22Q (503.075159 sec): 3 clusters Score: Raw -60583.047996 + Penalty 2168.410707 = -58414.637289 nChanged 15 SP:Iteration 23Q (503.079285 sec): 3 clusters Score: Raw -60627.234338 + Penalty 2168.410707 = -58458.823630 nChanged 19 SP:Iteration 24Q (503.083398 sec): 3 clusters Score: Raw -60713.622709 + Penalty 2168.410707 = -58545.212002 nChanged 21 SP:Iteration 25Q (503.087483 sec): 3 clusters Score: Raw -60812.419921 + Penalty 2168.410707 = -58644.009214 nChanged 16 SP:Iteration 26Q (503.091536 sec): 3 clusters Score: Raw -60872.188313 + Penalty 2168.410707 = -58703.777606 nChanged 4 SP:Iteration 27Q (503.095562 sec): 3 clusters Score: Raw -60881.859447 + Penalty 2168.410707 = -58713.448740 nChanged 4 SP:Iteration 28Q (503.099564 sec): 3 clusters Score: Raw -60894.931679 + Penalty 2168.410707 = -58726.520972 nChanged 1 SP:Iteration 29Q (503.103560 sec): 3 clusters Score: Raw -60895.892545 + Penalty 2168.410707 = -58727.481838 nChanged 1 SP:Iteration 30Q (503.107554 sec): 3 clusters Score: Raw -60897.857466 + Penalty 2168.410707 = -58729.446759 nChanged 0 SP:Iteration 31F (503.111866 sec): 3 clusters Score: Raw -60897.857466 + Penalty 2168.410707 = -58729.446759 nChanged 0 Trying to split cluster 8 (3717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.129316 sec): 2 clusters Score: Raw -277820.910745 + Penalty 1335.859228 = -276485.051517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.148488 sec): 3 clusters Score: Raw -275986.938254 + Penalty 2671.718455 = -273315.219798 nChanged 1512 SP:Iteration 1F (503.166408 sec): 3 clusters Score: Raw -276992.895584 + Penalty 2671.718455 = -274321.177129 nChanged 350 SP:Iteration 2F (503.184182 sec): 3 clusters Score: Raw -277325.371879 + Penalty 2671.718455 = -274653.653423 nChanged 285 SP:Iteration 3F (503.202097 sec): 3 clusters Score: Raw -277577.707976 + Penalty 2671.718455 = -274905.989521 nChanged 213 SP:Iteration 4F (503.220034 sec): 3 clusters Score: Raw -277759.884434 + Penalty 2671.718455 = -275088.165979 nChanged 179 SP:Iteration 5Q (503.237894 sec): 3 clusters Score: Raw -277914.848615 + Penalty 2671.718455 = -275243.130160 nChanged 156 SP:Iteration 6Q (503.255714 sec): 3 clusters Score: Raw -278024.004420 + Penalty 2671.718455 = -275352.285965 nChanged 110 SP:Iteration 7Q (503.273509 sec): 3 clusters Score: Raw -278092.576955 + Penalty 2671.718455 = -275420.858500 nChanged 83 SP:Iteration 8Q (503.291290 sec): 3 clusters Score: Raw -278133.208448 + Penalty 2671.718455 = -275461.489992 nChanged 68 SP:Iteration 9Q (503.309092 sec): 3 clusters Score: Raw -278165.500914 + Penalty 2671.718455 = -275493.782458 nChanged 47 SP:Iteration 10Q (503.326889 sec): 3 clusters Score: Raw -278184.612382 + Penalty 2671.718455 = -275512.893927 nChanged 32 SP:Iteration 11Q (503.344692 sec): 3 clusters Score: Raw -278199.919183 + Penalty 2671.718455 = -275528.200727 nChanged 30 SP:Iteration 12Q (503.362445 sec): 3 clusters Score: Raw -278209.442081 + Penalty 2671.718455 = -275537.723626 nChanged 18 SP:Iteration 13Q (503.380185 sec): 3 clusters Score: Raw -278216.891326 + Penalty 2671.718455 = -275545.172870 nChanged 20 SP:Iteration 14Q (503.397923 sec): 3 clusters Score: Raw -278222.563202 + Penalty 2671.718455 = -275550.844747 nChanged 13 SP:Iteration 15Q (503.415671 sec): 3 clusters Score: Raw -278225.510634 + Penalty 2671.718455 = -275553.792179 nChanged 12 SP:Iteration 16Q (503.433416 sec): 3 clusters Score: Raw -278229.992941 + Penalty 2671.718455 = -275558.274486 nChanged 12 SP:Iteration 17Q (503.451150 sec): 3 clusters Score: Raw -278234.246836 + Penalty 2671.718455 = -275562.528380 nChanged 12 SP:Iteration 18Q (503.468892 sec): 3 clusters Score: Raw -278238.191480 + Penalty 2671.718455 = -275566.473025 nChanged 21 SP:Iteration 19Q (503.486611 sec): 3 clusters Score: Raw -278243.916291 + Penalty 2671.718455 = -275572.197836 nChanged 16 SP:Iteration 20F (503.504547 sec): 3 clusters Score: Raw -278248.734368 + Penalty 2671.718455 = -275577.015913 nChanged 9 SP:Iteration 21Q (503.522141 sec): 3 clusters Score: Raw -278251.862205 + Penalty 2671.718455 = -275580.143750 nChanged 8 SP:Iteration 22Q (503.539756 sec): 3 clusters Score: Raw -278254.352289 + Penalty 2671.718455 = -275582.633834 nChanged 6 SP:Iteration 23Q (503.557509 sec): 3 clusters Score: Raw -278256.788673 + Penalty 2671.718455 = -275585.070217 nChanged 5 SP:Iteration 24Q (503.575110 sec): 3 clusters Score: Raw -278257.999084 + Penalty 2671.718455 = -275586.280628 nChanged 3 SP:Iteration 25Q (503.614570 sec): 3 clusters Score: Raw -278258.747976 + Penalty 2671.718455 = -275587.029520 nChanged 3 SP:Iteration 26Q (503.632375 sec): 3 clusters Score: Raw -278259.495500 + Penalty 2671.718455 = -275587.777044 nChanged 4 SP:Iteration 27Q (503.650138 sec): 3 clusters Score: Raw -278260.344916 + Penalty 2671.718455 = -275588.626460 nChanged 2 SP:Iteration 28Q (503.667827 sec): 3 clusters Score: Raw -278260.691084 + Penalty 2671.718455 = -275588.972628 nChanged 2 SP:Iteration 29Q (503.685589 sec): 3 clusters Score: Raw -278261.045398 + Penalty 2671.718455 = -275589.326943 nChanged 1 SP:Iteration 30Q (503.703321 sec): 3 clusters Score: Raw -278261.365103 + Penalty 2671.718455 = -275589.646647 nChanged 3 SP:Iteration 31Q (503.721098 sec): 3 clusters Score: Raw -278262.004514 + Penalty 2671.718455 = -275590.286058 nChanged 3 SP:Iteration 32Q (503.739173 sec): 3 clusters Score: Raw -278262.302959 + Penalty 2671.718455 = -275590.584504 nChanged 1 SP:Iteration 33Q (503.757010 sec): 3 clusters Score: Raw -278262.456731 + Penalty 2671.718455 = -275590.738275 nChanged 1 SP:Iteration 34Q (503.774582 sec): 3 clusters Score: Raw -278262.794996 + Penalty 2671.718455 = -275591.076540 nChanged 1 SP:Iteration 35Q (503.792343 sec): 3 clusters Score: Raw -278263.402487 + Penalty 2671.718455 = -275591.684032 nChanged 3 SP:Iteration 36Q (503.810082 sec): 3 clusters Score: Raw -278264.417887 + Penalty 2671.718455 = -275592.699431 nChanged 3 SP:Iteration 37Q (503.827779 sec): 3 clusters Score: Raw -278264.948341 + Penalty 2671.718455 = -275593.229886 nChanged 2 SP:Iteration 38Q (503.845554 sec): 3 clusters Score: Raw -278265.387970 + Penalty 2671.718455 = -275593.669515 nChanged 1 SP:Iteration 39Q (503.863281 sec): 3 clusters Score: Raw -278265.831205 + Penalty 2671.718455 = -275594.112750 nChanged 3 SP:Iteration 40F (503.881263 sec): 3 clusters Score: Raw -278266.656179 + Penalty 2671.718455 = -275594.937723 nChanged 3 SP:Iteration 41Q (503.899002 sec): 3 clusters Score: Raw -278267.134835 + Penalty 2671.718455 = -275595.416379 nChanged 1 SP:Iteration 42Q (503.916740 sec): 3 clusters Score: Raw -278267.314145 + Penalty 2671.718455 = -275595.595690 nChanged 1 SP:Iteration 43Q (503.934445 sec): 3 clusters Score: Raw -278267.572072 + Penalty 2671.718455 = -275595.853616 nChanged 3 SP:Iteration 44Q (503.952209 sec): 3 clusters Score: Raw -278268.048182 + Penalty 2671.718455 = -275596.329727 nChanged 1 SP:Iteration 45Q (503.969955 sec): 3 clusters Score: Raw -278268.154991 + Penalty 2671.718455 = -275596.436535 nChanged 1 SP:Iteration 46Q (503.987504 sec): 3 clusters Score: Raw -278268.313808 + Penalty 2671.718455 = -275596.595353 nChanged 1 SP:Iteration 47Q (504.005243 sec): 3 clusters Score: Raw -278268.621239 + Penalty 2671.718455 = -275596.902784 nChanged 1 SP:Iteration 48Q (504.022981 sec): 3 clusters Score: Raw -278269.639152 + Penalty 2671.718455 = -275597.920696 nChanged 2 SP:Iteration 49Q (504.040727 sec): 3 clusters Score: Raw -278269.830214 + Penalty 2671.718455 = -275598.111758 nChanged 1 SP:Iteration 50Q (504.058306 sec): 3 clusters Score: Raw -278269.984050 + Penalty 2671.718455 = -275598.265595 nChanged 1 SP:Iteration 51Q (504.076024 sec): 3 clusters Score: Raw -278270.170385 + Penalty 2671.718455 = -275598.451929 nChanged 0 SP:Iteration 52F (504.093751 sec): 3 clusters Score: Raw -278270.170385 + Penalty 2671.718455 = -275598.451929 nChanged 0 Trying to split cluster 9 (2432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (504.109471 sec): 2 clusters Score: Raw -196005.822588 + Penalty 1266.926252 = -194738.896336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (504.122096 sec): 3 clusters Score: Raw -194938.399765 + Penalty 2533.852504 = -192404.547261 nChanged 835 SP:Iteration 1F (504.134097 sec): 3 clusters Score: Raw -195452.626758 + Penalty 2533.852504 = -192918.774254 nChanged 214 SP:Iteration 2F (504.146027 sec): 3 clusters Score: Raw -195599.975214 + Penalty 2533.852504 = -193066.122710 nChanged 132 SP:Iteration 3F (504.157944 sec): 3 clusters Score: Raw -195694.491219 + Penalty 2533.852504 = -193160.638715 nChanged 115 SP:Iteration 4Q (504.169822 sec): 3 clusters Score: Raw -195780.498150 + Penalty 2533.852504 = -193246.645646 nChanged 109 SP:Iteration 5Q (504.181749 sec): 3 clusters Score: Raw -195861.788477 + Penalty 2533.852504 = -193327.935973 nChanged 100 SP:Iteration 6Q (504.193591 sec): 3 clusters Score: Raw -195939.461446 + Penalty 2533.852504 = -193405.608942 nChanged 100 SP:Iteration 7Q (504.205386 sec): 3 clusters Score: Raw -196018.593465 + Penalty 2533.852504 = -193484.740961 nChanged 89 SP:Iteration 8Q (504.217049 sec): 3 clusters Score: Raw -196091.649856 + Penalty 2533.852504 = -193557.797352 nChanged 84 SP:Iteration 9Q (504.228947 sec): 3 clusters Score: Raw -196158.258917 + Penalty 2533.852504 = -193624.406413 nChanged 62 SP:Iteration 10Q (504.240819 sec): 3 clusters Score: Raw -196204.774040 + Penalty 2533.852504 = -193670.921536 nChanged 55 SP:Iteration 11Q (504.252663 sec): 3 clusters Score: Raw -196248.107081 + Penalty 2533.852504 = -193714.254577 nChanged 41 SP:Iteration 12Q (504.264534 sec): 3 clusters Score: Raw -196277.635342 + Penalty 2533.852504 = -193743.782838 nChanged 35 SP:Iteration 13Q (504.276305 sec): 3 clusters Score: Raw -196296.851700 + Penalty 2533.852504 = -193762.999196 nChanged 28 SP:Iteration 14Q (504.288007 sec): 3 clusters Score: Raw -196314.194349 + Penalty 2533.852504 = -193780.341845 nChanged 22 SP:Iteration 15Q (504.299644 sec): 3 clusters Score: Raw -196329.431183 + Penalty 2533.852504 = -193795.578679 nChanged 17 SP:Iteration 16Q (504.311410 sec): 3 clusters Score: Raw -196341.135693 + Penalty 2533.852504 = -193807.283189 nChanged 12 SP:Iteration 17Q (504.323222 sec): 3 clusters Score: Raw -196348.324400 + Penalty 2533.852504 = -193814.471896 nChanged 14 SP:Iteration 18Q (504.334963 sec): 3 clusters Score: Raw -196357.527084 + Penalty 2533.852504 = -193823.674580 nChanged 14 SP:Iteration 19Q (504.346671 sec): 3 clusters Score: Raw -196366.150185 + Penalty 2533.852504 = -193832.297681 nChanged 8 SP:Iteration 20F (504.358569 sec): 3 clusters Score: Raw -196371.094388 + Penalty 2533.852504 = -193837.241884 nChanged 5 SP:Iteration 21Q (504.370328 sec): 3 clusters Score: Raw -196373.928947 + Penalty 2533.852504 = -193840.076443 nChanged 4 SP:Iteration 22Q (504.382112 sec): 3 clusters Score: Raw -196375.300510 + Penalty 2533.852504 = -193841.448006 nChanged 3 SP:Iteration 23Q (504.393865 sec): 3 clusters Score: Raw -196376.332342 + Penalty 2533.852504 = -193842.479838 nChanged 2 SP:Iteration 24Q (504.405559 sec): 3 clusters Score: Raw -196377.559467 + Penalty 2533.852504 = -193843.706963 nChanged 3 SP:Iteration 25Q (504.417329 sec): 3 clusters Score: Raw -196378.969727 + Penalty 2533.852504 = -193845.117223 nChanged 2 SP:Iteration 26Q (504.429029 sec): 3 clusters Score: Raw -196379.951233 + Penalty 2533.852504 = -193846.098729 nChanged 0 SP:Iteration 27F (504.440904 sec): 3 clusters Score: Raw -196379.951233 + Penalty 2533.852504 = -193846.098729 nChanged 0 Trying to split cluster 10 (12404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (504.467255 sec): 2 clusters Score: Raw -1049866.692763 + Penalty 1531.688321 = -1048335.004443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (504.499463 sec): 3 clusters Score: Raw -1042751.778187 + Penalty 3063.376641 = -1039688.401546 nChanged 5412 SP:Iteration 1F (504.530151 sec): 3 clusters Score: Raw -1045614.302759 + Penalty 3063.376641 = -1042550.926118 nChanged 739 SP:Iteration 2F (504.561011 sec): 3 clusters Score: Raw -1045960.199529 + Penalty 3063.376641 = -1042896.822888 nChanged 681 SP:Iteration 3F (504.591832 sec): 3 clusters Score: Raw -1046322.602669 + Penalty 3063.376641 = -1043259.226028 nChanged 645 SP:Iteration 4F (504.622522 sec): 3 clusters Score: Raw -1046733.739831 + Penalty 3063.376641 = -1043670.363190 nChanged 708 SP:Iteration 5F (504.653418 sec): 3 clusters Score: Raw -1047314.833494 + Penalty 3063.376641 = -1044251.456853 nChanged 762 SP:Iteration 6F (504.684172 sec): 3 clusters Score: Raw -1048050.563505 + Penalty 3063.376641 = -1044987.186864 nChanged 808 SP:Iteration 7F (504.715140 sec): 3 clusters Score: Raw -1048759.432749 + Penalty 3063.376641 = -1045696.056108 nChanged 717 SP:Iteration 8F (504.745969 sec): 3 clusters Score: Raw -1049348.529554 + Penalty 3063.376641 = -1046285.152913 nChanged 593 SP:Iteration 9Q (504.776154 sec): 3 clusters Score: Raw -1049798.984495 + Penalty 3063.376641 = -1046735.607854 nChanged 435 SP:Iteration 10Q (504.806076 sec): 3 clusters Score: Raw -1050099.898943 + Penalty 3063.376641 = -1047036.522302 nChanged 361 SP:Iteration 11Q (504.835799 sec): 3 clusters Score: Raw -1050354.818937 + Penalty 3063.376641 = -1047291.442296 nChanged 277 SP:Iteration 12Q (504.865144 sec): 3 clusters Score: Raw -1050508.702021 + Penalty 3063.376641 = -1047445.325380 nChanged 205 SP:Iteration 13Q (504.894464 sec): 3 clusters Score: Raw -1050592.122565 + Penalty 3063.376641 = -1047528.745924 nChanged 154 SP:Iteration 14Q (504.923811 sec): 3 clusters Score: Raw -1050639.883885 + Penalty 3063.376641 = -1047576.507244 nChanged 102 SP:Iteration 15Q (504.952838 sec): 3 clusters Score: Raw -1050663.430271 + Penalty 3063.376641 = -1047600.053629 nChanged 67 SP:Iteration 16Q (504.981790 sec): 3 clusters Score: Raw -1050679.262803 + Penalty 3063.376641 = -1047615.886162 nChanged 47 SP:Iteration 17Q (505.010840 sec): 3 clusters Score: Raw -1050686.822231 + Penalty 3063.376641 = -1047623.445590 nChanged 31 SP:Iteration 18Q (505.039740 sec): 3 clusters Score: Raw -1050692.674519 + Penalty 3063.376641 = -1047629.297878 nChanged 28 SP:Iteration 19Q (505.076438 sec): 3 clusters Score: Raw -1050698.223464 + Penalty 3063.376641 = -1047634.846823 nChanged 25 SP:Iteration 20F (505.107450 sec): 3 clusters Score: Raw -1050702.374743 + Penalty 3063.376641 = -1047638.998102 nChanged 23 SP:Iteration 21Q (505.136431 sec): 3 clusters Score: Raw -1050705.683649 + Penalty 3063.376641 = -1047642.307008 nChanged 19 SP:Iteration 22Q (505.165488 sec): 3 clusters Score: Raw -1050709.501364 + Penalty 3063.376641 = -1047646.124723 nChanged 21 SP:Iteration 23Q (505.194417 sec): 3 clusters Score: Raw -1050713.659987 + Penalty 3063.376641 = -1047650.283346 nChanged 19 SP:Iteration 24Q (505.223325 sec): 3 clusters Score: Raw -1050716.555300 + Penalty 3063.376641 = -1047653.178659 nChanged 15 SP:Iteration 25Q (505.252218 sec): 3 clusters Score: Raw -1050718.813553 + Penalty 3063.376641 = -1047655.436912 nChanged 15 SP:Iteration 26Q (505.281288 sec): 3 clusters Score: Raw -1050721.153804 + Penalty 3063.376641 = -1047657.777163 nChanged 19 SP:Iteration 27Q (505.310205 sec): 3 clusters Score: Raw -1050724.518085 + Penalty 3063.376641 = -1047661.141444 nChanged 24 SP:Iteration 28Q (505.339095 sec): 3 clusters Score: Raw -1050729.793873 + Penalty 3063.376641 = -1047666.417232 nChanged 28 SP:Iteration 29Q (505.367964 sec): 3 clusters Score: Raw -1050737.032100 + Penalty 3063.376641 = -1047673.655459 nChanged 29 SP:Iteration 30Q (505.396903 sec): 3 clusters Score: Raw -1050744.518875 + Penalty 3063.376641 = -1047681.142234 nChanged 35 SP:Iteration 31Q (505.425720 sec): 3 clusters Score: Raw -1050754.356065 + Penalty 3063.376641 = -1047690.979424 nChanged 48 SP:Iteration 32Q (505.454559 sec): 3 clusters Score: Raw -1050765.440778 + Penalty 3063.376641 = -1047702.064137 nChanged 37 SP:Iteration 33Q (505.483252 sec): 3 clusters Score: Raw -1050771.996290 + Penalty 3063.376641 = -1047708.619649 nChanged 33 SP:Iteration 34Q (505.512100 sec): 3 clusters Score: Raw -1050778.334007 + Penalty 3063.376641 = -1047714.957365 nChanged 36 SP:Iteration 35Q (505.540961 sec): 3 clusters Score: Raw -1050785.747103 + Penalty 3063.376641 = -1047722.370462 nChanged 39 SP:Iteration 36Q (505.569687 sec): 3 clusters Score: Raw -1050794.512629 + Penalty 3063.376641 = -1047731.135988 nChanged 43 SP:Iteration 37Q (505.598440 sec): 3 clusters Score: Raw -1050804.682130 + Penalty 3063.376641 = -1047741.305489 nChanged 48 SP:Iteration 38Q (505.627237 sec): 3 clusters Score: Raw -1050815.847047 + Penalty 3063.376641 = -1047752.470406 nChanged 48 SP:Iteration 39Q (505.656044 sec): 3 clusters Score: Raw -1050826.810055 + Penalty 3063.376641 = -1047763.433413 nChanged 34 SP:Iteration 40F (505.686908 sec): 3 clusters Score: Raw -1050833.284923 + Penalty 3063.376641 = -1047769.908282 nChanged 25 SP:Iteration 41Q (505.715759 sec): 3 clusters Score: Raw -1050838.178599 + Penalty 3063.376641 = -1047774.801958 nChanged 22 SP:Iteration 42Q (505.744668 sec): 3 clusters Score: Raw -1050841.714702 + Penalty 3063.376641 = -1047778.338061 nChanged 19 SP:Iteration 43Q (505.773440 sec): 3 clusters Score: Raw -1050844.911420 + Penalty 3063.376641 = -1047781.534779 nChanged 17 SP:Iteration 44Q (505.802240 sec): 3 clusters Score: Raw -1050847.696272 + Penalty 3063.376641 = -1047784.319631 nChanged 20 SP:Iteration 45Q (505.831009 sec): 3 clusters Score: Raw -1050849.939206 + Penalty 3063.376641 = -1047786.562564 nChanged 11 SP:Iteration 46Q (505.859636 sec): 3 clusters Score: Raw -1050851.389974 + Penalty 3063.376641 = -1047788.013333 nChanged 12 SP:Iteration 47Q (505.888555 sec): 3 clusters Score: Raw -1050853.102281 + Penalty 3063.376641 = -1047789.725640 nChanged 9 SP:Iteration 48Q (505.917096 sec): 3 clusters Score: Raw -1050854.406300 + Penalty 3063.376641 = -1047791.029659 nChanged 6 SP:Iteration 49Q (505.945989 sec): 3 clusters Score: Raw -1050855.053364 + Penalty 3063.376641 = -1047791.676723 nChanged 5 SP:Iteration 50Q (505.974852 sec): 3 clusters Score: Raw -1050855.808394 + Penalty 3063.376641 = -1047792.431753 nChanged 4 SP:Iteration 51Q (506.003472 sec): 3 clusters Score: Raw -1050856.258982 + Penalty 3063.376641 = -1047792.882341 nChanged 6 SP:Iteration 52Q (506.032153 sec): 3 clusters Score: Raw -1050857.140681 + Penalty 3063.376641 = -1047793.764040 nChanged 5 SP:Iteration 53Q (506.060841 sec): 3 clusters Score: Raw -1050857.687561 + Penalty 3063.376641 = -1047794.310920 nChanged 4 SP:Iteration 54Q (506.089660 sec): 3 clusters Score: Raw -1050858.252975 + Penalty 3063.376641 = -1047794.876334 nChanged 7 SP:Iteration 55Q (506.118424 sec): 3 clusters Score: Raw -1050859.205431 + Penalty 3063.376641 = -1047795.828790 nChanged 4 SP:Iteration 56Q (506.147293 sec): 3 clusters Score: Raw -1050859.668641 + Penalty 3063.376641 = -1047796.292000 nChanged 1 SP:Iteration 57Q (506.176186 sec): 3 clusters Score: Raw -1050859.712742 + Penalty 3063.376641 = -1047796.336101 nChanged 1 SP:Iteration 58Q (506.204888 sec): 3 clusters Score: Raw -1050859.754181 + Penalty 3063.376641 = -1047796.377540 nChanged 0 SP:Iteration 59F (506.235703 sec): 3 clusters Score: Raw -1050859.754181 + Penalty 3063.376641 = -1047796.377540 nChanged 0 Trying to split cluster 11 (3373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (506.251884 sec): 2 clusters Score: Raw -280422.310615 + Penalty 1320.078148 = -279102.232467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (506.269289 sec): 3 clusters Score: Raw -278772.163438 + Penalty 2640.156296 = -276132.007142 nChanged 1330 SP:Iteration 1F (506.325838 sec): 3 clusters Score: Raw -279631.255770 + Penalty 2640.156296 = -276991.099473 nChanged 280 SP:Iteration 2F (506.366718 sec): 3 clusters Score: Raw -279833.689352 + Penalty 2640.156296 = -277193.533056 nChanged 196 SP:Iteration 3F (506.419652 sec): 3 clusters Score: Raw -279956.269780 + Penalty 2640.156296 = -277316.113484 nChanged 143 SP:Iteration 4Q (506.475809 sec): 3 clusters Score: Raw -280044.756952 + Penalty 2640.156296 = -277404.600656 nChanged 123 SP:Iteration 5Q (506.490564 sec): 3 clusters Score: Raw -280116.770157 + Penalty 2640.156296 = -277476.613861 nChanged 101 SP:Iteration 6Q (506.506922 sec): 3 clusters Score: Raw -280165.705839 + Penalty 2640.156296 = -277525.549542 nChanged 67 SP:Iteration 7Q (506.523221 sec): 3 clusters Score: Raw -280203.209920 + Penalty 2640.156296 = -277563.053624 nChanged 68 SP:Iteration 8Q (506.539510 sec): 3 clusters Score: Raw -280231.726896 + Penalty 2640.156296 = -277591.570599 nChanged 41 SP:Iteration 9Q (506.555778 sec): 3 clusters Score: Raw -280249.708738 + Penalty 2640.156296 = -277609.552442 nChanged 40 SP:Iteration 10Q (506.572051 sec): 3 clusters Score: Raw -280264.898618 + Penalty 2640.156296 = -277624.742322 nChanged 29 SP:Iteration 11Q (506.588307 sec): 3 clusters Score: Raw -280276.664687 + Penalty 2640.156296 = -277636.508391 nChanged 32 SP:Iteration 12Q (506.604568 sec): 3 clusters Score: Raw -280290.081702 + Penalty 2640.156296 = -277649.925406 nChanged 32 SP:Iteration 13Q (506.620797 sec): 3 clusters Score: Raw -280301.228661 + Penalty 2640.156296 = -277661.072364 nChanged 23 SP:Iteration 14Q (506.637030 sec): 3 clusters Score: Raw -280306.823771 + Penalty 2640.156296 = -277666.667475 nChanged 10 SP:Iteration 15Q (506.653291 sec): 3 clusters Score: Raw -280310.298888 + Penalty 2640.156296 = -277670.142592 nChanged 7 SP:Iteration 16Q (506.669625 sec): 3 clusters Score: Raw -280312.929385 + Penalty 2640.156296 = -277672.773088 nChanged 12 SP:Iteration 17Q (506.685718 sec): 3 clusters Score: Raw -280317.574163 + Penalty 2640.156296 = -277677.417867 nChanged 20 SP:Iteration 18Q (506.701969 sec): 3 clusters Score: Raw -280323.876529 + Penalty 2640.156296 = -277683.720232 nChanged 20 SP:Iteration 19Q (506.718180 sec): 3 clusters Score: Raw -280332.440967 + Penalty 2640.156296 = -277692.284670 nChanged 24 SP:Iteration 20F (506.734515 sec): 3 clusters Score: Raw -280341.823013 + Penalty 2640.156296 = -277701.666716 nChanged 25 SP:Iteration 21Q (506.750734 sec): 3 clusters Score: Raw -280351.417856 + Penalty 2640.156296 = -277711.261559 nChanged 21 SP:Iteration 22Q (506.766986 sec): 3 clusters Score: Raw -280358.542974 + Penalty 2640.156296 = -277718.386678 nChanged 19 SP:Iteration 23Q (506.783274 sec): 3 clusters Score: Raw -280366.652108 + Penalty 2640.156296 = -277726.495812 nChanged 23 SP:Iteration 24Q (506.799492 sec): 3 clusters Score: Raw -280373.022089 + Penalty 2640.156296 = -277732.865792 nChanged 15 SP:Iteration 25Q (506.815695 sec): 3 clusters Score: Raw -280377.556754 + Penalty 2640.156296 = -277737.400457 nChanged 6 SP:Iteration 26Q (506.831920 sec): 3 clusters Score: Raw -280378.829396 + Penalty 2640.156296 = -277738.673100 nChanged 4 SP:Iteration 27Q (506.848107 sec): 3 clusters Score: Raw -280380.146371 + Penalty 2640.156296 = -277739.990074 nChanged 6 SP:Iteration 28Q (506.864376 sec): 3 clusters Score: Raw -280382.214747 + Penalty 2640.156296 = -277742.058451 nChanged 10 SP:Iteration 29Q (506.880567 sec): 3 clusters Score: Raw -280384.575604 + Penalty 2640.156296 = -277744.419308 nChanged 9 SP:Iteration 30Q (506.896636 sec): 3 clusters Score: Raw -280388.464547 + Penalty 2640.156296 = -277748.308251 nChanged 16 SP:Iteration 31Q (506.912756 sec): 3 clusters Score: Raw -280393.548382 + Penalty 2640.156296 = -277753.392085 nChanged 15 SP:Iteration 32Q (506.928954 sec): 3 clusters Score: Raw -280399.578894 + Penalty 2640.156296 = -277759.422597 nChanged 14 SP:Iteration 33Q (506.945129 sec): 3 clusters Score: Raw -280404.475223 + Penalty 2640.156296 = -277764.318926 nChanged 15 SP:Iteration 34Q (506.961346 sec): 3 clusters Score: Raw -280409.471204 + Penalty 2640.156296 = -277769.314907 nChanged 15 SP:Iteration 35Q (506.977516 sec): 3 clusters Score: Raw -280415.343782 + Penalty 2640.156296 = -277775.187486 nChanged 16 SP:Iteration 36Q (506.993741 sec): 3 clusters Score: Raw -280422.741641 + Penalty 2640.156296 = -277782.585345 nChanged 16 SP:Iteration 37Q (507.009913 sec): 3 clusters Score: Raw -280427.295167 + Penalty 2640.156296 = -277787.138871 nChanged 6 SP:Iteration 38Q (507.025957 sec): 3 clusters Score: Raw -280429.023265 + Penalty 2640.156296 = -277788.866969 nChanged 7 SP:Iteration 39Q (507.042177 sec): 3 clusters Score: Raw -280431.088882 + Penalty 2640.156296 = -277790.932586 nChanged 7 SP:Iteration 40F (507.058529 sec): 3 clusters Score: Raw -280433.649508 + Penalty 2640.156296 = -277793.493211 nChanged 5 SP:Iteration 41Q (507.074790 sec): 3 clusters Score: Raw -280434.557615 + Penalty 2640.156296 = -277794.401319 nChanged 5 SP:Iteration 42Q (507.090983 sec): 3 clusters Score: Raw -280435.974362 + Penalty 2640.156296 = -277795.818065 nChanged 4 SP:Iteration 43Q (507.107145 sec): 3 clusters Score: Raw -280436.588667 + Penalty 2640.156296 = -277796.432371 nChanged 5 SP:Iteration 44Q (507.123350 sec): 3 clusters Score: Raw -280438.583813 + Penalty 2640.156296 = -277798.427516 nChanged 5 SP:Iteration 45Q (507.139537 sec): 3 clusters Score: Raw -280440.787502 + Penalty 2640.156296 = -277800.631206 nChanged 4 SP:Iteration 46Q (507.155767 sec): 3 clusters Score: Raw -280442.563158 + Penalty 2640.156296 = -277802.406862 nChanged 6 SP:Iteration 47Q (507.171957 sec): 3 clusters Score: Raw -280444.865949 + Penalty 2640.156296 = -277804.709652 nChanged 5 SP:Iteration 48Q (507.188254 sec): 3 clusters Score: Raw -280446.089578 + Penalty 2640.156296 = -277805.933281 nChanged 5 SP:Iteration 49Q (507.204479 sec): 3 clusters Score: Raw -280447.203727 + Penalty 2640.156296 = -277807.047430 nChanged 6 SP:Iteration 50Q (507.220519 sec): 3 clusters Score: Raw -280448.536037 + Penalty 2640.156296 = -277808.379741 nChanged 4 SP:Iteration 51Q (507.236677 sec): 3 clusters Score: Raw -280449.126825 + Penalty 2640.156296 = -277808.970529 nChanged 4 SP:Iteration 52Q (507.252886 sec): 3 clusters Score: Raw -280449.684712 + Penalty 2640.156296 = -277809.528416 nChanged 2 SP:Iteration 53Q (507.269116 sec): 3 clusters Score: Raw -280450.629311 + Penalty 2640.156296 = -277810.473015 nChanged 3 SP:Iteration 54Q (507.285189 sec): 3 clusters Score: Raw -280451.731334 + Penalty 2640.156296 = -277811.575037 nChanged 2 SP:Iteration 55Q (507.301380 sec): 3 clusters Score: Raw -280452.548706 + Penalty 2640.156296 = -277812.392410 nChanged 4 SP:Iteration 56Q (507.317632 sec): 3 clusters Score: Raw -280454.179147 + Penalty 2640.156296 = -277814.022851 nChanged 5 SP:Iteration 57Q (507.333793 sec): 3 clusters Score: Raw -280456.084807 + Penalty 2640.156296 = -277815.928510 nChanged 9 SP:Iteration 58Q (507.350047 sec): 3 clusters Score: Raw -280460.231039 + Penalty 2640.156296 = -277820.074743 nChanged 15 SP:Iteration 59Q (507.366224 sec): 3 clusters Score: Raw -280466.784133 + Penalty 2640.156296 = -277826.627837 nChanged 5 SP:Iteration 60F (507.382578 sec): 3 clusters Score: Raw -280467.646535 + Penalty 2640.156296 = -277827.490239 nChanged 5 SP:Iteration 61Q (507.398749 sec): 3 clusters Score: Raw -280468.741566 + Penalty 2640.156296 = -277828.585270 nChanged 3 SP:Iteration 62Q (507.414956 sec): 3 clusters Score: Raw -280469.160041 + Penalty 2640.156296 = -277829.003745 nChanged 1 SP:Iteration 63Q (507.431176 sec): 3 clusters Score: Raw -280469.563225 + Penalty 2640.156296 = -277829.406928 nChanged 2 SP:Iteration 64Q (507.447302 sec): 3 clusters Score: Raw -280469.974634 + Penalty 2640.156296 = -277829.818337 nChanged 4 SP:Iteration 65Q (507.463481 sec): 3 clusters Score: Raw -280472.090929 + Penalty 2640.156296 = -277831.934632 nChanged 6 SP:Iteration 66Q (507.479595 sec): 3 clusters Score: Raw -280473.701037 + Penalty 2640.156296 = -277833.544741 nChanged 5 SP:Iteration 67Q (507.495756 sec): 3 clusters Score: Raw -280474.774265 + Penalty 2640.156296 = -277834.617969 nChanged 2 SP:Iteration 68Q (507.511936 sec): 3 clusters Score: Raw -280475.837997 + Penalty 2640.156296 = -277835.681701 nChanged 3 SP:Iteration 69Q (507.528131 sec): 3 clusters Score: Raw -280476.795099 + Penalty 2640.156296 = -277836.638803 nChanged 2 SP:Iteration 70Q (507.544354 sec): 3 clusters Score: Raw -280477.079285 + Penalty 2640.156296 = -277836.922989 nChanged 1 SP:Iteration 71Q (507.560510 sec): 3 clusters Score: Raw -280477.177160 + Penalty 2640.156296 = -277837.020864 nChanged 1 SP:Iteration 72Q (507.576758 sec): 3 clusters Score: Raw -280477.263694 + Penalty 2640.156296 = -277837.107398 nChanged 0 SP:Iteration 73F (507.593051 sec): 3 clusters Score: Raw -280477.263694 + Penalty 2640.156296 = -277837.107398 nChanged 0 Trying to split cluster 12 (29467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.638593 sec): 2 clusters Score: Raw -2372261.301706 + Penalty 1672.291769 = -2370589.009936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.698964 sec): 3 clusters Score: Raw -2354151.615721 + Penalty 3344.583538 = -2350807.032183 nChanged 13441 SP:Iteration 1F (507.755230 sec): 3 clusters Score: Raw -2361602.273378 + Penalty 3344.583538 = -2358257.689839 nChanged 1309 SP:Iteration 2Q (507.814582 sec): 3 clusters Score: Raw -2362036.481675 + Penalty 3344.583538 = -2358691.898136 nChanged 1307 SP:Iteration 3Q (507.872778 sec): 3 clusters Score: Raw -2362485.580822 + Penalty 3344.583538 = -2359140.997284 nChanged 1269 SP:Iteration 4Q (507.931130 sec): 3 clusters Score: Raw -2362947.316131 + Penalty 3344.583538 = -2359602.732592 nChanged 1268 SP:Iteration 5Q (507.989366 sec): 3 clusters Score: Raw -2363452.436618 + Penalty 3344.583538 = -2360107.853080 nChanged 1267 SP:Iteration 6Q (508.047432 sec): 3 clusters Score: Raw -2364025.245793 + Penalty 3344.583538 = -2360680.662254 nChanged 1306 SP:Iteration 7Q (508.105857 sec): 3 clusters Score: Raw -2364682.051545 + Penalty 3344.583538 = -2361337.468007 nChanged 1349 SP:Iteration 8Q (508.163651 sec): 3 clusters Score: Raw -2365466.721207 + Penalty 3344.583538 = -2362122.137668 nChanged 1453 SP:Iteration 9Q (508.221493 sec): 3 clusters Score: Raw -2366308.840084 + Penalty 3344.583538 = -2362964.256546 nChanged 1375 SP:Iteration 10Q (508.279112 sec): 3 clusters Score: Raw -2367186.588623 + Penalty 3344.583538 = -2363842.005085 nChanged 1331 SP:Iteration 11Q (508.336078 sec): 3 clusters Score: Raw -2368057.440546 + Penalty 3344.583538 = -2364712.857008 nChanged 1263 SP:Iteration 12Q (508.392819 sec): 3 clusters Score: Raw -2368900.045018 + Penalty 3344.583538 = -2365555.461479 nChanged 1138 SP:Iteration 13Q (508.448659 sec): 3 clusters Score: Raw -2369618.038668 + Penalty 3344.583538 = -2366273.455129 nChanged 989 SP:Iteration 14Q (508.503027 sec): 3 clusters Score: Raw -2370177.097218 + Penalty 3344.583538 = -2366832.513680 nChanged 815 SP:Iteration 15Q (508.556974 sec): 3 clusters Score: Raw -2370604.983263 + Penalty 3344.583538 = -2367260.399725 nChanged 720 SP:Iteration 16Q (508.609882 sec): 3 clusters Score: Raw -2370989.423941 + Penalty 3344.583538 = -2367644.840402 nChanged 595 SP:Iteration 17Q (508.662057 sec): 3 clusters Score: Raw -2371287.946661 + Penalty 3344.583538 = -2367943.363122 nChanged 447 SP:Iteration 18Q (508.713536 sec): 3 clusters Score: Raw -2371486.533478 + Penalty 3344.583538 = -2368141.949940 nChanged 405 SP:Iteration 19Q (508.765006 sec): 3 clusters Score: Raw -2371665.961771 + Penalty 3344.583538 = -2368321.378233 nChanged 357 SP:Iteration 20F (508.821076 sec): 3 clusters Score: Raw -2371829.664337 + Penalty 3344.583538 = -2368485.080798 nChanged 330 SP:Iteration 21Q (508.872493 sec): 3 clusters Score: Raw -2371986.493836 + Penalty 3344.583538 = -2368641.910298 nChanged 292 SP:Iteration 22Q (508.922548 sec): 3 clusters Score: Raw -2372120.874073 + Penalty 3344.583538 = -2368776.290535 nChanged 279 SP:Iteration 23Q (508.972327 sec): 3 clusters Score: Raw -2372246.797470 + Penalty 3344.583538 = -2368902.213931 nChanged 244 SP:Iteration 24Q (509.021862 sec): 3 clusters Score: Raw -2372346.683757 + Penalty 3344.583538 = -2369002.100219 nChanged 205 SP:Iteration 25Q (509.071094 sec): 3 clusters Score: Raw -2372423.531580 + Penalty 3344.583538 = -2369078.948042 nChanged 175 SP:Iteration 26Q (509.120173 sec): 3 clusters Score: Raw -2372501.011797 + Penalty 3344.583538 = -2369156.428258 nChanged 165 SP:Iteration 27Q (509.168729 sec): 3 clusters Score: Raw -2372575.241649 + Penalty 3344.583538 = -2369230.658111 nChanged 149 SP:Iteration 28Q (509.217364 sec): 3 clusters Score: Raw -2372633.760720 + Penalty 3344.583538 = -2369289.177182 nChanged 138 SP:Iteration 29Q (509.265835 sec): 3 clusters Score: Raw -2372692.507264 + Penalty 3344.583538 = -2369347.923725 nChanged 129 SP:Iteration 30Q (509.314234 sec): 3 clusters Score: Raw -2372739.375831 + Penalty 3344.583538 = -2369394.792293 nChanged 90 SP:Iteration 31Q (509.362066 sec): 3 clusters Score: Raw -2372773.906371 + Penalty 3344.583538 = -2369429.322832 nChanged 90 SP:Iteration 32Q (509.410005 sec): 3 clusters Score: Raw -2372805.690582 + Penalty 3344.583538 = -2369461.107044 nChanged 67 SP:Iteration 33Q (509.457702 sec): 3 clusters Score: Raw -2372828.218472 + Penalty 3344.583538 = -2369483.634933 nChanged 53 SP:Iteration 34Q (509.505461 sec): 3 clusters Score: Raw -2372845.773847 + Penalty 3344.583538 = -2369501.190308 nChanged 41 SP:Iteration 35Q (509.553020 sec): 3 clusters Score: Raw -2372859.972211 + Penalty 3344.583538 = -2369515.388673 nChanged 38 SP:Iteration 36Q (509.600519 sec): 3 clusters Score: Raw -2372871.309265 + Penalty 3344.583538 = -2369526.725726 nChanged 27 SP:Iteration 37Q (509.647928 sec): 3 clusters Score: Raw -2372878.827805 + Penalty 3344.583538 = -2369534.244266 nChanged 29 SP:Iteration 38Q (509.695398 sec): 3 clusters Score: Raw -2372884.423012 + Penalty 3344.583538 = -2369539.839473 nChanged 17 SP:Iteration 39Q (509.742879 sec): 3 clusters Score: Raw -2372888.353361 + Penalty 3344.583538 = -2369543.769823 nChanged 19 SP:Iteration 40F (509.799007 sec): 3 clusters Score: Raw -2372895.192657 + Penalty 3344.583538 = -2369550.609119 nChanged 23 SP:Iteration 41Q (509.847648 sec): 3 clusters Score: Raw -2372901.943291 + Penalty 3344.583538 = -2369557.359753 nChanged 23 SP:Iteration 42Q (509.895134 sec): 3 clusters Score: Raw -2372905.942544 + Penalty 3344.583538 = -2369561.359005 nChanged 11 SP:Iteration 43Q (509.943874 sec): 3 clusters Score: Raw -2372908.267804 + Penalty 3344.583538 = -2369563.684266 nChanged 10 SP:Iteration 44Q (509.990192 sec): 3 clusters Score: Raw -2372910.185625 + Penalty 3344.583538 = -2369565.602087 nChanged 4 SP:Iteration 45Q (510.045616 sec): 3 clusters Score: Raw -2372910.849132 + Penalty 3344.583538 = -2369566.265593 nChanged 4 SP:Iteration 46Q (510.086170 sec): 3 clusters Score: Raw -2372911.706101 + Penalty 3344.583538 = -2369567.122562 nChanged 5 SP:Iteration 47Q (510.133021 sec): 3 clusters Score: Raw -2372912.998066 + Penalty 3344.583538 = -2369568.414528 nChanged 3 SP:Iteration 48Q (510.180523 sec): 3 clusters Score: Raw -2372913.323498 + Penalty 3344.583538 = -2369568.739960 nChanged 0 SP:Iteration 49F (510.236456 sec): 3 clusters Score: Raw -2372913.323498 + Penalty 3344.583538 = -2369568.739960 nChanged 0 Trying to split cluster 13 (8754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (510.256386 sec): 2 clusters Score: Raw -742627.353637 + Penalty 1475.055728 = -741152.297909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.282966 sec): 3 clusters Score: Raw -737699.650537 + Penalty 2950.111456 = -734749.539081 nChanged 3755 SP:Iteration 1F (510.308688 sec): 3 clusters Score: Raw -739766.510633 + Penalty 2950.111456 = -736816.399177 nChanged 591 SP:Iteration 2F (510.334314 sec): 3 clusters Score: Raw -740065.377919 + Penalty 2950.111456 = -737115.266463 nChanged 510 SP:Iteration 3F (510.359877 sec): 3 clusters Score: Raw -740308.836943 + Penalty 2950.111456 = -737358.725487 nChanged 436 SP:Iteration 4Q (510.385854 sec): 3 clusters Score: Raw -740547.856004 + Penalty 2950.111456 = -737597.744548 nChanged 455 SP:Iteration 5F (510.411494 sec): 3 clusters Score: Raw -740806.311589 + Penalty 2950.111456 = -737856.200133 nChanged 454 SP:Iteration 6F (510.437374 sec): 3 clusters Score: Raw -741089.186701 + Penalty 2950.111456 = -738139.075245 nChanged 447 SP:Iteration 7F (510.463125 sec): 3 clusters Score: Raw -741376.479099 + Penalty 2950.111456 = -738426.367644 nChanged 426 SP:Iteration 8Q (510.489146 sec): 3 clusters Score: Raw -741656.871965 + Penalty 2950.111456 = -738706.760510 nChanged 380 SP:Iteration 9Q (510.514708 sec): 3 clusters Score: Raw -741881.256813 + Penalty 2950.111456 = -738931.145357 nChanged 344 SP:Iteration 10Q (510.540560 sec): 3 clusters Score: Raw -742059.339846 + Penalty 2950.111456 = -739109.228390 nChanged 271 SP:Iteration 11Q (510.566073 sec): 3 clusters Score: Raw -742175.581682 + Penalty 2950.111456 = -739225.470227 nChanged 186 SP:Iteration 12Q (510.591701 sec): 3 clusters Score: Raw -742236.360691 + Penalty 2950.111456 = -739286.249236 nChanged 146 SP:Iteration 13Q (510.617147 sec): 3 clusters Score: Raw -742279.024940 + Penalty 2950.111456 = -739328.913484 nChanged 122 SP:Iteration 14Q (510.642889 sec): 3 clusters Score: Raw -742307.521542 + Penalty 2950.111456 = -739357.410086 nChanged 81 SP:Iteration 15Q (510.668293 sec): 3 clusters Score: Raw -742325.007171 + Penalty 2950.111456 = -739374.895715 nChanged 65 SP:Iteration 16Q (510.693898 sec): 3 clusters Score: Raw -742337.494068 + Penalty 2950.111456 = -739387.382612 nChanged 49 SP:Iteration 17Q (510.719696 sec): 3 clusters Score: Raw -742346.083941 + Penalty 2950.111456 = -739395.972486 nChanged 34 SP:Iteration 18Q (510.745350 sec): 3 clusters Score: Raw -742350.788371 + Penalty 2950.111456 = -739400.676915 nChanged 29 SP:Iteration 19Q (510.771023 sec): 3 clusters Score: Raw -742355.378814 + Penalty 2950.111456 = -739405.267358 nChanged 17 SP:Iteration 20F (510.797031 sec): 3 clusters Score: Raw -742358.085315 + Penalty 2950.111456 = -739407.973860 nChanged 21 SP:Iteration 21Q (510.822710 sec): 3 clusters Score: Raw -742360.900329 + Penalty 2950.111456 = -739410.788874 nChanged 23 SP:Iteration 22Q (510.848169 sec): 3 clusters Score: Raw -742365.619107 + Penalty 2950.111456 = -739415.507652 nChanged 20 SP:Iteration 23Q (510.873728 sec): 3 clusters Score: Raw -742369.249440 + Penalty 2950.111456 = -739419.137984 nChanged 16 SP:Iteration 24Q (510.899340 sec): 3 clusters Score: Raw -742371.275069 + Penalty 2950.111456 = -739421.163613 nChanged 18 SP:Iteration 25Q (510.924827 sec): 3 clusters Score: Raw -742373.504968 + Penalty 2950.111456 = -739423.393512 nChanged 17 SP:Iteration 26Q (510.950567 sec): 3 clusters Score: Raw -742375.762101 + Penalty 2950.111456 = -739425.650645 nChanged 16 SP:Iteration 27Q (510.976281 sec): 3 clusters Score: Raw -742377.382262 + Penalty 2950.111456 = -739427.270806 nChanged 13 SP:Iteration 28Q (511.001785 sec): 3 clusters Score: Raw -742379.484602 + Penalty 2950.111456 = -739429.373146 nChanged 10 SP:Iteration 29Q (511.027386 sec): 3 clusters Score: Raw -742380.900940 + Penalty 2950.111456 = -739430.789484 nChanged 17 SP:Iteration 30Q (511.053051 sec): 3 clusters Score: Raw -742382.993300 + Penalty 2950.111456 = -739432.881844 nChanged 16 SP:Iteration 31Q (511.078678 sec): 3 clusters Score: Raw -742385.545105 + Penalty 2950.111456 = -739435.433649 nChanged 18 SP:Iteration 32Q (511.104375 sec): 3 clusters Score: Raw -742388.778995 + Penalty 2950.111456 = -739438.667539 nChanged 18 SP:Iteration 33Q (511.129811 sec): 3 clusters Score: Raw -742391.600527 + Penalty 2950.111456 = -739441.489071 nChanged 13 SP:Iteration 34Q (511.155150 sec): 3 clusters Score: Raw -742393.112505 + Penalty 2950.111456 = -739443.001049 nChanged 16 SP:Iteration 35Q (511.180593 sec): 3 clusters Score: Raw -742394.658595 + Penalty 2950.111456 = -739444.547139 nChanged 12 SP:Iteration 36Q (511.218102 sec): 3 clusters Score: Raw -742396.239568 + Penalty 2950.111456 = -739446.128112 nChanged 17 SP:Iteration 37Q (511.243453 sec): 3 clusters Score: Raw -742398.164213 + Penalty 2950.111456 = -739448.052757 nChanged 13 SP:Iteration 38Q (511.268859 sec): 3 clusters Score: Raw -742399.871431 + Penalty 2950.111456 = -739449.759975 nChanged 18 SP:Iteration 39Q (511.294282 sec): 3 clusters Score: Raw -742402.016041 + Penalty 2950.111456 = -739451.904585 nChanged 11 SP:Iteration 40F (511.319808 sec): 3 clusters Score: Raw -742403.472355 + Penalty 2950.111456 = -739453.360899 nChanged 15 SP:Iteration 41Q (511.345155 sec): 3 clusters Score: Raw -742405.128381 + Penalty 2950.111456 = -739455.016925 nChanged 13 SP:Iteration 42Q (511.370828 sec): 3 clusters Score: Raw -742407.045935 + Penalty 2950.111456 = -739456.934479 nChanged 15 SP:Iteration 43Q (511.396117 sec): 3 clusters Score: Raw -742409.456244 + Penalty 2950.111456 = -739459.344789 nChanged 21 SP:Iteration 44Q (511.421670 sec): 3 clusters Score: Raw -742412.532688 + Penalty 2950.111456 = -739462.421232 nChanged 17 SP:Iteration 45Q (511.447157 sec): 3 clusters Score: Raw -742414.679333 + Penalty 2950.111456 = -739464.567877 nChanged 13 SP:Iteration 46Q (511.472665 sec): 3 clusters Score: Raw -742416.434342 + Penalty 2950.111456 = -739466.322886 nChanged 13 SP:Iteration 47Q (511.498034 sec): 3 clusters Score: Raw -742418.099189 + Penalty 2950.111456 = -739467.987733 nChanged 13 SP:Iteration 48Q (511.523479 sec): 3 clusters Score: Raw -742419.594273 + Penalty 2950.111456 = -739469.482818 nChanged 14 SP:Iteration 49Q (511.548792 sec): 3 clusters Score: Raw -742421.084912 + Penalty 2950.111456 = -739470.973457 nChanged 7 SP:Iteration 50Q (511.574279 sec): 3 clusters Score: Raw -742422.123188 + Penalty 2950.111456 = -739472.011732 nChanged 12 SP:Iteration 51Q (511.599538 sec): 3 clusters Score: Raw -742423.361516 + Penalty 2950.111456 = -739473.250060 nChanged 8 SP:Iteration 52Q (511.624951 sec): 3 clusters Score: Raw -742424.470047 + Penalty 2950.111456 = -739474.358592 nChanged 15 SP:Iteration 53Q (511.650378 sec): 3 clusters Score: Raw -742425.975444 + Penalty 2950.111456 = -739475.863988 nChanged 10 SP:Iteration 54Q (511.675843 sec): 3 clusters Score: Raw -742427.117258 + Penalty 2950.111456 = -739477.005803 nChanged 4 SP:Iteration 55Q (511.701471 sec): 3 clusters Score: Raw -742427.592919 + Penalty 2950.111456 = -739477.481463 nChanged 7 SP:Iteration 56Q (511.727093 sec): 3 clusters Score: Raw -742428.229859 + Penalty 2950.111456 = -739478.118403 nChanged 3 SP:Iteration 57Q (511.752700 sec): 3 clusters Score: Raw -742428.458509 + Penalty 2950.111456 = -739478.347053 nChanged 1 SP:Iteration 58Q (511.778004 sec): 3 clusters Score: Raw -742428.799572 + Penalty 2950.111456 = -739478.688116 nChanged 1 SP:Iteration 59Q (511.803456 sec): 3 clusters Score: Raw -742428.894804 + Penalty 2950.111456 = -739478.783348 nChanged 0 SP:Iteration 60F (511.829167 sec): 3 clusters Score: Raw -742428.894804 + Penalty 2950.111456 = -739478.783348 nChanged 0 Trying to split cluster 14 (8472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (511.850237 sec): 2 clusters Score: Raw -649749.038032 + Penalty 1469.734807 = -648279.303226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (511.876439 sec): 3 clusters Score: Raw -645023.056113 + Penalty 2939.469613 = -642083.586500 nChanged 3596 SP:Iteration 1F (511.901619 sec): 3 clusters Score: Raw -646959.141749 + Penalty 2939.469613 = -644019.672136 nChanged 572 SP:Iteration 2F (511.927006 sec): 3 clusters Score: Raw -647222.045676 + Penalty 2939.469613 = -644282.576062 nChanged 476 SP:Iteration 3F (511.952092 sec): 3 clusters Score: Raw -647459.271768 + Penalty 2939.469613 = -644519.802155 nChanged 451 SP:Iteration 4F (511.977257 sec): 3 clusters Score: Raw -647700.744064 + Penalty 2939.469613 = -644761.274451 nChanged 448 SP:Iteration 5F (512.002581 sec): 3 clusters Score: Raw -647972.673550 + Penalty 2939.469613 = -645033.203937 nChanged 475 SP:Iteration 6F (512.027852 sec): 3 clusters Score: Raw -648279.474188 + Penalty 2939.469613 = -645340.004575 nChanged 454 SP:Iteration 7F (512.053150 sec): 3 clusters Score: Raw -648585.635662 + Penalty 2939.469613 = -645646.166048 nChanged 377 SP:Iteration 8Q (512.078349 sec): 3 clusters Score: Raw -648838.887718 + Penalty 2939.469613 = -645899.418104 nChanged 335 SP:Iteration 9Q (512.103552 sec): 3 clusters Score: Raw -649094.455908 + Penalty 2939.469613 = -646154.986294 nChanged 307 SP:Iteration 10Q (512.128615 sec): 3 clusters Score: Raw -649349.712192 + Penalty 2939.469613 = -646410.242579 nChanged 237 SP:Iteration 11Q (512.153590 sec): 3 clusters Score: Raw -649537.086147 + Penalty 2939.469613 = -646597.616534 nChanged 154 SP:Iteration 12Q (512.178317 sec): 3 clusters Score: Raw -649649.485644 + Penalty 2939.469613 = -646710.016031 nChanged 111 SP:Iteration 13Q (512.202556 sec): 3 clusters Score: Raw -649738.260514 + Penalty 2939.469613 = -646798.790901 nChanged 81 SP:Iteration 14Q (512.226534 sec): 3 clusters Score: Raw -649807.086384 + Penalty 2939.469613 = -646867.616771 nChanged 53 SP:Iteration 15Q (512.250536 sec): 3 clusters Score: Raw -649850.397486 + Penalty 2939.469613 = -646910.927872 nChanged 42 SP:Iteration 16Q (512.274339 sec): 3 clusters Score: Raw -649888.069580 + Penalty 2939.469613 = -646948.599966 nChanged 34 SP:Iteration 17Q (512.297834 sec): 3 clusters Score: Raw -649913.864571 + Penalty 2939.469613 = -646974.394958 nChanged 14 SP:Iteration 18Q (512.321186 sec): 3 clusters Score: Raw -649925.103263 + Penalty 2939.469613 = -646985.633650 nChanged 8 SP:Iteration 19Q (512.344349 sec): 3 clusters Score: Raw -649931.614236 + Penalty 2939.469613 = -646992.144623 nChanged 10 SP:Iteration 20F (512.369733 sec): 3 clusters Score: Raw -649937.087909 + Penalty 2939.469613 = -646997.618296 nChanged 4 SP:Iteration 21Q (512.393139 sec): 3 clusters Score: Raw -649939.298060 + Penalty 2939.469613 = -646999.828447 nChanged 2 SP:Iteration 22Q (512.416362 sec): 3 clusters Score: Raw -649940.389382 + Penalty 2939.469613 = -647000.919769 nChanged 1 SP:Iteration 23Q (512.439801 sec): 3 clusters Score: Raw -649941.154315 + Penalty 2939.469613 = -647001.684702 nChanged 0 SP:Iteration 24F (512.464908 sec): 3 clusters Score: Raw -649941.154315 + Penalty 2939.469613 = -647001.684702 nChanged 0 Trying to split cluster 15 (5443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (512.483417 sec): 2 clusters Score: Raw -453990.384025 + Penalty 1397.838919 = -452592.545106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (512.505516 sec): 3 clusters Score: Raw -451150.059908 + Penalty 2795.677839 = -448354.382069 nChanged 2208 SP:Iteration 1F (512.527236 sec): 3 clusters Score: Raw -452412.040900 + Penalty 2795.677839 = -449616.363061 nChanged 429 SP:Iteration 2F (512.548658 sec): 3 clusters Score: Raw -452663.186320 + Penalty 2795.677839 = -449867.508481 nChanged 332 SP:Iteration 3F (512.570321 sec): 3 clusters Score: Raw -452868.488307 + Penalty 2795.677839 = -450072.810468 nChanged 307 SP:Iteration 4F (512.591852 sec): 3 clusters Score: Raw -453079.054169 + Penalty 2795.677839 = -450283.376330 nChanged 282 SP:Iteration 5F (512.613354 sec): 3 clusters Score: Raw -453250.488071 + Penalty 2795.677839 = -450454.810232 nChanged 254 SP:Iteration 6Q (512.634958 sec): 3 clusters Score: Raw -453422.743209 + Penalty 2795.677839 = -450627.065370 nChanged 244 SP:Iteration 7Q (512.656441 sec): 3 clusters Score: Raw -453582.235245 + Penalty 2795.677839 = -450786.557406 nChanged 213 SP:Iteration 8Q (512.678192 sec): 3 clusters Score: Raw -453704.574716 + Penalty 2795.677839 = -450908.896877 nChanged 167 SP:Iteration 9Q (512.699743 sec): 3 clusters Score: Raw -453797.140982 + Penalty 2795.677839 = -451001.463143 nChanged 146 SP:Iteration 10Q (512.721176 sec): 3 clusters Score: Raw -453870.825856 + Penalty 2795.677839 = -451075.148017 nChanged 117 SP:Iteration 11Q (512.742698 sec): 3 clusters Score: Raw -453926.513026 + Penalty 2795.677839 = -451130.835187 nChanged 103 SP:Iteration 12Q (512.764241 sec): 3 clusters Score: Raw -453965.648034 + Penalty 2795.677839 = -451169.970195 nChanged 75 SP:Iteration 13Q (512.785591 sec): 3 clusters Score: Raw -453993.102160 + Penalty 2795.677839 = -451197.424321 nChanged 65 SP:Iteration 14Q (512.807154 sec): 3 clusters Score: Raw -454015.401586 + Penalty 2795.677839 = -451219.723747 nChanged 51 SP:Iteration 15Q (512.828816 sec): 3 clusters Score: Raw -454032.646485 + Penalty 2795.677839 = -451236.968646 nChanged 40 SP:Iteration 16Q (512.850238 sec): 3 clusters Score: Raw -454044.310572 + Penalty 2795.677839 = -451248.632733 nChanged 46 SP:Iteration 17Q (512.871762 sec): 3 clusters Score: Raw -454057.249927 + Penalty 2795.677839 = -451261.572088 nChanged 39 SP:Iteration 18Q (512.893369 sec): 3 clusters Score: Raw -454068.141618 + Penalty 2795.677839 = -451272.463779 nChanged 24 SP:Iteration 19Q (512.915021 sec): 3 clusters Score: Raw -454075.386088 + Penalty 2795.677839 = -451279.708249 nChanged 27 SP:Iteration 20F (512.936428 sec): 3 clusters Score: Raw -454086.626592 + Penalty 2795.677839 = -451290.948753 nChanged 35 SP:Iteration 21Q (512.958140 sec): 3 clusters Score: Raw -454099.959235 + Penalty 2795.677839 = -451304.281396 nChanged 25 SP:Iteration 22Q (512.979493 sec): 3 clusters Score: Raw -454110.063557 + Penalty 2795.677839 = -451314.385718 nChanged 29 SP:Iteration 23Q (513.001128 sec): 3 clusters Score: Raw -454123.505366 + Penalty 2795.677839 = -451327.827527 nChanged 31 SP:Iteration 24Q (513.022726 sec): 3 clusters Score: Raw -454136.981507 + Penalty 2795.677839 = -451341.303668 nChanged 25 SP:Iteration 25Q (513.044142 sec): 3 clusters Score: Raw -454144.139167 + Penalty 2795.677839 = -451348.461328 nChanged 26 SP:Iteration 26Q (513.065561 sec): 3 clusters Score: Raw -454154.269827 + Penalty 2795.677839 = -451358.591988 nChanged 32 SP:Iteration 27Q (513.087138 sec): 3 clusters Score: Raw -454163.821910 + Penalty 2795.677839 = -451368.144071 nChanged 26 SP:Iteration 28Q (513.108468 sec): 3 clusters Score: Raw -454169.716836 + Penalty 2795.677839 = -451374.038997 nChanged 18 SP:Iteration 29Q (513.130039 sec): 3 clusters Score: Raw -454174.198665 + Penalty 2795.677839 = -451378.520826 nChanged 14 SP:Iteration 30Q (513.151211 sec): 3 clusters Score: Raw -454177.385129 + Penalty 2795.677839 = -451381.707290 nChanged 8 SP:Iteration 31Q (513.172740 sec): 3 clusters Score: Raw -454179.663707 + Penalty 2795.677839 = -451383.985868 nChanged 10 SP:Iteration 32Q (513.194245 sec): 3 clusters Score: Raw -454181.473052 + Penalty 2795.677839 = -451385.795213 nChanged 7 SP:Iteration 33Q (513.215649 sec): 3 clusters Score: Raw -454183.041385 + Penalty 2795.677839 = -451387.363546 nChanged 7 SP:Iteration 34Q (513.237117 sec): 3 clusters Score: Raw -454184.567752 + Penalty 2795.677839 = -451388.889913 nChanged 4 SP:Iteration 35Q (513.258624 sec): 3 clusters Score: Raw -454185.356640 + Penalty 2795.677839 = -451389.678801 nChanged 4 SP:Iteration 36Q (513.279913 sec): 3 clusters Score: Raw -454186.338139 + Penalty 2795.677839 = -451390.660300 nChanged 3 SP:Iteration 37Q (513.301357 sec): 3 clusters Score: Raw -454187.179040 + Penalty 2795.677839 = -451391.501201 nChanged 3 SP:Iteration 38Q (513.322840 sec): 3 clusters Score: Raw -454187.633919 + Penalty 2795.677839 = -451391.956080 nChanged 1 SP:Iteration 39Q (513.344320 sec): 3 clusters Score: Raw -454187.700007 + Penalty 2795.677839 = -451392.022168 nChanged 0 SP:Iteration 40F (513.365814 sec): 3 clusters Score: Raw -454187.700007 + Penalty 2795.677839 = -451392.022168 nChanged 0 Trying to split cluster 16 (3212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (513.382288 sec): 2 clusters Score: Raw -254900.755010 + Penalty 1312.130475 = -253588.624535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (513.398855 sec): 3 clusters Score: Raw -253371.948982 + Penalty 2624.260949 = -250747.688032 nChanged 1223 SP:Iteration 1F (513.414407 sec): 3 clusters Score: Raw -254079.403320 + Penalty 2624.260949 = -251455.142371 nChanged 239 SP:Iteration 2F (513.429995 sec): 3 clusters Score: Raw -254202.011338 + Penalty 2624.260949 = -251577.750389 nChanged 154 SP:Iteration 3Q (513.445627 sec): 3 clusters Score: Raw -254272.040766 + Penalty 2624.260949 = -251647.779816 nChanged 110 SP:Iteration 4Q (513.461263 sec): 3 clusters Score: Raw -254315.462057 + Penalty 2624.260949 = -251691.201107 nChanged 74 SP:Iteration 5Q (513.476849 sec): 3 clusters Score: Raw -254343.427825 + Penalty 2624.260949 = -251719.166875 nChanged 48 SP:Iteration 6Q (513.492456 sec): 3 clusters Score: Raw -254360.683431 + Penalty 2624.260949 = -251736.422482 nChanged 31 SP:Iteration 7Q (513.508030 sec): 3 clusters Score: Raw -254374.243547 + Penalty 2624.260949 = -251749.982598 nChanged 32 SP:Iteration 8Q (513.523656 sec): 3 clusters Score: Raw -254387.553178 + Penalty 2624.260949 = -251763.292228 nChanged 35 SP:Iteration 9Q (513.539276 sec): 3 clusters Score: Raw -254400.095021 + Penalty 2624.260949 = -251775.834071 nChanged 33 SP:Iteration 10Q (513.554856 sec): 3 clusters Score: Raw -254413.310715 + Penalty 2624.260949 = -251789.049766 nChanged 40 SP:Iteration 11Q (513.570348 sec): 3 clusters Score: Raw -254431.514428 + Penalty 2624.260949 = -251807.253479 nChanged 28 SP:Iteration 12Q (513.585938 sec): 3 clusters Score: Raw -254441.188641 + Penalty 2624.260949 = -251816.927692 nChanged 26 SP:Iteration 13Q (513.601505 sec): 3 clusters Score: Raw -254451.004707 + Penalty 2624.260949 = -251826.743757 nChanged 22 SP:Iteration 14Q (513.617125 sec): 3 clusters Score: Raw -254458.390742 + Penalty 2624.260949 = -251834.129792 nChanged 27 SP:Iteration 15Q (513.632747 sec): 3 clusters Score: Raw -254466.350092 + Penalty 2624.260949 = -251842.089142 nChanged 19 SP:Iteration 16Q (513.648163 sec): 3 clusters Score: Raw -254473.876564 + Penalty 2624.260949 = -251849.615615 nChanged 20 SP:Iteration 17Q (513.663710 sec): 3 clusters Score: Raw -254481.641525 + Penalty 2624.260949 = -251857.380575 nChanged 19 SP:Iteration 18Q (513.679286 sec): 3 clusters Score: Raw -254489.755100 + Penalty 2624.260949 = -251865.494151 nChanged 20 SP:Iteration 19Q (513.694874 sec): 3 clusters Score: Raw -254496.213345 + Penalty 2624.260949 = -251871.952395 nChanged 14 SP:Iteration 20F (513.710444 sec): 3 clusters Score: Raw -254499.856150 + Penalty 2624.260949 = -251875.595200 nChanged 11 SP:Iteration 21Q (513.726053 sec): 3 clusters Score: Raw -254503.770894 + Penalty 2624.260949 = -251879.509944 nChanged 13 SP:Iteration 22Q (513.741643 sec): 3 clusters Score: Raw -254508.226747 + Penalty 2624.260949 = -251883.965797 nChanged 15 SP:Iteration 23Q (513.757238 sec): 3 clusters Score: Raw -254513.626647 + Penalty 2624.260949 = -251889.365698 nChanged 14 SP:Iteration 24Q (513.772795 sec): 3 clusters Score: Raw -254517.084619 + Penalty 2624.260949 = -251892.823669 nChanged 12 SP:Iteration 25Q (513.788441 sec): 3 clusters Score: Raw -254521.181328 + Penalty 2624.260949 = -251896.920379 nChanged 18 SP:Iteration 26Q (513.804019 sec): 3 clusters Score: Raw -254527.025225 + Penalty 2624.260949 = -251902.764276 nChanged 21 SP:Iteration 27Q (513.819495 sec): 3 clusters Score: Raw -254534.550354 + Penalty 2624.260949 = -251910.289405 nChanged 17 SP:Iteration 28Q (513.835104 sec): 3 clusters Score: Raw -254540.041704 + Penalty 2624.260949 = -251915.780755 nChanged 22 SP:Iteration 29Q (513.850699 sec): 3 clusters Score: Raw -254546.482717 + Penalty 2624.260949 = -251922.221768 nChanged 17 SP:Iteration 30Q (513.866115 sec): 3 clusters Score: Raw -254550.146839 + Penalty 2624.260949 = -251925.885890 nChanged 7 SP:Iteration 31Q (513.881728 sec): 3 clusters Score: Raw -254552.020943 + Penalty 2624.260949 = -251927.759993 nChanged 9 SP:Iteration 32Q (513.897278 sec): 3 clusters Score: Raw -254555.447505 + Penalty 2624.260949 = -251931.186556 nChanged 10 SP:Iteration 33Q (513.912888 sec): 3 clusters Score: Raw -254557.879538 + Penalty 2624.260949 = -251933.618588 nChanged 11 SP:Iteration 34Q (513.928437 sec): 3 clusters Score: Raw -254560.910623 + Penalty 2624.260949 = -251936.649673 nChanged 13 SP:Iteration 35Q (513.943999 sec): 3 clusters Score: Raw -254565.345740 + Penalty 2624.260949 = -251941.084790 nChanged 6 SP:Iteration 36Q (513.959535 sec): 3 clusters Score: Raw -254566.635156 + Penalty 2624.260949 = -251942.374207 nChanged 4 SP:Iteration 37Q (513.975010 sec): 3 clusters Score: Raw -254568.145836 + Penalty 2624.260949 = -251943.884887 nChanged 4 SP:Iteration 38Q (513.990567 sec): 3 clusters Score: Raw -254569.006135 + Penalty 2624.260949 = -251944.745186 nChanged 6 SP:Iteration 39Q (514.006024 sec): 3 clusters Score: Raw -254570.609233 + Penalty 2624.260949 = -251946.348284 nChanged 6 SP:Iteration 40F (514.021553 sec): 3 clusters Score: Raw -254573.086695 + Penalty 2624.260949 = -251948.825745 nChanged 7 SP:Iteration 41Q (514.037117 sec): 3 clusters Score: Raw -254575.351052 + Penalty 2624.260949 = -251951.090103 nChanged 8 SP:Iteration 42Q (514.052668 sec): 3 clusters Score: Raw -254581.921655 + Penalty 2624.260949 = -251957.660706 nChanged 12 SP:Iteration 43Q (514.068248 sec): 3 clusters Score: Raw -254585.620100 + Penalty 2624.260949 = -251961.359151 nChanged 12 SP:Iteration 44Q (514.083768 sec): 3 clusters Score: Raw -254589.759181 + Penalty 2624.260949 = -251965.498231 nChanged 13 SP:Iteration 45Q (514.099401 sec): 3 clusters Score: Raw -254593.190568 + Penalty 2624.260949 = -251968.929618 nChanged 7 SP:Iteration 46Q (514.114963 sec): 3 clusters Score: Raw -254596.031085 + Penalty 2624.260949 = -251971.770135 nChanged 10 SP:Iteration 47Q (514.130390 sec): 3 clusters Score: Raw -254598.517329 + Penalty 2624.260949 = -251974.256379 nChanged 7 SP:Iteration 48Q (514.145922 sec): 3 clusters Score: Raw -254600.891449 + Penalty 2624.260949 = -251976.630499 nChanged 7 SP:Iteration 49Q (514.161509 sec): 3 clusters Score: Raw -254602.777356 + Penalty 2624.260949 = -251978.516406 nChanged 7 SP:Iteration 50Q (514.177060 sec): 3 clusters Score: Raw -254606.572930 + Penalty 2624.260949 = -251982.311981 nChanged 14 SP:Iteration 51Q (514.192474 sec): 3 clusters Score: Raw -254611.725993 + Penalty 2624.260949 = -251987.465043 nChanged 15 SP:Iteration 52Q (514.207996 sec): 3 clusters Score: Raw -254617.848874 + Penalty 2624.260949 = -251993.587925 nChanged 25 SP:Iteration 53Q (514.223531 sec): 3 clusters Score: Raw -254626.126727 + Penalty 2624.260949 = -252001.865777 nChanged 21 SP:Iteration 54Q (514.239175 sec): 3 clusters Score: Raw -254633.683141 + Penalty 2624.260949 = -252009.422191 nChanged 18 SP:Iteration 55Q (514.254735 sec): 3 clusters Score: Raw -254640.589963 + Penalty 2624.260949 = -252016.329014 nChanged 18 SP:Iteration 56Q (514.270272 sec): 3 clusters Score: Raw -254647.046848 + Penalty 2624.260949 = -252022.785899 nChanged 20 SP:Iteration 57Q (514.285798 sec): 3 clusters Score: Raw -254656.311113 + Penalty 2624.260949 = -252032.050163 nChanged 29 SP:Iteration 58Q (514.301348 sec): 3 clusters Score: Raw -254667.613202 + Penalty 2624.260949 = -252043.352253 nChanged 24 SP:Iteration 59Q (514.316876 sec): 3 clusters Score: Raw -254679.625219 + Penalty 2624.260949 = -252055.364270 nChanged 28 SP:Iteration 60F (514.332442 sec): 3 clusters Score: Raw -254695.357852 + Penalty 2624.260949 = -252071.096902 nChanged 29 SP:Iteration 61Q (514.347922 sec): 3 clusters Score: Raw -254704.890778 + Penalty 2624.260949 = -252080.629828 nChanged 21 SP:Iteration 62Q (514.363515 sec): 3 clusters Score: Raw -254710.205200 + Penalty 2624.260949 = -252085.944251 nChanged 8 SP:Iteration 63Q (514.379253 sec): 3 clusters Score: Raw -254712.629417 + Penalty 2624.260949 = -252088.368468 nChanged 12 SP:Iteration 64Q (514.394838 sec): 3 clusters Score: Raw -254716.244288 + Penalty 2624.260949 = -252091.983339 nChanged 11 SP:Iteration 65Q (514.410247 sec): 3 clusters Score: Raw -254719.770480 + Penalty 2624.260949 = -252095.509531 nChanged 14 SP:Iteration 66Q (514.425798 sec): 3 clusters Score: Raw -254723.622355 + Penalty 2624.260949 = -252099.361406 nChanged 11 SP:Iteration 67Q (514.441206 sec): 3 clusters Score: Raw -254726.694019 + Penalty 2624.260949 = -252102.433070 nChanged 9 SP:Iteration 68Q (514.456748 sec): 3 clusters Score: Raw -254731.057054 + Penalty 2624.260949 = -252106.796105 nChanged 14 SP:Iteration 69Q (514.472125 sec): 3 clusters Score: Raw -254737.262936 + Penalty 2624.260949 = -252113.001987 nChanged 22 SP:Iteration 70Q (514.487710 sec): 3 clusters Score: Raw -254745.273861 + Penalty 2624.260949 = -252121.012911 nChanged 24 SP:Iteration 71Q (514.503160 sec): 3 clusters Score: Raw -254758.932442 + Penalty 2624.260949 = -252134.671492 nChanged 32 SP:Iteration 72Q (514.518502 sec): 3 clusters Score: Raw -254775.180533 + Penalty 2624.260949 = -252150.919584 nChanged 27 SP:Iteration 73Q (514.533800 sec): 3 clusters Score: Raw -254790.752543 + Penalty 2624.260949 = -252166.491594 nChanged 39 SP:Iteration 74Q (514.549289 sec): 3 clusters Score: Raw -254814.798971 + Penalty 2624.260949 = -252190.538021 nChanged 54 SP:Iteration 75Q (514.564739 sec): 3 clusters Score: Raw -254848.631509 + Penalty 2624.260949 = -252224.370560 nChanged 59 SP:Iteration 76Q (514.580194 sec): 3 clusters Score: Raw -254896.759779 + Penalty 2624.260949 = -252272.498830 nChanged 51 SP:Iteration 77Q (514.595601 sec): 3 clusters Score: Raw -254935.845334 + Penalty 2624.260949 = -252311.584385 nChanged 52 SP:Iteration 78Q (514.610935 sec): 3 clusters Score: Raw -254979.096874 + Penalty 2624.260949 = -252354.835925 nChanged 58 SP:Iteration 79Q (514.626209 sec): 3 clusters Score: Raw -255021.673565 + Penalty 2624.260949 = -252397.412616 nChanged 51 SP:Iteration 80F (514.641707 sec): 3 clusters Score: Raw -255054.426004 + Penalty 2624.260949 = -252430.165054 nChanged 41 SP:Iteration 81Q (514.656809 sec): 3 clusters Score: Raw -255081.870988 + Penalty 2624.260949 = -252457.610039 nChanged 37 SP:Iteration 82Q (514.672057 sec): 3 clusters Score: Raw -255100.256163 + Penalty 2624.260949 = -252475.995214 nChanged 40 SP:Iteration 83Q (514.687288 sec): 3 clusters Score: Raw -255120.882939 + Penalty 2624.260949 = -252496.621990 nChanged 27 SP:Iteration 84Q (514.702501 sec): 3 clusters Score: Raw -255132.558116 + Penalty 2624.260949 = -252508.297167 nChanged 21 SP:Iteration 85Q (514.717588 sec): 3 clusters Score: Raw -255141.536805 + Penalty 2624.260949 = -252517.275856 nChanged 25 SP:Iteration 86Q (514.732785 sec): 3 clusters Score: Raw -255151.411290 + Penalty 2624.260949 = -252527.150341 nChanged 26 SP:Iteration 87Q (514.747965 sec): 3 clusters Score: Raw -255161.304503 + Penalty 2624.260949 = -252537.043554 nChanged 13 SP:Iteration 88Q (514.763165 sec): 3 clusters Score: Raw -255166.106373 + Penalty 2624.260949 = -252541.845424 nChanged 11 SP:Iteration 89Q (514.778368 sec): 3 clusters Score: Raw -255171.125524 + Penalty 2624.260949 = -252546.864574 nChanged 9 SP:Iteration 90Q (514.793521 sec): 3 clusters Score: Raw -255174.231153 + Penalty 2624.260949 = -252549.970204 nChanged 7 SP:Iteration 91Q (514.808584 sec): 3 clusters Score: Raw -255176.294954 + Penalty 2624.260949 = -252552.034005 nChanged 2 SP:Iteration 92Q (514.823761 sec): 3 clusters Score: Raw -255176.821773 + Penalty 2624.260949 = -252552.560823 nChanged 3 SP:Iteration 93Q (514.838946 sec): 3 clusters Score: Raw -255177.771187 + Penalty 2624.260949 = -252553.510238 nChanged 1 SP:Iteration 94Q (514.854108 sec): 3 clusters Score: Raw -255178.117236 + Penalty 2624.260949 = -252553.856287 nChanged 0 SP:Iteration 95F (514.869668 sec): 3 clusters Score: Raw -255178.117236 + Penalty 2624.260949 = -252553.856287 nChanged 0 Trying to split cluster 17 (5233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (514.888219 sec): 2 clusters Score: Raw -432044.712417 + Penalty 1391.445251 = -430653.267166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (514.909875 sec): 3 clusters Score: Raw -429241.490167 + Penalty 2782.890502 = -426458.599665 nChanged 2142 SP:Iteration 1F (514.930767 sec): 3 clusters Score: Raw -430429.891246 + Penalty 2782.890502 = -427647.000744 nChanged 382 SP:Iteration 2F (514.952135 sec): 3 clusters Score: Raw -430665.358375 + Penalty 2782.890502 = -427882.467873 nChanged 335 SP:Iteration 3F (514.973400 sec): 3 clusters Score: Raw -430871.920585 + Penalty 2782.890502 = -428089.030083 nChanged 289 SP:Iteration 4F (514.994537 sec): 3 clusters Score: Raw -431064.531656 + Penalty 2782.890502 = -428281.641154 nChanged 283 SP:Iteration 5F (515.015695 sec): 3 clusters Score: Raw -431247.587369 + Penalty 2782.890502 = -428464.696867 nChanged 280 SP:Iteration 6F (515.037124 sec): 3 clusters Score: Raw -431455.777097 + Penalty 2782.890502 = -428672.886595 nChanged 262 SP:Iteration 7F (515.058297 sec): 3 clusters Score: Raw -431642.948767 + Penalty 2782.890502 = -428860.058265 nChanged 223 SP:Iteration 8Q (515.079769 sec): 3 clusters Score: Raw -431791.866089 + Penalty 2782.890502 = -429008.975587 nChanged 186 SP:Iteration 9Q (515.101097 sec): 3 clusters Score: Raw -431902.759598 + Penalty 2782.890502 = -429119.869096 nChanged 144 SP:Iteration 10Q (515.122094 sec): 3 clusters Score: Raw -431981.047599 + Penalty 2782.890502 = -429198.157096 nChanged 121 SP:Iteration 11Q (515.143429 sec): 3 clusters Score: Raw -432046.112140 + Penalty 2782.890502 = -429263.221638 nChanged 101 SP:Iteration 12Q (515.164459 sec): 3 clusters Score: Raw -432106.529919 + Penalty 2782.890502 = -429323.639417 nChanged 83 SP:Iteration 13Q (515.185500 sec): 3 clusters Score: Raw -432149.107378 + Penalty 2782.890502 = -429366.216876 nChanged 83 SP:Iteration 14Q (515.206956 sec): 3 clusters Score: Raw -432189.425422 + Penalty 2782.890502 = -429406.534920 nChanged 72 SP:Iteration 15Q (515.228375 sec): 3 clusters Score: Raw -432226.166927 + Penalty 2782.890502 = -429443.276425 nChanged 58 SP:Iteration 16Q (515.249698 sec): 3 clusters Score: Raw -432252.145252 + Penalty 2782.890502 = -429469.254749 nChanged 53 SP:Iteration 17Q (515.270942 sec): 3 clusters Score: Raw -432277.030305 + Penalty 2782.890502 = -429494.139803 nChanged 42 SP:Iteration 18Q (515.291856 sec): 3 clusters Score: Raw -432297.666283 + Penalty 2782.890502 = -429514.775781 nChanged 49 SP:Iteration 19Q (515.313026 sec): 3 clusters Score: Raw -432326.343850 + Penalty 2782.890502 = -429543.453348 nChanged 45 SP:Iteration 20F (515.334010 sec): 3 clusters Score: Raw -432345.811228 + Penalty 2782.890502 = -429562.920726 nChanged 41 SP:Iteration 21Q (515.355136 sec): 3 clusters Score: Raw -432362.645208 + Penalty 2782.890502 = -429579.754706 nChanged 30 SP:Iteration 22Q (515.376213 sec): 3 clusters Score: Raw -432371.595296 + Penalty 2782.890502 = -429588.704794 nChanged 21 SP:Iteration 23Q (515.397210 sec): 3 clusters Score: Raw -432379.649494 + Penalty 2782.890502 = -429596.758992 nChanged 25 SP:Iteration 24Q (515.418488 sec): 3 clusters Score: Raw -432388.536098 + Penalty 2782.890502 = -429605.645596 nChanged 29 SP:Iteration 25Q (515.439360 sec): 3 clusters Score: Raw -432399.736972 + Penalty 2782.890502 = -429616.846470 nChanged 22 SP:Iteration 26Q (515.460413 sec): 3 clusters Score: Raw -432408.045658 + Penalty 2782.890502 = -429625.155156 nChanged 16 SP:Iteration 27Q (515.481263 sec): 3 clusters Score: Raw -432413.533342 + Penalty 2782.890502 = -429630.642840 nChanged 13 SP:Iteration 28Q (515.502053 sec): 3 clusters Score: Raw -432417.172657 + Penalty 2782.890502 = -429634.282155 nChanged 8 SP:Iteration 29Q (515.522863 sec): 3 clusters Score: Raw -432420.362016 + Penalty 2782.890502 = -429637.471514 nChanged 5 SP:Iteration 30Q (515.543911 sec): 3 clusters Score: Raw -432422.281596 + Penalty 2782.890502 = -429639.391094 nChanged 2 SP:Iteration 31Q (515.564507 sec): 3 clusters Score: Raw -432422.726267 + Penalty 2782.890502 = -429639.835765 nChanged 1 SP:Iteration 32Q (515.585320 sec): 3 clusters Score: Raw -432422.961595 + Penalty 2782.890502 = -429640.071093 nChanged 1 SP:Iteration 33Q (515.606173 sec): 3 clusters Score: Raw -432423.135608 + Penalty 2782.890502 = -429640.245106 nChanged 1 SP:Iteration 34Q (515.627198 sec): 3 clusters Score: Raw -432423.414834 + Penalty 2782.890502 = -429640.524332 nChanged 0 SP:Iteration 35F (515.648667 sec): 3 clusters Score: Raw -432423.414834 + Penalty 2782.890502 = -429640.524332 nChanged 0 Trying to split cluster 18 (31792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.700419 sec): 2 clusters Score: Raw -2714026.188543 + Penalty 1684.632619 = -2712341.555923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.765780 sec): 3 clusters Score: Raw -2694445.636617 + Penalty 3369.265239 = -2691076.371379 nChanged 14719 SP:Iteration 1F (515.827271 sec): 3 clusters Score: Raw -2702700.016981 + Penalty 3369.265239 = -2699330.751742 nChanged 1743 SP:Iteration 2F (515.889225 sec): 3 clusters Score: Raw -2703536.727855 + Penalty 3369.265239 = -2700167.462616 nChanged 1877 SP:Iteration 3F (515.950637 sec): 3 clusters Score: Raw -2704625.691019 + Penalty 3369.265239 = -2701256.425780 nChanged 2013 SP:Iteration 4F (516.012373 sec): 3 clusters Score: Raw -2705923.835443 + Penalty 3369.265239 = -2702554.570205 nChanged 2139 SP:Iteration 5F (516.074034 sec): 3 clusters Score: Raw -2707378.546115 + Penalty 3369.265239 = -2704009.280876 nChanged 2042 SP:Iteration 6F (516.135682 sec): 3 clusters Score: Raw -2708650.386195 + Penalty 3369.265239 = -2705281.120956 nChanged 1806 SP:Iteration 7F (516.197800 sec): 3 clusters Score: Raw -2709592.772943 + Penalty 3369.265239 = -2706223.507705 nChanged 1418 SP:Iteration 8Q (516.260621 sec): 3 clusters Score: Raw -2710184.261057 + Penalty 3369.265239 = -2706814.995818 nChanged 1078 SP:Iteration 9Q (516.322504 sec): 3 clusters Score: Raw -2710551.144057 + Penalty 3369.265239 = -2707181.878818 nChanged 820 SP:Iteration 10Q (516.384416 sec): 3 clusters Score: Raw -2710784.706387 + Penalty 3369.265239 = -2707415.441148 nChanged 655 SP:Iteration 11Q (516.446082 sec): 3 clusters Score: Raw -2710960.483323 + Penalty 3369.265239 = -2707591.218084 nChanged 554 SP:Iteration 12Q (516.507734 sec): 3 clusters Score: Raw -2711083.221486 + Penalty 3369.265239 = -2707713.956247 nChanged 448 SP:Iteration 13Q (516.569284 sec): 3 clusters Score: Raw -2711167.928102 + Penalty 3369.265239 = -2707798.662863 nChanged 380 SP:Iteration 14Q (516.630315 sec): 3 clusters Score: Raw -2711238.987105 + Penalty 3369.265239 = -2707869.721867 nChanged 359 SP:Iteration 15Q (516.691658 sec): 3 clusters Score: Raw -2711307.205413 + Penalty 3369.265239 = -2707937.940175 nChanged 338 SP:Iteration 16Q (516.752732 sec): 3 clusters Score: Raw -2711373.381017 + Penalty 3369.265239 = -2708004.115779 nChanged 321 SP:Iteration 17Q (516.813751 sec): 3 clusters Score: Raw -2711426.618032 + Penalty 3369.265239 = -2708057.352793 nChanged 274 SP:Iteration 18Q (516.874745 sec): 3 clusters Score: Raw -2711467.666448 + Penalty 3369.265239 = -2708098.401209 nChanged 270 SP:Iteration 19Q (516.935637 sec): 3 clusters Score: Raw -2711507.368869 + Penalty 3369.265239 = -2708138.103631 nChanged 270 SP:Iteration 20F (516.996652 sec): 3 clusters Score: Raw -2711553.517976 + Penalty 3369.265239 = -2708184.252737 nChanged 284 SP:Iteration 21Q (517.057998 sec): 3 clusters Score: Raw -2711604.439705 + Penalty 3369.265239 = -2708235.174467 nChanged 283 SP:Iteration 22Q (517.140525 sec): 3 clusters Score: Raw -2711652.771075 + Penalty 3369.265239 = -2708283.505837 nChanged 301 SP:Iteration 23Q (517.200244 sec): 3 clusters Score: Raw -2711704.658590 + Penalty 3369.265239 = -2708335.393351 nChanged 317 SP:Iteration 24Q (517.261179 sec): 3 clusters Score: Raw -2711764.828465 + Penalty 3369.265239 = -2708395.563227 nChanged 346 SP:Iteration 25Q (517.321597 sec): 3 clusters Score: Raw -2711831.808486 + Penalty 3369.265239 = -2708462.543248 nChanged 317 SP:Iteration 26Q (517.381959 sec): 3 clusters Score: Raw -2711891.167957 + Penalty 3369.265239 = -2708521.902718 nChanged 307 SP:Iteration 27Q (517.442013 sec): 3 clusters Score: Raw -2711948.756581 + Penalty 3369.265239 = -2708579.491342 nChanged 325 SP:Iteration 28Q (517.502021 sec): 3 clusters Score: Raw -2712009.972202 + Penalty 3369.265239 = -2708640.706964 nChanged 306 SP:Iteration 29Q (517.561999 sec): 3 clusters Score: Raw -2712071.938847 + Penalty 3369.265239 = -2708702.673608 nChanged 318 SP:Iteration 30Q (517.621937 sec): 3 clusters Score: Raw -2712137.709906 + Penalty 3369.265239 = -2708768.444667 nChanged 356 SP:Iteration 31Q (517.681526 sec): 3 clusters Score: Raw -2712214.083964 + Penalty 3369.265239 = -2708844.818726 nChanged 360 SP:Iteration 32Q (517.740943 sec): 3 clusters Score: Raw -2712292.022313 + Penalty 3369.265239 = -2708922.757074 nChanged 383 SP:Iteration 33Q (517.800468 sec): 3 clusters Score: Raw -2712380.586009 + Penalty 3369.265239 = -2709011.320770 nChanged 379 SP:Iteration 34Q (517.859669 sec): 3 clusters Score: Raw -2712467.699880 + Penalty 3369.265239 = -2709098.434642 nChanged 379 SP:Iteration 35Q (517.918914 sec): 3 clusters Score: Raw -2712558.205466 + Penalty 3369.265239 = -2709188.940227 nChanged 401 SP:Iteration 36Q (517.977794 sec): 3 clusters Score: Raw -2712658.692847 + Penalty 3369.265239 = -2709289.427609 nChanged 390 SP:Iteration 37Q (518.036769 sec): 3 clusters Score: Raw -2712763.212214 + Penalty 3369.265239 = -2709393.946975 nChanged 419 SP:Iteration 38Q (518.095124 sec): 3 clusters Score: Raw -2712888.926760 + Penalty 3369.265239 = -2709519.661522 nChanged 456 SP:Iteration 39Q (518.153532 sec): 3 clusters Score: Raw -2713045.728247 + Penalty 3369.265239 = -2709676.463008 nChanged 451 SP:Iteration 40F (518.214401 sec): 3 clusters Score: Raw -2713224.909049 + Penalty 3369.265239 = -2709855.643811 nChanged 467 SP:Iteration 41Q (518.273210 sec): 3 clusters Score: Raw -2713422.156440 + Penalty 3369.265239 = -2710052.891201 nChanged 414 SP:Iteration 42Q (518.331056 sec): 3 clusters Score: Raw -2713592.325618 + Penalty 3369.265239 = -2710223.060380 nChanged 388 SP:Iteration 43Q (518.388513 sec): 3 clusters Score: Raw -2713785.752906 + Penalty 3369.265239 = -2710416.487668 nChanged 382 SP:Iteration 44Q (518.445918 sec): 3 clusters Score: Raw -2713983.388554 + Penalty 3369.265239 = -2710614.123316 nChanged 338 SP:Iteration 45Q (518.502499 sec): 3 clusters Score: Raw -2714143.430811 + Penalty 3369.265239 = -2710774.165572 nChanged 317 SP:Iteration 46Q (518.558903 sec): 3 clusters Score: Raw -2714268.015649 + Penalty 3369.265239 = -2710898.750410 nChanged 242 SP:Iteration 47Q (518.614968 sec): 3 clusters Score: Raw -2714353.875870 + Penalty 3369.265239 = -2710984.610631 nChanged 215 SP:Iteration 48Q (518.670881 sec): 3 clusters Score: Raw -2714429.875546 + Penalty 3369.265239 = -2711060.610307 nChanged 186 SP:Iteration 49Q (518.726130 sec): 3 clusters Score: Raw -2714489.727101 + Penalty 3369.265239 = -2711120.461862 nChanged 161 SP:Iteration 50Q (518.781432 sec): 3 clusters Score: Raw -2714530.914053 + Penalty 3369.265239 = -2711161.648815 nChanged 129 SP:Iteration 51Q (518.836126 sec): 3 clusters Score: Raw -2714562.395050 + Penalty 3369.265239 = -2711193.129811 nChanged 107 SP:Iteration 52Q (518.891060 sec): 3 clusters Score: Raw -2714593.176849 + Penalty 3369.265239 = -2711223.911610 nChanged 110 SP:Iteration 53Q (518.945512 sec): 3 clusters Score: Raw -2714622.231690 + Penalty 3369.265239 = -2711252.966452 nChanged 92 SP:Iteration 54Q (518.999743 sec): 3 clusters Score: Raw -2714644.191845 + Penalty 3369.265239 = -2711274.926606 nChanged 74 SP:Iteration 55Q (519.054208 sec): 3 clusters Score: Raw -2714660.241754 + Penalty 3369.265239 = -2711290.976515 nChanged 68 SP:Iteration 56Q (519.108162 sec): 3 clusters Score: Raw -2714675.452906 + Penalty 3369.265239 = -2711306.187667 nChanged 62 SP:Iteration 57Q (519.162142 sec): 3 clusters Score: Raw -2714689.905600 + Penalty 3369.265239 = -2711320.640361 nChanged 66 SP:Iteration 58Q (519.215971 sec): 3 clusters Score: Raw -2714705.913417 + Penalty 3369.265239 = -2711336.648178 nChanged 62 SP:Iteration 59Q (519.269686 sec): 3 clusters Score: Raw -2714716.357859 + Penalty 3369.265239 = -2711347.092620 nChanged 35 SP:Iteration 60F (519.351886 sec): 3 clusters Score: Raw -2714721.053972 + Penalty 3369.265239 = -2711351.788733 nChanged 23 SP:Iteration 61Q (519.406492 sec): 3 clusters Score: Raw -2714723.851341 + Penalty 3369.265239 = -2711354.586103 nChanged 22 SP:Iteration 62Q (519.460181 sec): 3 clusters Score: Raw -2714726.719348 + Penalty 3369.265239 = -2711357.454110 nChanged 18 SP:Iteration 63Q (519.513884 sec): 3 clusters Score: Raw -2714729.726905 + Penalty 3369.265239 = -2711360.461666 nChanged 20 SP:Iteration 64Q (519.567493 sec): 3 clusters Score: Raw -2714732.466148 + Penalty 3369.265239 = -2711363.200909 nChanged 13 SP:Iteration 65Q (519.622500 sec): 3 clusters Score: Raw -2714734.055141 + Penalty 3369.265239 = -2711364.789903 nChanged 13 SP:Iteration 66Q (519.675919 sec): 3 clusters Score: Raw -2714735.355309 + Penalty 3369.265239 = -2711366.090070 nChanged 14 SP:Iteration 67Q (519.729455 sec): 3 clusters Score: Raw -2714736.947356 + Penalty 3369.265239 = -2711367.682117 nChanged 15 SP:Iteration 68Q (519.783196 sec): 3 clusters Score: Raw -2714738.398673 + Penalty 3369.265239 = -2711369.133435 nChanged 16 SP:Iteration 69Q (519.836739 sec): 3 clusters Score: Raw -2714740.624762 + Penalty 3369.265239 = -2711371.359523 nChanged 16 SP:Iteration 70Q (519.890166 sec): 3 clusters Score: Raw -2714742.632112 + Penalty 3369.265239 = -2711373.366873 nChanged 17 SP:Iteration 71Q (519.943896 sec): 3 clusters Score: Raw -2714744.929926 + Penalty 3369.265239 = -2711375.664688 nChanged 11 SP:Iteration 72Q (519.997336 sec): 3 clusters Score: Raw -2714746.716677 + Penalty 3369.265239 = -2711377.451438 nChanged 12 SP:Iteration 73Q (520.050916 sec): 3 clusters Score: Raw -2714748.455755 + Penalty 3369.265239 = -2711379.190517 nChanged 9 SP:Iteration 74Q (520.104575 sec): 3 clusters Score: Raw -2714749.309779 + Penalty 3369.265239 = -2711380.044540 nChanged 3 SP:Iteration 75Q (520.158263 sec): 3 clusters Score: Raw -2714749.921350 + Penalty 3369.265239 = -2711380.656111 nChanged 4 SP:Iteration 76Q (520.211695 sec): 3 clusters Score: Raw -2714750.218778 + Penalty 3369.265239 = -2711380.953539 nChanged 6 SP:Iteration 77Q (520.265054 sec): 3 clusters Score: Raw -2714750.816288 + Penalty 3369.265239 = -2711381.551050 nChanged 3 SP:Iteration 78Q (520.318375 sec): 3 clusters Score: Raw -2714751.040665 + Penalty 3369.265239 = -2711381.775426 nChanged 0 SP:Iteration 79F (520.379134 sec): 3 clusters Score: Raw -2714751.040665 + Penalty 3369.265239 = -2711381.775426 nChanged 0 Trying to split cluster 19 (4426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.393419 sec): 2 clusters Score: Raw -360794.934437 + Penalty 1364.228372 = -359430.706065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.413720 sec): 3 clusters Score: Raw -358615.396633 + Penalty 2728.456744 = -355886.939889 nChanged 1760 SP:Iteration 1F (520.433689 sec): 3 clusters Score: Raw -359694.440420 + Penalty 2728.456744 = -356965.983676 nChanged 333 SP:Iteration 2F (520.453720 sec): 3 clusters Score: Raw -359939.229597 + Penalty 2728.456744 = -357210.772853 nChanged 238 SP:Iteration 3F (520.473672 sec): 3 clusters Score: Raw -360095.307555 + Penalty 2728.456744 = -357366.850810 nChanged 214 SP:Iteration 4Q (520.493825 sec): 3 clusters Score: Raw -360229.719351 + Penalty 2728.456744 = -357501.262606 nChanged 177 SP:Iteration 5Q (520.513782 sec): 3 clusters Score: Raw -360333.626763 + Penalty 2728.456744 = -357605.170019 nChanged 161 SP:Iteration 6Q (520.533689 sec): 3 clusters Score: Raw -360423.646243 + Penalty 2728.456744 = -357695.189499 nChanged 140 SP:Iteration 7Q (520.553328 sec): 3 clusters Score: Raw -360520.068058 + Penalty 2728.456744 = -357791.611313 nChanged 133 SP:Iteration 8Q (520.573212 sec): 3 clusters Score: Raw -360602.091386 + Penalty 2728.456744 = -357873.634642 nChanged 109 SP:Iteration 9Q (520.592825 sec): 3 clusters Score: Raw -360684.750870 + Penalty 2728.456744 = -357956.294126 nChanged 126 SP:Iteration 10Q (520.612498 sec): 3 clusters Score: Raw -360758.178800 + Penalty 2728.456744 = -358029.722056 nChanged 98 SP:Iteration 11Q (520.632080 sec): 3 clusters Score: Raw -360802.604083 + Penalty 2728.456744 = -358074.147339 nChanged 76 SP:Iteration 12Q (520.651480 sec): 3 clusters Score: Raw -360834.477768 + Penalty 2728.456744 = -358106.021023 nChanged 72 SP:Iteration 13Q (520.671103 sec): 3 clusters Score: Raw -360866.668285 + Penalty 2728.456744 = -358138.211540 nChanged 58 SP:Iteration 14Q (520.690442 sec): 3 clusters Score: Raw -360889.184555 + Penalty 2728.456744 = -358160.727810 nChanged 45 SP:Iteration 15Q (520.709816 sec): 3 clusters Score: Raw -360905.471345 + Penalty 2728.456744 = -358177.014601 nChanged 49 SP:Iteration 16Q (520.729209 sec): 3 clusters Score: Raw -360930.306091 + Penalty 2728.456744 = -358201.849347 nChanged 45 SP:Iteration 17Q (520.748854 sec): 3 clusters Score: Raw -360949.347119 + Penalty 2728.456744 = -358220.890375 nChanged 43 SP:Iteration 18Q (520.768154 sec): 3 clusters Score: Raw -360969.828005 + Penalty 2728.456744 = -358241.371261 nChanged 32 SP:Iteration 19Q (520.787421 sec): 3 clusters Score: Raw -360989.046374 + Penalty 2728.456744 = -358260.589630 nChanged 45 SP:Iteration 20F (520.807131 sec): 3 clusters Score: Raw -361022.196623 + Penalty 2728.456744 = -358293.739879 nChanged 62 SP:Iteration 21Q (520.826601 sec): 3 clusters Score: Raw -361091.287068 + Penalty 2728.456744 = -358362.830323 nChanged 71 SP:Iteration 22Q (520.846023 sec): 3 clusters Score: Raw -361163.363822 + Penalty 2728.456744 = -358434.907078 nChanged 67 SP:Iteration 23Q (520.865266 sec): 3 clusters Score: Raw -361218.034072 + Penalty 2728.456744 = -358489.577328 nChanged 65 SP:Iteration 24Q (520.884644 sec): 3 clusters Score: Raw -361259.132359 + Penalty 2728.456744 = -358530.675615 nChanged 48 SP:Iteration 25Q (520.903930 sec): 3 clusters Score: Raw -361281.410857 + Penalty 2728.456744 = -358552.954113 nChanged 31 SP:Iteration 26Q (520.922813 sec): 3 clusters Score: Raw -361294.250772 + Penalty 2728.456744 = -358565.794028 nChanged 19 SP:Iteration 27Q (520.941764 sec): 3 clusters Score: Raw -361300.808015 + Penalty 2728.456744 = -358572.351270 nChanged 15 SP:Iteration 28Q (520.960725 sec): 3 clusters Score: Raw -361306.166307 + Penalty 2728.456744 = -358577.709562 nChanged 6 SP:Iteration 29Q (520.979754 sec): 3 clusters Score: Raw -361308.486854 + Penalty 2728.456744 = -358580.030110 nChanged 9 SP:Iteration 30Q (520.998718 sec): 3 clusters Score: Raw -361311.626278 + Penalty 2728.456744 = -358583.169534 nChanged 10 SP:Iteration 31Q (521.017846 sec): 3 clusters Score: Raw -361314.025737 + Penalty 2728.456744 = -358585.568993 nChanged 6 SP:Iteration 32Q (521.036747 sec): 3 clusters Score: Raw -361316.008357 + Penalty 2728.456744 = -358587.551613 nChanged 6 SP:Iteration 33Q (521.055737 sec): 3 clusters Score: Raw -361318.449482 + Penalty 2728.456744 = -358589.992738 nChanged 6 SP:Iteration 34Q (521.074670 sec): 3 clusters Score: Raw -361320.556467 + Penalty 2728.456744 = -358592.099722 nChanged 11 SP:Iteration 35Q (521.093657 sec): 3 clusters Score: Raw -361323.845922 + Penalty 2728.456744 = -358595.389178 nChanged 3 SP:Iteration 36Q (521.112513 sec): 3 clusters Score: Raw -361324.994798 + Penalty 2728.456744 = -358596.538054 nChanged 5 SP:Iteration 37Q (521.131549 sec): 3 clusters Score: Raw -361326.875112 + Penalty 2728.456744 = -358598.418368 nChanged 5 SP:Iteration 38Q (521.150241 sec): 3 clusters Score: Raw -361328.390527 + Penalty 2728.456744 = -358599.933782 nChanged 2 SP:Iteration 39Q (521.168987 sec): 3 clusters Score: Raw -361328.729249 + Penalty 2728.456744 = -358600.272504 nChanged 2 SP:Iteration 40F (521.188644 sec): 3 clusters Score: Raw -361329.159273 + Penalty 2728.456744 = -358600.702529 nChanged 1 SP:Iteration 41Q (521.207428 sec): 3 clusters Score: Raw -361329.316452 + Penalty 2728.456744 = -358600.859707 nChanged 1 SP:Iteration 42Q (521.226211 sec): 3 clusters Score: Raw -361329.403947 + Penalty 2728.456744 = -358600.947203 nChanged 0 SP:Iteration 43F (521.246004 sec): 3 clusters Score: Raw -361329.403947 + Penalty 2728.456744 = -358600.947203 nChanged 0 Trying to split cluster 20 (6955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (521.266960 sec): 2 clusters Score: Raw -561948.541953 + Penalty 1437.672617 = -560510.869336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (521.290557 sec): 3 clusters Score: Raw -558177.763666 + Penalty 2875.345234 = -555302.418432 nChanged 2945 SP:Iteration 1F (521.313746 sec): 3 clusters Score: Raw -559855.125306 + Penalty 2875.345234 = -556979.780072 nChanged 512 SP:Iteration 2F (521.337147 sec): 3 clusters Score: Raw -560136.709807 + Penalty 2875.345234 = -557261.364573 nChanged 411 SP:Iteration 3F (521.360319 sec): 3 clusters Score: Raw -560373.318726 + Penalty 2875.345234 = -557497.973492 nChanged 376 SP:Iteration 4F (521.383928 sec): 3 clusters Score: Raw -560623.888320 + Penalty 2875.345234 = -557748.543086 nChanged 388 SP:Iteration 5F (521.407380 sec): 3 clusters Score: Raw -560927.613042 + Penalty 2875.345234 = -558052.267808 nChanged 359 SP:Iteration 6F (521.430802 sec): 3 clusters Score: Raw -561225.159901 + Penalty 2875.345234 = -558349.814667 nChanged 360 SP:Iteration 7F (521.454074 sec): 3 clusters Score: Raw -561516.018343 + Penalty 2875.345234 = -558640.673109 nChanged 328 SP:Iteration 8Q (521.477366 sec): 3 clusters Score: Raw -561770.072200 + Penalty 2875.345234 = -558894.726966 nChanged 275 SP:Iteration 9Q (521.500417 sec): 3 clusters Score: Raw -561950.183651 + Penalty 2875.345234 = -559074.838417 nChanged 227 SP:Iteration 10Q (521.523651 sec): 3 clusters Score: Raw -562089.350241 + Penalty 2875.345234 = -559214.005007 nChanged 216 SP:Iteration 11Q (521.546680 sec): 3 clusters Score: Raw -562229.440101 + Penalty 2875.345234 = -559354.094867 nChanged 211 SP:Iteration 12Q (521.569640 sec): 3 clusters Score: Raw -562374.945990 + Penalty 2875.345234 = -559499.600756 nChanged 195 SP:Iteration 13Q (521.592501 sec): 3 clusters Score: Raw -562520.452550 + Penalty 2875.345234 = -559645.107316 nChanged 168 SP:Iteration 14Q (521.615350 sec): 3 clusters Score: Raw -562633.337897 + Penalty 2875.345234 = -559757.992663 nChanged 143 SP:Iteration 15Q (521.637818 sec): 3 clusters Score: Raw -562728.827280 + Penalty 2875.345234 = -559853.482046 nChanged 131 SP:Iteration 16Q (521.660238 sec): 3 clusters Score: Raw -562801.168731 + Penalty 2875.345234 = -559925.823497 nChanged 95 SP:Iteration 17Q (521.682584 sec): 3 clusters Score: Raw -562848.042599 + Penalty 2875.345234 = -559972.697365 nChanged 82 SP:Iteration 18Q (521.705054 sec): 3 clusters Score: Raw -562889.291524 + Penalty 2875.345234 = -560013.946290 nChanged 67 SP:Iteration 19Q (521.757743 sec): 3 clusters Score: Raw -562928.445620 + Penalty 2875.345234 = -560053.100386 nChanged 69 SP:Iteration 20F (521.780076 sec): 3 clusters Score: Raw -562960.437351 + Penalty 2875.345234 = -560085.092117 nChanged 51 SP:Iteration 21Q (521.802462 sec): 3 clusters Score: Raw -562979.649190 + Penalty 2875.345234 = -560104.303956 nChanged 47 SP:Iteration 22Q (521.824399 sec): 3 clusters Score: Raw -562999.729009 + Penalty 2875.345234 = -560124.383775 nChanged 35 SP:Iteration 23Q (521.846633 sec): 3 clusters Score: Raw -563012.866466 + Penalty 2875.345234 = -560137.521232 nChanged 23 SP:Iteration 24Q (521.868683 sec): 3 clusters Score: Raw -563018.462267 + Penalty 2875.345234 = -560143.117033 nChanged 19 SP:Iteration 25Q (521.890738 sec): 3 clusters Score: Raw -563025.405760 + Penalty 2875.345234 = -560150.060526 nChanged 23 SP:Iteration 26Q (521.912640 sec): 3 clusters Score: Raw -563032.873557 + Penalty 2875.345234 = -560157.528323 nChanged 19 SP:Iteration 27Q (521.934631 sec): 3 clusters Score: Raw -563036.762585 + Penalty 2875.345234 = -560161.417351 nChanged 16 SP:Iteration 28Q (521.956585 sec): 3 clusters Score: Raw -563040.178636 + Penalty 2875.345234 = -560164.833402 nChanged 16 SP:Iteration 29Q (521.978393 sec): 3 clusters Score: Raw -563043.788732 + Penalty 2875.345234 = -560168.443498 nChanged 9 SP:Iteration 30Q (522.000429 sec): 3 clusters Score: Raw -563045.773786 + Penalty 2875.345234 = -560170.428552 nChanged 10 SP:Iteration 31Q (522.022473 sec): 3 clusters Score: Raw -563048.201116 + Penalty 2875.345234 = -560172.855882 nChanged 10 SP:Iteration 32Q (522.044273 sec): 3 clusters Score: Raw -563049.691361 + Penalty 2875.345234 = -560174.346127 nChanged 7 SP:Iteration 33Q (522.066403 sec): 3 clusters Score: Raw -563050.731040 + Penalty 2875.345234 = -560175.385806 nChanged 3 SP:Iteration 34Q (522.088167 sec): 3 clusters Score: Raw -563051.214742 + Penalty 2875.345234 = -560175.869508 nChanged 3 SP:Iteration 35Q (522.110284 sec): 3 clusters Score: Raw -563051.538879 + Penalty 2875.345234 = -560176.193645 nChanged 3 SP:Iteration 36Q (522.132198 sec): 3 clusters Score: Raw -563051.996003 + Penalty 2875.345234 = -560176.650769 nChanged 3 SP:Iteration 37Q (522.154229 sec): 3 clusters Score: Raw -563052.392029 + Penalty 2875.345234 = -560177.046795 nChanged 3 SP:Iteration 38Q (522.176372 sec): 3 clusters Score: Raw -563053.100277 + Penalty 2875.345234 = -560177.755043 nChanged 3 SP:Iteration 39Q (522.198156 sec): 3 clusters Score: Raw -563053.857477 + Penalty 2875.345234 = -560178.512243 nChanged 2 SP:Iteration 40F (522.221531 sec): 3 clusters Score: Raw -563054.075932 + Penalty 2875.345234 = -560178.730698 nChanged 1 SP:Iteration 41Q (522.243698 sec): 3 clusters Score: Raw -563054.190214 + Penalty 2875.345234 = -560178.844980 nChanged 0 SP:Iteration 42F (522.267215 sec): 3 clusters Score: Raw -563054.190214 + Penalty 2875.345234 = -560178.844980 nChanged 0 Trying to split cluster 21 (1438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (522.281654 sec): 2 clusters Score: Raw -117516.168292 + Penalty 1181.538887 = -116334.629404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (522.289412 sec): 3 clusters Score: Raw -116983.946365 + Penalty 2363.077775 = -114620.868590 nChanged 444 SP:Iteration 1F (522.296757 sec): 3 clusters Score: Raw -117299.041129 + Penalty 2363.077775 = -114935.963354 nChanged 112 SP:Iteration 2F (522.304096 sec): 3 clusters Score: Raw -117397.545800 + Penalty 2363.077775 = -115034.468025 nChanged 69 SP:Iteration 3Q (522.311459 sec): 3 clusters Score: Raw -117474.680700 + Penalty 2363.077775 = -115111.602925 nChanged 40 SP:Iteration 4Q (522.318806 sec): 3 clusters Score: Raw -117522.635059 + Penalty 2363.077775 = -115159.557284 nChanged 44 SP:Iteration 5Q (522.326159 sec): 3 clusters Score: Raw -117561.404829 + Penalty 2363.077775 = -115198.327054 nChanged 34 SP:Iteration 6Q (522.333484 sec): 3 clusters Score: Raw -117599.505294 + Penalty 2363.077775 = -115236.427519 nChanged 39 SP:Iteration 7Q (522.340738 sec): 3 clusters Score: Raw -117644.390176 + Penalty 2363.077775 = -115281.312401 nChanged 40 SP:Iteration 8Q (522.348031 sec): 3 clusters Score: Raw -117674.732738 + Penalty 2363.077775 = -115311.654963 nChanged 27 SP:Iteration 9Q (522.355290 sec): 3 clusters Score: Raw -117692.189387 + Penalty 2363.077775 = -115329.111612 nChanged 20 SP:Iteration 10Q (522.362574 sec): 3 clusters Score: Raw -117710.563642 + Penalty 2363.077775 = -115347.485868 nChanged 21 SP:Iteration 11Q (522.369881 sec): 3 clusters Score: Raw -117724.137359 + Penalty 2363.077775 = -115361.059584 nChanged 12 SP:Iteration 12Q (522.377147 sec): 3 clusters Score: Raw -117733.621692 + Penalty 2363.077775 = -115370.543917 nChanged 18 SP:Iteration 13Q (522.384382 sec): 3 clusters Score: Raw -117749.610314 + Penalty 2363.077775 = -115386.532539 nChanged 12 SP:Iteration 14Q (522.391687 sec): 3 clusters Score: Raw -117757.350224 + Penalty 2363.077775 = -115394.272449 nChanged 13 SP:Iteration 15Q (522.398893 sec): 3 clusters Score: Raw -117771.751466 + Penalty 2363.077775 = -115408.673691 nChanged 24 SP:Iteration 16Q (522.406173 sec): 3 clusters Score: Raw -117796.311526 + Penalty 2363.077775 = -115433.233751 nChanged 32 SP:Iteration 17Q (522.413466 sec): 3 clusters Score: Raw -117830.315723 + Penalty 2363.077775 = -115467.237948 nChanged 27 SP:Iteration 18Q (522.420681 sec): 3 clusters Score: Raw -117858.141371 + Penalty 2363.077775 = -115495.063596 nChanged 18 SP:Iteration 19Q (522.427854 sec): 3 clusters Score: Raw -117877.778511 + Penalty 2363.077775 = -115514.700736 nChanged 19 SP:Iteration 20F (522.435160 sec): 3 clusters Score: Raw -117897.262158 + Penalty 2363.077775 = -115534.184383 nChanged 19 SP:Iteration 21Q (522.442382 sec): 3 clusters Score: Raw -117910.059734 + Penalty 2363.077775 = -115546.981959 nChanged 11 SP:Iteration 22Q (522.449572 sec): 3 clusters Score: Raw -117916.187143 + Penalty 2363.077775 = -115553.109368 nChanged 7 SP:Iteration 23Q (522.456785 sec): 3 clusters Score: Raw -117922.643671 + Penalty 2363.077775 = -115559.565896 nChanged 13 SP:Iteration 24Q (522.463973 sec): 3 clusters Score: Raw -117935.261703 + Penalty 2363.077775 = -115572.183928 nChanged 14 SP:Iteration 25Q (522.471164 sec): 3 clusters Score: Raw -117949.532233 + Penalty 2363.077775 = -115586.454458 nChanged 15 SP:Iteration 26Q (522.478292 sec): 3 clusters Score: Raw -117958.380022 + Penalty 2363.077775 = -115595.302247 nChanged 11 SP:Iteration 27Q (522.485458 sec): 3 clusters Score: Raw -117968.692952 + Penalty 2363.077775 = -115605.615177 nChanged 13 SP:Iteration 28Q (522.492619 sec): 3 clusters Score: Raw -117979.934044 + Penalty 2363.077775 = -115616.856269 nChanged 9 SP:Iteration 29Q (522.499812 sec): 3 clusters Score: Raw -117990.349734 + Penalty 2363.077775 = -115627.271959 nChanged 9 SP:Iteration 30Q (522.506953 sec): 3 clusters Score: Raw -117995.652855 + Penalty 2363.077775 = -115632.575080 nChanged 9 SP:Iteration 31Q (522.514111 sec): 3 clusters Score: Raw -118003.098394 + Penalty 2363.077775 = -115640.020619 nChanged 8 SP:Iteration 32Q (522.521266 sec): 3 clusters Score: Raw -118007.353796 + Penalty 2363.077775 = -115644.276021 nChanged 1 SP:Iteration 33Q (522.528429 sec): 3 clusters Score: Raw -118008.066111 + Penalty 2363.077775 = -115644.988336 nChanged 0 SP:Iteration 34F (522.535701 sec): 3 clusters Score: Raw -118008.066111 + Penalty 2363.077775 = -115644.988336 nChanged 0 Trying to split cluster 22 (2728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (522.551929 sec): 2 clusters Score: Raw -191363.874869 + Penalty 1285.590153 = -190078.284716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (522.566199 sec): 3 clusters Score: Raw -190138.256443 + Penalty 2571.180306 = -187567.076137 nChanged 1035 SP:Iteration 1F (522.579505 sec): 3 clusters Score: Raw -191008.300303 + Penalty 2571.180306 = -188437.119997 nChanged 278 SP:Iteration 2F (522.592891 sec): 3 clusters Score: Raw -191332.632158 + Penalty 2571.180306 = -188761.451851 nChanged 202 SP:Iteration 3F (522.606273 sec): 3 clusters Score: Raw -191589.075773 + Penalty 2571.180306 = -189017.895466 nChanged 177 SP:Iteration 4F (522.619653 sec): 3 clusters Score: Raw -191802.815654 + Penalty 2571.180306 = -189231.635348 nChanged 144 SP:Iteration 5F (522.633107 sec): 3 clusters Score: Raw -191959.763454 + Penalty 2571.180306 = -189388.583148 nChanged 106 SP:Iteration 6Q (522.646260 sec): 3 clusters Score: Raw -192071.904331 + Penalty 2571.180306 = -189500.724025 nChanged 87 SP:Iteration 7Q (522.659479 sec): 3 clusters Score: Raw -192152.628776 + Penalty 2571.180306 = -189581.448469 nChanged 59 SP:Iteration 8Q (522.672614 sec): 3 clusters Score: Raw -192198.469891 + Penalty 2571.180306 = -189627.289585 nChanged 48 SP:Iteration 9Q (522.685842 sec): 3 clusters Score: Raw -192226.036143 + Penalty 2571.180306 = -189654.855836 nChanged 29 SP:Iteration 10Q (522.698979 sec): 3 clusters Score: Raw -192242.673972 + Penalty 2571.180306 = -189671.493666 nChanged 34 SP:Iteration 11Q (522.712098 sec): 3 clusters Score: Raw -192260.908092 + Penalty 2571.180306 = -189689.727785 nChanged 26 SP:Iteration 12Q (522.725225 sec): 3 clusters Score: Raw -192274.497434 + Penalty 2571.180306 = -189703.317127 nChanged 17 SP:Iteration 13Q (522.738326 sec): 3 clusters Score: Raw -192280.091103 + Penalty 2571.180306 = -189708.910797 nChanged 12 SP:Iteration 14Q (522.751412 sec): 3 clusters Score: Raw -192283.752430 + Penalty 2571.180306 = -189712.572124 nChanged 10 SP:Iteration 15Q (522.764492 sec): 3 clusters Score: Raw -192285.799833 + Penalty 2571.180306 = -189714.619527 nChanged 0 SP:Iteration 16F (522.777760 sec): 3 clusters Score: Raw -192285.799833 + Penalty 2571.180306 = -189714.619527 nChanged 0 Trying to split cluster 23 (6237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (522.797348 sec): 2 clusters Score: Raw -479608.677261 + Penalty 1419.966369 = -478188.710892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (522.820268 sec): 3 clusters Score: Raw -476295.272158 + Penalty 2839.932737 = -473455.339420 nChanged 2559 SP:Iteration 1F (522.842597 sec): 3 clusters Score: Raw -477738.239156 + Penalty 2839.932737 = -474898.306419 nChanged 466 SP:Iteration 2F (522.864837 sec): 3 clusters Score: Raw -478002.652751 + Penalty 2839.932737 = -475162.720014 nChanged 391 SP:Iteration 3F (522.887208 sec): 3 clusters Score: Raw -478239.792651 + Penalty 2839.932737 = -475399.859913 nChanged 364 SP:Iteration 4F (522.909502 sec): 3 clusters Score: Raw -478504.757448 + Penalty 2839.932737 = -475664.824711 nChanged 343 SP:Iteration 5F (522.931860 sec): 3 clusters Score: Raw -478764.073085 + Penalty 2839.932737 = -475924.140347 nChanged 327 SP:Iteration 6F (522.954212 sec): 3 clusters Score: Raw -479025.913808 + Penalty 2839.932737 = -476185.981070 nChanged 323 SP:Iteration 7F (522.976377 sec): 3 clusters Score: Raw -479272.814277 + Penalty 2839.932737 = -476432.881539 nChanged 292 SP:Iteration 8Q (522.998587 sec): 3 clusters Score: Raw -479475.772184 + Penalty 2839.932737 = -476635.839446 nChanged 220 SP:Iteration 9Q (523.020490 sec): 3 clusters Score: Raw -479609.169021 + Penalty 2839.932737 = -476769.236284 nChanged 163 SP:Iteration 10Q (523.042556 sec): 3 clusters Score: Raw -479699.027088 + Penalty 2839.932737 = -476859.094351 nChanged 142 SP:Iteration 11Q (523.064400 sec): 3 clusters Score: Raw -479775.004818 + Penalty 2839.932737 = -476935.072080 nChanged 136 SP:Iteration 12Q (523.086405 sec): 3 clusters Score: Raw -479847.136984 + Penalty 2839.932737 = -477007.204247 nChanged 112 SP:Iteration 13Q (523.108406 sec): 3 clusters Score: Raw -479914.815685 + Penalty 2839.932737 = -477074.882947 nChanged 103 SP:Iteration 14Q (523.130310 sec): 3 clusters Score: Raw -479982.689291 + Penalty 2839.932737 = -477142.756554 nChanged 103 SP:Iteration 15Q (523.152074 sec): 3 clusters Score: Raw -480050.375773 + Penalty 2839.932737 = -477210.443036 nChanged 90 SP:Iteration 16Q (523.173878 sec): 3 clusters Score: Raw -480102.001492 + Penalty 2839.932737 = -477262.068755 nChanged 80 SP:Iteration 17Q (523.205320 sec): 3 clusters Score: Raw -480153.839810 + Penalty 2839.932737 = -477313.907072 nChanged 63 SP:Iteration 18Q (523.242055 sec): 3 clusters Score: Raw -480198.048801 + Penalty 2839.932737 = -477358.116063 nChanged 67 SP:Iteration 19Q (523.263597 sec): 3 clusters Score: Raw -480244.141194 + Penalty 2839.932737 = -477404.208457 nChanged 62 SP:Iteration 20F (523.285683 sec): 3 clusters Score: Raw -480291.093695 + Penalty 2839.932737 = -477451.160957 nChanged 58 SP:Iteration 21Q (523.306775 sec): 3 clusters Score: Raw -480326.600823 + Penalty 2839.932737 = -477486.668086 nChanged 57 SP:Iteration 22Q (523.327986 sec): 3 clusters Score: Raw -480358.496188 + Penalty 2839.932737 = -477518.563450 nChanged 45 SP:Iteration 23Q (523.349092 sec): 3 clusters Score: Raw -480385.264810 + Penalty 2839.932737 = -477545.332072 nChanged 44 SP:Iteration 24Q (523.370103 sec): 3 clusters Score: Raw -480404.249583 + Penalty 2839.932737 = -477564.316846 nChanged 25 SP:Iteration 25Q (523.390926 sec): 3 clusters Score: Raw -480414.837070 + Penalty 2839.932737 = -477574.904332 nChanged 26 SP:Iteration 26Q (523.411829 sec): 3 clusters Score: Raw -480424.942481 + Penalty 2839.932737 = -477585.009743 nChanged 25 SP:Iteration 27Q (523.432658 sec): 3 clusters Score: Raw -480432.082239 + Penalty 2839.932737 = -477592.149501 nChanged 12 SP:Iteration 28Q (523.453708 sec): 3 clusters Score: Raw -480435.306185 + Penalty 2839.932737 = -477595.373447 nChanged 7 SP:Iteration 29Q (523.474422 sec): 3 clusters Score: Raw -480438.054778 + Penalty 2839.932737 = -477598.122040 nChanged 8 SP:Iteration 30Q (523.495369 sec): 3 clusters Score: Raw -480439.913140 + Penalty 2839.932737 = -477599.980402 nChanged 9 SP:Iteration 31Q (523.516113 sec): 3 clusters Score: Raw -480443.092245 + Penalty 2839.932737 = -477603.159507 nChanged 12 SP:Iteration 32Q (523.536997 sec): 3 clusters Score: Raw -480446.518445 + Penalty 2839.932737 = -477606.585707 nChanged 12 SP:Iteration 33Q (523.558003 sec): 3 clusters Score: Raw -480449.403490 + Penalty 2839.932737 = -477609.470752 nChanged 6 SP:Iteration 34Q (523.579144 sec): 3 clusters Score: Raw -480450.455729 + Penalty 2839.932737 = -477610.522992 nChanged 5 SP:Iteration 35Q (523.599958 sec): 3 clusters Score: Raw -480451.670386 + Penalty 2839.932737 = -477611.737648 nChanged 5 SP:Iteration 36Q (523.620817 sec): 3 clusters Score: Raw -480452.876524 + Penalty 2839.932737 = -477612.943786 nChanged 3 SP:Iteration 37Q (523.641798 sec): 3 clusters Score: Raw -480453.462215 + Penalty 2839.932737 = -477613.529478 nChanged 3 SP:Iteration 38Q (523.662809 sec): 3 clusters Score: Raw -480454.182998 + Penalty 2839.932737 = -477614.250260 nChanged 3 SP:Iteration 39Q (523.683855 sec): 3 clusters Score: Raw -480454.667937 + Penalty 2839.932737 = -477614.735200 nChanged 4 SP:Iteration 40F (523.706063 sec): 3 clusters Score: Raw -480456.556632 + Penalty 2839.932737 = -477616.623894 nChanged 6 SP:Iteration 41Q (523.726923 sec): 3 clusters Score: Raw -480457.934431 + Penalty 2839.932737 = -477618.001693 nChanged 5 SP:Iteration 42Q (523.747955 sec): 3 clusters Score: Raw -480458.800031 + Penalty 2839.932737 = -477618.867294 nChanged 3 SP:Iteration 43Q (523.769075 sec): 3 clusters Score: Raw -480459.791620 + Penalty 2839.932737 = -477619.858883 nChanged 4 SP:Iteration 44Q (523.789983 sec): 3 clusters Score: Raw -480460.787440 + Penalty 2839.932737 = -477620.854703 nChanged 1 SP:Iteration 45Q (523.810966 sec): 3 clusters Score: Raw -480460.908771 + Penalty 2839.932737 = -477620.976033 nChanged 2 SP:Iteration 46Q (523.832004 sec): 3 clusters Score: Raw -480461.210198 + Penalty 2839.932737 = -477621.277461 nChanged 1 SP:Iteration 47Q (523.852886 sec): 3 clusters Score: Raw -480461.522758 + Penalty 2839.932737 = -477621.590021 nChanged 3 SP:Iteration 48Q (523.874031 sec): 3 clusters Score: Raw -480462.287732 + Penalty 2839.932737 = -477622.354994 nChanged 2 SP:Iteration 49Q (523.895225 sec): 3 clusters Score: Raw -480462.986041 + Penalty 2839.932737 = -477623.053303 nChanged 2 SP:Iteration 50Q (523.915923 sec): 3 clusters Score: Raw -480464.308945 + Penalty 2839.932737 = -477624.376208 nChanged 2 SP:Iteration 51Q (523.936615 sec): 3 clusters Score: Raw -480464.722126 + Penalty 2839.932737 = -477624.789389 nChanged 4 SP:Iteration 52Q (523.957679 sec): 3 clusters Score: Raw -480465.606307 + Penalty 2839.932737 = -477625.673569 nChanged 4 SP:Iteration 53Q (523.978490 sec): 3 clusters Score: Raw -480466.574126 + Penalty 2839.932737 = -477626.641389 nChanged 4 SP:Iteration 54Q (523.999504 sec): 3 clusters Score: Raw -480467.795331 + Penalty 2839.932737 = -477627.862594 nChanged 3 SP:Iteration 55Q (524.020468 sec): 3 clusters Score: Raw -480468.367097 + Penalty 2839.932737 = -477628.434360 nChanged 2 SP:Iteration 56Q (524.041351 sec): 3 clusters Score: Raw -480468.737657 + Penalty 2839.932737 = -477628.804920 nChanged 1 SP:Iteration 57Q (524.062274 sec): 3 clusters Score: Raw -480468.857335 + Penalty 2839.932737 = -477628.924597 nChanged 0 SP:Iteration 58F (524.084734 sec): 3 clusters Score: Raw -480468.857335 + Penalty 2839.932737 = -477628.924597 nChanged 0 Trying to split cluster 24 (10341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (524.108421 sec): 2 clusters Score: Raw -870808.769818 + Penalty 1502.129176 = -869306.640642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (524.137892 sec): 3 clusters Score: Raw -864909.114271 + Penalty 3004.258353 = -861904.855918 nChanged 4515 SP:Iteration 1F (524.166357 sec): 3 clusters Score: Raw -867874.314837 + Penalty 3004.258353 = -864870.056484 nChanged 854 SP:Iteration 2F (524.194709 sec): 3 clusters Score: Raw -868575.266039 + Penalty 3004.258353 = -865571.007686 nChanged 850 SP:Iteration 3F (524.223318 sec): 3 clusters Score: Raw -869271.749260 + Penalty 3004.258353 = -866267.490907 nChanged 767 SP:Iteration 4F (524.251869 sec): 3 clusters Score: Raw -869820.275054 + Penalty 3004.258353 = -866816.016701 nChanged 625 SP:Iteration 5F (524.280381 sec): 3 clusters Score: Raw -870242.701364 + Penalty 3004.258353 = -867238.443011 nChanged 545 SP:Iteration 6F (524.308831 sec): 3 clusters Score: Raw -870561.151102 + Penalty 3004.258353 = -867556.892749 nChanged 432 SP:Iteration 7Q (524.337063 sec): 3 clusters Score: Raw -870821.328341 + Penalty 3004.258353 = -867817.069988 nChanged 376 SP:Iteration 8Q (524.365054 sec): 3 clusters Score: Raw -871026.938445 + Penalty 3004.258353 = -868022.680092 nChanged 286 SP:Iteration 9Q (524.393123 sec): 3 clusters Score: Raw -871169.582463 + Penalty 3004.258353 = -868165.324110 nChanged 208 SP:Iteration 10Q (524.421329 sec): 3 clusters Score: Raw -871264.971220 + Penalty 3004.258353 = -868260.712867 nChanged 180 SP:Iteration 11Q (524.449446 sec): 3 clusters Score: Raw -871337.153722 + Penalty 3004.258353 = -868332.895370 nChanged 137 SP:Iteration 12Q (524.477412 sec): 3 clusters Score: Raw -871390.575604 + Penalty 3004.258353 = -868386.317251 nChanged 126 SP:Iteration 13Q (524.505313 sec): 3 clusters Score: Raw -871435.772545 + Penalty 3004.258353 = -868431.514192 nChanged 84 SP:Iteration 14Q (524.533291 sec): 3 clusters Score: Raw -871465.954124 + Penalty 3004.258353 = -868461.695771 nChanged 82 SP:Iteration 15Q (524.561250 sec): 3 clusters Score: Raw -871496.267581 + Penalty 3004.258353 = -868492.009228 nChanged 71 SP:Iteration 16Q (524.588935 sec): 3 clusters Score: Raw -871522.666095 + Penalty 3004.258353 = -868518.407742 nChanged 63 SP:Iteration 17Q (524.616595 sec): 3 clusters Score: Raw -871541.272116 + Penalty 3004.258353 = -868537.013763 nChanged 52 SP:Iteration 18Q (524.644159 sec): 3 clusters Score: Raw -871554.029489 + Penalty 3004.258353 = -868549.771136 nChanged 54 SP:Iteration 19Q (524.671939 sec): 3 clusters Score: Raw -871567.369557 + Penalty 3004.258353 = -868563.111205 nChanged 53 SP:Iteration 20F (524.700324 sec): 3 clusters Score: Raw -871580.041720 + Penalty 3004.258353 = -868575.783367 nChanged 49 SP:Iteration 21Q (524.727786 sec): 3 clusters Score: Raw -871593.532216 + Penalty 3004.258353 = -868589.273863 nChanged 48 SP:Iteration 22Q (524.755426 sec): 3 clusters Score: Raw -871604.108861 + Penalty 3004.258353 = -868599.850508 nChanged 37 SP:Iteration 23Q (524.782830 sec): 3 clusters Score: Raw -871612.794563 + Penalty 3004.258353 = -868608.536210 nChanged 32 SP:Iteration 24Q (524.810122 sec): 3 clusters Score: Raw -871619.901491 + Penalty 3004.258353 = -868615.643138 nChanged 36 SP:Iteration 25Q (524.837325 sec): 3 clusters Score: Raw -871628.400419 + Penalty 3004.258353 = -868624.142066 nChanged 38 SP:Iteration 26Q (524.864542 sec): 3 clusters Score: Raw -871637.087083 + Penalty 3004.258353 = -868632.828730 nChanged 24 SP:Iteration 27Q (524.891926 sec): 3 clusters Score: Raw -871641.806827 + Penalty 3004.258353 = -868637.548474 nChanged 19 SP:Iteration 28Q (524.919022 sec): 3 clusters Score: Raw -871646.241439 + Penalty 3004.258353 = -868641.983086 nChanged 22 SP:Iteration 29Q (524.946198 sec): 3 clusters Score: Raw -871650.583163 + Penalty 3004.258353 = -868646.324811 nChanged 19 SP:Iteration 30Q (524.973195 sec): 3 clusters Score: Raw -871655.319834 + Penalty 3004.258353 = -868651.061481 nChanged 22 SP:Iteration 31Q (525.000320 sec): 3 clusters Score: Raw -871661.283679 + Penalty 3004.258353 = -868657.025326 nChanged 25 SP:Iteration 32Q (525.027468 sec): 3 clusters Score: Raw -871666.462313 + Penalty 3004.258353 = -868662.203960 nChanged 23 SP:Iteration 33Q (525.054500 sec): 3 clusters Score: Raw -871670.412743 + Penalty 3004.258353 = -868666.154390 nChanged 12 SP:Iteration 34Q (525.081260 sec): 3 clusters Score: Raw -871672.951921 + Penalty 3004.258353 = -868668.693568 nChanged 15 SP:Iteration 35Q (525.108203 sec): 3 clusters Score: Raw -871675.749506 + Penalty 3004.258353 = -868671.491153 nChanged 18 SP:Iteration 36Q (525.135013 sec): 3 clusters Score: Raw -871680.594310 + Penalty 3004.258353 = -868676.335957 nChanged 17 SP:Iteration 37Q (525.161835 sec): 3 clusters Score: Raw -871684.187748 + Penalty 3004.258353 = -868679.929395 nChanged 15 SP:Iteration 38Q (525.188660 sec): 3 clusters Score: Raw -871687.962111 + Penalty 3004.258353 = -868683.703758 nChanged 24 SP:Iteration 39Q (525.215608 sec): 3 clusters Score: Raw -871694.027349 + Penalty 3004.258353 = -868689.768996 nChanged 24 SP:Iteration 40F (525.244131 sec): 3 clusters Score: Raw -871698.727872 + Penalty 3004.258353 = -868694.469519 nChanged 14 SP:Iteration 41Q (525.271121 sec): 3 clusters Score: Raw -871702.084259 + Penalty 3004.258353 = -868697.825906 nChanged 10 SP:Iteration 42Q (525.298020 sec): 3 clusters Score: Raw -871703.829470 + Penalty 3004.258353 = -868699.571117 nChanged 10 SP:Iteration 43Q (525.324622 sec): 3 clusters Score: Raw -871705.940496 + Penalty 3004.258353 = -868701.682143 nChanged 12 SP:Iteration 44Q (525.351648 sec): 3 clusters Score: Raw -871708.922332 + Penalty 3004.258353 = -868704.663979 nChanged 13 SP:Iteration 45Q (525.378249 sec): 3 clusters Score: Raw -871711.455154 + Penalty 3004.258353 = -868707.196801 nChanged 12 SP:Iteration 46Q (525.404745 sec): 3 clusters Score: Raw -871713.786037 + Penalty 3004.258353 = -868709.527684 nChanged 5 SP:Iteration 47Q (525.431640 sec): 3 clusters Score: Raw -871715.268365 + Penalty 3004.258353 = -868711.010012 nChanged 4 SP:Iteration 48Q (525.458221 sec): 3 clusters Score: Raw -871715.922594 + Penalty 3004.258353 = -868711.664241 nChanged 3 SP:Iteration 49Q (525.484882 sec): 3 clusters Score: Raw -871716.692466 + Penalty 3004.258353 = -868712.434113 nChanged 5 SP:Iteration 50Q (525.511576 sec): 3 clusters Score: Raw -871717.599509 + Penalty 3004.258353 = -868713.341156 nChanged 6 SP:Iteration 51Q (525.538149 sec): 3 clusters Score: Raw -871718.205005 + Penalty 3004.258353 = -868713.946652 nChanged 2 SP:Iteration 52Q (525.564833 sec): 3 clusters Score: Raw -871718.523202 + Penalty 3004.258353 = -868714.264849 nChanged 4 SP:Iteration 53Q (525.591662 sec): 3 clusters Score: Raw -871719.042961 + Penalty 3004.258353 = -868714.784608 nChanged 5 SP:Iteration 54Q (525.618294 sec): 3 clusters Score: Raw -871719.789985 + Penalty 3004.258353 = -868715.531632 nChanged 6 SP:Iteration 55Q (525.644970 sec): 3 clusters Score: Raw -871721.792277 + Penalty 3004.258353 = -868717.533924 nChanged 7 SP:Iteration 56Q (525.671651 sec): 3 clusters Score: Raw -871722.965295 + Penalty 3004.258353 = -868718.706942 nChanged 3 SP:Iteration 57Q (525.698014 sec): 3 clusters Score: Raw -871723.822409 + Penalty 3004.258353 = -868719.564056 nChanged 6 SP:Iteration 58Q (525.724623 sec): 3 clusters Score: Raw -871725.455667 + Penalty 3004.258353 = -868721.197314 nChanged 6 SP:Iteration 59Q (525.751235 sec): 3 clusters Score: Raw -871726.710116 + Penalty 3004.258353 = -868722.451763 nChanged 5 SP:Iteration 60F (525.779533 sec): 3 clusters Score: Raw -871727.771164 + Penalty 3004.258353 = -868723.512811 nChanged 6 SP:Iteration 61Q (525.805950 sec): 3 clusters Score: Raw -871729.013207 + Penalty 3004.258353 = -868724.754854 nChanged 5 SP:Iteration 62Q (525.832458 sec): 3 clusters Score: Raw -871730.333722 + Penalty 3004.258353 = -868726.075369 nChanged 4 SP:Iteration 63Q (525.859140 sec): 3 clusters Score: Raw -871731.178898 + Penalty 3004.258353 = -868726.920545 nChanged 3 SP:Iteration 64Q (525.885549 sec): 3 clusters Score: Raw -871731.658778 + Penalty 3004.258353 = -868727.400425 nChanged 4 SP:Iteration 65Q (525.912026 sec): 3 clusters Score: Raw -871732.156672 + Penalty 3004.258353 = -868727.898319 nChanged 0 SP:Iteration 66F (525.940392 sec): 3 clusters Score: Raw -871732.156672 + Penalty 3004.258353 = -868727.898319 nChanged 0 Trying to split cluster 25 (15164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (525.968633 sec): 2 clusters Score: Raw -1265377.758422 + Penalty 1564.335415 = -1263813.423007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (526.004512 sec): 3 clusters Score: Raw -1256432.851317 + Penalty 3128.670830 = -1253304.180487 nChanged 6771 SP:Iteration 1F (526.038993 sec): 3 clusters Score: Raw -1260166.043588 + Penalty 3128.670830 = -1257037.372758 nChanged 864 SP:Iteration 2F (526.073482 sec): 3 clusters Score: Raw -1260584.922499 + Penalty 3128.670830 = -1257456.251669 nChanged 865 SP:Iteration 3F (526.107845 sec): 3 clusters Score: Raw -1261118.822206 + Penalty 3128.670830 = -1257990.151376 nChanged 930 SP:Iteration 4F (526.142182 sec): 3 clusters Score: Raw -1261738.488492 + Penalty 3128.670830 = -1258609.817662 nChanged 917 SP:Iteration 5F (526.176761 sec): 3 clusters Score: Raw -1262401.785213 + Penalty 3128.670830 = -1259273.114383 nChanged 861 SP:Iteration 6F (526.211106 sec): 3 clusters Score: Raw -1262956.445612 + Penalty 3128.670830 = -1259827.774782 nChanged 766 SP:Iteration 7F (526.245485 sec): 3 clusters Score: Raw -1263420.425809 + Penalty 3128.670830 = -1260291.754979 nChanged 705 SP:Iteration 8Q (526.279964 sec): 3 clusters Score: Raw -1263794.202723 + Penalty 3128.670830 = -1260665.531893 nChanged 618 SP:Iteration 9Q (526.314027 sec): 3 clusters Score: Raw -1264083.116287 + Penalty 3128.670830 = -1260954.445457 nChanged 469 SP:Iteration 10Q (526.348102 sec): 3 clusters Score: Raw -1264286.394277 + Penalty 3128.670830 = -1261157.723447 nChanged 362 SP:Iteration 11Q (526.382310 sec): 3 clusters Score: Raw -1264441.941847 + Penalty 3128.670830 = -1261313.271017 nChanged 306 SP:Iteration 12Q (526.416299 sec): 3 clusters Score: Raw -1264582.792197 + Penalty 3128.670830 = -1261454.121367 nChanged 279 SP:Iteration 13Q (526.450330 sec): 3 clusters Score: Raw -1264723.382175 + Penalty 3128.670830 = -1261594.711345 nChanged 259 SP:Iteration 14Q (526.484242 sec): 3 clusters Score: Raw -1264839.696539 + Penalty 3128.670830 = -1261711.025709 nChanged 230 SP:Iteration 15Q (526.518100 sec): 3 clusters Score: Raw -1264922.433058 + Penalty 3128.670830 = -1261793.762228 nChanged 197 SP:Iteration 16Q (526.552029 sec): 3 clusters Score: Raw -1264991.042265 + Penalty 3128.670830 = -1261862.371435 nChanged 178 SP:Iteration 17Q (526.585932 sec): 3 clusters Score: Raw -1265047.946782 + Penalty 3128.670830 = -1261919.275952 nChanged 179 SP:Iteration 18Q (526.619739 sec): 3 clusters Score: Raw -1265094.309762 + Penalty 3128.670830 = -1261965.638932 nChanged 132 SP:Iteration 19Q (526.653825 sec): 3 clusters Score: Raw -1265125.865622 + Penalty 3128.670830 = -1261997.194793 nChanged 118 SP:Iteration 20F (526.688318 sec): 3 clusters Score: Raw -1265150.716686 + Penalty 3128.670830 = -1262022.045856 nChanged 106 SP:Iteration 21Q (526.722254 sec): 3 clusters Score: Raw -1265175.685300 + Penalty 3128.670830 = -1262047.014470 nChanged 108 SP:Iteration 22Q (526.756289 sec): 3 clusters Score: Raw -1265203.365198 + Penalty 3128.670830 = -1262074.694369 nChanged 96 SP:Iteration 23Q (526.790177 sec): 3 clusters Score: Raw -1265222.394037 + Penalty 3128.670830 = -1262093.723207 nChanged 89 SP:Iteration 24Q (526.823902 sec): 3 clusters Score: Raw -1265239.272689 + Penalty 3128.670830 = -1262110.601859 nChanged 77 SP:Iteration 25Q (526.857704 sec): 3 clusters Score: Raw -1265254.250469 + Penalty 3128.670830 = -1262125.579639 nChanged 67 SP:Iteration 26Q (526.891492 sec): 3 clusters Score: Raw -1265267.239347 + Penalty 3128.670830 = -1262138.568517 nChanged 68 SP:Iteration 27Q (526.925239 sec): 3 clusters Score: Raw -1265277.456980 + Penalty 3128.670830 = -1262148.786150 nChanged 67 SP:Iteration 28Q (526.958777 sec): 3 clusters Score: Raw -1265287.147958 + Penalty 3128.670830 = -1262158.477128 nChanged 56 SP:Iteration 29Q (526.992345 sec): 3 clusters Score: Raw -1265294.490529 + Penalty 3128.670830 = -1262165.819699 nChanged 53 SP:Iteration 30Q (527.025907 sec): 3 clusters Score: Raw -1265302.758225 + Penalty 3128.670830 = -1262174.087395 nChanged 48 SP:Iteration 31Q (527.059481 sec): 3 clusters Score: Raw -1265310.630949 + Penalty 3128.670830 = -1262181.960119 nChanged 59 SP:Iteration 32Q (527.092927 sec): 3 clusters Score: Raw -1265319.563037 + Penalty 3128.670830 = -1262190.892207 nChanged 58 SP:Iteration 33Q (527.126429 sec): 3 clusters Score: Raw -1265327.978169 + Penalty 3128.670830 = -1262199.307339 nChanged 60 SP:Iteration 34Q (527.159775 sec): 3 clusters Score: Raw -1265337.637023 + Penalty 3128.670830 = -1262208.966193 nChanged 58 SP:Iteration 35Q (527.193048 sec): 3 clusters Score: Raw -1265347.085036 + Penalty 3128.670830 = -1262218.414206 nChanged 62 SP:Iteration 36Q (527.226398 sec): 3 clusters Score: Raw -1265356.513791 + Penalty 3128.670830 = -1262227.842961 nChanged 49 SP:Iteration 37Q (527.259651 sec): 3 clusters Score: Raw -1265364.175164 + Penalty 3128.670830 = -1262235.504335 nChanged 42 SP:Iteration 38Q (527.292603 sec): 3 clusters Score: Raw -1265371.254373 + Penalty 3128.670830 = -1262242.583543 nChanged 46 SP:Iteration 39Q (527.325721 sec): 3 clusters Score: Raw -1265378.337340 + Penalty 3128.670830 = -1262249.666510 nChanged 60 SP:Iteration 40F (527.360100 sec): 3 clusters Score: Raw -1265388.086652 + Penalty 3128.670830 = -1262259.415822 nChanged 59 SP:Iteration 41Q (527.393427 sec): 3 clusters Score: Raw -1265396.260032 + Penalty 3128.670830 = -1262267.589202 nChanged 46 SP:Iteration 42Q (527.426672 sec): 3 clusters Score: Raw -1265401.777446 + Penalty 3128.670830 = -1262273.106616 nChanged 44 SP:Iteration 43Q (527.495160 sec): 3 clusters Score: Raw -1265408.109395 + Penalty 3128.670830 = -1262279.438565 nChanged 48 SP:Iteration 44Q (527.529927 sec): 3 clusters Score: Raw -1265415.328924 + Penalty 3128.670830 = -1262286.658094 nChanged 45 SP:Iteration 45Q (527.585297 sec): 3 clusters Score: Raw -1265423.346229 + Penalty 3128.670830 = -1262294.675399 nChanged 52 SP:Iteration 46Q (527.634947 sec): 3 clusters Score: Raw -1265432.503573 + Penalty 3128.670830 = -1262303.832743 nChanged 51 SP:Iteration 47Q (527.669166 sec): 3 clusters Score: Raw -1265440.605482 + Penalty 3128.670830 = -1262311.934652 nChanged 42 SP:Iteration 48Q (527.702053 sec): 3 clusters Score: Raw -1265446.348207 + Penalty 3128.670830 = -1262317.677377 nChanged 29 SP:Iteration 49Q (527.735055 sec): 3 clusters Score: Raw -1265450.156582 + Penalty 3128.670830 = -1262321.485752 nChanged 32 SP:Iteration 50Q (527.768057 sec): 3 clusters Score: Raw -1265454.200480 + Penalty 3128.670830 = -1262325.529650 nChanged 32 SP:Iteration 51Q (527.800974 sec): 3 clusters Score: Raw -1265458.709889 + Penalty 3128.670830 = -1262330.039059 nChanged 34 SP:Iteration 52Q (527.833791 sec): 3 clusters Score: Raw -1265463.049165 + Penalty 3128.670830 = -1262334.378335 nChanged 33 SP:Iteration 53Q (527.866537 sec): 3 clusters Score: Raw -1265468.093804 + Penalty 3128.670830 = -1262339.422974 nChanged 42 SP:Iteration 54Q (527.899422 sec): 3 clusters Score: Raw -1265475.303950 + Penalty 3128.670830 = -1262346.633120 nChanged 49 SP:Iteration 55Q (527.932133 sec): 3 clusters Score: Raw -1265484.545954 + Penalty 3128.670830 = -1262355.875124 nChanged 52 SP:Iteration 56Q (527.964739 sec): 3 clusters Score: Raw -1265493.674935 + Penalty 3128.670830 = -1262365.004105 nChanged 48 SP:Iteration 57Q (527.997270 sec): 3 clusters Score: Raw -1265500.860600 + Penalty 3128.670830 = -1262372.189770 nChanged 40 SP:Iteration 58Q (528.029784 sec): 3 clusters Score: Raw -1265506.571341 + Penalty 3128.670830 = -1262377.900511 nChanged 36 SP:Iteration 59Q (528.062308 sec): 3 clusters Score: Raw -1265512.188193 + Penalty 3128.670830 = -1262383.517363 nChanged 35 SP:Iteration 60F (528.096571 sec): 3 clusters Score: Raw -1265516.224191 + Penalty 3128.670830 = -1262387.553361 nChanged 40 SP:Iteration 61Q (528.129487 sec): 3 clusters Score: Raw -1265521.156509 + Penalty 3128.670830 = -1262392.485679 nChanged 37 SP:Iteration 62Q (528.162130 sec): 3 clusters Score: Raw -1265525.592007 + Penalty 3128.670830 = -1262396.921177 nChanged 30 SP:Iteration 63Q (528.194531 sec): 3 clusters Score: Raw -1265529.837290 + Penalty 3128.670830 = -1262401.166460 nChanged 28 SP:Iteration 64Q (528.226981 sec): 3 clusters Score: Raw -1265533.724631 + Penalty 3128.670830 = -1262405.053801 nChanged 26 SP:Iteration 65Q (528.259588 sec): 3 clusters Score: Raw -1265537.339840 + Penalty 3128.670830 = -1262408.669010 nChanged 26 SP:Iteration 66Q (528.291966 sec): 3 clusters Score: Raw -1265541.591352 + Penalty 3128.670830 = -1262412.920522 nChanged 33 SP:Iteration 67Q (528.324366 sec): 3 clusters Score: Raw -1265547.046440 + Penalty 3128.670830 = -1262418.375610 nChanged 32 SP:Iteration 68Q (528.356835 sec): 3 clusters Score: Raw -1265551.393373 + Penalty 3128.670830 = -1262422.722543 nChanged 25 SP:Iteration 69Q (528.389006 sec): 3 clusters Score: Raw -1265556.438709 + Penalty 3128.670830 = -1262427.767879 nChanged 27 SP:Iteration 70Q (528.421319 sec): 3 clusters Score: Raw -1265562.671933 + Penalty 3128.670830 = -1262434.001103 nChanged 32 SP:Iteration 71Q (528.453488 sec): 3 clusters Score: Raw -1265568.616878 + Penalty 3128.670830 = -1262439.946049 nChanged 36 SP:Iteration 72Q (528.485727 sec): 3 clusters Score: Raw -1265575.254946 + Penalty 3128.670830 = -1262446.584116 nChanged 40 SP:Iteration 73Q (528.517780 sec): 3 clusters Score: Raw -1265582.433080 + Penalty 3128.670830 = -1262453.762250 nChanged 39 SP:Iteration 74Q (528.549931 sec): 3 clusters Score: Raw -1265590.318130 + Penalty 3128.670830 = -1262461.647300 nChanged 37 SP:Iteration 75Q (528.581925 sec): 3 clusters Score: Raw -1265597.343750 + Penalty 3128.670830 = -1262468.672920 nChanged 31 SP:Iteration 76Q (528.613848 sec): 3 clusters Score: Raw -1265602.495599 + Penalty 3128.670830 = -1262473.824769 nChanged 29 SP:Iteration 77Q (528.645873 sec): 3 clusters Score: Raw -1265606.337586 + Penalty 3128.670830 = -1262477.666756 nChanged 16 SP:Iteration 78Q (528.677703 sec): 3 clusters Score: Raw -1265608.889929 + Penalty 3128.670830 = -1262480.219099 nChanged 13 SP:Iteration 79Q (528.709725 sec): 3 clusters Score: Raw -1265611.467613 + Penalty 3128.670830 = -1262482.796783 nChanged 18 SP:Iteration 80F (528.744031 sec): 3 clusters Score: Raw -1265614.004197 + Penalty 3128.670830 = -1262485.333368 nChanged 20 SP:Iteration 81Q (528.776115 sec): 3 clusters Score: Raw -1265616.435357 + Penalty 3128.670830 = -1262487.764527 nChanged 17 SP:Iteration 82Q (528.807974 sec): 3 clusters Score: Raw -1265618.740100 + Penalty 3128.670830 = -1262490.069270 nChanged 17 SP:Iteration 83Q (528.839942 sec): 3 clusters Score: Raw -1265621.757932 + Penalty 3128.670830 = -1262493.087102 nChanged 15 SP:Iteration 84Q (528.871744 sec): 3 clusters Score: Raw -1265623.909086 + Penalty 3128.670830 = -1262495.238256 nChanged 17 SP:Iteration 85Q (528.903562 sec): 3 clusters Score: Raw -1265626.098120 + Penalty 3128.670830 = -1262497.427290 nChanged 13 SP:Iteration 86Q (528.935517 sec): 3 clusters Score: Raw -1265628.751052 + Penalty 3128.670830 = -1262500.080222 nChanged 19 SP:Iteration 87Q (528.967216 sec): 3 clusters Score: Raw -1265631.878305 + Penalty 3128.670830 = -1262503.207475 nChanged 22 SP:Iteration 88Q (528.999052 sec): 3 clusters Score: Raw -1265635.169461 + Penalty 3128.670830 = -1262506.498631 nChanged 17 SP:Iteration 89Q (529.031025 sec): 3 clusters Score: Raw -1265637.938956 + Penalty 3128.670830 = -1262509.268126 nChanged 15 SP:Iteration 90Q (529.062794 sec): 3 clusters Score: Raw -1265641.382887 + Penalty 3128.670830 = -1262512.712057 nChanged 23 SP:Iteration 91Q (529.094621 sec): 3 clusters Score: Raw -1265645.340867 + Penalty 3128.670830 = -1262516.670037 nChanged 14 SP:Iteration 92Q (529.126361 sec): 3 clusters Score: Raw -1265647.134721 + Penalty 3128.670830 = -1262518.463891 nChanged 17 SP:Iteration 93Q (529.157959 sec): 3 clusters Score: Raw -1265649.139346 + Penalty 3128.670830 = -1262520.468516 nChanged 13 SP:Iteration 94Q (529.189751 sec): 3 clusters Score: Raw -1265650.960337 + Penalty 3128.670830 = -1262522.289507 nChanged 15 SP:Iteration 95Q (529.221304 sec): 3 clusters Score: Raw -1265652.889245 + Penalty 3128.670830 = -1262524.218415 nChanged 13 SP:Iteration 96Q (529.252877 sec): 3 clusters Score: Raw -1265654.170801 + Penalty 3128.670830 = -1262525.499971 nChanged 11 SP:Iteration 97Q (529.284524 sec): 3 clusters Score: Raw -1265655.492026 + Penalty 3128.670830 = -1262526.821196 nChanged 11 SP:Iteration 98Q (529.316188 sec): 3 clusters Score: Raw -1265657.052484 + Penalty 3128.670830 = -1262528.381654 nChanged 5 SP:Iteration 99Q (529.347745 sec): 3 clusters Score: Raw -1265657.441602 + Penalty 3128.670830 = -1262528.770772 nChanged 2 SP:Iteration 100F (529.382273 sec): 3 clusters Score: Raw -1265657.724440 + Penalty 3128.670830 = -1262529.053610 nChanged 4 SP:Iteration 101Q (529.414133 sec): 3 clusters Score: Raw -1265658.234013 + Penalty 3128.670830 = -1262529.563183 nChanged 9 SP:Iteration 102Q (529.445654 sec): 3 clusters Score: Raw -1265659.658883 + Penalty 3128.670830 = -1262530.988053 nChanged 8 SP:Iteration 103Q (529.477432 sec): 3 clusters Score: Raw -1265660.919636 + Penalty 3128.670830 = -1262532.248806 nChanged 5 SP:Iteration 104Q (529.508993 sec): 3 clusters Score: Raw -1265661.412857 + Penalty 3128.670830 = -1262532.742028 nChanged 8 SP:Iteration 105Q (529.540492 sec): 3 clusters Score: Raw -1265662.885803 + Penalty 3128.670830 = -1262534.214973 nChanged 20 SP:Iteration 106Q (529.572080 sec): 3 clusters Score: Raw -1265667.025839 + Penalty 3128.670830 = -1262538.355009 nChanged 22 SP:Iteration 107Q (529.603618 sec): 3 clusters Score: Raw -1265670.494753 + Penalty 3128.670830 = -1262541.823923 nChanged 15 SP:Iteration 108Q (529.635223 sec): 3 clusters Score: Raw -1265672.352838 + Penalty 3128.670830 = -1262543.682008 nChanged 11 SP:Iteration 109Q (529.666694 sec): 3 clusters Score: Raw -1265674.345255 + Penalty 3128.670830 = -1262545.674426 nChanged 11 SP:Iteration 110Q (529.698125 sec): 3 clusters Score: Raw -1265675.510378 + Penalty 3128.670830 = -1262546.839549 nChanged 9 SP:Iteration 111Q (529.729650 sec): 3 clusters Score: Raw -1265676.823955 + Penalty 3128.670830 = -1262548.153126 nChanged 14 SP:Iteration 112Q (529.761209 sec): 3 clusters Score: Raw -1265678.728060 + Penalty 3128.670830 = -1262550.057230 nChanged 9 SP:Iteration 113Q (529.792525 sec): 3 clusters Score: Raw -1265679.966146 + Penalty 3128.670830 = -1262551.295316 nChanged 10 SP:Iteration 114Q (529.824038 sec): 3 clusters Score: Raw -1265681.327735 + Penalty 3128.670830 = -1262552.656905 nChanged 19 SP:Iteration 115Q (529.855471 sec): 3 clusters Score: Raw -1265684.120590 + Penalty 3128.670830 = -1262555.449760 nChanged 15 SP:Iteration 116Q (529.886932 sec): 3 clusters Score: Raw -1265686.921937 + Penalty 3128.670830 = -1262558.251108 nChanged 17 SP:Iteration 117Q (529.918516 sec): 3 clusters Score: Raw -1265689.842867 + Penalty 3128.670830 = -1262561.172037 nChanged 15 SP:Iteration 118Q (529.949935 sec): 3 clusters Score: Raw -1265692.782065 + Penalty 3128.670830 = -1262564.111235 nChanged 16 SP:Iteration 119Q (529.981452 sec): 3 clusters Score: Raw -1265695.178731 + Penalty 3128.670830 = -1262566.507901 nChanged 11 SP:Iteration 120F (530.015831 sec): 3 clusters Score: Raw -1265696.556993 + Penalty 3128.670830 = -1262567.886163 nChanged 11 SP:Iteration 121Q (530.047360 sec): 3 clusters Score: Raw -1265698.023487 + Penalty 3128.670830 = -1262569.352658 nChanged 12 SP:Iteration 122Q (530.078753 sec): 3 clusters Score: Raw -1265699.262060 + Penalty 3128.670830 = -1262570.591230 nChanged 5 SP:Iteration 123Q (530.110189 sec): 3 clusters Score: Raw -1265699.657025 + Penalty 3128.670830 = -1262570.986195 nChanged 4 SP:Iteration 124Q (530.141607 sec): 3 clusters Score: Raw -1265699.851969 + Penalty 3128.670830 = -1262571.181140 nChanged 2 SP:Iteration 125Q (530.172956 sec): 3 clusters Score: Raw -1265700.074863 + Penalty 3128.670830 = -1262571.404033 nChanged 5 SP:Iteration 126Q (530.204372 sec): 3 clusters Score: Raw -1265700.711154 + Penalty 3128.670830 = -1262572.040324 nChanged 7 SP:Iteration 127Q (530.235801 sec): 3 clusters Score: Raw -1265702.001778 + Penalty 3128.670830 = -1262573.330948 nChanged 11 SP:Iteration 128Q (530.267179 sec): 3 clusters Score: Raw -1265703.520214 + Penalty 3128.670830 = -1262574.849384 nChanged 8 SP:Iteration 129Q (530.298480 sec): 3 clusters Score: Raw -1265705.012620 + Penalty 3128.670830 = -1262576.341790 nChanged 8 SP:Iteration 130Q (530.329847 sec): 3 clusters Score: Raw -1265706.595568 + Penalty 3128.670830 = -1262577.924738 nChanged 6 SP:Iteration 131Q (530.361460 sec): 3 clusters Score: Raw -1265707.285130 + Penalty 3128.670830 = -1262578.614301 nChanged 5 SP:Iteration 132Q (530.392824 sec): 3 clusters Score: Raw -1265707.774460 + Penalty 3128.670830 = -1262579.103630 nChanged 5 SP:Iteration 133Q (530.424087 sec): 3 clusters Score: Raw -1265708.301652 + Penalty 3128.670830 = -1262579.630822 nChanged 5 SP:Iteration 134Q (530.455523 sec): 3 clusters Score: Raw -1265709.043840 + Penalty 3128.670830 = -1262580.373010 nChanged 4 SP:Iteration 135Q (530.486871 sec): 3 clusters Score: Raw -1265709.454548 + Penalty 3128.670830 = -1262580.783718 nChanged 0 SP:Iteration 136F (530.521197 sec): 3 clusters Score: Raw -1265709.454548 + Penalty 3128.670830 = -1262580.783718 nChanged 0 Trying to split cluster 26 (23102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (530.557838 sec): 2 clusters Score: Raw -1949038.177365 + Penalty 1632.747102 = -1947405.430263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (530.605705 sec): 3 clusters Score: Raw -1935049.497838 + Penalty 3265.494204 = -1931784.003635 nChanged 10578 SP:Iteration 1F (530.651139 sec): 3 clusters Score: Raw -1940954.658253 + Penalty 3265.494204 = -1937689.164049 nChanged 1295 SP:Iteration 2F (530.696694 sec): 3 clusters Score: Raw -1941494.822092 + Penalty 3265.494204 = -1938229.327888 nChanged 1238 SP:Iteration 3F (530.742295 sec): 3 clusters Score: Raw -1942117.687269 + Penalty 3265.494204 = -1938852.193065 nChanged 1338 SP:Iteration 4F (530.787973 sec): 3 clusters Score: Raw -1942867.154557 + Penalty 3265.494204 = -1939601.660354 nChanged 1370 SP:Iteration 5F (530.833698 sec): 3 clusters Score: Raw -1943673.746053 + Penalty 3265.494204 = -1940408.251850 nChanged 1416 SP:Iteration 6F (530.879063 sec): 3 clusters Score: Raw -1944526.911399 + Penalty 3265.494204 = -1941261.417195 nChanged 1345 SP:Iteration 7F (530.924776 sec): 3 clusters Score: Raw -1945294.212171 + Penalty 3265.494204 = -1942028.717968 nChanged 1175 SP:Iteration 8F (530.970218 sec): 3 clusters Score: Raw -1945907.824674 + Penalty 3265.494204 = -1942642.330471 nChanged 942 SP:Iteration 9Q (531.016462 sec): 3 clusters Score: Raw -1946356.446776 + Penalty 3265.494204 = -1943090.952573 nChanged 783 SP:Iteration 10Q (531.062276 sec): 3 clusters Score: Raw -1946724.105760 + Penalty 3265.494204 = -1943458.611556 nChanged 691 SP:Iteration 11Q (531.108249 sec): 3 clusters Score: Raw -1947028.300074 + Penalty 3265.494204 = -1943762.805870 nChanged 563 SP:Iteration 12Q (531.153826 sec): 3 clusters Score: Raw -1947296.063915 + Penalty 3265.494204 = -1944030.569711 nChanged 483 SP:Iteration 13Q (531.199203 sec): 3 clusters Score: Raw -1947546.969323 + Penalty 3265.494204 = -1944281.475119 nChanged 462 SP:Iteration 14Q (531.244429 sec): 3 clusters Score: Raw -1947789.906455 + Penalty 3265.494204 = -1944524.412251 nChanged 409 SP:Iteration 15Q (531.288858 sec): 3 clusters Score: Raw -1948009.413873 + Penalty 3265.494204 = -1944743.919669 nChanged 379 SP:Iteration 16Q (531.333017 sec): 3 clusters Score: Raw -1948213.277949 + Penalty 3265.494204 = -1944947.783745 nChanged 368 SP:Iteration 17Q (531.376425 sec): 3 clusters Score: Raw -1948385.701139 + Penalty 3265.494204 = -1945120.206935 nChanged 344 SP:Iteration 18Q (531.419510 sec): 3 clusters Score: Raw -1948537.654105 + Penalty 3265.494204 = -1945272.159902 nChanged 311 SP:Iteration 19Q (531.462102 sec): 3 clusters Score: Raw -1948670.910021 + Penalty 3265.494204 = -1945405.415817 nChanged 288 SP:Iteration 20F (531.507369 sec): 3 clusters Score: Raw -1948791.376881 + Penalty 3265.494204 = -1945525.882677 nChanged 266 SP:Iteration 21Q (531.549890 sec): 3 clusters Score: Raw -1948891.722276 + Penalty 3265.494204 = -1945626.228072 nChanged 227 SP:Iteration 22Q (531.591789 sec): 3 clusters Score: Raw -1948976.605760 + Penalty 3265.494204 = -1945711.111556 nChanged 207 SP:Iteration 23Q (531.633468 sec): 3 clusters Score: Raw -1949050.659329 + Penalty 3265.494204 = -1945785.165125 nChanged 184 SP:Iteration 24Q (531.674886 sec): 3 clusters Score: Raw -1949117.458436 + Penalty 3265.494204 = -1945851.964232 nChanged 176 SP:Iteration 25Q (531.716279 sec): 3 clusters Score: Raw -1949184.932364 + Penalty 3265.494204 = -1945919.438160 nChanged 176 SP:Iteration 26Q (531.757280 sec): 3 clusters Score: Raw -1949249.200621 + Penalty 3265.494204 = -1945983.706417 nChanged 159 SP:Iteration 27Q (531.798365 sec): 3 clusters Score: Raw -1949313.025359 + Penalty 3265.494204 = -1946047.531156 nChanged 137 SP:Iteration 28Q (531.839028 sec): 3 clusters Score: Raw -1949357.320245 + Penalty 3265.494204 = -1946091.826042 nChanged 107 SP:Iteration 29Q (531.879544 sec): 3 clusters Score: Raw -1949389.874909 + Penalty 3265.494204 = -1946124.380706 nChanged 102 SP:Iteration 30Q (531.920015 sec): 3 clusters Score: Raw -1949419.342547 + Penalty 3265.494204 = -1946153.848343 nChanged 100 SP:Iteration 31Q (531.960107 sec): 3 clusters Score: Raw -1949445.326435 + Penalty 3265.494204 = -1946179.832231 nChanged 73 SP:Iteration 32Q (532.000258 sec): 3 clusters Score: Raw -1949465.787982 + Penalty 3265.494204 = -1946200.293778 nChanged 65 SP:Iteration 33Q (532.040278 sec): 3 clusters Score: Raw -1949485.976836 + Penalty 3265.494204 = -1946220.482633 nChanged 65 SP:Iteration 34Q (532.080077 sec): 3 clusters Score: Raw -1949506.669405 + Penalty 3265.494204 = -1946241.175201 nChanged 61 SP:Iteration 35Q (532.132392 sec): 3 clusters Score: Raw -1949524.159112 + Penalty 3265.494204 = -1946258.664909 nChanged 60 SP:Iteration 36Q (532.171905 sec): 3 clusters Score: Raw -1949545.023146 + Penalty 3265.494204 = -1946279.528942 nChanged 53 SP:Iteration 37Q (532.211443 sec): 3 clusters Score: Raw -1949560.902452 + Penalty 3265.494204 = -1946295.408249 nChanged 56 SP:Iteration 38Q (532.251040 sec): 3 clusters Score: Raw -1949578.198068 + Penalty 3265.494204 = -1946312.703865 nChanged 52 SP:Iteration 39Q (532.290546 sec): 3 clusters Score: Raw -1949597.303774 + Penalty 3265.494204 = -1946331.809570 nChanged 48 SP:Iteration 40F (532.335586 sec): 3 clusters Score: Raw -1949612.120058 + Penalty 3265.494204 = -1946346.625855 nChanged 30 SP:Iteration 41Q (532.375704 sec): 3 clusters Score: Raw -1949621.115103 + Penalty 3265.494204 = -1946355.620899 nChanged 29 SP:Iteration 42Q (532.415099 sec): 3 clusters Score: Raw -1949630.655338 + Penalty 3265.494204 = -1946365.161134 nChanged 35 SP:Iteration 43Q (532.454655 sec): 3 clusters Score: Raw -1949640.857525 + Penalty 3265.494204 = -1946375.363322 nChanged 28 SP:Iteration 44Q (532.493992 sec): 3 clusters Score: Raw -1949646.845427 + Penalty 3265.494204 = -1946381.351223 nChanged 26 SP:Iteration 45Q (532.533175 sec): 3 clusters Score: Raw -1949652.861000 + Penalty 3265.494204 = -1946387.366796 nChanged 17 SP:Iteration 46Q (532.572647 sec): 3 clusters Score: Raw -1949657.053005 + Penalty 3265.494204 = -1946391.558801 nChanged 14 SP:Iteration 47Q (532.611754 sec): 3 clusters Score: Raw -1949660.124059 + Penalty 3265.494204 = -1946394.629855 nChanged 11 SP:Iteration 48Q (532.650852 sec): 3 clusters Score: Raw -1949662.734408 + Penalty 3265.494204 = -1946397.240204 nChanged 13 SP:Iteration 49Q (532.690299 sec): 3 clusters Score: Raw -1949666.218606 + Penalty 3265.494204 = -1946400.724402 nChanged 10 SP:Iteration 50Q (532.729421 sec): 3 clusters Score: Raw -1949668.277190 + Penalty 3265.494204 = -1946402.782987 nChanged 9 SP:Iteration 51Q (532.768495 sec): 3 clusters Score: Raw -1949670.263178 + Penalty 3265.494204 = -1946404.768975 nChanged 11 SP:Iteration 52Q (532.807921 sec): 3 clusters Score: Raw -1949672.430634 + Penalty 3265.494204 = -1946406.936430 nChanged 10 SP:Iteration 53Q (532.847033 sec): 3 clusters Score: Raw -1949674.327459 + Penalty 3265.494204 = -1946408.833255 nChanged 4 SP:Iteration 54Q (532.885991 sec): 3 clusters Score: Raw -1949675.838494 + Penalty 3265.494204 = -1946410.344291 nChanged 10 SP:Iteration 55Q (532.925316 sec): 3 clusters Score: Raw -1949679.098446 + Penalty 3265.494204 = -1946413.604242 nChanged 11 SP:Iteration 56Q (532.964280 sec): 3 clusters Score: Raw -1949681.216672 + Penalty 3265.494204 = -1946415.722469 nChanged 8 SP:Iteration 57Q (533.003370 sec): 3 clusters Score: Raw -1949683.187443 + Penalty 3265.494204 = -1946417.693239 nChanged 13 SP:Iteration 58Q (533.042571 sec): 3 clusters Score: Raw -1949686.387653 + Penalty 3265.494204 = -1946420.893449 nChanged 13 SP:Iteration 59Q (533.081497 sec): 3 clusters Score: Raw -1949689.182311 + Penalty 3265.494204 = -1946423.688107 nChanged 14 SP:Iteration 60F (533.126685 sec): 3 clusters Score: Raw -1949692.956487 + Penalty 3265.494204 = -1946427.462283 nChanged 18 SP:Iteration 61Q (533.166160 sec): 3 clusters Score: Raw -1949697.538058 + Penalty 3265.494204 = -1946432.043854 nChanged 8 SP:Iteration 62Q (533.205195 sec): 3 clusters Score: Raw -1949699.315225 + Penalty 3265.494204 = -1946433.821021 nChanged 9 SP:Iteration 63Q (533.244600 sec): 3 clusters Score: Raw -1949702.088833 + Penalty 3265.494204 = -1946436.594630 nChanged 8 SP:Iteration 64Q (533.283505 sec): 3 clusters Score: Raw -1949704.128048 + Penalty 3265.494204 = -1946438.633845 nChanged 8 SP:Iteration 65Q (533.322420 sec): 3 clusters Score: Raw -1949705.705000 + Penalty 3265.494204 = -1946440.210796 nChanged 3 SP:Iteration 66Q (533.361585 sec): 3 clusters Score: Raw -1949706.513559 + Penalty 3265.494204 = -1946441.019356 nChanged 2 SP:Iteration 67Q (533.400650 sec): 3 clusters Score: Raw -1949706.800221 + Penalty 3265.494204 = -1946441.306017 nChanged 1 SP:Iteration 68Q (533.439525 sec): 3 clusters Score: Raw -1949707.076434 + Penalty 3265.494204 = -1946441.582230 nChanged 3 SP:Iteration 69Q (533.478810 sec): 3 clusters Score: Raw -1949707.936602 + Penalty 3265.494204 = -1946442.442398 nChanged 2 SP:Iteration 70Q (533.517623 sec): 3 clusters Score: Raw -1949708.201396 + Penalty 3265.494204 = -1946442.707192 nChanged 3 SP:Iteration 71Q (533.556548 sec): 3 clusters Score: Raw -1949708.822968 + Penalty 3265.494204 = -1946443.328764 nChanged 6 SP:Iteration 72Q (533.595692 sec): 3 clusters Score: Raw -1949709.737061 + Penalty 3265.494204 = -1946444.242857 nChanged 2 SP:Iteration 73Q (533.634488 sec): 3 clusters Score: Raw -1949710.097908 + Penalty 3265.494204 = -1946444.603705 nChanged 2 SP:Iteration 74Q (533.673410 sec): 3 clusters Score: Raw -1949710.247729 + Penalty 3265.494204 = -1946444.753525 nChanged 1 SP:Iteration 75Q (533.712448 sec): 3 clusters Score: Raw -1949710.391937 + Penalty 3265.494204 = -1946444.897733 nChanged 1 SP:Iteration 76Q (533.751455 sec): 3 clusters Score: Raw -1949710.607128 + Penalty 3265.494204 = -1946445.112924 nChanged 2 SP:Iteration 77Q (533.790419 sec): 3 clusters Score: Raw -1949710.853439 + Penalty 3265.494204 = -1946445.359235 nChanged 1 SP:Iteration 78Q (533.829543 sec): 3 clusters Score: Raw -1949711.079693 + Penalty 3265.494204 = -1946445.585489 nChanged 1 SP:Iteration 79Q (533.868474 sec): 3 clusters Score: Raw -1949711.237443 + Penalty 3265.494204 = -1946445.743239 nChanged 0 SP:Iteration 80F (533.913555 sec): 3 clusters Score: Raw -1949711.237443 + Penalty 3265.494204 = -1946445.743239 nChanged 0 Trying to split cluster 27 (52355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (533.983608 sec): 2 clusters Score: Raw -4385451.387830 + Penalty 1765.692942 = -4383685.694887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (534.077559 sec): 3 clusters Score: Raw -4352270.494438 + Penalty 3531.385885 = -4348739.108553 nChanged 24712 SP:Iteration 1F (534.165434 sec): 3 clusters Score: Raw -4366611.409073 + Penalty 3531.385885 = -4363080.023188 nChanged 2439 SP:Iteration 2Q (534.258452 sec): 3 clusters Score: Raw -4367595.957502 + Penalty 3531.385885 = -4364064.571617 nChanged 2840 SP:Iteration 3F (534.346507 sec): 3 clusters Score: Raw -4368992.626198 + Penalty 3531.385885 = -4365461.240313 nChanged 3291 SP:Iteration 4F (534.434258 sec): 3 clusters Score: Raw -4370886.189365 + Penalty 3531.385885 = -4367354.803480 nChanged 3449 SP:Iteration 5F (534.522295 sec): 3 clusters Score: Raw -4373034.228454 + Penalty 3531.385885 = -4369502.842569 nChanged 3248 SP:Iteration 6F (534.610309 sec): 3 clusters Score: Raw -4375158.909057 + Penalty 3531.385885 = -4371627.523172 nChanged 2858 SP:Iteration 7F (534.698108 sec): 3 clusters Score: Raw -4377106.799194 + Penalty 3531.385885 = -4373575.413309 nChanged 2427 SP:Iteration 8Q (534.789822 sec): 3 clusters Score: Raw -4378902.471832 + Penalty 3531.385885 = -4375371.085947 nChanged 1989 SP:Iteration 9Q (534.880268 sec): 3 clusters Score: Raw -4380364.898741 + Penalty 3531.385885 = -4376833.512856 nChanged 1643 SP:Iteration 10Q (534.968736 sec): 3 clusters Score: Raw -4381383.582170 + Penalty 3531.385885 = -4377852.196285 nChanged 1238 SP:Iteration 11Q (535.058851 sec): 3 clusters Score: Raw -4382057.218681 + Penalty 3531.385885 = -4378525.832796 nChanged 1052 SP:Iteration 12Q (535.144094 sec): 3 clusters Score: Raw -4382626.391400 + Penalty 3531.385885 = -4379095.005515 nChanged 943 SP:Iteration 13Q (535.228175 sec): 3 clusters Score: Raw -4383173.047850 + Penalty 3531.385885 = -4379641.661965 nChanged 831 SP:Iteration 14Q (535.311211 sec): 3 clusters Score: Raw -4383636.739948 + Penalty 3531.385885 = -4380105.354063 nChanged 763 SP:Iteration 15Q (535.393416 sec): 3 clusters Score: Raw -4384030.173024 + Penalty 3531.385885 = -4380498.787139 nChanged 672 SP:Iteration 16Q (535.474383 sec): 3 clusters Score: Raw -4384336.712093 + Penalty 3531.385885 = -4380805.326208 nChanged 575 SP:Iteration 17Q (535.554900 sec): 3 clusters Score: Raw -4384585.383128 + Penalty 3531.385885 = -4381053.997243 nChanged 512 SP:Iteration 18Q (535.634804 sec): 3 clusters Score: Raw -4384784.435691 + Penalty 3531.385885 = -4381253.049806 nChanged 434 SP:Iteration 19Q (535.713779 sec): 3 clusters Score: Raw -4384935.964646 + Penalty 3531.385885 = -4381404.578761 nChanged 374 SP:Iteration 20F (535.801280 sec): 3 clusters Score: Raw -4385048.792916 + Penalty 3531.385885 = -4381517.407031 nChanged 311 SP:Iteration 21Q (535.880132 sec): 3 clusters Score: Raw -4385134.462848 + Penalty 3531.385885 = -4381603.076964 nChanged 280 SP:Iteration 22Q (535.957961 sec): 3 clusters Score: Raw -4385203.731185 + Penalty 3531.385885 = -4381672.345300 nChanged 255 SP:Iteration 23Q (536.037478 sec): 3 clusters Score: Raw -4385266.039863 + Penalty 3531.385885 = -4381734.653978 nChanged 235 SP:Iteration 24Q (536.139429 sec): 3 clusters Score: Raw -4385319.159982 + Penalty 3531.385885 = -4381787.774097 nChanged 221 SP:Iteration 25Q (536.217160 sec): 3 clusters Score: Raw -4385370.748933 + Penalty 3531.385885 = -4381839.363049 nChanged 211 SP:Iteration 26Q (536.294250 sec): 3 clusters Score: Raw -4385416.288538 + Penalty 3531.385885 = -4381884.902653 nChanged 219 SP:Iteration 27Q (536.371152 sec): 3 clusters Score: Raw -4385460.221025 + Penalty 3531.385885 = -4381928.835140 nChanged 199 SP:Iteration 28Q (536.447822 sec): 3 clusters Score: Raw -4385497.901591 + Penalty 3531.385885 = -4381966.515706 nChanged 184 SP:Iteration 29Q (536.524365 sec): 3 clusters Score: Raw -4385531.396566 + Penalty 3531.385885 = -4382000.010681 nChanged 161 SP:Iteration 30Q (536.600738 sec): 3 clusters Score: Raw -4385560.064882 + Penalty 3531.385885 = -4382028.678997 nChanged 145 SP:Iteration 31Q (536.677176 sec): 3 clusters Score: Raw -4385584.018120 + Penalty 3531.385885 = -4382052.632235 nChanged 137 SP:Iteration 32Q (536.753153 sec): 3 clusters Score: Raw -4385607.877883 + Penalty 3531.385885 = -4382076.491999 nChanged 136 SP:Iteration 33Q (536.829233 sec): 3 clusters Score: Raw -4385630.638185 + Penalty 3531.385885 = -4382099.252300 nChanged 139 SP:Iteration 34Q (536.905112 sec): 3 clusters Score: Raw -4385652.383381 + Penalty 3531.385885 = -4382120.997497 nChanged 126 SP:Iteration 35Q (536.980777 sec): 3 clusters Score: Raw -4385671.798776 + Penalty 3531.385885 = -4382140.412891 nChanged 124 SP:Iteration 36Q (537.056195 sec): 3 clusters Score: Raw -4385691.696920 + Penalty 3531.385885 = -4382160.311035 nChanged 107 SP:Iteration 37Q (537.131782 sec): 3 clusters Score: Raw -4385711.087649 + Penalty 3531.385885 = -4382179.701764 nChanged 113 SP:Iteration 38Q (537.206985 sec): 3 clusters Score: Raw -4385730.286035 + Penalty 3531.385885 = -4382198.900150 nChanged 114 SP:Iteration 39Q (537.282325 sec): 3 clusters Score: Raw -4385748.851002 + Penalty 3531.385885 = -4382217.465117 nChanged 103 SP:Iteration 40F (537.369996 sec): 3 clusters Score: Raw -4385764.714733 + Penalty 3531.385885 = -4382233.328848 nChanged 112 SP:Iteration 41Q (537.445284 sec): 3 clusters Score: Raw -4385783.808235 + Penalty 3531.385885 = -4382252.422350 nChanged 104 SP:Iteration 42Q (537.520277 sec): 3 clusters Score: Raw -4385800.378391 + Penalty 3531.385885 = -4382268.992506 nChanged 110 SP:Iteration 43Q (537.595306 sec): 3 clusters Score: Raw -4385818.403507 + Penalty 3531.385885 = -4382287.017622 nChanged 97 SP:Iteration 44Q (537.670064 sec): 3 clusters Score: Raw -4385833.850893 + Penalty 3531.385885 = -4382302.465008 nChanged 92 SP:Iteration 45Q (537.744894 sec): 3 clusters Score: Raw -4385848.756649 + Penalty 3531.385885 = -4382317.370764 nChanged 89 SP:Iteration 46Q (537.819361 sec): 3 clusters Score: Raw -4385861.859983 + Penalty 3531.385885 = -4382330.474098 nChanged 78 SP:Iteration 47Q (537.893866 sec): 3 clusters Score: Raw -4385872.309650 + Penalty 3531.385885 = -4382340.923765 nChanged 68 SP:Iteration 48Q (537.968326 sec): 3 clusters Score: Raw -4385881.945580 + Penalty 3531.385885 = -4382350.559695 nChanged 70 SP:Iteration 49Q (538.042704 sec): 3 clusters Score: Raw -4385891.808448 + Penalty 3531.385885 = -4382360.422563 nChanged 77 SP:Iteration 50Q (538.116877 sec): 3 clusters Score: Raw -4385903.352367 + Penalty 3531.385885 = -4382371.966482 nChanged 75 SP:Iteration 51Q (538.191267 sec): 3 clusters Score: Raw -4385913.910712 + Penalty 3531.385885 = -4382382.524827 nChanged 66 SP:Iteration 52Q (538.265418 sec): 3 clusters Score: Raw -4385923.368324 + Penalty 3531.385885 = -4382391.982439 nChanged 74 SP:Iteration 53Q (538.339602 sec): 3 clusters Score: Raw -4385933.344271 + Penalty 3531.385885 = -4382401.958386 nChanged 55 SP:Iteration 54Q (538.413633 sec): 3 clusters Score: Raw -4385940.399412 + Penalty 3531.385885 = -4382409.013527 nChanged 52 SP:Iteration 55Q (538.487589 sec): 3 clusters Score: Raw -4385948.374018 + Penalty 3531.385885 = -4382416.988133 nChanged 59 SP:Iteration 56Q (538.561508 sec): 3 clusters Score: Raw -4385957.066250 + Penalty 3531.385885 = -4382425.680365 nChanged 56 SP:Iteration 57Q (538.635340 sec): 3 clusters Score: Raw -4385965.832211 + Penalty 3531.385885 = -4382434.446326 nChanged 54 SP:Iteration 58Q (538.709266 sec): 3 clusters Score: Raw -4385973.592078 + Penalty 3531.385885 = -4382442.206193 nChanged 63 SP:Iteration 59Q (538.782993 sec): 3 clusters Score: Raw -4385983.554426 + Penalty 3531.385885 = -4382452.168541 nChanged 66 SP:Iteration 60F (538.870379 sec): 3 clusters Score: Raw -4385994.416586 + Penalty 3531.385885 = -4382463.030701 nChanged 61 SP:Iteration 61Q (538.944091 sec): 3 clusters Score: Raw -4386004.558958 + Penalty 3531.385885 = -4382473.173073 nChanged 57 SP:Iteration 62Q (539.017559 sec): 3 clusters Score: Raw -4386013.665806 + Penalty 3531.385885 = -4382482.279921 nChanged 57 SP:Iteration 63Q (539.090955 sec): 3 clusters Score: Raw -4386021.908455 + Penalty 3531.385885 = -4382490.522570 nChanged 49 SP:Iteration 64Q (539.164447 sec): 3 clusters Score: Raw -4386029.891010 + Penalty 3531.385885 = -4382498.505125 nChanged 38 SP:Iteration 65Q (539.237808 sec): 3 clusters Score: Raw -4386035.219613 + Penalty 3531.385885 = -4382503.833728 nChanged 37 SP:Iteration 66Q (539.311115 sec): 3 clusters Score: Raw -4386040.139248 + Penalty 3531.385885 = -4382508.753363 nChanged 28 SP:Iteration 67Q (539.384501 sec): 3 clusters Score: Raw -4386042.823135 + Penalty 3531.385885 = -4382511.437250 nChanged 17 SP:Iteration 68Q (539.458442 sec): 3 clusters Score: Raw -4386044.334329 + Penalty 3531.385885 = -4382512.948444 nChanged 13 SP:Iteration 69Q (539.531967 sec): 3 clusters Score: Raw -4386045.271173 + Penalty 3531.385885 = -4382513.885288 nChanged 13 SP:Iteration 70Q (539.605084 sec): 3 clusters Score: Raw -4386046.576504 + Penalty 3531.385885 = -4382515.190619 nChanged 18 SP:Iteration 71Q (539.678325 sec): 3 clusters Score: Raw -4386049.096612 + Penalty 3531.385885 = -4382517.710728 nChanged 24 SP:Iteration 72Q (539.751498 sec): 3 clusters Score: Raw -4386052.541755 + Penalty 3531.385885 = -4382521.155870 nChanged 27 SP:Iteration 73Q (539.824732 sec): 3 clusters Score: Raw -4386056.878113 + Penalty 3531.385885 = -4382525.492228 nChanged 30 SP:Iteration 74Q (539.897922 sec): 3 clusters Score: Raw -4386060.783621 + Penalty 3531.385885 = -4382529.397736 nChanged 23 SP:Iteration 75Q (539.970945 sec): 3 clusters Score: Raw -4386063.427538 + Penalty 3531.385885 = -4382532.041653 nChanged 23 SP:Iteration 76Q (540.044186 sec): 3 clusters Score: Raw -4386066.701193 + Penalty 3531.385885 = -4382535.315308 nChanged 28 SP:Iteration 77Q (540.117208 sec): 3 clusters Score: Raw -4386070.197767 + Penalty 3531.385885 = -4382538.811882 nChanged 24 SP:Iteration 78Q (540.190226 sec): 3 clusters Score: Raw -4386073.013399 + Penalty 3531.385885 = -4382541.627514 nChanged 23 SP:Iteration 79Q (540.263056 sec): 3 clusters Score: Raw -4386075.808065 + Penalty 3531.385885 = -4382544.422180 nChanged 20 SP:Iteration 80F (540.350550 sec): 3 clusters Score: Raw -4386078.172071 + Penalty 3531.385885 = -4382546.786186 nChanged 10 SP:Iteration 81Q (540.423550 sec): 3 clusters Score: Raw -4386079.332910 + Penalty 3531.385885 = -4382547.947025 nChanged 15 SP:Iteration 82Q (540.496588 sec): 3 clusters Score: Raw -4386081.528321 + Penalty 3531.385885 = -4382550.142436 nChanged 14 SP:Iteration 83Q (540.569568 sec): 3 clusters Score: Raw -4386082.729699 + Penalty 3531.385885 = -4382551.343814 nChanged 12 SP:Iteration 84Q (540.642493 sec): 3 clusters Score: Raw -4386083.783306 + Penalty 3531.385885 = -4382552.397421 nChanged 11 SP:Iteration 85Q (540.715706 sec): 3 clusters Score: Raw -4386084.911779 + Penalty 3531.385885 = -4382553.525894 nChanged 9 SP:Iteration 86Q (540.788784 sec): 3 clusters Score: Raw -4386086.184036 + Penalty 3531.385885 = -4382554.798151 nChanged 9 SP:Iteration 87Q (540.861869 sec): 3 clusters Score: Raw -4386086.991199 + Penalty 3531.385885 = -4382555.605314 nChanged 3 SP:Iteration 88Q (540.934814 sec): 3 clusters Score: Raw -4386087.264564 + Penalty 3531.385885 = -4382555.878679 nChanged 5 SP:Iteration 89Q (541.007915 sec): 3 clusters Score: Raw -4386087.841052 + Penalty 3531.385885 = -4382556.455167 nChanged 4 SP:Iteration 90Q (541.080886 sec): 3 clusters Score: Raw -4386088.191019 + Penalty 3531.385885 = -4382556.805134 nChanged 6 SP:Iteration 91Q (541.153748 sec): 3 clusters Score: Raw -4386088.786364 + Penalty 3531.385885 = -4382557.400479 nChanged 4 SP:Iteration 92Q (541.226581 sec): 3 clusters Score: Raw -4386089.056022 + Penalty 3531.385885 = -4382557.670137 nChanged 4 SP:Iteration 93Q (541.299510 sec): 3 clusters Score: Raw -4386089.487070 + Penalty 3531.385885 = -4382558.101185 nChanged 2 SP:Iteration 94Q (541.372186 sec): 3 clusters Score: Raw -4386089.695401 + Penalty 3531.385885 = -4382558.309516 nChanged 2 SP:Iteration 95Q (541.445035 sec): 3 clusters Score: Raw -4386089.890367 + Penalty 3531.385885 = -4382558.504483 nChanged 3 SP:Iteration 96Q (541.517896 sec): 3 clusters Score: Raw -4386090.301079 + Penalty 3531.385885 = -4382558.915194 nChanged 5 SP:Iteration 97Q (541.590705 sec): 3 clusters Score: Raw -4386090.960141 + Penalty 3531.385885 = -4382559.574256 nChanged 5 SP:Iteration 98Q (541.663463 sec): 3 clusters Score: Raw -4386091.799152 + Penalty 3531.385885 = -4382560.413267 nChanged 10 SP:Iteration 99Q (541.736226 sec): 3 clusters Score: Raw -4386093.146236 + Penalty 3531.385885 = -4382561.760351 nChanged 8 SP:Iteration 100F (541.823632 sec): 3 clusters Score: Raw -4386094.173182 + Penalty 3531.385885 = -4382562.787297 nChanged 8 SP:Iteration 101Q (541.896627 sec): 3 clusters Score: Raw -4386095.094999 + Penalty 3531.385885 = -4382563.709114 nChanged 9 SP:Iteration 102Q (541.969584 sec): 3 clusters Score: Raw -4386096.115282 + Penalty 3531.385885 = -4382564.729397 nChanged 10 SP:Iteration 103Q (542.042246 sec): 3 clusters Score: Raw -4386097.152343 + Penalty 3531.385885 = -4382565.766458 nChanged 11 SP:Iteration 104Q (542.115045 sec): 3 clusters Score: Raw -4386098.422659 + Penalty 3531.385885 = -4382567.036774 nChanged 11 SP:Iteration 105Q (542.187808 sec): 3 clusters Score: Raw -4386099.504171 + Penalty 3531.385885 = -4382568.118286 nChanged 6 SP:Iteration 106Q (542.260718 sec): 3 clusters Score: Raw -4386100.082309 + Penalty 3531.385885 = -4382568.696424 nChanged 10 SP:Iteration 107Q (542.333556 sec): 3 clusters Score: Raw -4386101.747293 + Penalty 3531.385885 = -4382570.361408 nChanged 9 SP:Iteration 108Q (542.406408 sec): 3 clusters Score: Raw -4386102.757687 + Penalty 3531.385885 = -4382571.371802 nChanged 5 SP:Iteration 109Q (542.479206 sec): 3 clusters Score: Raw -4386103.083617 + Penalty 3531.385885 = -4382571.697733 nChanged 2 SP:Iteration 110Q (542.551828 sec): 3 clusters Score: Raw -4386103.240959 + Penalty 3531.385885 = -4382571.855074 nChanged 1 SP:Iteration 111Q (542.624383 sec): 3 clusters Score: Raw -4386103.311487 + Penalty 3531.385885 = -4382571.925602 nChanged 1 SP:Iteration 112Q (542.697404 sec): 3 clusters Score: Raw -4386103.395303 + Penalty 3531.385885 = -4382572.009418 nChanged 1 SP:Iteration 113Q (542.770331 sec): 3 clusters Score: Raw -4386103.443557 + Penalty 3531.385885 = -4382572.057672 nChanged 2 SP:Iteration 114Q (542.843766 sec): 3 clusters Score: Raw -4386103.558833 + Penalty 3531.385885 = -4382572.172949 nChanged 0 SP:Iteration 115F (542.931752 sec): 3 clusters Score: Raw -4386103.558833 + Penalty 3531.385885 = -4382572.172949 nChanged 0 Trying to split cluster 28 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (542.937603 sec): 2 clusters Score: Raw -138158.767024 + Penalty 1211.203804 = -136947.563220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (542.946823 sec): 3 clusters Score: Raw -137481.982609 + Penalty 2422.407608 = -135059.575000 nChanged 584 SP:Iteration 1F (542.955426 sec): 3 clusters Score: Raw -137927.571573 + Penalty 2422.407608 = -135505.163964 nChanged 138 SP:Iteration 2F (542.964099 sec): 3 clusters Score: Raw -138059.945415 + Penalty 2422.407608 = -135637.537806 nChanged 81 SP:Iteration 3Q (542.972696 sec): 3 clusters Score: Raw -138123.063393 + Penalty 2422.407608 = -135700.655785 nChanged 61 SP:Iteration 4Q (542.981330 sec): 3 clusters Score: Raw -138167.289948 + Penalty 2422.407608 = -135744.882340 nChanged 41 SP:Iteration 5Q (543.002245 sec): 3 clusters Score: Raw -138194.709491 + Penalty 2422.407608 = -135772.301883 nChanged 30 SP:Iteration 6Q (543.011133 sec): 3 clusters Score: Raw -138215.242533 + Penalty 2422.407608 = -135792.834925 nChanged 18 SP:Iteration 7Q (543.019803 sec): 3 clusters Score: Raw -138226.283619 + Penalty 2422.407608 = -135803.876011 nChanged 18 SP:Iteration 8Q (543.028424 sec): 3 clusters Score: Raw -138237.053946 + Penalty 2422.407608 = -135814.646337 nChanged 11 SP:Iteration 9Q (543.037027 sec): 3 clusters Score: Raw -138242.790137 + Penalty 2422.407608 = -135820.382529 nChanged 9 SP:Iteration 10Q (543.045624 sec): 3 clusters Score: Raw -138249.183047 + Penalty 2422.407608 = -135826.775439 nChanged 11 SP:Iteration 11Q (543.054218 sec): 3 clusters Score: Raw -138256.255254 + Penalty 2422.407608 = -135833.847645 nChanged 14 SP:Iteration 12Q (543.062732 sec): 3 clusters Score: Raw -138265.719044 + Penalty 2422.407608 = -135843.311436 nChanged 11 SP:Iteration 13Q (543.071315 sec): 3 clusters Score: Raw -138274.510281 + Penalty 2422.407608 = -135852.102673 nChanged 10 SP:Iteration 14Q (543.079938 sec): 3 clusters Score: Raw -138285.082977 + Penalty 2422.407608 = -135862.675368 nChanged 12 SP:Iteration 15Q (543.088512 sec): 3 clusters Score: Raw -138297.010989 + Penalty 2422.407608 = -135874.603381 nChanged 10 SP:Iteration 16Q (543.097068 sec): 3 clusters Score: Raw -138303.377041 + Penalty 2422.407608 = -135880.969432 nChanged 9 SP:Iteration 17Q (543.105600 sec): 3 clusters Score: Raw -138310.017903 + Penalty 2422.407608 = -135887.610295 nChanged 11 SP:Iteration 18Q (543.114157 sec): 3 clusters Score: Raw -138318.989286 + Penalty 2422.407608 = -135896.581678 nChanged 13 SP:Iteration 19Q (543.122702 sec): 3 clusters Score: Raw -138329.566000 + Penalty 2422.407608 = -135907.158391 nChanged 14 SP:Iteration 20F (543.131264 sec): 3 clusters Score: Raw -138342.012259 + Penalty 2422.407608 = -135919.604651 nChanged 15 SP:Iteration 21Q (543.139801 sec): 3 clusters Score: Raw -138349.405185 + Penalty 2422.407608 = -135926.997576 nChanged 7 SP:Iteration 22Q (543.148346 sec): 3 clusters Score: Raw -138355.723570 + Penalty 2422.407608 = -135933.315962 nChanged 4 SP:Iteration 23Q (543.156823 sec): 3 clusters Score: Raw -138357.223643 + Penalty 2422.407608 = -135934.816035 nChanged 2 SP:Iteration 24Q (543.165467 sec): 3 clusters Score: Raw -138358.284459 + Penalty 2422.407608 = -135935.876851 nChanged 1 SP:Iteration 25Q (543.174064 sec): 3 clusters Score: Raw -138360.877595 + Penalty 2422.407608 = -135938.469987 nChanged 6 SP:Iteration 26Q (543.182579 sec): 3 clusters Score: Raw -138362.931138 + Penalty 2422.407608 = -135940.523530 nChanged 2 SP:Iteration 27Q (543.191093 sec): 3 clusters Score: Raw -138363.246249 + Penalty 2422.407608 = -135940.838641 nChanged 0 SP:Iteration 28F (543.199636 sec): 3 clusters Score: Raw -138363.246249 + Penalty 2422.407608 = -135940.838641 nChanged 0 Iteration 139Q (545.366637 sec): 28 clusters Score: Raw -23025802.673793 + Penalty 55155.264434 = -22970647.409359 nChanged 39 Iteration 140F (549.932596 sec): 28 clusters Score: Raw -23025808.214895 + Penalty 55155.264434 = -22970652.950461 nChanged 35 Iteration 141Q (552.092686 sec): 28 clusters Score: Raw -23025814.376863 + Penalty 55155.264434 = -22970659.112429 nChanged 32 Iteration 142Q (554.252851 sec): 28 clusters Score: Raw -23025819.889530 + Penalty 55155.264434 = -22970664.625096 nChanged 20 Iteration 143Q (556.408950 sec): 28 clusters Score: Raw -23025822.896906 + Penalty 55155.264434 = -22970667.632472 nChanged 16 Iteration 144Q (558.602987 sec): 28 clusters Score: Raw -23025824.437996 + Penalty 55155.264434 = -22970669.173562 nChanged 13 Iteration 145Q (560.763162 sec): 28 clusters Score: Raw -23025826.069155 + Penalty 55155.264434 = -22970670.804721 nChanged 13 Iteration 146Q (562.924283 sec): 28 clusters Score: Raw -23025827.330537 + Penalty 55155.264434 = -22970672.066103 nChanged 7 Iteration 147Q (565.094040 sec): 28 clusters Score: Raw -23025828.274542 + Penalty 55155.264434 = -22970673.010108 nChanged 4 Iteration 148Q (567.323001 sec): 28 clusters Score: Raw -23025828.799240 + Penalty 55155.264434 = -22970673.534806 nChanged 8 Iteration 149Q (569.483073 sec): 28 clusters Score: Raw -23025829.926644 + Penalty 55155.264434 = -22970674.662209 nChanged 11 Iteration 150Q (571.642668 sec): 28 clusters Score: Raw -23025831.589011 + Penalty 55155.264434 = -22970676.324577 nChanged 13 Iteration 151Q (573.833849 sec): 28 clusters Score: Raw -23025833.581074 + Penalty 55155.264434 = -22970678.316640 nChanged 12 Iteration 152Q (575.998390 sec): 28 clusters Score: Raw -23025835.252087 + Penalty 55155.264434 = -22970679.987652 nChanged 18 Iteration 153Q (578.156536 sec): 28 clusters Score: Raw -23025837.563534 + Penalty 55155.264434 = -22970682.299100 nChanged 17 Iteration 154Q (580.316577 sec): 28 clusters Score: Raw -23025839.256473 + Penalty 55155.264434 = -22970683.992039 nChanged 17 Iteration 155Q (582.499315 sec): 28 clusters Score: Raw -23025840.934475 + Penalty 55155.264434 = -22970685.670041 nChanged 12 Iteration 156Q (584.682056 sec): 28 clusters Score: Raw -23025842.200596 + Penalty 55155.264434 = -22970686.936162 nChanged 5 Iteration 157Q (586.841855 sec): 28 clusters Score: Raw -23025842.872307 + Penalty 55155.264434 = -22970687.607873 nChanged 4 Iteration 158Q (589.002447 sec): 28 clusters Score: Raw -23025843.198912 + Penalty 55155.264434 = -22970687.934477 nChanged 5 Iteration 159Q (591.179493 sec): 28 clusters Score: Raw -23025843.754869 + Penalty 55155.264434 = -22970688.490435 nChanged 10 Iteration 160F (595.745234 sec): 28 clusters Score: Raw -23025845.442723 + Penalty 55155.264434 = -22970690.178289 nChanged 11 Iteration 161Q (597.914675 sec): 28 clusters Score: Raw -23025847.161245 + Penalty 55155.264434 = -22970691.896811 nChanged 11 Iteration 162Q (600.087663 sec): 28 clusters Score: Raw -23025848.756444 + Penalty 55155.264434 = -22970693.492010 nChanged 11 Iteration 163Q (602.246954 sec): 28 clusters Score: Raw -23025850.254482 + Penalty 55155.264434 = -22970694.990048 nChanged 15 Iteration 164Q (604.407110 sec): 28 clusters Score: Raw -23025851.867445 + Penalty 55155.264434 = -22970696.603011 nChanged 13 Iteration 165Q (606.566679 sec): 28 clusters Score: Raw -23025853.813161 + Penalty 55155.264434 = -22970698.548727 nChanged 12 Iteration 166Q (608.735889 sec): 28 clusters Score: Raw -23025855.514681 + Penalty 55155.264434 = -22970700.250247 nChanged 10 Iteration 167Q (610.895611 sec): 28 clusters Score: Raw -23025856.892350 + Penalty 55155.264434 = -22970701.627916 nChanged 11 Iteration 168Q (613.055950 sec): 28 clusters Score: Raw -23025857.881516 + Penalty 55155.264434 = -22970702.617082 nChanged 15 Iteration 169Q (615.216564 sec): 28 clusters Score: Raw -23025859.879352 + Penalty 55155.264434 = -22970704.614918 nChanged 18 Iteration 170Q (617.376092 sec): 28 clusters Score: Raw -23025861.936462 + Penalty 55155.264434 = -22970706.672028 nChanged 11 Iteration 171Q (619.560233 sec): 28 clusters Score: Raw -23025863.227302 + Penalty 55155.264434 = -22970707.962868 nChanged 12 Iteration 172Q (621.720544 sec): 28 clusters Score: Raw -23025864.932247 + Penalty 55155.264434 = -22970709.667813 nChanged 16 Iteration 173Q (623.880072 sec): 28 clusters Score: Raw -23025867.322037 + Penalty 55155.264434 = -22970712.057603 nChanged 14 Iteration 174Q (626.060980 sec): 28 clusters Score: Raw -23025868.838070 + Penalty 55155.264434 = -22970713.573636 nChanged 17 Iteration 175Q (628.220957 sec): 28 clusters Score: Raw -23025871.501462 + Penalty 55155.264434 = -22970716.237028 nChanged 22 Iteration 176Q (630.380035 sec): 28 clusters Score: Raw -23025874.652618 + Penalty 55155.264434 = -22970719.388184 nChanged 17 Iteration 177Q (632.540251 sec): 28 clusters Score: Raw -23025876.381260 + Penalty 55155.264434 = -22970721.116826 nChanged 8 Iteration 178Q (634.699160 sec): 28 clusters Score: Raw -23025878.209798 + Penalty 55155.264434 = -22970722.945364 nChanged 10 Writing temp clu file Because OldScore, -22970721.116826, is greater than current (better) Score,-22970722.945364 Compute initial score before splitting: Score: Raw -23025878.209798 + Penalty 55155.264434 = -22970722.945364 Trying to split cluster 1 (6345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (634.760397 sec): 2 clusters Score: Raw -520721.944138 + Penalty 1422.756137 = -519299.188001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (634.783670 sec): 3 clusters Score: Raw -517338.246946 + Penalty 2845.512274 = -514492.734673 nChanged 2643 SP:Iteration 1F (634.806355 sec): 3 clusters Score: Raw -518867.058776 + Penalty 2845.512274 = -516021.546503 nChanged 446 SP:Iteration 2F (634.828796 sec): 3 clusters Score: Raw -519126.668737 + Penalty 2845.512274 = -516281.156464 nChanged 350 SP:Iteration 3F (634.851244 sec): 3 clusters Score: Raw -519335.582459 + Penalty 2845.512274 = -516490.070186 nChanged 303 SP:Iteration 4Q (634.873693 sec): 3 clusters Score: Raw -519534.424106 + Penalty 2845.512274 = -516688.911833 nChanged 312 SP:Iteration 5Q (634.896034 sec): 3 clusters Score: Raw -519751.821671 + Penalty 2845.512274 = -516906.309398 nChanged 307 SP:Iteration 6Q (634.918748 sec): 3 clusters Score: Raw -519942.761454 + Penalty 2845.512274 = -517097.249181 nChanged 282 SP:Iteration 7Q (634.941383 sec): 3 clusters Score: Raw -520110.310865 + Penalty 2845.512274 = -517264.798592 nChanged 253 SP:Iteration 8Q (634.963881 sec): 3 clusters Score: Raw -520258.647230 + Penalty 2845.512274 = -517413.134957 nChanged 203 SP:Iteration 9Q (634.986327 sec): 3 clusters Score: Raw -520371.344802 + Penalty 2845.512274 = -517525.832528 nChanged 177 SP:Iteration 10Q (635.008546 sec): 3 clusters Score: Raw -520455.568897 + Penalty 2845.512274 = -517610.056624 nChanged 156 SP:Iteration 11Q (635.030868 sec): 3 clusters Score: Raw -520520.661278 + Penalty 2845.512274 = -517675.149004 nChanged 118 SP:Iteration 12Q (635.053493 sec): 3 clusters Score: Raw -520568.020723 + Penalty 2845.512274 = -517722.508449 nChanged 98 SP:Iteration 13Q (635.075291 sec): 3 clusters Score: Raw -520605.803299 + Penalty 2845.512274 = -517760.291026 nChanged 84 SP:Iteration 14Q (635.097413 sec): 3 clusters Score: Raw -520632.896347 + Penalty 2845.512274 = -517787.384074 nChanged 65 SP:Iteration 15Q (635.119701 sec): 3 clusters Score: Raw -520652.667937 + Penalty 2845.512274 = -517807.155663 nChanged 57 SP:Iteration 16Q (635.141730 sec): 3 clusters Score: Raw -520666.501828 + Penalty 2845.512274 = -517820.989554 nChanged 52 SP:Iteration 17Q (635.163597 sec): 3 clusters Score: Raw -520679.925656 + Penalty 2845.512274 = -517834.413383 nChanged 42 SP:Iteration 18Q (635.185646 sec): 3 clusters Score: Raw -520690.122958 + Penalty 2845.512274 = -517844.610685 nChanged 43 SP:Iteration 19Q (635.207588 sec): 3 clusters Score: Raw -520702.668017 + Penalty 2845.512274 = -517857.155743 nChanged 39 SP:Iteration 20F (635.229989 sec): 3 clusters Score: Raw -520712.852966 + Penalty 2845.512274 = -517867.340692 nChanged 52 SP:Iteration 21Q (635.252090 sec): 3 clusters Score: Raw -520727.182392 + Penalty 2845.512274 = -517881.670118 nChanged 49 SP:Iteration 22Q (635.274164 sec): 3 clusters Score: Raw -520738.390671 + Penalty 2845.512274 = -517892.878398 nChanged 40 SP:Iteration 23Q (635.296298 sec): 3 clusters Score: Raw -520749.502578 + Penalty 2845.512274 = -517903.990304 nChanged 45 SP:Iteration 24Q (635.318150 sec): 3 clusters Score: Raw -520760.693200 + Penalty 2845.512274 = -517915.180926 nChanged 35 SP:Iteration 25Q (635.339953 sec): 3 clusters Score: Raw -520768.055398 + Penalty 2845.512274 = -517922.543125 nChanged 36 SP:Iteration 26Q (635.361925 sec): 3 clusters Score: Raw -520775.742134 + Penalty 2845.512274 = -517930.229861 nChanged 37 SP:Iteration 27Q (635.383792 sec): 3 clusters Score: Raw -520784.971896 + Penalty 2845.512274 = -517939.459623 nChanged 35 SP:Iteration 28Q (635.405804 sec): 3 clusters Score: Raw -520795.193029 + Penalty 2845.512274 = -517949.680755 nChanged 39 SP:Iteration 29Q (635.427784 sec): 3 clusters Score: Raw -520805.641163 + Penalty 2845.512274 = -517960.128890 nChanged 29 SP:Iteration 30Q (635.449281 sec): 3 clusters Score: Raw -520812.345318 + Penalty 2845.512274 = -517966.833044 nChanged 30 SP:Iteration 31Q (635.470861 sec): 3 clusters Score: Raw -520820.160395 + Penalty 2845.512274 = -517974.648122 nChanged 29 SP:Iteration 32Q (635.492628 sec): 3 clusters Score: Raw -520829.321319 + Penalty 2845.512274 = -517983.809045 nChanged 36 SP:Iteration 33Q (635.514615 sec): 3 clusters Score: Raw -520838.876388 + Penalty 2845.512274 = -517993.364115 nChanged 31 SP:Iteration 34Q (635.536567 sec): 3 clusters Score: Raw -520846.733155 + Penalty 2845.512274 = -518001.220881 nChanged 27 SP:Iteration 35Q (635.558473 sec): 3 clusters Score: Raw -520854.249340 + Penalty 2845.512274 = -518008.737067 nChanged 32 SP:Iteration 36Q (635.580327 sec): 3 clusters Score: Raw -520863.180571 + Penalty 2845.512274 = -518017.668297 nChanged 34 SP:Iteration 37Q (635.602169 sec): 3 clusters Score: Raw -520873.432631 + Penalty 2845.512274 = -518027.920357 nChanged 35 SP:Iteration 38Q (635.624062 sec): 3 clusters Score: Raw -520884.943509 + Penalty 2845.512274 = -518039.431236 nChanged 35 SP:Iteration 39Q (635.645840 sec): 3 clusters Score: Raw -520894.575954 + Penalty 2845.512274 = -518049.063681 nChanged 33 SP:Iteration 40F (635.668255 sec): 3 clusters Score: Raw -520902.713349 + Penalty 2845.512274 = -518057.201075 nChanged 20 SP:Iteration 41Q (635.689763 sec): 3 clusters Score: Raw -520907.266442 + Penalty 2845.512274 = -518061.754169 nChanged 24 SP:Iteration 42Q (635.711178 sec): 3 clusters Score: Raw -520913.148699 + Penalty 2845.512274 = -518067.636426 nChanged 22 SP:Iteration 43Q (635.732915 sec): 3 clusters Score: Raw -520917.966714 + Penalty 2845.512274 = -518072.454441 nChanged 15 SP:Iteration 44Q (635.754704 sec): 3 clusters Score: Raw -520920.507243 + Penalty 2845.512274 = -518074.994969 nChanged 8 SP:Iteration 45Q (635.776610 sec): 3 clusters Score: Raw -520922.259090 + Penalty 2845.512274 = -518076.746817 nChanged 11 SP:Iteration 46Q (635.798316 sec): 3 clusters Score: Raw -520924.567215 + Penalty 2845.512274 = -518079.054942 nChanged 9 SP:Iteration 47Q (635.819790 sec): 3 clusters Score: Raw -520927.453364 + Penalty 2845.512274 = -518081.941091 nChanged 15 SP:Iteration 48Q (635.841151 sec): 3 clusters Score: Raw -520932.279774 + Penalty 2845.512274 = -518086.767500 nChanged 16 SP:Iteration 49Q (635.862845 sec): 3 clusters Score: Raw -520937.628426 + Penalty 2845.512274 = -518092.116152 nChanged 14 SP:Iteration 50Q (635.884544 sec): 3 clusters Score: Raw -520941.436384 + Penalty 2845.512274 = -518095.924111 nChanged 18 SP:Iteration 51Q (635.906033 sec): 3 clusters Score: Raw -520946.689834 + Penalty 2845.512274 = -518101.177560 nChanged 14 SP:Iteration 52Q (635.927564 sec): 3 clusters Score: Raw -520950.092385 + Penalty 2845.512274 = -518104.580112 nChanged 17 SP:Iteration 53Q (635.948940 sec): 3 clusters Score: Raw -520954.275795 + Penalty 2845.512274 = -518108.763521 nChanged 10 SP:Iteration 54Q (635.970404 sec): 3 clusters Score: Raw -520957.623521 + Penalty 2845.512274 = -518112.111247 nChanged 14 SP:Iteration 55Q (635.991852 sec): 3 clusters Score: Raw -520962.589383 + Penalty 2845.512274 = -518117.077110 nChanged 13 SP:Iteration 56Q (636.013588 sec): 3 clusters Score: Raw -520966.726764 + Penalty 2845.512274 = -518121.214490 nChanged 8 SP:Iteration 57Q (636.035144 sec): 3 clusters Score: Raw -520967.795110 + Penalty 2845.512274 = -518122.282836 nChanged 1 SP:Iteration 58Q (636.056586 sec): 3 clusters Score: Raw -520967.937028 + Penalty 2845.512274 = -518122.424754 nChanged 2 SP:Iteration 59Q (636.077949 sec): 3 clusters Score: Raw -520968.245391 + Penalty 2845.512274 = -518122.733117 nChanged 1 SP:Iteration 60F (636.100641 sec): 3 clusters Score: Raw -520968.453819 + Penalty 2845.512274 = -518122.941545 nChanged 0 Trying to split cluster 2 (5263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (636.119019 sec): 2 clusters Score: Raw -434426.901944 + Penalty 1392.374179 = -433034.527765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (636.140780 sec): 3 clusters Score: Raw -431659.362170 + Penalty 2784.748358 = -428874.613812 nChanged 2141 SP:Iteration 1F (636.161947 sec): 3 clusters Score: Raw -432848.355013 + Penalty 2784.748358 = -430063.606655 nChanged 400 SP:Iteration 2F (636.183337 sec): 3 clusters Score: Raw -433093.864254 + Penalty 2784.748358 = -430309.115897 nChanged 315 SP:Iteration 3F (636.204393 sec): 3 clusters Score: Raw -433293.278001 + Penalty 2784.748358 = -430508.529643 nChanged 296 SP:Iteration 4F (636.225638 sec): 3 clusters Score: Raw -433517.840151 + Penalty 2784.748358 = -430733.091793 nChanged 290 SP:Iteration 5F (636.246704 sec): 3 clusters Score: Raw -433769.732943 + Penalty 2784.748358 = -430984.984586 nChanged 286 SP:Iteration 6F (636.267956 sec): 3 clusters Score: Raw -434024.422373 + Penalty 2784.748358 = -431239.674016 nChanged 244 SP:Iteration 7Q (636.289057 sec): 3 clusters Score: Raw -434245.034106 + Penalty 2784.748358 = -431460.285748 nChanged 235 SP:Iteration 8Q (636.310247 sec): 3 clusters Score: Raw -434474.477431 + Penalty 2784.748358 = -431689.729073 nChanged 198 SP:Iteration 9Q (636.331255 sec): 3 clusters Score: Raw -434672.249099 + Penalty 2784.748358 = -431887.500741 nChanged 141 SP:Iteration 10Q (636.352181 sec): 3 clusters Score: Raw -434813.728237 + Penalty 2784.748358 = -432028.979879 nChanged 98 SP:Iteration 11Q (636.372693 sec): 3 clusters Score: Raw -434898.384687 + Penalty 2784.748358 = -432113.636329 nChanged 63 SP:Iteration 12Q (636.425826 sec): 3 clusters Score: Raw -434938.817421 + Penalty 2784.748358 = -432154.069064 nChanged 56 SP:Iteration 13Q (636.445922 sec): 3 clusters Score: Raw -434977.986858 + Penalty 2784.748358 = -432193.238500 nChanged 39 SP:Iteration 14Q (636.466421 sec): 3 clusters Score: Raw -435005.166831 + Penalty 2784.748358 = -432220.418473 nChanged 33 SP:Iteration 15Q (636.486337 sec): 3 clusters Score: Raw -435020.851626 + Penalty 2784.748358 = -432236.103268 nChanged 20 SP:Iteration 16Q (636.506557 sec): 3 clusters Score: Raw -435027.804817 + Penalty 2784.748358 = -432243.056459 nChanged 10 SP:Iteration 17Q (636.526820 sec): 3 clusters Score: Raw -435032.987156 + Penalty 2784.748358 = -432248.238798 nChanged 14 SP:Iteration 18Q (636.546962 sec): 3 clusters Score: Raw -435042.011374 + Penalty 2784.748358 = -432257.263016 nChanged 20 SP:Iteration 19Q (636.567132 sec): 3 clusters Score: Raw -435053.544221 + Penalty 2784.748358 = -432268.795863 nChanged 23 SP:Iteration 20F (636.588322 sec): 3 clusters Score: Raw -435066.779165 + Penalty 2784.748358 = -432282.030808 nChanged 18 SP:Iteration 21Q (636.608343 sec): 3 clusters Score: Raw -435074.118418 + Penalty 2784.748358 = -432289.370060 nChanged 7 SP:Iteration 22Q (636.628436 sec): 3 clusters Score: Raw -435075.781691 + Penalty 2784.748358 = -432291.033333 nChanged 3 SP:Iteration 23Q (636.648505 sec): 3 clusters Score: Raw -435076.679397 + Penalty 2784.748358 = -432291.931039 nChanged 2 SP:Iteration 24Q (636.668506 sec): 3 clusters Score: Raw -435078.144280 + Penalty 2784.748358 = -432293.395923 nChanged 3 SP:Iteration 25Q (636.688728 sec): 3 clusters Score: Raw -435079.809348 + Penalty 2784.748358 = -432295.060990 nChanged 2 SP:Iteration 26Q (636.708651 sec): 3 clusters Score: Raw -435080.886216 + Penalty 2784.748358 = -432296.137858 nChanged 1 SP:Iteration 27Q (636.728814 sec): 3 clusters Score: Raw -435081.247961 + Penalty 2784.748358 = -432296.499603 nChanged 1 SP:Iteration 28Q (636.748958 sec): 3 clusters Score: Raw -435082.103596 + Penalty 2784.748358 = -432297.355239 nChanged 2 SP:Iteration 29Q (636.769051 sec): 3 clusters Score: Raw -435084.510436 + Penalty 2784.748358 = -432299.762078 nChanged 5 SP:Iteration 30Q (636.789234 sec): 3 clusters Score: Raw -435087.486641 + Penalty 2784.748358 = -432302.738283 nChanged 9 SP:Iteration 31Q (636.809197 sec): 3 clusters Score: Raw -435093.923841 + Penalty 2784.748358 = -432309.175483 nChanged 10 SP:Iteration 32Q (636.829267 sec): 3 clusters Score: Raw -435103.258857 + Penalty 2784.748358 = -432318.510500 nChanged 18 SP:Iteration 33Q (636.849227 sec): 3 clusters Score: Raw -435121.484839 + Penalty 2784.748358 = -432336.736481 nChanged 19 SP:Iteration 34Q (636.869278 sec): 3 clusters Score: Raw -435131.058467 + Penalty 2784.748358 = -432346.310109 nChanged 12 SP:Iteration 35Q (636.889289 sec): 3 clusters Score: Raw -435136.321166 + Penalty 2784.748358 = -432351.572808 nChanged 8 SP:Iteration 36Q (636.909378 sec): 3 clusters Score: Raw -435139.731572 + Penalty 2784.748358 = -432354.983214 nChanged 6 SP:Iteration 37Q (636.929239 sec): 3 clusters Score: Raw -435141.683023 + Penalty 2784.748358 = -432356.934666 nChanged 4 SP:Iteration 38Q (636.949386 sec): 3 clusters Score: Raw -435143.111300 + Penalty 2784.748358 = -432358.362942 nChanged 5 SP:Iteration 39Q (636.969341 sec): 3 clusters Score: Raw -435145.924482 + Penalty 2784.748358 = -432361.176124 nChanged 2 SP:Iteration 40F (636.990659 sec): 3 clusters Score: Raw -435146.809010 + Penalty 2784.748358 = -432362.060653 nChanged 2 SP:Iteration 41Q (637.010604 sec): 3 clusters Score: Raw -435147.100339 + Penalty 2784.748358 = -432362.351981 nChanged 1 SP:Iteration 42Q (637.030631 sec): 3 clusters Score: Raw -435147.290608 + Penalty 2784.748358 = -432362.542250 nChanged 3 SP:Iteration 43Q (637.050629 sec): 3 clusters Score: Raw -435148.028164 + Penalty 2784.748358 = -432363.279806 nChanged 0 SP:Iteration 44F (637.071902 sec): 3 clusters Score: Raw -435148.028164 + Penalty 2784.748358 = -432363.279806 nChanged 0 Trying to split cluster 4 (9965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.096530 sec): 2 clusters Score: Raw -832564.982423 + Penalty 1496.110563 = -831068.871860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.126083 sec): 3 clusters Score: Raw -826915.232507 + Penalty 2992.221126 = -823923.011381 nChanged 4350 SP:Iteration 1F (637.154594 sec): 3 clusters Score: Raw -829306.679841 + Penalty 2992.221126 = -826314.458715 nChanged 616 SP:Iteration 2F (637.183087 sec): 3 clusters Score: Raw -829669.651654 + Penalty 2992.221126 = -826677.430528 nChanged 614 SP:Iteration 3F (637.211516 sec): 3 clusters Score: Raw -830033.839720 + Penalty 2992.221126 = -827041.618594 nChanged 575 SP:Iteration 4F (637.239952 sec): 3 clusters Score: Raw -830357.486582 + Penalty 2992.221126 = -827365.265456 nChanged 501 SP:Iteration 5F (637.268254 sec): 3 clusters Score: Raw -830659.949116 + Penalty 2992.221126 = -827667.727990 nChanged 514 SP:Iteration 6F (637.296712 sec): 3 clusters Score: Raw -830981.727040 + Penalty 2992.221126 = -827989.505915 nChanged 496 SP:Iteration 7Q (637.325154 sec): 3 clusters Score: Raw -831279.564341 + Penalty 2992.221126 = -828287.343215 nChanged 457 SP:Iteration 8Q (637.353580 sec): 3 clusters Score: Raw -831581.715286 + Penalty 2992.221126 = -828589.494160 nChanged 427 SP:Iteration 9Q (637.381748 sec): 3 clusters Score: Raw -831892.764970 + Penalty 2992.221126 = -828900.543845 nChanged 396 SP:Iteration 10Q (637.409870 sec): 3 clusters Score: Raw -832143.745277 + Penalty 2992.221126 = -829151.524152 nChanged 310 SP:Iteration 11Q (637.438065 sec): 3 clusters Score: Raw -832298.869425 + Penalty 2992.221126 = -829306.648299 nChanged 231 SP:Iteration 12Q (637.465962 sec): 3 clusters Score: Raw -832388.996687 + Penalty 2992.221126 = -829396.775561 nChanged 160 SP:Iteration 13Q (637.493719 sec): 3 clusters Score: Raw -832432.491089 + Penalty 2992.221126 = -829440.269964 nChanged 115 SP:Iteration 14Q (637.521399 sec): 3 clusters Score: Raw -832463.429815 + Penalty 2992.221126 = -829471.208689 nChanged 87 SP:Iteration 15Q (637.549295 sec): 3 clusters Score: Raw -832481.093553 + Penalty 2992.221126 = -829488.872428 nChanged 56 SP:Iteration 16Q (637.576835 sec): 3 clusters Score: Raw -832491.387392 + Penalty 2992.221126 = -829499.166266 nChanged 57 SP:Iteration 17Q (637.604434 sec): 3 clusters Score: Raw -832506.503963 + Penalty 2992.221126 = -829514.282837 nChanged 61 SP:Iteration 18Q (637.632044 sec): 3 clusters Score: Raw -832519.266141 + Penalty 2992.221126 = -829527.045016 nChanged 59 SP:Iteration 19Q (637.659519 sec): 3 clusters Score: Raw -832530.561205 + Penalty 2992.221126 = -829538.340079 nChanged 53 SP:Iteration 20F (637.688035 sec): 3 clusters Score: Raw -832540.382876 + Penalty 2992.221126 = -829548.161751 nChanged 58 SP:Iteration 21Q (637.715551 sec): 3 clusters Score: Raw -832553.402252 + Penalty 2992.221126 = -829561.181126 nChanged 64 SP:Iteration 22Q (637.743106 sec): 3 clusters Score: Raw -832567.553822 + Penalty 2992.221126 = -829575.332696 nChanged 46 SP:Iteration 23Q (637.770517 sec): 3 clusters Score: Raw -832577.486256 + Penalty 2992.221126 = -829585.265130 nChanged 39 SP:Iteration 24Q (637.797874 sec): 3 clusters Score: Raw -832585.359706 + Penalty 2992.221126 = -829593.138580 nChanged 50 SP:Iteration 25Q (637.825181 sec): 3 clusters Score: Raw -832595.614402 + Penalty 2992.221126 = -829603.393276 nChanged 39 SP:Iteration 26Q (637.852682 sec): 3 clusters Score: Raw -832605.103194 + Penalty 2992.221126 = -829612.882068 nChanged 39 SP:Iteration 27Q (637.879945 sec): 3 clusters Score: Raw -832613.947462 + Penalty 2992.221126 = -829621.726337 nChanged 42 SP:Iteration 28Q (637.907360 sec): 3 clusters Score: Raw -832624.315026 + Penalty 2992.221126 = -829632.093900 nChanged 41 SP:Iteration 29Q (637.934514 sec): 3 clusters Score: Raw -832634.194180 + Penalty 2992.221126 = -829641.973054 nChanged 43 SP:Iteration 30Q (637.961825 sec): 3 clusters Score: Raw -832641.566956 + Penalty 2992.221126 = -829649.345831 nChanged 27 SP:Iteration 31Q (637.989054 sec): 3 clusters Score: Raw -832646.567828 + Penalty 2992.221126 = -829654.346703 nChanged 29 SP:Iteration 32Q (638.016242 sec): 3 clusters Score: Raw -832651.928165 + Penalty 2992.221126 = -829659.707040 nChanged 28 SP:Iteration 33Q (638.043395 sec): 3 clusters Score: Raw -832657.769628 + Penalty 2992.221126 = -829665.548503 nChanged 35 SP:Iteration 34Q (638.070584 sec): 3 clusters Score: Raw -832666.384436 + Penalty 2992.221126 = -829674.163311 nChanged 41 SP:Iteration 35Q (638.097621 sec): 3 clusters Score: Raw -832675.924523 + Penalty 2992.221126 = -829683.703398 nChanged 38 SP:Iteration 36Q (638.124745 sec): 3 clusters Score: Raw -832685.148742 + Penalty 2992.221126 = -829692.927616 nChanged 53 SP:Iteration 37Q (638.151825 sec): 3 clusters Score: Raw -832697.888098 + Penalty 2992.221126 = -829705.666972 nChanged 51 SP:Iteration 38Q (638.178926 sec): 3 clusters Score: Raw -832712.305887 + Penalty 2992.221126 = -829720.084762 nChanged 50 SP:Iteration 39Q (638.205915 sec): 3 clusters Score: Raw -832725.056996 + Penalty 2992.221126 = -829732.835871 nChanged 50 SP:Iteration 40F (638.234307 sec): 3 clusters Score: Raw -832739.129322 + Penalty 2992.221126 = -829746.908196 nChanged 48 SP:Iteration 41Q (638.261317 sec): 3 clusters Score: Raw -832750.149863 + Penalty 2992.221126 = -829757.928738 nChanged 44 SP:Iteration 42Q (638.288393 sec): 3 clusters Score: Raw -832759.362209 + Penalty 2992.221126 = -829767.141083 nChanged 45 SP:Iteration 43Q (638.315399 sec): 3 clusters Score: Raw -832769.422772 + Penalty 2992.221126 = -829777.201646 nChanged 48 SP:Iteration 44Q (638.342365 sec): 3 clusters Score: Raw -832780.161360 + Penalty 2992.221126 = -829787.940235 nChanged 34 SP:Iteration 45Q (638.369307 sec): 3 clusters Score: Raw -832786.312200 + Penalty 2992.221126 = -829794.091075 nChanged 31 SP:Iteration 46Q (638.396092 sec): 3 clusters Score: Raw -832791.847718 + Penalty 2992.221126 = -829799.626592 nChanged 32 SP:Iteration 47Q (638.423017 sec): 3 clusters Score: Raw -832796.719810 + Penalty 2992.221126 = -829804.498684 nChanged 28 SP:Iteration 48Q (638.450269 sec): 3 clusters Score: Raw -832801.206833 + Penalty 2992.221126 = -829808.985708 nChanged 23 SP:Iteration 49Q (638.477137 sec): 3 clusters Score: Raw -832804.500801 + Penalty 2992.221126 = -829812.279675 nChanged 18 SP:Iteration 50Q (638.504045 sec): 3 clusters Score: Raw -832807.467418 + Penalty 2992.221126 = -829815.246293 nChanged 20 SP:Iteration 51Q (638.530935 sec): 3 clusters Score: Raw -832811.506315 + Penalty 2992.221126 = -829819.285189 nChanged 22 SP:Iteration 52Q (638.557901 sec): 3 clusters Score: Raw -832816.317231 + Penalty 2992.221126 = -829824.096105 nChanged 26 SP:Iteration 53Q (638.585018 sec): 3 clusters Score: Raw -832822.101673 + Penalty 2992.221126 = -829829.880547 nChanged 31 SP:Iteration 54Q (638.611855 sec): 3 clusters Score: Raw -832829.044373 + Penalty 2992.221126 = -829836.823247 nChanged 34 SP:Iteration 55Q (638.638770 sec): 3 clusters Score: Raw -832835.445265 + Penalty 2992.221126 = -829843.224139 nChanged 36 SP:Iteration 56Q (638.665687 sec): 3 clusters Score: Raw -832842.730882 + Penalty 2992.221126 = -829850.509756 nChanged 32 SP:Iteration 57Q (638.692545 sec): 3 clusters Score: Raw -832848.830129 + Penalty 2992.221126 = -829856.609003 nChanged 27 SP:Iteration 58Q (638.719444 sec): 3 clusters Score: Raw -832855.165918 + Penalty 2992.221126 = -829862.944793 nChanged 40 SP:Iteration 59Q (638.746182 sec): 3 clusters Score: Raw -832866.147550 + Penalty 2992.221126 = -829873.926425 nChanged 59 SP:Iteration 60F (638.774474 sec): 3 clusters Score: Raw -832883.819663 + Penalty 2992.221126 = -829891.598538 nChanged 55 SP:Iteration 61Q (638.801229 sec): 3 clusters Score: Raw -832899.327999 + Penalty 2992.221126 = -829907.106873 nChanged 61 SP:Iteration 62Q (638.828133 sec): 3 clusters Score: Raw -832916.797113 + Penalty 2992.221126 = -829924.575987 nChanged 53 SP:Iteration 63Q (638.854882 sec): 3 clusters Score: Raw -832929.582403 + Penalty 2992.221126 = -829937.361277 nChanged 41 SP:Iteration 64Q (638.881683 sec): 3 clusters Score: Raw -832938.029115 + Penalty 2992.221126 = -829945.807989 nChanged 42 SP:Iteration 65Q (638.908377 sec): 3 clusters Score: Raw -832947.185367 + Penalty 2992.221126 = -829954.964241 nChanged 46 SP:Iteration 66Q (638.935037 sec): 3 clusters Score: Raw -832958.596641 + Penalty 2992.221126 = -829966.375515 nChanged 45 SP:Iteration 67Q (638.961933 sec): 3 clusters Score: Raw -832970.588600 + Penalty 2992.221126 = -829978.367474 nChanged 42 SP:Iteration 68Q (638.988567 sec): 3 clusters Score: Raw -832982.986195 + Penalty 2992.221126 = -829990.765070 nChanged 37 SP:Iteration 69Q (639.015318 sec): 3 clusters Score: Raw -832990.762500 + Penalty 2992.221126 = -829998.541374 nChanged 30 SP:Iteration 70Q (639.042099 sec): 3 clusters Score: Raw -832997.519851 + Penalty 2992.221126 = -830005.298725 nChanged 30 SP:Iteration 71Q (639.068656 sec): 3 clusters Score: Raw -833002.717597 + Penalty 2992.221126 = -830010.496472 nChanged 29 SP:Iteration 72Q (639.095369 sec): 3 clusters Score: Raw -833007.574411 + Penalty 2992.221126 = -830015.353286 nChanged 22 SP:Iteration 73Q (639.122606 sec): 3 clusters Score: Raw -833011.944283 + Penalty 2992.221126 = -830019.723158 nChanged 19 SP:Iteration 74Q (639.149191 sec): 3 clusters Score: Raw -833016.081964 + Penalty 2992.221126 = -830023.860838 nChanged 30 SP:Iteration 75Q (639.175954 sec): 3 clusters Score: Raw -833022.706889 + Penalty 2992.221126 = -830030.485763 nChanged 35 SP:Iteration 76Q (639.202603 sec): 3 clusters Score: Raw -833029.176050 + Penalty 2992.221126 = -830036.954925 nChanged 19 SP:Iteration 77Q (639.229152 sec): 3 clusters Score: Raw -833032.399008 + Penalty 2992.221126 = -830040.177883 nChanged 21 SP:Iteration 78Q (639.256086 sec): 3 clusters Score: Raw -833036.731428 + Penalty 2992.221126 = -830044.510302 nChanged 24 SP:Iteration 79Q (639.282743 sec): 3 clusters Score: Raw -833040.860748 + Penalty 2992.221126 = -830048.639623 nChanged 21 SP:Iteration 80F (639.311061 sec): 3 clusters Score: Raw -833044.747847 + Penalty 2992.221126 = -830052.526722 nChanged 21 SP:Iteration 81Q (639.337862 sec): 3 clusters Score: Raw -833048.111019 + Penalty 2992.221126 = -830055.889893 nChanged 18 SP:Iteration 82Q (639.364533 sec): 3 clusters Score: Raw -833050.034045 + Penalty 2992.221126 = -830057.812920 nChanged 11 SP:Iteration 83Q (639.391325 sec): 3 clusters Score: Raw -833050.960837 + Penalty 2992.221126 = -830058.739711 nChanged 6 SP:Iteration 84Q (639.417886 sec): 3 clusters Score: Raw -833051.460717 + Penalty 2992.221126 = -830059.239591 nChanged 5 SP:Iteration 85Q (639.444383 sec): 3 clusters Score: Raw -833051.947242 + Penalty 2992.221126 = -830059.726116 nChanged 5 SP:Iteration 86Q (639.471040 sec): 3 clusters Score: Raw -833052.289720 + Penalty 2992.221126 = -830060.068595 nChanged 2 SP:Iteration 87Q (639.497739 sec): 3 clusters Score: Raw -833052.347080 + Penalty 2992.221126 = -830060.125955 nChanged 1 SP:Iteration 88Q (639.524332 sec): 3 clusters Score: Raw -833052.435239 + Penalty 2992.221126 = -830060.214113 nChanged 1 SP:Iteration 89Q (639.551001 sec): 3 clusters Score: Raw -833052.541107 + Penalty 2992.221126 = -830060.319982 nChanged 1 SP:Iteration 90Q (639.577671 sec): 3 clusters Score: Raw -833052.654440 + Penalty 2992.221126 = -830060.433314 nChanged 1 SP:Iteration 91Q (639.604389 sec): 3 clusters Score: Raw -833052.726433 + Penalty 2992.221126 = -830060.505307 nChanged 0 SP:Iteration 92F (639.632703 sec): 3 clusters Score: Raw -833052.726433 + Penalty 2992.221126 = -830060.505307 nChanged 0 Trying to split cluster 5 (25014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (639.672095 sec): 2 clusters Score: Raw -2114420.809328 + Penalty 1645.668529 = -2112775.140799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (639.725611 sec): 3 clusters Score: Raw -2099108.734014 + Penalty 3291.337058 = -2095817.396956 nChanged 11435 SP:Iteration 1F (639.774080 sec): 3 clusters Score: Raw -2105756.291728 + Penalty 3291.337058 = -2102464.954671 nChanged 1344 SP:Iteration 2F (639.822186 sec): 3 clusters Score: Raw -2106421.244468 + Penalty 3291.337058 = -2103129.907410 nChanged 1431 SP:Iteration 3F (639.870687 sec): 3 clusters Score: Raw -2107314.786019 + Penalty 3291.337058 = -2104023.448961 nChanged 1518 SP:Iteration 4F (639.919150 sec): 3 clusters Score: Raw -2108315.079515 + Penalty 3291.337058 = -2105023.742457 nChanged 1525 SP:Iteration 5F (639.967446 sec): 3 clusters Score: Raw -2109365.058804 + Penalty 3291.337058 = -2106073.721746 nChanged 1499 SP:Iteration 6F (640.015584 sec): 3 clusters Score: Raw -2110374.915482 + Penalty 3291.337058 = -2107083.578424 nChanged 1293 SP:Iteration 7F (640.063745 sec): 3 clusters Score: Raw -2111165.376629 + Penalty 3291.337058 = -2107874.039571 nChanged 1053 SP:Iteration 8Q (640.112080 sec): 3 clusters Score: Raw -2111785.154736 + Penalty 3291.337058 = -2108493.817679 nChanged 902 SP:Iteration 9Q (640.159317 sec): 3 clusters Score: Raw -2112242.194445 + Penalty 3291.337058 = -2108950.857387 nChanged 723 SP:Iteration 10Q (640.206063 sec): 3 clusters Score: Raw -2112560.555882 + Penalty 3291.337058 = -2109269.218824 nChanged 581 SP:Iteration 11Q (640.252116 sec): 3 clusters Score: Raw -2112788.387455 + Penalty 3291.337058 = -2109497.050397 nChanged 465 SP:Iteration 12Q (640.297995 sec): 3 clusters Score: Raw -2112971.341037 + Penalty 3291.337058 = -2109680.003979 nChanged 401 SP:Iteration 13Q (640.343166 sec): 3 clusters Score: Raw -2113130.153406 + Penalty 3291.337058 = -2109838.816348 nChanged 382 SP:Iteration 14Q (640.387868 sec): 3 clusters Score: Raw -2113284.199416 + Penalty 3291.337058 = -2109992.862358 nChanged 345 SP:Iteration 15Q (640.432620 sec): 3 clusters Score: Raw -2113429.039333 + Penalty 3291.337058 = -2110137.702275 nChanged 324 SP:Iteration 16Q (640.476849 sec): 3 clusters Score: Raw -2113576.190559 + Penalty 3291.337058 = -2110284.853501 nChanged 303 SP:Iteration 17Q (640.520817 sec): 3 clusters Score: Raw -2113717.301673 + Penalty 3291.337058 = -2110425.964616 nChanged 309 SP:Iteration 18Q (640.564840 sec): 3 clusters Score: Raw -2113852.251168 + Penalty 3291.337058 = -2110560.914110 nChanged 279 SP:Iteration 19Q (640.608490 sec): 3 clusters Score: Raw -2113976.381010 + Penalty 3291.337058 = -2110685.043952 nChanged 244 SP:Iteration 20F (640.656322 sec): 3 clusters Score: Raw -2114074.020764 + Penalty 3291.337058 = -2110782.683706 nChanged 228 SP:Iteration 21Q (640.699411 sec): 3 clusters Score: Raw -2114165.283833 + Penalty 3291.337058 = -2110873.946775 nChanged 201 SP:Iteration 22Q (640.742049 sec): 3 clusters Score: Raw -2114250.447888 + Penalty 3291.337058 = -2110959.110830 nChanged 178 SP:Iteration 23Q (640.784507 sec): 3 clusters Score: Raw -2114329.257277 + Penalty 3291.337058 = -2111037.920219 nChanged 144 SP:Iteration 24Q (640.826651 sec): 3 clusters Score: Raw -2114389.285718 + Penalty 3291.337058 = -2111097.948660 nChanged 131 SP:Iteration 25Q (640.868799 sec): 3 clusters Score: Raw -2114448.071395 + Penalty 3291.337058 = -2111156.734337 nChanged 113 SP:Iteration 26Q (640.910366 sec): 3 clusters Score: Raw -2114497.932389 + Penalty 3291.337058 = -2111206.595331 nChanged 82 SP:Iteration 27Q (640.951874 sec): 3 clusters Score: Raw -2114532.734532 + Penalty 3291.337058 = -2111241.397474 nChanged 80 SP:Iteration 28Q (640.993419 sec): 3 clusters Score: Raw -2114567.555981 + Penalty 3291.337058 = -2111276.218923 nChanged 66 SP:Iteration 29Q (641.034699 sec): 3 clusters Score: Raw -2114594.997812 + Penalty 3291.337058 = -2111303.660755 nChanged 45 SP:Iteration 30Q (641.076123 sec): 3 clusters Score: Raw -2114611.020932 + Penalty 3291.337058 = -2111319.683874 nChanged 32 SP:Iteration 31Q (641.117371 sec): 3 clusters Score: Raw -2114623.865071 + Penalty 3291.337058 = -2111332.528013 nChanged 27 SP:Iteration 32Q (641.158518 sec): 3 clusters Score: Raw -2114633.788638 + Penalty 3291.337058 = -2111342.451580 nChanged 25 SP:Iteration 33Q (641.199630 sec): 3 clusters Score: Raw -2114642.741767 + Penalty 3291.337058 = -2111351.404709 nChanged 16 SP:Iteration 34Q (641.240595 sec): 3 clusters Score: Raw -2114649.526744 + Penalty 3291.337058 = -2111358.189686 nChanged 17 SP:Iteration 35Q (641.281713 sec): 3 clusters Score: Raw -2114656.019482 + Penalty 3291.337058 = -2111364.682424 nChanged 14 SP:Iteration 36Q (641.322630 sec): 3 clusters Score: Raw -2114662.205576 + Penalty 3291.337058 = -2111370.868519 nChanged 15 SP:Iteration 37Q (641.363856 sec): 3 clusters Score: Raw -2114667.130581 + Penalty 3291.337058 = -2111375.793523 nChanged 9 SP:Iteration 38Q (641.404712 sec): 3 clusters Score: Raw -2114671.222446 + Penalty 3291.337058 = -2111379.885388 nChanged 7 SP:Iteration 39Q (641.445716 sec): 3 clusters Score: Raw -2114673.842987 + Penalty 3291.337058 = -2111382.505929 nChanged 8 SP:Iteration 40F (641.532133 sec): 3 clusters Score: Raw -2114676.468448 + Penalty 3291.337058 = -2111385.131390 nChanged 3 SP:Iteration 41Q (641.573828 sec): 3 clusters Score: Raw -2114678.267111 + Penalty 3291.337058 = -2111386.930053 nChanged 7 SP:Iteration 42Q (641.619011 sec): 3 clusters Score: Raw -2114680.736636 + Penalty 3291.337058 = -2111389.399578 nChanged 7 SP:Iteration 43Q (641.659602 sec): 3 clusters Score: Raw -2114684.828915 + Penalty 3291.337058 = -2111393.491857 nChanged 11 SP:Iteration 44Q (641.700156 sec): 3 clusters Score: Raw -2114689.330044 + Penalty 3291.337058 = -2111397.992986 nChanged 12 SP:Iteration 45Q (641.740681 sec): 3 clusters Score: Raw -2114693.104353 + Penalty 3291.337058 = -2111401.767296 nChanged 9 SP:Iteration 46Q (641.781325 sec): 3 clusters Score: Raw -2114695.750815 + Penalty 3291.337058 = -2111404.413757 nChanged 6 SP:Iteration 47Q (641.821887 sec): 3 clusters Score: Raw -2114698.299356 + Penalty 3291.337058 = -2111406.962298 nChanged 6 SP:Iteration 48Q (641.862451 sec): 3 clusters Score: Raw -2114700.740480 + Penalty 3291.337058 = -2111409.403422 nChanged 6 SP:Iteration 49Q (641.902844 sec): 3 clusters Score: Raw -2114702.386295 + Penalty 3291.337058 = -2111411.049237 nChanged 4 SP:Iteration 50Q (641.943363 sec): 3 clusters Score: Raw -2114703.707037 + Penalty 3291.337058 = -2111412.369979 nChanged 7 SP:Iteration 51Q (641.983824 sec): 3 clusters Score: Raw -2114706.641954 + Penalty 3291.337058 = -2111415.304896 nChanged 9 SP:Iteration 52Q (642.024367 sec): 3 clusters Score: Raw -2114710.058906 + Penalty 3291.337058 = -2111418.721848 nChanged 6 SP:Iteration 53Q (642.064730 sec): 3 clusters Score: Raw -2114712.263745 + Penalty 3291.337058 = -2111420.926687 nChanged 6 SP:Iteration 54Q (642.105173 sec): 3 clusters Score: Raw -2114714.176546 + Penalty 3291.337058 = -2111422.839488 nChanged 7 SP:Iteration 55Q (642.145699 sec): 3 clusters Score: Raw -2114716.041635 + Penalty 3291.337058 = -2111424.704577 nChanged 3 SP:Iteration 56Q (642.185937 sec): 3 clusters Score: Raw -2114717.393078 + Penalty 3291.337058 = -2111426.056020 nChanged 7 SP:Iteration 57Q (642.226406 sec): 3 clusters Score: Raw -2114718.710414 + Penalty 3291.337058 = -2111427.373357 nChanged 2 SP:Iteration 58Q (642.266601 sec): 3 clusters Score: Raw -2114719.465926 + Penalty 3291.337058 = -2111428.128868 nChanged 3 SP:Iteration 59Q (642.306994 sec): 3 clusters Score: Raw -2114720.193578 + Penalty 3291.337058 = -2111428.856520 nChanged 2 SP:Iteration 60F (642.354805 sec): 3 clusters Score: Raw -2114720.702458 + Penalty 3291.337058 = -2111429.365400 nChanged 3 SP:Iteration 61Q (642.395380 sec): 3 clusters Score: Raw -2114721.540919 + Penalty 3291.337058 = -2111430.203861 nChanged 1 SP:Iteration 62Q (642.435619 sec): 3 clusters Score: Raw -2114721.735026 + Penalty 3291.337058 = -2111430.397968 nChanged 0 SP:Iteration 63F (642.483712 sec): 3 clusters Score: Raw -2114721.735026 + Penalty 3291.337058 = -2111430.397968 nChanged 0 Trying to split cluster 6 (1822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (642.496959 sec): 2 clusters Score: Raw -126921.798755 + Penalty 1219.999638 = -125701.799118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (642.506775 sec): 3 clusters Score: Raw -126246.832691 + Penalty 2439.999275 = -123806.833416 nChanged 624 SP:Iteration 1F (642.515935 sec): 3 clusters Score: Raw -126733.585387 + Penalty 2439.999275 = -124293.586112 nChanged 146 SP:Iteration 2F (642.525145 sec): 3 clusters Score: Raw -126872.968335 + Penalty 2439.999275 = -124432.969060 nChanged 96 SP:Iteration 3F (642.534279 sec): 3 clusters Score: Raw -126974.619878 + Penalty 2439.999275 = -124534.620603 nChanged 91 SP:Iteration 4Q (642.543424 sec): 3 clusters Score: Raw -127076.460505 + Penalty 2439.999275 = -124636.461230 nChanged 94 SP:Iteration 5F (642.552600 sec): 3 clusters Score: Raw -127212.874018 + Penalty 2439.999275 = -124772.874742 nChanged 93 SP:Iteration 6F (642.561789 sec): 3 clusters Score: Raw -127358.527344 + Penalty 2439.999275 = -124918.528069 nChanged 92 SP:Iteration 7F (642.570916 sec): 3 clusters Score: Raw -127469.850513 + Penalty 2439.999275 = -125029.851238 nChanged 77 SP:Iteration 8Q (642.579892 sec): 3 clusters Score: Raw -127547.467816 + Penalty 2439.999275 = -125107.468540 nChanged 55 SP:Iteration 9Q (642.588922 sec): 3 clusters Score: Raw -127592.789735 + Penalty 2439.999275 = -125152.790460 nChanged 44 SP:Iteration 10Q (642.597853 sec): 3 clusters Score: Raw -127630.626730 + Penalty 2439.999275 = -125190.627454 nChanged 20 SP:Iteration 11Q (642.606767 sec): 3 clusters Score: Raw -127651.005396 + Penalty 2439.999275 = -125211.006120 nChanged 30 SP:Iteration 12Q (642.615633 sec): 3 clusters Score: Raw -127673.411084 + Penalty 2439.999275 = -125233.411809 nChanged 23 SP:Iteration 13Q (642.624525 sec): 3 clusters Score: Raw -127693.800367 + Penalty 2439.999275 = -125253.801092 nChanged 25 SP:Iteration 14Q (642.633362 sec): 3 clusters Score: Raw -127713.413989 + Penalty 2439.999275 = -125273.414714 nChanged 23 SP:Iteration 15Q (642.642207 sec): 3 clusters Score: Raw -127727.227235 + Penalty 2439.999275 = -125287.227960 nChanged 15 SP:Iteration 16Q (642.651059 sec): 3 clusters Score: Raw -127737.890033 + Penalty 2439.999275 = -125297.890758 nChanged 12 SP:Iteration 17Q (642.659814 sec): 3 clusters Score: Raw -127743.245457 + Penalty 2439.999275 = -125303.246181 nChanged 4 SP:Iteration 18Q (642.668611 sec): 3 clusters Score: Raw -127746.144373 + Penalty 2439.999275 = -125306.145097 nChanged 4 SP:Iteration 19Q (642.677445 sec): 3 clusters Score: Raw -127748.924401 + Penalty 2439.999275 = -125308.925126 nChanged 3 SP:Iteration 20F (642.686504 sec): 3 clusters Score: Raw -127749.841573 + Penalty 2439.999275 = -125309.842297 nChanged 1 SP:Iteration 21Q (642.695288 sec): 3 clusters Score: Raw -127749.910011 + Penalty 2439.999275 = -125309.910736 nChanged 2 SP:Iteration 22Q (642.704085 sec): 3 clusters Score: Raw -127751.110976 + Penalty 2439.999275 = -125311.111700 nChanged 0 SP:Iteration 23F (642.713230 sec): 3 clusters Score: Raw -127751.110976 + Penalty 2439.999275 = -125311.111700 nChanged 0 Trying to split cluster 7 (800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (642.722580 sec): 2 clusters Score: Raw -60721.892529 + Penalty 1086.249406 = -59635.643123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (642.727380 sec): 3 clusters Score: Raw -60513.245351 + Penalty 2172.498811 = -58340.746540 nChanged 213 SP:Iteration 1F (642.731876 sec): 3 clusters Score: Raw -60751.187155 + Penalty 2172.498811 = -58578.688344 nChanged 62 SP:Iteration 2F (642.736354 sec): 3 clusters Score: Raw -60853.488233 + Penalty 2172.498811 = -58680.989421 nChanged 42 SP:Iteration 3F (642.740861 sec): 3 clusters Score: Raw -60925.723914 + Penalty 2172.498811 = -58753.225102 nChanged 33 SP:Iteration 4Q (642.745263 sec): 3 clusters Score: Raw -60999.936402 + Penalty 2172.498811 = -58827.437591 nChanged 25 SP:Iteration 5Q (642.749614 sec): 3 clusters Score: Raw -61035.906227 + Penalty 2172.498811 = -58863.407416 nChanged 14 SP:Iteration 6Q (642.753993 sec): 3 clusters Score: Raw -61056.495030 + Penalty 2172.498811 = -58883.996219 nChanged 19 SP:Iteration 7Q (642.758371 sec): 3 clusters Score: Raw -61093.567769 + Penalty 2172.498811 = -58921.068957 nChanged 18 SP:Iteration 8Q (642.762730 sec): 3 clusters Score: Raw -61135.022590 + Penalty 2172.498811 = -58962.523778 nChanged 17 SP:Iteration 9Q (642.767067 sec): 3 clusters Score: Raw -61164.232955 + Penalty 2172.498811 = -58991.734144 nChanged 15 SP:Iteration 10Q (642.771363 sec): 3 clusters Score: Raw -61193.040583 + Penalty 2172.498811 = -59020.541771 nChanged 14 SP:Iteration 11Q (642.775678 sec): 3 clusters Score: Raw -61217.139237 + Penalty 2172.498811 = -59044.640426 nChanged 19 SP:Iteration 12Q (642.779946 sec): 3 clusters Score: Raw -61257.792724 + Penalty 2172.498811 = -59085.293912 nChanged 17 SP:Iteration 13Q (642.784187 sec): 3 clusters Score: Raw -61293.395695 + Penalty 2172.498811 = -59120.896884 nChanged 13 SP:Iteration 14Q (642.788377 sec): 3 clusters Score: Raw -61325.986769 + Penalty 2172.498811 = -59153.487957 nChanged 12 SP:Iteration 15Q (642.792581 sec): 3 clusters Score: Raw -61349.954753 + Penalty 2172.498811 = -59177.455942 nChanged 10 SP:Iteration 16Q (642.796773 sec): 3 clusters Score: Raw -61376.340761 + Penalty 2172.498811 = -59203.841950 nChanged 15 SP:Iteration 17Q (642.800920 sec): 3 clusters Score: Raw -61410.847445 + Penalty 2172.498811 = -59238.348634 nChanged 9 SP:Iteration 18Q (642.805093 sec): 3 clusters Score: Raw -61434.235584 + Penalty 2172.498811 = -59261.736773 nChanged 7 SP:Iteration 19Q (642.809247 sec): 3 clusters Score: Raw -61452.828019 + Penalty 2172.498811 = -59280.329207 nChanged 13 SP:Iteration 20F (642.813713 sec): 3 clusters Score: Raw -61521.211781 + Penalty 2172.498811 = -59348.712969 nChanged 11 SP:Iteration 21Q (642.817820 sec): 3 clusters Score: Raw -61588.506407 + Penalty 2172.498811 = -59416.007596 nChanged 4 SP:Iteration 22Q (642.821906 sec): 3 clusters Score: Raw -61596.863906 + Penalty 2172.498811 = -59424.365095 nChanged 5 SP:Iteration 23Q (642.825997 sec): 3 clusters Score: Raw -61610.696000 + Penalty 2172.498811 = -59438.197189 nChanged 0 SP:Iteration 24F (642.830417 sec): 3 clusters Score: Raw -61610.696000 + Penalty 2172.498811 = -59438.197189 nChanged 0 Trying to split cluster 8 (3646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (642.847886 sec): 2 clusters Score: Raw -272601.607639 + Penalty 1332.725218 = -271268.882421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (642.866506 sec): 3 clusters Score: Raw -270833.056979 + Penalty 2665.450435 = -268167.606543 nChanged 1447 SP:Iteration 1F (642.884153 sec): 3 clusters Score: Raw -271769.958385 + Penalty 2665.450435 = -269104.507950 nChanged 329 SP:Iteration 2F (642.901806 sec): 3 clusters Score: Raw -272038.369084 + Penalty 2665.450435 = -269372.918649 nChanged 262 SP:Iteration 3F (642.919286 sec): 3 clusters Score: Raw -272254.095788 + Penalty 2665.450435 = -269588.645353 nChanged 200 SP:Iteration 4F (642.936924 sec): 3 clusters Score: Raw -272418.061997 + Penalty 2665.450435 = -269752.611561 nChanged 168 SP:Iteration 5Q (642.954508 sec): 3 clusters Score: Raw -272562.535726 + Penalty 2665.450435 = -269897.085291 nChanged 155 SP:Iteration 6Q (642.971957 sec): 3 clusters Score: Raw -272702.850230 + Penalty 2665.450435 = -270037.399794 nChanged 166 SP:Iteration 7Q (642.989474 sec): 3 clusters Score: Raw -272842.381011 + Penalty 2665.450435 = -270176.930575 nChanged 116 SP:Iteration 8Q (643.006955 sec): 3 clusters Score: Raw -272927.431561 + Penalty 2665.450435 = -270261.981125 nChanged 96 SP:Iteration 9Q (643.024217 sec): 3 clusters Score: Raw -272989.272026 + Penalty 2665.450435 = -270323.821590 nChanged 89 SP:Iteration 10Q (643.041626 sec): 3 clusters Score: Raw -273039.961248 + Penalty 2665.450435 = -270374.510813 nChanged 66 SP:Iteration 11Q (643.058983 sec): 3 clusters Score: Raw -273069.264938 + Penalty 2665.450435 = -270403.814502 nChanged 50 SP:Iteration 12Q (643.076306 sec): 3 clusters Score: Raw -273091.193266 + Penalty 2665.450435 = -270425.742831 nChanged 48 SP:Iteration 13Q (643.093644 sec): 3 clusters Score: Raw -273117.986607 + Penalty 2665.450435 = -270452.536171 nChanged 45 SP:Iteration 14Q (643.110783 sec): 3 clusters Score: Raw -273138.626170 + Penalty 2665.450435 = -270473.175734 nChanged 36 SP:Iteration 15Q (643.128026 sec): 3 clusters Score: Raw -273152.856095 + Penalty 2665.450435 = -270487.405660 nChanged 25 SP:Iteration 16Q (643.145326 sec): 3 clusters Score: Raw -273162.670040 + Penalty 2665.450435 = -270497.219604 nChanged 23 SP:Iteration 17Q (643.162614 sec): 3 clusters Score: Raw -273171.590146 + Penalty 2665.450435 = -270506.139711 nChanged 21 SP:Iteration 18Q (643.179875 sec): 3 clusters Score: Raw -273176.939724 + Penalty 2665.450435 = -270511.489289 nChanged 14 SP:Iteration 19Q (643.197152 sec): 3 clusters Score: Raw -273180.950262 + Penalty 2665.450435 = -270515.499827 nChanged 9 SP:Iteration 20F (643.214637 sec): 3 clusters Score: Raw -273183.261877 + Penalty 2665.450435 = -270517.811442 nChanged 7 SP:Iteration 21Q (643.231891 sec): 3 clusters Score: Raw -273186.141619 + Penalty 2665.450435 = -270520.691184 nChanged 7 SP:Iteration 22Q (643.249148 sec): 3 clusters Score: Raw -273188.692346 + Penalty 2665.450435 = -270523.241911 nChanged 5 SP:Iteration 23Q (643.266390 sec): 3 clusters Score: Raw -273189.698015 + Penalty 2665.450435 = -270524.247580 nChanged 1 SP:Iteration 24Q (643.283687 sec): 3 clusters Score: Raw -273189.777645 + Penalty 2665.450435 = -270524.327209 nChanged 0 SP:Iteration 25F (643.301145 sec): 3 clusters Score: Raw -273189.777645 + Penalty 2665.450435 = -270524.327209 nChanged 0 Trying to split cluster 9 (2433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (643.317025 sec): 2 clusters Score: Raw -196084.855127 + Penalty 1266.993056 = -194817.862071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (643.330132 sec): 3 clusters Score: Raw -195039.405926 + Penalty 2533.986111 = -192505.419815 nChanged 899 SP:Iteration 1F (643.343270 sec): 3 clusters Score: Raw -195583.690538 + Penalty 2533.986111 = -193049.704427 nChanged 174 SP:Iteration 2F (643.355531 sec): 3 clusters Score: Raw -195698.182919 + Penalty 2533.986111 = -193164.196808 nChanged 107 SP:Iteration 3Q (643.367842 sec): 3 clusters Score: Raw -195765.929189 + Penalty 2533.986111 = -193231.943078 nChanged 85 SP:Iteration 4Q (643.380184 sec): 3 clusters Score: Raw -195813.002323 + Penalty 2533.986111 = -193279.016212 nChanged 66 SP:Iteration 5Q (643.392493 sec): 3 clusters Score: Raw -195846.289341 + Penalty 2533.986111 = -193312.303230 nChanged 45 SP:Iteration 6Q (643.404815 sec): 3 clusters Score: Raw -195866.482259 + Penalty 2533.986111 = -193332.496148 nChanged 35 SP:Iteration 7Q (643.417076 sec): 3 clusters Score: Raw -195880.559947 + Penalty 2533.986111 = -193346.573836 nChanged 27 SP:Iteration 8Q (643.429354 sec): 3 clusters Score: Raw -195890.437268 + Penalty 2533.986111 = -193356.451156 nChanged 26 SP:Iteration 9Q (643.441649 sec): 3 clusters Score: Raw -195900.619073 + Penalty 2533.986111 = -193366.632962 nChanged 20 SP:Iteration 10Q (643.453922 sec): 3 clusters Score: Raw -195909.639291 + Penalty 2533.986111 = -193375.653180 nChanged 24 SP:Iteration 11Q (643.466098 sec): 3 clusters Score: Raw -195922.113415 + Penalty 2533.986111 = -193388.127304 nChanged 34 SP:Iteration 12Q (643.478394 sec): 3 clusters Score: Raw -195939.080456 + Penalty 2533.986111 = -193405.094345 nChanged 27 SP:Iteration 13Q (643.490668 sec): 3 clusters Score: Raw -195951.753589 + Penalty 2533.986111 = -193417.767477 nChanged 28 SP:Iteration 14Q (643.502971 sec): 3 clusters Score: Raw -195963.994891 + Penalty 2533.986111 = -193430.008780 nChanged 23 SP:Iteration 15Q (643.515159 sec): 3 clusters Score: Raw -195972.096894 + Penalty 2533.986111 = -193438.110783 nChanged 17 SP:Iteration 16Q (643.527416 sec): 3 clusters Score: Raw -195981.153584 + Penalty 2533.986111 = -193447.167472 nChanged 21 SP:Iteration 17Q (643.539737 sec): 3 clusters Score: Raw -195989.915701 + Penalty 2533.986111 = -193455.929590 nChanged 16 SP:Iteration 18Q (643.551966 sec): 3 clusters Score: Raw -195995.349653 + Penalty 2533.986111 = -193461.363541 nChanged 12 SP:Iteration 19Q (643.564143 sec): 3 clusters Score: Raw -195999.729520 + Penalty 2533.986111 = -193465.743408 nChanged 9 SP:Iteration 20F (643.576447 sec): 3 clusters Score: Raw -196002.376428 + Penalty 2533.986111 = -193468.390316 nChanged 12 SP:Iteration 21Q (643.588702 sec): 3 clusters Score: Raw -196007.086811 + Penalty 2533.986111 = -193473.100699 nChanged 16 SP:Iteration 22Q (643.600887 sec): 3 clusters Score: Raw -196013.848344 + Penalty 2533.986111 = -193479.862233 nChanged 10 SP:Iteration 23Q (643.613138 sec): 3 clusters Score: Raw -196017.253970 + Penalty 2533.986111 = -193483.267859 nChanged 5 SP:Iteration 24Q (643.625382 sec): 3 clusters Score: Raw -196020.345915 + Penalty 2533.986111 = -193486.359804 nChanged 5 SP:Iteration 25Q (643.637674 sec): 3 clusters Score: Raw -196023.341932 + Penalty 2533.986111 = -193489.355821 nChanged 8 SP:Iteration 26Q (643.649930 sec): 3 clusters Score: Raw -196026.989391 + Penalty 2533.986111 = -193493.003280 nChanged 9 SP:Iteration 27Q (643.662183 sec): 3 clusters Score: Raw -196032.530516 + Penalty 2533.986111 = -193498.544404 nChanged 7 SP:Iteration 28Q (643.674409 sec): 3 clusters Score: Raw -196036.784779 + Penalty 2533.986111 = -193502.798667 nChanged 13 SP:Iteration 29Q (643.686625 sec): 3 clusters Score: Raw -196043.780556 + Penalty 2533.986111 = -193509.794444 nChanged 15 SP:Iteration 30Q (643.698879 sec): 3 clusters Score: Raw -196052.442954 + Penalty 2533.986111 = -193518.456843 nChanged 15 SP:Iteration 31Q (643.711047 sec): 3 clusters Score: Raw -196058.959203 + Penalty 2533.986111 = -193524.973092 nChanged 3 SP:Iteration 32Q (643.723256 sec): 3 clusters Score: Raw -196060.031230 + Penalty 2533.986111 = -193526.045119 nChanged 7 SP:Iteration 33Q (643.735364 sec): 3 clusters Score: Raw -196063.411114 + Penalty 2533.986111 = -193529.425003 nChanged 8 SP:Iteration 34Q (643.747567 sec): 3 clusters Score: Raw -196068.655551 + Penalty 2533.986111 = -193534.669440 nChanged 14 SP:Iteration 35Q (643.759775 sec): 3 clusters Score: Raw -196076.286179 + Penalty 2533.986111 = -193542.300067 nChanged 13 SP:Iteration 36Q (643.771994 sec): 3 clusters Score: Raw -196083.916703 + Penalty 2533.986111 = -193549.930592 nChanged 13 SP:Iteration 37Q (643.784034 sec): 3 clusters Score: Raw -196088.938485 + Penalty 2533.986111 = -193554.952374 nChanged 12 SP:Iteration 38Q (643.796223 sec): 3 clusters Score: Raw -196093.835328 + Penalty 2533.986111 = -193559.849216 nChanged 18 SP:Iteration 39Q (643.808393 sec): 3 clusters Score: Raw -196102.762270 + Penalty 2533.986111 = -193568.776158 nChanged 16 SP:Iteration 40F (643.820677 sec): 3 clusters Score: Raw -196111.983708 + Penalty 2533.986111 = -193577.997597 nChanged 12 SP:Iteration 41Q (643.832841 sec): 3 clusters Score: Raw -196117.228558 + Penalty 2533.986111 = -193583.242447 nChanged 12 SP:Iteration 42Q (643.844979 sec): 3 clusters Score: Raw -196123.247263 + Penalty 2533.986111 = -193589.261152 nChanged 12 SP:Iteration 43Q (643.857134 sec): 3 clusters Score: Raw -196133.132456 + Penalty 2533.986111 = -193599.146344 nChanged 12 SP:Iteration 44Q (643.869270 sec): 3 clusters Score: Raw -196140.251241 + Penalty 2533.986111 = -193606.265129 nChanged 11 SP:Iteration 45Q (643.881401 sec): 3 clusters Score: Raw -196146.192812 + Penalty 2533.986111 = -193612.206701 nChanged 13 SP:Iteration 46Q (643.893543 sec): 3 clusters Score: Raw -196151.507524 + Penalty 2533.986111 = -193617.521413 nChanged 5 SP:Iteration 47Q (643.905672 sec): 3 clusters Score: Raw -196153.012336 + Penalty 2533.986111 = -193619.026225 nChanged 6 SP:Iteration 48Q (643.917794 sec): 3 clusters Score: Raw -196155.928887 + Penalty 2533.986111 = -193621.942776 nChanged 9 SP:Iteration 49Q (643.929797 sec): 3 clusters Score: Raw -196163.659223 + Penalty 2533.986111 = -193629.673112 nChanged 9 SP:Iteration 50Q (643.941807 sec): 3 clusters Score: Raw -196168.102424 + Penalty 2533.986111 = -193634.116312 nChanged 6 SP:Iteration 51Q (643.953936 sec): 3 clusters Score: Raw -196170.816562 + Penalty 2533.986111 = -193636.830451 nChanged 5 SP:Iteration 52Q (643.965986 sec): 3 clusters Score: Raw -196174.707223 + Penalty 2533.986111 = -193640.721112 nChanged 9 SP:Iteration 53Q (643.977967 sec): 3 clusters Score: Raw -196178.729998 + Penalty 2533.986111 = -193644.743887 nChanged 6 SP:Iteration 54Q (643.999452 sec): 3 clusters Score: Raw -196180.630754 + Penalty 2533.986111 = -193646.644643 nChanged 6 SP:Iteration 55Q (644.011449 sec): 3 clusters Score: Raw -196182.999774 + Penalty 2533.986111 = -193649.013662 nChanged 6 SP:Iteration 56Q (644.023532 sec): 3 clusters Score: Raw -196186.266233 + Penalty 2533.986111 = -193652.280122 nChanged 9 SP:Iteration 57Q (644.035622 sec): 3 clusters Score: Raw -196190.622111 + Penalty 2533.986111 = -193656.635999 nChanged 7 SP:Iteration 58Q (644.047620 sec): 3 clusters Score: Raw -196193.834827 + Penalty 2533.986111 = -193659.848716 nChanged 8 SP:Iteration 59Q (644.059705 sec): 3 clusters Score: Raw -196197.459861 + Penalty 2533.986111 = -193663.473750 nChanged 11 SP:Iteration 60F (644.071877 sec): 3 clusters Score: Raw -196201.414807 + Penalty 2533.986111 = -193667.428696 nChanged 6 SP:Iteration 61Q (644.083962 sec): 3 clusters Score: Raw -196204.934055 + Penalty 2533.986111 = -193670.947944 nChanged 8 SP:Iteration 62Q (644.095928 sec): 3 clusters Score: Raw -196209.155069 + Penalty 2533.986111 = -193675.168958 nChanged 6 SP:Iteration 63Q (644.107878 sec): 3 clusters Score: Raw -196215.196908 + Penalty 2533.986111 = -193681.210797 nChanged 8 SP:Iteration 64Q (644.119927 sec): 3 clusters Score: Raw -196220.945043 + Penalty 2533.986111 = -193686.958932 nChanged 9 SP:Iteration 65Q (644.131974 sec): 3 clusters Score: Raw -196225.532015 + Penalty 2533.986111 = -193691.545903 nChanged 6 SP:Iteration 66Q (644.144009 sec): 3 clusters Score: Raw -196229.162893 + Penalty 2533.986111 = -193695.176782 nChanged 6 SP:Iteration 67Q (644.156001 sec): 3 clusters Score: Raw -196231.131584 + Penalty 2533.986111 = -193697.145472 nChanged 5 SP:Iteration 68Q (644.167923 sec): 3 clusters Score: Raw -196234.126581 + Penalty 2533.986111 = -193700.140470 nChanged 5 SP:Iteration 69Q (644.179984 sec): 3 clusters Score: Raw -196236.812258 + Penalty 2533.986111 = -193702.826147 nChanged 6 SP:Iteration 70Q (644.192029 sec): 3 clusters Score: Raw -196241.194301 + Penalty 2533.986111 = -193707.208190 nChanged 6 SP:Iteration 71Q (644.204074 sec): 3 clusters Score: Raw -196244.822011 + Penalty 2533.986111 = -193710.835899 nChanged 6 SP:Iteration 72Q (644.215950 sec): 3 clusters Score: Raw -196247.805368 + Penalty 2533.986111 = -193713.819256 nChanged 4 SP:Iteration 73Q (644.227868 sec): 3 clusters Score: Raw -196250.229277 + Penalty 2533.986111 = -193716.243165 nChanged 7 SP:Iteration 74Q (644.239771 sec): 3 clusters Score: Raw -196254.679665 + Penalty 2533.986111 = -193720.693553 nChanged 10 SP:Iteration 75Q (644.251783 sec): 3 clusters Score: Raw -196260.450743 + Penalty 2533.986111 = -193726.464632 nChanged 8 SP:Iteration 76Q (644.263727 sec): 3 clusters Score: Raw -196263.814345 + Penalty 2533.986111 = -193729.828234 nChanged 5 SP:Iteration 77Q (644.275759 sec): 3 clusters Score: Raw -196265.312224 + Penalty 2533.986111 = -193731.326112 nChanged 0 SP:Iteration 78F (644.288016 sec): 3 clusters Score: Raw -196265.312224 + Penalty 2533.986111 = -193731.326112 nChanged 0 Trying to split cluster 10 (12403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (644.316338 sec): 2 clusters Score: Raw -1049781.033117 + Penalty 1531.675219 = -1048249.357897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (644.348833 sec): 3 clusters Score: Raw -1042560.707187 + Penalty 3063.350439 = -1039497.356748 nChanged 5457 SP:Iteration 1F (644.380137 sec): 3 clusters Score: Raw -1045502.302719 + Penalty 3063.350439 = -1042438.952280 nChanged 716 SP:Iteration 2F (644.411348 sec): 3 clusters Score: Raw -1045792.304227 + Penalty 3063.350439 = -1042728.953788 nChanged 593 SP:Iteration 3Q (644.443053 sec): 3 clusters Score: Raw -1046023.153526 + Penalty 3063.350439 = -1042959.803087 nChanged 502 SP:Iteration 4Q (644.474658 sec): 3 clusters Score: Raw -1046246.481456 + Penalty 3063.350439 = -1043183.131017 nChanged 538 SP:Iteration 5Q (644.506322 sec): 3 clusters Score: Raw -1046539.370067 + Penalty 3063.350439 = -1043476.019628 nChanged 593 SP:Iteration 6Q (644.538017 sec): 3 clusters Score: Raw -1046955.960633 + Penalty 3063.350439 = -1043892.610195 nChanged 699 SP:Iteration 7F (644.569616 sec): 3 clusters Score: Raw -1047547.159672 + Penalty 3063.350439 = -1044483.809233 nChanged 794 SP:Iteration 8F (644.600855 sec): 3 clusters Score: Raw -1048270.524337 + Penalty 3063.350439 = -1045207.173899 nChanged 783 SP:Iteration 9F (644.632241 sec): 3 clusters Score: Raw -1048909.105443 + Penalty 3063.350439 = -1045845.755004 nChanged 684 SP:Iteration 10F (644.663572 sec): 3 clusters Score: Raw -1049422.428198 + Penalty 3063.350439 = -1046359.077759 nChanged 520 SP:Iteration 11Q (644.694008 sec): 3 clusters Score: Raw -1049717.040991 + Penalty 3063.350439 = -1046653.690552 nChanged 393 SP:Iteration 12Q (644.724466 sec): 3 clusters Score: Raw -1049909.386466 + Penalty 3063.350439 = -1046846.036027 nChanged 303 SP:Iteration 13Q (644.754798 sec): 3 clusters Score: Raw -1050042.565254 + Penalty 3063.350439 = -1046979.214816 nChanged 255 SP:Iteration 14Q (644.784751 sec): 3 clusters Score: Raw -1050147.611982 + Penalty 3063.350439 = -1047084.261543 nChanged 214 SP:Iteration 15Q (644.814673 sec): 3 clusters Score: Raw -1050242.429337 + Penalty 3063.350439 = -1047179.078899 nChanged 195 SP:Iteration 16Q (644.844402 sec): 3 clusters Score: Raw -1050355.960688 + Penalty 3063.350439 = -1047292.610249 nChanged 196 SP:Iteration 17Q (644.874079 sec): 3 clusters Score: Raw -1050490.632722 + Penalty 3063.350439 = -1047427.282283 nChanged 189 SP:Iteration 18Q (644.903798 sec): 3 clusters Score: Raw -1050607.087226 + Penalty 3063.350439 = -1047543.736787 nChanged 157 SP:Iteration 19Q (644.933220 sec): 3 clusters Score: Raw -1050685.799700 + Penalty 3063.350439 = -1047622.449262 nChanged 131 SP:Iteration 20F (644.964542 sec): 3 clusters Score: Raw -1050729.368679 + Penalty 3063.350439 = -1047666.018240 nChanged 95 SP:Iteration 21Q (644.993743 sec): 3 clusters Score: Raw -1050752.942778 + Penalty 3063.350439 = -1047689.592339 nChanged 70 SP:Iteration 22Q (645.022956 sec): 3 clusters Score: Raw -1050766.723272 + Penalty 3063.350439 = -1047703.372833 nChanged 50 SP:Iteration 23Q (645.052034 sec): 3 clusters Score: Raw -1050775.238937 + Penalty 3063.350439 = -1047711.888498 nChanged 33 SP:Iteration 24Q (645.080877 sec): 3 clusters Score: Raw -1050780.068620 + Penalty 3063.350439 = -1047716.718181 nChanged 22 SP:Iteration 25Q (645.110071 sec): 3 clusters Score: Raw -1050782.956229 + Penalty 3063.350439 = -1047719.605791 nChanged 17 SP:Iteration 26Q (645.139007 sec): 3 clusters Score: Raw -1050784.967430 + Penalty 3063.350439 = -1047721.616991 nChanged 10 SP:Iteration 27Q (645.168202 sec): 3 clusters Score: Raw -1050786.217106 + Penalty 3063.350439 = -1047722.866668 nChanged 12 SP:Iteration 28Q (645.196972 sec): 3 clusters Score: Raw -1050787.960015 + Penalty 3063.350439 = -1047724.609576 nChanged 9 SP:Iteration 29Q (645.225872 sec): 3 clusters Score: Raw -1050788.991497 + Penalty 3063.350439 = -1047725.641058 nChanged 6 SP:Iteration 30Q (645.254764 sec): 3 clusters Score: Raw -1050789.570614 + Penalty 3063.350439 = -1047726.220176 nChanged 8 SP:Iteration 31Q (645.283618 sec): 3 clusters Score: Raw -1050790.572146 + Penalty 3063.350439 = -1047727.221707 nChanged 6 SP:Iteration 32Q (645.312668 sec): 3 clusters Score: Raw -1050791.055708 + Penalty 3063.350439 = -1047727.705269 nChanged 0 SP:Iteration 33F (645.343862 sec): 3 clusters Score: Raw -1050791.055708 + Penalty 3063.350439 = -1047727.705269 nChanged 0 Trying to split cluster 11 (3358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (645.360022 sec): 2 clusters Score: Raw -279231.514376 + Penalty 1319.353886 = -277912.160490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (645.377281 sec): 3 clusters Score: Raw -277622.341931 + Penalty 2638.707772 = -274983.634159 nChanged 1279 SP:Iteration 1F (645.393547 sec): 3 clusters Score: Raw -278397.425060 + Penalty 2638.707772 = -275758.717288 nChanged 285 SP:Iteration 2F (645.409629 sec): 3 clusters Score: Raw -278592.064675 + Penalty 2638.707772 = -275953.356903 nChanged 219 SP:Iteration 3F (645.425878 sec): 3 clusters Score: Raw -278748.390517 + Penalty 2638.707772 = -276109.682745 nChanged 170 SP:Iteration 4F (645.441987 sec): 3 clusters Score: Raw -278858.522263 + Penalty 2638.707772 = -276219.814490 nChanged 122 SP:Iteration 5Q (645.458087 sec): 3 clusters Score: Raw -278938.128921 + Penalty 2638.707772 = -276299.421148 nChanged 110 SP:Iteration 6Q (645.474151 sec): 3 clusters Score: Raw -279004.621785 + Penalty 2638.707772 = -276365.914013 nChanged 94 SP:Iteration 7Q (645.490311 sec): 3 clusters Score: Raw -279063.635315 + Penalty 2638.707772 = -276424.927543 nChanged 71 SP:Iteration 8Q (645.506498 sec): 3 clusters Score: Raw -279104.685556 + Penalty 2638.707772 = -276465.977783 nChanged 68 SP:Iteration 9Q (645.522569 sec): 3 clusters Score: Raw -279145.994811 + Penalty 2638.707772 = -276507.287039 nChanged 63 SP:Iteration 10Q (645.538745 sec): 3 clusters Score: Raw -279181.439257 + Penalty 2638.707772 = -276542.731485 nChanged 44 SP:Iteration 11Q (645.554917 sec): 3 clusters Score: Raw -279203.043441 + Penalty 2638.707772 = -276564.335669 nChanged 30 SP:Iteration 12Q (645.571048 sec): 3 clusters Score: Raw -279219.393479 + Penalty 2638.707772 = -276580.685707 nChanged 29 SP:Iteration 13Q (645.587201 sec): 3 clusters Score: Raw -279231.266749 + Penalty 2638.707772 = -276592.558977 nChanged 24 SP:Iteration 14Q (645.603304 sec): 3 clusters Score: Raw -279242.513737 + Penalty 2638.707772 = -276603.805964 nChanged 26 SP:Iteration 15Q (645.619451 sec): 3 clusters Score: Raw -279254.448109 + Penalty 2638.707772 = -276615.740336 nChanged 33 SP:Iteration 16Q (645.635550 sec): 3 clusters Score: Raw -279266.909468 + Penalty 2638.707772 = -276628.201696 nChanged 22 SP:Iteration 17Q (645.651607 sec): 3 clusters Score: Raw -279274.868414 + Penalty 2638.707772 = -276636.160642 nChanged 17 SP:Iteration 18Q (645.667519 sec): 3 clusters Score: Raw -279282.659847 + Penalty 2638.707772 = -276643.952075 nChanged 21 SP:Iteration 19Q (645.683419 sec): 3 clusters Score: Raw -279289.831709 + Penalty 2638.707772 = -276651.123937 nChanged 17 SP:Iteration 20F (645.699519 sec): 3 clusters Score: Raw -279296.190798 + Penalty 2638.707772 = -276657.483026 nChanged 16 SP:Iteration 21Q (645.715496 sec): 3 clusters Score: Raw -279302.817420 + Penalty 2638.707772 = -276664.109648 nChanged 16 SP:Iteration 22Q (645.731570 sec): 3 clusters Score: Raw -279307.244312 + Penalty 2638.707772 = -276668.536540 nChanged 6 SP:Iteration 23Q (645.747603 sec): 3 clusters Score: Raw -279308.881531 + Penalty 2638.707772 = -276670.173759 nChanged 7 SP:Iteration 24Q (645.763637 sec): 3 clusters Score: Raw -279310.906027 + Penalty 2638.707772 = -276672.198255 nChanged 6 SP:Iteration 25Q (645.779653 sec): 3 clusters Score: Raw -279313.035354 + Penalty 2638.707772 = -276674.327582 nChanged 4 SP:Iteration 26Q (645.795693 sec): 3 clusters Score: Raw -279314.235948 + Penalty 2638.707772 = -276675.528176 nChanged 4 SP:Iteration 27Q (645.811711 sec): 3 clusters Score: Raw -279315.580063 + Penalty 2638.707772 = -276676.872291 nChanged 4 SP:Iteration 28Q (645.827746 sec): 3 clusters Score: Raw -279316.658565 + Penalty 2638.707772 = -276677.950793 nChanged 1 SP:Iteration 29Q (645.843786 sec): 3 clusters Score: Raw -279317.022874 + Penalty 2638.707772 = -276678.315102 nChanged 1 SP:Iteration 30Q (645.859806 sec): 3 clusters Score: Raw -279317.111840 + Penalty 2638.707772 = -276678.404068 nChanged 0 SP:Iteration 31F (645.876012 sec): 3 clusters Score: Raw -279317.111840 + Penalty 2638.707772 = -276678.404068 nChanged 0 Trying to split cluster 12 (29491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (645.921749 sec): 2 clusters Score: Raw -2374279.630627 + Penalty 1672.424067 = -2372607.206560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (645.982049 sec): 3 clusters Score: Raw -2356015.231027 + Penalty 3344.848134 = -2352670.382894 nChanged 13606 SP:Iteration 1F (646.039047 sec): 3 clusters Score: Raw -2363372.173580 + Penalty 3344.848134 = -2360027.325447 nChanged 1402 SP:Iteration 2Q (646.098433 sec): 3 clusters Score: Raw -2363825.652989 + Penalty 3344.848134 = -2360480.804856 nChanged 1291 SP:Iteration 3Q (646.156914 sec): 3 clusters Score: Raw -2364294.177729 + Penalty 3344.848134 = -2360949.329595 nChanged 1373 SP:Iteration 4Q (646.215260 sec): 3 clusters Score: Raw -2364847.757434 + Penalty 3344.848134 = -2361502.909300 nChanged 1449 SP:Iteration 5Q (646.273535 sec): 3 clusters Score: Raw -2365554.455381 + Penalty 3344.848134 = -2362209.607247 nChanged 1645 SP:Iteration 6F (646.329633 sec): 3 clusters Score: Raw -2366582.517486 + Penalty 3344.848134 = -2363237.669353 nChanged 2004 SP:Iteration 7F (646.386628 sec): 3 clusters Score: Raw -2368082.428810 + Penalty 3344.848134 = -2364737.580676 nChanged 2103 SP:Iteration 8F (646.443897 sec): 3 clusters Score: Raw -2369861.187954 + Penalty 3344.848134 = -2366516.339820 nChanged 1869 SP:Iteration 9F (646.501040 sec): 3 clusters Score: Raw -2371483.884656 + Penalty 3344.848134 = -2368139.036522 nChanged 1374 SP:Iteration 10Q (646.557093 sec): 3 clusters Score: Raw -2372643.707702 + Penalty 3344.848134 = -2369298.859568 nChanged 894 SP:Iteration 11Q (646.610151 sec): 3 clusters Score: Raw -2373353.764322 + Penalty 3344.848134 = -2370008.916188 nChanged 568 SP:Iteration 12Q (646.661366 sec): 3 clusters Score: Raw -2373779.769174 + Penalty 3344.848134 = -2370434.921041 nChanged 382 SP:Iteration 13Q (646.710647 sec): 3 clusters Score: Raw -2374064.356076 + Penalty 3344.848134 = -2370719.507942 nChanged 245 SP:Iteration 14Q (646.758010 sec): 3 clusters Score: Raw -2374233.941260 + Penalty 3344.848134 = -2370889.093127 nChanged 141 SP:Iteration 15Q (646.804605 sec): 3 clusters Score: Raw -2374333.044402 + Penalty 3344.848134 = -2370988.196269 nChanged 93 SP:Iteration 16Q (646.850754 sec): 3 clusters Score: Raw -2374398.511103 + Penalty 3344.848134 = -2371053.662970 nChanged 74 SP:Iteration 17Q (646.931007 sec): 3 clusters Score: Raw -2374451.917728 + Penalty 3344.848134 = -2371107.069594 nChanged 47 SP:Iteration 18Q (646.975920 sec): 3 clusters Score: Raw -2374489.784361 + Penalty 3344.848134 = -2371144.936228 nChanged 43 SP:Iteration 19Q (647.021548 sec): 3 clusters Score: Raw -2374516.668305 + Penalty 3344.848134 = -2371171.820171 nChanged 24 SP:Iteration 20F (647.077973 sec): 3 clusters Score: Raw -2374533.743035 + Penalty 3344.848134 = -2371188.894901 nChanged 22 SP:Iteration 21Q (647.123186 sec): 3 clusters Score: Raw -2374547.134371 + Penalty 3344.848134 = -2371202.286238 nChanged 14 SP:Iteration 22Q (647.168392 sec): 3 clusters Score: Raw -2374554.404587 + Penalty 3344.848134 = -2371209.556453 nChanged 8 SP:Iteration 23Q (647.213618 sec): 3 clusters Score: Raw -2374559.408285 + Penalty 3344.848134 = -2371214.560151 nChanged 8 SP:Iteration 24Q (647.258956 sec): 3 clusters Score: Raw -2374566.193525 + Penalty 3344.848134 = -2371221.345392 nChanged 7 SP:Iteration 25Q (647.328030 sec): 3 clusters Score: Raw -2374573.276831 + Penalty 3344.848134 = -2371228.428698 nChanged 8 SP:Iteration 26Q (647.373396 sec): 3 clusters Score: Raw -2374579.877679 + Penalty 3344.848134 = -2371235.029546 nChanged 6 SP:Iteration 27Q (647.418599 sec): 3 clusters Score: Raw -2374585.332697 + Penalty 3344.848134 = -2371240.484564 nChanged 5 SP:Iteration 28Q (647.463715 sec): 3 clusters Score: Raw -2374587.708062 + Penalty 3344.848134 = -2371242.859928 nChanged 5 SP:Iteration 29Q (647.508878 sec): 3 clusters Score: Raw -2374590.440566 + Penalty 3344.848134 = -2371245.592433 nChanged 5 SP:Iteration 30Q (647.554237 sec): 3 clusters Score: Raw -2374594.245898 + Penalty 3344.848134 = -2371249.397764 nChanged 3 SP:Iteration 31Q (647.599195 sec): 3 clusters Score: Raw -2374595.590728 + Penalty 3344.848134 = -2371250.742594 nChanged 2 SP:Iteration 32Q (647.644290 sec): 3 clusters Score: Raw -2374596.399077 + Penalty 3344.848134 = -2371251.550944 nChanged 0 SP:Iteration 33F (647.700908 sec): 3 clusters Score: Raw -2374596.399077 + Penalty 3344.848134 = -2371251.550944 nChanged 0 Trying to split cluster 13 (8754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (647.720891 sec): 2 clusters Score: Raw -742627.353637 + Penalty 1475.055728 = -741152.297909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (647.747514 sec): 3 clusters Score: Raw -737797.577480 + Penalty 2950.111456 = -734847.466025 nChanged 3726 SP:Iteration 1F (647.773116 sec): 3 clusters Score: Raw -739788.604140 + Penalty 2950.111456 = -736838.492684 nChanged 537 SP:Iteration 2F (647.799077 sec): 3 clusters Score: Raw -740040.613582 + Penalty 2950.111456 = -737090.502126 nChanged 474 SP:Iteration 3F (647.824919 sec): 3 clusters Score: Raw -740268.665085 + Penalty 2950.111456 = -737318.553629 nChanged 454 SP:Iteration 4F (647.850530 sec): 3 clusters Score: Raw -740500.844305 + Penalty 2950.111456 = -737550.732850 nChanged 452 SP:Iteration 5F (647.876077 sec): 3 clusters Score: Raw -740724.920233 + Penalty 2950.111456 = -737774.808777 nChanged 437 SP:Iteration 6Q (647.901970 sec): 3 clusters Score: Raw -740987.190754 + Penalty 2950.111456 = -738037.079299 nChanged 444 SP:Iteration 7F (647.927608 sec): 3 clusters Score: Raw -741272.927304 + Penalty 2950.111456 = -738322.815848 nChanged 466 SP:Iteration 8F (647.953445 sec): 3 clusters Score: Raw -741573.440679 + Penalty 2950.111456 = -738623.329223 nChanged 437 SP:Iteration 9Q (647.979061 sec): 3 clusters Score: Raw -741821.159062 + Penalty 2950.111456 = -738871.047606 nChanged 317 SP:Iteration 10Q (648.004810 sec): 3 clusters Score: Raw -741980.904616 + Penalty 2950.111456 = -739030.793161 nChanged 270 SP:Iteration 11Q (648.030571 sec): 3 clusters Score: Raw -742092.939954 + Penalty 2950.111456 = -739142.828498 nChanged 188 SP:Iteration 12Q (648.056266 sec): 3 clusters Score: Raw -742156.950963 + Penalty 2950.111456 = -739206.839507 nChanged 176 SP:Iteration 13Q (648.082193 sec): 3 clusters Score: Raw -742220.961925 + Penalty 2950.111456 = -739270.850469 nChanged 147 SP:Iteration 14Q (648.108123 sec): 3 clusters Score: Raw -742270.052106 + Penalty 2950.111456 = -739319.940650 nChanged 116 SP:Iteration 15Q (648.133655 sec): 3 clusters Score: Raw -742308.217572 + Penalty 2950.111456 = -739358.106116 nChanged 106 SP:Iteration 16Q (648.159208 sec): 3 clusters Score: Raw -742338.853415 + Penalty 2950.111456 = -739388.741960 nChanged 94 SP:Iteration 17Q (648.185028 sec): 3 clusters Score: Raw -742370.619734 + Penalty 2950.111456 = -739420.508278 nChanged 96 SP:Iteration 18Q (648.210790 sec): 3 clusters Score: Raw -742401.115255 + Penalty 2950.111456 = -739451.003799 nChanged 82 SP:Iteration 19Q (648.236389 sec): 3 clusters Score: Raw -742427.834189 + Penalty 2950.111456 = -739477.722733 nChanged 85 SP:Iteration 20F (648.262052 sec): 3 clusters Score: Raw -742451.781088 + Penalty 2950.111456 = -739501.669632 nChanged 76 SP:Iteration 21Q (648.287810 sec): 3 clusters Score: Raw -742475.721409 + Penalty 2950.111456 = -739525.609953 nChanged 88 SP:Iteration 22Q (648.313485 sec): 3 clusters Score: Raw -742506.664410 + Penalty 2950.111456 = -739556.552955 nChanged 81 SP:Iteration 23Q (648.339053 sec): 3 clusters Score: Raw -742532.672933 + Penalty 2950.111456 = -739582.561477 nChanged 72 SP:Iteration 24Q (648.364814 sec): 3 clusters Score: Raw -742558.176548 + Penalty 2950.111456 = -739608.065092 nChanged 67 SP:Iteration 25Q (648.390518 sec): 3 clusters Score: Raw -742583.995739 + Penalty 2950.111456 = -739633.884283 nChanged 82 SP:Iteration 26Q (648.416413 sec): 3 clusters Score: Raw -742615.769054 + Penalty 2950.111456 = -739665.657598 nChanged 68 SP:Iteration 27Q (648.442139 sec): 3 clusters Score: Raw -742641.581746 + Penalty 2950.111456 = -739691.470290 nChanged 67 SP:Iteration 28Q (648.467703 sec): 3 clusters Score: Raw -742669.397523 + Penalty 2950.111456 = -739719.286068 nChanged 69 SP:Iteration 29Q (648.493144 sec): 3 clusters Score: Raw -742693.298127 + Penalty 2950.111456 = -739743.186671 nChanged 52 SP:Iteration 30Q (648.519079 sec): 3 clusters Score: Raw -742709.337257 + Penalty 2950.111456 = -739759.225801 nChanged 54 SP:Iteration 31Q (648.544614 sec): 3 clusters Score: Raw -742728.252017 + Penalty 2950.111456 = -739778.140562 nChanged 51 SP:Iteration 32Q (648.570214 sec): 3 clusters Score: Raw -742746.091351 + Penalty 2950.111456 = -739795.979895 nChanged 50 SP:Iteration 33Q (648.595904 sec): 3 clusters Score: Raw -742765.216438 + Penalty 2950.111456 = -739815.104982 nChanged 48 SP:Iteration 34Q (648.621567 sec): 3 clusters Score: Raw -742783.795884 + Penalty 2950.111456 = -739833.684428 nChanged 62 SP:Iteration 35Q (648.647169 sec): 3 clusters Score: Raw -742806.779648 + Penalty 2950.111456 = -739856.668192 nChanged 60 SP:Iteration 36Q (648.672476 sec): 3 clusters Score: Raw -742828.905798 + Penalty 2950.111456 = -739878.794342 nChanged 38 SP:Iteration 37Q (648.697626 sec): 3 clusters Score: Raw -742845.023676 + Penalty 2950.111456 = -739894.912220 nChanged 38 SP:Iteration 38Q (648.722626 sec): 3 clusters Score: Raw -742859.725620 + Penalty 2950.111456 = -739909.614165 nChanged 33 SP:Iteration 39Q (648.747651 sec): 3 clusters Score: Raw -742870.655345 + Penalty 2950.111456 = -739920.543890 nChanged 29 SP:Iteration 40F (648.773452 sec): 3 clusters Score: Raw -742880.321318 + Penalty 2950.111456 = -739930.209862 nChanged 31 SP:Iteration 41Q (648.798110 sec): 3 clusters Score: Raw -742888.786072 + Penalty 2950.111456 = -739938.674617 nChanged 24 SP:Iteration 42Q (648.823246 sec): 3 clusters Score: Raw -742895.191268 + Penalty 2950.111456 = -739945.079812 nChanged 21 SP:Iteration 43Q (648.847973 sec): 3 clusters Score: Raw -742901.750005 + Penalty 2950.111456 = -739951.638550 nChanged 17 SP:Iteration 44Q (648.872685 sec): 3 clusters Score: Raw -742906.331964 + Penalty 2950.111456 = -739956.220508 nChanged 21 SP:Iteration 45Q (648.897222 sec): 3 clusters Score: Raw -742913.963664 + Penalty 2950.111456 = -739963.852208 nChanged 30 SP:Iteration 46Q (648.922061 sec): 3 clusters Score: Raw -742925.382972 + Penalty 2950.111456 = -739975.271516 nChanged 22 SP:Iteration 47Q (648.946634 sec): 3 clusters Score: Raw -742930.943613 + Penalty 2950.111456 = -739980.832157 nChanged 14 SP:Iteration 48Q (648.971222 sec): 3 clusters Score: Raw -742936.053905 + Penalty 2950.111456 = -739985.942449 nChanged 10 SP:Iteration 49Q (648.995744 sec): 3 clusters Score: Raw -742939.975899 + Penalty 2950.111456 = -739989.864444 nChanged 13 SP:Iteration 50Q (649.020317 sec): 3 clusters Score: Raw -742943.386538 + Penalty 2950.111456 = -739993.275082 nChanged 13 SP:Iteration 51Q (649.044617 sec): 3 clusters Score: Raw -742946.203511 + Penalty 2950.111456 = -739996.092055 nChanged 13 SP:Iteration 52Q (649.069250 sec): 3 clusters Score: Raw -742950.728183 + Penalty 2950.111456 = -740000.616727 nChanged 16 SP:Iteration 53Q (649.093713 sec): 3 clusters Score: Raw -742956.690488 + Penalty 2950.111456 = -740006.579033 nChanged 16 SP:Iteration 54Q (649.118164 sec): 3 clusters Score: Raw -742963.686400 + Penalty 2950.111456 = -740013.574944 nChanged 19 SP:Iteration 55Q (649.142472 sec): 3 clusters Score: Raw -742972.448397 + Penalty 2950.111456 = -740022.336942 nChanged 19 SP:Iteration 56Q (649.166644 sec): 3 clusters Score: Raw -742980.401602 + Penalty 2950.111456 = -740030.290147 nChanged 15 SP:Iteration 57Q (649.190800 sec): 3 clusters Score: Raw -742985.191793 + Penalty 2950.111456 = -740035.080337 nChanged 19 SP:Iteration 58Q (649.214840 sec): 3 clusters Score: Raw -742992.243543 + Penalty 2950.111456 = -740042.132087 nChanged 14 SP:Iteration 59Q (649.238912 sec): 3 clusters Score: Raw -742996.035916 + Penalty 2950.111456 = -740045.924461 nChanged 12 SP:Iteration 60F (649.264481 sec): 3 clusters Score: Raw -742999.131882 + Penalty 2950.111456 = -740049.020426 nChanged 11 SP:Iteration 61Q (649.288851 sec): 3 clusters Score: Raw -743002.657228 + Penalty 2950.111456 = -740052.545772 nChanged 9 SP:Iteration 62Q (649.313045 sec): 3 clusters Score: Raw -743006.963743 + Penalty 2950.111456 = -740056.852287 nChanged 11 SP:Iteration 63Q (649.337061 sec): 3 clusters Score: Raw -743011.209166 + Penalty 2950.111456 = -740061.097710 nChanged 11 SP:Iteration 64Q (649.361111 sec): 3 clusters Score: Raw -743014.295411 + Penalty 2950.111456 = -740064.183955 nChanged 9 SP:Iteration 65Q (649.385296 sec): 3 clusters Score: Raw -743016.745557 + Penalty 2950.111456 = -740066.634101 nChanged 5 SP:Iteration 66Q (649.409529 sec): 3 clusters Score: Raw -743018.173552 + Penalty 2950.111456 = -740068.062096 nChanged 3 SP:Iteration 67Q (649.433663 sec): 3 clusters Score: Raw -743018.756563 + Penalty 2950.111456 = -740068.645107 nChanged 1 SP:Iteration 68Q (649.457677 sec): 3 clusters Score: Raw -743018.899907 + Penalty 2950.111456 = -740068.788451 nChanged 2 SP:Iteration 69Q (649.481713 sec): 3 clusters Score: Raw -743019.132351 + Penalty 2950.111456 = -740069.020895 nChanged 2 SP:Iteration 70Q (649.505617 sec): 3 clusters Score: Raw -743019.561325 + Penalty 2950.111456 = -740069.449870 nChanged 5 SP:Iteration 71Q (649.529693 sec): 3 clusters Score: Raw -743021.383535 + Penalty 2950.111456 = -740071.272079 nChanged 4 SP:Iteration 72Q (649.553683 sec): 3 clusters Score: Raw -743022.068344 + Penalty 2950.111456 = -740071.956889 nChanged 3 SP:Iteration 73Q (649.577865 sec): 3 clusters Score: Raw -743022.568897 + Penalty 2950.111456 = -740072.457441 nChanged 4 SP:Iteration 74Q (649.602092 sec): 3 clusters Score: Raw -743023.382464 + Penalty 2950.111456 = -740073.271008 nChanged 3 SP:Iteration 75Q (649.655586 sec): 3 clusters Score: Raw -743023.880590 + Penalty 2950.111456 = -740073.769134 nChanged 3 SP:Iteration 76Q (649.679476 sec): 3 clusters Score: Raw -743024.883805 + Penalty 2950.111456 = -740074.772349 nChanged 4 SP:Iteration 77Q (649.703609 sec): 3 clusters Score: Raw -743025.428261 + Penalty 2950.111456 = -740075.316805 nChanged 0 SP:Iteration 78F (649.729242 sec): 3 clusters Score: Raw -743025.428261 + Penalty 2950.111456 = -740075.316805 nChanged 0 Trying to split cluster 14 (8484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (649.750469 sec): 2 clusters Score: Raw -650725.446338 + Penalty 1469.964814 = -649255.481525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (649.776607 sec): 3 clusters Score: Raw -646016.683807 + Penalty 2939.929628 = -643076.754179 nChanged 3612 SP:Iteration 1F (649.801870 sec): 3 clusters Score: Raw -647961.360801 + Penalty 2939.929628 = -645021.431173 nChanged 494 SP:Iteration 2F (649.827300 sec): 3 clusters Score: Raw -648161.040156 + Penalty 2939.929628 = -645221.110529 nChanged 411 SP:Iteration 3Q (649.852739 sec): 3 clusters Score: Raw -648328.065227 + Penalty 2939.929628 = -645388.135600 nChanged 375 SP:Iteration 4Q (649.878355 sec): 3 clusters Score: Raw -648494.909655 + Penalty 2939.929628 = -645554.980028 nChanged 381 SP:Iteration 5Q (649.903893 sec): 3 clusters Score: Raw -648688.835568 + Penalty 2939.929628 = -645748.905941 nChanged 405 SP:Iteration 6Q (649.929484 sec): 3 clusters Score: Raw -648909.353667 + Penalty 2939.929628 = -645969.424039 nChanged 403 SP:Iteration 7Q (649.954934 sec): 3 clusters Score: Raw -649151.763825 + Penalty 2939.929628 = -646211.834198 nChanged 418 SP:Iteration 8Q (649.980525 sec): 3 clusters Score: Raw -649411.252732 + Penalty 2939.929628 = -646471.323104 nChanged 409 SP:Iteration 9Q (650.005810 sec): 3 clusters Score: Raw -649719.979092 + Penalty 2939.929628 = -646780.049465 nChanged 390 SP:Iteration 10Q (650.031341 sec): 3 clusters Score: Raw -650004.071120 + Penalty 2939.929628 = -647064.141492 nChanged 316 SP:Iteration 11Q (650.056429 sec): 3 clusters Score: Raw -650247.641291 + Penalty 2939.929628 = -647307.711663 nChanged 280 SP:Iteration 12Q (650.081616 sec): 3 clusters Score: Raw -650476.502655 + Penalty 2939.929628 = -647536.573027 nChanged 213 SP:Iteration 13Q (650.106496 sec): 3 clusters Score: Raw -650647.624442 + Penalty 2939.929628 = -647707.694814 nChanged 133 SP:Iteration 14Q (650.130963 sec): 3 clusters Score: Raw -650756.296974 + Penalty 2939.929628 = -647816.367347 nChanged 92 SP:Iteration 15Q (650.154970 sec): 3 clusters Score: Raw -650829.721039 + Penalty 2939.929628 = -647889.791411 nChanged 52 SP:Iteration 16Q (650.179043 sec): 3 clusters Score: Raw -650867.887699 + Penalty 2939.929628 = -647927.958071 nChanged 42 SP:Iteration 17Q (650.202759 sec): 3 clusters Score: Raw -650897.288624 + Penalty 2939.929628 = -647957.358996 nChanged 27 SP:Iteration 18Q (650.226566 sec): 3 clusters Score: Raw -650914.972416 + Penalty 2939.929628 = -647975.042788 nChanged 21 SP:Iteration 19Q (650.250083 sec): 3 clusters Score: Raw -650925.337902 + Penalty 2939.929628 = -647985.408275 nChanged 16 SP:Iteration 20F (650.275152 sec): 3 clusters Score: Raw -650933.007419 + Penalty 2939.929628 = -647993.077792 nChanged 9 SP:Iteration 21Q (650.298868 sec): 3 clusters Score: Raw -650936.610667 + Penalty 2939.929628 = -647996.681039 nChanged 7 SP:Iteration 22Q (650.322175 sec): 3 clusters Score: Raw -650939.221962 + Penalty 2939.929628 = -647999.292335 nChanged 2 SP:Iteration 23Q (650.345702 sec): 3 clusters Score: Raw -650939.920844 + Penalty 2939.929628 = -647999.991216 nChanged 2 SP:Iteration 24Q (650.369014 sec): 3 clusters Score: Raw -650940.507146 + Penalty 2939.929628 = -648000.577519 nChanged 2 SP:Iteration 25Q (650.392372 sec): 3 clusters Score: Raw -650941.784886 + Penalty 2939.929628 = -648001.855258 nChanged 2 SP:Iteration 26Q (650.415704 sec): 3 clusters Score: Raw -650942.944267 + Penalty 2939.929628 = -648003.014639 nChanged 6 SP:Iteration 27Q (650.438969 sec): 3 clusters Score: Raw -650945.140436 + Penalty 2939.929628 = -648005.210809 nChanged 6 SP:Iteration 28Q (650.462464 sec): 3 clusters Score: Raw -650948.285314 + Penalty 2939.929628 = -648008.355687 nChanged 4 SP:Iteration 29Q (650.485733 sec): 3 clusters Score: Raw -650951.135377 + Penalty 2939.929628 = -648011.205750 nChanged 4 SP:Iteration 30Q (650.509012 sec): 3 clusters Score: Raw -650953.911502 + Penalty 2939.929628 = -648013.981875 nChanged 4 SP:Iteration 31Q (650.532224 sec): 3 clusters Score: Raw -650956.499162 + Penalty 2939.929628 = -648016.569534 nChanged 4 SP:Iteration 32Q (650.555392 sec): 3 clusters Score: Raw -650958.582407 + Penalty 2939.929628 = -648018.652779 nChanged 5 SP:Iteration 33Q (650.578814 sec): 3 clusters Score: Raw -650961.560497 + Penalty 2939.929628 = -648021.630869 nChanged 3 SP:Iteration 34Q (650.602359 sec): 3 clusters Score: Raw -650963.174637 + Penalty 2939.929628 = -648023.245009 nChanged 3 SP:Iteration 35Q (650.625726 sec): 3 clusters Score: Raw -650964.174776 + Penalty 2939.929628 = -648024.245149 nChanged 2 SP:Iteration 36Q (650.649012 sec): 3 clusters Score: Raw -650964.764570 + Penalty 2939.929628 = -648024.834942 nChanged 1 SP:Iteration 37Q (650.672226 sec): 3 clusters Score: Raw -650965.093963 + Penalty 2939.929628 = -648025.164336 nChanged 0 SP:Iteration 38F (650.697404 sec): 3 clusters Score: Raw -650965.093963 + Penalty 2939.929628 = -648025.164336 nChanged 0 Trying to split cluster 15 (5444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (650.726754 sec): 2 clusters Score: Raw -454061.124330 + Penalty 1397.868772 = -452663.255559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (650.757974 sec): 3 clusters Score: Raw -451221.465728 + Penalty 2795.737543 = -448425.728185 nChanged 2190 SP:Iteration 1F (650.779508 sec): 3 clusters Score: Raw -452387.810407 + Penalty 2795.737543 = -449592.072863 nChanged 352 SP:Iteration 2F (650.802072 sec): 3 clusters Score: Raw -452552.499732 + Penalty 2795.737543 = -449756.762188 nChanged 268 SP:Iteration 3Q (650.823652 sec): 3 clusters Score: Raw -452683.892675 + Penalty 2795.737543 = -449888.155132 nChanged 211 SP:Iteration 4Q (650.845115 sec): 3 clusters Score: Raw -452783.780443 + Penalty 2795.737543 = -449988.042900 nChanged 200 SP:Iteration 5Q (650.866690 sec): 3 clusters Score: Raw -452893.419502 + Penalty 2795.737543 = -450097.681959 nChanged 202 SP:Iteration 6Q (650.888134 sec): 3 clusters Score: Raw -452998.584880 + Penalty 2795.737543 = -450202.847337 nChanged 206 SP:Iteration 7Q (650.909443 sec): 3 clusters Score: Raw -453101.745132 + Penalty 2795.737543 = -450306.007589 nChanged 186 SP:Iteration 8Q (650.930807 sec): 3 clusters Score: Raw -453218.990364 + Penalty 2795.737543 = -450423.252821 nChanged 196 SP:Iteration 9Q (650.952269 sec): 3 clusters Score: Raw -453355.844034 + Penalty 2795.737543 = -450560.106490 nChanged 210 SP:Iteration 10Q (650.973570 sec): 3 clusters Score: Raw -453501.130175 + Penalty 2795.737543 = -450705.392632 nChanged 210 SP:Iteration 11Q (650.994738 sec): 3 clusters Score: Raw -453631.139176 + Penalty 2795.737543 = -450835.401633 nChanged 187 SP:Iteration 12Q (651.015802 sec): 3 clusters Score: Raw -453730.769967 + Penalty 2795.737543 = -450935.032424 nChanged 143 SP:Iteration 13Q (651.037152 sec): 3 clusters Score: Raw -453807.478098 + Penalty 2795.737543 = -451011.740555 nChanged 137 SP:Iteration 14Q (651.058187 sec): 3 clusters Score: Raw -453880.472942 + Penalty 2795.737543 = -451084.735399 nChanged 136 SP:Iteration 15Q (651.079362 sec): 3 clusters Score: Raw -453962.111665 + Penalty 2795.737543 = -451166.374121 nChanged 143 SP:Iteration 16Q (651.100676 sec): 3 clusters Score: Raw -454031.668811 + Penalty 2795.737543 = -451235.931268 nChanged 117 SP:Iteration 17Q (651.121644 sec): 3 clusters Score: Raw -454078.275124 + Penalty 2795.737543 = -451282.537581 nChanged 101 SP:Iteration 18Q (651.142753 sec): 3 clusters Score: Raw -454112.855300 + Penalty 2795.737543 = -451317.117757 nChanged 67 SP:Iteration 19Q (651.163671 sec): 3 clusters Score: Raw -454136.385304 + Penalty 2795.737543 = -451340.647761 nChanged 63 SP:Iteration 20F (651.184788 sec): 3 clusters Score: Raw -454157.041458 + Penalty 2795.737543 = -451361.303915 nChanged 51 SP:Iteration 21Q (651.205852 sec): 3 clusters Score: Raw -454175.427402 + Penalty 2795.737543 = -451379.689859 nChanged 55 SP:Iteration 22Q (651.226882 sec): 3 clusters Score: Raw -454194.335665 + Penalty 2795.737543 = -451398.598122 nChanged 51 SP:Iteration 23Q (651.248090 sec): 3 clusters Score: Raw -454206.999116 + Penalty 2795.737543 = -451411.261573 nChanged 37 SP:Iteration 24Q (651.268884 sec): 3 clusters Score: Raw -454216.298563 + Penalty 2795.737543 = -451420.561020 nChanged 27 SP:Iteration 25Q (651.289777 sec): 3 clusters Score: Raw -454225.077298 + Penalty 2795.737543 = -451429.339755 nChanged 25 SP:Iteration 26Q (651.310947 sec): 3 clusters Score: Raw -454230.049861 + Penalty 2795.737543 = -451434.312318 nChanged 27 SP:Iteration 27Q (651.331782 sec): 3 clusters Score: Raw -454235.287653 + Penalty 2795.737543 = -451439.550110 nChanged 19 SP:Iteration 28Q (651.352877 sec): 3 clusters Score: Raw -454239.596931 + Penalty 2795.737543 = -451443.859388 nChanged 18 SP:Iteration 29Q (651.373861 sec): 3 clusters Score: Raw -454243.986102 + Penalty 2795.737543 = -451448.248559 nChanged 16 SP:Iteration 30Q (651.394786 sec): 3 clusters Score: Raw -454247.507754 + Penalty 2795.737543 = -451451.770211 nChanged 13 SP:Iteration 31Q (651.415703 sec): 3 clusters Score: Raw -454250.302765 + Penalty 2795.737543 = -451454.565221 nChanged 14 SP:Iteration 32Q (651.436523 sec): 3 clusters Score: Raw -454253.971852 + Penalty 2795.737543 = -451458.234309 nChanged 13 SP:Iteration 33Q (651.457507 sec): 3 clusters Score: Raw -454256.993005 + Penalty 2795.737543 = -451461.255462 nChanged 16 SP:Iteration 34Q (651.478464 sec): 3 clusters Score: Raw -454261.714063 + Penalty 2795.737543 = -451465.976519 nChanged 31 SP:Iteration 35Q (651.499332 sec): 3 clusters Score: Raw -454269.807925 + Penalty 2795.737543 = -451474.070382 nChanged 25 SP:Iteration 36Q (651.520097 sec): 3 clusters Score: Raw -454275.821535 + Penalty 2795.737543 = -451480.083991 nChanged 24 SP:Iteration 37Q (651.541094 sec): 3 clusters Score: Raw -454280.728621 + Penalty 2795.737543 = -451484.991078 nChanged 15 SP:Iteration 38Q (651.562022 sec): 3 clusters Score: Raw -454283.689689 + Penalty 2795.737543 = -451487.952146 nChanged 18 SP:Iteration 39Q (651.583075 sec): 3 clusters Score: Raw -454288.519923 + Penalty 2795.737543 = -451492.782379 nChanged 17 SP:Iteration 40F (651.604053 sec): 3 clusters Score: Raw -454293.646485 + Penalty 2795.737543 = -451497.908942 nChanged 28 SP:Iteration 41Q (651.624884 sec): 3 clusters Score: Raw -454300.009630 + Penalty 2795.737543 = -451504.272087 nChanged 20 SP:Iteration 42Q (651.645725 sec): 3 clusters Score: Raw -454304.815649 + Penalty 2795.737543 = -451509.078105 nChanged 14 SP:Iteration 43Q (651.666711 sec): 3 clusters Score: Raw -454308.022525 + Penalty 2795.737543 = -451512.284982 nChanged 22 SP:Iteration 44Q (651.687473 sec): 3 clusters Score: Raw -454313.362162 + Penalty 2795.737543 = -451517.624619 nChanged 27 SP:Iteration 45Q (651.708211 sec): 3 clusters Score: Raw -454321.160880 + Penalty 2795.737543 = -451525.423336 nChanged 20 SP:Iteration 46Q (651.729238 sec): 3 clusters Score: Raw -454325.195436 + Penalty 2795.737543 = -451529.457893 nChanged 16 SP:Iteration 47Q (651.750087 sec): 3 clusters Score: Raw -454328.991228 + Penalty 2795.737543 = -451533.253684 nChanged 14 SP:Iteration 48Q (651.770678 sec): 3 clusters Score: Raw -454331.794733 + Penalty 2795.737543 = -451536.057190 nChanged 11 SP:Iteration 49Q (651.791611 sec): 3 clusters Score: Raw -454334.036765 + Penalty 2795.737543 = -451538.299222 nChanged 11 SP:Iteration 50Q (651.812239 sec): 3 clusters Score: Raw -454337.596599 + Penalty 2795.737543 = -451541.859056 nChanged 17 SP:Iteration 51Q (651.833178 sec): 3 clusters Score: Raw -454340.965417 + Penalty 2795.737543 = -451545.227874 nChanged 17 SP:Iteration 52Q (651.853737 sec): 3 clusters Score: Raw -454344.030547 + Penalty 2795.737543 = -451548.293004 nChanged 11 SP:Iteration 53Q (651.874547 sec): 3 clusters Score: Raw -454345.880821 + Penalty 2795.737543 = -451550.143278 nChanged 14 SP:Iteration 54Q (651.895308 sec): 3 clusters Score: Raw -454348.418650 + Penalty 2795.737543 = -451552.681107 nChanged 14 SP:Iteration 55Q (651.916069 sec): 3 clusters Score: Raw -454350.696035 + Penalty 2795.737543 = -451554.958492 nChanged 17 SP:Iteration 56Q (651.936605 sec): 3 clusters Score: Raw -454353.932071 + Penalty 2795.737543 = -451558.194528 nChanged 14 SP:Iteration 57Q (651.957467 sec): 3 clusters Score: Raw -454356.547598 + Penalty 2795.737543 = -451560.810055 nChanged 12 SP:Iteration 58Q (651.978108 sec): 3 clusters Score: Raw -454359.247212 + Penalty 2795.737543 = -451563.509669 nChanged 15 SP:Iteration 59Q (651.998655 sec): 3 clusters Score: Raw -454363.211936 + Penalty 2795.737543 = -451567.474393 nChanged 16 SP:Iteration 60F (652.020021 sec): 3 clusters Score: Raw -454366.424245 + Penalty 2795.737543 = -451570.686702 nChanged 9 SP:Iteration 61Q (652.040758 sec): 3 clusters Score: Raw -454368.080731 + Penalty 2795.737543 = -451572.343188 nChanged 9 SP:Iteration 62Q (652.061337 sec): 3 clusters Score: Raw -454369.455440 + Penalty 2795.737543 = -451573.717897 nChanged 7 SP:Iteration 63Q (652.081980 sec): 3 clusters Score: Raw -454370.630648 + Penalty 2795.737543 = -451574.893105 nChanged 8 SP:Iteration 64Q (652.102482 sec): 3 clusters Score: Raw -454372.365071 + Penalty 2795.737543 = -451576.627527 nChanged 8 SP:Iteration 65Q (652.123252 sec): 3 clusters Score: Raw -454373.605402 + Penalty 2795.737543 = -451577.867859 nChanged 4 SP:Iteration 66Q (652.144141 sec): 3 clusters Score: Raw -454374.233775 + Penalty 2795.737543 = -451578.496231 nChanged 5 SP:Iteration 67Q (652.164633 sec): 3 clusters Score: Raw -454375.070271 + Penalty 2795.737543 = -451579.332728 nChanged 6 SP:Iteration 68Q (652.185450 sec): 3 clusters Score: Raw -454376.197719 + Penalty 2795.737543 = -451580.460176 nChanged 6 SP:Iteration 69Q (652.206140 sec): 3 clusters Score: Raw -454377.280234 + Penalty 2795.737543 = -451581.542690 nChanged 10 SP:Iteration 70Q (652.227098 sec): 3 clusters Score: Raw -454378.822901 + Penalty 2795.737543 = -451583.085358 nChanged 8 SP:Iteration 71Q (652.247483 sec): 3 clusters Score: Raw -454379.766999 + Penalty 2795.737543 = -451584.029456 nChanged 2 SP:Iteration 72Q (652.268129 sec): 3 clusters Score: Raw -454380.018096 + Penalty 2795.737543 = -451584.280552 nChanged 3 SP:Iteration 73Q (652.288776 sec): 3 clusters Score: Raw -454380.364052 + Penalty 2795.737543 = -451584.626509 nChanged 3 SP:Iteration 74Q (652.309480 sec): 3 clusters Score: Raw -454381.043890 + Penalty 2795.737543 = -451585.306347 nChanged 3 SP:Iteration 75Q (652.330191 sec): 3 clusters Score: Raw -454381.697237 + Penalty 2795.737543 = -451585.959693 nChanged 5 SP:Iteration 76Q (652.350820 sec): 3 clusters Score: Raw -454382.725749 + Penalty 2795.737543 = -451586.988206 nChanged 3 SP:Iteration 77Q (652.371526 sec): 3 clusters Score: Raw -454383.292100 + Penalty 2795.737543 = -451587.554557 nChanged 3 SP:Iteration 78Q (652.392224 sec): 3 clusters Score: Raw -454384.043851 + Penalty 2795.737543 = -451588.306308 nChanged 4 SP:Iteration 79Q (652.413084 sec): 3 clusters Score: Raw -454384.745954 + Penalty 2795.737543 = -451589.008411 nChanged 0 SP:Iteration 80F (652.434405 sec): 3 clusters Score: Raw -454384.745954 + Penalty 2795.737543 = -451589.008411 nChanged 0 Trying to split cluster 16 (3211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (652.450697 sec): 2 clusters Score: Raw -254820.148113 + Penalty 1312.079875 = -253508.068238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (652.467185 sec): 3 clusters Score: Raw -253292.580706 + Penalty 2624.159751 = -250668.420955 nChanged 1219 SP:Iteration 1F (652.482757 sec): 3 clusters Score: Raw -254009.052716 + Penalty 2624.159751 = -251384.892965 nChanged 254 SP:Iteration 2F (652.498272 sec): 3 clusters Score: Raw -254178.199818 + Penalty 2624.159751 = -251554.040068 nChanged 173 SP:Iteration 3F (652.513689 sec): 3 clusters Score: Raw -254279.229974 + Penalty 2624.159751 = -251655.070223 nChanged 126 SP:Iteration 4Q (652.529301 sec): 3 clusters Score: Raw -254346.023746 + Penalty 2624.159751 = -251721.863995 nChanged 94 SP:Iteration 5Q (652.544722 sec): 3 clusters Score: Raw -254394.756343 + Penalty 2624.159751 = -251770.596592 nChanged 73 SP:Iteration 6Q (652.560257 sec): 3 clusters Score: Raw -254437.984161 + Penalty 2624.159751 = -251813.824410 nChanged 66 SP:Iteration 7Q (652.575842 sec): 3 clusters Score: Raw -254467.046407 + Penalty 2624.159751 = -251842.886656 nChanged 58 SP:Iteration 8Q (652.591228 sec): 3 clusters Score: Raw -254496.187667 + Penalty 2624.159751 = -251872.027917 nChanged 45 SP:Iteration 9Q (652.606753 sec): 3 clusters Score: Raw -254521.531034 + Penalty 2624.159751 = -251897.371283 nChanged 50 SP:Iteration 10Q (652.622115 sec): 3 clusters Score: Raw -254551.656294 + Penalty 2624.159751 = -251927.496543 nChanged 51 SP:Iteration 11Q (652.637637 sec): 3 clusters Score: Raw -254579.427631 + Penalty 2624.159751 = -251955.267880 nChanged 53 SP:Iteration 12Q (652.653096 sec): 3 clusters Score: Raw -254606.403060 + Penalty 2624.159751 = -251982.243310 nChanged 45 SP:Iteration 13Q (652.702224 sec): 3 clusters Score: Raw -254627.329764 + Penalty 2624.159751 = -252003.170013 nChanged 42 SP:Iteration 14Q (652.719133 sec): 3 clusters Score: Raw -254645.860376 + Penalty 2624.159751 = -252021.700625 nChanged 42 SP:Iteration 15Q (652.734759 sec): 3 clusters Score: Raw -254666.482685 + Penalty 2624.159751 = -252042.322934 nChanged 33 SP:Iteration 16Q (652.750121 sec): 3 clusters Score: Raw -254681.538741 + Penalty 2624.159751 = -252057.378990 nChanged 30 SP:Iteration 17Q (652.765568 sec): 3 clusters Score: Raw -254696.284162 + Penalty 2624.159751 = -252072.124411 nChanged 29 SP:Iteration 18Q (652.782610 sec): 3 clusters Score: Raw -254710.522021 + Penalty 2624.159751 = -252086.362271 nChanged 30 SP:Iteration 19Q (652.798059 sec): 3 clusters Score: Raw -254731.683731 + Penalty 2624.159751 = -252107.523980 nChanged 39 SP:Iteration 20F (652.813557 sec): 3 clusters Score: Raw -254758.717588 + Penalty 2624.159751 = -252134.557838 nChanged 32 SP:Iteration 21Q (652.828772 sec): 3 clusters Score: Raw -254775.119999 + Penalty 2624.159751 = -252150.960248 nChanged 24 SP:Iteration 22Q (652.844139 sec): 3 clusters Score: Raw -254791.437703 + Penalty 2624.159751 = -252167.277953 nChanged 21 SP:Iteration 23Q (652.859331 sec): 3 clusters Score: Raw -254800.585310 + Penalty 2624.159751 = -252176.425559 nChanged 19 SP:Iteration 24Q (652.874627 sec): 3 clusters Score: Raw -254811.897973 + Penalty 2624.159751 = -252187.738222 nChanged 22 SP:Iteration 25Q (652.889899 sec): 3 clusters Score: Raw -254825.164346 + Penalty 2624.159751 = -252201.004595 nChanged 21 SP:Iteration 26Q (652.905022 sec): 3 clusters Score: Raw -254837.977674 + Penalty 2624.159751 = -252213.817924 nChanged 14 SP:Iteration 27Q (652.920165 sec): 3 clusters Score: Raw -254848.996263 + Penalty 2624.159751 = -252224.836512 nChanged 17 SP:Iteration 28Q (652.935380 sec): 3 clusters Score: Raw -254859.423462 + Penalty 2624.159751 = -252235.263711 nChanged 17 SP:Iteration 29Q (652.950620 sec): 3 clusters Score: Raw -254868.078971 + Penalty 2624.159751 = -252243.919221 nChanged 14 SP:Iteration 30Q (652.965850 sec): 3 clusters Score: Raw -254874.653756 + Penalty 2624.159751 = -252250.494005 nChanged 8 SP:Iteration 31Q (652.981052 sec): 3 clusters Score: Raw -254878.488033 + Penalty 2624.159751 = -252254.328282 nChanged 7 SP:Iteration 32Q (652.996079 sec): 3 clusters Score: Raw -254881.895826 + Penalty 2624.159751 = -252257.736076 nChanged 9 SP:Iteration 33Q (653.011123 sec): 3 clusters Score: Raw -254886.608537 + Penalty 2624.159751 = -252262.448786 nChanged 11 SP:Iteration 34Q (653.026283 sec): 3 clusters Score: Raw -254891.311146 + Penalty 2624.159751 = -252267.151396 nChanged 8 SP:Iteration 35Q (653.041489 sec): 3 clusters Score: Raw -254894.292076 + Penalty 2624.159751 = -252270.132325 nChanged 8 SP:Iteration 36Q (653.056745 sec): 3 clusters Score: Raw -254896.903564 + Penalty 2624.159751 = -252272.743813 nChanged 5 SP:Iteration 37Q (653.071901 sec): 3 clusters Score: Raw -254899.009721 + Penalty 2624.159751 = -252274.849970 nChanged 7 SP:Iteration 38Q (653.087020 sec): 3 clusters Score: Raw -254903.226318 + Penalty 2624.159751 = -252279.066567 nChanged 4 SP:Iteration 39Q (653.102153 sec): 3 clusters Score: Raw -254904.802302 + Penalty 2624.159751 = -252280.642551 nChanged 2 SP:Iteration 40F (653.117467 sec): 3 clusters Score: Raw -254905.881387 + Penalty 2624.159751 = -252281.721636 nChanged 5 SP:Iteration 41Q (653.132604 sec): 3 clusters Score: Raw -254907.284607 + Penalty 2624.159751 = -252283.124856 nChanged 1 SP:Iteration 42Q (653.147594 sec): 3 clusters Score: Raw -254907.977403 + Penalty 2624.159751 = -252283.817653 nChanged 1 SP:Iteration 43Q (653.162767 sec): 3 clusters Score: Raw -254909.053810 + Penalty 2624.159751 = -252284.894059 nChanged 1 SP:Iteration 44Q (653.177758 sec): 3 clusters Score: Raw -254909.228048 + Penalty 2624.159751 = -252285.068297 nChanged 0 SP:Iteration 45F (653.193176 sec): 3 clusters Score: Raw -254909.228048 + Penalty 2624.159751 = -252285.068297 nChanged 0 Trying to split cluster 17 (5266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (653.211970 sec): 2 clusters Score: Raw -434796.461997 + Penalty 1392.466780 = -433403.995217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (653.233491 sec): 3 clusters Score: Raw -432040.565043 + Penalty 2784.933561 = -429255.631482 nChanged 2151 SP:Iteration 1F (653.254665 sec): 3 clusters Score: Raw -433297.167393 + Penalty 2784.933561 = -430512.233833 nChanged 372 SP:Iteration 2F (653.275401 sec): 3 clusters Score: Raw -433488.627810 + Penalty 2784.933561 = -430703.694249 nChanged 281 SP:Iteration 3F (653.296461 sec): 3 clusters Score: Raw -433627.877771 + Penalty 2784.933561 = -430842.944211 nChanged 236 SP:Iteration 4Q (653.317573 sec): 3 clusters Score: Raw -433760.601036 + Penalty 2784.933561 = -430975.667475 nChanged 247 SP:Iteration 5Q (653.338864 sec): 3 clusters Score: Raw -433904.354476 + Penalty 2784.933561 = -431119.420916 nChanged 220 SP:Iteration 6Q (653.359888 sec): 3 clusters Score: Raw -434030.811185 + Penalty 2784.933561 = -431245.877625 nChanged 210 SP:Iteration 7Q (653.381110 sec): 3 clusters Score: Raw -434157.117386 + Penalty 2784.933561 = -431372.183825 nChanged 221 SP:Iteration 8Q (653.402087 sec): 3 clusters Score: Raw -434312.682374 + Penalty 2784.933561 = -431527.748814 nChanged 219 SP:Iteration 9Q (653.423064 sec): 3 clusters Score: Raw -434478.483265 + Penalty 2784.933561 = -431693.549704 nChanged 175 SP:Iteration 10Q (653.444298 sec): 3 clusters Score: Raw -434608.354739 + Penalty 2784.933561 = -431823.421178 nChanged 154 SP:Iteration 11Q (653.465247 sec): 3 clusters Score: Raw -434709.832574 + Penalty 2784.933561 = -431924.899014 nChanged 126 SP:Iteration 12Q (653.486197 sec): 3 clusters Score: Raw -434802.986129 + Penalty 2784.933561 = -432018.052569 nChanged 102 SP:Iteration 13Q (653.507168 sec): 3 clusters Score: Raw -434870.022703 + Penalty 2784.933561 = -432085.089142 nChanged 74 SP:Iteration 14Q (653.528208 sec): 3 clusters Score: Raw -434925.558415 + Penalty 2784.933561 = -432140.624854 nChanged 60 SP:Iteration 15Q (653.549002 sec): 3 clusters Score: Raw -434981.446830 + Penalty 2784.933561 = -432196.513269 nChanged 57 SP:Iteration 16Q (653.569548 sec): 3 clusters Score: Raw -435039.020895 + Penalty 2784.933561 = -432254.087335 nChanged 43 SP:Iteration 17Q (653.590078 sec): 3 clusters Score: Raw -435071.372581 + Penalty 2784.933561 = -432286.439021 nChanged 34 SP:Iteration 18Q (653.610266 sec): 3 clusters Score: Raw -435092.650487 + Penalty 2784.933561 = -432307.716926 nChanged 21 SP:Iteration 19Q (653.630513 sec): 3 clusters Score: Raw -435106.604079 + Penalty 2784.933561 = -432321.670518 nChanged 16 SP:Iteration 20F (653.651551 sec): 3 clusters Score: Raw -435114.195469 + Penalty 2784.933561 = -432329.261908 nChanged 12 SP:Iteration 21Q (653.671602 sec): 3 clusters Score: Raw -435120.767009 + Penalty 2784.933561 = -432335.833448 nChanged 12 SP:Iteration 22Q (653.691672 sec): 3 clusters Score: Raw -435125.964851 + Penalty 2784.933561 = -432341.031291 nChanged 8 SP:Iteration 23Q (653.711680 sec): 3 clusters Score: Raw -435130.402887 + Penalty 2784.933561 = -432345.469326 nChanged 8 SP:Iteration 24Q (653.731861 sec): 3 clusters Score: Raw -435134.646127 + Penalty 2784.933561 = -432349.712567 nChanged 6 SP:Iteration 25Q (653.751918 sec): 3 clusters Score: Raw -435137.778528 + Penalty 2784.933561 = -432352.844967 nChanged 7 SP:Iteration 26Q (653.771713 sec): 3 clusters Score: Raw -435141.048263 + Penalty 2784.933561 = -432356.114702 nChanged 5 SP:Iteration 27Q (653.791517 sec): 3 clusters Score: Raw -435145.695530 + Penalty 2784.933561 = -432360.761969 nChanged 11 SP:Iteration 28Q (653.811614 sec): 3 clusters Score: Raw -435153.402635 + Penalty 2784.933561 = -432368.469075 nChanged 13 SP:Iteration 29Q (653.831226 sec): 3 clusters Score: Raw -435159.377152 + Penalty 2784.933561 = -432374.443591 nChanged 2 SP:Iteration 30Q (653.851215 sec): 3 clusters Score: Raw -435160.095643 + Penalty 2784.933561 = -432375.162083 nChanged 1 SP:Iteration 31Q (653.871167 sec): 3 clusters Score: Raw -435160.601438 + Penalty 2784.933561 = -432375.667878 nChanged 0 SP:Iteration 32F (653.892347 sec): 3 clusters Score: Raw -435160.601438 + Penalty 2784.933561 = -432375.667878 nChanged 0 Trying to split cluster 18 (31789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (653.944301 sec): 2 clusters Score: Raw -2713780.167281 + Penalty 1684.617285 = -2712095.549996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.009585 sec): 3 clusters Score: Raw -2694129.147411 + Penalty 3369.234569 = -2690759.912842 nChanged 14798 SP:Iteration 1F (654.071324 sec): 3 clusters Score: Raw -2702802.467901 + Penalty 3369.234569 = -2699433.233332 nChanged 1939 SP:Iteration 2F (654.132887 sec): 3 clusters Score: Raw -2703925.021745 + Penalty 3369.234569 = -2700555.787176 nChanged 2075 SP:Iteration 3F (654.194427 sec): 3 clusters Score: Raw -2705194.012656 + Penalty 3369.234569 = -2701824.778087 nChanged 2148 SP:Iteration 4F (654.256080 sec): 3 clusters Score: Raw -2706533.950825 + Penalty 3369.234569 = -2703164.716256 nChanged 2076 SP:Iteration 5F (654.317688 sec): 3 clusters Score: Raw -2707697.999084 + Penalty 3369.234569 = -2704328.764515 nChanged 1845 SP:Iteration 6F (654.379429 sec): 3 clusters Score: Raw -2708521.885230 + Penalty 3369.234569 = -2705152.650660 nChanged 1399 SP:Iteration 7Q (654.442712 sec): 3 clusters Score: Raw -2709027.764250 + Penalty 3369.234569 = -2705658.529681 nChanged 1063 SP:Iteration 8Q (654.505282 sec): 3 clusters Score: Raw -2709351.764285 + Penalty 3369.234569 = -2705982.529716 nChanged 838 SP:Iteration 9Q (654.567585 sec): 3 clusters Score: Raw -2709558.483229 + Penalty 3369.234569 = -2706189.248660 nChanged 624 SP:Iteration 10Q (654.630082 sec): 3 clusters Score: Raw -2709685.644185 + Penalty 3369.234569 = -2706316.409616 nChanged 453 SP:Iteration 11Q (654.692450 sec): 3 clusters Score: Raw -2709761.916734 + Penalty 3369.234569 = -2706392.682165 nChanged 382 SP:Iteration 12Q (654.754617 sec): 3 clusters Score: Raw -2709821.140615 + Penalty 3369.234569 = -2706451.906046 nChanged 342 SP:Iteration 13Q (654.816943 sec): 3 clusters Score: Raw -2709868.348381 + Penalty 3369.234569 = -2706499.113812 nChanged 270 SP:Iteration 14Q (654.879195 sec): 3 clusters Score: Raw -2709903.644737 + Penalty 3369.234569 = -2706534.410168 nChanged 254 SP:Iteration 15Q (654.941485 sec): 3 clusters Score: Raw -2709932.004416 + Penalty 3369.234569 = -2706562.769847 nChanged 229 SP:Iteration 16Q (655.003692 sec): 3 clusters Score: Raw -2709957.428170 + Penalty 3369.234569 = -2706588.193601 nChanged 236 SP:Iteration 17Q (655.065827 sec): 3 clusters Score: Raw -2709985.721555 + Penalty 3369.234569 = -2706616.486986 nChanged 236 SP:Iteration 18Q (655.127884 sec): 3 clusters Score: Raw -2710013.914387 + Penalty 3369.234569 = -2706644.679818 nChanged 239 SP:Iteration 19Q (655.189890 sec): 3 clusters Score: Raw -2710044.014605 + Penalty 3369.234569 = -2706674.780036 nChanged 235 SP:Iteration 20F (655.250817 sec): 3 clusters Score: Raw -2710073.505622 + Penalty 3369.234569 = -2706704.271053 nChanged 259 SP:Iteration 21Q (655.313694 sec): 3 clusters Score: Raw -2710109.664723 + Penalty 3369.234569 = -2706740.430154 nChanged 267 SP:Iteration 22Q (655.375479 sec): 3 clusters Score: Raw -2710148.527475 + Penalty 3369.234569 = -2706779.292906 nChanged 274 SP:Iteration 23Q (655.437198 sec): 3 clusters Score: Raw -2710189.476424 + Penalty 3369.234569 = -2706820.241855 nChanged 285 SP:Iteration 24Q (655.499016 sec): 3 clusters Score: Raw -2710231.193911 + Penalty 3369.234569 = -2706861.959342 nChanged 307 SP:Iteration 25Q (655.560603 sec): 3 clusters Score: Raw -2710277.001142 + Penalty 3369.234569 = -2706907.766573 nChanged 324 SP:Iteration 26Q (655.622141 sec): 3 clusters Score: Raw -2710325.798066 + Penalty 3369.234569 = -2706956.563497 nChanged 335 SP:Iteration 27Q (655.683614 sec): 3 clusters Score: Raw -2710378.257778 + Penalty 3369.234569 = -2707009.023209 nChanged 379 SP:Iteration 28Q (655.744916 sec): 3 clusters Score: Raw -2710444.776491 + Penalty 3369.234569 = -2707075.541922 nChanged 411 SP:Iteration 29Q (655.806109 sec): 3 clusters Score: Raw -2710524.615264 + Penalty 3369.234569 = -2707155.380695 nChanged 450 SP:Iteration 30Q (655.867333 sec): 3 clusters Score: Raw -2710612.763857 + Penalty 3369.234569 = -2707243.529288 nChanged 505 SP:Iteration 31Q (655.928193 sec): 3 clusters Score: Raw -2710721.368157 + Penalty 3369.234569 = -2707352.133588 nChanged 543 SP:Iteration 32Q (655.988877 sec): 3 clusters Score: Raw -2710846.285682 + Penalty 3369.234569 = -2707477.051113 nChanged 563 SP:Iteration 33Q (656.049437 sec): 3 clusters Score: Raw -2710975.454069 + Penalty 3369.234569 = -2707606.219500 nChanged 579 SP:Iteration 34Q (656.109636 sec): 3 clusters Score: Raw -2711114.989475 + Penalty 3369.234569 = -2707745.754906 nChanged 615 SP:Iteration 35Q (656.169920 sec): 3 clusters Score: Raw -2711263.275708 + Penalty 3369.234569 = -2707894.041139 nChanged 651 SP:Iteration 36Q (656.229670 sec): 3 clusters Score: Raw -2711424.183896 + Penalty 3369.234569 = -2708054.949327 nChanged 653 SP:Iteration 37Q (656.289103 sec): 3 clusters Score: Raw -2711599.385583 + Penalty 3369.234569 = -2708230.151014 nChanged 713 SP:Iteration 38Q (656.348392 sec): 3 clusters Score: Raw -2711805.920462 + Penalty 3369.234569 = -2708436.685893 nChanged 737 SP:Iteration 39Q (656.407161 sec): 3 clusters Score: Raw -2712034.588279 + Penalty 3369.234569 = -2708665.353710 nChanged 771 SP:Iteration 40F (656.468026 sec): 3 clusters Score: Raw -2712281.537925 + Penalty 3369.234569 = -2708912.303355 nChanged 747 SP:Iteration 41Q (656.526817 sec): 3 clusters Score: Raw -2712529.073705 + Penalty 3369.234569 = -2709159.839136 nChanged 745 SP:Iteration 42Q (656.584674 sec): 3 clusters Score: Raw -2712790.188157 + Penalty 3369.234569 = -2709420.953588 nChanged 705 SP:Iteration 43Q (656.642362 sec): 3 clusters Score: Raw -2713039.131567 + Penalty 3369.234569 = -2709669.896998 nChanged 649 SP:Iteration 44Q (656.699301 sec): 3 clusters Score: Raw -2713277.237361 + Penalty 3369.234569 = -2709908.002792 nChanged 595 SP:Iteration 45Q (656.756177 sec): 3 clusters Score: Raw -2713494.344470 + Penalty 3369.234569 = -2710125.109901 nChanged 442 SP:Iteration 46Q (656.812389 sec): 3 clusters Score: Raw -2713641.183631 + Penalty 3369.234569 = -2710271.949062 nChanged 393 SP:Iteration 47Q (656.868394 sec): 3 clusters Score: Raw -2713761.492385 + Penalty 3369.234569 = -2710392.257816 nChanged 337 SP:Iteration 48Q (656.923998 sec): 3 clusters Score: Raw -2713861.458394 + Penalty 3369.234569 = -2710492.223825 nChanged 293 SP:Iteration 49Q (656.979514 sec): 3 clusters Score: Raw -2713948.274550 + Penalty 3369.234569 = -2710579.039981 nChanged 256 SP:Iteration 50Q (657.034704 sec): 3 clusters Score: Raw -2714027.327186 + Penalty 3369.234569 = -2710658.092616 nChanged 204 SP:Iteration 51Q (657.089756 sec): 3 clusters Score: Raw -2714091.453117 + Penalty 3369.234569 = -2710722.218548 nChanged 152 SP:Iteration 52Q (657.144491 sec): 3 clusters Score: Raw -2714140.763629 + Penalty 3369.234569 = -2710771.529060 nChanged 153 SP:Iteration 53Q (657.198940 sec): 3 clusters Score: Raw -2714187.597057 + Penalty 3369.234569 = -2710818.362488 nChanged 135 SP:Iteration 54Q (657.253503 sec): 3 clusters Score: Raw -2714225.089534 + Penalty 3369.234569 = -2710855.854965 nChanged 126 SP:Iteration 55Q (657.307674 sec): 3 clusters Score: Raw -2714260.002249 + Penalty 3369.234569 = -2710890.767680 nChanged 95 SP:Iteration 56Q (657.362044 sec): 3 clusters Score: Raw -2714289.209417 + Penalty 3369.234569 = -2710919.974848 nChanged 83 SP:Iteration 57Q (657.416262 sec): 3 clusters Score: Raw -2714310.837763 + Penalty 3369.234569 = -2710941.603194 nChanged 73 SP:Iteration 58Q (657.470231 sec): 3 clusters Score: Raw -2714328.414074 + Penalty 3369.234569 = -2710959.179505 nChanged 64 SP:Iteration 59Q (657.524076 sec): 3 clusters Score: Raw -2714342.997679 + Penalty 3369.234569 = -2710973.763110 nChanged 50 SP:Iteration 60F (657.584801 sec): 3 clusters Score: Raw -2714353.288922 + Penalty 3369.234569 = -2710984.054353 nChanged 49 SP:Iteration 61Q (657.639297 sec): 3 clusters Score: Raw -2714363.612170 + Penalty 3369.234569 = -2710994.377601 nChanged 43 SP:Iteration 62Q (657.692866 sec): 3 clusters Score: Raw -2714373.044023 + Penalty 3369.234569 = -2711003.809454 nChanged 37 SP:Iteration 63Q (657.746645 sec): 3 clusters Score: Raw -2714379.638640 + Penalty 3369.234569 = -2711010.404071 nChanged 34 SP:Iteration 64Q (657.800303 sec): 3 clusters Score: Raw -2714385.654655 + Penalty 3369.234569 = -2711016.420086 nChanged 21 SP:Iteration 65Q (657.853760 sec): 3 clusters Score: Raw -2714389.817774 + Penalty 3369.234569 = -2711020.583205 nChanged 17 SP:Iteration 66Q (657.907244 sec): 3 clusters Score: Raw -2714393.832819 + Penalty 3369.234569 = -2711024.598250 nChanged 18 SP:Iteration 67Q (657.960544 sec): 3 clusters Score: Raw -2714397.674774 + Penalty 3369.234569 = -2711028.440205 nChanged 14 SP:Iteration 68Q (658.013957 sec): 3 clusters Score: Raw -2714401.256141 + Penalty 3369.234569 = -2711032.021572 nChanged 12 SP:Iteration 69Q (658.067202 sec): 3 clusters Score: Raw -2714404.002488 + Penalty 3369.234569 = -2711034.767919 nChanged 13 SP:Iteration 70Q (658.120475 sec): 3 clusters Score: Raw -2714406.493679 + Penalty 3369.234569 = -2711037.259110 nChanged 5 SP:Iteration 71Q (658.176514 sec): 3 clusters Score: Raw -2714407.281078 + Penalty 3369.234569 = -2711038.046509 nChanged 5 SP:Iteration 72Q (658.230534 sec): 3 clusters Score: Raw -2714407.926417 + Penalty 3369.234569 = -2711038.691848 nChanged 5 SP:Iteration 73Q (658.284567 sec): 3 clusters Score: Raw -2714409.316989 + Penalty 3369.234569 = -2711040.082420 nChanged 4 SP:Iteration 74Q (658.339062 sec): 3 clusters Score: Raw -2714410.131618 + Penalty 3369.234569 = -2711040.897049 nChanged 4 SP:Iteration 75Q (658.392817 sec): 3 clusters Score: Raw -2714410.488844 + Penalty 3369.234569 = -2711041.254275 nChanged 2 SP:Iteration 76Q (658.445503 sec): 3 clusters Score: Raw -2714411.189357 + Penalty 3369.234569 = -2711041.954788 nChanged 6 SP:Iteration 77Q (658.498932 sec): 3 clusters Score: Raw -2714412.366295 + Penalty 3369.234569 = -2711043.131726 nChanged 5 SP:Iteration 78Q (658.552242 sec): 3 clusters Score: Raw -2714413.436253 + Penalty 3369.234569 = -2711044.201684 nChanged 3 SP:Iteration 79Q (658.605516 sec): 3 clusters Score: Raw -2714413.921726 + Penalty 3369.234569 = -2711044.687157 nChanged 1 SP:Iteration 80F (658.666174 sec): 3 clusters Score: Raw -2714414.151148 + Penalty 3369.234569 = -2711044.916579 nChanged 2 SP:Iteration 81Q (658.720364 sec): 3 clusters Score: Raw -2714414.385949 + Penalty 3369.234569 = -2711045.151380 nChanged 1 SP:Iteration 82Q (658.773624 sec): 3 clusters Score: Raw -2714414.540971 + Penalty 3369.234569 = -2711045.306402 nChanged 2 SP:Iteration 83Q (658.826836 sec): 3 clusters Score: Raw -2714415.224908 + Penalty 3369.234569 = -2711045.990339 nChanged 2 SP:Iteration 84Q (658.880133 sec): 3 clusters Score: Raw -2714415.943004 + Penalty 3369.234569 = -2711046.708435 nChanged 2 SP:Iteration 85Q (658.933452 sec): 3 clusters Score: Raw -2714416.175374 + Penalty 3369.234569 = -2711046.940805 nChanged 4 SP:Iteration 86Q (658.986664 sec): 3 clusters Score: Raw -2714416.944431 + Penalty 3369.234569 = -2711047.709862 nChanged 2 SP:Iteration 87Q (659.040029 sec): 3 clusters Score: Raw -2714417.391206 + Penalty 3369.234569 = -2711048.156637 nChanged 1 SP:Iteration 88Q (659.093149 sec): 3 clusters Score: Raw -2714417.587862 + Penalty 3369.234569 = -2711048.353293 nChanged 1 SP:Iteration 89Q (659.146275 sec): 3 clusters Score: Raw -2714417.696225 + Penalty 3369.234569 = -2711048.461656 nChanged 1 SP:Iteration 90Q (659.199621 sec): 3 clusters Score: Raw -2714417.826019 + Penalty 3369.234569 = -2711048.591450 nChanged 3 SP:Iteration 91Q (659.252757 sec): 3 clusters Score: Raw -2714418.662844 + Penalty 3369.234569 = -2711049.428275 nChanged 1 SP:Iteration 92Q (659.306138 sec): 3 clusters Score: Raw -2714419.042398 + Penalty 3369.234569 = -2711049.807829 nChanged 3 SP:Iteration 93Q (659.359365 sec): 3 clusters Score: Raw -2714419.504972 + Penalty 3369.234569 = -2711050.270403 nChanged 4 SP:Iteration 94Q (659.414641 sec): 3 clusters Score: Raw -2714420.016271 + Penalty 3369.234569 = -2711050.781702 nChanged 2 SP:Iteration 95Q (659.467818 sec): 3 clusters Score: Raw -2714420.243911 + Penalty 3369.234569 = -2711051.009342 nChanged 0 SP:Iteration 96F (659.528479 sec): 3 clusters Score: Raw -2714420.243911 + Penalty 3369.234569 = -2711051.009342 nChanged 0 Trying to split cluster 19 (4426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.542859 sec): 2 clusters Score: Raw -360795.624682 + Penalty 1364.228372 = -359431.396310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.563327 sec): 3 clusters Score: Raw -358503.705780 + Penalty 2728.456744 = -355775.249036 nChanged 1847 SP:Iteration 1F (659.583130 sec): 3 clusters Score: Raw -359512.352149 + Penalty 2728.456744 = -356783.895405 nChanged 350 SP:Iteration 2F (659.603251 sec): 3 clusters Score: Raw -359722.277118 + Penalty 2728.456744 = -356993.820374 nChanged 241 SP:Iteration 3F (659.623353 sec): 3 clusters Score: Raw -359854.968581 + Penalty 2728.456744 = -357126.511837 nChanged 169 SP:Iteration 4Q (659.643169 sec): 3 clusters Score: Raw -359937.098683 + Penalty 2728.456744 = -357208.641939 nChanged 141 SP:Iteration 5Q (659.663222 sec): 3 clusters Score: Raw -360003.459230 + Penalty 2728.456744 = -357275.002486 nChanged 132 SP:Iteration 6Q (659.683199 sec): 3 clusters Score: Raw -360076.212241 + Penalty 2728.456744 = -357347.755497 nChanged 124 SP:Iteration 7Q (659.702961 sec): 3 clusters Score: Raw -360141.897909 + Penalty 2728.456744 = -357413.441165 nChanged 132 SP:Iteration 8Q (659.722904 sec): 3 clusters Score: Raw -360229.060960 + Penalty 2728.456744 = -357500.604216 nChanged 137 SP:Iteration 9Q (659.742616 sec): 3 clusters Score: Raw -360327.017946 + Penalty 2728.456744 = -357598.561202 nChanged 127 SP:Iteration 10Q (659.762182 sec): 3 clusters Score: Raw -360434.038673 + Penalty 2728.456744 = -357705.581929 nChanged 148 SP:Iteration 11Q (659.782008 sec): 3 clusters Score: Raw -360559.645060 + Penalty 2728.456744 = -357831.188316 nChanged 133 SP:Iteration 12Q (659.801400 sec): 3 clusters Score: Raw -360661.892223 + Penalty 2728.456744 = -357933.435479 nChanged 116 SP:Iteration 13Q (659.821169 sec): 3 clusters Score: Raw -360754.527502 + Penalty 2728.456744 = -358026.070758 nChanged 109 SP:Iteration 14Q (659.840911 sec): 3 clusters Score: Raw -360824.504637 + Penalty 2728.456744 = -358096.047893 nChanged 83 SP:Iteration 15Q (659.860604 sec): 3 clusters Score: Raw -360878.607147 + Penalty 2728.456744 = -358150.150403 nChanged 84 SP:Iteration 16Q (659.879940 sec): 3 clusters Score: Raw -360936.626094 + Penalty 2728.456744 = -358208.169350 nChanged 78 SP:Iteration 17Q (659.899451 sec): 3 clusters Score: Raw -360990.268497 + Penalty 2728.456744 = -358261.811753 nChanged 68 SP:Iteration 18Q (659.918834 sec): 3 clusters Score: Raw -361034.564891 + Penalty 2728.456744 = -358306.108147 nChanged 59 SP:Iteration 19Q (659.937962 sec): 3 clusters Score: Raw -361063.461485 + Penalty 2728.456744 = -358335.004740 nChanged 45 SP:Iteration 20F (659.957738 sec): 3 clusters Score: Raw -361093.378339 + Penalty 2728.456744 = -358364.921594 nChanged 40 SP:Iteration 21Q (659.976666 sec): 3 clusters Score: Raw -361121.950725 + Penalty 2728.456744 = -358393.493981 nChanged 41 SP:Iteration 22Q (659.995636 sec): 3 clusters Score: Raw -361143.617264 + Penalty 2728.456744 = -358415.160519 nChanged 30 SP:Iteration 23Q (660.014508 sec): 3 clusters Score: Raw -361158.239636 + Penalty 2728.456744 = -358429.782892 nChanged 25 SP:Iteration 24Q (660.033438 sec): 3 clusters Score: Raw -361168.118061 + Penalty 2728.456744 = -358439.661317 nChanged 15 SP:Iteration 25Q (660.052528 sec): 3 clusters Score: Raw -361176.700552 + Penalty 2728.456744 = -358448.243808 nChanged 22 SP:Iteration 26Q (660.071463 sec): 3 clusters Score: Raw -361188.434277 + Penalty 2728.456744 = -358459.977533 nChanged 21 SP:Iteration 27Q (660.090699 sec): 3 clusters Score: Raw -361197.868071 + Penalty 2728.456744 = -358469.411327 nChanged 19 SP:Iteration 28Q (660.109683 sec): 3 clusters Score: Raw -361209.611897 + Penalty 2728.456744 = -358481.155152 nChanged 16 SP:Iteration 29Q (660.128463 sec): 3 clusters Score: Raw -361221.780761 + Penalty 2728.456744 = -358493.324017 nChanged 23 SP:Iteration 30Q (660.147430 sec): 3 clusters Score: Raw -361237.433144 + Penalty 2728.456744 = -358508.976400 nChanged 29 SP:Iteration 31Q (660.166518 sec): 3 clusters Score: Raw -361256.756992 + Penalty 2728.456744 = -358528.300248 nChanged 22 SP:Iteration 32Q (660.185328 sec): 3 clusters Score: Raw -361272.337508 + Penalty 2728.456744 = -358543.880764 nChanged 13 SP:Iteration 33Q (660.204142 sec): 3 clusters Score: Raw -361279.877850 + Penalty 2728.456744 = -358551.421106 nChanged 8 SP:Iteration 34Q (660.223064 sec): 3 clusters Score: Raw -361284.492190 + Penalty 2728.456744 = -358556.035446 nChanged 9 SP:Iteration 35Q (660.241619 sec): 3 clusters Score: Raw -361288.544490 + Penalty 2728.456744 = -358560.087746 nChanged 9 SP:Iteration 36Q (660.260209 sec): 3 clusters Score: Raw -361293.340412 + Penalty 2728.456744 = -358564.883667 nChanged 7 SP:Iteration 37Q (660.279044 sec): 3 clusters Score: Raw -361296.069544 + Penalty 2728.456744 = -358567.612800 nChanged 6 SP:Iteration 38Q (660.298005 sec): 3 clusters Score: Raw -361299.011039 + Penalty 2728.456744 = -358570.554295 nChanged 5 SP:Iteration 39Q (660.316788 sec): 3 clusters Score: Raw -361300.601998 + Penalty 2728.456744 = -358572.145254 nChanged 6 SP:Iteration 40F (660.336430 sec): 3 clusters Score: Raw -361303.139559 + Penalty 2728.456744 = -358574.682814 nChanged 4 SP:Iteration 41Q (660.355047 sec): 3 clusters Score: Raw -361304.977579 + Penalty 2728.456744 = -358576.520835 nChanged 5 SP:Iteration 42Q (660.373670 sec): 3 clusters Score: Raw -361306.961419 + Penalty 2728.456744 = -358578.504675 nChanged 2 SP:Iteration 43Q (660.392485 sec): 3 clusters Score: Raw -361308.324206 + Penalty 2728.456744 = -358579.867462 nChanged 3 SP:Iteration 44Q (660.411221 sec): 3 clusters Score: Raw -361309.489395 + Penalty 2728.456744 = -358581.032651 nChanged 1 SP:Iteration 45Q (660.429979 sec): 3 clusters Score: Raw -361309.665032 + Penalty 2728.456744 = -358581.208288 nChanged 0 SP:Iteration 46F (660.449650 sec): 3 clusters Score: Raw -361309.665032 + Penalty 2728.456744 = -358581.208288 nChanged 0 Trying to split cluster 20 (6950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (660.470683 sec): 2 clusters Score: Raw -561548.801645 + Penalty 1437.555753 = -560111.245893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (660.494622 sec): 3 clusters Score: Raw -557743.977709 + Penalty 2875.111505 = -554868.866204 nChanged 2898 SP:Iteration 1F (660.518282 sec): 3 clusters Score: Raw -559321.326770 + Penalty 2875.111505 = -556446.215265 nChanged 473 SP:Iteration 2F (660.541518 sec): 3 clusters Score: Raw -559599.117227 + Penalty 2875.111505 = -556724.005722 nChanged 398 SP:Iteration 3F (660.565217 sec): 3 clusters Score: Raw -559879.842011 + Penalty 2875.111505 = -557004.730506 nChanged 390 SP:Iteration 4F (660.588387 sec): 3 clusters Score: Raw -560148.035173 + Penalty 2875.111505 = -557272.923668 nChanged 393 SP:Iteration 5F (660.611802 sec): 3 clusters Score: Raw -560399.602696 + Penalty 2875.111505 = -557524.491191 nChanged 351 SP:Iteration 6F (660.635378 sec): 3 clusters Score: Raw -560606.076916 + Penalty 2875.111505 = -557730.965411 nChanged 325 SP:Iteration 7Q (660.658775 sec): 3 clusters Score: Raw -560765.133026 + Penalty 2875.111505 = -557890.021521 nChanged 298 SP:Iteration 8Q (660.682287 sec): 3 clusters Score: Raw -560904.414537 + Penalty 2875.111505 = -558029.303032 nChanged 249 SP:Iteration 9Q (660.705834 sec): 3 clusters Score: Raw -561027.141688 + Penalty 2875.111505 = -558152.030183 nChanged 191 SP:Iteration 10Q (660.729328 sec): 3 clusters Score: Raw -561128.231500 + Penalty 2875.111505 = -558253.119995 nChanged 169 SP:Iteration 11Q (660.752848 sec): 3 clusters Score: Raw -561209.765777 + Penalty 2875.111505 = -558334.654272 nChanged 165 SP:Iteration 12Q (660.775970 sec): 3 clusters Score: Raw -561299.201240 + Penalty 2875.111505 = -558424.089735 nChanged 165 SP:Iteration 13Q (660.799438 sec): 3 clusters Score: Raw -561391.105205 + Penalty 2875.111505 = -558515.993700 nChanged 148 SP:Iteration 14Q (660.822955 sec): 3 clusters Score: Raw -561461.824439 + Penalty 2875.111505 = -558586.712934 nChanged 138 SP:Iteration 15Q (660.846147 sec): 3 clusters Score: Raw -561528.319866 + Penalty 2875.111505 = -558653.208361 nChanged 118 SP:Iteration 16Q (660.869649 sec): 3 clusters Score: Raw -561590.408532 + Penalty 2875.111505 = -558715.297027 nChanged 114 SP:Iteration 17Q (660.892948 sec): 3 clusters Score: Raw -561644.010260 + Penalty 2875.111505 = -558768.898755 nChanged 91 SP:Iteration 18Q (660.915977 sec): 3 clusters Score: Raw -561695.778271 + Penalty 2875.111505 = -558820.666766 nChanged 80 SP:Iteration 19Q (660.939195 sec): 3 clusters Score: Raw -561738.638119 + Penalty 2875.111505 = -558863.526614 nChanged 66 SP:Iteration 20F (660.962671 sec): 3 clusters Score: Raw -561769.466412 + Penalty 2875.111505 = -558894.354907 nChanged 65 SP:Iteration 21Q (660.985742 sec): 3 clusters Score: Raw -561801.304690 + Penalty 2875.111505 = -558926.193185 nChanged 62 SP:Iteration 22Q (661.008897 sec): 3 clusters Score: Raw -561829.463106 + Penalty 2875.111505 = -558954.351601 nChanged 55 SP:Iteration 23Q (661.032043 sec): 3 clusters Score: Raw -561853.881420 + Penalty 2875.111505 = -558978.769915 nChanged 57 SP:Iteration 24Q (661.054826 sec): 3 clusters Score: Raw -561880.327961 + Penalty 2875.111505 = -559005.216456 nChanged 46 SP:Iteration 25Q (661.077723 sec): 3 clusters Score: Raw -561899.297065 + Penalty 2875.111505 = -559024.185560 nChanged 34 SP:Iteration 26Q (661.100375 sec): 3 clusters Score: Raw -561909.751990 + Penalty 2875.111505 = -559034.640485 nChanged 34 SP:Iteration 27Q (661.122865 sec): 3 clusters Score: Raw -561920.909429 + Penalty 2875.111505 = -559045.797924 nChanged 22 SP:Iteration 28Q (661.145569 sec): 3 clusters Score: Raw -561928.294812 + Penalty 2875.111505 = -559053.183307 nChanged 21 SP:Iteration 29Q (661.168120 sec): 3 clusters Score: Raw -561932.967506 + Penalty 2875.111505 = -559057.856001 nChanged 14 SP:Iteration 30Q (661.190911 sec): 3 clusters Score: Raw -561936.780788 + Penalty 2875.111505 = -559061.669283 nChanged 15 SP:Iteration 31Q (661.213674 sec): 3 clusters Score: Raw -561940.960556 + Penalty 2875.111505 = -559065.849051 nChanged 16 SP:Iteration 32Q (661.236146 sec): 3 clusters Score: Raw -561945.802275 + Penalty 2875.111505 = -559070.690770 nChanged 14 SP:Iteration 33Q (661.258823 sec): 3 clusters Score: Raw -561949.709346 + Penalty 2875.111505 = -559074.597841 nChanged 16 SP:Iteration 34Q (661.281256 sec): 3 clusters Score: Raw -561954.011141 + Penalty 2875.111505 = -559078.899636 nChanged 16 SP:Iteration 35Q (661.303610 sec): 3 clusters Score: Raw -561958.625576 + Penalty 2875.111505 = -559083.514071 nChanged 13 SP:Iteration 36Q (661.326059 sec): 3 clusters Score: Raw -561962.551642 + Penalty 2875.111505 = -559087.440137 nChanged 17 SP:Iteration 37Q (661.348354 sec): 3 clusters Score: Raw -561968.201666 + Penalty 2875.111505 = -559093.090161 nChanged 11 SP:Iteration 38Q (661.370979 sec): 3 clusters Score: Raw -561971.121868 + Penalty 2875.111505 = -559096.010363 nChanged 9 SP:Iteration 39Q (661.393498 sec): 3 clusters Score: Raw -561973.059951 + Penalty 2875.111505 = -559097.948446 nChanged 4 SP:Iteration 40F (661.417065 sec): 3 clusters Score: Raw -561974.554087 + Penalty 2875.111505 = -559099.442582 nChanged 8 SP:Iteration 41Q (661.439628 sec): 3 clusters Score: Raw -561977.079305 + Penalty 2875.111505 = -559101.967800 nChanged 5 SP:Iteration 42Q (661.461987 sec): 3 clusters Score: Raw -561977.903465 + Penalty 2875.111505 = -559102.791960 nChanged 6 SP:Iteration 43Q (661.484575 sec): 3 clusters Score: Raw -561979.563402 + Penalty 2875.111505 = -559104.451897 nChanged 6 SP:Iteration 44Q (661.506949 sec): 3 clusters Score: Raw -561980.673358 + Penalty 2875.111505 = -559105.561853 nChanged 6 SP:Iteration 45Q (661.529386 sec): 3 clusters Score: Raw -561982.219833 + Penalty 2875.111505 = -559107.108328 nChanged 5 SP:Iteration 46Q (661.551818 sec): 3 clusters Score: Raw -561983.127552 + Penalty 2875.111505 = -559108.016047 nChanged 5 SP:Iteration 47Q (661.574304 sec): 3 clusters Score: Raw -561984.325164 + Penalty 2875.111505 = -559109.213659 nChanged 2 SP:Iteration 48Q (661.596855 sec): 3 clusters Score: Raw -561985.470214 + Penalty 2875.111505 = -559110.358709 nChanged 5 SP:Iteration 49Q (661.619367 sec): 3 clusters Score: Raw -561986.422423 + Penalty 2875.111505 = -559111.310918 nChanged 5 SP:Iteration 50Q (661.641532 sec): 3 clusters Score: Raw -561987.288353 + Penalty 2875.111505 = -559112.176848 nChanged 4 SP:Iteration 51Q (661.664022 sec): 3 clusters Score: Raw -561988.698614 + Penalty 2875.111505 = -559113.587109 nChanged 5 SP:Iteration 52Q (661.686332 sec): 3 clusters Score: Raw -561989.718410 + Penalty 2875.111505 = -559114.606905 nChanged 6 SP:Iteration 53Q (661.708784 sec): 3 clusters Score: Raw -561991.323899 + Penalty 2875.111505 = -559116.212394 nChanged 9 SP:Iteration 54Q (661.731238 sec): 3 clusters Score: Raw -561993.960091 + Penalty 2875.111505 = -559118.848586 nChanged 6 SP:Iteration 55Q (661.753664 sec): 3 clusters Score: Raw -561995.659757 + Penalty 2875.111505 = -559120.548252 nChanged 4 SP:Iteration 56Q (661.776171 sec): 3 clusters Score: Raw -561997.338425 + Penalty 2875.111505 = -559122.226920 nChanged 4 SP:Iteration 57Q (661.798676 sec): 3 clusters Score: Raw -561998.155882 + Penalty 2875.111505 = -559123.044377 nChanged 2 SP:Iteration 58Q (661.821122 sec): 3 clusters Score: Raw -561998.691625 + Penalty 2875.111505 = -559123.580120 nChanged 0 SP:Iteration 59F (661.844618 sec): 3 clusters Score: Raw -561998.691625 + Penalty 2875.111505 = -559123.580120 nChanged 0 Trying to split cluster 21 (1438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.859070 sec): 2 clusters Score: Raw -117516.168292 + Penalty 1181.538887 = -116334.629404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (661.866856 sec): 3 clusters Score: Raw -116985.643422 + Penalty 2363.077775 = -114622.565647 nChanged 493 SP:Iteration 1F (661.874216 sec): 3 clusters Score: Raw -117425.128049 + Penalty 2363.077775 = -115062.050274 nChanged 131 SP:Iteration 2F (661.881569 sec): 3 clusters Score: Raw -117584.484033 + Penalty 2363.077775 = -115221.406258 nChanged 79 SP:Iteration 3F (661.888894 sec): 3 clusters Score: Raw -117678.886384 + Penalty 2363.077775 = -115315.808609 nChanged 67 SP:Iteration 4Q (661.896180 sec): 3 clusters Score: Raw -117754.587838 + Penalty 2363.077775 = -115391.510063 nChanged 40 SP:Iteration 5Q (661.903498 sec): 3 clusters Score: Raw -117789.133229 + Penalty 2363.077775 = -115426.055454 nChanged 29 SP:Iteration 6Q (661.910765 sec): 3 clusters Score: Raw -117817.569757 + Penalty 2363.077775 = -115454.491982 nChanged 22 SP:Iteration 7Q (661.918026 sec): 3 clusters Score: Raw -117839.517346 + Penalty 2363.077775 = -115476.439571 nChanged 17 SP:Iteration 8Q (661.925251 sec): 3 clusters Score: Raw -117851.397655 + Penalty 2363.077775 = -115488.319880 nChanged 14 SP:Iteration 9Q (661.932476 sec): 3 clusters Score: Raw -117865.546481 + Penalty 2363.077775 = -115502.468706 nChanged 11 SP:Iteration 10Q (661.939666 sec): 3 clusters Score: Raw -117874.118150 + Penalty 2363.077775 = -115511.040375 nChanged 7 SP:Iteration 11Q (661.946852 sec): 3 clusters Score: Raw -117881.125938 + Penalty 2363.077775 = -115518.048163 nChanged 7 SP:Iteration 12Q (661.954053 sec): 3 clusters Score: Raw -117887.517702 + Penalty 2363.077775 = -115524.439927 nChanged 7 SP:Iteration 13Q (661.961244 sec): 3 clusters Score: Raw -117891.366480 + Penalty 2363.077775 = -115528.288705 nChanged 2 SP:Iteration 14Q (661.968451 sec): 3 clusters Score: Raw -117892.316330 + Penalty 2363.077775 = -115529.238555 nChanged 2 SP:Iteration 15Q (661.975680 sec): 3 clusters Score: Raw -117892.877913 + Penalty 2363.077775 = -115529.800138 nChanged 0 SP:Iteration 16F (661.983002 sec): 3 clusters Score: Raw -117892.877913 + Penalty 2363.077775 = -115529.800138 nChanged 0 Trying to split cluster 22 (2727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.999159 sec): 2 clusters Score: Raw -191309.893032 + Penalty 1285.530575 = -190024.362457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.013406 sec): 3 clusters Score: Raw -190103.410851 + Penalty 2571.061149 = -187532.349702 nChanged 1030 SP:Iteration 1F (662.026738 sec): 3 clusters Score: Raw -190873.054774 + Penalty 2571.061149 = -188301.993625 nChanged 273 SP:Iteration 2F (662.040155 sec): 3 clusters Score: Raw -191130.367443 + Penalty 2571.061149 = -188559.306293 nChanged 192 SP:Iteration 3F (662.053539 sec): 3 clusters Score: Raw -191349.600922 + Penalty 2571.061149 = -188778.539773 nChanged 171 SP:Iteration 4F (662.066970 sec): 3 clusters Score: Raw -191580.344377 + Penalty 2571.061149 = -189009.283227 nChanged 167 SP:Iteration 5F (662.080375 sec): 3 clusters Score: Raw -191847.586632 + Penalty 2571.061149 = -189276.525483 nChanged 154 SP:Iteration 6F (662.093791 sec): 3 clusters Score: Raw -192069.445110 + Penalty 2571.061149 = -189498.383961 nChanged 116 SP:Iteration 7Q (662.106962 sec): 3 clusters Score: Raw -192172.075176 + Penalty 2571.061149 = -189601.014026 nChanged 64 SP:Iteration 8Q (662.120104 sec): 3 clusters Score: Raw -192216.539230 + Penalty 2571.061149 = -189645.478081 nChanged 44 SP:Iteration 9Q (662.133153 sec): 3 clusters Score: Raw -192245.014298 + Penalty 2571.061149 = -189673.953149 nChanged 32 SP:Iteration 10Q (662.146264 sec): 3 clusters Score: Raw -192259.941627 + Penalty 2571.061149 = -189688.880478 nChanged 21 SP:Iteration 11Q (662.159294 sec): 3 clusters Score: Raw -192269.709682 + Penalty 2571.061149 = -189698.648532 nChanged 12 SP:Iteration 12Q (662.172305 sec): 3 clusters Score: Raw -192275.090196 + Penalty 2571.061149 = -189704.029046 nChanged 12 SP:Iteration 13Q (662.185443 sec): 3 clusters Score: Raw -192280.602671 + Penalty 2571.061149 = -189709.541522 nChanged 12 SP:Iteration 14Q (662.198534 sec): 3 clusters Score: Raw -192286.222679 + Penalty 2571.061149 = -189715.161529 nChanged 16 SP:Iteration 15Q (662.211611 sec): 3 clusters Score: Raw -192294.965844 + Penalty 2571.061149 = -189723.904694 nChanged 14 SP:Iteration 16Q (662.224692 sec): 3 clusters Score: Raw -192300.555004 + Penalty 2571.061149 = -189729.493855 nChanged 11 SP:Iteration 17Q (662.237768 sec): 3 clusters Score: Raw -192305.663078 + Penalty 2571.061149 = -189734.601929 nChanged 10 SP:Iteration 18Q (662.250877 sec): 3 clusters Score: Raw -192309.095945 + Penalty 2571.061149 = -189738.034795 nChanged 4 SP:Iteration 19Q (662.263829 sec): 3 clusters Score: Raw -192310.853295 + Penalty 2571.061149 = -189739.792145 nChanged 3 SP:Iteration 20F (662.277244 sec): 3 clusters Score: Raw -192311.820874 + Penalty 2571.061149 = -189740.759724 nChanged 2 SP:Iteration 21Q (662.290233 sec): 3 clusters Score: Raw -192312.318393 + Penalty 2571.061149 = -189741.257244 nChanged 2 SP:Iteration 22Q (662.303342 sec): 3 clusters Score: Raw -192312.707905 + Penalty 2571.061149 = -189741.646756 nChanged 0 SP:Iteration 23F (662.316617 sec): 3 clusters Score: Raw -192312.707905 + Penalty 2571.061149 = -189741.646756 nChanged 0 Trying to split cluster 23 (6244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.336343 sec): 2 clusters Score: Raw -480131.828736 + Penalty 1420.148646 = -478711.680090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.359218 sec): 3 clusters Score: Raw -476773.537217 + Penalty 2840.297292 = -473933.239926 nChanged 2598 SP:Iteration 1F (662.381306 sec): 3 clusters Score: Raw -478257.335737 + Penalty 2840.297292 = -475417.038445 nChanged 456 SP:Iteration 2F (662.403591 sec): 3 clusters Score: Raw -478551.401060 + Penalty 2840.297292 = -475711.103769 nChanged 411 SP:Iteration 3F (662.425876 sec): 3 clusters Score: Raw -478816.194068 + Penalty 2840.297292 = -475975.896777 nChanged 345 SP:Iteration 4F (662.448018 sec): 3 clusters Score: Raw -479031.744591 + Penalty 2840.297292 = -476191.447299 nChanged 323 SP:Iteration 5F (662.470305 sec): 3 clusters Score: Raw -479269.047998 + Penalty 2840.297292 = -476428.750706 nChanged 308 SP:Iteration 6Q (662.492693 sec): 3 clusters Score: Raw -479486.549048 + Penalty 2840.297292 = -476646.251756 nChanged 287 SP:Iteration 7Q (662.515016 sec): 3 clusters Score: Raw -479703.957972 + Penalty 2840.297292 = -476863.660680 nChanged 271 SP:Iteration 8Q (662.548475 sec): 3 clusters Score: Raw -479907.832315 + Penalty 2840.297292 = -477067.535023 nChanged 245 SP:Iteration 9Q (662.575562 sec): 3 clusters Score: Raw -480110.203872 + Penalty 2840.297292 = -477269.906581 nChanged 185 SP:Iteration 10Q (662.597490 sec): 3 clusters Score: Raw -480240.123753 + Penalty 2840.297292 = -477399.826462 nChanged 146 SP:Iteration 11Q (662.619391 sec): 3 clusters Score: Raw -480324.418149 + Penalty 2840.297292 = -477484.120857 nChanged 110 SP:Iteration 12Q (662.641153 sec): 3 clusters Score: Raw -480405.038518 + Penalty 2840.297292 = -477564.741226 nChanged 107 SP:Iteration 13Q (662.662770 sec): 3 clusters Score: Raw -480486.948507 + Penalty 2840.297292 = -477646.651215 nChanged 109 SP:Iteration 14Q (662.684457 sec): 3 clusters Score: Raw -480541.211674 + Penalty 2840.297292 = -477700.914382 nChanged 73 SP:Iteration 15Q (662.706161 sec): 3 clusters Score: Raw -480572.831490 + Penalty 2840.297292 = -477732.534198 nChanged 59 SP:Iteration 16Q (662.727748 sec): 3 clusters Score: Raw -480601.842699 + Penalty 2840.297292 = -477761.545407 nChanged 59 SP:Iteration 17Q (662.749053 sec): 3 clusters Score: Raw -480629.465906 + Penalty 2840.297292 = -477789.168614 nChanged 57 SP:Iteration 18Q (662.770380 sec): 3 clusters Score: Raw -480654.030368 + Penalty 2840.297292 = -477813.733076 nChanged 45 SP:Iteration 19Q (662.791981 sec): 3 clusters Score: Raw -480676.410730 + Penalty 2840.297292 = -477836.113438 nChanged 40 SP:Iteration 20F (662.814483 sec): 3 clusters Score: Raw -480692.528356 + Penalty 2840.297292 = -477852.231064 nChanged 38 SP:Iteration 21Q (662.835807 sec): 3 clusters Score: Raw -480707.073240 + Penalty 2840.297292 = -477866.775949 nChanged 30 SP:Iteration 22Q (662.857169 sec): 3 clusters Score: Raw -480719.396424 + Penalty 2840.297292 = -477879.099132 nChanged 33 SP:Iteration 23Q (662.878554 sec): 3 clusters Score: Raw -480729.634507 + Penalty 2840.297292 = -477889.337215 nChanged 23 SP:Iteration 24Q (662.899998 sec): 3 clusters Score: Raw -480735.909028 + Penalty 2840.297292 = -477895.611737 nChanged 18 SP:Iteration 25Q (662.921425 sec): 3 clusters Score: Raw -480742.210811 + Penalty 2840.297292 = -477901.913519 nChanged 17 SP:Iteration 26Q (662.942761 sec): 3 clusters Score: Raw -480748.507911 + Penalty 2840.297292 = -477908.210620 nChanged 24 SP:Iteration 27Q (662.964058 sec): 3 clusters Score: Raw -480755.500260 + Penalty 2840.297292 = -477915.202968 nChanged 22 SP:Iteration 28Q (662.985539 sec): 3 clusters Score: Raw -480762.907062 + Penalty 2840.297292 = -477922.609770 nChanged 20 SP:Iteration 29Q (663.006761 sec): 3 clusters Score: Raw -480767.441873 + Penalty 2840.297292 = -477927.144582 nChanged 17 SP:Iteration 30Q (663.028069 sec): 3 clusters Score: Raw -480772.294653 + Penalty 2840.297292 = -477931.997361 nChanged 18 SP:Iteration 31Q (663.049163 sec): 3 clusters Score: Raw -480777.233489 + Penalty 2840.297292 = -477936.936197 nChanged 11 SP:Iteration 32Q (663.070432 sec): 3 clusters Score: Raw -480780.470080 + Penalty 2840.297292 = -477940.172788 nChanged 11 SP:Iteration 33Q (663.091376 sec): 3 clusters Score: Raw -480783.297244 + Penalty 2840.297292 = -477942.999953 nChanged 11 SP:Iteration 34Q (663.112683 sec): 3 clusters Score: Raw -480786.758577 + Penalty 2840.297292 = -477946.461285 nChanged 12 SP:Iteration 35Q (663.133913 sec): 3 clusters Score: Raw -480789.626984 + Penalty 2840.297292 = -477949.329693 nChanged 8 SP:Iteration 36Q (663.155309 sec): 3 clusters Score: Raw -480791.334251 + Penalty 2840.297292 = -477951.036959 nChanged 10 SP:Iteration 37Q (663.176626 sec): 3 clusters Score: Raw -480794.177193 + Penalty 2840.297292 = -477953.879901 nChanged 8 SP:Iteration 38Q (663.197896 sec): 3 clusters Score: Raw -480796.404202 + Penalty 2840.297292 = -477956.106910 nChanged 11 SP:Iteration 39Q (663.219015 sec): 3 clusters Score: Raw -480798.769102 + Penalty 2840.297292 = -477958.471811 nChanged 8 SP:Iteration 40F (663.241304 sec): 3 clusters Score: Raw -480801.632209 + Penalty 2840.297292 = -477961.334918 nChanged 7 SP:Iteration 41Q (663.262518 sec): 3 clusters Score: Raw -480804.404967 + Penalty 2840.297292 = -477964.107676 nChanged 11 SP:Iteration 42Q (663.283665 sec): 3 clusters Score: Raw -480807.030398 + Penalty 2840.297292 = -477966.733106 nChanged 9 SP:Iteration 43Q (663.304813 sec): 3 clusters Score: Raw -480809.052660 + Penalty 2840.297292 = -477968.755368 nChanged 5 SP:Iteration 44Q (663.325772 sec): 3 clusters Score: Raw -480811.117851 + Penalty 2840.297292 = -477970.820559 nChanged 2 SP:Iteration 45Q (663.346982 sec): 3 clusters Score: Raw -480811.607646 + Penalty 2840.297292 = -477971.310354 nChanged 2 SP:Iteration 46Q (663.368215 sec): 3 clusters Score: Raw -480812.145387 + Penalty 2840.297292 = -477971.848096 nChanged 4 SP:Iteration 47Q (663.389155 sec): 3 clusters Score: Raw -480812.727732 + Penalty 2840.297292 = -477972.430441 nChanged 5 SP:Iteration 48Q (663.410212 sec): 3 clusters Score: Raw -480813.520901 + Penalty 2840.297292 = -477973.223610 nChanged 2 SP:Iteration 49Q (663.431169 sec): 3 clusters Score: Raw -480813.690450 + Penalty 2840.297292 = -477973.393159 nChanged 0 SP:Iteration 50F (663.453448 sec): 3 clusters Score: Raw -480813.690450 + Penalty 2840.297292 = -477973.393159 nChanged 0 Trying to split cluster 24 (10342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (663.477286 sec): 2 clusters Score: Raw -870884.911660 + Penalty 1502.144890 = -869382.766770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (663.506357 sec): 3 clusters Score: Raw -864972.723859 + Penalty 3004.289780 = -861968.434080 nChanged 4475 SP:Iteration 1F (663.534876 sec): 3 clusters Score: Raw -867413.986288 + Penalty 3004.289780 = -864409.696508 nChanged 627 SP:Iteration 2F (663.563253 sec): 3 clusters Score: Raw -867685.676357 + Penalty 3004.289780 = -864681.386578 nChanged 539 SP:Iteration 3F (663.591582 sec): 3 clusters Score: Raw -867917.841221 + Penalty 3004.289780 = -864913.551441 nChanged 448 SP:Iteration 4Q (663.620035 sec): 3 clusters Score: Raw -868121.177123 + Penalty 3004.289780 = -865116.887343 nChanged 428 SP:Iteration 5Q (663.648366 sec): 3 clusters Score: Raw -868332.085638 + Penalty 3004.289780 = -865327.795858 nChanged 428 SP:Iteration 6Q (663.676853 sec): 3 clusters Score: Raw -868579.079350 + Penalty 3004.289780 = -865574.789571 nChanged 439 SP:Iteration 7Q (663.705222 sec): 3 clusters Score: Raw -868821.238496 + Penalty 3004.289780 = -865816.948717 nChanged 422 SP:Iteration 8Q (663.733680 sec): 3 clusters Score: Raw -869098.192148 + Penalty 3004.289780 = -866093.902368 nChanged 439 SP:Iteration 9Q (663.761997 sec): 3 clusters Score: Raw -869381.507123 + Penalty 3004.289780 = -866377.217343 nChanged 423 SP:Iteration 10Q (663.790235 sec): 3 clusters Score: Raw -869637.290875 + Penalty 3004.289780 = -866633.001096 nChanged 418 SP:Iteration 11Q (663.818294 sec): 3 clusters Score: Raw -869876.342560 + Penalty 3004.289780 = -866872.052781 nChanged 379 SP:Iteration 12Q (663.846153 sec): 3 clusters Score: Raw -870076.054781 + Penalty 3004.289780 = -867071.765001 nChanged 346 SP:Iteration 13Q (663.874412 sec): 3 clusters Score: Raw -870231.674199 + Penalty 3004.289780 = -867227.384419 nChanged 274 SP:Iteration 14Q (663.902181 sec): 3 clusters Score: Raw -870343.250149 + Penalty 3004.289780 = -867338.960369 nChanged 226 SP:Iteration 15Q (663.929910 sec): 3 clusters Score: Raw -870420.930261 + Penalty 3004.289780 = -867416.640482 nChanged 180 SP:Iteration 16Q (663.957717 sec): 3 clusters Score: Raw -870483.794928 + Penalty 3004.289780 = -867479.505148 nChanged 173 SP:Iteration 17Q (663.985540 sec): 3 clusters Score: Raw -870539.223900 + Penalty 3004.289780 = -867534.934120 nChanged 144 SP:Iteration 18Q (664.013386 sec): 3 clusters Score: Raw -870582.777188 + Penalty 3004.289780 = -867578.487408 nChanged 133 SP:Iteration 19Q (664.040907 sec): 3 clusters Score: Raw -870618.429355 + Penalty 3004.289780 = -867614.139576 nChanged 108 SP:Iteration 20F (664.069147 sec): 3 clusters Score: Raw -870646.389317 + Penalty 3004.289780 = -867642.099537 nChanged 96 SP:Iteration 21Q (664.096746 sec): 3 clusters Score: Raw -870673.220846 + Penalty 3004.289780 = -867668.931067 nChanged 94 SP:Iteration 22Q (664.124480 sec): 3 clusters Score: Raw -870697.729992 + Penalty 3004.289780 = -867693.440212 nChanged 82 SP:Iteration 23Q (664.152068 sec): 3 clusters Score: Raw -870714.566653 + Penalty 3004.289780 = -867710.276873 nChanged 68 SP:Iteration 24Q (664.179575 sec): 3 clusters Score: Raw -870727.338857 + Penalty 3004.289780 = -867723.049077 nChanged 68 SP:Iteration 25Q (664.207251 sec): 3 clusters Score: Raw -870738.674394 + Penalty 3004.289780 = -867734.384614 nChanged 51 SP:Iteration 26Q (664.234799 sec): 3 clusters Score: Raw -870747.472008 + Penalty 3004.289780 = -867743.182228 nChanged 44 SP:Iteration 27Q (664.262176 sec): 3 clusters Score: Raw -870755.783284 + Penalty 3004.289780 = -867751.493505 nChanged 51 SP:Iteration 28Q (664.289544 sec): 3 clusters Score: Raw -870764.171441 + Penalty 3004.289780 = -867759.881662 nChanged 53 SP:Iteration 29Q (664.317419 sec): 3 clusters Score: Raw -870773.676995 + Penalty 3004.289780 = -867769.387215 nChanged 44 SP:Iteration 30Q (664.345028 sec): 3 clusters Score: Raw -870780.618260 + Penalty 3004.289780 = -867776.328480 nChanged 43 SP:Iteration 31Q (664.372433 sec): 3 clusters Score: Raw -870786.651863 + Penalty 3004.289780 = -867782.362083 nChanged 31 SP:Iteration 32Q (664.400074 sec): 3 clusters Score: Raw -870791.791192 + Penalty 3004.289780 = -867787.501413 nChanged 31 SP:Iteration 33Q (664.427717 sec): 3 clusters Score: Raw -870796.049241 + Penalty 3004.289780 = -867791.759461 nChanged 30 SP:Iteration 34Q (664.455212 sec): 3 clusters Score: Raw -870799.920262 + Penalty 3004.289780 = -867795.630483 nChanged 29 SP:Iteration 35Q (664.482613 sec): 3 clusters Score: Raw -870804.015170 + Penalty 3004.289780 = -867799.725390 nChanged 30 SP:Iteration 36Q (664.510108 sec): 3 clusters Score: Raw -870808.230337 + Penalty 3004.289780 = -867803.940557 nChanged 28 SP:Iteration 37Q (664.537615 sec): 3 clusters Score: Raw -870812.536567 + Penalty 3004.289780 = -867808.246788 nChanged 33 SP:Iteration 38Q (664.565046 sec): 3 clusters Score: Raw -870817.246691 + Penalty 3004.289780 = -867812.956911 nChanged 31 SP:Iteration 39Q (664.592522 sec): 3 clusters Score: Raw -870822.458397 + Penalty 3004.289780 = -867818.168617 nChanged 33 SP:Iteration 40F (664.620729 sec): 3 clusters Score: Raw -870827.143668 + Penalty 3004.289780 = -867822.853888 nChanged 30 SP:Iteration 41Q (664.648328 sec): 3 clusters Score: Raw -870830.349042 + Penalty 3004.289780 = -867826.059262 nChanged 19 SP:Iteration 42Q (664.675754 sec): 3 clusters Score: Raw -870832.308395 + Penalty 3004.289780 = -867828.018615 nChanged 14 SP:Iteration 43Q (664.703120 sec): 3 clusters Score: Raw -870833.451867 + Penalty 3004.289780 = -867829.162087 nChanged 10 SP:Iteration 44Q (664.730552 sec): 3 clusters Score: Raw -870834.252317 + Penalty 3004.289780 = -867829.962537 nChanged 7 SP:Iteration 45Q (664.758110 sec): 3 clusters Score: Raw -870834.841056 + Penalty 3004.289780 = -867830.551277 nChanged 9 SP:Iteration 46Q (664.785558 sec): 3 clusters Score: Raw -870835.834507 + Penalty 3004.289780 = -867831.544728 nChanged 9 SP:Iteration 47Q (664.812980 sec): 3 clusters Score: Raw -870837.104499 + Penalty 3004.289780 = -867832.814720 nChanged 8 SP:Iteration 48Q (664.840423 sec): 3 clusters Score: Raw -870837.679498 + Penalty 3004.289780 = -867833.389718 nChanged 4 SP:Iteration 49Q (664.868116 sec): 3 clusters Score: Raw -870837.949819 + Penalty 3004.289780 = -867833.660039 nChanged 6 SP:Iteration 50Q (664.895533 sec): 3 clusters Score: Raw -870838.355952 + Penalty 3004.289780 = -867834.066173 nChanged 3 SP:Iteration 51Q (664.922878 sec): 3 clusters Score: Raw -870838.565686 + Penalty 3004.289780 = -867834.275906 nChanged 2 SP:Iteration 52Q (664.950387 sec): 3 clusters Score: Raw -870838.662864 + Penalty 3004.289780 = -867834.373085 nChanged 0 SP:Iteration 53F (664.978737 sec): 3 clusters Score: Raw -870838.662864 + Penalty 3004.289780 = -867834.373085 nChanged 0 Trying to split cluster 25 (15194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (665.006702 sec): 2 clusters Score: Raw -1267867.763595 + Penalty 1564.656582 = -1266303.107012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (665.042687 sec): 3 clusters Score: Raw -1258864.776414 + Penalty 3129.313165 = -1255735.463249 nChanged 6804 SP:Iteration 1F (665.077038 sec): 3 clusters Score: Raw -1262653.899040 + Penalty 3129.313165 = -1259524.585875 nChanged 809 SP:Iteration 2F (665.111553 sec): 3 clusters Score: Raw -1263013.580298 + Penalty 3129.313165 = -1259884.267133 nChanged 745 SP:Iteration 3Q (665.146650 sec): 3 clusters Score: Raw -1263304.499568 + Penalty 3129.313165 = -1260175.186403 nChanged 663 SP:Iteration 4Q (665.181482 sec): 3 clusters Score: Raw -1263598.963850 + Penalty 3129.313165 = -1260469.650686 nChanged 642 SP:Iteration 5Q (665.216421 sec): 3 clusters Score: Raw -1263902.459765 + Penalty 3129.313165 = -1260773.146600 nChanged 652 SP:Iteration 6Q (665.251311 sec): 3 clusters Score: Raw -1264237.702089 + Penalty 3129.313165 = -1261108.388924 nChanged 676 SP:Iteration 7Q (665.285992 sec): 3 clusters Score: Raw -1264600.290939 + Penalty 3129.313165 = -1261470.977774 nChanged 700 SP:Iteration 8Q (665.320632 sec): 3 clusters Score: Raw -1264982.192927 + Penalty 3129.313165 = -1261852.879762 nChanged 671 SP:Iteration 9Q (665.355169 sec): 3 clusters Score: Raw -1265420.558107 + Penalty 3129.313165 = -1262291.244942 nChanged 665 SP:Iteration 10Q (665.389487 sec): 3 clusters Score: Raw -1265872.129971 + Penalty 3129.313165 = -1262742.816806 nChanged 604 SP:Iteration 11Q (665.423385 sec): 3 clusters Score: Raw -1266278.372157 + Penalty 3129.313165 = -1263149.058992 nChanged 552 SP:Iteration 12Q (665.457057 sec): 3 clusters Score: Raw -1266616.222386 + Penalty 3129.313165 = -1263486.909221 nChanged 478 SP:Iteration 13Q (665.490235 sec): 3 clusters Score: Raw -1266891.719503 + Penalty 3129.313165 = -1263762.406338 nChanged 405 SP:Iteration 14Q (665.522983 sec): 3 clusters Score: Raw -1267119.767713 + Penalty 3129.313165 = -1263990.454548 nChanged 327 SP:Iteration 15Q (665.555200 sec): 3 clusters Score: Raw -1267304.087543 + Penalty 3129.313165 = -1264174.774378 nChanged 277 SP:Iteration 16Q (665.587263 sec): 3 clusters Score: Raw -1267459.100102 + Penalty 3129.313165 = -1264329.786937 nChanged 229 SP:Iteration 17Q (665.618943 sec): 3 clusters Score: Raw -1267598.044089 + Penalty 3129.313165 = -1264468.730924 nChanged 204 SP:Iteration 18Q (665.650441 sec): 3 clusters Score: Raw -1267702.965476 + Penalty 3129.313165 = -1264573.652311 nChanged 153 SP:Iteration 19Q (665.681798 sec): 3 clusters Score: Raw -1267780.120240 + Penalty 3129.313165 = -1264650.807075 nChanged 108 SP:Iteration 20F (665.716086 sec): 3 clusters Score: Raw -1267845.078122 + Penalty 3129.313165 = -1264715.764957 nChanged 115 SP:Iteration 21Q (665.747125 sec): 3 clusters Score: Raw -1267911.199926 + Penalty 3129.313165 = -1264781.886761 nChanged 98 SP:Iteration 22Q (665.777855 sec): 3 clusters Score: Raw -1267973.377182 + Penalty 3129.313165 = -1264844.064017 nChanged 95 SP:Iteration 23Q (665.808476 sec): 3 clusters Score: Raw -1268023.781438 + Penalty 3129.313165 = -1264894.468273 nChanged 76 SP:Iteration 24Q (665.838999 sec): 3 clusters Score: Raw -1268068.344992 + Penalty 3129.313165 = -1264939.031827 nChanged 62 SP:Iteration 25Q (665.869465 sec): 3 clusters Score: Raw -1268110.073697 + Penalty 3129.313165 = -1264980.760532 nChanged 56 SP:Iteration 26Q (665.899458 sec): 3 clusters Score: Raw -1268150.911417 + Penalty 3129.313165 = -1265021.598252 nChanged 45 SP:Iteration 27Q (665.929735 sec): 3 clusters Score: Raw -1268191.619132 + Penalty 3129.313165 = -1265062.305967 nChanged 41 SP:Iteration 28Q (665.959805 sec): 3 clusters Score: Raw -1268218.599065 + Penalty 3129.313165 = -1265089.285900 nChanged 39 SP:Iteration 29Q (665.989954 sec): 3 clusters Score: Raw -1268241.983579 + Penalty 3129.313165 = -1265112.670414 nChanged 26 SP:Iteration 30Q (666.019957 sec): 3 clusters Score: Raw -1268259.004330 + Penalty 3129.313165 = -1265129.691165 nChanged 21 SP:Iteration 31Q (666.049798 sec): 3 clusters Score: Raw -1268271.532166 + Penalty 3129.313165 = -1265142.219001 nChanged 27 SP:Iteration 32Q (666.079734 sec): 3 clusters Score: Raw -1268284.727836 + Penalty 3129.313165 = -1265155.414671 nChanged 22 SP:Iteration 33Q (666.109521 sec): 3 clusters Score: Raw -1268292.371277 + Penalty 3129.313165 = -1265163.058112 nChanged 12 SP:Iteration 34Q (666.139604 sec): 3 clusters Score: Raw -1268296.309820 + Penalty 3129.313165 = -1265166.996655 nChanged 7 SP:Iteration 35Q (666.169394 sec): 3 clusters Score: Raw -1268299.650294 + Penalty 3129.313165 = -1265170.337129 nChanged 5 SP:Iteration 36Q (666.199378 sec): 3 clusters Score: Raw -1268301.792244 + Penalty 3129.313165 = -1265172.479079 nChanged 3 SP:Iteration 37Q (666.229076 sec): 3 clusters Score: Raw -1268302.727129 + Penalty 3129.313165 = -1265173.413964 nChanged 3 SP:Iteration 38Q (666.258869 sec): 3 clusters Score: Raw -1268304.285380 + Penalty 3129.313165 = -1265174.972215 nChanged 2 SP:Iteration 39Q (666.288816 sec): 3 clusters Score: Raw -1268304.695392 + Penalty 3129.313165 = -1265175.382227 nChanged 2 SP:Iteration 40F (666.323155 sec): 3 clusters Score: Raw -1268305.232734 + Penalty 3129.313165 = -1265175.919569 nChanged 0 Trying to split cluster 26 (23098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.359822 sec): 2 clusters Score: Raw -1948733.478925 + Penalty 1632.718963 = -1947100.759961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (666.407707 sec): 3 clusters Score: Raw -1934724.009613 + Penalty 3265.437927 = -1931458.571686 nChanged 10617 SP:Iteration 1F (666.453243 sec): 3 clusters Score: Raw -1941075.204058 + Penalty 3265.437927 = -1937809.766131 nChanged 1491 SP:Iteration 2F (666.498842 sec): 3 clusters Score: Raw -1941896.432151 + Penalty 3265.437927 = -1938630.994225 nChanged 1575 SP:Iteration 3F (666.544328 sec): 3 clusters Score: Raw -1942810.873857 + Penalty 3265.437927 = -1939545.435931 nChanged 1556 SP:Iteration 4F (666.589894 sec): 3 clusters Score: Raw -1943735.094005 + Penalty 3265.437927 = -1940469.656078 nChanged 1447 SP:Iteration 5F (666.635471 sec): 3 clusters Score: Raw -1944542.916486 + Penalty 3265.437927 = -1941277.478560 nChanged 1209 SP:Iteration 6F (666.680810 sec): 3 clusters Score: Raw -1945123.485777 + Penalty 3265.437927 = -1941858.047850 nChanged 1003 SP:Iteration 7Q (666.727506 sec): 3 clusters Score: Raw -1945580.010914 + Penalty 3265.437927 = -1942314.572987 nChanged 827 SP:Iteration 8Q (666.773910 sec): 3 clusters Score: Raw -1945934.992332 + Penalty 3265.437927 = -1942669.554405 nChanged 723 SP:Iteration 9Q (666.820317 sec): 3 clusters Score: Raw -1946246.308485 + Penalty 3265.437927 = -1942980.870558 nChanged 643 SP:Iteration 10Q (666.877710 sec): 3 clusters Score: Raw -1946529.519590 + Penalty 3265.437927 = -1943264.081664 nChanged 603 SP:Iteration 11Q (666.924136 sec): 3 clusters Score: Raw -1946809.230329 + Penalty 3265.437927 = -1943543.792402 nChanged 557 SP:Iteration 12Q (666.970542 sec): 3 clusters Score: Raw -1947066.371051 + Penalty 3265.437927 = -1943800.933124 nChanged 494 SP:Iteration 13Q (667.016773 sec): 3 clusters Score: Raw -1947303.227944 + Penalty 3265.437927 = -1944037.790017 nChanged 452 SP:Iteration 14Q (667.062903 sec): 3 clusters Score: Raw -1947526.781213 + Penalty 3265.437927 = -1944261.343286 nChanged 426 SP:Iteration 15Q (667.108699 sec): 3 clusters Score: Raw -1947768.950577 + Penalty 3265.437927 = -1944503.512650 nChanged 364 SP:Iteration 16Q (667.154102 sec): 3 clusters Score: Raw -1948033.799345 + Penalty 3265.437927 = -1944768.361418 nChanged 329 SP:Iteration 17Q (667.198481 sec): 3 clusters Score: Raw -1948297.048431 + Penalty 3265.437927 = -1945031.610504 nChanged 269 SP:Iteration 18Q (667.241655 sec): 3 clusters Score: Raw -1948482.586606 + Penalty 3265.437927 = -1945217.148680 nChanged 198 SP:Iteration 19Q (667.283601 sec): 3 clusters Score: Raw -1948631.365490 + Penalty 3265.437927 = -1945365.927563 nChanged 179 SP:Iteration 20F (667.329152 sec): 3 clusters Score: Raw -1948781.602309 + Penalty 3265.437927 = -1945516.164383 nChanged 161 SP:Iteration 21Q (667.369979 sec): 3 clusters Score: Raw -1948891.709896 + Penalty 3265.437927 = -1945626.271970 nChanged 130 SP:Iteration 22Q (667.410396 sec): 3 clusters Score: Raw -1948959.452330 + Penalty 3265.437927 = -1945694.014404 nChanged 110 SP:Iteration 23Q (667.450445 sec): 3 clusters Score: Raw -1949018.302026 + Penalty 3265.437927 = -1945752.864100 nChanged 105 SP:Iteration 24Q (667.490277 sec): 3 clusters Score: Raw -1949066.442704 + Penalty 3265.437927 = -1945801.004778 nChanged 77 SP:Iteration 25Q (667.529682 sec): 3 clusters Score: Raw -1949101.289801 + Penalty 3265.437927 = -1945835.851874 nChanged 74 SP:Iteration 26Q (667.569176 sec): 3 clusters Score: Raw -1949132.886442 + Penalty 3265.437927 = -1945867.448515 nChanged 62 SP:Iteration 27Q (667.608716 sec): 3 clusters Score: Raw -1949155.350257 + Penalty 3265.437927 = -1945889.912330 nChanged 56 SP:Iteration 28Q (667.666238 sec): 3 clusters Score: Raw -1949172.557573 + Penalty 3265.437927 = -1945907.119646 nChanged 42 SP:Iteration 29Q (667.704793 sec): 3 clusters Score: Raw -1949185.955502 + Penalty 3265.437927 = -1945920.517576 nChanged 49 SP:Iteration 30Q (667.744048 sec): 3 clusters Score: Raw -1949201.530650 + Penalty 3265.437927 = -1945936.092723 nChanged 40 SP:Iteration 31Q (667.783147 sec): 3 clusters Score: Raw -1949212.700183 + Penalty 3265.437927 = -1945947.262256 nChanged 39 SP:Iteration 32Q (667.822084 sec): 3 clusters Score: Raw -1949225.354700 + Penalty 3265.437927 = -1945959.916774 nChanged 42 SP:Iteration 33Q (667.861372 sec): 3 clusters Score: Raw -1949239.784127 + Penalty 3265.437927 = -1945974.346200 nChanged 39 SP:Iteration 34Q (667.900213 sec): 3 clusters Score: Raw -1949251.818165 + Penalty 3265.437927 = -1945986.380238 nChanged 29 SP:Iteration 35Q (667.938928 sec): 3 clusters Score: Raw -1949259.882905 + Penalty 3265.437927 = -1945994.444978 nChanged 22 SP:Iteration 36Q (667.977918 sec): 3 clusters Score: Raw -1949265.393047 + Penalty 3265.437927 = -1945999.955120 nChanged 16 SP:Iteration 37Q (668.016712 sec): 3 clusters Score: Raw -1949269.399720 + Penalty 3265.437927 = -1946003.961793 nChanged 14 SP:Iteration 38Q (668.055412 sec): 3 clusters Score: Raw -1949273.945792 + Penalty 3265.437927 = -1946008.507866 nChanged 16 SP:Iteration 39Q (668.094399 sec): 3 clusters Score: Raw -1949278.244711 + Penalty 3265.437927 = -1946012.806784 nChanged 16 SP:Iteration 40F (668.160195 sec): 3 clusters Score: Raw -1949282.926025 + Penalty 3265.437927 = -1946017.488098 nChanged 16 SP:Iteration 41Q (668.198304 sec): 3 clusters Score: Raw -1949288.073903 + Penalty 3265.437927 = -1946022.635976 nChanged 13 SP:Iteration 42Q (668.237307 sec): 3 clusters Score: Raw -1949290.956713 + Penalty 3265.437927 = -1946025.518786 nChanged 11 SP:Iteration 43Q (668.276072 sec): 3 clusters Score: Raw -1949293.160707 + Penalty 3265.437927 = -1946027.722780 nChanged 6 SP:Iteration 44Q (668.314840 sec): 3 clusters Score: Raw -1949293.960112 + Penalty 3265.437927 = -1946028.522185 nChanged 0 SP:Iteration 45F (668.360393 sec): 3 clusters Score: Raw -1949293.960112 + Penalty 3265.437927 = -1946028.522185 nChanged 0 Trying to split cluster 27 (52320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.430421 sec): 2 clusters Score: Raw -4382639.137618 + Penalty 1765.584273 = -4380873.553345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.525872 sec): 3 clusters Score: Raw -4349435.641456 + Penalty 3531.168545 = -4345904.472910 nChanged 24520 SP:Iteration 1F (668.613732 sec): 3 clusters Score: Raw -4363394.983785 + Penalty 3531.168545 = -4359863.815240 nChanged 2185 SP:Iteration 2Q (668.706664 sec): 3 clusters Score: Raw -4364080.681979 + Penalty 3531.168545 = -4360549.513434 nChanged 2274 SP:Iteration 3Q (668.799352 sec): 3 clusters Score: Raw -4364918.979776 + Penalty 3531.168545 = -4361387.811231 nChanged 2535 SP:Iteration 4Q (668.892158 sec): 3 clusters Score: Raw -4366035.270812 + Penalty 3531.168545 = -4362504.102267 nChanged 2812 SP:Iteration 5F (668.979985 sec): 3 clusters Score: Raw -4367503.321989 + Penalty 3531.168545 = -4363972.153443 nChanged 3055 SP:Iteration 6F (669.067772 sec): 3 clusters Score: Raw -4369234.971432 + Penalty 3531.168545 = -4365703.802887 nChanged 3196 SP:Iteration 7F (669.155511 sec): 3 clusters Score: Raw -4371086.363187 + Penalty 3531.168545 = -4367555.194642 nChanged 3036 SP:Iteration 8F (669.243549 sec): 3 clusters Score: Raw -4372871.717057 + Penalty 3531.168545 = -4369340.548511 nChanged 2694 SP:Iteration 9F (669.331550 sec): 3 clusters Score: Raw -4374491.552787 + Penalty 3531.168545 = -4370960.384241 nChanged 2385 SP:Iteration 10Q (669.423144 sec): 3 clusters Score: Raw -4375933.220135 + Penalty 3531.168545 = -4372402.051589 nChanged 1907 SP:Iteration 11Q (669.514233 sec): 3 clusters Score: Raw -4376920.808366 + Penalty 3531.168545 = -4373389.639821 nChanged 1480 SP:Iteration 12Q (669.604250 sec): 3 clusters Score: Raw -4377561.663523 + Penalty 3531.168545 = -4374030.494978 nChanged 1148 SP:Iteration 13Q (669.693416 sec): 3 clusters Score: Raw -4377998.016722 + Penalty 3531.168545 = -4374466.848177 nChanged 912 SP:Iteration 14Q (669.781522 sec): 3 clusters Score: Raw -4378293.390953 + Penalty 3531.168545 = -4374762.222408 nChanged 845 SP:Iteration 15Q (669.869059 sec): 3 clusters Score: Raw -4378547.807655 + Penalty 3531.168545 = -4375016.639109 nChanged 768 SP:Iteration 16Q (669.955955 sec): 3 clusters Score: Raw -4378769.638669 + Penalty 3531.168545 = -4375238.470124 nChanged 768 SP:Iteration 17Q (670.042403 sec): 3 clusters Score: Raw -4378987.595846 + Penalty 3531.168545 = -4375456.427300 nChanged 745 SP:Iteration 18Q (670.128382 sec): 3 clusters Score: Raw -4379206.599298 + Penalty 3531.168545 = -4375675.430752 nChanged 775 SP:Iteration 19Q (670.213988 sec): 3 clusters Score: Raw -4379442.352204 + Penalty 3531.168545 = -4375911.183658 nChanged 760 SP:Iteration 20F (670.301893 sec): 3 clusters Score: Raw -4379662.336621 + Penalty 3531.168545 = -4376131.168076 nChanged 730 SP:Iteration 21Q (670.386851 sec): 3 clusters Score: Raw -4379872.411695 + Penalty 3531.168545 = -4376341.243150 nChanged 741 SP:Iteration 22Q (670.471237 sec): 3 clusters Score: Raw -4380106.760918 + Penalty 3531.168545 = -4376575.592372 nChanged 755 SP:Iteration 23Q (670.554963 sec): 3 clusters Score: Raw -4380342.922095 + Penalty 3531.168545 = -4376811.753549 nChanged 705 SP:Iteration 24Q (670.638296 sec): 3 clusters Score: Raw -4380556.590755 + Penalty 3531.168545 = -4377025.422210 nChanged 661 SP:Iteration 25Q (670.722017 sec): 3 clusters Score: Raw -4380749.576206 + Penalty 3531.168545 = -4377218.407660 nChanged 648 SP:Iteration 26Q (670.814757 sec): 3 clusters Score: Raw -4380948.448231 + Penalty 3531.168545 = -4377417.279686 nChanged 648 SP:Iteration 27Q (670.896554 sec): 3 clusters Score: Raw -4381154.234169 + Penalty 3531.168545 = -4377623.065624 nChanged 631 SP:Iteration 28Q (670.977953 sec): 3 clusters Score: Raw -4381361.677322 + Penalty 3531.168545 = -4377830.508777 nChanged 631 SP:Iteration 29Q (671.058653 sec): 3 clusters Score: Raw -4381588.943337 + Penalty 3531.168545 = -4378057.774791 nChanged 603 SP:Iteration 30Q (671.138980 sec): 3 clusters Score: Raw -4381805.517658 + Penalty 3531.168545 = -4378274.349113 nChanged 547 SP:Iteration 31Q (671.218771 sec): 3 clusters Score: Raw -4382005.409941 + Penalty 3531.168545 = -4378474.241395 nChanged 499 SP:Iteration 32Q (671.297997 sec): 3 clusters Score: Raw -4382189.296478 + Penalty 3531.168545 = -4378658.127932 nChanged 461 SP:Iteration 33Q (671.385999 sec): 3 clusters Score: Raw -4382374.980859 + Penalty 3531.168545 = -4378843.812313 nChanged 420 SP:Iteration 34Q (671.466918 sec): 3 clusters Score: Raw -4382538.435918 + Penalty 3531.168545 = -4379007.267373 nChanged 389 SP:Iteration 35Q (671.544698 sec): 3 clusters Score: Raw -4382690.024933 + Penalty 3531.168545 = -4379158.856387 nChanged 320 SP:Iteration 36Q (671.621991 sec): 3 clusters Score: Raw -4382818.463753 + Penalty 3531.168545 = -4379287.295208 nChanged 273 SP:Iteration 37Q (671.698818 sec): 3 clusters Score: Raw -4382925.936975 + Penalty 3531.168545 = -4379394.768430 nChanged 265 SP:Iteration 38Q (671.775434 sec): 3 clusters Score: Raw -4383042.871511 + Penalty 3531.168545 = -4379511.702966 nChanged 220 SP:Iteration 39Q (671.851404 sec): 3 clusters Score: Raw -4383133.708661 + Penalty 3531.168545 = -4379602.540116 nChanged 193 SP:Iteration 40F (671.939062 sec): 3 clusters Score: Raw -4383210.322177 + Penalty 3531.168545 = -4379679.153632 nChanged 163 SP:Iteration 41Q (672.014521 sec): 3 clusters Score: Raw -4383278.048838 + Penalty 3531.168545 = -4379746.880292 nChanged 133 SP:Iteration 42Q (672.089550 sec): 3 clusters Score: Raw -4383325.328942 + Penalty 3531.168545 = -4379794.160396 nChanged 102 SP:Iteration 43Q (672.164447 sec): 3 clusters Score: Raw -4383356.977487 + Penalty 3531.168545 = -4379825.808941 nChanged 84 SP:Iteration 44Q (672.239132 sec): 3 clusters Score: Raw -4383382.072737 + Penalty 3531.168545 = -4379850.904191 nChanged 72 SP:Iteration 45Q (672.313816 sec): 3 clusters Score: Raw -4383397.100516 + Penalty 3531.168545 = -4379865.931970 nChanged 54 SP:Iteration 46Q (672.388313 sec): 3 clusters Score: Raw -4383409.516019 + Penalty 3531.168545 = -4379878.347473 nChanged 47 SP:Iteration 47Q (672.462618 sec): 3 clusters Score: Raw -4383418.485125 + Penalty 3531.168545 = -4379887.316579 nChanged 26 SP:Iteration 48Q (672.537237 sec): 3 clusters Score: Raw -4383422.403319 + Penalty 3531.168545 = -4379891.234773 nChanged 19 SP:Iteration 49Q (672.611319 sec): 3 clusters Score: Raw -4383425.200195 + Penalty 3531.168545 = -4379894.031649 nChanged 19 SP:Iteration 50Q (672.685767 sec): 3 clusters Score: Raw -4383427.611452 + Penalty 3531.168545 = -4379896.442906 nChanged 15 SP:Iteration 51Q (672.760001 sec): 3 clusters Score: Raw -4383429.842176 + Penalty 3531.168545 = -4379898.673630 nChanged 15 SP:Iteration 52Q (672.834291 sec): 3 clusters Score: Raw -4383431.505781 + Penalty 3531.168545 = -4379900.337235 nChanged 7 SP:Iteration 53Q (672.908357 sec): 3 clusters Score: Raw -4383432.295306 + Penalty 3531.168545 = -4379901.126760 nChanged 5 SP:Iteration 54Q (672.982542 sec): 3 clusters Score: Raw -4383432.904101 + Penalty 3531.168545 = -4379901.735555 nChanged 5 SP:Iteration 55Q (673.056551 sec): 3 clusters Score: Raw -4383433.833663 + Penalty 3531.168545 = -4379902.665117 nChanged 7 SP:Iteration 56Q (673.130590 sec): 3 clusters Score: Raw -4383434.913599 + Penalty 3531.168545 = -4379903.745053 nChanged 7 SP:Iteration 57Q (673.204862 sec): 3 clusters Score: Raw -4383435.781529 + Penalty 3531.168545 = -4379904.612984 nChanged 9 SP:Iteration 58Q (673.278977 sec): 3 clusters Score: Raw -4383437.065762 + Penalty 3531.168545 = -4379905.897217 nChanged 4 SP:Iteration 59Q (673.353266 sec): 3 clusters Score: Raw -4383437.775503 + Penalty 3531.168545 = -4379906.606957 nChanged 6 SP:Iteration 60F (673.441078 sec): 3 clusters Score: Raw -4383438.567494 + Penalty 3531.168545 = -4379907.398949 nChanged 4 SP:Iteration 61Q (673.515168 sec): 3 clusters Score: Raw -4383439.151040 + Penalty 3531.168545 = -4379907.982495 nChanged 2 SP:Iteration 62Q (673.589183 sec): 3 clusters Score: Raw -4383439.343647 + Penalty 3531.168545 = -4379908.175101 nChanged 0 SP:Iteration 63F (673.676840 sec): 3 clusters Score: Raw -4383439.343647 + Penalty 3531.168545 = -4379908.175101 nChanged 0 Trying to split cluster 28 (1840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (673.682763 sec): 2 clusters Score: Raw -146840.119745 + Penalty 1221.597138 = -145618.522607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (673.692778 sec): 3 clusters Score: Raw -146065.522589 + Penalty 2443.194276 = -143622.328313 nChanged 623 SP:Iteration 1F (673.702135 sec): 3 clusters Score: Raw -146508.633673 + Penalty 2443.194276 = -144065.439396 nChanged 130 SP:Iteration 2F (673.711415 sec): 3 clusters Score: Raw -146615.669829 + Penalty 2443.194276 = -144172.475553 nChanged 95 SP:Iteration 3F (673.720778 sec): 3 clusters Score: Raw -146698.316990 + Penalty 2443.194276 = -144255.122714 nChanged 79 SP:Iteration 4Q (673.730137 sec): 3 clusters Score: Raw -146755.816450 + Penalty 2443.194276 = -144312.622174 nChanged 56 SP:Iteration 5Q (673.739502 sec): 3 clusters Score: Raw -146794.199058 + Penalty 2443.194276 = -144351.004781 nChanged 40 SP:Iteration 6Q (673.748736 sec): 3 clusters Score: Raw -146823.575107 + Penalty 2443.194276 = -144380.380830 nChanged 34 SP:Iteration 7Q (673.758123 sec): 3 clusters Score: Raw -146844.592194 + Penalty 2443.194276 = -144401.397918 nChanged 28 SP:Iteration 8Q (673.767434 sec): 3 clusters Score: Raw -146863.428676 + Penalty 2443.194276 = -144420.234399 nChanged 18 SP:Iteration 9Q (673.776798 sec): 3 clusters Score: Raw -146874.255925 + Penalty 2443.194276 = -144431.061648 nChanged 15 SP:Iteration 10Q (673.786042 sec): 3 clusters Score: Raw -146884.340044 + Penalty 2443.194276 = -144441.145767 nChanged 18 SP:Iteration 11Q (673.795336 sec): 3 clusters Score: Raw -146893.850847 + Penalty 2443.194276 = -144450.656570 nChanged 17 SP:Iteration 12Q (673.804640 sec): 3 clusters Score: Raw -146903.323648 + Penalty 2443.194276 = -144460.129371 nChanged 7 SP:Iteration 13Q (673.813831 sec): 3 clusters Score: Raw -146908.317078 + Penalty 2443.194276 = -144465.122802 nChanged 14 SP:Iteration 14Q (673.823034 sec): 3 clusters Score: Raw -146918.079758 + Penalty 2443.194276 = -144474.885482 nChanged 16 SP:Iteration 15Q (673.832287 sec): 3 clusters Score: Raw -146926.611322 + Penalty 2443.194276 = -144483.417046 nChanged 18 SP:Iteration 16Q (673.841594 sec): 3 clusters Score: Raw -146935.888958 + Penalty 2443.194276 = -144492.694682 nChanged 14 SP:Iteration 17Q (673.851646 sec): 3 clusters Score: Raw -146941.772883 + Penalty 2443.194276 = -144498.578607 nChanged 8 SP:Iteration 18Q (673.860873 sec): 3 clusters Score: Raw -146944.600996 + Penalty 2443.194276 = -144501.406720 nChanged 4 SP:Iteration 19Q (673.870032 sec): 3 clusters Score: Raw -146946.228597 + Penalty 2443.194276 = -144503.034321 nChanged 5 SP:Iteration 20F (673.879361 sec): 3 clusters Score: Raw -146948.738531 + Penalty 2443.194276 = -144505.544255 nChanged 5 SP:Iteration 21Q (673.888637 sec): 3 clusters Score: Raw -146950.647885 + Penalty 2443.194276 = -144507.453609 nChanged 3 SP:Iteration 22Q (673.897894 sec): 3 clusters Score: Raw -146952.485595 + Penalty 2443.194276 = -144509.291319 nChanged 4 SP:Iteration 23Q (673.907146 sec): 3 clusters Score: Raw -146954.140247 + Penalty 2443.194276 = -144510.945971 nChanged 4 SP:Iteration 24Q (673.916375 sec): 3 clusters Score: Raw -146957.529105 + Penalty 2443.194276 = -144514.334828 nChanged 3 SP:Iteration 25Q (673.925640 sec): 3 clusters Score: Raw -146959.352742 + Penalty 2443.194276 = -144516.158465 nChanged 3 SP:Iteration 26Q (673.934895 sec): 3 clusters Score: Raw -146960.347969 + Penalty 2443.194276 = -144517.153692 nChanged 3 SP:Iteration 27Q (673.944069 sec): 3 clusters Score: Raw -146961.631835 + Penalty 2443.194276 = -144518.437559 nChanged 5 SP:Iteration 28Q (673.953314 sec): 3 clusters Score: Raw -146964.407235 + Penalty 2443.194276 = -144521.212959 nChanged 5 SP:Iteration 29Q (673.962548 sec): 3 clusters Score: Raw -146966.600472 + Penalty 2443.194276 = -144523.406195 nChanged 8 SP:Iteration 30Q (673.971817 sec): 3 clusters Score: Raw -146970.166597 + Penalty 2443.194276 = -144526.972321 nChanged 7 SP:Iteration 31Q (673.981048 sec): 3 clusters Score: Raw -146973.302070 + Penalty 2443.194276 = -144530.107794 nChanged 8 SP:Iteration 32Q (673.990283 sec): 3 clusters Score: Raw -146979.130639 + Penalty 2443.194276 = -144535.936362 nChanged 6 SP:Iteration 33Q (673.999550 sec): 3 clusters Score: Raw -146982.412617 + Penalty 2443.194276 = -144539.218341 nChanged 8 SP:Iteration 34Q (674.008756 sec): 3 clusters Score: Raw -146987.691960 + Penalty 2443.194276 = -144544.497684 nChanged 16 SP:Iteration 35Q (674.017976 sec): 3 clusters Score: Raw -146999.658461 + Penalty 2443.194276 = -144556.464184 nChanged 16 SP:Iteration 36Q (674.027232 sec): 3 clusters Score: Raw -147013.138595 + Penalty 2443.194276 = -144569.944319 nChanged 20 SP:Iteration 37Q (674.036463 sec): 3 clusters Score: Raw -147025.558934 + Penalty 2443.194276 = -144582.364657 nChanged 17 SP:Iteration 38Q (674.045680 sec): 3 clusters Score: Raw -147041.568995 + Penalty 2443.194276 = -144598.374719 nChanged 23 SP:Iteration 39Q (674.054903 sec): 3 clusters Score: Raw -147059.138590 + Penalty 2443.194276 = -144615.944314 nChanged 21 SP:Iteration 40F (674.064172 sec): 3 clusters Score: Raw -147074.278908 + Penalty 2443.194276 = -144631.084631 nChanged 15 SP:Iteration 41Q (674.073375 sec): 3 clusters Score: Raw -147085.481635 + Penalty 2443.194276 = -144642.287359 nChanged 18 SP:Iteration 42Q (674.082549 sec): 3 clusters Score: Raw -147099.882070 + Penalty 2443.194276 = -144656.687794 nChanged 27 SP:Iteration 43Q (674.091751 sec): 3 clusters Score: Raw -147118.061583 + Penalty 2443.194276 = -144674.867307 nChanged 24 SP:Iteration 44Q (674.100850 sec): 3 clusters Score: Raw -147132.094237 + Penalty 2443.194276 = -144688.899960 nChanged 20 SP:Iteration 45Q (674.110006 sec): 3 clusters Score: Raw -147145.751921 + Penalty 2443.194276 = -144702.557645 nChanged 16 SP:Iteration 46Q (674.119146 sec): 3 clusters Score: Raw -147155.822932 + Penalty 2443.194276 = -144712.628656 nChanged 15 SP:Iteration 47Q (674.127806 sec): 3 clusters Score: Raw -147163.150021 + Penalty 2443.194276 = -144719.955744 nChanged 10 SP:Iteration 48Q (674.136958 sec): 3 clusters Score: Raw -147168.186982 + Penalty 2443.194276 = -144724.992705 nChanged 6 SP:Iteration 49Q (674.146117 sec): 3 clusters Score: Raw -147172.607894 + Penalty 2443.194276 = -144729.413617 nChanged 5 SP:Iteration 50Q (674.155298 sec): 3 clusters Score: Raw -147176.031103 + Penalty 2443.194276 = -144732.836827 nChanged 2 SP:Iteration 51Q (674.164378 sec): 3 clusters Score: Raw -147176.849382 + Penalty 2443.194276 = -144733.655106 nChanged 2 SP:Iteration 52Q (674.173522 sec): 3 clusters Score: Raw -147177.948313 + Penalty 2443.194276 = -144734.754036 nChanged 2 SP:Iteration 53Q (674.182584 sec): 3 clusters Score: Raw -147179.235255 + Penalty 2443.194276 = -144736.040979 nChanged 1 SP:Iteration 54Q (674.191727 sec): 3 clusters Score: Raw -147179.535312 + Penalty 2443.194276 = -144736.341035 nChanged 2 SP:Iteration 55Q (674.200870 sec): 3 clusters Score: Raw -147180.928353 + Penalty 2443.194276 = -144737.734076 nChanged 2 SP:Iteration 56Q (674.210014 sec): 3 clusters Score: Raw -147181.713554 + Penalty 2443.194276 = -144738.519278 nChanged 2 SP:Iteration 57Q (674.219154 sec): 3 clusters Score: Raw -147182.351526 + Penalty 2443.194276 = -144739.157250 nChanged 1 SP:Iteration 58Q (674.228269 sec): 3 clusters Score: Raw -147182.951338 + Penalty 2443.194276 = -144739.757062 nChanged 1 SP:Iteration 59Q (674.237391 sec): 3 clusters Score: Raw -147183.249637 + Penalty 2443.194276 = -144740.055361 nChanged 0 SP:Iteration 60F (674.246682 sec): 3 clusters Score: Raw -147183.249637 + Penalty 2443.194276 = -144740.055361 nChanged 0 Iteration 179Q (676.423929 sec): 28 clusters Score: Raw -23025879.967400 + Penalty 55155.264434 = -22970724.702966 nChanged 10 Iteration 180F (680.987139 sec): 28 clusters Score: Raw -23025880.883985 + Penalty 55155.264434 = -22970725.619551 nChanged 10 Iteration 181Q (683.189450 sec): 28 clusters Score: Raw -23025882.022827 + Penalty 55155.264434 = -22970726.758393 nChanged 11 Iteration 182Q (685.353438 sec): 28 clusters Score: Raw -23025883.514119 + Penalty 55155.264434 = -22970728.249685 nChanged 12 Iteration 183Q (687.512336 sec): 28 clusters Score: Raw -23025884.853742 + Penalty 55155.264434 = -22970729.589308 nChanged 9 Iteration 184Q (689.696170 sec): 28 clusters Score: Raw -23025885.423938 + Penalty 55155.264434 = -22970730.159504 nChanged 5 Iteration 185Q (691.856305 sec): 28 clusters Score: Raw -23025885.762218 + Penalty 55155.264434 = -22970730.497784 nChanged 3 Iteration 186Q (694.034600 sec): 28 clusters Score: Raw -23025886.071034 + Penalty 55155.264434 = -22970730.806600 nChanged 6 Iteration 187Q (696.194046 sec): 28 clusters Score: Raw -23025886.634243 + Penalty 55155.264434 = -22970731.369808 nChanged 10 Iteration 188Q (698.352776 sec): 28 clusters Score: Raw -23025887.651457 + Penalty 55155.264434 = -22970732.387023 nChanged 10 Iteration 189Q (700.536780 sec): 28 clusters Score: Raw -23025888.790240 + Penalty 55155.264434 = -22970733.525806 nChanged 7 Iteration 190Q (702.705457 sec): 28 clusters Score: Raw -23025889.461029 + Penalty 55155.264434 = -22970734.196595 nChanged 5 Iteration 191Q (704.865216 sec): 28 clusters Score: Raw -23025889.811907 + Penalty 55155.264434 = -22970734.547473 nChanged 5 Iteration 192Q (707.026087 sec): 28 clusters Score: Raw -23025890.319053 + Penalty 55155.264434 = -22970735.054619 nChanged 8 Iteration 193Q (709.186207 sec): 28 clusters Score: Raw -23025890.854333 + Penalty 55155.264434 = -22970735.589899 nChanged 8 Iteration 194Q (711.360638 sec): 28 clusters Score: Raw -23025891.385862 + Penalty 55155.264434 = -22970736.121428 nChanged 5 Iteration 195Q (713.526501 sec): 28 clusters Score: Raw -23025892.008661 + Penalty 55155.264434 = -22970736.744226 nChanged 9 Iteration 196Q (715.693217 sec): 28 clusters Score: Raw -23025892.873941 + Penalty 55155.264434 = -22970737.609507 nChanged 13 Iteration 197Q (717.853453 sec): 28 clusters Score: Raw -23025895.174448 + Penalty 55155.264434 = -22970739.910014 nChanged 15 Iteration 198Q (720.022041 sec): 28 clusters Score: Raw -23025897.068272 + Penalty 55155.264434 = -22970741.803838 nChanged 15 Iteration 199Q (722.181848 sec): 28 clusters Score: Raw -23025898.973922 + Penalty 55155.264434 = -22970743.709488 nChanged 9 Iteration 200F (726.745812 sec): 28 clusters Score: Raw -23025899.920955 + Penalty 55155.264434 = -22970744.656521 nChanged 9 Iteration 201Q (728.906381 sec): 28 clusters Score: Raw -23025900.494515 + Penalty 55155.264434 = -22970745.230081 nChanged 12 Iteration 202Q (731.069746 sec): 28 clusters Score: Raw -23025901.509129 + Penalty 55155.264434 = -22970746.244695 nChanged 12 Iteration 203Q (733.229113 sec): 28 clusters Score: Raw -23025902.483358 + Penalty 55155.264434 = -22970747.218924 nChanged 12 Iteration 204Q (735.440253 sec): 28 clusters Score: Raw -23025903.693015 + Penalty 55155.264434 = -22970748.428581 nChanged 15 Iteration 205Q (737.601422 sec): 28 clusters Score: Raw -23025904.675635 + Penalty 55155.264434 = -22970749.411201 nChanged 13 Iteration 206Q (739.763469 sec): 28 clusters Score: Raw -23025906.428356 + Penalty 55155.264434 = -22970751.163922 nChanged 13 Iteration 207Q (741.928156 sec): 28 clusters Score: Raw -23025907.945169 + Penalty 55155.264434 = -22970752.680735 nChanged 17 Iteration 208Q (744.090695 sec): 28 clusters Score: Raw -23025910.981517 + Penalty 55155.264434 = -22970755.717083 nChanged 28 Iteration 209Q (746.249797 sec): 28 clusters Score: Raw -23025916.264420 + Penalty 55155.264434 = -22970760.999986 nChanged 24 Iteration 210Q (748.528993 sec): 28 clusters Score: Raw -23025922.285960 + Penalty 55155.264434 = -22970767.021526 nChanged 26 Iteration 211Q (750.687881 sec): 28 clusters Score: Raw -23025926.582562 + Penalty 55155.264434 = -22970771.318128 nChanged 28 Iteration 212Q (752.846784 sec): 28 clusters Score: Raw -23025931.385827 + Penalty 55155.264434 = -22970776.121393 nChanged 28 Iteration 213Q (755.006956 sec): 28 clusters Score: Raw -23025936.839989 + Penalty 55155.264434 = -22970781.575555 nChanged 29 Iteration 214Q (757.165826 sec): 28 clusters Score: Raw -23025941.527337 + Penalty 55155.264434 = -22970786.262903 nChanged 21 Iteration 215Q (759.346556 sec): 28 clusters Score: Raw -23025945.268744 + Penalty 55155.264434 = -22970790.004309 nChanged 22 Iteration 216Q (761.508515 sec): 28 clusters Score: Raw -23025950.515906 + Penalty 55155.264434 = -22970795.251472 nChanged 22 Iteration 217Q (763.671891 sec): 28 clusters Score: Raw -23025954.624611 + Penalty 55155.264434 = -22970799.360177 nChanged 27 Iteration 218Q (765.831552 sec): 28 clusters Score: Raw -23025959.285962 + Penalty 55155.264434 = -22970804.021528 nChanged 19 Writing temp clu file Because OldScore, -22970799.360177, is greater than current (better) Score,-22970804.021528 Compute initial score before splitting: Score: Raw -23025959.285962 + Penalty 55155.264434 = -22970804.021528 Trying to split cluster 1 (6392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (765.892776 sec): 2 clusters Score: Raw -524740.609518 + Penalty 1423.955404 = -523316.654114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (765.915888 sec): 3 clusters Score: Raw -521321.274196 + Penalty 2847.910808 = -518473.363388 nChanged 2628 SP:Iteration 1F (765.938466 sec): 3 clusters Score: Raw -522874.379203 + Penalty 2847.910808 = -520026.468395 nChanged 484 SP:Iteration 2F (765.961136 sec): 3 clusters Score: Raw -523214.033280 + Penalty 2847.910808 = -520366.122472 nChanged 460 SP:Iteration 3F (765.983738 sec): 3 clusters Score: Raw -523548.159738 + Penalty 2847.910808 = -520700.248930 nChanged 403 SP:Iteration 4F (766.006486 sec): 3 clusters Score: Raw -523849.130421 + Penalty 2847.910808 = -521001.219613 nChanged 345 SP:Iteration 5F (766.028925 sec): 3 clusters Score: Raw -524088.749299 + Penalty 2847.910808 = -521240.838491 nChanged 302 SP:Iteration 6Q (766.051472 sec): 3 clusters Score: Raw -524267.819839 + Penalty 2847.910808 = -521419.909031 nChanged 245 SP:Iteration 7Q (766.073928 sec): 3 clusters Score: Raw -524418.502336 + Penalty 2847.910808 = -521570.591527 nChanged 194 SP:Iteration 8Q (766.096302 sec): 3 clusters Score: Raw -524524.684387 + Penalty 2847.910808 = -521676.773579 nChanged 159 SP:Iteration 9Q (766.118965 sec): 3 clusters Score: Raw -524612.560066 + Penalty 2847.910808 = -521764.649257 nChanged 133 SP:Iteration 10Q (766.141410 sec): 3 clusters Score: Raw -524688.123775 + Penalty 2847.910808 = -521840.212967 nChanged 124 SP:Iteration 11Q (766.163986 sec): 3 clusters Score: Raw -524757.129586 + Penalty 2847.910808 = -521909.218778 nChanged 108 SP:Iteration 12Q (766.186404 sec): 3 clusters Score: Raw -524811.864038 + Penalty 2847.910808 = -521963.953229 nChanged 105 SP:Iteration 13Q (766.208551 sec): 3 clusters Score: Raw -524867.403228 + Penalty 2847.910808 = -522019.492420 nChanged 97 SP:Iteration 14Q (766.230720 sec): 3 clusters Score: Raw -524919.456476 + Penalty 2847.910808 = -522071.545668 nChanged 86 SP:Iteration 15Q (766.252804 sec): 3 clusters Score: Raw -524968.792394 + Penalty 2847.910808 = -522120.881586 nChanged 74 SP:Iteration 16Q (766.274853 sec): 3 clusters Score: Raw -525007.405541 + Penalty 2847.910808 = -522159.494732 nChanged 58 SP:Iteration 17Q (766.296713 sec): 3 clusters Score: Raw -525031.274086 + Penalty 2847.910808 = -522183.363278 nChanged 52 SP:Iteration 18Q (766.318510 sec): 3 clusters Score: Raw -525051.593203 + Penalty 2847.910808 = -522203.682395 nChanged 33 SP:Iteration 19Q (766.340198 sec): 3 clusters Score: Raw -525064.138314 + Penalty 2847.910808 = -522216.227505 nChanged 45 SP:Iteration 20F (766.362809 sec): 3 clusters Score: Raw -525084.242918 + Penalty 2847.910808 = -522236.332110 nChanged 31 SP:Iteration 21Q (766.393478 sec): 3 clusters Score: Raw -525097.930986 + Penalty 2847.910808 = -522250.020178 nChanged 33 SP:Iteration 22Q (766.414829 sec): 3 clusters Score: Raw -525111.526212 + Penalty 2847.910808 = -522263.615404 nChanged 31 SP:Iteration 23Q (766.436477 sec): 3 clusters Score: Raw -525121.451174 + Penalty 2847.910808 = -522273.540365 nChanged 21 SP:Iteration 24Q (766.457979 sec): 3 clusters Score: Raw -525128.684009 + Penalty 2847.910808 = -522280.773200 nChanged 19 SP:Iteration 25Q (766.479574 sec): 3 clusters Score: Raw -525135.200835 + Penalty 2847.910808 = -522287.290027 nChanged 13 SP:Iteration 26Q (766.500983 sec): 3 clusters Score: Raw -525139.389195 + Penalty 2847.910808 = -522291.478387 nChanged 14 SP:Iteration 27Q (766.522525 sec): 3 clusters Score: Raw -525143.822062 + Penalty 2847.910808 = -522295.911254 nChanged 16 SP:Iteration 28Q (766.543926 sec): 3 clusters Score: Raw -525148.778590 + Penalty 2847.910808 = -522300.867782 nChanged 9 SP:Iteration 29Q (766.565439 sec): 3 clusters Score: Raw -525151.292497 + Penalty 2847.910808 = -522303.381689 nChanged 7 SP:Iteration 30Q (766.587092 sec): 3 clusters Score: Raw -525153.219988 + Penalty 2847.910808 = -522305.309180 nChanged 6 SP:Iteration 31Q (766.608695 sec): 3 clusters Score: Raw -525154.441196 + Penalty 2847.910808 = -522306.530387 nChanged 4 SP:Iteration 32Q (766.629987 sec): 3 clusters Score: Raw -525155.557634 + Penalty 2847.910808 = -522307.646825 nChanged 2 SP:Iteration 33Q (766.651325 sec): 3 clusters Score: Raw -525155.937472 + Penalty 2847.910808 = -522308.026664 nChanged 2 SP:Iteration 34Q (766.672854 sec): 3 clusters Score: Raw -525156.471860 + Penalty 2847.910808 = -522308.561052 nChanged 3 SP:Iteration 35Q (766.694444 sec): 3 clusters Score: Raw -525157.056831 + Penalty 2847.910808 = -522309.146022 nChanged 3 SP:Iteration 36Q (766.715882 sec): 3 clusters Score: Raw -525157.961864 + Penalty 2847.910808 = -522310.051055 nChanged 2 SP:Iteration 37Q (766.737196 sec): 3 clusters Score: Raw -525158.382681 + Penalty 2847.910808 = -522310.471872 nChanged 0 SP:Iteration 38F (766.759823 sec): 3 clusters Score: Raw -525158.382681 + Penalty 2847.910808 = -522310.471872 nChanged 0 Trying to split cluster 2 (5242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.778175 sec): 2 clusters Score: Raw -432778.044295 + Penalty 1391.724487 = -431386.319807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.799719 sec): 3 clusters Score: Raw -430104.450712 + Penalty 2783.448975 = -427321.001738 nChanged 2111 SP:Iteration 1F (766.821022 sec): 3 clusters Score: Raw -431340.008394 + Penalty 2783.448975 = -428556.559419 nChanged 451 SP:Iteration 2F (766.842148 sec): 3 clusters Score: Raw -431690.486314 + Penalty 2783.448975 = -428907.037340 nChanged 369 SP:Iteration 3F (766.863138 sec): 3 clusters Score: Raw -431981.413178 + Penalty 2783.448975 = -429197.964203 nChanged 350 SP:Iteration 4F (766.884412 sec): 3 clusters Score: Raw -432261.290719 + Penalty 2783.448975 = -429477.841744 nChanged 328 SP:Iteration 5F (766.905590 sec): 3 clusters Score: Raw -432522.786046 + Penalty 2783.448975 = -429739.337071 nChanged 271 SP:Iteration 6F (766.926688 sec): 3 clusters Score: Raw -432745.195877 + Penalty 2783.448975 = -429961.746902 nChanged 220 SP:Iteration 7Q (766.947672 sec): 3 clusters Score: Raw -432912.884945 + Penalty 2783.448975 = -430129.435970 nChanged 194 SP:Iteration 8Q (766.968925 sec): 3 clusters Score: Raw -433036.126859 + Penalty 2783.448975 = -430252.677884 nChanged 130 SP:Iteration 9Q (766.990188 sec): 3 clusters Score: Raw -433125.444877 + Penalty 2783.448975 = -430341.995903 nChanged 120 SP:Iteration 10Q (767.011342 sec): 3 clusters Score: Raw -433206.968414 + Penalty 2783.448975 = -430423.519439 nChanged 110 SP:Iteration 11Q (767.032338 sec): 3 clusters Score: Raw -433262.070644 + Penalty 2783.448975 = -430478.621669 nChanged 62 SP:Iteration 12Q (767.053031 sec): 3 clusters Score: Raw -433287.892515 + Penalty 2783.448975 = -430504.443541 nChanged 48 SP:Iteration 13Q (767.073995 sec): 3 clusters Score: Raw -433307.710954 + Penalty 2783.448975 = -430524.261979 nChanged 37 SP:Iteration 14Q (767.094958 sec): 3 clusters Score: Raw -433322.307639 + Penalty 2783.448975 = -430538.858664 nChanged 27 SP:Iteration 15Q (767.115698 sec): 3 clusters Score: Raw -433331.993673 + Penalty 2783.448975 = -430548.544699 nChanged 18 SP:Iteration 16Q (767.136534 sec): 3 clusters Score: Raw -433337.763496 + Penalty 2783.448975 = -430554.314522 nChanged 11 SP:Iteration 17Q (767.157509 sec): 3 clusters Score: Raw -433341.446315 + Penalty 2783.448975 = -430557.997340 nChanged 13 SP:Iteration 18Q (767.178312 sec): 3 clusters Score: Raw -433346.306658 + Penalty 2783.448975 = -430562.857683 nChanged 12 SP:Iteration 19Q (767.199116 sec): 3 clusters Score: Raw -433349.804514 + Penalty 2783.448975 = -430566.355539 nChanged 14 SP:Iteration 20F (767.220426 sec): 3 clusters Score: Raw -433354.856024 + Penalty 2783.448975 = -430571.407049 nChanged 17 SP:Iteration 21Q (767.241287 sec): 3 clusters Score: Raw -433360.773584 + Penalty 2783.448975 = -430577.324609 nChanged 13 SP:Iteration 22Q (767.261925 sec): 3 clusters Score: Raw -433364.502604 + Penalty 2783.448975 = -430581.053630 nChanged 5 SP:Iteration 23Q (767.282447 sec): 3 clusters Score: Raw -433366.854967 + Penalty 2783.448975 = -430583.405992 nChanged 7 SP:Iteration 24Q (767.303246 sec): 3 clusters Score: Raw -433369.651237 + Penalty 2783.448975 = -430586.202262 nChanged 11 SP:Iteration 25Q (767.323867 sec): 3 clusters Score: Raw -433371.955259 + Penalty 2783.448975 = -430588.506284 nChanged 7 SP:Iteration 26Q (767.344426 sec): 3 clusters Score: Raw -433373.344586 + Penalty 2783.448975 = -430589.895611 nChanged 7 SP:Iteration 27Q (767.365182 sec): 3 clusters Score: Raw -433375.583497 + Penalty 2783.448975 = -430592.134522 nChanged 6 SP:Iteration 28Q (767.385885 sec): 3 clusters Score: Raw -433376.678484 + Penalty 2783.448975 = -430593.229509 nChanged 6 SP:Iteration 29Q (767.406564 sec): 3 clusters Score: Raw -433378.064990 + Penalty 2783.448975 = -430594.616015 nChanged 6 SP:Iteration 30Q (767.427302 sec): 3 clusters Score: Raw -433380.093714 + Penalty 2783.448975 = -430596.644739 nChanged 12 SP:Iteration 31Q (767.447892 sec): 3 clusters Score: Raw -433385.231992 + Penalty 2783.448975 = -430601.783017 nChanged 20 SP:Iteration 32Q (767.468584 sec): 3 clusters Score: Raw -433390.639509 + Penalty 2783.448975 = -430607.190535 nChanged 9 SP:Iteration 33Q (767.488880 sec): 3 clusters Score: Raw -433392.959019 + Penalty 2783.448975 = -430609.510045 nChanged 6 SP:Iteration 34Q (767.509564 sec): 3 clusters Score: Raw -433395.537705 + Penalty 2783.448975 = -430612.088730 nChanged 11 SP:Iteration 35Q (767.530211 sec): 3 clusters Score: Raw -433399.066021 + Penalty 2783.448975 = -430615.617046 nChanged 10 SP:Iteration 36Q (767.550728 sec): 3 clusters Score: Raw -433401.843441 + Penalty 2783.448975 = -430618.394467 nChanged 9 SP:Iteration 37Q (767.571445 sec): 3 clusters Score: Raw -433404.177643 + Penalty 2783.448975 = -430620.728668 nChanged 9 SP:Iteration 38Q (767.591996 sec): 3 clusters Score: Raw -433406.518689 + Penalty 2783.448975 = -430623.069714 nChanged 10 SP:Iteration 39Q (767.612650 sec): 3 clusters Score: Raw -433408.760802 + Penalty 2783.448975 = -430625.311827 nChanged 7 SP:Iteration 40F (767.633974 sec): 3 clusters Score: Raw -433410.933208 + Penalty 2783.448975 = -430627.484233 nChanged 4 SP:Iteration 41Q (767.654406 sec): 3 clusters Score: Raw -433411.568796 + Penalty 2783.448975 = -430628.119821 nChanged 4 SP:Iteration 42Q (767.674935 sec): 3 clusters Score: Raw -433412.224055 + Penalty 2783.448975 = -430628.775080 nChanged 2 SP:Iteration 43Q (767.695364 sec): 3 clusters Score: Raw -433412.958204 + Penalty 2783.448975 = -430629.509229 nChanged 2 SP:Iteration 44Q (767.715829 sec): 3 clusters Score: Raw -433413.891136 + Penalty 2783.448975 = -430630.442161 nChanged 4 SP:Iteration 45Q (767.736292 sec): 3 clusters Score: Raw -433414.531103 + Penalty 2783.448975 = -430631.082128 nChanged 1 SP:Iteration 46Q (767.756881 sec): 3 clusters Score: Raw -433415.019275 + Penalty 2783.448975 = -430631.570301 nChanged 2 SP:Iteration 47Q (767.777517 sec): 3 clusters Score: Raw -433415.652618 + Penalty 2783.448975 = -430632.203644 nChanged 1 SP:Iteration 48Q (767.797919 sec): 3 clusters Score: Raw -433415.692175 + Penalty 2783.448975 = -430632.243201 nChanged 0 SP:Iteration 49F (767.819089 sec): 3 clusters Score: Raw -433415.692175 + Penalty 2783.448975 = -430632.243201 nChanged 0 Trying to split cluster 4 (9932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (767.843355 sec): 2 clusters Score: Raw -830032.180539 + Penalty 1495.571536 = -828536.609003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (767.872129 sec): 3 clusters Score: Raw -824409.513804 + Penalty 2991.143073 = -821418.370731 nChanged 4264 SP:Iteration 1F (767.899995 sec): 3 clusters Score: Raw -826660.919322 + Penalty 2991.143073 = -823669.776249 nChanged 642 SP:Iteration 2F (767.928065 sec): 3 clusters Score: Raw -826955.692903 + Penalty 2991.143073 = -823964.549830 nChanged 542 SP:Iteration 3F (767.956171 sec): 3 clusters Score: Raw -827199.236224 + Penalty 2991.143073 = -824208.093151 nChanged 486 SP:Iteration 4Q (767.984413 sec): 3 clusters Score: Raw -827429.193749 + Penalty 2991.143073 = -824438.050677 nChanged 495 SP:Iteration 5Q (768.012506 sec): 3 clusters Score: Raw -827661.724198 + Penalty 2991.143073 = -824670.581125 nChanged 460 SP:Iteration 6Q (768.040673 sec): 3 clusters Score: Raw -827887.249390 + Penalty 2991.143073 = -824896.106317 nChanged 444 SP:Iteration 7Q (768.069046 sec): 3 clusters Score: Raw -828139.060670 + Penalty 2991.143073 = -825147.917597 nChanged 432 SP:Iteration 8Q (768.097202 sec): 3 clusters Score: Raw -828381.696586 + Penalty 2991.143073 = -825390.553513 nChanged 389 SP:Iteration 9Q (768.125424 sec): 3 clusters Score: Raw -828595.295569 + Penalty 2991.143073 = -825604.152496 nChanged 359 SP:Iteration 10Q (768.153583 sec): 3 clusters Score: Raw -828812.669374 + Penalty 2991.143073 = -825821.526302 nChanged 324 SP:Iteration 11Q (768.181637 sec): 3 clusters Score: Raw -829023.109380 + Penalty 2991.143073 = -826031.966308 nChanged 270 SP:Iteration 12Q (768.209529 sec): 3 clusters Score: Raw -829209.062693 + Penalty 2991.143073 = -826217.919620 nChanged 264 SP:Iteration 13Q (768.237237 sec): 3 clusters Score: Raw -829392.833741 + Penalty 2991.143073 = -826401.690668 nChanged 224 SP:Iteration 14Q (768.264811 sec): 3 clusters Score: Raw -829536.316612 + Penalty 2991.143073 = -826545.173540 nChanged 205 SP:Iteration 15Q (768.291986 sec): 3 clusters Score: Raw -829659.811888 + Penalty 2991.143073 = -826668.668816 nChanged 168 SP:Iteration 16Q (768.318925 sec): 3 clusters Score: Raw -829761.381024 + Penalty 2991.143073 = -826770.237951 nChanged 137 SP:Iteration 17Q (768.345592 sec): 3 clusters Score: Raw -829834.834939 + Penalty 2991.143073 = -826843.691866 nChanged 123 SP:Iteration 18Q (768.371919 sec): 3 clusters Score: Raw -829899.738427 + Penalty 2991.143073 = -826908.595354 nChanged 109 SP:Iteration 19Q (768.398157 sec): 3 clusters Score: Raw -829956.936918 + Penalty 2991.143073 = -826965.793845 nChanged 74 SP:Iteration 20F (768.426246 sec): 3 clusters Score: Raw -829996.213413 + Penalty 2991.143073 = -827005.070340 nChanged 76 SP:Iteration 21Q (768.452139 sec): 3 clusters Score: Raw -830031.629568 + Penalty 2991.143073 = -827040.486495 nChanged 61 SP:Iteration 22Q (768.478013 sec): 3 clusters Score: Raw -830055.420766 + Penalty 2991.143073 = -827064.277693 nChanged 59 SP:Iteration 23Q (768.503545 sec): 3 clusters Score: Raw -830078.476067 + Penalty 2991.143073 = -827087.332994 nChanged 42 SP:Iteration 24Q (768.529277 sec): 3 clusters Score: Raw -830096.501273 + Penalty 2991.143073 = -827105.358200 nChanged 35 SP:Iteration 25Q (768.554724 sec): 3 clusters Score: Raw -830113.703149 + Penalty 2991.143073 = -827122.560077 nChanged 34 SP:Iteration 26Q (768.580439 sec): 3 clusters Score: Raw -830125.015885 + Penalty 2991.143073 = -827133.872813 nChanged 24 SP:Iteration 27Q (768.606002 sec): 3 clusters Score: Raw -830134.896575 + Penalty 2991.143073 = -827143.753503 nChanged 25 SP:Iteration 28Q (768.631338 sec): 3 clusters Score: Raw -830144.195262 + Penalty 2991.143073 = -827153.052190 nChanged 19 SP:Iteration 29Q (768.656560 sec): 3 clusters Score: Raw -830151.449688 + Penalty 2991.143073 = -827160.306615 nChanged 20 SP:Iteration 30Q (768.681862 sec): 3 clusters Score: Raw -830157.810120 + Penalty 2991.143073 = -827166.667048 nChanged 14 SP:Iteration 31Q (768.707299 sec): 3 clusters Score: Raw -830162.493557 + Penalty 2991.143073 = -827171.350485 nChanged 17 SP:Iteration 32Q (768.732663 sec): 3 clusters Score: Raw -830168.261154 + Penalty 2991.143073 = -827177.118081 nChanged 15 SP:Iteration 33Q (768.758064 sec): 3 clusters Score: Raw -830173.678375 + Penalty 2991.143073 = -827182.535302 nChanged 16 SP:Iteration 34Q (768.783415 sec): 3 clusters Score: Raw -830179.361540 + Penalty 2991.143073 = -827188.218467 nChanged 12 SP:Iteration 35Q (768.808647 sec): 3 clusters Score: Raw -830183.345227 + Penalty 2991.143073 = -827192.202154 nChanged 12 SP:Iteration 36Q (768.833963 sec): 3 clusters Score: Raw -830187.632376 + Penalty 2991.143073 = -827196.489303 nChanged 9 SP:Iteration 37Q (768.859200 sec): 3 clusters Score: Raw -830192.409751 + Penalty 2991.143073 = -827201.266678 nChanged 12 SP:Iteration 38Q (768.884303 sec): 3 clusters Score: Raw -830197.490899 + Penalty 2991.143073 = -827206.347826 nChanged 10 SP:Iteration 39Q (768.909546 sec): 3 clusters Score: Raw -830202.370959 + Penalty 2991.143073 = -827211.227886 nChanged 10 SP:Iteration 40F (768.937473 sec): 3 clusters Score: Raw -830208.340955 + Penalty 2991.143073 = -827217.197882 nChanged 7 SP:Iteration 41Q (768.962641 sec): 3 clusters Score: Raw -830210.942704 + Penalty 2991.143073 = -827219.799631 nChanged 2 SP:Iteration 42Q (768.987741 sec): 3 clusters Score: Raw -830212.015360 + Penalty 2991.143073 = -827220.872287 nChanged 6 SP:Iteration 43Q (769.012928 sec): 3 clusters Score: Raw -830213.949998 + Penalty 2991.143073 = -827222.806926 nChanged 5 SP:Iteration 44Q (769.037985 sec): 3 clusters Score: Raw -830215.621506 + Penalty 2991.143073 = -827224.478433 nChanged 4 SP:Iteration 45Q (769.063366 sec): 3 clusters Score: Raw -830216.386854 + Penalty 2991.143073 = -827225.243781 nChanged 1 SP:Iteration 46Q (769.088765 sec): 3 clusters Score: Raw -830216.469644 + Penalty 2991.143073 = -827225.326571 nChanged 0 SP:Iteration 47F (769.116844 sec): 3 clusters Score: Raw -830216.469644 + Penalty 2991.143073 = -827225.326571 nChanged 0 Trying to split cluster 5 (25014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (769.156243 sec): 2 clusters Score: Raw -2114420.809328 + Penalty 1645.668529 = -2112775.140799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (769.209821 sec): 3 clusters Score: Raw -2099175.347708 + Penalty 3291.337058 = -2095884.010650 nChanged 11438 SP:Iteration 1F (769.257850 sec): 3 clusters Score: Raw -2105492.392727 + Penalty 3291.337058 = -2102201.055669 nChanged 1352 SP:Iteration 2F (769.306033 sec): 3 clusters Score: Raw -2106089.713123 + Penalty 3291.337058 = -2102798.376065 nChanged 1358 SP:Iteration 3F (769.354103 sec): 3 clusters Score: Raw -2106788.685271 + Penalty 3291.337058 = -2103497.348214 nChanged 1485 SP:Iteration 4F (769.402137 sec): 3 clusters Score: Raw -2107692.029503 + Penalty 3291.337058 = -2104400.692445 nChanged 1659 SP:Iteration 5F (769.450371 sec): 3 clusters Score: Raw -2108896.118396 + Penalty 3291.337058 = -2105604.781338 nChanged 1741 SP:Iteration 6F (769.498535 sec): 3 clusters Score: Raw -2110273.294760 + Penalty 3291.337058 = -2106981.957703 nChanged 1611 SP:Iteration 7F (769.546555 sec): 3 clusters Score: Raw -2111577.011923 + Penalty 3291.337058 = -2108285.674865 nChanged 1277 SP:Iteration 8F (769.594891 sec): 3 clusters Score: Raw -2112595.531843 + Penalty 3291.337058 = -2109304.194785 nChanged 935 SP:Iteration 9Q (769.641854 sec): 3 clusters Score: Raw -2113325.228018 + Penalty 3291.337058 = -2110033.890960 nChanged 647 SP:Iteration 10Q (769.687190 sec): 3 clusters Score: Raw -2113821.530633 + Penalty 3291.337058 = -2110530.193575 nChanged 424 SP:Iteration 11Q (769.730975 sec): 3 clusters Score: Raw -2114154.461436 + Penalty 3291.337058 = -2110863.124379 nChanged 264 SP:Iteration 12Q (769.773538 sec): 3 clusters Score: Raw -2114360.343693 + Penalty 3291.337058 = -2111069.006635 nChanged 153 SP:Iteration 13Q (769.814718 sec): 3 clusters Score: Raw -2114485.487843 + Penalty 3291.337058 = -2111194.150786 nChanged 89 SP:Iteration 14Q (769.855821 sec): 3 clusters Score: Raw -2114560.655735 + Penalty 3291.337058 = -2111269.318678 nChanged 56 SP:Iteration 15Q (769.896301 sec): 3 clusters Score: Raw -2114600.119646 + Penalty 3291.337058 = -2111308.782588 nChanged 24 SP:Iteration 16Q (769.936697 sec): 3 clusters Score: Raw -2114613.518640 + Penalty 3291.337058 = -2111322.181582 nChanged 14 SP:Iteration 17Q (769.977078 sec): 3 clusters Score: Raw -2114620.344042 + Penalty 3291.337058 = -2111329.006985 nChanged 11 SP:Iteration 18Q (770.017278 sec): 3 clusters Score: Raw -2114626.569358 + Penalty 3291.337058 = -2111335.232300 nChanged 9 SP:Iteration 19Q (770.086511 sec): 3 clusters Score: Raw -2114631.368962 + Penalty 3291.337058 = -2111340.031904 nChanged 10 SP:Iteration 20F (770.141007 sec): 3 clusters Score: Raw -2114636.520072 + Penalty 3291.337058 = -2111345.183014 nChanged 6 SP:Iteration 21Q (770.182543 sec): 3 clusters Score: Raw -2114640.293431 + Penalty 3291.337058 = -2111348.956373 nChanged 4 SP:Iteration 22Q (770.222524 sec): 3 clusters Score: Raw -2114642.294081 + Penalty 3291.337058 = -2111350.957024 nChanged 4 SP:Iteration 23Q (770.262977 sec): 3 clusters Score: Raw -2114644.191401 + Penalty 3291.337058 = -2111352.854343 nChanged 2 SP:Iteration 24Q (770.302959 sec): 3 clusters Score: Raw -2114645.361880 + Penalty 3291.337058 = -2111354.024822 nChanged 3 SP:Iteration 25Q (770.343879 sec): 3 clusters Score: Raw -2114646.742573 + Penalty 3291.337058 = -2111355.405515 nChanged 5 SP:Iteration 26Q (770.383933 sec): 3 clusters Score: Raw -2114649.526655 + Penalty 3291.337058 = -2111358.189598 nChanged 5 SP:Iteration 27Q (770.424221 sec): 3 clusters Score: Raw -2114652.253953 + Penalty 3291.337058 = -2111360.916895 nChanged 3 SP:Iteration 28Q (770.464506 sec): 3 clusters Score: Raw -2114655.678108 + Penalty 3291.337058 = -2111364.341051 nChanged 3 SP:Iteration 29Q (770.505372 sec): 3 clusters Score: Raw -2114657.788535 + Penalty 3291.337058 = -2111366.451477 nChanged 2 SP:Iteration 30Q (770.545178 sec): 3 clusters Score: Raw -2114658.442730 + Penalty 3291.337058 = -2111367.105672 nChanged 2 SP:Iteration 31Q (770.585116 sec): 3 clusters Score: Raw -2114659.441828 + Penalty 3291.337058 = -2111368.104770 nChanged 1 SP:Iteration 32Q (770.625260 sec): 3 clusters Score: Raw -2114659.767532 + Penalty 3291.337058 = -2111368.430474 nChanged 0 SP:Iteration 33F (770.672265 sec): 3 clusters Score: Raw -2114659.767532 + Penalty 3291.337058 = -2111368.430474 nChanged 0 Trying to split cluster 6 (1828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (770.685639 sec): 2 clusters Score: Raw -127379.988318 + Penalty 1220.533885 = -126159.454433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (770.695581 sec): 3 clusters Score: Raw -126648.818743 + Penalty 2441.067769 = -124207.750974 nChanged 653 SP:Iteration 1F (770.704820 sec): 3 clusters Score: Raw -127173.676067 + Penalty 2441.067769 = -124732.608298 nChanged 168 SP:Iteration 2F (770.714018 sec): 3 clusters Score: Raw -127361.356369 + Penalty 2441.067769 = -124920.288599 nChanged 138 SP:Iteration 3F (770.723219 sec): 3 clusters Score: Raw -127583.051362 + Penalty 2441.067769 = -125141.983593 nChanged 125 SP:Iteration 4F (770.732364 sec): 3 clusters Score: Raw -127788.484078 + Penalty 2441.067769 = -125347.416309 nChanged 104 SP:Iteration 5F (770.741485 sec): 3 clusters Score: Raw -127916.662153 + Penalty 2441.067769 = -125475.594384 nChanged 72 SP:Iteration 6Q (770.750516 sec): 3 clusters Score: Raw -127995.345313 + Penalty 2441.067769 = -125554.277544 nChanged 47 SP:Iteration 7Q (770.759496 sec): 3 clusters Score: Raw -128036.105005 + Penalty 2441.067769 = -125595.037236 nChanged 32 SP:Iteration 8Q (770.768488 sec): 3 clusters Score: Raw -128072.981805 + Penalty 2441.067769 = -125631.914036 nChanged 23 SP:Iteration 9Q (770.777348 sec): 3 clusters Score: Raw -128092.554688 + Penalty 2441.067769 = -125651.486918 nChanged 17 SP:Iteration 10Q (770.786182 sec): 3 clusters Score: Raw -128110.029455 + Penalty 2441.067769 = -125668.961686 nChanged 11 SP:Iteration 11Q (770.795128 sec): 3 clusters Score: Raw -128117.265236 + Penalty 2441.067769 = -125676.197466 nChanged 3 SP:Iteration 12Q (770.803930 sec): 3 clusters Score: Raw -128118.422618 + Penalty 2441.067769 = -125677.354848 nChanged 5 SP:Iteration 13Q (770.812744 sec): 3 clusters Score: Raw -128121.297725 + Penalty 2441.067769 = -125680.229956 nChanged 6 SP:Iteration 14Q (770.821640 sec): 3 clusters Score: Raw -128123.192373 + Penalty 2441.067769 = -125682.124604 nChanged 2 SP:Iteration 15Q (770.830558 sec): 3 clusters Score: Raw -128123.777651 + Penalty 2441.067769 = -125682.709882 nChanged 0 SP:Iteration 16F (770.839735 sec): 3 clusters Score: Raw -128123.777651 + Penalty 2441.067769 = -125682.709882 nChanged 0 Trying to split cluster 7 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (770.849106 sec): 2 clusters Score: Raw -60851.390727 + Penalty 1086.655149 = -59764.735578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (770.853953 sec): 3 clusters Score: Raw -60652.832870 + Penalty 2173.310298 = -58479.522572 nChanged 228 SP:Iteration 1F (770.858427 sec): 3 clusters Score: Raw -60886.859765 + Penalty 2173.310298 = -58713.549467 nChanged 55 SP:Iteration 2F (770.862882 sec): 3 clusters Score: Raw -60953.716810 + Penalty 2173.310298 = -58780.406513 nChanged 30 SP:Iteration 3Q (770.867341 sec): 3 clusters Score: Raw -60995.977131 + Penalty 2173.310298 = -58822.666833 nChanged 23 SP:Iteration 4Q (770.871793 sec): 3 clusters Score: Raw -61033.973760 + Penalty 2173.310298 = -58860.663462 nChanged 23 SP:Iteration 5Q (770.876226 sec): 3 clusters Score: Raw -61069.350775 + Penalty 2173.310298 = -58896.040478 nChanged 18 SP:Iteration 6Q (770.880641 sec): 3 clusters Score: Raw -61096.283111 + Penalty 2173.310298 = -58922.972813 nChanged 12 SP:Iteration 7Q (770.885054 sec): 3 clusters Score: Raw -61111.276150 + Penalty 2173.310298 = -58937.965853 nChanged 11 SP:Iteration 8Q (770.889466 sec): 3 clusters Score: Raw -61129.215374 + Penalty 2173.310298 = -58955.905077 nChanged 15 SP:Iteration 9Q (770.893861 sec): 3 clusters Score: Raw -61148.305429 + Penalty 2173.310298 = -58974.995132 nChanged 9 SP:Iteration 10Q (770.898246 sec): 3 clusters Score: Raw -61157.812954 + Penalty 2173.310298 = -58984.502657 nChanged 5 SP:Iteration 11Q (770.902612 sec): 3 clusters Score: Raw -61163.882721 + Penalty 2173.310298 = -58990.572424 nChanged 3 SP:Iteration 12Q (770.906986 sec): 3 clusters Score: Raw -61167.098561 + Penalty 2173.310298 = -58993.788264 nChanged 1 SP:Iteration 13Q (770.911339 sec): 3 clusters Score: Raw -61168.929577 + Penalty 2173.310298 = -58995.619279 nChanged 1 SP:Iteration 14Q (770.915691 sec): 3 clusters Score: Raw -61169.625235 + Penalty 2173.310298 = -58996.314937 nChanged 2 SP:Iteration 15Q (770.920088 sec): 3 clusters Score: Raw -61171.549211 + Penalty 2173.310298 = -58998.238913 nChanged 2 SP:Iteration 16Q (770.924451 sec): 3 clusters Score: Raw -61173.671588 + Penalty 2173.310298 = -59000.361290 nChanged 0 SP:Iteration 17F (770.928919 sec): 3 clusters Score: Raw -61173.671588 + Penalty 2173.310298 = -59000.361290 nChanged 0 Trying to split cluster 8 (3546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (770.946224 sec): 2 clusters Score: Raw -265290.150323 + Penalty 1328.206017 = -263961.944307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (770.964434 sec): 3 clusters Score: Raw -263507.333482 + Penalty 2656.412033 = -260850.921449 nChanged 1396 SP:Iteration 1F (770.981581 sec): 3 clusters Score: Raw -264415.792100 + Penalty 2656.412033 = -261759.380067 nChanged 305 SP:Iteration 2F (770.998699 sec): 3 clusters Score: Raw -264642.302479 + Penalty 2656.412033 = -261985.890446 nChanged 236 SP:Iteration 3F (771.015680 sec): 3 clusters Score: Raw -264809.174754 + Penalty 2656.412033 = -262152.762720 nChanged 173 SP:Iteration 4Q (771.032657 sec): 3 clusters Score: Raw -264941.852634 + Penalty 2656.412033 = -262285.440601 nChanged 168 SP:Iteration 5Q (771.049649 sec): 3 clusters Score: Raw -265055.570358 + Penalty 2656.412033 = -262399.158325 nChanged 124 SP:Iteration 6Q (771.066752 sec): 3 clusters Score: Raw -265135.604334 + Penalty 2656.412033 = -262479.192301 nChanged 125 SP:Iteration 7Q (771.083844 sec): 3 clusters Score: Raw -265230.203772 + Penalty 2656.412033 = -262573.791739 nChanged 114 SP:Iteration 8Q (771.100764 sec): 3 clusters Score: Raw -265310.627793 + Penalty 2656.412033 = -262654.215760 nChanged 98 SP:Iteration 9Q (771.117811 sec): 3 clusters Score: Raw -265390.250590 + Penalty 2656.412033 = -262733.838556 nChanged 95 SP:Iteration 10Q (771.134816 sec): 3 clusters Score: Raw -265459.754997 + Penalty 2656.412033 = -262803.342963 nChanged 78 SP:Iteration 11Q (771.151794 sec): 3 clusters Score: Raw -265508.503790 + Penalty 2656.412033 = -262852.091757 nChanged 56 SP:Iteration 12Q (771.168586 sec): 3 clusters Score: Raw -265542.057019 + Penalty 2656.412033 = -262885.644985 nChanged 50 SP:Iteration 13Q (771.185474 sec): 3 clusters Score: Raw -265573.843352 + Penalty 2656.412033 = -262917.431319 nChanged 36 SP:Iteration 14Q (771.202172 sec): 3 clusters Score: Raw -265600.532547 + Penalty 2656.412033 = -262944.120514 nChanged 29 SP:Iteration 15Q (771.218995 sec): 3 clusters Score: Raw -265618.897388 + Penalty 2656.412033 = -262962.485355 nChanged 30 SP:Iteration 16Q (771.235660 sec): 3 clusters Score: Raw -265643.969387 + Penalty 2656.412033 = -262987.557354 nChanged 31 SP:Iteration 17Q (771.252393 sec): 3 clusters Score: Raw -265660.554133 + Penalty 2656.412033 = -263004.142100 nChanged 25 SP:Iteration 18Q (771.269163 sec): 3 clusters Score: Raw -265670.878494 + Penalty 2656.412033 = -263014.466461 nChanged 13 SP:Iteration 19Q (771.285692 sec): 3 clusters Score: Raw -265676.947508 + Penalty 2656.412033 = -263020.535475 nChanged 16 SP:Iteration 20F (771.302806 sec): 3 clusters Score: Raw -265687.267009 + Penalty 2656.412033 = -263030.854975 nChanged 23 SP:Iteration 21Q (771.319325 sec): 3 clusters Score: Raw -265697.937626 + Penalty 2656.412033 = -263041.525592 nChanged 16 SP:Iteration 22Q (771.335990 sec): 3 clusters Score: Raw -265704.876441 + Penalty 2656.412033 = -263048.464407 nChanged 10 SP:Iteration 23Q (771.352630 sec): 3 clusters Score: Raw -265709.057916 + Penalty 2656.412033 = -263052.645883 nChanged 10 SP:Iteration 24Q (771.369336 sec): 3 clusters Score: Raw -265712.378772 + Penalty 2656.412033 = -263055.966739 nChanged 6 SP:Iteration 25Q (771.385835 sec): 3 clusters Score: Raw -265714.920269 + Penalty 2656.412033 = -263058.508236 nChanged 6 SP:Iteration 26Q (771.402503 sec): 3 clusters Score: Raw -265717.779037 + Penalty 2656.412033 = -263061.367004 nChanged 9 SP:Iteration 27Q (771.418973 sec): 3 clusters Score: Raw -265723.894426 + Penalty 2656.412033 = -263067.482393 nChanged 14 SP:Iteration 28Q (771.435621 sec): 3 clusters Score: Raw -265731.665489 + Penalty 2656.412033 = -263075.253456 nChanged 9 SP:Iteration 29Q (771.452201 sec): 3 clusters Score: Raw -265736.503919 + Penalty 2656.412033 = -263080.091885 nChanged 7 SP:Iteration 30Q (771.468811 sec): 3 clusters Score: Raw -265738.813015 + Penalty 2656.412033 = -263082.400981 nChanged 7 SP:Iteration 31Q (771.485385 sec): 3 clusters Score: Raw -265742.231348 + Penalty 2656.412033 = -263085.819315 nChanged 1 SP:Iteration 32Q (771.502207 sec): 3 clusters Score: Raw -265742.355877 + Penalty 2656.412033 = -263085.943844 nChanged 0 SP:Iteration 33F (771.519285 sec): 3 clusters Score: Raw -265742.355877 + Penalty 2656.412033 = -263085.943844 nChanged 0 Trying to split cluster 9 (2436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (771.535228 sec): 2 clusters Score: Raw -196321.355355 + Penalty 1267.193302 = -195054.162053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (771.548340 sec): 3 clusters Score: Raw -195212.165687 + Penalty 2534.386604 = -192677.779083 nChanged 868 SP:Iteration 1F (771.560557 sec): 3 clusters Score: Raw -195731.259738 + Penalty 2534.386604 = -193196.873134 nChanged 200 SP:Iteration 2F (771.572847 sec): 3 clusters Score: Raw -195850.607449 + Penalty 2534.386604 = -193316.220844 nChanged 106 SP:Iteration 3Q (771.585187 sec): 3 clusters Score: Raw -195916.301680 + Penalty 2534.386604 = -193381.915075 nChanged 75 SP:Iteration 4Q (771.597558 sec): 3 clusters Score: Raw -195965.840945 + Penalty 2534.386604 = -193431.454340 nChanged 80 SP:Iteration 5Q (771.609909 sec): 3 clusters Score: Raw -196016.349724 + Penalty 2534.386604 = -193481.963120 nChanged 64 SP:Iteration 6Q (771.622268 sec): 3 clusters Score: Raw -196056.408556 + Penalty 2534.386604 = -193522.021952 nChanged 51 SP:Iteration 7Q (771.634476 sec): 3 clusters Score: Raw -196090.318362 + Penalty 2534.386604 = -193555.931758 nChanged 49 SP:Iteration 8Q (771.646687 sec): 3 clusters Score: Raw -196119.888980 + Penalty 2534.386604 = -193585.502376 nChanged 38 SP:Iteration 9Q (771.658898 sec): 3 clusters Score: Raw -196143.278215 + Penalty 2534.386604 = -193608.891610 nChanged 32 SP:Iteration 10Q (771.671181 sec): 3 clusters Score: Raw -196158.210919 + Penalty 2534.386604 = -193623.824315 nChanged 25 SP:Iteration 11Q (771.683489 sec): 3 clusters Score: Raw -196168.587077 + Penalty 2534.386604 = -193634.200472 nChanged 18 SP:Iteration 12Q (771.695731 sec): 3 clusters Score: Raw -196176.535848 + Penalty 2534.386604 = -193642.149244 nChanged 15 SP:Iteration 13Q (771.707955 sec): 3 clusters Score: Raw -196187.933898 + Penalty 2534.386604 = -193653.547294 nChanged 20 SP:Iteration 14Q (771.720137 sec): 3 clusters Score: Raw -196201.861214 + Penalty 2534.386604 = -193667.474609 nChanged 27 SP:Iteration 15Q (771.732368 sec): 3 clusters Score: Raw -196213.072427 + Penalty 2534.386604 = -193678.685822 nChanged 16 SP:Iteration 16Q (771.744632 sec): 3 clusters Score: Raw -196219.215903 + Penalty 2534.386604 = -193684.829299 nChanged 11 SP:Iteration 17Q (771.756879 sec): 3 clusters Score: Raw -196223.287903 + Penalty 2534.386604 = -193688.901298 nChanged 10 SP:Iteration 18Q (771.768981 sec): 3 clusters Score: Raw -196230.107256 + Penalty 2534.386604 = -193695.720651 nChanged 15 SP:Iteration 19Q (771.781236 sec): 3 clusters Score: Raw -196236.923249 + Penalty 2534.386604 = -193702.536645 nChanged 14 SP:Iteration 20F (771.793513 sec): 3 clusters Score: Raw -196243.185358 + Penalty 2534.386604 = -193708.798753 nChanged 16 SP:Iteration 21Q (771.805716 sec): 3 clusters Score: Raw -196250.468193 + Penalty 2534.386604 = -193716.081588 nChanged 19 SP:Iteration 22Q (771.817943 sec): 3 clusters Score: Raw -196260.581148 + Penalty 2534.386604 = -193726.194544 nChanged 16 SP:Iteration 23Q (771.830135 sec): 3 clusters Score: Raw -196268.793257 + Penalty 2534.386604 = -193734.406653 nChanged 13 SP:Iteration 24Q (771.842344 sec): 3 clusters Score: Raw -196274.135897 + Penalty 2534.386604 = -193739.749292 nChanged 13 SP:Iteration 25Q (771.854537 sec): 3 clusters Score: Raw -196279.882856 + Penalty 2534.386604 = -193745.496251 nChanged 12 SP:Iteration 26Q (771.866726 sec): 3 clusters Score: Raw -196284.411314 + Penalty 2534.386604 = -193750.024710 nChanged 9 SP:Iteration 27Q (771.878952 sec): 3 clusters Score: Raw -196288.205600 + Penalty 2534.386604 = -193753.818996 nChanged 11 SP:Iteration 28Q (771.891028 sec): 3 clusters Score: Raw -196293.864061 + Penalty 2534.386604 = -193759.477457 nChanged 10 SP:Iteration 29Q (771.903213 sec): 3 clusters Score: Raw -196297.698546 + Penalty 2534.386604 = -193763.311941 nChanged 10 SP:Iteration 30Q (771.915415 sec): 3 clusters Score: Raw -196301.395204 + Penalty 2534.386604 = -193767.008600 nChanged 13 SP:Iteration 31Q (771.927552 sec): 3 clusters Score: Raw -196308.760216 + Penalty 2534.386604 = -193774.373612 nChanged 15 SP:Iteration 32Q (771.939710 sec): 3 clusters Score: Raw -196317.966763 + Penalty 2534.386604 = -193783.580158 nChanged 13 SP:Iteration 33Q (771.951880 sec): 3 clusters Score: Raw -196324.739431 + Penalty 2534.386604 = -193790.352826 nChanged 9 SP:Iteration 34Q (771.963896 sec): 3 clusters Score: Raw -196327.666691 + Penalty 2534.386604 = -193793.280087 nChanged 5 SP:Iteration 35Q (771.976067 sec): 3 clusters Score: Raw -196329.491713 + Penalty 2534.386604 = -193795.105108 nChanged 4 SP:Iteration 36Q (771.988183 sec): 3 clusters Score: Raw -196330.883652 + Penalty 2534.386604 = -193796.497047 nChanged 3 SP:Iteration 37Q (772.000347 sec): 3 clusters Score: Raw -196331.590927 + Penalty 2534.386604 = -193797.204322 nChanged 2 SP:Iteration 38Q (772.012484 sec): 3 clusters Score: Raw -196332.141637 + Penalty 2534.386604 = -193797.755032 nChanged 3 SP:Iteration 39Q (772.024613 sec): 3 clusters Score: Raw -196333.585864 + Penalty 2534.386604 = -193799.199259 nChanged 4 SP:Iteration 40F (772.036950 sec): 3 clusters Score: Raw -196334.943296 + Penalty 2534.386604 = -193800.556691 nChanged 2 SP:Iteration 41Q (772.048977 sec): 3 clusters Score: Raw -196336.492117 + Penalty 2534.386604 = -193802.105513 nChanged 2 SP:Iteration 42Q (772.061098 sec): 3 clusters Score: Raw -196337.174126 + Penalty 2534.386604 = -193802.787521 nChanged 1 SP:Iteration 43Q (772.073298 sec): 3 clusters Score: Raw -196337.500633 + Penalty 2534.386604 = -193803.114029 nChanged 0 SP:Iteration 44F (772.085576 sec): 3 clusters Score: Raw -196337.500633 + Penalty 2534.386604 = -193803.114029 nChanged 0 Trying to split cluster 10 (12404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (772.113709 sec): 2 clusters Score: Raw -1049864.456591 + Penalty 1531.688321 = -1048332.768271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (772.145663 sec): 3 clusters Score: Raw -1042760.862622 + Penalty 3063.376641 = -1039697.485981 nChanged 5421 SP:Iteration 1F (772.176312 sec): 3 clusters Score: Raw -1045671.905555 + Penalty 3063.376641 = -1042608.528914 nChanged 872 SP:Iteration 2F (772.206984 sec): 3 clusters Score: Raw -1046139.798148 + Penalty 3063.376641 = -1043076.421507 nChanged 874 SP:Iteration 3F (772.237811 sec): 3 clusters Score: Raw -1046745.267929 + Penalty 3063.376641 = -1043681.891288 nChanged 918 SP:Iteration 4F (772.268528 sec): 3 clusters Score: Raw -1047482.143559 + Penalty 3063.376641 = -1044418.766918 nChanged 929 SP:Iteration 5F (772.299378 sec): 3 clusters Score: Raw -1048264.321559 + Penalty 3063.376641 = -1045200.944918 nChanged 817 SP:Iteration 6F (772.330279 sec): 3 clusters Score: Raw -1048892.150990 + Penalty 3063.376641 = -1045828.774349 nChanged 612 SP:Iteration 7Q (772.361488 sec): 3 clusters Score: Raw -1049293.460111 + Penalty 3063.376641 = -1046230.083470 nChanged 421 SP:Iteration 8Q (772.392492 sec): 3 clusters Score: Raw -1049511.950808 + Penalty 3063.376641 = -1046448.574167 nChanged 269 SP:Iteration 9Q (772.423466 sec): 3 clusters Score: Raw -1049642.261598 + Penalty 3063.376641 = -1046578.884956 nChanged 208 SP:Iteration 10Q (772.454121 sec): 3 clusters Score: Raw -1049754.506401 + Penalty 3063.376641 = -1046691.129760 nChanged 191 SP:Iteration 11Q (772.484774 sec): 3 clusters Score: Raw -1049855.259166 + Penalty 3063.376641 = -1046791.882525 nChanged 152 SP:Iteration 12Q (772.515138 sec): 3 clusters Score: Raw -1049938.336580 + Penalty 3063.376641 = -1046874.959939 nChanged 130 SP:Iteration 13Q (772.545202 sec): 3 clusters Score: Raw -1050001.161106 + Penalty 3063.376641 = -1046937.784465 nChanged 99 SP:Iteration 14Q (772.574970 sec): 3 clusters Score: Raw -1050055.361370 + Penalty 3063.376641 = -1046991.984729 nChanged 77 SP:Iteration 15Q (772.604455 sec): 3 clusters Score: Raw -1050096.188969 + Penalty 3063.376641 = -1047032.812328 nChanged 59 SP:Iteration 16Q (772.633766 sec): 3 clusters Score: Raw -1050123.638874 + Penalty 3063.376641 = -1047060.262233 nChanged 44 SP:Iteration 17Q (772.662715 sec): 3 clusters Score: Raw -1050141.377177 + Penalty 3063.376641 = -1047078.000536 nChanged 41 SP:Iteration 18Q (772.691700 sec): 3 clusters Score: Raw -1050160.142269 + Penalty 3063.376641 = -1047096.765628 nChanged 36 SP:Iteration 19Q (772.720466 sec): 3 clusters Score: Raw -1050174.246028 + Penalty 3063.376641 = -1047110.869387 nChanged 28 SP:Iteration 20F (772.751173 sec): 3 clusters Score: Raw -1050185.230663 + Penalty 3063.376641 = -1047121.854022 nChanged 24 SP:Iteration 21Q (772.779718 sec): 3 clusters Score: Raw -1050193.872400 + Penalty 3063.376641 = -1047130.495759 nChanged 23 SP:Iteration 22Q (772.808255 sec): 3 clusters Score: Raw -1050202.772933 + Penalty 3063.376641 = -1047139.396292 nChanged 28 SP:Iteration 23Q (772.836773 sec): 3 clusters Score: Raw -1050211.953581 + Penalty 3063.376641 = -1047148.576940 nChanged 23 SP:Iteration 24Q (772.865207 sec): 3 clusters Score: Raw -1050219.636482 + Penalty 3063.376641 = -1047156.259841 nChanged 14 SP:Iteration 25Q (772.893676 sec): 3 clusters Score: Raw -1050224.598104 + Penalty 3063.376641 = -1047161.221463 nChanged 14 SP:Iteration 26Q (772.922181 sec): 3 clusters Score: Raw -1050228.382031 + Penalty 3063.376641 = -1047165.005390 nChanged 9 SP:Iteration 27Q (772.950466 sec): 3 clusters Score: Raw -1050230.925271 + Penalty 3063.376641 = -1047167.548630 nChanged 5 SP:Iteration 28Q (772.978775 sec): 3 clusters Score: Raw -1050232.245342 + Penalty 3063.376641 = -1047168.868701 nChanged 7 SP:Iteration 29Q (773.007067 sec): 3 clusters Score: Raw -1050234.047057 + Penalty 3063.376641 = -1047170.670416 nChanged 2 SP:Iteration 30Q (773.037381 sec): 3 clusters Score: Raw -1050234.144341 + Penalty 3063.376641 = -1047170.767700 nChanged 1 SP:Iteration 31Q (773.065891 sec): 3 clusters Score: Raw -1050234.250824 + Penalty 3063.376641 = -1047170.874183 nChanged 1 SP:Iteration 32Q (773.094181 sec): 3 clusters Score: Raw -1050234.557957 + Penalty 3063.376641 = -1047171.181316 nChanged 1 SP:Iteration 33Q (773.122677 sec): 3 clusters Score: Raw -1050235.101674 + Penalty 3063.376641 = -1047171.725033 nChanged 2 SP:Iteration 34Q (773.150946 sec): 3 clusters Score: Raw -1050235.747767 + Penalty 3063.376641 = -1047172.371126 nChanged 3 SP:Iteration 35Q (773.179127 sec): 3 clusters Score: Raw -1050236.069550 + Penalty 3063.376641 = -1047172.692909 nChanged 1 SP:Iteration 36Q (773.207674 sec): 3 clusters Score: Raw -1050236.132268 + Penalty 3063.376641 = -1047172.755627 nChanged 1 SP:Iteration 37Q (773.235911 sec): 3 clusters Score: Raw -1050236.264882 + Penalty 3063.376641 = -1047172.888241 nChanged 1 SP:Iteration 38Q (773.264223 sec): 3 clusters Score: Raw -1050236.517737 + Penalty 3063.376641 = -1047173.141096 nChanged 0 SP:Iteration 39F (773.294982 sec): 3 clusters Score: Raw -1050236.517737 + Penalty 3063.376641 = -1047173.141096 nChanged 0 Trying to split cluster 11 (3355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (773.311161 sec): 2 clusters Score: Raw -279035.505118 + Penalty 1319.208646 = -277716.296472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (773.328375 sec): 3 clusters Score: Raw -277391.165672 + Penalty 2638.417291 = -274752.748381 nChanged 1289 SP:Iteration 1F (773.344428 sec): 3 clusters Score: Raw -278150.955172 + Penalty 2638.417291 = -275512.537881 nChanged 231 SP:Iteration 2F (773.360651 sec): 3 clusters Score: Raw -278288.522902 + Penalty 2638.417291 = -275650.105611 nChanged 179 SP:Iteration 3F (773.376885 sec): 3 clusters Score: Raw -278396.308523 + Penalty 2638.417291 = -275757.891232 nChanged 131 SP:Iteration 4Q (773.393125 sec): 3 clusters Score: Raw -278470.637984 + Penalty 2638.417291 = -275832.220693 nChanged 94 SP:Iteration 5Q (773.409382 sec): 3 clusters Score: Raw -278517.192622 + Penalty 2638.417291 = -275878.775331 nChanged 75 SP:Iteration 6Q (773.425464 sec): 3 clusters Score: Raw -278548.929480 + Penalty 2638.417291 = -275910.512189 nChanged 57 SP:Iteration 7Q (773.441746 sec): 3 clusters Score: Raw -278575.557536 + Penalty 2638.417291 = -275937.140245 nChanged 57 SP:Iteration 8Q (773.457994 sec): 3 clusters Score: Raw -278605.200964 + Penalty 2638.417291 = -275966.783672 nChanged 74 SP:Iteration 9Q (773.474268 sec): 3 clusters Score: Raw -278641.357577 + Penalty 2638.417291 = -276002.940286 nChanged 69 SP:Iteration 10Q (773.490295 sec): 3 clusters Score: Raw -278672.934033 + Penalty 2638.417291 = -276034.516742 nChanged 63 SP:Iteration 11Q (773.506388 sec): 3 clusters Score: Raw -278704.547542 + Penalty 2638.417291 = -276066.130251 nChanged 58 SP:Iteration 12Q (773.522573 sec): 3 clusters Score: Raw -278734.648908 + Penalty 2638.417291 = -276096.231617 nChanged 59 SP:Iteration 13Q (773.538622 sec): 3 clusters Score: Raw -278767.759794 + Penalty 2638.417291 = -276129.342503 nChanged 62 SP:Iteration 14Q (773.554826 sec): 3 clusters Score: Raw -278807.745897 + Penalty 2638.417291 = -276169.328606 nChanged 65 SP:Iteration 15Q (773.571009 sec): 3 clusters Score: Raw -278852.908350 + Penalty 2638.417291 = -276214.491059 nChanged 60 SP:Iteration 16Q (773.587014 sec): 3 clusters Score: Raw -278882.302211 + Penalty 2638.417291 = -276243.884920 nChanged 48 SP:Iteration 17Q (773.603167 sec): 3 clusters Score: Raw -278906.129520 + Penalty 2638.417291 = -276267.712229 nChanged 50 SP:Iteration 18Q (773.619357 sec): 3 clusters Score: Raw -278924.300068 + Penalty 2638.417291 = -276285.882777 nChanged 44 SP:Iteration 19Q (773.635512 sec): 3 clusters Score: Raw -278940.928715 + Penalty 2638.417291 = -276302.511424 nChanged 45 SP:Iteration 20F (773.651734 sec): 3 clusters Score: Raw -278961.020921 + Penalty 2638.417291 = -276322.603630 nChanged 35 SP:Iteration 21Q (773.667719 sec): 3 clusters Score: Raw -278974.544763 + Penalty 2638.417291 = -276336.127472 nChanged 26 SP:Iteration 22Q (773.683824 sec): 3 clusters Score: Raw -278982.038208 + Penalty 2638.417291 = -276343.620917 nChanged 18 SP:Iteration 23Q (773.699963 sec): 3 clusters Score: Raw -278988.931151 + Penalty 2638.417291 = -276350.513860 nChanged 27 SP:Iteration 24Q (773.716123 sec): 3 clusters Score: Raw -279000.209685 + Penalty 2638.417291 = -276361.792394 nChanged 24 SP:Iteration 25Q (773.732261 sec): 3 clusters Score: Raw -279009.512110 + Penalty 2638.417291 = -276371.094819 nChanged 27 SP:Iteration 26Q (773.748384 sec): 3 clusters Score: Raw -279021.118446 + Penalty 2638.417291 = -276382.701155 nChanged 31 SP:Iteration 27Q (773.764517 sec): 3 clusters Score: Raw -279035.701988 + Penalty 2638.417291 = -276397.284696 nChanged 25 SP:Iteration 28Q (773.780639 sec): 3 clusters Score: Raw -279044.290708 + Penalty 2638.417291 = -276405.873417 nChanged 20 SP:Iteration 29Q (773.796792 sec): 3 clusters Score: Raw -279051.594729 + Penalty 2638.417291 = -276413.177438 nChanged 17 SP:Iteration 30Q (773.812741 sec): 3 clusters Score: Raw -279058.197263 + Penalty 2638.417291 = -276419.779972 nChanged 21 SP:Iteration 31Q (773.828869 sec): 3 clusters Score: Raw -279065.530325 + Penalty 2638.417291 = -276427.113034 nChanged 22 SP:Iteration 32Q (773.844949 sec): 3 clusters Score: Raw -279074.349540 + Penalty 2638.417291 = -276435.932249 nChanged 23 SP:Iteration 33Q (773.861069 sec): 3 clusters Score: Raw -279082.165844 + Penalty 2638.417291 = -276443.748553 nChanged 18 SP:Iteration 34Q (773.877133 sec): 3 clusters Score: Raw -279088.766321 + Penalty 2638.417291 = -276450.349030 nChanged 23 SP:Iteration 35Q (773.893253 sec): 3 clusters Score: Raw -279096.286595 + Penalty 2638.417291 = -276457.869304 nChanged 17 SP:Iteration 36Q (773.909339 sec): 3 clusters Score: Raw -279103.170909 + Penalty 2638.417291 = -276464.753618 nChanged 14 SP:Iteration 37Q (773.925458 sec): 3 clusters Score: Raw -279107.595799 + Penalty 2638.417291 = -276469.178508 nChanged 11 SP:Iteration 38Q (773.941550 sec): 3 clusters Score: Raw -279111.519524 + Penalty 2638.417291 = -276473.102233 nChanged 19 SP:Iteration 39Q (773.957652 sec): 3 clusters Score: Raw -279116.623950 + Penalty 2638.417291 = -276478.206659 nChanged 14 SP:Iteration 40F (773.973828 sec): 3 clusters Score: Raw -279121.916379 + Penalty 2638.417291 = -276483.499088 nChanged 14 SP:Iteration 41Q (773.990011 sec): 3 clusters Score: Raw -279127.444690 + Penalty 2638.417291 = -276489.027399 nChanged 14 SP:Iteration 42Q (774.005938 sec): 3 clusters Score: Raw -279130.827511 + Penalty 2638.417291 = -276492.410220 nChanged 8 SP:Iteration 43Q (774.022117 sec): 3 clusters Score: Raw -279132.869310 + Penalty 2638.417291 = -276494.452019 nChanged 6 SP:Iteration 44Q (774.038189 sec): 3 clusters Score: Raw -279135.041544 + Penalty 2638.417291 = -276496.624253 nChanged 9 SP:Iteration 45Q (774.054336 sec): 3 clusters Score: Raw -279139.291091 + Penalty 2638.417291 = -276500.873800 nChanged 5 SP:Iteration 46Q (774.070444 sec): 3 clusters Score: Raw -279141.726646 + Penalty 2638.417291 = -276503.309355 nChanged 4 SP:Iteration 47Q (774.086599 sec): 3 clusters Score: Raw -279142.969225 + Penalty 2638.417291 = -276504.551934 nChanged 4 SP:Iteration 48Q (774.102711 sec): 3 clusters Score: Raw -279144.655871 + Penalty 2638.417291 = -276506.238579 nChanged 7 SP:Iteration 49Q (774.118873 sec): 3 clusters Score: Raw -279147.239766 + Penalty 2638.417291 = -276508.822475 nChanged 5 SP:Iteration 50Q (774.134960 sec): 3 clusters Score: Raw -279149.001127 + Penalty 2638.417291 = -276510.583836 nChanged 8 SP:Iteration 51Q (774.151108 sec): 3 clusters Score: Raw -279151.791054 + Penalty 2638.417291 = -276513.373763 nChanged 11 SP:Iteration 52Q (774.167202 sec): 3 clusters Score: Raw -279154.838516 + Penalty 2638.417291 = -276516.421225 nChanged 11 SP:Iteration 53Q (774.183327 sec): 3 clusters Score: Raw -279157.964162 + Penalty 2638.417291 = -276519.546871 nChanged 10 SP:Iteration 54Q (774.199416 sec): 3 clusters Score: Raw -279161.024323 + Penalty 2638.417291 = -276522.607032 nChanged 10 SP:Iteration 55Q (774.215574 sec): 3 clusters Score: Raw -279163.845914 + Penalty 2638.417291 = -276525.428623 nChanged 9 SP:Iteration 56Q (774.231567 sec): 3 clusters Score: Raw -279166.224153 + Penalty 2638.417291 = -276527.806862 nChanged 5 SP:Iteration 57Q (774.247686 sec): 3 clusters Score: Raw -279167.060190 + Penalty 2638.417291 = -276528.642899 nChanged 3 SP:Iteration 58Q (774.263776 sec): 3 clusters Score: Raw -279167.695034 + Penalty 2638.417291 = -276529.277743 nChanged 3 SP:Iteration 59Q (774.279924 sec): 3 clusters Score: Raw -279169.069551 + Penalty 2638.417291 = -276530.652260 nChanged 7 SP:Iteration 60F (774.296123 sec): 3 clusters Score: Raw -279171.360681 + Penalty 2638.417291 = -276532.943390 nChanged 6 SP:Iteration 61Q (774.312257 sec): 3 clusters Score: Raw -279173.556089 + Penalty 2638.417291 = -276535.138798 nChanged 3 SP:Iteration 62Q (774.328197 sec): 3 clusters Score: Raw -279174.482060 + Penalty 2638.417291 = -276536.064769 nChanged 1 SP:Iteration 63Q (774.344298 sec): 3 clusters Score: Raw -279174.706394 + Penalty 2638.417291 = -276536.289103 nChanged 2 SP:Iteration 64Q (774.360255 sec): 3 clusters Score: Raw -279175.059535 + Penalty 2638.417291 = -276536.642244 nChanged 2 SP:Iteration 65Q (774.376406 sec): 3 clusters Score: Raw -279175.620963 + Penalty 2638.417291 = -276537.203672 nChanged 2 SP:Iteration 66Q (774.392486 sec): 3 clusters Score: Raw -279176.470569 + Penalty 2638.417291 = -276538.053278 nChanged 6 SP:Iteration 67Q (774.408625 sec): 3 clusters Score: Raw -279177.722554 + Penalty 2638.417291 = -276539.305263 nChanged 3 SP:Iteration 68Q (774.424695 sec): 3 clusters Score: Raw -279178.303119 + Penalty 2638.417291 = -276539.885827 nChanged 2 SP:Iteration 69Q (774.440812 sec): 3 clusters Score: Raw -279178.921215 + Penalty 2638.417291 = -276540.503924 nChanged 5 SP:Iteration 70Q (774.456902 sec): 3 clusters Score: Raw -279180.061686 + Penalty 2638.417291 = -276541.644395 nChanged 3 SP:Iteration 71Q (774.473025 sec): 3 clusters Score: Raw -279181.471316 + Penalty 2638.417291 = -276543.054025 nChanged 2 SP:Iteration 72Q (774.488972 sec): 3 clusters Score: Raw -279181.853014 + Penalty 2638.417291 = -276543.435723 nChanged 3 SP:Iteration 73Q (774.505256 sec): 3 clusters Score: Raw -279183.073938 + Penalty 2638.417291 = -276544.656647 nChanged 2 SP:Iteration 74Q (774.521349 sec): 3 clusters Score: Raw -279183.701174 + Penalty 2638.417291 = -276545.283883 nChanged 0 SP:Iteration 75F (774.537562 sec): 3 clusters Score: Raw -279183.701174 + Penalty 2638.417291 = -276545.283883 nChanged 0 Trying to split cluster 12 (29489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (774.583135 sec): 2 clusters Score: Raw -2374247.172460 + Penalty 1672.413046 = -2372574.759414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (774.643594 sec): 3 clusters Score: Raw -2355809.825194 + Penalty 3344.826092 = -2352464.999101 nChanged 13591 SP:Iteration 1F (774.700864 sec): 3 clusters Score: Raw -2363748.806188 + Penalty 3344.826092 = -2360403.980096 nChanged 1544 SP:Iteration 2F (774.757949 sec): 3 clusters Score: Raw -2364401.175641 + Penalty 3344.826092 = -2361056.349549 nChanged 1569 SP:Iteration 3F (774.833517 sec): 3 clusters Score: Raw -2365134.615702 + Penalty 3344.826092 = -2361789.789610 nChanged 1691 SP:Iteration 4F (774.890338 sec): 3 clusters Score: Raw -2366112.702167 + Penalty 3344.826092 = -2362767.876075 nChanged 1877 SP:Iteration 5F (774.947079 sec): 3 clusters Score: Raw -2367351.543858 + Penalty 3344.826092 = -2364006.717766 nChanged 1869 SP:Iteration 6F (775.003929 sec): 3 clusters Score: Raw -2368709.636394 + Penalty 3344.826092 = -2365364.810301 nChanged 1692 SP:Iteration 7F (775.060804 sec): 3 clusters Score: Raw -2369982.797455 + Penalty 3344.826092 = -2366637.971362 nChanged 1486 SP:Iteration 8F (775.117769 sec): 3 clusters Score: Raw -2371135.683997 + Penalty 3344.826092 = -2367790.857904 nChanged 1189 SP:Iteration 9Q (775.174691 sec): 3 clusters Score: Raw -2371974.850655 + Penalty 3344.826092 = -2368630.024563 nChanged 893 SP:Iteration 10Q (775.229300 sec): 3 clusters Score: Raw -2372468.561942 + Penalty 3344.826092 = -2369123.735850 nChanged 644 SP:Iteration 11Q (775.282868 sec): 3 clusters Score: Raw -2372790.129492 + Penalty 3344.826092 = -2369445.303399 nChanged 527 SP:Iteration 12Q (775.335637 sec): 3 clusters Score: Raw -2373039.754606 + Penalty 3344.826092 = -2369694.928513 nChanged 476 SP:Iteration 13Q (775.387977 sec): 3 clusters Score: Raw -2373261.025714 + Penalty 3344.826092 = -2369916.199622 nChanged 415 SP:Iteration 14Q (775.439642 sec): 3 clusters Score: Raw -2373450.404584 + Penalty 3344.826092 = -2370105.578492 nChanged 375 SP:Iteration 15Q (775.490761 sec): 3 clusters Score: Raw -2373614.081724 + Penalty 3344.826092 = -2370269.255632 nChanged 321 SP:Iteration 16Q (775.541351 sec): 3 clusters Score: Raw -2373747.553072 + Penalty 3344.826092 = -2370402.726979 nChanged 288 SP:Iteration 17Q (775.591565 sec): 3 clusters Score: Raw -2373861.342740 + Penalty 3344.826092 = -2370516.516648 nChanged 239 SP:Iteration 18Q (775.641470 sec): 3 clusters Score: Raw -2373956.079907 + Penalty 3344.826092 = -2370611.253814 nChanged 217 SP:Iteration 19Q (775.691082 sec): 3 clusters Score: Raw -2374038.855131 + Penalty 3344.826092 = -2370694.029039 nChanged 199 SP:Iteration 20F (775.747299 sec): 3 clusters Score: Raw -2374104.689203 + Penalty 3344.826092 = -2370759.863111 nChanged 177 SP:Iteration 21Q (775.797444 sec): 3 clusters Score: Raw -2374164.027683 + Penalty 3344.826092 = -2370819.201590 nChanged 136 SP:Iteration 22Q (775.846306 sec): 3 clusters Score: Raw -2374207.068478 + Penalty 3344.826092 = -2370862.242385 nChanged 107 SP:Iteration 23Q (775.894865 sec): 3 clusters Score: Raw -2374242.226905 + Penalty 3344.826092 = -2370897.400812 nChanged 102 SP:Iteration 24Q (775.943181 sec): 3 clusters Score: Raw -2374269.590713 + Penalty 3344.826092 = -2370924.764620 nChanged 92 SP:Iteration 25Q (775.991367 sec): 3 clusters Score: Raw -2374299.902983 + Penalty 3344.826092 = -2370955.076890 nChanged 98 SP:Iteration 26Q (776.039413 sec): 3 clusters Score: Raw -2374327.678878 + Penalty 3344.826092 = -2370982.852785 nChanged 81 SP:Iteration 27Q (776.087604 sec): 3 clusters Score: Raw -2374348.276799 + Penalty 3344.826092 = -2371003.450707 nChanged 71 SP:Iteration 28Q (776.135563 sec): 3 clusters Score: Raw -2374364.564429 + Penalty 3344.826092 = -2371019.738337 nChanged 61 SP:Iteration 29Q (776.183453 sec): 3 clusters Score: Raw -2374376.294492 + Penalty 3344.826092 = -2371031.468400 nChanged 58 SP:Iteration 30Q (776.231123 sec): 3 clusters Score: Raw -2374390.195710 + Penalty 3344.826092 = -2371045.369618 nChanged 63 SP:Iteration 31Q (776.279043 sec): 3 clusters Score: Raw -2374405.987634 + Penalty 3344.826092 = -2371061.161542 nChanged 53 SP:Iteration 32Q (776.326644 sec): 3 clusters Score: Raw -2374420.143863 + Penalty 3344.826092 = -2371075.317770 nChanged 47 SP:Iteration 33Q (776.374325 sec): 3 clusters Score: Raw -2374429.983549 + Penalty 3344.826092 = -2371085.157457 nChanged 42 SP:Iteration 34Q (776.421713 sec): 3 clusters Score: Raw -2374439.577248 + Penalty 3344.826092 = -2371094.751156 nChanged 47 SP:Iteration 35Q (776.469214 sec): 3 clusters Score: Raw -2374455.044828 + Penalty 3344.826092 = -2371110.218736 nChanged 54 SP:Iteration 36Q (776.516647 sec): 3 clusters Score: Raw -2374468.898707 + Penalty 3344.826092 = -2371124.072615 nChanged 45 SP:Iteration 37Q (776.563948 sec): 3 clusters Score: Raw -2374480.902835 + Penalty 3344.826092 = -2371136.076743 nChanged 45 SP:Iteration 38Q (776.611186 sec): 3 clusters Score: Raw -2374491.565530 + Penalty 3344.826092 = -2371146.739438 nChanged 41 SP:Iteration 39Q (776.658432 sec): 3 clusters Score: Raw -2374500.198651 + Penalty 3344.826092 = -2371155.372558 nChanged 28 SP:Iteration 40F (776.714135 sec): 3 clusters Score: Raw -2374506.682168 + Penalty 3344.826092 = -2371161.856076 nChanged 34 SP:Iteration 41Q (776.762750 sec): 3 clusters Score: Raw -2374514.895217 + Penalty 3344.826092 = -2371170.069125 nChanged 36 SP:Iteration 42Q (776.809940 sec): 3 clusters Score: Raw -2374524.063504 + Penalty 3344.826092 = -2371179.237412 nChanged 37 SP:Iteration 43Q (776.857137 sec): 3 clusters Score: Raw -2374533.457510 + Penalty 3344.826092 = -2371188.631418 nChanged 33 SP:Iteration 44Q (776.904304 sec): 3 clusters Score: Raw -2374542.523799 + Penalty 3344.826092 = -2371197.697706 nChanged 30 SP:Iteration 45Q (776.951317 sec): 3 clusters Score: Raw -2374552.789699 + Penalty 3344.826092 = -2371207.963607 nChanged 32 SP:Iteration 46Q (776.998293 sec): 3 clusters Score: Raw -2374562.494398 + Penalty 3344.826092 = -2371217.668306 nChanged 35 SP:Iteration 47Q (777.045073 sec): 3 clusters Score: Raw -2374573.829009 + Penalty 3344.826092 = -2371229.002917 nChanged 31 SP:Iteration 48Q (777.091956 sec): 3 clusters Score: Raw -2374583.264618 + Penalty 3344.826092 = -2371238.438525 nChanged 22 SP:Iteration 49Q (777.138845 sec): 3 clusters Score: Raw -2374589.286161 + Penalty 3344.826092 = -2371244.460069 nChanged 22 SP:Iteration 50Q (777.185677 sec): 3 clusters Score: Raw -2374594.294715 + Penalty 3344.826092 = -2371249.468623 nChanged 11 SP:Iteration 51Q (777.232455 sec): 3 clusters Score: Raw -2374596.456371 + Penalty 3344.826092 = -2371251.630278 nChanged 8 SP:Iteration 52Q (777.279130 sec): 3 clusters Score: Raw -2374598.515764 + Penalty 3344.826092 = -2371253.689671 nChanged 13 SP:Iteration 53Q (777.325858 sec): 3 clusters Score: Raw -2374602.826568 + Penalty 3344.826092 = -2371258.000476 nChanged 11 SP:Iteration 54Q (777.372497 sec): 3 clusters Score: Raw -2374605.018561 + Penalty 3344.826092 = -2371260.192469 nChanged 9 SP:Iteration 55Q (777.419134 sec): 3 clusters Score: Raw -2374607.200025 + Penalty 3344.826092 = -2371262.373933 nChanged 4 SP:Iteration 56Q (777.465827 sec): 3 clusters Score: Raw -2374608.128161 + Penalty 3344.826092 = -2371263.302069 nChanged 5 SP:Iteration 57Q (777.512516 sec): 3 clusters Score: Raw -2374609.445690 + Penalty 3344.826092 = -2371264.619598 nChanged 1 SP:Iteration 58Q (777.559259 sec): 3 clusters Score: Raw -2374609.687796 + Penalty 3344.826092 = -2371264.861704 nChanged 2 SP:Iteration 59Q (777.605906 sec): 3 clusters Score: Raw -2374610.094798 + Penalty 3344.826092 = -2371265.268706 nChanged 1 SP:Iteration 60F (777.661560 sec): 3 clusters Score: Raw -2374610.204024 + Penalty 3344.826092 = -2371265.377932 nChanged 1 SP:Iteration 61Q (777.709383 sec): 3 clusters Score: Raw -2374610.313246 + Penalty 3344.826092 = -2371265.487154 nChanged 2 SP:Iteration 62Q (777.756039 sec): 3 clusters Score: Raw -2374610.720628 + Penalty 3344.826092 = -2371265.894536 nChanged 3 SP:Iteration 63Q (777.802728 sec): 3 clusters Score: Raw -2374611.168670 + Penalty 3344.826092 = -2371266.342578 nChanged 5 SP:Iteration 64Q (777.849431 sec): 3 clusters Score: Raw -2374611.820472 + Penalty 3344.826092 = -2371266.994380 nChanged 3 SP:Iteration 65Q (777.896199 sec): 3 clusters Score: Raw -2374612.296526 + Penalty 3344.826092 = -2371267.470434 nChanged 3 SP:Iteration 66Q (777.943057 sec): 3 clusters Score: Raw -2374612.615780 + Penalty 3344.826092 = -2371267.789688 nChanged 1 SP:Iteration 67Q (777.989757 sec): 3 clusters Score: Raw -2374612.666303 + Penalty 3344.826092 = -2371267.840210 nChanged 1 SP:Iteration 68Q (778.036657 sec): 3 clusters Score: Raw -2374612.788158 + Penalty 3344.826092 = -2371267.962065 nChanged 0 SP:Iteration 69F (778.092223 sec): 3 clusters Score: Raw -2374612.788158 + Penalty 3344.826092 = -2371267.962065 nChanged 0 Trying to split cluster 13 (8753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (778.111906 sec): 2 clusters Score: Raw -742538.625220 + Penalty 1475.037164 = -741063.588056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (778.138603 sec): 3 clusters Score: Raw -737571.794446 + Penalty 2950.074328 = -734621.720118 nChanged 3799 SP:Iteration 1F (778.164334 sec): 3 clusters Score: Raw -739612.637840 + Penalty 2950.074328 = -736662.563512 nChanged 561 SP:Iteration 2F (778.189944 sec): 3 clusters Score: Raw -739869.054667 + Penalty 2950.074328 = -736918.980339 nChanged 432 SP:Iteration 3Q (778.215784 sec): 3 clusters Score: Raw -740069.575158 + Penalty 2950.074328 = -737119.500831 nChanged 431 SP:Iteration 4Q (778.241539 sec): 3 clusters Score: Raw -740274.011131 + Penalty 2950.074328 = -737323.936804 nChanged 433 SP:Iteration 5Q (778.267519 sec): 3 clusters Score: Raw -740504.801156 + Penalty 2950.074328 = -737554.726828 nChanged 457 SP:Iteration 6F (778.292970 sec): 3 clusters Score: Raw -740783.869201 + Penalty 2950.074328 = -737833.794873 nChanged 523 SP:Iteration 7F (778.318439 sec): 3 clusters Score: Raw -741141.557783 + Penalty 2950.074328 = -738191.483456 nChanged 504 SP:Iteration 8F (778.343911 sec): 3 clusters Score: Raw -741516.437193 + Penalty 2950.074328 = -738566.362865 nChanged 431 SP:Iteration 9Q (778.369750 sec): 3 clusters Score: Raw -741833.818801 + Penalty 2950.074328 = -738883.744474 nChanged 369 SP:Iteration 10Q (778.395891 sec): 3 clusters Score: Raw -742099.639167 + Penalty 2950.074328 = -739149.564839 nChanged 286 SP:Iteration 11Q (778.421558 sec): 3 clusters Score: Raw -742319.165844 + Penalty 2950.074328 = -739369.091517 nChanged 234 SP:Iteration 12Q (778.447271 sec): 3 clusters Score: Raw -742500.576539 + Penalty 2950.074328 = -739550.502211 nChanged 169 SP:Iteration 13Q (778.472795 sec): 3 clusters Score: Raw -742619.045168 + Penalty 2950.074328 = -739668.970840 nChanged 130 SP:Iteration 14Q (778.498042 sec): 3 clusters Score: Raw -742706.321501 + Penalty 2950.074328 = -739756.247173 nChanged 81 SP:Iteration 15Q (778.523062 sec): 3 clusters Score: Raw -742748.177940 + Penalty 2950.074328 = -739798.103613 nChanged 49 SP:Iteration 16Q (778.547783 sec): 3 clusters Score: Raw -742777.477894 + Penalty 2950.074328 = -739827.403566 nChanged 38 SP:Iteration 17Q (778.572410 sec): 3 clusters Score: Raw -742802.242638 + Penalty 2950.074328 = -739852.168310 nChanged 28 SP:Iteration 18Q (778.596899 sec): 3 clusters Score: Raw -742815.704631 + Penalty 2950.074328 = -739865.630303 nChanged 15 SP:Iteration 19Q (778.621307 sec): 3 clusters Score: Raw -742823.516821 + Penalty 2950.074328 = -739873.442493 nChanged 11 SP:Iteration 20F (778.647044 sec): 3 clusters Score: Raw -742828.547980 + Penalty 2950.074328 = -739878.473652 nChanged 7 SP:Iteration 21Q (778.671429 sec): 3 clusters Score: Raw -742831.385507 + Penalty 2950.074328 = -739881.311179 nChanged 4 SP:Iteration 22Q (778.695941 sec): 3 clusters Score: Raw -742833.117393 + Penalty 2950.074328 = -739883.043065 nChanged 5 SP:Iteration 23Q (778.720187 sec): 3 clusters Score: Raw -742834.628388 + Penalty 2950.074328 = -739884.554060 nChanged 2 SP:Iteration 24Q (778.744732 sec): 3 clusters Score: Raw -742835.211089 + Penalty 2950.074328 = -739885.136761 nChanged 0 SP:Iteration 25F (778.770121 sec): 3 clusters Score: Raw -742835.211089 + Penalty 2950.074328 = -739885.136761 nChanged 0 Trying to split cluster 14 (8491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (778.791384 sec): 2 clusters Score: Raw -651299.498556 + Penalty 1470.098834 = -649829.399721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (778.817574 sec): 3 clusters Score: Raw -646604.677566 + Penalty 2940.197669 = -643664.479897 nChanged 3560 SP:Iteration 1F (778.842821 sec): 3 clusters Score: Raw -648566.218036 + Penalty 2940.197669 = -645626.020367 nChanged 567 SP:Iteration 2F (778.868164 sec): 3 clusters Score: Raw -648878.635302 + Penalty 2940.197669 = -645938.437633 nChanged 515 SP:Iteration 3F (778.893298 sec): 3 clusters Score: Raw -649208.427836 + Penalty 2940.197669 = -646268.230167 nChanged 523 SP:Iteration 4F (778.918443 sec): 3 clusters Score: Raw -649581.074267 + Penalty 2940.197669 = -646640.876598 nChanged 508 SP:Iteration 5F (778.943513 sec): 3 clusters Score: Raw -649913.029052 + Penalty 2940.197669 = -646972.831383 nChanged 446 SP:Iteration 6F (778.968722 sec): 3 clusters Score: Raw -650167.829053 + Penalty 2940.197669 = -647227.631384 nChanged 358 SP:Iteration 7Q (778.993806 sec): 3 clusters Score: Raw -650346.999711 + Penalty 2940.197669 = -647406.802042 nChanged 287 SP:Iteration 8Q (779.018890 sec): 3 clusters Score: Raw -650478.633800 + Penalty 2940.197669 = -647538.436131 nChanged 262 SP:Iteration 9Q (779.043941 sec): 3 clusters Score: Raw -650607.201861 + Penalty 2940.197669 = -647667.004192 nChanged 232 SP:Iteration 10Q (779.091213 sec): 3 clusters Score: Raw -650734.290923 + Penalty 2940.197669 = -647794.093254 nChanged 223 SP:Iteration 11Q (779.116265 sec): 3 clusters Score: Raw -650857.989263 + Penalty 2940.197669 = -647917.791594 nChanged 197 SP:Iteration 12Q (779.141429 sec): 3 clusters Score: Raw -650953.704265 + Penalty 2940.197669 = -648013.506596 nChanged 137 SP:Iteration 13Q (779.166471 sec): 3 clusters Score: Raw -651034.935274 + Penalty 2940.197669 = -648094.737605 nChanged 122 SP:Iteration 14Q (779.191363 sec): 3 clusters Score: Raw -651105.368930 + Penalty 2940.197669 = -648165.171261 nChanged 119 SP:Iteration 15Q (779.216289 sec): 3 clusters Score: Raw -651166.360194 + Penalty 2940.197669 = -648226.162525 nChanged 99 SP:Iteration 16Q (779.241403 sec): 3 clusters Score: Raw -651212.675404 + Penalty 2940.197669 = -648272.477735 nChanged 108 SP:Iteration 17Q (779.266404 sec): 3 clusters Score: Raw -651270.283978 + Penalty 2940.197669 = -648330.086309 nChanged 113 SP:Iteration 18Q (779.291351 sec): 3 clusters Score: Raw -651330.351699 + Penalty 2940.197669 = -648390.154030 nChanged 105 SP:Iteration 19Q (779.316370 sec): 3 clusters Score: Raw -651392.484638 + Penalty 2940.197669 = -648452.286969 nChanged 96 SP:Iteration 20F (779.341641 sec): 3 clusters Score: Raw -651444.122013 + Penalty 2940.197669 = -648503.924345 nChanged 75 SP:Iteration 21Q (779.366306 sec): 3 clusters Score: Raw -651476.351318 + Penalty 2940.197669 = -648536.153649 nChanged 68 SP:Iteration 22Q (779.390993 sec): 3 clusters Score: Raw -651507.324287 + Penalty 2940.197669 = -648567.126618 nChanged 68 SP:Iteration 23Q (779.415401 sec): 3 clusters Score: Raw -651538.513248 + Penalty 2940.197669 = -648598.315579 nChanged 65 SP:Iteration 24Q (779.439744 sec): 3 clusters Score: Raw -651561.642346 + Penalty 2940.197669 = -648621.444677 nChanged 46 SP:Iteration 25Q (779.463809 sec): 3 clusters Score: Raw -651577.474671 + Penalty 2940.197669 = -648637.277003 nChanged 43 SP:Iteration 26Q (779.487962 sec): 3 clusters Score: Raw -651592.058335 + Penalty 2940.197669 = -648651.860666 nChanged 47 SP:Iteration 27Q (779.511713 sec): 3 clusters Score: Raw -651607.210835 + Penalty 2940.197669 = -648667.013167 nChanged 46 SP:Iteration 28Q (779.535592 sec): 3 clusters Score: Raw -651619.661644 + Penalty 2940.197669 = -648679.463975 nChanged 33 SP:Iteration 29Q (779.559265 sec): 3 clusters Score: Raw -651629.827255 + Penalty 2940.197669 = -648689.629586 nChanged 32 SP:Iteration 30Q (779.583152 sec): 3 clusters Score: Raw -651639.498609 + Penalty 2940.197669 = -648699.300940 nChanged 26 SP:Iteration 31Q (779.606663 sec): 3 clusters Score: Raw -651645.282475 + Penalty 2940.197669 = -648705.084806 nChanged 17 SP:Iteration 32Q (779.630310 sec): 3 clusters Score: Raw -651648.717841 + Penalty 2940.197669 = -648708.520172 nChanged 11 SP:Iteration 33Q (779.653987 sec): 3 clusters Score: Raw -651650.814328 + Penalty 2940.197669 = -648710.616659 nChanged 9 SP:Iteration 34Q (779.677485 sec): 3 clusters Score: Raw -651652.518478 + Penalty 2940.197669 = -648712.320809 nChanged 8 SP:Iteration 35Q (779.701101 sec): 3 clusters Score: Raw -651653.549582 + Penalty 2940.197669 = -648713.351914 nChanged 5 SP:Iteration 36Q (779.724622 sec): 3 clusters Score: Raw -651654.182387 + Penalty 2940.197669 = -648713.984718 nChanged 4 SP:Iteration 37Q (779.748108 sec): 3 clusters Score: Raw -651654.726069 + Penalty 2940.197669 = -648714.528400 nChanged 5 SP:Iteration 38Q (779.771458 sec): 3 clusters Score: Raw -651655.330752 + Penalty 2940.197669 = -648715.133083 nChanged 5 SP:Iteration 39Q (779.795025 sec): 3 clusters Score: Raw -651655.913890 + Penalty 2940.197669 = -648715.716221 nChanged 3 SP:Iteration 40F (779.820364 sec): 3 clusters Score: Raw -651656.212115 + Penalty 2940.197669 = -648716.014446 nChanged 1 SP:Iteration 41Q (779.844090 sec): 3 clusters Score: Raw -651656.259519 + Penalty 2940.197669 = -648716.061850 nChanged 1 SP:Iteration 42Q (779.867744 sec): 3 clusters Score: Raw -651656.339984 + Penalty 2940.197669 = -648716.142315 nChanged 1 SP:Iteration 43Q (779.891497 sec): 3 clusters Score: Raw -651656.584914 + Penalty 2940.197669 = -648716.387245 nChanged 1 SP:Iteration 44Q (779.915300 sec): 3 clusters Score: Raw -651656.974349 + Penalty 2940.197669 = -648716.776680 nChanged 1 SP:Iteration 45Q (779.938899 sec): 3 clusters Score: Raw -651657.141657 + Penalty 2940.197669 = -648716.943988 nChanged 0 SP:Iteration 46F (779.964193 sec): 3 clusters Score: Raw -651657.141657 + Penalty 2940.197669 = -648716.943988 nChanged 0 Trying to split cluster 15 (5466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (779.982724 sec): 2 clusters Score: Raw -455828.378213 + Penalty 1398.524135 = -454429.854079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (780.004705 sec): 3 clusters Score: Raw -452970.720782 + Penalty 2797.048269 = -450173.672513 nChanged 2233 SP:Iteration 1F (780.026113 sec): 3 clusters Score: Raw -454108.704531 + Penalty 2797.048269 = -451311.656262 nChanged 397 SP:Iteration 2F (780.047528 sec): 3 clusters Score: Raw -454333.427540 + Penalty 2797.048269 = -451536.379271 nChanged 320 SP:Iteration 3F (780.069087 sec): 3 clusters Score: Raw -454522.612822 + Penalty 2797.048269 = -451725.564553 nChanged 281 SP:Iteration 4F (780.090491 sec): 3 clusters Score: Raw -454702.770393 + Penalty 2797.048269 = -451905.722123 nChanged 301 SP:Iteration 5F (780.112184 sec): 3 clusters Score: Raw -454886.142709 + Penalty 2797.048269 = -452089.094440 nChanged 267 SP:Iteration 6Q (780.133824 sec): 3 clusters Score: Raw -455060.916591 + Penalty 2797.048269 = -452263.868322 nChanged 273 SP:Iteration 7Q (780.155387 sec): 3 clusters Score: Raw -455251.977982 + Penalty 2797.048269 = -452454.929713 nChanged 267 SP:Iteration 8Q (780.177052 sec): 3 clusters Score: Raw -455425.898346 + Penalty 2797.048269 = -452628.850077 nChanged 215 SP:Iteration 9Q (780.198746 sec): 3 clusters Score: Raw -455553.697111 + Penalty 2797.048269 = -452756.648842 nChanged 173 SP:Iteration 10Q (780.220407 sec): 3 clusters Score: Raw -455645.119549 + Penalty 2797.048269 = -452848.071279 nChanged 163 SP:Iteration 11Q (780.241676 sec): 3 clusters Score: Raw -455726.566031 + Penalty 2797.048269 = -452929.517761 nChanged 119 SP:Iteration 12Q (780.262908 sec): 3 clusters Score: Raw -455772.665708 + Penalty 2797.048269 = -452975.617439 nChanged 106 SP:Iteration 13Q (780.284604 sec): 3 clusters Score: Raw -455811.570743 + Penalty 2797.048269 = -453014.522474 nChanged 77 SP:Iteration 14Q (780.306228 sec): 3 clusters Score: Raw -455837.109986 + Penalty 2797.048269 = -453040.061717 nChanged 69 SP:Iteration 15Q (780.327828 sec): 3 clusters Score: Raw -455860.109626 + Penalty 2797.048269 = -453063.061357 nChanged 49 SP:Iteration 16Q (780.349431 sec): 3 clusters Score: Raw -455876.920036 + Penalty 2797.048269 = -453079.871767 nChanged 37 SP:Iteration 17Q (780.370752 sec): 3 clusters Score: Raw -455888.163061 + Penalty 2797.048269 = -453091.114792 nChanged 34 SP:Iteration 18Q (780.392380 sec): 3 clusters Score: Raw -455895.613315 + Penalty 2797.048269 = -453098.565046 nChanged 23 SP:Iteration 19Q (780.413861 sec): 3 clusters Score: Raw -455901.949722 + Penalty 2797.048269 = -453104.901452 nChanged 27 SP:Iteration 20F (780.435467 sec): 3 clusters Score: Raw -455908.791837 + Penalty 2797.048269 = -453111.743568 nChanged 21 SP:Iteration 21Q (780.457037 sec): 3 clusters Score: Raw -455912.904286 + Penalty 2797.048269 = -453115.856017 nChanged 13 SP:Iteration 22Q (780.478696 sec): 3 clusters Score: Raw -455916.023818 + Penalty 2797.048269 = -453118.975549 nChanged 14 SP:Iteration 23Q (780.500141 sec): 3 clusters Score: Raw -455918.909139 + Penalty 2797.048269 = -453121.860870 nChanged 13 SP:Iteration 24Q (780.521707 sec): 3 clusters Score: Raw -455922.995693 + Penalty 2797.048269 = -453125.947424 nChanged 14 SP:Iteration 25Q (780.543095 sec): 3 clusters Score: Raw -455925.863882 + Penalty 2797.048269 = -453128.815613 nChanged 14 SP:Iteration 26Q (780.564411 sec): 3 clusters Score: Raw -455928.804324 + Penalty 2797.048269 = -453131.756055 nChanged 10 SP:Iteration 27Q (780.586039 sec): 3 clusters Score: Raw -455930.678889 + Penalty 2797.048269 = -453133.630620 nChanged 7 SP:Iteration 28Q (780.607505 sec): 3 clusters Score: Raw -455932.029676 + Penalty 2797.048269 = -453134.981407 nChanged 5 SP:Iteration 29Q (780.628798 sec): 3 clusters Score: Raw -455932.979687 + Penalty 2797.048269 = -453135.931418 nChanged 6 SP:Iteration 30Q (780.650279 sec): 3 clusters Score: Raw -455934.177332 + Penalty 2797.048269 = -453137.129063 nChanged 5 SP:Iteration 31Q (780.671478 sec): 3 clusters Score: Raw -455934.883755 + Penalty 2797.048269 = -453137.835485 nChanged 6 SP:Iteration 32Q (780.693092 sec): 3 clusters Score: Raw -455936.039583 + Penalty 2797.048269 = -453138.991314 nChanged 8 SP:Iteration 33Q (780.714567 sec): 3 clusters Score: Raw -455937.526110 + Penalty 2797.048269 = -453140.477841 nChanged 8 SP:Iteration 34Q (780.735927 sec): 3 clusters Score: Raw -455939.059237 + Penalty 2797.048269 = -453142.010968 nChanged 9 SP:Iteration 35Q (780.757428 sec): 3 clusters Score: Raw -455941.321554 + Penalty 2797.048269 = -453144.273285 nChanged 10 SP:Iteration 36Q (780.779050 sec): 3 clusters Score: Raw -455943.280526 + Penalty 2797.048269 = -453146.232257 nChanged 7 SP:Iteration 37Q (780.800497 sec): 3 clusters Score: Raw -455944.641823 + Penalty 2797.048269 = -453147.593554 nChanged 6 SP:Iteration 38Q (780.821966 sec): 3 clusters Score: Raw -455945.935581 + Penalty 2797.048269 = -453148.887312 nChanged 7 SP:Iteration 39Q (780.843559 sec): 3 clusters Score: Raw -455947.573058 + Penalty 2797.048269 = -453150.524789 nChanged 7 SP:Iteration 40F (780.865102 sec): 3 clusters Score: Raw -455949.106677 + Penalty 2797.048269 = -453152.058408 nChanged 6 SP:Iteration 41Q (780.886381 sec): 3 clusters Score: Raw -455950.524144 + Penalty 2797.048269 = -453153.475875 nChanged 4 SP:Iteration 42Q (780.907796 sec): 3 clusters Score: Raw -455951.238118 + Penalty 2797.048269 = -453154.189849 nChanged 2 SP:Iteration 43Q (780.929139 sec): 3 clusters Score: Raw -455951.506201 + Penalty 2797.048269 = -453154.457932 nChanged 1 SP:Iteration 44Q (780.950634 sec): 3 clusters Score: Raw -455951.675753 + Penalty 2797.048269 = -453154.627484 nChanged 2 SP:Iteration 45Q (780.972170 sec): 3 clusters Score: Raw -455952.060442 + Penalty 2797.048269 = -453155.012173 nChanged 1 SP:Iteration 46Q (780.993632 sec): 3 clusters Score: Raw -455952.126226 + Penalty 2797.048269 = -453155.077956 nChanged 0 SP:Iteration 47F (781.015236 sec): 3 clusters Score: Raw -455952.126226 + Penalty 2797.048269 = -453155.077956 nChanged 0 Trying to split cluster 16 (3211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (781.031594 sec): 2 clusters Score: Raw -254820.148113 + Penalty 1312.079875 = -253508.068238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (781.047992 sec): 3 clusters Score: Raw -253243.164821 + Penalty 2624.159751 = -250619.005071 nChanged 1243 SP:Iteration 1F (781.063559 sec): 3 clusters Score: Raw -253975.232164 + Penalty 2624.159751 = -251351.072414 nChanged 259 SP:Iteration 2F (781.079145 sec): 3 clusters Score: Raw -254140.619826 + Penalty 2624.159751 = -251516.460076 nChanged 167 SP:Iteration 3F (781.094694 sec): 3 clusters Score: Raw -254238.683678 + Penalty 2624.159751 = -251614.523928 nChanged 103 SP:Iteration 4Q (781.110304 sec): 3 clusters Score: Raw -254292.180702 + Penalty 2624.159751 = -251668.020952 nChanged 71 SP:Iteration 5Q (781.125896 sec): 3 clusters Score: Raw -254321.005484 + Penalty 2624.159751 = -251696.845733 nChanged 54 SP:Iteration 6Q (781.141469 sec): 3 clusters Score: Raw -254339.269268 + Penalty 2624.159751 = -251715.109518 nChanged 33 SP:Iteration 7Q (781.157037 sec): 3 clusters Score: Raw -254353.680637 + Penalty 2624.159751 = -251729.520886 nChanged 39 SP:Iteration 8Q (781.172617 sec): 3 clusters Score: Raw -254369.017024 + Penalty 2624.159751 = -251744.857273 nChanged 31 SP:Iteration 9Q (781.188166 sec): 3 clusters Score: Raw -254380.029406 + Penalty 2624.159751 = -251755.869656 nChanged 33 SP:Iteration 10Q (781.203753 sec): 3 clusters Score: Raw -254396.268080 + Penalty 2624.159751 = -251772.108330 nChanged 44 SP:Iteration 11Q (781.219305 sec): 3 clusters Score: Raw -254414.643758 + Penalty 2624.159751 = -251790.484008 nChanged 45 SP:Iteration 12Q (781.234871 sec): 3 clusters Score: Raw -254430.606379 + Penalty 2624.159751 = -251806.446628 nChanged 33 SP:Iteration 13Q (781.250397 sec): 3 clusters Score: Raw -254444.927247 + Penalty 2624.159751 = -251820.767496 nChanged 42 SP:Iteration 14Q (781.265937 sec): 3 clusters Score: Raw -254463.406055 + Penalty 2624.159751 = -251839.246305 nChanged 41 SP:Iteration 15Q (781.281445 sec): 3 clusters Score: Raw -254482.571737 + Penalty 2624.159751 = -251858.411986 nChanged 48 SP:Iteration 16Q (781.296985 sec): 3 clusters Score: Raw -254505.044020 + Penalty 2624.159751 = -251880.884269 nChanged 47 SP:Iteration 17Q (781.312468 sec): 3 clusters Score: Raw -254524.901648 + Penalty 2624.159751 = -251900.741898 nChanged 50 SP:Iteration 18Q (781.327969 sec): 3 clusters Score: Raw -254549.255361 + Penalty 2624.159751 = -251925.095611 nChanged 52 SP:Iteration 19Q (781.343484 sec): 3 clusters Score: Raw -254579.398690 + Penalty 2624.159751 = -251955.238939 nChanged 49 SP:Iteration 20F (781.358859 sec): 3 clusters Score: Raw -254602.640108 + Penalty 2624.159751 = -251978.480357 nChanged 40 SP:Iteration 21Q (781.373946 sec): 3 clusters Score: Raw -254622.549011 + Penalty 2624.159751 = -251998.389260 nChanged 35 SP:Iteration 22Q (781.389461 sec): 3 clusters Score: Raw -254645.494058 + Penalty 2624.159751 = -252021.334308 nChanged 38 SP:Iteration 23Q (781.404929 sec): 3 clusters Score: Raw -254666.528090 + Penalty 2624.159751 = -252042.368339 nChanged 38 SP:Iteration 24Q (781.420424 sec): 3 clusters Score: Raw -254684.820693 + Penalty 2624.159751 = -252060.660942 nChanged 31 SP:Iteration 25Q (781.435729 sec): 3 clusters Score: Raw -254699.491799 + Penalty 2624.159751 = -252075.332048 nChanged 26 SP:Iteration 26Q (781.451164 sec): 3 clusters Score: Raw -254711.844579 + Penalty 2624.159751 = -252087.684829 nChanged 26 SP:Iteration 27Q (781.466529 sec): 3 clusters Score: Raw -254722.194784 + Penalty 2624.159751 = -252098.035034 nChanged 24 SP:Iteration 28Q (781.481972 sec): 3 clusters Score: Raw -254733.805564 + Penalty 2624.159751 = -252109.645814 nChanged 20 SP:Iteration 29Q (781.497226 sec): 3 clusters Score: Raw -254741.542264 + Penalty 2624.159751 = -252117.382513 nChanged 17 SP:Iteration 30Q (781.512619 sec): 3 clusters Score: Raw -254748.416644 + Penalty 2624.159751 = -252124.256893 nChanged 20 SP:Iteration 31Q (781.527943 sec): 3 clusters Score: Raw -254756.115189 + Penalty 2624.159751 = -252131.955439 nChanged 15 SP:Iteration 32Q (781.543338 sec): 3 clusters Score: Raw -254761.588232 + Penalty 2624.159751 = -252137.428481 nChanged 10 SP:Iteration 33Q (781.558631 sec): 3 clusters Score: Raw -254766.892229 + Penalty 2624.159751 = -252142.732479 nChanged 13 SP:Iteration 34Q (781.573814 sec): 3 clusters Score: Raw -254772.669858 + Penalty 2624.159751 = -252148.510107 nChanged 14 SP:Iteration 35Q (781.589127 sec): 3 clusters Score: Raw -254778.024296 + Penalty 2624.159751 = -252153.864546 nChanged 13 SP:Iteration 36Q (781.604472 sec): 3 clusters Score: Raw -254781.518064 + Penalty 2624.159751 = -252157.358313 nChanged 12 SP:Iteration 37Q (781.619848 sec): 3 clusters Score: Raw -254786.527984 + Penalty 2624.159751 = -252162.368234 nChanged 13 SP:Iteration 38Q (781.634993 sec): 3 clusters Score: Raw -254791.823020 + Penalty 2624.159751 = -252167.663270 nChanged 9 SP:Iteration 39Q (781.650346 sec): 3 clusters Score: Raw -254796.155215 + Penalty 2624.159751 = -252171.995464 nChanged 17 SP:Iteration 40F (781.665801 sec): 3 clusters Score: Raw -254804.067353 + Penalty 2624.159751 = -252179.907602 nChanged 14 SP:Iteration 41Q (781.681167 sec): 3 clusters Score: Raw -254809.109832 + Penalty 2624.159751 = -252184.950082 nChanged 14 SP:Iteration 42Q (781.696442 sec): 3 clusters Score: Raw -254814.152225 + Penalty 2624.159751 = -252189.992474 nChanged 12 SP:Iteration 43Q (781.711767 sec): 3 clusters Score: Raw -254817.446142 + Penalty 2624.159751 = -252193.286392 nChanged 12 SP:Iteration 44Q (781.726894 sec): 3 clusters Score: Raw -254820.729264 + Penalty 2624.159751 = -252196.569513 nChanged 6 SP:Iteration 45Q (781.742164 sec): 3 clusters Score: Raw -254822.753643 + Penalty 2624.159751 = -252198.593892 nChanged 3 SP:Iteration 46Q (781.757404 sec): 3 clusters Score: Raw -254824.501748 + Penalty 2624.159751 = -252200.341997 nChanged 3 SP:Iteration 47Q (781.772714 sec): 3 clusters Score: Raw -254825.815352 + Penalty 2624.159751 = -252201.655602 nChanged 3 SP:Iteration 48Q (781.787974 sec): 3 clusters Score: Raw -254826.451608 + Penalty 2624.159751 = -252202.291857 nChanged 7 SP:Iteration 49Q (781.803237 sec): 3 clusters Score: Raw -254828.730524 + Penalty 2624.159751 = -252204.570773 nChanged 7 SP:Iteration 50Q (781.818501 sec): 3 clusters Score: Raw -254831.117174 + Penalty 2624.159751 = -252206.957424 nChanged 6 SP:Iteration 51Q (781.836019 sec): 3 clusters Score: Raw -254834.060124 + Penalty 2624.159751 = -252209.900373 nChanged 4 SP:Iteration 52Q (781.851454 sec): 3 clusters Score: Raw -254835.040368 + Penalty 2624.159751 = -252210.880618 nChanged 2 SP:Iteration 53Q (781.866766 sec): 3 clusters Score: Raw -254835.741678 + Penalty 2624.159751 = -252211.581928 nChanged 4 SP:Iteration 54Q (781.882041 sec): 3 clusters Score: Raw -254836.511263 + Penalty 2624.159751 = -252212.351512 nChanged 1 SP:Iteration 55Q (781.897314 sec): 3 clusters Score: Raw -254836.936354 + Penalty 2624.159751 = -252212.776603 nChanged 1 SP:Iteration 56Q (781.912427 sec): 3 clusters Score: Raw -254837.564637 + Penalty 2624.159751 = -252213.404887 nChanged 1 SP:Iteration 57Q (781.927704 sec): 3 clusters Score: Raw -254837.662762 + Penalty 2624.159751 = -252213.503011 nChanged 1 SP:Iteration 58Q (781.942818 sec): 3 clusters Score: Raw -254837.918422 + Penalty 2624.159751 = -252213.758671 nChanged 1 SP:Iteration 59Q (781.958029 sec): 3 clusters Score: Raw -254838.537225 + Penalty 2624.159751 = -252214.377474 nChanged 2 SP:Iteration 60F (781.973524 sec): 3 clusters Score: Raw -254838.961121 + Penalty 2624.159751 = -252214.801370 nChanged 3 SP:Iteration 61Q (781.988826 sec): 3 clusters Score: Raw -254840.476193 + Penalty 2624.159751 = -252216.316443 nChanged 2 SP:Iteration 62Q (782.003930 sec): 3 clusters Score: Raw -254841.556856 + Penalty 2624.159751 = -252217.397106 nChanged 2 SP:Iteration 63Q (782.019141 sec): 3 clusters Score: Raw -254842.146268 + Penalty 2624.159751 = -252217.986518 nChanged 2 SP:Iteration 64Q (782.034389 sec): 3 clusters Score: Raw -254842.513765 + Penalty 2624.159751 = -252218.354014 nChanged 2 SP:Iteration 65Q (782.049476 sec): 3 clusters Score: Raw -254842.893649 + Penalty 2624.159751 = -252218.733898 nChanged 1 SP:Iteration 66Q (782.064751 sec): 3 clusters Score: Raw -254843.153610 + Penalty 2624.159751 = -252218.993860 nChanged 1 SP:Iteration 67Q (782.079990 sec): 3 clusters Score: Raw -254843.229812 + Penalty 2624.159751 = -252219.070061 nChanged 0 SP:Iteration 68F (782.095485 sec): 3 clusters Score: Raw -254843.229812 + Penalty 2624.159751 = -252219.070061 nChanged 0 Trying to split cluster 17 (5262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (782.114120 sec): 2 clusters Score: Raw -434500.995423 + Penalty 1392.343300 = -433108.652123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (782.135593 sec): 3 clusters Score: Raw -431773.408805 + Penalty 2784.686600 = -428988.722205 nChanged 2153 SP:Iteration 1F (782.157031 sec): 3 clusters Score: Raw -432943.214609 + Penalty 2784.686600 = -430158.528009 nChanged 372 SP:Iteration 2F (782.178043 sec): 3 clusters Score: Raw -433166.646266 + Penalty 2784.686600 = -430381.959666 nChanged 277 SP:Iteration 3F (782.198930 sec): 3 clusters Score: Raw -433310.724891 + Penalty 2784.686600 = -430526.038291 nChanged 248 SP:Iteration 4Q (782.220110 sec): 3 clusters Score: Raw -433435.439728 + Penalty 2784.686600 = -430650.753128 nChanged 200 SP:Iteration 5Q (782.241190 sec): 3 clusters Score: Raw -433538.169996 + Penalty 2784.686600 = -430753.483396 nChanged 203 SP:Iteration 6Q (782.262362 sec): 3 clusters Score: Raw -433648.676259 + Penalty 2784.686600 = -430863.989659 nChanged 206 SP:Iteration 7Q (782.283351 sec): 3 clusters Score: Raw -433751.988123 + Penalty 2784.686600 = -430967.301523 nChanged 182 SP:Iteration 8Q (782.304301 sec): 3 clusters Score: Raw -433848.564899 + Penalty 2784.686600 = -431063.878299 nChanged 167 SP:Iteration 9Q (782.325304 sec): 3 clusters Score: Raw -433940.424586 + Penalty 2784.686600 = -431155.737986 nChanged 174 SP:Iteration 10Q (782.346340 sec): 3 clusters Score: Raw -434050.961632 + Penalty 2784.686600 = -431266.275032 nChanged 146 SP:Iteration 11Q (782.367604 sec): 3 clusters Score: Raw -434134.813964 + Penalty 2784.686600 = -431350.127364 nChanged 136 SP:Iteration 12Q (782.388875 sec): 3 clusters Score: Raw -434207.046194 + Penalty 2784.686600 = -431422.359594 nChanged 114 SP:Iteration 13Q (782.409630 sec): 3 clusters Score: Raw -434269.638199 + Penalty 2784.686600 = -431484.951599 nChanged 101 SP:Iteration 14Q (782.430712 sec): 3 clusters Score: Raw -434332.618657 + Penalty 2784.686600 = -431547.932057 nChanged 102 SP:Iteration 15Q (782.451787 sec): 3 clusters Score: Raw -434374.563308 + Penalty 2784.686600 = -431589.876708 nChanged 76 SP:Iteration 16Q (782.472961 sec): 3 clusters Score: Raw -434407.728793 + Penalty 2784.686600 = -431623.042193 nChanged 60 SP:Iteration 17Q (782.493814 sec): 3 clusters Score: Raw -434428.660340 + Penalty 2784.686600 = -431643.973739 nChanged 56 SP:Iteration 18Q (782.514690 sec): 3 clusters Score: Raw -434456.310594 + Penalty 2784.686600 = -431671.623994 nChanged 62 SP:Iteration 19Q (782.535815 sec): 3 clusters Score: Raw -434488.950804 + Penalty 2784.686600 = -431704.264204 nChanged 68 SP:Iteration 20F (782.557001 sec): 3 clusters Score: Raw -434524.851802 + Penalty 2784.686600 = -431740.165202 nChanged 72 SP:Iteration 21Q (782.577756 sec): 3 clusters Score: Raw -434559.705539 + Penalty 2784.686600 = -431775.018939 nChanged 50 SP:Iteration 22Q (782.598763 sec): 3 clusters Score: Raw -434581.799786 + Penalty 2784.686600 = -431797.113186 nChanged 45 SP:Iteration 23Q (782.619753 sec): 3 clusters Score: Raw -434599.463430 + Penalty 2784.686600 = -431814.776830 nChanged 44 SP:Iteration 24Q (782.640774 sec): 3 clusters Score: Raw -434619.755010 + Penalty 2784.686600 = -431835.068410 nChanged 50 SP:Iteration 25Q (782.661617 sec): 3 clusters Score: Raw -434645.922984 + Penalty 2784.686600 = -431861.236384 nChanged 47 SP:Iteration 26Q (782.682604 sec): 3 clusters Score: Raw -434667.333142 + Penalty 2784.686600 = -431882.646542 nChanged 44 SP:Iteration 27Q (782.703434 sec): 3 clusters Score: Raw -434689.518474 + Penalty 2784.686600 = -431904.831874 nChanged 39 SP:Iteration 28Q (782.724312 sec): 3 clusters Score: Raw -434717.732528 + Penalty 2784.686600 = -431933.045928 nChanged 50 SP:Iteration 29Q (782.745034 sec): 3 clusters Score: Raw -434756.674211 + Penalty 2784.686600 = -431971.987611 nChanged 47 SP:Iteration 30Q (782.777675 sec): 3 clusters Score: Raw -434791.407470 + Penalty 2784.686600 = -432006.720870 nChanged 47 SP:Iteration 31Q (782.797975 sec): 3 clusters Score: Raw -434815.881034 + Penalty 2784.686600 = -432031.194434 nChanged 36 SP:Iteration 32Q (782.818805 sec): 3 clusters Score: Raw -434836.055028 + Penalty 2784.686600 = -432051.368428 nChanged 30 SP:Iteration 33Q (782.839939 sec): 3 clusters Score: Raw -434847.492351 + Penalty 2784.686600 = -432062.805751 nChanged 25 SP:Iteration 34Q (782.861114 sec): 3 clusters Score: Raw -434859.595978 + Penalty 2784.686600 = -432074.909378 nChanged 19 SP:Iteration 35Q (782.882086 sec): 3 clusters Score: Raw -434866.543339 + Penalty 2784.686600 = -432081.856739 nChanged 22 SP:Iteration 36Q (782.903009 sec): 3 clusters Score: Raw -434875.554522 + Penalty 2784.686600 = -432090.867922 nChanged 16 SP:Iteration 37Q (782.923423 sec): 3 clusters Score: Raw -434882.138756 + Penalty 2784.686600 = -432097.452156 nChanged 14 SP:Iteration 38Q (782.943682 sec): 3 clusters Score: Raw -434886.968022 + Penalty 2784.686600 = -432102.281422 nChanged 15 SP:Iteration 39Q (782.964040 sec): 3 clusters Score: Raw -434893.153073 + Penalty 2784.686600 = -432108.466473 nChanged 15 SP:Iteration 40F (782.985124 sec): 3 clusters Score: Raw -434898.483285 + Penalty 2784.686600 = -432113.796685 nChanged 14 SP:Iteration 41Q (783.005539 sec): 3 clusters Score: Raw -434903.909915 + Penalty 2784.686600 = -432119.223315 nChanged 9 SP:Iteration 42Q (783.025716 sec): 3 clusters Score: Raw -434906.934431 + Penalty 2784.686600 = -432122.247831 nChanged 8 SP:Iteration 43Q (783.046155 sec): 3 clusters Score: Raw -434910.722246 + Penalty 2784.686600 = -432126.035646 nChanged 7 SP:Iteration 44Q (783.066510 sec): 3 clusters Score: Raw -434914.067785 + Penalty 2784.686600 = -432129.381185 nChanged 7 SP:Iteration 45Q (783.086478 sec): 3 clusters Score: Raw -434917.816904 + Penalty 2784.686600 = -432133.130304 nChanged 4 SP:Iteration 46Q (783.106626 sec): 3 clusters Score: Raw -434918.880412 + Penalty 2784.686600 = -432134.193812 nChanged 1 SP:Iteration 47Q (783.126851 sec): 3 clusters Score: Raw -434919.252916 + Penalty 2784.686600 = -432134.566316 nChanged 2 SP:Iteration 48Q (783.146930 sec): 3 clusters Score: Raw -434920.234000 + Penalty 2784.686600 = -432135.547400 nChanged 1 SP:Iteration 49Q (783.167189 sec): 3 clusters Score: Raw -434920.372657 + Penalty 2784.686600 = -432135.686057 nChanged 1 SP:Iteration 50Q (783.187361 sec): 3 clusters Score: Raw -434920.619147 + Penalty 2784.686600 = -432135.932547 nChanged 0 SP:Iteration 51F (783.208669 sec): 3 clusters Score: Raw -434920.619147 + Penalty 2784.686600 = -432135.932547 nChanged 0 Trying to split cluster 18 (31792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (783.260455 sec): 2 clusters Score: Raw -2714021.360769 + Penalty 1684.632619 = -2712336.728149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (783.326147 sec): 3 clusters Score: Raw -2694329.854483 + Penalty 3369.265239 = -2690960.589244 nChanged 14700 SP:Iteration 1F (783.387610 sec): 3 clusters Score: Raw -2702467.607763 + Penalty 3369.265239 = -2699098.342525 nChanged 1717 SP:Iteration 2F (783.449057 sec): 3 clusters Score: Raw -2703180.524026 + Penalty 3369.265239 = -2699811.258788 nChanged 1910 SP:Iteration 3F (783.510624 sec): 3 clusters Score: Raw -2704238.535802 + Penalty 3369.265239 = -2700869.270564 nChanged 2238 SP:Iteration 4F (783.571890 sec): 3 clusters Score: Raw -2705758.728316 + Penalty 3369.265239 = -2702389.463078 nChanged 2462 SP:Iteration 5F (783.633219 sec): 3 clusters Score: Raw -2707682.844831 + Penalty 3369.265239 = -2704313.579593 nChanged 2423 SP:Iteration 6F (783.694605 sec): 3 clusters Score: Raw -2709694.955128 + Penalty 3369.265239 = -2706325.689890 nChanged 2038 SP:Iteration 7F (783.756009 sec): 3 clusters Score: Raw -2711446.784194 + Penalty 3369.265239 = -2708077.518956 nChanged 1456 SP:Iteration 8Q (783.818816 sec): 3 clusters Score: Raw -2712744.005860 + Penalty 3369.265239 = -2709374.740621 nChanged 880 SP:Iteration 9Q (783.879603 sec): 3 clusters Score: Raw -2713590.291578 + Penalty 3369.265239 = -2710221.026339 nChanged 553 SP:Iteration 10Q (783.938223 sec): 3 clusters Score: Raw -2714104.453257 + Penalty 3369.265239 = -2710735.188018 nChanged 404 SP:Iteration 11Q (783.994613 sec): 3 clusters Score: Raw -2714372.591901 + Penalty 3369.265239 = -2711003.326663 nChanged 281 SP:Iteration 12Q (784.049661 sec): 3 clusters Score: Raw -2714504.554214 + Penalty 3369.265239 = -2711135.288976 nChanged 162 SP:Iteration 13Q (784.104285 sec): 3 clusters Score: Raw -2714567.032900 + Penalty 3369.265239 = -2711197.767662 nChanged 119 SP:Iteration 14Q (784.158270 sec): 3 clusters Score: Raw -2714604.901947 + Penalty 3369.265239 = -2711235.636709 nChanged 94 SP:Iteration 15Q (784.212123 sec): 3 clusters Score: Raw -2714633.872427 + Penalty 3369.265239 = -2711264.607188 nChanged 71 SP:Iteration 16Q (784.265975 sec): 3 clusters Score: Raw -2714654.868021 + Penalty 3369.265239 = -2711285.602783 nChanged 63 SP:Iteration 17Q (784.319513 sec): 3 clusters Score: Raw -2714671.246875 + Penalty 3369.265239 = -2711301.981637 nChanged 61 SP:Iteration 18Q (784.373152 sec): 3 clusters Score: Raw -2714685.786875 + Penalty 3369.265239 = -2711316.521637 nChanged 44 SP:Iteration 19Q (784.426384 sec): 3 clusters Score: Raw -2714697.447844 + Penalty 3369.265239 = -2711328.182605 nChanged 36 SP:Iteration 20F (784.486910 sec): 3 clusters Score: Raw -2714704.379311 + Penalty 3369.265239 = -2711335.114073 nChanged 30 SP:Iteration 21Q (784.541264 sec): 3 clusters Score: Raw -2714710.835956 + Penalty 3369.265239 = -2711341.570717 nChanged 24 SP:Iteration 22Q (784.594513 sec): 3 clusters Score: Raw -2714715.356202 + Penalty 3369.265239 = -2711346.090963 nChanged 30 SP:Iteration 23Q (784.647884 sec): 3 clusters Score: Raw -2714721.267334 + Penalty 3369.265239 = -2711352.002095 nChanged 24 SP:Iteration 24Q (784.700979 sec): 3 clusters Score: Raw -2714726.055882 + Penalty 3369.265239 = -2711356.790644 nChanged 19 SP:Iteration 25Q (784.754149 sec): 3 clusters Score: Raw -2714729.279776 + Penalty 3369.265239 = -2711360.014537 nChanged 16 SP:Iteration 26Q (784.807425 sec): 3 clusters Score: Raw -2714731.968388 + Penalty 3369.265239 = -2711362.703149 nChanged 19 SP:Iteration 27Q (784.860827 sec): 3 clusters Score: Raw -2714736.305898 + Penalty 3369.265239 = -2711367.040660 nChanged 15 SP:Iteration 28Q (784.914493 sec): 3 clusters Score: Raw -2714740.588863 + Penalty 3369.265239 = -2711371.323625 nChanged 13 SP:Iteration 29Q (784.967505 sec): 3 clusters Score: Raw -2714743.309708 + Penalty 3369.265239 = -2711374.044469 nChanged 15 SP:Iteration 30Q (785.020791 sec): 3 clusters Score: Raw -2714745.438976 + Penalty 3369.265239 = -2711376.173738 nChanged 10 SP:Iteration 31Q (785.073865 sec): 3 clusters Score: Raw -2714746.618024 + Penalty 3369.265239 = -2711377.352786 nChanged 6 SP:Iteration 32Q (785.126923 sec): 3 clusters Score: Raw -2714747.968138 + Penalty 3369.265239 = -2711378.702899 nChanged 6 SP:Iteration 33Q (785.180142 sec): 3 clusters Score: Raw -2714748.566022 + Penalty 3369.265239 = -2711379.300783 nChanged 7 SP:Iteration 34Q (785.233134 sec): 3 clusters Score: Raw -2714749.565585 + Penalty 3369.265239 = -2711380.300346 nChanged 8 SP:Iteration 35Q (785.286252 sec): 3 clusters Score: Raw -2714750.965747 + Penalty 3369.265239 = -2711381.700508 nChanged 8 SP:Iteration 36Q (785.339341 sec): 3 clusters Score: Raw -2714751.870075 + Penalty 3369.265239 = -2711382.604836 nChanged 10 SP:Iteration 37Q (785.392332 sec): 3 clusters Score: Raw -2714753.480205 + Penalty 3369.265239 = -2711384.214967 nChanged 8 SP:Iteration 38Q (785.445540 sec): 3 clusters Score: Raw -2714754.178213 + Penalty 3369.265239 = -2711384.912975 nChanged 3 SP:Iteration 39Q (785.498474 sec): 3 clusters Score: Raw -2714754.597964 + Penalty 3369.265239 = -2711385.332726 nChanged 3 SP:Iteration 40F (785.558899 sec): 3 clusters Score: Raw -2714754.986392 + Penalty 3369.265239 = -2711385.721154 nChanged 3 SP:Iteration 41Q (785.612898 sec): 3 clusters Score: Raw -2714755.374095 + Penalty 3369.265239 = -2711386.108856 nChanged 2 SP:Iteration 42Q (785.665931 sec): 3 clusters Score: Raw -2714755.618161 + Penalty 3369.265239 = -2711386.352923 nChanged 4 SP:Iteration 43Q (785.719193 sec): 3 clusters Score: Raw -2714755.955834 + Penalty 3369.265239 = -2711386.690596 nChanged 1 SP:Iteration 44Q (785.772117 sec): 3 clusters Score: Raw -2714756.028592 + Penalty 3369.265239 = -2711386.763354 nChanged 0 SP:Iteration 45F (785.832819 sec): 3 clusters Score: Raw -2714756.028592 + Penalty 3369.265239 = -2711386.763354 nChanged 0 Trying to split cluster 19 (4434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (785.846890 sec): 2 clusters Score: Raw -361440.025505 + Penalty 1364.521826 = -360075.503679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (785.867302 sec): 3 clusters Score: Raw -359170.328952 + Penalty 2729.043652 = -356441.285301 nChanged 1742 SP:Iteration 1F (785.887336 sec): 3 clusters Score: Raw -360192.698982 + Penalty 2729.043652 = -357463.655330 nChanged 347 SP:Iteration 2F (785.907082 sec): 3 clusters Score: Raw -360416.337472 + Penalty 2729.043652 = -357687.293820 nChanged 260 SP:Iteration 3F (785.927191 sec): 3 clusters Score: Raw -360578.427143 + Penalty 2729.043652 = -357849.383491 nChanged 208 SP:Iteration 4Q (785.947079 sec): 3 clusters Score: Raw -360702.727205 + Penalty 2729.043652 = -357973.683554 nChanged 174 SP:Iteration 5Q (785.966971 sec): 3 clusters Score: Raw -360808.442211 + Penalty 2729.043652 = -358079.398559 nChanged 161 SP:Iteration 6Q (785.986644 sec): 3 clusters Score: Raw -360919.725023 + Penalty 2729.043652 = -358190.681371 nChanged 160 SP:Iteration 7Q (786.006511 sec): 3 clusters Score: Raw -361022.579839 + Penalty 2729.043652 = -358293.536187 nChanged 156 SP:Iteration 8Q (786.026287 sec): 3 clusters Score: Raw -361114.021677 + Penalty 2729.043652 = -358384.978025 nChanged 143 SP:Iteration 9Q (786.045854 sec): 3 clusters Score: Raw -361193.708466 + Penalty 2729.043652 = -358464.664815 nChanged 111 SP:Iteration 10Q (786.065653 sec): 3 clusters Score: Raw -361250.035532 + Penalty 2729.043652 = -358520.991881 nChanged 89 SP:Iteration 11Q (786.085213 sec): 3 clusters Score: Raw -361295.082498 + Penalty 2729.043652 = -358566.038846 nChanged 90 SP:Iteration 12Q (786.104951 sec): 3 clusters Score: Raw -361338.320835 + Penalty 2729.043652 = -358609.277184 nChanged 74 SP:Iteration 13Q (786.124803 sec): 3 clusters Score: Raw -361371.994020 + Penalty 2729.043652 = -358642.950368 nChanged 64 SP:Iteration 14Q (786.144340 sec): 3 clusters Score: Raw -361397.691461 + Penalty 2729.043652 = -358668.647809 nChanged 52 SP:Iteration 15Q (786.163823 sec): 3 clusters Score: Raw -361418.064817 + Penalty 2729.043652 = -358689.021166 nChanged 62 SP:Iteration 16Q (786.183248 sec): 3 clusters Score: Raw -361444.628419 + Penalty 2729.043652 = -358715.584767 nChanged 65 SP:Iteration 17Q (786.202698 sec): 3 clusters Score: Raw -361469.585132 + Penalty 2729.043652 = -358740.541481 nChanged 55 SP:Iteration 18Q (786.222402 sec): 3 clusters Score: Raw -361494.230948 + Penalty 2729.043652 = -358765.187296 nChanged 48 SP:Iteration 19Q (786.241936 sec): 3 clusters Score: Raw -361515.123190 + Penalty 2729.043652 = -358786.079538 nChanged 52 SP:Iteration 20F (786.261657 sec): 3 clusters Score: Raw -361533.212213 + Penalty 2729.043652 = -358804.168561 nChanged 41 SP:Iteration 21Q (786.281119 sec): 3 clusters Score: Raw -361547.014031 + Penalty 2729.043652 = -358817.970379 nChanged 45 SP:Iteration 22Q (786.300500 sec): 3 clusters Score: Raw -361562.598218 + Penalty 2729.043652 = -358833.554566 nChanged 45 SP:Iteration 23Q (786.320071 sec): 3 clusters Score: Raw -361581.586391 + Penalty 2729.043652 = -358852.542740 nChanged 50 SP:Iteration 24Q (786.339820 sec): 3 clusters Score: Raw -361597.968839 + Penalty 2729.043652 = -358868.925188 nChanged 33 SP:Iteration 25Q (786.359357 sec): 3 clusters Score: Raw -361612.483599 + Penalty 2729.043652 = -358883.439947 nChanged 38 SP:Iteration 26Q (786.378746 sec): 3 clusters Score: Raw -361626.071232 + Penalty 2729.043652 = -358897.027580 nChanged 28 SP:Iteration 27Q (786.398186 sec): 3 clusters Score: Raw -361636.360539 + Penalty 2729.043652 = -358907.316887 nChanged 22 SP:Iteration 28Q (786.417663 sec): 3 clusters Score: Raw -361642.792998 + Penalty 2729.043652 = -358913.749346 nChanged 19 SP:Iteration 29Q (786.437330 sec): 3 clusters Score: Raw -361647.197893 + Penalty 2729.043652 = -358918.154241 nChanged 17 SP:Iteration 30Q (786.456947 sec): 3 clusters Score: Raw -361651.567124 + Penalty 2729.043652 = -358922.523472 nChanged 12 SP:Iteration 31Q (786.476394 sec): 3 clusters Score: Raw -361654.065857 + Penalty 2729.043652 = -358925.022205 nChanged 15 SP:Iteration 32Q (786.495766 sec): 3 clusters Score: Raw -361658.021444 + Penalty 2729.043652 = -358928.977792 nChanged 19 SP:Iteration 33Q (786.515196 sec): 3 clusters Score: Raw -361663.543972 + Penalty 2729.043652 = -358934.500320 nChanged 16 SP:Iteration 34Q (786.534725 sec): 3 clusters Score: Raw -361667.766223 + Penalty 2729.043652 = -358938.722571 nChanged 15 SP:Iteration 35Q (786.554229 sec): 3 clusters Score: Raw -361671.178168 + Penalty 2729.043652 = -358942.134516 nChanged 7 SP:Iteration 36Q (786.573715 sec): 3 clusters Score: Raw -361672.351906 + Penalty 2729.043652 = -358943.308254 nChanged 6 SP:Iteration 37Q (786.593276 sec): 3 clusters Score: Raw -361673.919673 + Penalty 2729.043652 = -358944.876021 nChanged 5 SP:Iteration 38Q (786.612836 sec): 3 clusters Score: Raw -361675.251530 + Penalty 2729.043652 = -358946.207878 nChanged 10 SP:Iteration 39Q (786.632317 sec): 3 clusters Score: Raw -361677.336761 + Penalty 2729.043652 = -358948.293110 nChanged 6 SP:Iteration 40F (786.652151 sec): 3 clusters Score: Raw -361679.274115 + Penalty 2729.043652 = -358950.230463 nChanged 6 SP:Iteration 41Q (786.671599 sec): 3 clusters Score: Raw -361680.530332 + Penalty 2729.043652 = -358951.486680 nChanged 7 SP:Iteration 42Q (786.690962 sec): 3 clusters Score: Raw -361682.129305 + Penalty 2729.043652 = -358953.085654 nChanged 8 SP:Iteration 43Q (786.710606 sec): 3 clusters Score: Raw -361683.459549 + Penalty 2729.043652 = -358954.415898 nChanged 6 SP:Iteration 44Q (786.729991 sec): 3 clusters Score: Raw -361684.704051 + Penalty 2729.043652 = -358955.660400 nChanged 9 SP:Iteration 45Q (786.749202 sec): 3 clusters Score: Raw -361687.306943 + Penalty 2729.043652 = -358958.263291 nChanged 8 SP:Iteration 46Q (786.768830 sec): 3 clusters Score: Raw -361689.564218 + Penalty 2729.043652 = -358960.520566 nChanged 13 SP:Iteration 47Q (786.788183 sec): 3 clusters Score: Raw -361692.955764 + Penalty 2729.043652 = -358963.912112 nChanged 13 SP:Iteration 48Q (786.807502 sec): 3 clusters Score: Raw -361696.554818 + Penalty 2729.043652 = -358967.511166 nChanged 13 SP:Iteration 49Q (786.826949 sec): 3 clusters Score: Raw -361700.534317 + Penalty 2729.043652 = -358971.490665 nChanged 17 SP:Iteration 50Q (786.846529 sec): 3 clusters Score: Raw -361703.835876 + Penalty 2729.043652 = -358974.792224 nChanged 7 SP:Iteration 51Q (786.865997 sec): 3 clusters Score: Raw -361705.231092 + Penalty 2729.043652 = -358976.187440 nChanged 13 SP:Iteration 52Q (786.885626 sec): 3 clusters Score: Raw -361708.348943 + Penalty 2729.043652 = -358979.305291 nChanged 13 SP:Iteration 53Q (786.905264 sec): 3 clusters Score: Raw -361711.696088 + Penalty 2729.043652 = -358982.652436 nChanged 13 SP:Iteration 54Q (786.924655 sec): 3 clusters Score: Raw -361715.247228 + Penalty 2729.043652 = -358986.203577 nChanged 15 SP:Iteration 55Q (786.944112 sec): 3 clusters Score: Raw -361719.574244 + Penalty 2729.043652 = -358990.530593 nChanged 17 SP:Iteration 56Q (786.963561 sec): 3 clusters Score: Raw -361724.970907 + Penalty 2729.043652 = -358995.927255 nChanged 17 SP:Iteration 57Q (786.983010 sec): 3 clusters Score: Raw -361730.028011 + Penalty 2729.043652 = -359000.984359 nChanged 19 SP:Iteration 58Q (787.002418 sec): 3 clusters Score: Raw -361736.547844 + Penalty 2729.043652 = -359007.504192 nChanged 17 SP:Iteration 59Q (787.021729 sec): 3 clusters Score: Raw -361742.266785 + Penalty 2729.043652 = -359013.223133 nChanged 17 SP:Iteration 60F (787.041237 sec): 3 clusters Score: Raw -361749.020110 + Penalty 2729.043652 = -359019.976459 nChanged 17 SP:Iteration 61Q (787.060645 sec): 3 clusters Score: Raw -361756.460465 + Penalty 2729.043652 = -359027.416813 nChanged 20 SP:Iteration 62Q (787.080115 sec): 3 clusters Score: Raw -361763.530510 + Penalty 2729.043652 = -359034.486858 nChanged 17 SP:Iteration 63Q (787.099572 sec): 3 clusters Score: Raw -361769.530816 + Penalty 2729.043652 = -359040.487164 nChanged 24 SP:Iteration 64Q (787.118772 sec): 3 clusters Score: Raw -361778.877773 + Penalty 2729.043652 = -359049.834122 nChanged 18 SP:Iteration 65Q (787.138289 sec): 3 clusters Score: Raw -361785.846381 + Penalty 2729.043652 = -359056.802730 nChanged 16 SP:Iteration 66Q (787.157575 sec): 3 clusters Score: Raw -361790.628657 + Penalty 2729.043652 = -359061.585005 nChanged 14 SP:Iteration 67Q (787.177050 sec): 3 clusters Score: Raw -361793.975744 + Penalty 2729.043652 = -359064.932093 nChanged 13 SP:Iteration 68Q (787.196476 sec): 3 clusters Score: Raw -361798.066533 + Penalty 2729.043652 = -359069.022881 nChanged 10 SP:Iteration 69Q (787.215824 sec): 3 clusters Score: Raw -361801.109638 + Penalty 2729.043652 = -359072.065986 nChanged 10 SP:Iteration 70Q (787.235360 sec): 3 clusters Score: Raw -361804.397001 + Penalty 2729.043652 = -359075.353349 nChanged 7 SP:Iteration 71Q (787.254535 sec): 3 clusters Score: Raw -361806.109549 + Penalty 2729.043652 = -359077.065898 nChanged 6 SP:Iteration 72Q (787.273744 sec): 3 clusters Score: Raw -361807.427242 + Penalty 2729.043652 = -359078.383590 nChanged 4 SP:Iteration 73Q (787.292863 sec): 3 clusters Score: Raw -361808.742090 + Penalty 2729.043652 = -359079.698438 nChanged 6 SP:Iteration 74Q (787.312396 sec): 3 clusters Score: Raw -361810.041783 + Penalty 2729.043652 = -359080.998132 nChanged 3 SP:Iteration 75Q (787.331468 sec): 3 clusters Score: Raw -361811.064003 + Penalty 2729.043652 = -359082.020351 nChanged 4 SP:Iteration 76Q (787.350671 sec): 3 clusters Score: Raw -361811.996528 + Penalty 2729.043652 = -359082.952876 nChanged 3 SP:Iteration 77Q (787.369953 sec): 3 clusters Score: Raw -361813.569717 + Penalty 2729.043652 = -359084.526065 nChanged 1 SP:Iteration 78Q (787.389219 sec): 3 clusters Score: Raw -361814.133187 + Penalty 2729.043652 = -359085.089535 nChanged 1 SP:Iteration 79Q (787.408666 sec): 3 clusters Score: Raw -361814.261119 + Penalty 2729.043652 = -359085.217467 nChanged 1 SP:Iteration 80F (787.428421 sec): 3 clusters Score: Raw -361814.499400 + Penalty 2729.043652 = -359085.455749 nChanged 1 SP:Iteration 81Q (787.447648 sec): 3 clusters Score: Raw -361814.890612 + Penalty 2729.043652 = -359085.846960 nChanged 0 SP:Iteration 82F (787.467089 sec): 3 clusters Score: Raw -361814.890612 + Penalty 2729.043652 = -359085.846960 nChanged 0 Trying to split cluster 20 (6950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (787.488011 sec): 2 clusters Score: Raw -561548.801645 + Penalty 1437.555753 = -560111.245893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (787.511727 sec): 3 clusters Score: Raw -557769.240786 + Penalty 2875.111505 = -554894.129281 nChanged 2930 SP:Iteration 1F (787.535191 sec): 3 clusters Score: Raw -559448.031137 + Penalty 2875.111505 = -556572.919632 nChanged 560 SP:Iteration 2F (787.558702 sec): 3 clusters Score: Raw -559824.246608 + Penalty 2875.111505 = -556949.135103 nChanged 487 SP:Iteration 3F (787.582149 sec): 3 clusters Score: Raw -560205.846382 + Penalty 2875.111505 = -557330.734877 nChanged 471 SP:Iteration 4F (787.605584 sec): 3 clusters Score: Raw -560541.934808 + Penalty 2875.111505 = -557666.823303 nChanged 385 SP:Iteration 5F (787.628925 sec): 3 clusters Score: Raw -560826.225978 + Penalty 2875.111505 = -557951.114473 nChanged 341 SP:Iteration 6Q (787.652359 sec): 3 clusters Score: Raw -561056.531598 + Penalty 2875.111505 = -558181.420093 nChanged 281 SP:Iteration 7Q (787.675901 sec): 3 clusters Score: Raw -561248.946668 + Penalty 2875.111505 = -558373.835163 nChanged 237 SP:Iteration 8Q (787.699185 sec): 3 clusters Score: Raw -561436.518506 + Penalty 2875.111505 = -558561.407001 nChanged 206 SP:Iteration 9Q (787.722479 sec): 3 clusters Score: Raw -561595.350908 + Penalty 2875.111505 = -558720.239402 nChanged 158 SP:Iteration 10Q (787.745528 sec): 3 clusters Score: Raw -561709.808575 + Penalty 2875.111505 = -558834.697070 nChanged 127 SP:Iteration 11Q (787.768647 sec): 3 clusters Score: Raw -561792.682996 + Penalty 2875.111505 = -558917.571491 nChanged 90 SP:Iteration 12Q (787.791762 sec): 3 clusters Score: Raw -561834.382229 + Penalty 2875.111505 = -558959.270724 nChanged 46 SP:Iteration 13Q (787.814521 sec): 3 clusters Score: Raw -561851.046251 + Penalty 2875.111505 = -558975.934746 nChanged 30 SP:Iteration 14Q (787.837452 sec): 3 clusters Score: Raw -561860.525509 + Penalty 2875.111505 = -558985.414004 nChanged 27 SP:Iteration 15Q (787.860125 sec): 3 clusters Score: Raw -561871.271754 + Penalty 2875.111505 = -558996.160249 nChanged 35 SP:Iteration 16Q (787.882575 sec): 3 clusters Score: Raw -561885.351069 + Penalty 2875.111505 = -559010.239564 nChanged 21 SP:Iteration 17Q (787.905194 sec): 3 clusters Score: Raw -561892.236369 + Penalty 2875.111505 = -559017.124864 nChanged 15 SP:Iteration 18Q (787.927868 sec): 3 clusters Score: Raw -561895.163875 + Penalty 2875.111505 = -559020.052370 nChanged 14 SP:Iteration 19Q (787.950212 sec): 3 clusters Score: Raw -561899.622677 + Penalty 2875.111505 = -559024.511172 nChanged 10 SP:Iteration 20F (787.973881 sec): 3 clusters Score: Raw -561901.932624 + Penalty 2875.111505 = -559026.821119 nChanged 5 SP:Iteration 21Q (787.996393 sec): 3 clusters Score: Raw -561903.358004 + Penalty 2875.111505 = -559028.246499 nChanged 4 SP:Iteration 22Q (788.018687 sec): 3 clusters Score: Raw -561904.124911 + Penalty 2875.111505 = -559029.013406 nChanged 4 SP:Iteration 23Q (788.041458 sec): 3 clusters Score: Raw -561905.221322 + Penalty 2875.111505 = -559030.109817 nChanged 5 SP:Iteration 24Q (788.063903 sec): 3 clusters Score: Raw -561906.426523 + Penalty 2875.111505 = -559031.315018 nChanged 4 SP:Iteration 25Q (788.086621 sec): 3 clusters Score: Raw -561907.983099 + Penalty 2875.111505 = -559032.871594 nChanged 6 SP:Iteration 26Q (788.109385 sec): 3 clusters Score: Raw -561909.243742 + Penalty 2875.111505 = -559034.132237 nChanged 4 SP:Iteration 27Q (788.131919 sec): 3 clusters Score: Raw -561910.311374 + Penalty 2875.111505 = -559035.199869 nChanged 2 SP:Iteration 28Q (788.154368 sec): 3 clusters Score: Raw -561911.138891 + Penalty 2875.111505 = -559036.027386 nChanged 5 SP:Iteration 29Q (788.177038 sec): 3 clusters Score: Raw -561912.744792 + Penalty 2875.111505 = -559037.633287 nChanged 3 SP:Iteration 30Q (788.199729 sec): 3 clusters Score: Raw -561913.268396 + Penalty 2875.111505 = -559038.156891 nChanged 0 SP:Iteration 31F (788.223381 sec): 3 clusters Score: Raw -561913.268396 + Penalty 2875.111505 = -559038.156891 nChanged 0 Trying to split cluster 21 (1438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (788.237847 sec): 2 clusters Score: Raw -117516.168292 + Penalty 1181.538887 = -116334.629404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.245763 sec): 3 clusters Score: Raw -117023.296267 + Penalty 2363.077775 = -114660.218492 nChanged 465 SP:Iteration 1F (788.253105 sec): 3 clusters Score: Raw -117401.638813 + Penalty 2363.077775 = -115038.561038 nChanged 113 SP:Iteration 2F (788.260517 sec): 3 clusters Score: Raw -117506.598808 + Penalty 2363.077775 = -115143.521033 nChanged 61 SP:Iteration 3Q (788.267900 sec): 3 clusters Score: Raw -117566.284044 + Penalty 2363.077775 = -115203.206269 nChanged 60 SP:Iteration 4Q (788.275192 sec): 3 clusters Score: Raw -117619.850837 + Penalty 2363.077775 = -115256.773062 nChanged 34 SP:Iteration 5Q (788.282558 sec): 3 clusters Score: Raw -117653.541276 + Penalty 2363.077775 = -115290.463501 nChanged 26 SP:Iteration 6Q (788.289816 sec): 3 clusters Score: Raw -117682.530205 + Penalty 2363.077775 = -115319.452430 nChanged 28 SP:Iteration 7Q (788.297086 sec): 3 clusters Score: Raw -117713.490746 + Penalty 2363.077775 = -115350.412971 nChanged 23 SP:Iteration 8Q (788.304352 sec): 3 clusters Score: Raw -117730.980968 + Penalty 2363.077775 = -115367.903193 nChanged 19 SP:Iteration 9Q (788.311620 sec): 3 clusters Score: Raw -117742.486137 + Penalty 2363.077775 = -115379.408362 nChanged 15 SP:Iteration 10Q (788.318846 sec): 3 clusters Score: Raw -117753.540971 + Penalty 2363.077775 = -115390.463196 nChanged 20 SP:Iteration 11Q (788.326041 sec): 3 clusters Score: Raw -117775.187346 + Penalty 2363.077775 = -115412.109571 nChanged 26 SP:Iteration 12Q (788.333254 sec): 3 clusters Score: Raw -117798.171812 + Penalty 2363.077775 = -115435.094037 nChanged 20 SP:Iteration 13Q (788.340487 sec): 3 clusters Score: Raw -117817.009461 + Penalty 2363.077775 = -115453.931686 nChanged 24 SP:Iteration 14Q (788.347765 sec): 3 clusters Score: Raw -117846.497368 + Penalty 2363.077775 = -115483.419593 nChanged 24 SP:Iteration 15Q (788.355663 sec): 3 clusters Score: Raw -117873.525112 + Penalty 2363.077775 = -115510.447337 nChanged 20 SP:Iteration 16Q (788.362783 sec): 3 clusters Score: Raw -117889.874070 + Penalty 2363.077775 = -115526.796295 nChanged 14 SP:Iteration 17Q (788.369968 sec): 3 clusters Score: Raw -117905.857674 + Penalty 2363.077775 = -115542.779899 nChanged 14 SP:Iteration 18Q (788.377104 sec): 3 clusters Score: Raw -117919.846268 + Penalty 2363.077775 = -115556.768493 nChanged 14 SP:Iteration 19Q (788.384206 sec): 3 clusters Score: Raw -117926.791458 + Penalty 2363.077775 = -115563.713683 nChanged 5 SP:Iteration 20F (788.391463 sec): 3 clusters Score: Raw -117929.686460 + Penalty 2363.077775 = -115566.608685 nChanged 1 SP:Iteration 21Q (788.398591 sec): 3 clusters Score: Raw -117930.040265 + Penalty 2363.077775 = -115566.962490 nChanged 1 SP:Iteration 22Q (788.405755 sec): 3 clusters Score: Raw -117930.574844 + Penalty 2363.077775 = -115567.497069 nChanged 0 SP:Iteration 23F (788.413050 sec): 3 clusters Score: Raw -117930.574844 + Penalty 2363.077775 = -115567.497069 nChanged 0 Trying to split cluster 22 (2716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (788.429292 sec): 2 clusters Score: Raw -190504.314266 + Penalty 1284.873767 = -189219.440499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.443465 sec): 3 clusters Score: Raw -189327.211397 + Penalty 2569.747534 = -186757.463864 nChanged 1010 SP:Iteration 1F (788.456770 sec): 3 clusters Score: Raw -190289.692103 + Penalty 2569.747534 = -187719.944569 nChanged 326 SP:Iteration 2F (788.470166 sec): 3 clusters Score: Raw -190755.644286 + Penalty 2569.747534 = -188185.896752 nChanged 234 SP:Iteration 3F (788.483571 sec): 3 clusters Score: Raw -191080.810291 + Penalty 2569.747534 = -188511.062757 nChanged 172 SP:Iteration 4F (788.496959 sec): 3 clusters Score: Raw -191255.257504 + Penalty 2569.747534 = -188685.509970 nChanged 115 SP:Iteration 5Q (788.510080 sec): 3 clusters Score: Raw -191348.126852 + Penalty 2569.747534 = -188778.379318 nChanged 64 SP:Iteration 6Q (788.523220 sec): 3 clusters Score: Raw -191391.511042 + Penalty 2569.747534 = -188821.763508 nChanged 48 SP:Iteration 7Q (788.536330 sec): 3 clusters Score: Raw -191422.442634 + Penalty 2569.747534 = -188852.695100 nChanged 37 SP:Iteration 8Q (788.549420 sec): 3 clusters Score: Raw -191438.974204 + Penalty 2569.747534 = -188869.226671 nChanged 30 SP:Iteration 9Q (788.562561 sec): 3 clusters Score: Raw -191453.627084 + Penalty 2569.747534 = -188883.879550 nChanged 18 SP:Iteration 10Q (788.575660 sec): 3 clusters Score: Raw -191460.702888 + Penalty 2569.747534 = -188890.955354 nChanged 12 SP:Iteration 11Q (788.588778 sec): 3 clusters Score: Raw -191466.968216 + Penalty 2569.747534 = -188897.220683 nChanged 9 SP:Iteration 12Q (788.601786 sec): 3 clusters Score: Raw -191470.846487 + Penalty 2569.747534 = -188901.098953 nChanged 5 SP:Iteration 13Q (788.614872 sec): 3 clusters Score: Raw -191472.815952 + Penalty 2569.747534 = -188903.068418 nChanged 11 SP:Iteration 14Q (788.627990 sec): 3 clusters Score: Raw -191476.763527 + Penalty 2569.747534 = -188907.015994 nChanged 10 SP:Iteration 15Q (788.640965 sec): 3 clusters Score: Raw -191480.229933 + Penalty 2569.747534 = -188910.482399 nChanged 9 SP:Iteration 16Q (788.654038 sec): 3 clusters Score: Raw -191483.511313 + Penalty 2569.747534 = -188913.763779 nChanged 10 SP:Iteration 17Q (788.667141 sec): 3 clusters Score: Raw -191487.359971 + Penalty 2569.747534 = -188917.612437 nChanged 7 SP:Iteration 18Q (788.680207 sec): 3 clusters Score: Raw -191490.525216 + Penalty 2569.747534 = -188920.777682 nChanged 6 SP:Iteration 19Q (788.693243 sec): 3 clusters Score: Raw -191493.836557 + Penalty 2569.747534 = -188924.089023 nChanged 8 SP:Iteration 20F (788.706598 sec): 3 clusters Score: Raw -191495.749707 + Penalty 2569.747534 = -188926.002173 nChanged 5 SP:Iteration 21Q (788.719591 sec): 3 clusters Score: Raw -191496.969541 + Penalty 2569.747534 = -188927.222007 nChanged 5 SP:Iteration 22Q (788.732699 sec): 3 clusters Score: Raw -191499.895288 + Penalty 2569.747534 = -188930.147755 nChanged 6 SP:Iteration 23Q (788.745659 sec): 3 clusters Score: Raw -191504.907494 + Penalty 2569.747534 = -188935.159960 nChanged 7 SP:Iteration 24Q (788.758763 sec): 3 clusters Score: Raw -191507.507569 + Penalty 2569.747534 = -188937.760035 nChanged 3 SP:Iteration 25Q (788.771835 sec): 3 clusters Score: Raw -191508.265918 + Penalty 2569.747534 = -188938.518384 nChanged 3 SP:Iteration 26Q (788.784925 sec): 3 clusters Score: Raw -191509.037003 + Penalty 2569.747534 = -188939.289469 nChanged 2 SP:Iteration 27Q (788.797919 sec): 3 clusters Score: Raw -191509.804341 + Penalty 2569.747534 = -188940.056807 nChanged 2 SP:Iteration 28Q (788.810888 sec): 3 clusters Score: Raw -191510.465217 + Penalty 2569.747534 = -188940.717683 nChanged 1 SP:Iteration 29Q (788.824184 sec): 3 clusters Score: Raw -191510.727885 + Penalty 2569.747534 = -188940.980351 nChanged 3 SP:Iteration 30Q (788.837254 sec): 3 clusters Score: Raw -191511.447675 + Penalty 2569.747534 = -188941.700141 nChanged 2 SP:Iteration 31Q (788.850334 sec): 3 clusters Score: Raw -191511.861181 + Penalty 2569.747534 = -188942.113647 nChanged 2 SP:Iteration 32Q (788.863408 sec): 3 clusters Score: Raw -191512.186054 + Penalty 2569.747534 = -188942.438520 nChanged 2 SP:Iteration 33Q (788.876457 sec): 3 clusters Score: Raw -191512.966259 + Penalty 2569.747534 = -188943.218725 nChanged 3 SP:Iteration 34Q (788.889555 sec): 3 clusters Score: Raw -191514.066436 + Penalty 2569.747534 = -188944.318902 nChanged 3 SP:Iteration 35Q (788.902504 sec): 3 clusters Score: Raw -191515.008314 + Penalty 2569.747534 = -188945.260780 nChanged 6 SP:Iteration 36Q (788.915473 sec): 3 clusters Score: Raw -191516.641014 + Penalty 2569.747534 = -188946.893481 nChanged 5 SP:Iteration 37Q (788.928514 sec): 3 clusters Score: Raw -191518.007093 + Penalty 2569.747534 = -188948.259559 nChanged 7 SP:Iteration 38Q (788.941531 sec): 3 clusters Score: Raw -191520.582862 + Penalty 2569.747534 = -188950.835328 nChanged 5 SP:Iteration 39Q (788.954611 sec): 3 clusters Score: Raw -191522.052791 + Penalty 2569.747534 = -188952.305257 nChanged 4 SP:Iteration 40F (788.967984 sec): 3 clusters Score: Raw -191523.426736 + Penalty 2569.747534 = -188953.679202 nChanged 2 SP:Iteration 41Q (788.980929 sec): 3 clusters Score: Raw -191523.885424 + Penalty 2569.747534 = -188954.137891 nChanged 2 SP:Iteration 42Q (788.993875 sec): 3 clusters Score: Raw -191525.257256 + Penalty 2569.747534 = -188955.509723 nChanged 3 SP:Iteration 43Q (789.006915 sec): 3 clusters Score: Raw -191525.897107 + Penalty 2569.747534 = -188956.149573 nChanged 2 SP:Iteration 44Q (789.019998 sec): 3 clusters Score: Raw -191526.290876 + Penalty 2569.747534 = -188956.543342 nChanged 0 SP:Iteration 45F (789.033367 sec): 3 clusters Score: Raw -191526.290876 + Penalty 2569.747534 = -188956.543342 nChanged 0 Trying to split cluster 23 (6270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (789.053135 sec): 2 clusters Score: Raw -481992.341223 + Penalty 1420.823890 = -480571.517333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (789.076099 sec): 3 clusters Score: Raw -478682.728623 + Penalty 2841.647781 = -475841.080842 nChanged 2594 SP:Iteration 1F (789.098557 sec): 3 clusters Score: Raw -480076.367225 + Penalty 2841.647781 = -477234.719444 nChanged 435 SP:Iteration 2F (789.121047 sec): 3 clusters Score: Raw -480341.375841 + Penalty 2841.647781 = -477499.728060 nChanged 358 SP:Iteration 3F (789.143269 sec): 3 clusters Score: Raw -480543.865566 + Penalty 2841.647781 = -477702.217786 nChanged 274 SP:Iteration 4Q (789.165559 sec): 3 clusters Score: Raw -480685.573393 + Penalty 2841.647781 = -477843.925612 nChanged 251 SP:Iteration 5Q (789.188167 sec): 3 clusters Score: Raw -480822.715628 + Penalty 2841.647781 = -477981.067847 nChanged 240 SP:Iteration 6Q (789.210460 sec): 3 clusters Score: Raw -480961.866696 + Penalty 2841.647781 = -478120.218915 nChanged 230 SP:Iteration 7Q (789.232710 sec): 3 clusters Score: Raw -481101.584601 + Penalty 2841.647781 = -478259.936820 nChanged 214 SP:Iteration 8Q (789.254909 sec): 3 clusters Score: Raw -481240.725253 + Penalty 2841.647781 = -478399.077472 nChanged 230 SP:Iteration 9Q (789.277256 sec): 3 clusters Score: Raw -481393.717995 + Penalty 2841.647781 = -478552.070214 nChanged 191 SP:Iteration 10Q (789.299573 sec): 3 clusters Score: Raw -481524.565458 + Penalty 2841.647781 = -478682.917677 nChanged 170 SP:Iteration 11Q (789.321595 sec): 3 clusters Score: Raw -481642.664086 + Penalty 2841.647781 = -478801.016305 nChanged 156 SP:Iteration 12Q (789.343573 sec): 3 clusters Score: Raw -481749.564598 + Penalty 2841.647781 = -478907.916817 nChanged 143 SP:Iteration 13Q (789.365578 sec): 3 clusters Score: Raw -481876.977490 + Penalty 2841.647781 = -479035.329709 nChanged 129 SP:Iteration 14Q (789.387377 sec): 3 clusters Score: Raw -482002.244274 + Penalty 2841.647781 = -479160.596493 nChanged 107 SP:Iteration 15Q (789.408882 sec): 3 clusters Score: Raw -482119.534107 + Penalty 2841.647781 = -479277.886326 nChanged 78 SP:Iteration 16Q (789.430299 sec): 3 clusters Score: Raw -482198.762374 + Penalty 2841.647781 = -479357.114593 nChanged 67 SP:Iteration 17Q (789.451500 sec): 3 clusters Score: Raw -482264.577595 + Penalty 2841.647781 = -479422.929814 nChanged 47 SP:Iteration 18Q (789.472338 sec): 3 clusters Score: Raw -482309.372353 + Penalty 2841.647781 = -479467.724572 nChanged 30 SP:Iteration 19Q (789.493075 sec): 3 clusters Score: Raw -482336.127978 + Penalty 2841.647781 = -479494.480197 nChanged 21 SP:Iteration 20F (789.515376 sec): 3 clusters Score: Raw -482357.192502 + Penalty 2841.647781 = -479515.544722 nChanged 21 SP:Iteration 21Q (789.536093 sec): 3 clusters Score: Raw -482375.002227 + Penalty 2841.647781 = -479533.354446 nChanged 16 SP:Iteration 22Q (789.556917 sec): 3 clusters Score: Raw -482390.476435 + Penalty 2841.647781 = -479548.828654 nChanged 14 SP:Iteration 23Q (789.577548 sec): 3 clusters Score: Raw -482406.976974 + Penalty 2841.647781 = -479565.329193 nChanged 19 SP:Iteration 24Q (789.598213 sec): 3 clusters Score: Raw -482432.960996 + Penalty 2841.647781 = -479591.313215 nChanged 25 SP:Iteration 25Q (789.618877 sec): 3 clusters Score: Raw -482462.763943 + Penalty 2841.647781 = -479621.116162 nChanged 16 SP:Iteration 26Q (789.639552 sec): 3 clusters Score: Raw -482478.646898 + Penalty 2841.647781 = -479636.999117 nChanged 12 SP:Iteration 27Q (789.660064 sec): 3 clusters Score: Raw -482488.071536 + Penalty 2841.647781 = -479646.423755 nChanged 10 SP:Iteration 28Q (789.680540 sec): 3 clusters Score: Raw -482496.653356 + Penalty 2841.647781 = -479655.005575 nChanged 7 SP:Iteration 29Q (789.701026 sec): 3 clusters Score: Raw -482502.912551 + Penalty 2841.647781 = -479661.264770 nChanged 7 SP:Iteration 30Q (789.721690 sec): 3 clusters Score: Raw -482509.177420 + Penalty 2841.647781 = -479667.529639 nChanged 6 SP:Iteration 31Q (789.741899 sec): 3 clusters Score: Raw -482513.843166 + Penalty 2841.647781 = -479672.195385 nChanged 2 SP:Iteration 32Q (789.762202 sec): 3 clusters Score: Raw -482514.860746 + Penalty 2841.647781 = -479673.212965 nChanged 1 SP:Iteration 33Q (789.782558 sec): 3 clusters Score: Raw -482515.344048 + Penalty 2841.647781 = -479673.696267 nChanged 3 SP:Iteration 34Q (789.803151 sec): 3 clusters Score: Raw -482519.609665 + Penalty 2841.647781 = -479677.961884 nChanged 3 SP:Iteration 35Q (789.823287 sec): 3 clusters Score: Raw -482522.671408 + Penalty 2841.647781 = -479681.023627 nChanged 7 SP:Iteration 36Q (789.843631 sec): 3 clusters Score: Raw -482527.501568 + Penalty 2841.647781 = -479685.853787 nChanged 11 SP:Iteration 37Q (789.864033 sec): 3 clusters Score: Raw -482538.150789 + Penalty 2841.647781 = -479696.503008 nChanged 5 SP:Iteration 38Q (789.884463 sec): 3 clusters Score: Raw -482542.957417 + Penalty 2841.647781 = -479701.309636 nChanged 2 SP:Iteration 39Q (789.904899 sec): 3 clusters Score: Raw -482544.099521 + Penalty 2841.647781 = -479702.451740 nChanged 2 SP:Iteration 40F (789.927322 sec): 3 clusters Score: Raw -482549.691402 + Penalty 2841.647781 = -479708.043621 nChanged 7 SP:Iteration 41Q (789.947793 sec): 3 clusters Score: Raw -482553.702042 + Penalty 2841.647781 = -479712.054261 nChanged 3 SP:Iteration 42Q (789.968243 sec): 3 clusters Score: Raw -482555.491456 + Penalty 2841.647781 = -479713.843675 nChanged 3 SP:Iteration 43Q (789.988527 sec): 3 clusters Score: Raw -482559.258144 + Penalty 2841.647781 = -479717.610363 nChanged 4 SP:Iteration 44Q (790.009068 sec): 3 clusters Score: Raw -482563.799527 + Penalty 2841.647781 = -479722.151746 nChanged 7 SP:Iteration 45Q (790.029523 sec): 3 clusters Score: Raw -482573.513689 + Penalty 2841.647781 = -479731.865908 nChanged 7 SP:Iteration 46Q (790.049939 sec): 3 clusters Score: Raw -482579.003842 + Penalty 2841.647781 = -479737.356061 nChanged 5 SP:Iteration 47Q (790.070543 sec): 3 clusters Score: Raw -482585.656135 + Penalty 2841.647781 = -479744.008354 nChanged 5 SP:Iteration 48Q (790.090884 sec): 3 clusters Score: Raw -482591.056609 + Penalty 2841.647781 = -479749.408828 nChanged 9 SP:Iteration 49Q (790.111215 sec): 3 clusters Score: Raw -482598.070634 + Penalty 2841.647781 = -479756.422853 nChanged 11 SP:Iteration 50Q (790.131458 sec): 3 clusters Score: Raw -482605.747977 + Penalty 2841.647781 = -479764.100196 nChanged 6 SP:Iteration 51Q (790.151813 sec): 3 clusters Score: Raw -482611.134137 + Penalty 2841.647781 = -479769.486356 nChanged 9 SP:Iteration 52Q (790.172322 sec): 3 clusters Score: Raw -482618.865242 + Penalty 2841.647781 = -479777.217461 nChanged 12 SP:Iteration 53Q (790.192710 sec): 3 clusters Score: Raw -482629.843307 + Penalty 2841.647781 = -479788.195526 nChanged 8 SP:Iteration 54Q (790.213007 sec): 3 clusters Score: Raw -482634.817080 + Penalty 2841.647781 = -479793.169299 nChanged 10 SP:Iteration 55Q (790.233340 sec): 3 clusters Score: Raw -482641.997465 + Penalty 2841.647781 = -479800.349684 nChanged 8 SP:Iteration 56Q (790.253612 sec): 3 clusters Score: Raw -482648.111530 + Penalty 2841.647781 = -479806.463749 nChanged 6 SP:Iteration 57Q (790.274116 sec): 3 clusters Score: Raw -482651.493275 + Penalty 2841.647781 = -479809.845494 nChanged 2 SP:Iteration 58Q (790.294499 sec): 3 clusters Score: Raw -482653.106718 + Penalty 2841.647781 = -479811.458937 nChanged 2 SP:Iteration 59Q (790.314824 sec): 3 clusters Score: Raw -482654.185284 + Penalty 2841.647781 = -479812.537503 nChanged 2 SP:Iteration 60F (790.337235 sec): 3 clusters Score: Raw -482656.965287 + Penalty 2841.647781 = -479815.317506 nChanged 4 SP:Iteration 61Q (790.357737 sec): 3 clusters Score: Raw -482661.692880 + Penalty 2841.647781 = -479820.045100 nChanged 4 SP:Iteration 62Q (790.378362 sec): 3 clusters Score: Raw -482663.992744 + Penalty 2841.647781 = -479822.344963 nChanged 1 SP:Iteration 63Q (790.398549 sec): 3 clusters Score: Raw -482664.334705 + Penalty 2841.647781 = -479822.686924 nChanged 1 SP:Iteration 64Q (790.419070 sec): 3 clusters Score: Raw -482665.156309 + Penalty 2841.647781 = -479823.508529 nChanged 0 SP:Iteration 65F (790.441595 sec): 3 clusters Score: Raw -482665.156309 + Penalty 2841.647781 = -479823.508529 nChanged 0 Trying to split cluster 24 (10337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (790.465476 sec): 2 clusters Score: Raw -870492.316294 + Penalty 1502.066308 = -868990.249987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (790.494613 sec): 3 clusters Score: Raw -864547.555837 + Penalty 3004.132615 = -861543.423221 nChanged 4550 SP:Iteration 1F (790.522729 sec): 3 clusters Score: Raw -867168.448401 + Penalty 3004.132615 = -864164.315785 nChanged 725 SP:Iteration 2F (790.550792 sec): 3 clusters Score: Raw -867646.118967 + Penalty 3004.132615 = -864641.986352 nChanged 713 SP:Iteration 3F (790.579131 sec): 3 clusters Score: Raw -868249.882205 + Penalty 3004.132615 = -865245.749590 nChanged 771 SP:Iteration 4F (790.607361 sec): 3 clusters Score: Raw -868942.970117 + Penalty 3004.132615 = -865938.837502 nChanged 813 SP:Iteration 5F (790.635298 sec): 3 clusters Score: Raw -869611.540915 + Penalty 3004.132615 = -866607.408300 nChanged 744 SP:Iteration 6F (790.663258 sec): 3 clusters Score: Raw -870159.695633 + Penalty 3004.132615 = -867155.563017 nChanged 583 SP:Iteration 7F (790.691662 sec): 3 clusters Score: Raw -870574.128824 + Penalty 3004.132615 = -867569.996209 nChanged 427 SP:Iteration 8Q (790.719455 sec): 3 clusters Score: Raw -870831.374738 + Penalty 3004.132615 = -867827.242122 nChanged 279 SP:Iteration 9Q (790.747200 sec): 3 clusters Score: Raw -870964.348271 + Penalty 3004.132615 = -867960.215655 nChanged 194 SP:Iteration 10Q (790.775182 sec): 3 clusters Score: Raw -871053.175060 + Penalty 3004.132615 = -868049.042445 nChanged 156 SP:Iteration 11Q (790.803251 sec): 3 clusters Score: Raw -871124.023526 + Penalty 3004.132615 = -868119.890911 nChanged 119 SP:Iteration 12Q (790.831049 sec): 3 clusters Score: Raw -871175.226252 + Penalty 3004.132615 = -868171.093637 nChanged 108 SP:Iteration 13Q (790.858710 sec): 3 clusters Score: Raw -871222.984895 + Penalty 3004.132615 = -868218.852279 nChanged 82 SP:Iteration 14Q (790.886401 sec): 3 clusters Score: Raw -871258.352934 + Penalty 3004.132615 = -868254.220319 nChanged 65 SP:Iteration 15Q (790.947313 sec): 3 clusters Score: Raw -871275.728096 + Penalty 3004.132615 = -868271.595481 nChanged 52 SP:Iteration 16Q (790.974428 sec): 3 clusters Score: Raw -871290.820456 + Penalty 3004.132615 = -868286.687841 nChanged 56 SP:Iteration 17Q (791.001459 sec): 3 clusters Score: Raw -871306.166950 + Penalty 3004.132615 = -868302.034334 nChanged 56 SP:Iteration 18Q (791.028700 sec): 3 clusters Score: Raw -871320.366813 + Penalty 3004.132615 = -868316.234198 nChanged 42 SP:Iteration 19Q (791.055963 sec): 3 clusters Score: Raw -871331.299118 + Penalty 3004.132615 = -868327.166502 nChanged 23 SP:Iteration 20F (791.084135 sec): 3 clusters Score: Raw -871336.728227 + Penalty 3004.132615 = -868332.595612 nChanged 21 SP:Iteration 21Q (791.111145 sec): 3 clusters Score: Raw -871341.846678 + Penalty 3004.132615 = -868337.714063 nChanged 23 SP:Iteration 22Q (791.138150 sec): 3 clusters Score: Raw -871347.796001 + Penalty 3004.132615 = -868343.663385 nChanged 22 SP:Iteration 23Q (791.165089 sec): 3 clusters Score: Raw -871352.418596 + Penalty 3004.132615 = -868348.285981 nChanged 20 SP:Iteration 24Q (791.192057 sec): 3 clusters Score: Raw -871357.231980 + Penalty 3004.132615 = -868353.099364 nChanged 15 SP:Iteration 25Q (791.218908 sec): 3 clusters Score: Raw -871361.212633 + Penalty 3004.132615 = -868357.080018 nChanged 13 SP:Iteration 26Q (791.245905 sec): 3 clusters Score: Raw -871365.083682 + Penalty 3004.132615 = -868360.951067 nChanged 12 SP:Iteration 27Q (791.272733 sec): 3 clusters Score: Raw -871368.066447 + Penalty 3004.132615 = -868363.933831 nChanged 17 SP:Iteration 28Q (791.299512 sec): 3 clusters Score: Raw -871372.587585 + Penalty 3004.132615 = -868368.454969 nChanged 21 SP:Iteration 29Q (791.326155 sec): 3 clusters Score: Raw -871377.082236 + Penalty 3004.132615 = -868372.949620 nChanged 16 SP:Iteration 30Q (791.352933 sec): 3 clusters Score: Raw -871380.814245 + Penalty 3004.132615 = -868376.681629 nChanged 18 SP:Iteration 31Q (791.379905 sec): 3 clusters Score: Raw -871384.454289 + Penalty 3004.132615 = -868380.321674 nChanged 13 SP:Iteration 32Q (791.406475 sec): 3 clusters Score: Raw -871386.541128 + Penalty 3004.132615 = -868382.408512 nChanged 7 SP:Iteration 33Q (791.433088 sec): 3 clusters Score: Raw -871387.954852 + Penalty 3004.132615 = -868383.822236 nChanged 8 SP:Iteration 34Q (791.459559 sec): 3 clusters Score: Raw -871389.520600 + Penalty 3004.132615 = -868385.387985 nChanged 10 SP:Iteration 35Q (791.485992 sec): 3 clusters Score: Raw -871392.131195 + Penalty 3004.132615 = -868387.998580 nChanged 10 SP:Iteration 36Q (791.512603 sec): 3 clusters Score: Raw -871394.105855 + Penalty 3004.132615 = -868389.973239 nChanged 15 SP:Iteration 37Q (791.539249 sec): 3 clusters Score: Raw -871397.603523 + Penalty 3004.132615 = -868393.470908 nChanged 16 SP:Iteration 38Q (791.565788 sec): 3 clusters Score: Raw -871401.329578 + Penalty 3004.132615 = -868397.196962 nChanged 15 SP:Iteration 39Q (791.592312 sec): 3 clusters Score: Raw -871404.462005 + Penalty 3004.132615 = -868400.329389 nChanged 9 SP:Iteration 40F (791.620405 sec): 3 clusters Score: Raw -871406.134088 + Penalty 3004.132615 = -868402.001472 nChanged 10 SP:Iteration 41Q (791.646796 sec): 3 clusters Score: Raw -871408.031801 + Penalty 3004.132615 = -868403.899186 nChanged 10 SP:Iteration 42Q (791.673234 sec): 3 clusters Score: Raw -871409.708480 + Penalty 3004.132615 = -868405.575864 nChanged 3 SP:Iteration 43Q (791.699583 sec): 3 clusters Score: Raw -871410.209427 + Penalty 3004.132615 = -868406.076812 nChanged 3 SP:Iteration 44Q (791.726081 sec): 3 clusters Score: Raw -871410.575522 + Penalty 3004.132615 = -868406.442906 nChanged 4 SP:Iteration 45Q (791.752456 sec): 3 clusters Score: Raw -871411.289223 + Penalty 3004.132615 = -868407.156607 nChanged 2 SP:Iteration 46Q (791.778923 sec): 3 clusters Score: Raw -871411.891687 + Penalty 3004.132615 = -868407.759072 nChanged 4 SP:Iteration 47Q (791.805278 sec): 3 clusters Score: Raw -871412.323780 + Penalty 3004.132615 = -868408.191165 nChanged 2 SP:Iteration 48Q (791.831622 sec): 3 clusters Score: Raw -871412.988303 + Penalty 3004.132615 = -868408.855688 nChanged 3 SP:Iteration 49Q (791.858072 sec): 3 clusters Score: Raw -871413.997328 + Penalty 3004.132615 = -868409.864713 nChanged 3 SP:Iteration 50Q (791.884400 sec): 3 clusters Score: Raw -871414.625764 + Penalty 3004.132615 = -868410.493149 nChanged 1 SP:Iteration 51Q (791.910829 sec): 3 clusters Score: Raw -871414.782965 + Penalty 3004.132615 = -868410.650350 nChanged 1 SP:Iteration 52Q (791.937158 sec): 3 clusters Score: Raw -871414.934877 + Penalty 3004.132615 = -868410.802261 nChanged 4 SP:Iteration 53Q (791.963667 sec): 3 clusters Score: Raw -871415.688824 + Penalty 3004.132615 = -868411.556209 nChanged 2 SP:Iteration 54Q (791.989888 sec): 3 clusters Score: Raw -871415.747186 + Penalty 3004.132615 = -868411.614570 nChanged 2 SP:Iteration 55Q (792.016238 sec): 3 clusters Score: Raw -871415.879245 + Penalty 3004.132615 = -868411.746629 nChanged 0 SP:Iteration 56F (792.044376 sec): 3 clusters Score: Raw -871415.879245 + Penalty 3004.132615 = -868411.746629 nChanged 0 Trying to split cluster 25 (15222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (792.072494 sec): 2 clusters Score: Raw -1270106.340437 + Penalty 1564.955767 = -1268541.384670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (792.108275 sec): 3 clusters Score: Raw -1261093.750122 + Penalty 3129.911534 = -1257963.838588 nChanged 6820 SP:Iteration 1F (792.142657 sec): 3 clusters Score: Raw -1264897.872210 + Penalty 3129.911534 = -1261767.960675 nChanged 939 SP:Iteration 2F (792.177155 sec): 3 clusters Score: Raw -1265332.627288 + Penalty 3129.911534 = -1262202.715753 nChanged 946 SP:Iteration 3F (792.211731 sec): 3 clusters Score: Raw -1265833.164043 + Penalty 3129.911534 = -1262703.252508 nChanged 966 SP:Iteration 4F (792.246161 sec): 3 clusters Score: Raw -1266423.420307 + Penalty 3129.911534 = -1263293.508772 nChanged 1010 SP:Iteration 5F (792.280612 sec): 3 clusters Score: Raw -1267126.104083 + Penalty 3129.911534 = -1263996.192549 nChanged 1014 SP:Iteration 6F (792.350351 sec): 3 clusters Score: Raw -1267882.038705 + Penalty 3129.911534 = -1264752.127171 nChanged 888 SP:Iteration 7F (792.394616 sec): 3 clusters Score: Raw -1268623.854346 + Penalty 3129.911534 = -1265493.942812 nChanged 743 SP:Iteration 8Q (792.428206 sec): 3 clusters Score: Raw -1269279.690922 + Penalty 3129.911534 = -1266149.779388 nChanged 478 SP:Iteration 9Q (792.462542 sec): 3 clusters Score: Raw -1269669.822545 + Penalty 3129.911534 = -1266539.911011 nChanged 311 SP:Iteration 10Q (792.495663 sec): 3 clusters Score: Raw -1269909.278633 + Penalty 3129.911534 = -1266779.367099 nChanged 232 SP:Iteration 11Q (792.528002 sec): 3 clusters Score: Raw -1270092.316179 + Penalty 3129.911534 = -1266962.404645 nChanged 149 SP:Iteration 12Q (792.559794 sec): 3 clusters Score: Raw -1270210.406147 + Penalty 3129.911534 = -1267080.494612 nChanged 109 SP:Iteration 13Q (792.591052 sec): 3 clusters Score: Raw -1270270.420915 + Penalty 3129.911534 = -1267140.509380 nChanged 87 SP:Iteration 14Q (792.622181 sec): 3 clusters Score: Raw -1270305.134563 + Penalty 3129.911534 = -1267175.223028 nChanged 56 SP:Iteration 15Q (792.653296 sec): 3 clusters Score: Raw -1270329.182378 + Penalty 3129.911534 = -1267199.270843 nChanged 41 SP:Iteration 16Q (792.684121 sec): 3 clusters Score: Raw -1270350.840195 + Penalty 3129.911534 = -1267220.928661 nChanged 44 SP:Iteration 17Q (792.714868 sec): 3 clusters Score: Raw -1270368.450326 + Penalty 3129.911534 = -1267238.538791 nChanged 30 SP:Iteration 18Q (792.745636 sec): 3 clusters Score: Raw -1270377.767522 + Penalty 3129.911534 = -1267247.855987 nChanged 31 SP:Iteration 19Q (792.776241 sec): 3 clusters Score: Raw -1270390.083817 + Penalty 3129.911534 = -1267260.172283 nChanged 31 SP:Iteration 20F (792.810737 sec): 3 clusters Score: Raw -1270400.233806 + Penalty 3129.911534 = -1267270.322272 nChanged 26 SP:Iteration 21Q (792.841425 sec): 3 clusters Score: Raw -1270407.776380 + Penalty 3129.911534 = -1267277.864845 nChanged 19 SP:Iteration 22Q (792.871978 sec): 3 clusters Score: Raw -1270413.352764 + Penalty 3129.911534 = -1267283.441229 nChanged 18 SP:Iteration 23Q (792.902575 sec): 3 clusters Score: Raw -1270418.451391 + Penalty 3129.911534 = -1267288.539856 nChanged 18 SP:Iteration 24Q (792.933169 sec): 3 clusters Score: Raw -1270423.308230 + Penalty 3129.911534 = -1267293.396695 nChanged 13 SP:Iteration 25Q (792.963618 sec): 3 clusters Score: Raw -1270426.490593 + Penalty 3129.911534 = -1267296.579059 nChanged 13 SP:Iteration 26Q (792.994089 sec): 3 clusters Score: Raw -1270428.896362 + Penalty 3129.911534 = -1267298.984827 nChanged 6 SP:Iteration 27Q (793.024596 sec): 3 clusters Score: Raw -1270430.432997 + Penalty 3129.911534 = -1267300.521463 nChanged 4 SP:Iteration 28Q (793.055244 sec): 3 clusters Score: Raw -1270431.694906 + Penalty 3129.911534 = -1267301.783371 nChanged 8 SP:Iteration 29Q (793.085596 sec): 3 clusters Score: Raw -1270433.650328 + Penalty 3129.911534 = -1267303.738793 nChanged 8 SP:Iteration 30Q (793.116129 sec): 3 clusters Score: Raw -1270435.122350 + Penalty 3129.911534 = -1267305.210815 nChanged 2 SP:Iteration 31Q (793.146689 sec): 3 clusters Score: Raw -1270435.451446 + Penalty 3129.911534 = -1267305.539912 nChanged 2 SP:Iteration 32Q (793.177187 sec): 3 clusters Score: Raw -1270435.683454 + Penalty 3129.911534 = -1267305.771920 nChanged 3 SP:Iteration 33Q (793.207778 sec): 3 clusters Score: Raw -1270436.440772 + Penalty 3129.911534 = -1267306.529238 nChanged 6 SP:Iteration 34Q (793.238244 sec): 3 clusters Score: Raw -1270437.979667 + Penalty 3129.911534 = -1267308.068133 nChanged 8 SP:Iteration 35Q (793.268706 sec): 3 clusters Score: Raw -1270439.926622 + Penalty 3129.911534 = -1267310.015087 nChanged 9 SP:Iteration 36Q (793.299270 sec): 3 clusters Score: Raw -1270441.741525 + Penalty 3129.911534 = -1267311.829991 nChanged 10 SP:Iteration 37Q (793.329736 sec): 3 clusters Score: Raw -1270444.353135 + Penalty 3129.911534 = -1267314.441600 nChanged 5 SP:Iteration 38Q (793.360141 sec): 3 clusters Score: Raw -1270445.196488 + Penalty 3129.911534 = -1267315.284954 nChanged 5 SP:Iteration 39Q (793.390491 sec): 3 clusters Score: Raw -1270446.099118 + Penalty 3129.911534 = -1267316.187583 nChanged 7 SP:Iteration 40F (793.424774 sec): 3 clusters Score: Raw -1270447.999471 + Penalty 3129.911534 = -1267318.087936 nChanged 6 SP:Iteration 41Q (793.455460 sec): 3 clusters Score: Raw -1270449.049087 + Penalty 3129.911534 = -1267319.137553 nChanged 2 SP:Iteration 42Q (793.485843 sec): 3 clusters Score: Raw -1270449.320207 + Penalty 3129.911534 = -1267319.408673 nChanged 0 SP:Iteration 43F (793.520277 sec): 3 clusters Score: Raw -1270449.320207 + Penalty 3129.911534 = -1267319.408673 nChanged 0 Trying to split cluster 26 (23020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (793.556667 sec): 2 clusters Score: Raw -1942354.895735 + Penalty 1632.169286 = -1940722.726449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (793.604271 sec): 3 clusters Score: Raw -1928427.290414 + Penalty 3264.338572 = -1925162.951843 nChanged 10417 SP:Iteration 1F (793.649676 sec): 3 clusters Score: Raw -1934412.259344 + Penalty 3264.338572 = -1931147.920772 nChanged 1288 SP:Iteration 2F (793.695109 sec): 3 clusters Score: Raw -1935005.290285 + Penalty 3264.338572 = -1931740.951713 nChanged 1277 SP:Iteration 3F (793.740416 sec): 3 clusters Score: Raw -1935635.519817 + Penalty 3264.338572 = -1932371.181245 nChanged 1240 SP:Iteration 4F (793.785898 sec): 3 clusters Score: Raw -1936262.170723 + Penalty 3264.338572 = -1932997.832151 nChanged 1149 SP:Iteration 5Q (793.832504 sec): 3 clusters Score: Raw -1936849.240458 + Penalty 3264.338572 = -1933584.901886 nChanged 1163 SP:Iteration 6F (793.877540 sec): 3 clusters Score: Raw -1937421.523816 + Penalty 3264.338572 = -1934157.185244 nChanged 1106 SP:Iteration 7Q (793.923761 sec): 3 clusters Score: Raw -1937939.750502 + Penalty 3264.338572 = -1934675.411930 nChanged 1042 SP:Iteration 8Q (793.969427 sec): 3 clusters Score: Raw -1938426.820587 + Penalty 3264.338572 = -1935162.482016 nChanged 918 SP:Iteration 9Q (794.015242 sec): 3 clusters Score: Raw -1938832.374404 + Penalty 3264.338572 = -1935568.035832 nChanged 824 SP:Iteration 10Q (794.061004 sec): 3 clusters Score: Raw -1939154.996353 + Penalty 3264.338572 = -1935890.657782 nChanged 692 SP:Iteration 11Q (794.106416 sec): 3 clusters Score: Raw -1939427.944613 + Penalty 3264.338572 = -1936163.606042 nChanged 614 SP:Iteration 12Q (794.151782 sec): 3 clusters Score: Raw -1939659.812611 + Penalty 3264.338572 = -1936395.474040 nChanged 558 SP:Iteration 13Q (794.196986 sec): 3 clusters Score: Raw -1939867.722105 + Penalty 3264.338572 = -1936603.383534 nChanged 520 SP:Iteration 14Q (794.241900 sec): 3 clusters Score: Raw -1940055.925783 + Penalty 3264.338572 = -1936791.587211 nChanged 459 SP:Iteration 15Q (794.286993 sec): 3 clusters Score: Raw -1940211.344545 + Penalty 3264.338572 = -1936947.005974 nChanged 411 SP:Iteration 16Q (794.331796 sec): 3 clusters Score: Raw -1940341.448668 + Penalty 3264.338572 = -1937077.110097 nChanged 369 SP:Iteration 17Q (794.376244 sec): 3 clusters Score: Raw -1940448.474702 + Penalty 3264.338572 = -1937184.136131 nChanged 352 SP:Iteration 18Q (794.421013 sec): 3 clusters Score: Raw -1940545.814484 + Penalty 3264.338572 = -1937281.475913 nChanged 308 SP:Iteration 19Q (794.465401 sec): 3 clusters Score: Raw -1940631.785390 + Penalty 3264.338572 = -1937367.446818 nChanged 272 SP:Iteration 20F (794.510415 sec): 3 clusters Score: Raw -1940698.324468 + Penalty 3264.338572 = -1937433.985896 nChanged 227 SP:Iteration 21Q (794.554858 sec): 3 clusters Score: Raw -1940749.830533 + Penalty 3264.338572 = -1937485.491962 nChanged 199 SP:Iteration 22Q (794.599163 sec): 3 clusters Score: Raw -1940799.203191 + Penalty 3264.338572 = -1937534.864619 nChanged 201 SP:Iteration 23Q (794.643051 sec): 3 clusters Score: Raw -1940848.031993 + Penalty 3264.338572 = -1937583.693421 nChanged 187 SP:Iteration 24Q (794.687159 sec): 3 clusters Score: Raw -1940886.363025 + Penalty 3264.338572 = -1937622.024453 nChanged 167 SP:Iteration 25Q (794.731253 sec): 3 clusters Score: Raw -1940916.069453 + Penalty 3264.338572 = -1937651.730881 nChanged 143 SP:Iteration 26Q (794.774890 sec): 3 clusters Score: Raw -1940935.787781 + Penalty 3264.338572 = -1937671.449209 nChanged 129 SP:Iteration 27Q (794.818682 sec): 3 clusters Score: Raw -1940958.469903 + Penalty 3264.338572 = -1937694.131331 nChanged 130 SP:Iteration 28Q (794.862488 sec): 3 clusters Score: Raw -1940980.785692 + Penalty 3264.338572 = -1937716.447120 nChanged 146 SP:Iteration 29Q (794.906085 sec): 3 clusters Score: Raw -1941009.397818 + Penalty 3264.338572 = -1937745.059246 nChanged 176 SP:Iteration 30Q (794.949559 sec): 3 clusters Score: Raw -1941048.307946 + Penalty 3264.338572 = -1937783.969374 nChanged 203 SP:Iteration 31Q (794.992943 sec): 3 clusters Score: Raw -1941093.167581 + Penalty 3264.338572 = -1937828.829009 nChanged 189 SP:Iteration 32Q (795.036340 sec): 3 clusters Score: Raw -1941134.489597 + Penalty 3264.338572 = -1937870.151025 nChanged 197 SP:Iteration 33Q (795.079579 sec): 3 clusters Score: Raw -1941180.890393 + Penalty 3264.338572 = -1937916.551822 nChanged 202 SP:Iteration 34Q (795.122892 sec): 3 clusters Score: Raw -1941232.337144 + Penalty 3264.338572 = -1937967.998572 nChanged 179 SP:Iteration 35Q (795.165774 sec): 3 clusters Score: Raw -1941276.626870 + Penalty 3264.338572 = -1938012.288299 nChanged 208 SP:Iteration 36Q (795.208739 sec): 3 clusters Score: Raw -1941331.316107 + Penalty 3264.338572 = -1938066.977535 nChanged 225 SP:Iteration 37Q (795.251546 sec): 3 clusters Score: Raw -1941392.114108 + Penalty 3264.338572 = -1938127.775536 nChanged 214 SP:Iteration 38Q (795.294080 sec): 3 clusters Score: Raw -1941449.341074 + Penalty 3264.338572 = -1938185.002502 nChanged 206 SP:Iteration 39Q (795.336506 sec): 3 clusters Score: Raw -1941505.120623 + Penalty 3264.338572 = -1938240.782051 nChanged 208 SP:Iteration 40F (795.381525 sec): 3 clusters Score: Raw -1941560.638851 + Penalty 3264.338572 = -1938296.300279 nChanged 175 SP:Iteration 41Q (795.424386 sec): 3 clusters Score: Raw -1941604.810832 + Penalty 3264.338572 = -1938340.472260 nChanged 170 SP:Iteration 42Q (795.466839 sec): 3 clusters Score: Raw -1941645.412320 + Penalty 3264.338572 = -1938381.073748 nChanged 146 SP:Iteration 43Q (795.508835 sec): 3 clusters Score: Raw -1941677.949887 + Penalty 3264.338572 = -1938413.611315 nChanged 129 SP:Iteration 44Q (795.551074 sec): 3 clusters Score: Raw -1941707.350007 + Penalty 3264.338572 = -1938443.011435 nChanged 148 SP:Iteration 45Q (795.592786 sec): 3 clusters Score: Raw -1941742.208537 + Penalty 3264.338572 = -1938477.869965 nChanged 131 SP:Iteration 46Q (795.634512 sec): 3 clusters Score: Raw -1941773.465786 + Penalty 3264.338572 = -1938509.127215 nChanged 133 SP:Iteration 47Q (795.690580 sec): 3 clusters Score: Raw -1941804.122991 + Penalty 3264.338572 = -1938539.784419 nChanged 109 SP:Iteration 48Q (795.732792 sec): 3 clusters Score: Raw -1941827.044402 + Penalty 3264.338572 = -1938562.705831 nChanged 115 SP:Iteration 49Q (795.773904 sec): 3 clusters Score: Raw -1941849.374266 + Penalty 3264.338572 = -1938585.035694 nChanged 114 SP:Iteration 50Q (795.815291 sec): 3 clusters Score: Raw -1941875.565956 + Penalty 3264.338572 = -1938611.227384 nChanged 122 SP:Iteration 51Q (795.856599 sec): 3 clusters Score: Raw -1941906.343268 + Penalty 3264.338572 = -1938642.004696 nChanged 149 SP:Iteration 52Q (795.898044 sec): 3 clusters Score: Raw -1941946.941648 + Penalty 3264.338572 = -1938682.603076 nChanged 136 SP:Iteration 53Q (795.939035 sec): 3 clusters Score: Raw -1941982.661182 + Penalty 3264.338572 = -1938718.322611 nChanged 127 SP:Iteration 54Q (795.980209 sec): 3 clusters Score: Raw -1942011.487032 + Penalty 3264.338572 = -1938747.148460 nChanged 110 SP:Iteration 55Q (796.020910 sec): 3 clusters Score: Raw -1942038.366875 + Penalty 3264.338572 = -1938774.028304 nChanged 124 SP:Iteration 56Q (796.061673 sec): 3 clusters Score: Raw -1942072.621227 + Penalty 3264.338572 = -1938808.282655 nChanged 113 SP:Iteration 57Q (796.102564 sec): 3 clusters Score: Raw -1942103.926662 + Penalty 3264.338572 = -1938839.588090 nChanged 102 SP:Iteration 58Q (796.143099 sec): 3 clusters Score: Raw -1942131.645251 + Penalty 3264.338572 = -1938867.306679 nChanged 104 SP:Iteration 59Q (796.183878 sec): 3 clusters Score: Raw -1942159.636960 + Penalty 3264.338572 = -1938895.298388 nChanged 97 SP:Iteration 60F (796.228723 sec): 3 clusters Score: Raw -1942185.587873 + Penalty 3264.338572 = -1938921.249301 nChanged 100 SP:Iteration 61Q (796.269574 sec): 3 clusters Score: Raw -1942212.964381 + Penalty 3264.338572 = -1938948.625810 nChanged 95 SP:Iteration 62Q (796.309913 sec): 3 clusters Score: Raw -1942239.055848 + Penalty 3264.338572 = -1938974.717277 nChanged 81 SP:Iteration 63Q (796.350117 sec): 3 clusters Score: Raw -1942262.446123 + Penalty 3264.338572 = -1938998.107551 nChanged 85 SP:Iteration 64Q (796.390566 sec): 3 clusters Score: Raw -1942285.455065 + Penalty 3264.338572 = -1939021.116494 nChanged 90 SP:Iteration 65Q (796.430411 sec): 3 clusters Score: Raw -1942310.556174 + Penalty 3264.338572 = -1939046.217602 nChanged 82 SP:Iteration 66Q (796.470393 sec): 3 clusters Score: Raw -1942339.829111 + Penalty 3264.338572 = -1939075.490539 nChanged 92 SP:Iteration 67Q (796.510389 sec): 3 clusters Score: Raw -1942370.122131 + Penalty 3264.338572 = -1939105.783559 nChanged 96 SP:Iteration 68Q (796.552080 sec): 3 clusters Score: Raw -1942402.494947 + Penalty 3264.338572 = -1939138.156375 nChanged 68 SP:Iteration 69Q (796.592046 sec): 3 clusters Score: Raw -1942423.978085 + Penalty 3264.338572 = -1939159.639513 nChanged 68 SP:Iteration 70Q (796.632403 sec): 3 clusters Score: Raw -1942445.161302 + Penalty 3264.338572 = -1939180.822730 nChanged 66 SP:Iteration 71Q (796.672857 sec): 3 clusters Score: Raw -1942463.738805 + Penalty 3264.338572 = -1939199.400233 nChanged 59 SP:Iteration 72Q (796.712922 sec): 3 clusters Score: Raw -1942485.483661 + Penalty 3264.338572 = -1939221.145089 nChanged 61 SP:Iteration 73Q (796.752950 sec): 3 clusters Score: Raw -1942504.631086 + Penalty 3264.338572 = -1939240.292514 nChanged 49 SP:Iteration 74Q (796.791850 sec): 3 clusters Score: Raw -1942519.450431 + Penalty 3264.338572 = -1939255.111860 nChanged 53 SP:Iteration 75Q (796.831350 sec): 3 clusters Score: Raw -1942537.383539 + Penalty 3264.338572 = -1939273.044967 nChanged 44 SP:Iteration 76Q (796.870607 sec): 3 clusters Score: Raw -1942552.996741 + Penalty 3264.338572 = -1939288.658169 nChanged 46 SP:Iteration 77Q (796.909696 sec): 3 clusters Score: Raw -1942565.894517 + Penalty 3264.338572 = -1939301.555945 nChanged 36 SP:Iteration 78Q (796.948897 sec): 3 clusters Score: Raw -1942578.219111 + Penalty 3264.338572 = -1939313.880539 nChanged 38 SP:Iteration 79Q (796.987983 sec): 3 clusters Score: Raw -1942590.365140 + Penalty 3264.338572 = -1939326.026568 nChanged 24 SP:Iteration 80F (797.032911 sec): 3 clusters Score: Raw -1942598.712678 + Penalty 3264.338572 = -1939334.374106 nChanged 24 SP:Iteration 81Q (797.072567 sec): 3 clusters Score: Raw -1942605.986458 + Penalty 3264.338572 = -1939341.647886 nChanged 25 SP:Iteration 82Q (797.111456 sec): 3 clusters Score: Raw -1942611.334002 + Penalty 3264.338572 = -1939346.995430 nChanged 15 SP:Iteration 83Q (797.150630 sec): 3 clusters Score: Raw -1942614.407870 + Penalty 3264.338572 = -1939350.069298 nChanged 11 SP:Iteration 84Q (797.189418 sec): 3 clusters Score: Raw -1942617.498286 + Penalty 3264.338572 = -1939353.159715 nChanged 9 SP:Iteration 85Q (797.228361 sec): 3 clusters Score: Raw -1942619.599411 + Penalty 3264.338572 = -1939355.260840 nChanged 8 SP:Iteration 86Q (797.267403 sec): 3 clusters Score: Raw -1942621.682837 + Penalty 3264.338572 = -1939357.344265 nChanged 11 SP:Iteration 87Q (797.306428 sec): 3 clusters Score: Raw -1942624.315480 + Penalty 3264.338572 = -1939359.976908 nChanged 10 SP:Iteration 88Q (797.345164 sec): 3 clusters Score: Raw -1942627.321742 + Penalty 3264.338572 = -1939362.983170 nChanged 9 SP:Iteration 89Q (797.384290 sec): 3 clusters Score: Raw -1942629.075084 + Penalty 3264.338572 = -1939364.736513 nChanged 7 SP:Iteration 90Q (797.423141 sec): 3 clusters Score: Raw -1942630.904791 + Penalty 3264.338572 = -1939366.566219 nChanged 8 SP:Iteration 91Q (797.461862 sec): 3 clusters Score: Raw -1942633.161247 + Penalty 3264.338572 = -1939368.822675 nChanged 8 SP:Iteration 92Q (797.501026 sec): 3 clusters Score: Raw -1942635.345164 + Penalty 3264.338572 = -1939371.006593 nChanged 4 SP:Iteration 93Q (797.539902 sec): 3 clusters Score: Raw -1942636.515668 + Penalty 3264.338572 = -1939372.177096 nChanged 6 SP:Iteration 94Q (797.578732 sec): 3 clusters Score: Raw -1942637.660145 + Penalty 3264.338572 = -1939373.321573 nChanged 9 SP:Iteration 95Q (797.617893 sec): 3 clusters Score: Raw -1942641.510033 + Penalty 3264.338572 = -1939377.171461 nChanged 12 SP:Iteration 96Q (797.656821 sec): 3 clusters Score: Raw -1942644.887752 + Penalty 3264.338572 = -1939380.549180 nChanged 14 SP:Iteration 97Q (797.695633 sec): 3 clusters Score: Raw -1942648.764124 + Penalty 3264.338572 = -1939384.425552 nChanged 12 SP:Iteration 98Q (797.734574 sec): 3 clusters Score: Raw -1942651.793146 + Penalty 3264.338572 = -1939387.454574 nChanged 10 SP:Iteration 99Q (797.773391 sec): 3 clusters Score: Raw -1942655.646041 + Penalty 3264.338572 = -1939391.307470 nChanged 14 SP:Iteration 100F (797.818120 sec): 3 clusters Score: Raw -1942660.936554 + Penalty 3264.338572 = -1939396.597982 nChanged 14 SP:Iteration 101Q (797.857646 sec): 3 clusters Score: Raw -1942664.158614 + Penalty 3264.338572 = -1939399.820043 nChanged 8 SP:Iteration 102Q (797.896553 sec): 3 clusters Score: Raw -1942665.865986 + Penalty 3264.338572 = -1939401.527414 nChanged 7 SP:Iteration 103Q (797.936109 sec): 3 clusters Score: Raw -1942667.669373 + Penalty 3264.338572 = -1939403.330802 nChanged 9 SP:Iteration 104Q (797.974505 sec): 3 clusters Score: Raw -1942670.354893 + Penalty 3264.338572 = -1939406.016321 nChanged 11 SP:Iteration 105Q (798.013234 sec): 3 clusters Score: Raw -1942672.944191 + Penalty 3264.338572 = -1939408.605619 nChanged 6 SP:Iteration 106Q (798.052203 sec): 3 clusters Score: Raw -1942674.601704 + Penalty 3264.338572 = -1939410.263132 nChanged 4 SP:Iteration 107Q (798.090933 sec): 3 clusters Score: Raw -1942675.670323 + Penalty 3264.338572 = -1939411.331751 nChanged 5 SP:Iteration 108Q (798.129652 sec): 3 clusters Score: Raw -1942677.012608 + Penalty 3264.338572 = -1939412.674036 nChanged 2 SP:Iteration 109Q (798.168496 sec): 3 clusters Score: Raw -1942677.320933 + Penalty 3264.338572 = -1939412.982361 nChanged 2 SP:Iteration 110Q (798.207242 sec): 3 clusters Score: Raw -1942677.657930 + Penalty 3264.338572 = -1939413.319358 nChanged 4 SP:Iteration 111Q (798.246156 sec): 3 clusters Score: Raw -1942679.345034 + Penalty 3264.338572 = -1939415.006462 nChanged 6 SP:Iteration 112Q (798.284957 sec): 3 clusters Score: Raw -1942680.597289 + Penalty 3264.338572 = -1939416.258717 nChanged 3 SP:Iteration 113Q (798.323705 sec): 3 clusters Score: Raw -1942681.074410 + Penalty 3264.338572 = -1939416.735839 nChanged 1 SP:Iteration 114Q (798.362471 sec): 3 clusters Score: Raw -1942681.294972 + Penalty 3264.338572 = -1939416.956400 nChanged 2 SP:Iteration 115Q (798.401358 sec): 3 clusters Score: Raw -1942682.226965 + Penalty 3264.338572 = -1939417.888393 nChanged 1 SP:Iteration 116Q (798.439934 sec): 3 clusters Score: Raw -1942682.596194 + Penalty 3264.338572 = -1939418.257623 nChanged 2 SP:Iteration 117Q (798.478648 sec): 3 clusters Score: Raw -1942683.250628 + Penalty 3264.338572 = -1939418.912056 nChanged 4 SP:Iteration 118Q (798.517540 sec): 3 clusters Score: Raw -1942684.622962 + Penalty 3264.338572 = -1939420.284390 nChanged 4 SP:Iteration 119Q (798.556354 sec): 3 clusters Score: Raw -1942686.956591 + Penalty 3264.338572 = -1939422.618020 nChanged 5 SP:Iteration 120F (798.600973 sec): 3 clusters Score: Raw -1942688.992176 + Penalty 3264.338572 = -1939424.653604 nChanged 7 SP:Iteration 121Q (798.640373 sec): 3 clusters Score: Raw -1942691.877043 + Penalty 3264.338572 = -1939427.538471 nChanged 8 SP:Iteration 122Q (798.679100 sec): 3 clusters Score: Raw -1942694.878424 + Penalty 3264.338572 = -1939430.539852 nChanged 7 SP:Iteration 123Q (798.717911 sec): 3 clusters Score: Raw -1942697.615475 + Penalty 3264.338572 = -1939433.276903 nChanged 5 SP:Iteration 124Q (798.756737 sec): 3 clusters Score: Raw -1942699.443451 + Penalty 3264.338572 = -1939435.104879 nChanged 4 SP:Iteration 125Q (798.795535 sec): 3 clusters Score: Raw -1942700.974111 + Penalty 3264.338572 = -1939436.635539 nChanged 10 SP:Iteration 126Q (798.834332 sec): 3 clusters Score: Raw -1942704.223921 + Penalty 3264.338572 = -1939439.885349 nChanged 7 SP:Iteration 127Q (798.873020 sec): 3 clusters Score: Raw -1942706.092205 + Penalty 3264.338572 = -1939441.753633 nChanged 2 SP:Iteration 128Q (798.911766 sec): 3 clusters Score: Raw -1942706.366805 + Penalty 3264.338572 = -1939442.028234 nChanged 1 SP:Iteration 129Q (798.950537 sec): 3 clusters Score: Raw -1942706.538088 + Penalty 3264.338572 = -1939442.199516 nChanged 2 SP:Iteration 130Q (798.989393 sec): 3 clusters Score: Raw -1942707.226960 + Penalty 3264.338572 = -1939442.888388 nChanged 3 SP:Iteration 131Q (799.027902 sec): 3 clusters Score: Raw -1942708.029800 + Penalty 3264.338572 = -1939443.691229 nChanged 3 SP:Iteration 132Q (799.066725 sec): 3 clusters Score: Raw -1942708.991761 + Penalty 3264.338572 = -1939444.653190 nChanged 3 SP:Iteration 133Q (799.105630 sec): 3 clusters Score: Raw -1942710.026904 + Penalty 3264.338572 = -1939445.688332 nChanged 2 SP:Iteration 134Q (799.144341 sec): 3 clusters Score: Raw -1942710.598671 + Penalty 3264.338572 = -1939446.260100 nChanged 4 SP:Iteration 135Q (799.183134 sec): 3 clusters Score: Raw -1942711.615007 + Penalty 3264.338572 = -1939447.276435 nChanged 3 SP:Iteration 136Q (799.221853 sec): 3 clusters Score: Raw -1942712.494245 + Penalty 3264.338572 = -1939448.155673 nChanged 2 SP:Iteration 137Q (799.260461 sec): 3 clusters Score: Raw -1942712.860753 + Penalty 3264.338572 = -1939448.522181 nChanged 0 SP:Iteration 138F (799.305427 sec): 3 clusters Score: Raw -1942712.860753 + Penalty 3264.338572 = -1939448.522181 nChanged 0 Trying to split cluster 27 (52308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (799.375545 sec): 2 clusters Score: Raw -4381613.235917 + Penalty 1765.546998 = -4379847.688919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (799.469362 sec): 3 clusters Score: Raw -4348341.494579 + Penalty 3531.093996 = -4344810.400583 nChanged 24586 SP:Iteration 1F (799.557035 sec): 3 clusters Score: Raw -4363016.087856 + Penalty 3531.093996 = -4359484.993860 nChanged 2687 SP:Iteration 2F (799.644851 sec): 3 clusters Score: Raw -4364165.738818 + Penalty 3531.093996 = -4360634.644822 nChanged 2931 SP:Iteration 3F (799.732485 sec): 3 clusters Score: Raw -4365622.651820 + Penalty 3531.093996 = -4362091.557824 nChanged 3171 SP:Iteration 4F (799.821046 sec): 3 clusters Score: Raw -4367373.867834 + Penalty 3531.093996 = -4363842.773838 nChanged 3282 SP:Iteration 5F (799.908842 sec): 3 clusters Score: Raw -4369455.954565 + Penalty 3531.093996 = -4365924.860569 nChanged 3365 SP:Iteration 6F (799.996471 sec): 3 clusters Score: Raw -4371834.335434 + Penalty 3531.093996 = -4368303.241438 nChanged 3155 SP:Iteration 7F (800.084073 sec): 3 clusters Score: Raw -4374222.390849 + Penalty 3531.093996 = -4370691.296853 nChanged 2692 SP:Iteration 8F (800.171360 sec): 3 clusters Score: Raw -4376290.798506 + Penalty 3531.093996 = -4372759.704511 nChanged 2134 SP:Iteration 9Q (800.259880 sec): 3 clusters Score: Raw -4377926.493793 + Penalty 3531.093996 = -4374395.399797 nChanged 1634 SP:Iteration 10Q (800.345581 sec): 3 clusters Score: Raw -4379187.658025 + Penalty 3531.093996 = -4375656.564030 nChanged 1188 SP:Iteration 11Q (800.428581 sec): 3 clusters Score: Raw -4380160.107542 + Penalty 3531.093996 = -4376629.013546 nChanged 840 SP:Iteration 12Q (800.509126 sec): 3 clusters Score: Raw -4380867.733995 + Penalty 3531.093996 = -4377336.639999 nChanged 593 SP:Iteration 13Q (800.587211 sec): 3 clusters Score: Raw -4381376.412593 + Penalty 3531.093996 = -4377845.318597 nChanged 417 SP:Iteration 14Q (800.663630 sec): 3 clusters Score: Raw -4381721.152757 + Penalty 3531.093996 = -4378190.058761 nChanged 314 SP:Iteration 15Q (800.738887 sec): 3 clusters Score: Raw -4381932.286206 + Penalty 3531.093996 = -4378401.192211 nChanged 234 SP:Iteration 16Q (800.813235 sec): 3 clusters Score: Raw -4382066.503405 + Penalty 3531.093996 = -4378535.409410 nChanged 186 SP:Iteration 17Q (800.887072 sec): 3 clusters Score: Raw -4382187.667597 + Penalty 3531.093996 = -4378656.573601 nChanged 142 SP:Iteration 18Q (800.960644 sec): 3 clusters Score: Raw -4382273.088996 + Penalty 3531.093996 = -4378741.995000 nChanged 119 SP:Iteration 19Q (801.034099 sec): 3 clusters Score: Raw -4382343.628983 + Penalty 3531.093996 = -4378812.534987 nChanged 123 SP:Iteration 20F (801.121289 sec): 3 clusters Score: Raw -4382407.627402 + Penalty 3531.093996 = -4378876.533406 nChanged 105 SP:Iteration 21Q (801.194746 sec): 3 clusters Score: Raw -4382448.640120 + Penalty 3531.093996 = -4378917.546124 nChanged 84 SP:Iteration 22Q (801.267761 sec): 3 clusters Score: Raw -4382479.303919 + Penalty 3531.093996 = -4378948.209924 nChanged 82 SP:Iteration 23Q (801.340585 sec): 3 clusters Score: Raw -4382506.601800 + Penalty 3531.093996 = -4378975.507805 nChanged 55 SP:Iteration 24Q (801.413422 sec): 3 clusters Score: Raw -4382521.382032 + Penalty 3531.093996 = -4378990.288037 nChanged 39 SP:Iteration 25Q (801.485950 sec): 3 clusters Score: Raw -4382531.423659 + Penalty 3531.093996 = -4379000.329663 nChanged 25 SP:Iteration 26Q (801.558609 sec): 3 clusters Score: Raw -4382537.081905 + Penalty 3531.093996 = -4379005.987909 nChanged 18 SP:Iteration 27Q (801.631176 sec): 3 clusters Score: Raw -4382540.383922 + Penalty 3531.093996 = -4379009.289927 nChanged 13 SP:Iteration 28Q (801.703684 sec): 3 clusters Score: Raw -4382543.674661 + Penalty 3531.093996 = -4379012.580666 nChanged 11 SP:Iteration 29Q (801.775752 sec): 3 clusters Score: Raw -4382545.923705 + Penalty 3531.093996 = -4379014.829709 nChanged 9 SP:Iteration 30Q (801.847781 sec): 3 clusters Score: Raw -4382547.699725 + Penalty 3531.093996 = -4379016.605729 nChanged 10 SP:Iteration 31Q (801.919769 sec): 3 clusters Score: Raw -4382550.065278 + Penalty 3531.093996 = -4379018.971282 nChanged 8 SP:Iteration 32Q (801.991804 sec): 3 clusters Score: Raw -4382551.517067 + Penalty 3531.093996 = -4379020.423071 nChanged 7 SP:Iteration 33Q (802.063826 sec): 3 clusters Score: Raw -4382552.954937 + Penalty 3531.093996 = -4379021.860941 nChanged 7 SP:Iteration 34Q (802.135855 sec): 3 clusters Score: Raw -4382554.677787 + Penalty 3531.093996 = -4379023.583791 nChanged 7 SP:Iteration 35Q (802.207812 sec): 3 clusters Score: Raw -4382556.187591 + Penalty 3531.093996 = -4379025.093596 nChanged 4 SP:Iteration 36Q (802.279763 sec): 3 clusters Score: Raw -4382556.788372 + Penalty 3531.093996 = -4379025.694376 nChanged 4 SP:Iteration 37Q (802.351641 sec): 3 clusters Score: Raw -4382557.493227 + Penalty 3531.093996 = -4379026.399231 nChanged 5 SP:Iteration 38Q (802.423736 sec): 3 clusters Score: Raw -4382558.418111 + Penalty 3531.093996 = -4379027.324116 nChanged 7 SP:Iteration 39Q (802.495493 sec): 3 clusters Score: Raw -4382560.129702 + Penalty 3531.093996 = -4379029.035706 nChanged 9 SP:Iteration 40F (802.582180 sec): 3 clusters Score: Raw -4382561.727438 + Penalty 3531.093996 = -4379030.633443 nChanged 8 SP:Iteration 41Q (802.654328 sec): 3 clusters Score: Raw -4382563.466656 + Penalty 3531.093996 = -4379032.372660 nChanged 4 SP:Iteration 42Q (802.726493 sec): 3 clusters Score: Raw -4382564.471727 + Penalty 3531.093996 = -4379033.377732 nChanged 6 SP:Iteration 43Q (802.798593 sec): 3 clusters Score: Raw -4382566.018504 + Penalty 3531.093996 = -4379034.924508 nChanged 9 SP:Iteration 44Q (802.870702 sec): 3 clusters Score: Raw -4382567.272685 + Penalty 3531.093996 = -4379036.178689 nChanged 4 SP:Iteration 45Q (802.942837 sec): 3 clusters Score: Raw -4382567.890865 + Penalty 3531.093996 = -4379036.796869 nChanged 4 SP:Iteration 46Q (803.014889 sec): 3 clusters Score: Raw -4382568.516658 + Penalty 3531.093996 = -4379037.422663 nChanged 7 SP:Iteration 47Q (803.086870 sec): 3 clusters Score: Raw -4382570.085515 + Penalty 3531.093996 = -4379038.991520 nChanged 11 SP:Iteration 48Q (803.158864 sec): 3 clusters Score: Raw -4382572.550294 + Penalty 3531.093996 = -4379041.456298 nChanged 7 SP:Iteration 49Q (803.258123 sec): 3 clusters Score: Raw -4382574.839206 + Penalty 3531.093996 = -4379043.745210 nChanged 8 SP:Iteration 50Q (803.341823 sec): 3 clusters Score: Raw -4382576.542719 + Penalty 3531.093996 = -4379045.448723 nChanged 7 SP:Iteration 51Q (803.413845 sec): 3 clusters Score: Raw -4382577.662523 + Penalty 3531.093996 = -4379046.568527 nChanged 3 SP:Iteration 52Q (803.485848 sec): 3 clusters Score: Raw -4382578.060858 + Penalty 3531.093996 = -4379046.966863 nChanged 6 SP:Iteration 53Q (803.557852 sec): 3 clusters Score: Raw -4382579.097342 + Penalty 3531.093996 = -4379048.003346 nChanged 7 SP:Iteration 54Q (803.630009 sec): 3 clusters Score: Raw -4382580.235533 + Penalty 3531.093996 = -4379049.141538 nChanged 8 SP:Iteration 55Q (803.702060 sec): 3 clusters Score: Raw -4382581.033736 + Penalty 3531.093996 = -4379049.939741 nChanged 3 SP:Iteration 56Q (803.774216 sec): 3 clusters Score: Raw -4382581.635170 + Penalty 3531.093996 = -4379050.541174 nChanged 4 SP:Iteration 57Q (803.846289 sec): 3 clusters Score: Raw -4382582.141634 + Penalty 3531.093996 = -4379051.047638 nChanged 2 SP:Iteration 58Q (803.918286 sec): 3 clusters Score: Raw -4382582.269018 + Penalty 3531.093996 = -4379051.175022 nChanged 0 SP:Iteration 59F (804.004999 sec): 3 clusters Score: Raw -4382582.269018 + Penalty 3531.093996 = -4379051.175022 nChanged 0 Trying to split cluster 28 (1957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (804.010973 sec): 2 clusters Score: Raw -155582.563992 + Penalty 1231.614795 = -154350.949197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (804.021802 sec): 3 clusters Score: Raw -154788.246075 + Penalty 2463.229589 = -152325.016485 nChanged 620 SP:Iteration 1F (804.031898 sec): 3 clusters Score: Raw -155225.939960 + Penalty 2463.229589 = -152762.710370 nChanged 170 SP:Iteration 2F (804.041860 sec): 3 clusters Score: Raw -155360.880084 + Penalty 2463.229589 = -152897.650494 nChanged 104 SP:Iteration 3F (804.051922 sec): 3 clusters Score: Raw -155437.829193 + Penalty 2463.229589 = -152974.599603 nChanged 70 SP:Iteration 4Q (804.061971 sec): 3 clusters Score: Raw -155482.883857 + Penalty 2463.229589 = -153019.654268 nChanged 50 SP:Iteration 5Q (804.072018 sec): 3 clusters Score: Raw -155509.959521 + Penalty 2463.229589 = -153046.729932 nChanged 40 SP:Iteration 6Q (804.082082 sec): 3 clusters Score: Raw -155537.280695 + Penalty 2463.229589 = -153074.051106 nChanged 28 SP:Iteration 7Q (804.092109 sec): 3 clusters Score: Raw -155553.835667 + Penalty 2463.229589 = -153090.606077 nChanged 22 SP:Iteration 8Q (804.102042 sec): 3 clusters Score: Raw -155567.815600 + Penalty 2463.229589 = -153104.586011 nChanged 23 SP:Iteration 9Q (804.112086 sec): 3 clusters Score: Raw -155580.850465 + Penalty 2463.229589 = -153117.620876 nChanged 12 SP:Iteration 10Q (804.122113 sec): 3 clusters Score: Raw -155589.150199 + Penalty 2463.229589 = -153125.920609 nChanged 11 SP:Iteration 11Q (804.132089 sec): 3 clusters Score: Raw -155593.583260 + Penalty 2463.229589 = -153130.353671 nChanged 5 SP:Iteration 12Q (804.142082 sec): 3 clusters Score: Raw -155595.617750 + Penalty 2463.229589 = -153132.388160 nChanged 5 SP:Iteration 13Q (804.151999 sec): 3 clusters Score: Raw -155598.356771 + Penalty 2463.229589 = -153135.127182 nChanged 6 SP:Iteration 14Q (804.162008 sec): 3 clusters Score: Raw -155600.465907 + Penalty 2463.229589 = -153137.236318 nChanged 5 SP:Iteration 15Q (804.172008 sec): 3 clusters Score: Raw -155602.526658 + Penalty 2463.229589 = -153139.297068 nChanged 1 SP:Iteration 16Q (804.181929 sec): 3 clusters Score: Raw -155602.910046 + Penalty 2463.229589 = -153139.680457 nChanged 1 SP:Iteration 17Q (804.191929 sec): 3 clusters Score: Raw -155603.400722 + Penalty 2463.229589 = -153140.171132 nChanged 3 SP:Iteration 18Q (804.201897 sec): 3 clusters Score: Raw -155604.587598 + Penalty 2463.229589 = -153141.358009 nChanged 2 SP:Iteration 19Q (804.211927 sec): 3 clusters Score: Raw -155606.497796 + Penalty 2463.229589 = -153143.268206 nChanged 2 SP:Iteration 20F (804.233934 sec): 3 clusters Score: Raw -155607.200667 + Penalty 2463.229589 = -153143.971077 nChanged 0 Iteration 219Q (806.405249 sec): 28 clusters Score: Raw -23025962.475006 + Penalty 55155.264434 = -22970807.210572 nChanged 16 Iteration 220F (810.971491 sec): 28 clusters Score: Raw -23025964.796620 + Penalty 55155.264434 = -22970809.532186 nChanged 22 Iteration 221Q (813.131049 sec): 28 clusters Score: Raw -23025968.640357 + Penalty 55155.264434 = -22970813.375923 nChanged 24 Iteration 222Q (815.301521 sec): 28 clusters Score: Raw -23025972.206201 + Penalty 55155.264434 = -22970816.941767 nChanged 10 Iteration 223Q (817.462184 sec): 28 clusters Score: Raw -23025973.547258 + Penalty 55155.264434 = -22970818.282824 nChanged 11 Iteration 224Q (819.622864 sec): 28 clusters Score: Raw -23025974.881603 + Penalty 55155.264434 = -22970819.617169 nChanged 12 Iteration 225Q (821.785672 sec): 28 clusters Score: Raw -23025976.611049 + Penalty 55155.264434 = -22970821.346614 nChanged 7 Iteration 226Q (823.950893 sec): 28 clusters Score: Raw -23025977.429365 + Penalty 55155.264434 = -22970822.164931 nChanged 5 Iteration 227Q (826.109486 sec): 28 clusters Score: Raw -23025977.894371 + Penalty 55155.264434 = -22970822.629937 nChanged 2 Iteration 228Q (828.270054 sec): 28 clusters Score: Raw -23025978.273731 + Penalty 55155.264434 = -22970823.009297 nChanged 2 Iteration 229Q (830.449163 sec): 28 clusters Score: Raw -23025978.451163 + Penalty 55155.264434 = -22970823.186728 nChanged 1 Iteration 230Q (832.631589 sec): 28 clusters Score: Raw -23025978.587120 + Penalty 55155.264434 = -22970823.322686 nChanged 1 Iteration 231Q (834.815335 sec): 28 clusters Score: Raw -23025978.690605 + Penalty 55155.264434 = -22970823.426171 nChanged 0 Iteration 232F (839.378684 sec): 28 clusters Score: Raw -23025978.690605 + Penalty 55155.264434 = -22970823.426171 nChanged 0 Compute initial score before splitting: Score: Raw -23025978.690605 + Penalty 55155.264434 = -22970823.426171 Trying to split cluster 1 (6391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (839.418005 sec): 2 clusters Score: Raw -524662.333803 + Penalty 1423.929980 = -523238.403823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (839.441242 sec): 3 clusters Score: Raw -521227.763717 + Penalty 2847.859960 = -518379.903757 nChanged 2612 SP:Iteration 1F (839.463989 sec): 3 clusters Score: Raw -522646.707505 + Penalty 2847.859960 = -519798.847546 nChanged 436 SP:Iteration 2F (839.486674 sec): 3 clusters Score: Raw -522875.973945 + Penalty 2847.859960 = -520028.113985 nChanged 380 SP:Iteration 3F (839.509208 sec): 3 clusters Score: Raw -523106.228027 + Penalty 2847.859960 = -520258.368068 nChanged 334 SP:Iteration 4F (839.531710 sec): 3 clusters Score: Raw -523322.570204 + Penalty 2847.859960 = -520474.710244 nChanged 319 SP:Iteration 5Q (839.554502 sec): 3 clusters Score: Raw -523540.789576 + Penalty 2847.859960 = -520692.929617 nChanged 334 SP:Iteration 6F (839.577126 sec): 3 clusters Score: Raw -523758.072552 + Penalty 2847.859960 = -520910.212592 nChanged 287 SP:Iteration 7Q (839.599661 sec): 3 clusters Score: Raw -523966.429252 + Penalty 2847.859960 = -521118.569292 nChanged 249 SP:Iteration 8Q (839.622218 sec): 3 clusters Score: Raw -524145.762719 + Penalty 2847.859960 = -521297.902759 nChanged 239 SP:Iteration 9Q (839.644813 sec): 3 clusters Score: Raw -524300.068934 + Penalty 2847.859960 = -521452.208974 nChanged 208 SP:Iteration 10Q (839.667087 sec): 3 clusters Score: Raw -524431.477276 + Penalty 2847.859960 = -521583.617317 nChanged 167 SP:Iteration 11Q (839.689440 sec): 3 clusters Score: Raw -524531.322499 + Penalty 2847.859960 = -521683.462540 nChanged 131 SP:Iteration 12Q (839.711369 sec): 3 clusters Score: Raw -524601.067461 + Penalty 2847.859960 = -521753.207501 nChanged 116 SP:Iteration 13Q (839.733459 sec): 3 clusters Score: Raw -524666.871651 + Penalty 2847.859960 = -521819.011691 nChanged 111 SP:Iteration 14Q (839.755158 sec): 3 clusters Score: Raw -524724.088565 + Penalty 2847.859960 = -521876.228606 nChanged 86 SP:Iteration 15Q (839.777340 sec): 3 clusters Score: Raw -524761.066390 + Penalty 2847.859960 = -521913.206431 nChanged 67 SP:Iteration 16Q (839.799291 sec): 3 clusters Score: Raw -524786.572596 + Penalty 2847.859960 = -521938.712637 nChanged 39 SP:Iteration 17Q (839.821232 sec): 3 clusters Score: Raw -524800.883426 + Penalty 2847.859960 = -521953.023466 nChanged 39 SP:Iteration 18Q (839.843038 sec): 3 clusters Score: Raw -524818.231456 + Penalty 2847.859960 = -521970.371496 nChanged 46 SP:Iteration 19Q (839.864558 sec): 3 clusters Score: Raw -524840.477812 + Penalty 2847.859960 = -521992.617852 nChanged 53 SP:Iteration 20F (839.887091 sec): 3 clusters Score: Raw -524870.506151 + Penalty 2847.859960 = -522022.646191 nChanged 41 SP:Iteration 21Q (839.908833 sec): 3 clusters Score: Raw -524892.334367 + Penalty 2847.859960 = -522044.474407 nChanged 42 SP:Iteration 22Q (839.930584 sec): 3 clusters Score: Raw -524910.060622 + Penalty 2847.859960 = -522062.200663 nChanged 33 SP:Iteration 23Q (839.952125 sec): 3 clusters Score: Raw -524923.710254 + Penalty 2847.859960 = -522075.850294 nChanged 27 SP:Iteration 24Q (839.973764 sec): 3 clusters Score: Raw -524933.867483 + Penalty 2847.859960 = -522086.007523 nChanged 28 SP:Iteration 25Q (839.995348 sec): 3 clusters Score: Raw -524947.488174 + Penalty 2847.859960 = -522099.628214 nChanged 34 SP:Iteration 26Q (840.017111 sec): 3 clusters Score: Raw -524964.514777 + Penalty 2847.859960 = -522116.654817 nChanged 33 SP:Iteration 27Q (840.038687 sec): 3 clusters Score: Raw -524983.000750 + Penalty 2847.859960 = -522135.140790 nChanged 37 SP:Iteration 28Q (840.060311 sec): 3 clusters Score: Raw -525004.783359 + Penalty 2847.859960 = -522156.923399 nChanged 32 SP:Iteration 29Q (840.081902 sec): 3 clusters Score: Raw -525032.049130 + Penalty 2847.859960 = -522184.189170 nChanged 38 SP:Iteration 30Q (840.103487 sec): 3 clusters Score: Raw -525059.040919 + Penalty 2847.859960 = -522211.180960 nChanged 33 SP:Iteration 31Q (840.124825 sec): 3 clusters Score: Raw -525078.445508 + Penalty 2847.859960 = -522230.585548 nChanged 24 SP:Iteration 32Q (840.145862 sec): 3 clusters Score: Raw -525090.802720 + Penalty 2847.859960 = -522242.942761 nChanged 15 SP:Iteration 33Q (840.167094 sec): 3 clusters Score: Raw -525097.367264 + Penalty 2847.859960 = -522249.507304 nChanged 9 SP:Iteration 34Q (840.188455 sec): 3 clusters Score: Raw -525101.479323 + Penalty 2847.859960 = -522253.619363 nChanged 5 SP:Iteration 35Q (840.209543 sec): 3 clusters Score: Raw -525103.868422 + Penalty 2847.859960 = -522256.008462 nChanged 5 SP:Iteration 36Q (840.230758 sec): 3 clusters Score: Raw -525105.414555 + Penalty 2847.859960 = -522257.554595 nChanged 2 SP:Iteration 37Q (840.251802 sec): 3 clusters Score: Raw -525105.988181 + Penalty 2847.859960 = -522258.128221 nChanged 1 SP:Iteration 38Q (840.272928 sec): 3 clusters Score: Raw -525106.679111 + Penalty 2847.859960 = -522258.819151 nChanged 3 SP:Iteration 39Q (840.294252 sec): 3 clusters Score: Raw -525107.256390 + Penalty 2847.859960 = -522259.396430 nChanged 1 SP:Iteration 40F (840.316766 sec): 3 clusters Score: Raw -525107.561145 + Penalty 2847.859960 = -522259.701186 nChanged 2 SP:Iteration 41Q (840.337952 sec): 3 clusters Score: Raw -525107.957065 + Penalty 2847.859960 = -522260.097106 nChanged 2 SP:Iteration 42Q (840.359156 sec): 3 clusters Score: Raw -525108.291318 + Penalty 2847.859960 = -522260.431358 nChanged 1 SP:Iteration 43Q (840.380196 sec): 3 clusters Score: Raw -525108.839879 + Penalty 2847.859960 = -522260.979920 nChanged 2 SP:Iteration 44Q (840.401479 sec): 3 clusters Score: Raw -525110.042913 + Penalty 2847.859960 = -522262.182953 nChanged 1 SP:Iteration 45Q (840.422765 sec): 3 clusters Score: Raw -525110.288249 + Penalty 2847.859960 = -522262.428290 nChanged 2 SP:Iteration 46Q (840.444036 sec): 3 clusters Score: Raw -525111.073564 + Penalty 2847.859960 = -522263.213604 nChanged 2 SP:Iteration 47Q (840.464998 sec): 3 clusters Score: Raw -525112.382999 + Penalty 2847.859960 = -522264.523039 nChanged 5 SP:Iteration 48Q (840.485954 sec): 3 clusters Score: Raw -525114.056305 + Penalty 2847.859960 = -522266.196345 nChanged 2 SP:Iteration 49Q (840.507213 sec): 3 clusters Score: Raw -525114.439688 + Penalty 2847.859960 = -522266.579729 nChanged 1 SP:Iteration 50Q (840.528403 sec): 3 clusters Score: Raw -525114.771374 + Penalty 2847.859960 = -522266.911414 nChanged 1 SP:Iteration 51Q (840.549600 sec): 3 clusters Score: Raw -525115.163315 + Penalty 2847.859960 = -522267.303356 nChanged 0 SP:Iteration 52F (840.572190 sec): 3 clusters Score: Raw -525115.163315 + Penalty 2847.859960 = -522267.303356 nChanged 0 Trying to split cluster 2 (5235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (840.590609 sec): 2 clusters Score: Raw -432250.357701 + Penalty 1391.507345 = -430858.850356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (840.612218 sec): 3 clusters Score: Raw -429568.630799 + Penalty 2783.014690 = -426785.616109 nChanged 2140 SP:Iteration 1F (840.633375 sec): 3 clusters Score: Raw -431052.689213 + Penalty 2783.014690 = -428269.674523 nChanged 490 SP:Iteration 2F (840.654759 sec): 3 clusters Score: Raw -431473.019587 + Penalty 2783.014690 = -428690.004897 nChanged 401 SP:Iteration 3F (840.675857 sec): 3 clusters Score: Raw -431833.565768 + Penalty 2783.014690 = -429050.551078 nChanged 350 SP:Iteration 4F (840.696820 sec): 3 clusters Score: Raw -432121.003386 + Penalty 2783.014690 = -429337.988696 nChanged 271 SP:Iteration 5F (840.718008 sec): 3 clusters Score: Raw -432356.897047 + Penalty 2783.014690 = -429573.882357 nChanged 235 SP:Iteration 6Q (840.739213 sec): 3 clusters Score: Raw -432521.888274 + Penalty 2783.014690 = -429738.873584 nChanged 158 SP:Iteration 7Q (840.760060 sec): 3 clusters Score: Raw -432609.991115 + Penalty 2783.014690 = -429826.976425 nChanged 114 SP:Iteration 8Q (840.780783 sec): 3 clusters Score: Raw -432660.233960 + Penalty 2783.014690 = -429877.219270 nChanged 84 SP:Iteration 9Q (840.801862 sec): 3 clusters Score: Raw -432696.202854 + Penalty 2783.014690 = -429913.188164 nChanged 62 SP:Iteration 10Q (840.822838 sec): 3 clusters Score: Raw -432716.694810 + Penalty 2783.014690 = -429933.680120 nChanged 43 SP:Iteration 11Q (840.843710 sec): 3 clusters Score: Raw -432729.621965 + Penalty 2783.014690 = -429946.607274 nChanged 32 SP:Iteration 12Q (840.864435 sec): 3 clusters Score: Raw -432737.265525 + Penalty 2783.014690 = -429954.250835 nChanged 24 SP:Iteration 13Q (840.885132 sec): 3 clusters Score: Raw -432742.892817 + Penalty 2783.014690 = -429959.878127 nChanged 14 SP:Iteration 14Q (840.906097 sec): 3 clusters Score: Raw -432746.299658 + Penalty 2783.014690 = -429963.284968 nChanged 16 SP:Iteration 15Q (840.927160 sec): 3 clusters Score: Raw -432750.090843 + Penalty 2783.014690 = -429967.076153 nChanged 15 SP:Iteration 16Q (840.948062 sec): 3 clusters Score: Raw -432753.206106 + Penalty 2783.014690 = -429970.191416 nChanged 15 SP:Iteration 17Q (840.968848 sec): 3 clusters Score: Raw -432756.976585 + Penalty 2783.014690 = -429973.961895 nChanged 16 SP:Iteration 18Q (840.989973 sec): 3 clusters Score: Raw -432760.431101 + Penalty 2783.014690 = -429977.416411 nChanged 15 SP:Iteration 19Q (841.010881 sec): 3 clusters Score: Raw -432763.271733 + Penalty 2783.014690 = -429980.257043 nChanged 13 SP:Iteration 20F (841.032034 sec): 3 clusters Score: Raw -432766.478023 + Penalty 2783.014690 = -429983.463332 nChanged 12 SP:Iteration 21Q (841.052798 sec): 3 clusters Score: Raw -432768.821010 + Penalty 2783.014690 = -429985.806320 nChanged 10 SP:Iteration 22Q (841.073665 sec): 3 clusters Score: Raw -432771.342832 + Penalty 2783.014690 = -429988.328142 nChanged 14 SP:Iteration 23Q (841.094741 sec): 3 clusters Score: Raw -432774.315006 + Penalty 2783.014690 = -429991.300316 nChanged 11 SP:Iteration 24Q (841.115535 sec): 3 clusters Score: Raw -432776.182548 + Penalty 2783.014690 = -429993.167858 nChanged 5 SP:Iteration 25Q (841.136512 sec): 3 clusters Score: Raw -432777.190912 + Penalty 2783.014690 = -429994.176222 nChanged 6 SP:Iteration 26Q (841.157517 sec): 3 clusters Score: Raw -432778.458284 + Penalty 2783.014690 = -429995.443594 nChanged 8 SP:Iteration 27Q (841.178289 sec): 3 clusters Score: Raw -432781.053062 + Penalty 2783.014690 = -429998.038372 nChanged 6 SP:Iteration 28Q (841.199194 sec): 3 clusters Score: Raw -432781.897536 + Penalty 2783.014690 = -429998.882845 nChanged 3 SP:Iteration 29Q (841.220243 sec): 3 clusters Score: Raw -432782.496920 + Penalty 2783.014690 = -429999.482230 nChanged 4 SP:Iteration 30Q (841.241043 sec): 3 clusters Score: Raw -432783.100073 + Penalty 2783.014690 = -430000.085383 nChanged 2 SP:Iteration 31Q (841.262082 sec): 3 clusters Score: Raw -432783.485570 + Penalty 2783.014690 = -430000.470880 nChanged 2 SP:Iteration 32Q (841.282808 sec): 3 clusters Score: Raw -432784.101817 + Penalty 2783.014690 = -430001.087127 nChanged 3 SP:Iteration 33Q (841.303613 sec): 3 clusters Score: Raw -432784.795272 + Penalty 2783.014690 = -430001.780582 nChanged 2 SP:Iteration 34Q (841.324375 sec): 3 clusters Score: Raw -432785.019001 + Penalty 2783.014690 = -430002.004311 nChanged 0 SP:Iteration 35F (841.345383 sec): 3 clusters Score: Raw -432785.019001 + Penalty 2783.014690 = -430002.004311 nChanged 0 Trying to split cluster 4 (9939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (841.369579 sec): 2 clusters Score: Raw -830570.072709 + Penalty 1495.686025 = -829074.386685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (841.398952 sec): 3 clusters Score: Raw -824960.792872 + Penalty 2991.372050 = -821969.420823 nChanged 4242 SP:Iteration 1F (841.427102 sec): 3 clusters Score: Raw -827142.515514 + Penalty 2991.372050 = -824151.143465 nChanged 612 SP:Iteration 2F (841.455569 sec): 3 clusters Score: Raw -827389.500742 + Penalty 2991.372050 = -824398.128692 nChanged 470 SP:Iteration 3Q (841.483950 sec): 3 clusters Score: Raw -827584.110057 + Penalty 2991.372050 = -824592.738008 nChanged 439 SP:Iteration 4Q (841.512411 sec): 3 clusters Score: Raw -827780.495466 + Penalty 2991.372050 = -824789.123417 nChanged 407 SP:Iteration 5Q (841.541026 sec): 3 clusters Score: Raw -827979.871880 + Penalty 2991.372050 = -824988.499830 nChanged 438 SP:Iteration 6Q (841.569555 sec): 3 clusters Score: Raw -828234.419694 + Penalty 2991.372050 = -825243.047645 nChanged 468 SP:Iteration 7Q (841.597989 sec): 3 clusters Score: Raw -828510.762633 + Penalty 2991.372050 = -825519.390583 nChanged 474 SP:Iteration 8Q (841.626440 sec): 3 clusters Score: Raw -828840.960592 + Penalty 2991.372050 = -825849.588542 nChanged 548 SP:Iteration 9F (841.654830 sec): 3 clusters Score: Raw -829270.858868 + Penalty 2991.372050 = -826279.486818 nChanged 538 SP:Iteration 10F (841.683087 sec): 3 clusters Score: Raw -829721.386422 + Penalty 2991.372050 = -826730.014372 nChanged 497 SP:Iteration 11F (841.711352 sec): 3 clusters Score: Raw -830098.933166 + Penalty 2991.372050 = -827107.561116 nChanged 444 SP:Iteration 12Q (841.739093 sec): 3 clusters Score: Raw -830414.381687 + Penalty 2991.372050 = -827423.009637 nChanged 342 SP:Iteration 13Q (841.766601 sec): 3 clusters Score: Raw -830625.701575 + Penalty 2991.372050 = -827634.329526 nChanged 249 SP:Iteration 14Q (841.793967 sec): 3 clusters Score: Raw -830738.934556 + Penalty 2991.372050 = -827747.562507 nChanged 183 SP:Iteration 15Q (841.821307 sec): 3 clusters Score: Raw -830816.674245 + Penalty 2991.372050 = -827825.302196 nChanged 138 SP:Iteration 16Q (841.848333 sec): 3 clusters Score: Raw -830869.744193 + Penalty 2991.372050 = -827878.372143 nChanged 116 SP:Iteration 17Q (841.875416 sec): 3 clusters Score: Raw -830906.255205 + Penalty 2991.372050 = -827914.883155 nChanged 79 SP:Iteration 18Q (841.902433 sec): 3 clusters Score: Raw -830932.585901 + Penalty 2991.372050 = -827941.213851 nChanged 86 SP:Iteration 19Q (841.929287 sec): 3 clusters Score: Raw -830962.927195 + Penalty 2991.372050 = -827971.555145 nChanged 70 SP:Iteration 20F (841.957591 sec): 3 clusters Score: Raw -830980.210762 + Penalty 2991.372050 = -827988.838713 nChanged 56 SP:Iteration 21Q (841.984411 sec): 3 clusters Score: Raw -830993.703416 + Penalty 2991.372050 = -828002.331366 nChanged 49 SP:Iteration 22Q (842.011251 sec): 3 clusters Score: Raw -831006.320677 + Penalty 2991.372050 = -828014.948627 nChanged 52 SP:Iteration 23Q (842.038021 sec): 3 clusters Score: Raw -831018.882833 + Penalty 2991.372050 = -828027.510783 nChanged 49 SP:Iteration 24Q (842.064766 sec): 3 clusters Score: Raw -831029.141057 + Penalty 2991.372050 = -828037.769008 nChanged 41 SP:Iteration 25Q (842.091730 sec): 3 clusters Score: Raw -831035.281464 + Penalty 2991.372050 = -828043.909415 nChanged 34 SP:Iteration 26Q (842.118502 sec): 3 clusters Score: Raw -831040.811533 + Penalty 2991.372050 = -828049.439483 nChanged 28 SP:Iteration 27Q (842.145122 sec): 3 clusters Score: Raw -831045.211858 + Penalty 2991.372050 = -828053.839808 nChanged 23 SP:Iteration 28Q (842.171811 sec): 3 clusters Score: Raw -831048.307652 + Penalty 2991.372050 = -828056.935602 nChanged 17 SP:Iteration 29Q (842.198499 sec): 3 clusters Score: Raw -831051.280010 + Penalty 2991.372050 = -828059.907960 nChanged 27 SP:Iteration 30Q (842.225303 sec): 3 clusters Score: Raw -831056.764832 + Penalty 2991.372050 = -828065.392783 nChanged 29 SP:Iteration 31Q (842.252130 sec): 3 clusters Score: Raw -831061.381423 + Penalty 2991.372050 = -828070.009373 nChanged 24 SP:Iteration 32Q (842.278816 sec): 3 clusters Score: Raw -831065.321015 + Penalty 2991.372050 = -828073.948965 nChanged 27 SP:Iteration 33Q (842.305405 sec): 3 clusters Score: Raw -831070.413271 + Penalty 2991.372050 = -828079.041222 nChanged 21 SP:Iteration 34Q (842.332315 sec): 3 clusters Score: Raw -831073.370240 + Penalty 2991.372050 = -828081.998190 nChanged 19 SP:Iteration 35Q (842.359158 sec): 3 clusters Score: Raw -831075.983774 + Penalty 2991.372050 = -828084.611724 nChanged 14 SP:Iteration 36Q (842.385768 sec): 3 clusters Score: Raw -831077.981224 + Penalty 2991.372050 = -828086.609174 nChanged 12 SP:Iteration 37Q (842.412298 sec): 3 clusters Score: Raw -831079.359228 + Penalty 2991.372050 = -828087.987178 nChanged 13 SP:Iteration 38Q (842.438930 sec): 3 clusters Score: Raw -831080.903167 + Penalty 2991.372050 = -828089.531118 nChanged 15 SP:Iteration 39Q (842.465536 sec): 3 clusters Score: Raw -831083.163979 + Penalty 2991.372050 = -828091.791929 nChanged 13 SP:Iteration 40F (842.493991 sec): 3 clusters Score: Raw -831085.004076 + Penalty 2991.372050 = -828093.632026 nChanged 15 SP:Iteration 41Q (842.520705 sec): 3 clusters Score: Raw -831086.458974 + Penalty 2991.372050 = -828095.086924 nChanged 8 SP:Iteration 42Q (842.547311 sec): 3 clusters Score: Raw -831087.427526 + Penalty 2991.372050 = -828096.055476 nChanged 7 SP:Iteration 43Q (842.574000 sec): 3 clusters Score: Raw -831087.991133 + Penalty 2991.372050 = -828096.619084 nChanged 5 SP:Iteration 44Q (842.600500 sec): 3 clusters Score: Raw -831088.922260 + Penalty 2991.372050 = -828097.550210 nChanged 7 SP:Iteration 45Q (842.627291 sec): 3 clusters Score: Raw -831089.840065 + Penalty 2991.372050 = -828098.468015 nChanged 9 SP:Iteration 46Q (842.653971 sec): 3 clusters Score: Raw -831090.925414 + Penalty 2991.372050 = -828099.553364 nChanged 4 SP:Iteration 47Q (842.680583 sec): 3 clusters Score: Raw -831091.358410 + Penalty 2991.372050 = -828099.986360 nChanged 6 SP:Iteration 48Q (842.707233 sec): 3 clusters Score: Raw -831091.988834 + Penalty 2991.372050 = -828100.616785 nChanged 3 SP:Iteration 49Q (842.733916 sec): 3 clusters Score: Raw -831092.289412 + Penalty 2991.372050 = -828100.917363 nChanged 2 SP:Iteration 50Q (842.760761 sec): 3 clusters Score: Raw -831092.540878 + Penalty 2991.372050 = -828101.168829 nChanged 2 SP:Iteration 51Q (842.787613 sec): 3 clusters Score: Raw -831092.874683 + Penalty 2991.372050 = -828101.502633 nChanged 4 SP:Iteration 52Q (842.814382 sec): 3 clusters Score: Raw -831093.514579 + Penalty 2991.372050 = -828102.142529 nChanged 4 SP:Iteration 53Q (842.841054 sec): 3 clusters Score: Raw -831093.916083 + Penalty 2991.372050 = -828102.544034 nChanged 6 SP:Iteration 54Q (842.867595 sec): 3 clusters Score: Raw -831094.342444 + Penalty 2991.372050 = -828102.970394 nChanged 2 SP:Iteration 55Q (842.894417 sec): 3 clusters Score: Raw -831094.536921 + Penalty 2991.372050 = -828103.164872 nChanged 4 SP:Iteration 56Q (842.921142 sec): 3 clusters Score: Raw -831095.063865 + Penalty 2991.372050 = -828103.691815 nChanged 3 SP:Iteration 57Q (842.947761 sec): 3 clusters Score: Raw -831095.491256 + Penalty 2991.372050 = -828104.119207 nChanged 4 SP:Iteration 58Q (842.974569 sec): 3 clusters Score: Raw -831095.993579 + Penalty 2991.372050 = -828104.621529 nChanged 6 SP:Iteration 59Q (843.001261 sec): 3 clusters Score: Raw -831097.116484 + Penalty 2991.372050 = -828105.744435 nChanged 4 SP:Iteration 60F (843.029741 sec): 3 clusters Score: Raw -831097.502949 + Penalty 2991.372050 = -828106.130900 nChanged 5 SP:Iteration 61Q (843.056538 sec): 3 clusters Score: Raw -831098.127690 + Penalty 2991.372050 = -828106.755640 nChanged 4 SP:Iteration 62Q (843.083250 sec): 3 clusters Score: Raw -831098.303336 + Penalty 2991.372050 = -828106.931286 nChanged 2 SP:Iteration 63Q (843.110155 sec): 3 clusters Score: Raw -831098.507053 + Penalty 2991.372050 = -828107.135003 nChanged 3 SP:Iteration 64Q (843.136833 sec): 3 clusters Score: Raw -831098.804770 + Penalty 2991.372050 = -828107.432721 nChanged 2 SP:Iteration 65Q (843.163727 sec): 3 clusters Score: Raw -831099.006314 + Penalty 2991.372050 = -828107.634264 nChanged 3 SP:Iteration 66Q (843.190482 sec): 3 clusters Score: Raw -831099.300460 + Penalty 2991.372050 = -828107.928410 nChanged 4 SP:Iteration 67Q (843.217063 sec): 3 clusters Score: Raw -831099.879068 + Penalty 2991.372050 = -828108.507018 nChanged 11 SP:Iteration 68Q (843.243620 sec): 3 clusters Score: Raw -831101.399399 + Penalty 2991.372050 = -828110.027350 nChanged 11 SP:Iteration 69Q (843.270283 sec): 3 clusters Score: Raw -831103.402077 + Penalty 2991.372050 = -828112.030028 nChanged 9 SP:Iteration 70Q (843.296943 sec): 3 clusters Score: Raw -831104.638498 + Penalty 2991.372050 = -828113.266449 nChanged 10 SP:Iteration 71Q (843.323577 sec): 3 clusters Score: Raw -831105.684905 + Penalty 2991.372050 = -828114.312855 nChanged 5 SP:Iteration 72Q (843.350316 sec): 3 clusters Score: Raw -831106.065878 + Penalty 2991.372050 = -828114.693828 nChanged 1 SP:Iteration 73Q (843.377122 sec): 3 clusters Score: Raw -831106.226390 + Penalty 2991.372050 = -828114.854341 nChanged 2 SP:Iteration 74Q (843.403770 sec): 3 clusters Score: Raw -831106.439482 + Penalty 2991.372050 = -828115.067432 nChanged 1 SP:Iteration 75Q (843.430463 sec): 3 clusters Score: Raw -831106.548879 + Penalty 2991.372050 = -828115.176830 nChanged 0 SP:Iteration 76F (843.458713 sec): 3 clusters Score: Raw -831106.548879 + Penalty 2991.372050 = -828115.176830 nChanged 0 Trying to split cluster 5 (25014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (843.499620 sec): 2 clusters Score: Raw -2114420.809328 + Penalty 1645.668529 = -2112775.140799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (843.552968 sec): 3 clusters Score: Raw -2099214.733349 + Penalty 3291.337058 = -2095923.396292 nChanged 11425 SP:Iteration 1F (843.601067 sec): 3 clusters Score: Raw -2106085.775747 + Penalty 3291.337058 = -2102794.438689 nChanged 1661 SP:Iteration 2F (843.649236 sec): 3 clusters Score: Raw -2107007.553534 + Penalty 3291.337058 = -2103716.216476 nChanged 1685 SP:Iteration 3F (843.697520 sec): 3 clusters Score: Raw -2107976.068971 + Penalty 3291.337058 = -2104684.731914 nChanged 1640 SP:Iteration 4F (843.745902 sec): 3 clusters Score: Raw -2108981.808748 + Penalty 3291.337058 = -2105690.471690 nChanged 1545 SP:Iteration 5F (843.794181 sec): 3 clusters Score: Raw -2109969.814466 + Penalty 3291.337058 = -2106678.477408 nChanged 1381 SP:Iteration 6F (843.842197 sec): 3 clusters Score: Raw -2110872.967367 + Penalty 3291.337058 = -2107581.630309 nChanged 1177 SP:Iteration 7Q (843.891350 sec): 3 clusters Score: Raw -2111664.089612 + Penalty 3291.337058 = -2108372.752554 nChanged 916 SP:Iteration 8Q (843.939631 sec): 3 clusters Score: Raw -2112188.692123 + Penalty 3291.337058 = -2108897.355065 nChanged 712 SP:Iteration 9Q (843.987278 sec): 3 clusters Score: Raw -2112541.903184 + Penalty 3291.337058 = -2109250.566127 nChanged 518 SP:Iteration 10Q (844.034360 sec): 3 clusters Score: Raw -2112784.673226 + Penalty 3291.337058 = -2109493.336168 nChanged 448 SP:Iteration 11Q (844.080911 sec): 3 clusters Score: Raw -2112988.069369 + Penalty 3291.337058 = -2109696.732311 nChanged 386 SP:Iteration 12Q (844.127032 sec): 3 clusters Score: Raw -2113148.470827 + Penalty 3291.337058 = -2109857.133769 nChanged 353 SP:Iteration 13Q (844.172820 sec): 3 clusters Score: Raw -2113286.390502 + Penalty 3291.337058 = -2109995.053444 nChanged 302 SP:Iteration 14Q (844.233110 sec): 3 clusters Score: Raw -2113398.032246 + Penalty 3291.337058 = -2110106.695188 nChanged 286 SP:Iteration 15Q (844.277151 sec): 3 clusters Score: Raw -2113494.771544 + Penalty 3291.337058 = -2110203.434486 nChanged 276 SP:Iteration 16Q (844.321506 sec): 3 clusters Score: Raw -2113591.587001 + Penalty 3291.337058 = -2110300.249944 nChanged 274 SP:Iteration 17Q (844.366145 sec): 3 clusters Score: Raw -2113687.191039 + Penalty 3291.337058 = -2110395.853982 nChanged 263 SP:Iteration 18Q (844.410572 sec): 3 clusters Score: Raw -2113780.739126 + Penalty 3291.337058 = -2110489.402068 nChanged 238 SP:Iteration 19Q (844.454449 sec): 3 clusters Score: Raw -2113856.840599 + Penalty 3291.337058 = -2110565.503541 nChanged 223 SP:Iteration 20F (844.502323 sec): 3 clusters Score: Raw -2113926.901516 + Penalty 3291.337058 = -2110635.564458 nChanged 195 SP:Iteration 21Q (844.546498 sec): 3 clusters Score: Raw -2113986.061260 + Penalty 3291.337058 = -2110694.724202 nChanged 182 SP:Iteration 22Q (844.589903 sec): 3 clusters Score: Raw -2114040.139179 + Penalty 3291.337058 = -2110748.802121 nChanged 185 SP:Iteration 23Q (844.633420 sec): 3 clusters Score: Raw -2114101.827760 + Penalty 3291.337058 = -2110810.490702 nChanged 211 SP:Iteration 24Q (844.676774 sec): 3 clusters Score: Raw -2114174.787947 + Penalty 3291.337058 = -2110883.450889 nChanged 200 SP:Iteration 25Q (844.719733 sec): 3 clusters Score: Raw -2114245.908721 + Penalty 3291.337058 = -2110954.571664 nChanged 185 SP:Iteration 26Q (844.762745 sec): 3 clusters Score: Raw -2114315.753174 + Penalty 3291.337058 = -2111024.416116 nChanged 161 SP:Iteration 27Q (844.805303 sec): 3 clusters Score: Raw -2114376.436868 + Penalty 3291.337058 = -2111085.099810 nChanged 144 SP:Iteration 28Q (844.847777 sec): 3 clusters Score: Raw -2114430.955108 + Penalty 3291.337058 = -2111139.618050 nChanged 122 SP:Iteration 29Q (844.889851 sec): 3 clusters Score: Raw -2114472.314665 + Penalty 3291.337058 = -2111180.977607 nChanged 98 SP:Iteration 30Q (844.932054 sec): 3 clusters Score: Raw -2114503.844359 + Penalty 3291.337058 = -2111212.507301 nChanged 89 SP:Iteration 31Q (844.974232 sec): 3 clusters Score: Raw -2114531.998796 + Penalty 3291.337058 = -2111240.661738 nChanged 86 SP:Iteration 32Q (845.015995 sec): 3 clusters Score: Raw -2114557.930624 + Penalty 3291.337058 = -2111266.593566 nChanged 81 SP:Iteration 33Q (845.057957 sec): 3 clusters Score: Raw -2114581.390063 + Penalty 3291.337058 = -2111290.053005 nChanged 75 SP:Iteration 34Q (845.099737 sec): 3 clusters Score: Raw -2114605.885939 + Penalty 3291.337058 = -2111314.548881 nChanged 70 SP:Iteration 35Q (845.141511 sec): 3 clusters Score: Raw -2114629.948356 + Penalty 3291.337058 = -2111338.611299 nChanged 79 SP:Iteration 36Q (845.183216 sec): 3 clusters Score: Raw -2114657.463166 + Penalty 3291.337058 = -2111366.126108 nChanged 72 SP:Iteration 37Q (845.244692 sec): 3 clusters Score: Raw -2114684.542210 + Penalty 3291.337058 = -2111393.205153 nChanged 75 SP:Iteration 38Q (845.285955 sec): 3 clusters Score: Raw -2114711.532089 + Penalty 3291.337058 = -2111420.195031 nChanged 66 SP:Iteration 39Q (845.327656 sec): 3 clusters Score: Raw -2114738.371452 + Penalty 3291.337058 = -2111447.034394 nChanged 60 SP:Iteration 40F (845.375519 sec): 3 clusters Score: Raw -2114760.174386 + Penalty 3291.337058 = -2111468.837328 nChanged 54 SP:Iteration 41Q (845.417050 sec): 3 clusters Score: Raw -2114781.396247 + Penalty 3291.337058 = -2111490.059189 nChanged 45 SP:Iteration 42Q (845.458370 sec): 3 clusters Score: Raw -2114794.815043 + Penalty 3291.337058 = -2111503.477985 nChanged 30 SP:Iteration 43Q (845.499329 sec): 3 clusters Score: Raw -2114806.295590 + Penalty 3291.337058 = -2111514.958532 nChanged 32 SP:Iteration 44Q (845.540439 sec): 3 clusters Score: Raw -2114818.457838 + Penalty 3291.337058 = -2111527.120780 nChanged 27 SP:Iteration 45Q (845.581380 sec): 3 clusters Score: Raw -2114827.467425 + Penalty 3291.337058 = -2111536.130367 nChanged 27 SP:Iteration 46Q (845.622473 sec): 3 clusters Score: Raw -2114839.606779 + Penalty 3291.337058 = -2111548.269721 nChanged 27 SP:Iteration 47Q (845.663172 sec): 3 clusters Score: Raw -2114850.162244 + Penalty 3291.337058 = -2111558.825186 nChanged 23 SP:Iteration 48Q (845.703861 sec): 3 clusters Score: Raw -2114857.887159 + Penalty 3291.337058 = -2111566.550102 nChanged 16 SP:Iteration 49Q (845.744517 sec): 3 clusters Score: Raw -2114863.764311 + Penalty 3291.337058 = -2111572.427253 nChanged 16 SP:Iteration 50Q (845.785116 sec): 3 clusters Score: Raw -2114869.381937 + Penalty 3291.337058 = -2111578.044880 nChanged 13 SP:Iteration 51Q (845.825632 sec): 3 clusters Score: Raw -2114875.738895 + Penalty 3291.337058 = -2111584.401837 nChanged 12 SP:Iteration 52Q (845.866169 sec): 3 clusters Score: Raw -2114880.218467 + Penalty 3291.337058 = -2111588.881409 nChanged 5 SP:Iteration 53Q (845.906913 sec): 3 clusters Score: Raw -2114881.743902 + Penalty 3291.337058 = -2111590.406845 nChanged 7 SP:Iteration 54Q (845.947280 sec): 3 clusters Score: Raw -2114884.703718 + Penalty 3291.337058 = -2111593.366661 nChanged 14 SP:Iteration 55Q (845.987881 sec): 3 clusters Score: Raw -2114890.705514 + Penalty 3291.337058 = -2111599.368456 nChanged 14 SP:Iteration 56Q (846.028289 sec): 3 clusters Score: Raw -2114897.838369 + Penalty 3291.337058 = -2111606.501312 nChanged 20 SP:Iteration 57Q (846.068791 sec): 3 clusters Score: Raw -2114908.366084 + Penalty 3291.337058 = -2111617.029026 nChanged 11 SP:Iteration 58Q (846.109042 sec): 3 clusters Score: Raw -2114914.232202 + Penalty 3291.337058 = -2111622.895144 nChanged 10 SP:Iteration 59Q (846.149465 sec): 3 clusters Score: Raw -2114918.155067 + Penalty 3291.337058 = -2111626.818009 nChanged 6 SP:Iteration 60F (846.197187 sec): 3 clusters Score: Raw -2114919.672662 + Penalty 3291.337058 = -2111628.335605 nChanged 3 SP:Iteration 61Q (846.237846 sec): 3 clusters Score: Raw -2114921.282415 + Penalty 3291.337058 = -2111629.945357 nChanged 5 SP:Iteration 62Q (846.278199 sec): 3 clusters Score: Raw -2114922.581723 + Penalty 3291.337058 = -2111631.244665 nChanged 3 SP:Iteration 63Q (846.318498 sec): 3 clusters Score: Raw -2114923.879854 + Penalty 3291.337058 = -2111632.542796 nChanged 4 SP:Iteration 64Q (846.358870 sec): 3 clusters Score: Raw -2114925.692491 + Penalty 3291.337058 = -2111634.355433 nChanged 4 SP:Iteration 65Q (846.399127 sec): 3 clusters Score: Raw -2114927.319897 + Penalty 3291.337058 = -2111635.982840 nChanged 4 SP:Iteration 66Q (846.439808 sec): 3 clusters Score: Raw -2114928.895189 + Penalty 3291.337058 = -2111637.558131 nChanged 0 SP:Iteration 67F (846.487369 sec): 3 clusters Score: Raw -2114928.895189 + Penalty 3291.337058 = -2111637.558131 nChanged 0 Trying to split cluster 6 (1828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (846.500647 sec): 2 clusters Score: Raw -127379.988318 + Penalty 1220.533885 = -126159.454433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (846.510477 sec): 3 clusters Score: Raw -126656.584213 + Penalty 2441.067769 = -124215.516443 nChanged 632 SP:Iteration 1F (846.519702 sec): 3 clusters Score: Raw -127225.732049 + Penalty 2441.067769 = -124784.664280 nChanged 186 SP:Iteration 2F (846.528846 sec): 3 clusters Score: Raw -127436.177752 + Penalty 2441.067769 = -124995.109982 nChanged 123 SP:Iteration 3F (846.538044 sec): 3 clusters Score: Raw -127568.412255 + Penalty 2441.067769 = -125127.344486 nChanged 95 SP:Iteration 4F (846.547250 sec): 3 clusters Score: Raw -127679.409995 + Penalty 2441.067769 = -125238.342225 nChanged 79 SP:Iteration 5Q (846.556334 sec): 3 clusters Score: Raw -127770.590789 + Penalty 2441.067769 = -125329.523020 nChanged 56 SP:Iteration 6Q (846.565489 sec): 3 clusters Score: Raw -127832.821216 + Penalty 2441.067769 = -125391.753446 nChanged 62 SP:Iteration 7Q (846.574581 sec): 3 clusters Score: Raw -127897.632942 + Penalty 2441.067769 = -125456.565172 nChanged 54 SP:Iteration 8Q (846.583701 sec): 3 clusters Score: Raw -127958.786860 + Penalty 2441.067769 = -125517.719091 nChanged 46 SP:Iteration 9Q (846.592758 sec): 3 clusters Score: Raw -127994.566169 + Penalty 2441.067769 = -125553.498400 nChanged 29 SP:Iteration 10Q (846.601772 sec): 3 clusters Score: Raw -128020.224944 + Penalty 2441.067769 = -125579.157175 nChanged 14 SP:Iteration 11Q (846.610792 sec): 3 clusters Score: Raw -128029.091010 + Penalty 2441.067769 = -125588.023240 nChanged 12 SP:Iteration 12Q (846.619779 sec): 3 clusters Score: Raw -128036.278434 + Penalty 2441.067769 = -125595.210664 nChanged 7 SP:Iteration 13Q (846.628783 sec): 3 clusters Score: Raw -128042.186911 + Penalty 2441.067769 = -125601.119141 nChanged 12 SP:Iteration 14Q (846.637818 sec): 3 clusters Score: Raw -128051.954437 + Penalty 2441.067769 = -125610.886668 nChanged 7 SP:Iteration 15Q (846.646794 sec): 3 clusters Score: Raw -128057.588889 + Penalty 2441.067769 = -125616.521120 nChanged 4 SP:Iteration 16Q (846.655682 sec): 3 clusters Score: Raw -128060.194739 + Penalty 2441.067769 = -125619.126970 nChanged 4 SP:Iteration 17Q (846.664561 sec): 3 clusters Score: Raw -128062.466248 + Penalty 2441.067769 = -125621.398479 nChanged 2 SP:Iteration 18Q (846.673458 sec): 3 clusters Score: Raw -128064.958682 + Penalty 2441.067769 = -125623.890912 nChanged 3 SP:Iteration 19Q (846.682351 sec): 3 clusters Score: Raw -128066.860370 + Penalty 2441.067769 = -125625.792601 nChanged 2 SP:Iteration 20F (846.691527 sec): 3 clusters Score: Raw -128068.975822 + Penalty 2441.067769 = -125627.908052 nChanged 4 SP:Iteration 21Q (846.700417 sec): 3 clusters Score: Raw -128072.530786 + Penalty 2441.067769 = -125631.463017 nChanged 6 SP:Iteration 22Q (846.709325 sec): 3 clusters Score: Raw -128076.359423 + Penalty 2441.067769 = -125635.291653 nChanged 2 SP:Iteration 23Q (846.718270 sec): 3 clusters Score: Raw -128077.664226 + Penalty 2441.067769 = -125636.596457 nChanged 1 SP:Iteration 24Q (846.727132 sec): 3 clusters Score: Raw -128078.697188 + Penalty 2441.067769 = -125637.629419 nChanged 3 SP:Iteration 25Q (846.736111 sec): 3 clusters Score: Raw -128080.171551 + Penalty 2441.067769 = -125639.103782 nChanged 4 SP:Iteration 26Q (846.745077 sec): 3 clusters Score: Raw -128081.891112 + Penalty 2441.067769 = -125640.823343 nChanged 3 SP:Iteration 27Q (846.754022 sec): 3 clusters Score: Raw -128083.704768 + Penalty 2441.067769 = -125642.636999 nChanged 1 SP:Iteration 28Q (846.762958 sec): 3 clusters Score: Raw -128083.922298 + Penalty 2441.067769 = -125642.854529 nChanged 0 SP:Iteration 29F (846.772164 sec): 3 clusters Score: Raw -128083.922298 + Penalty 2441.067769 = -125642.854529 nChanged 0 Trying to split cluster 7 (800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (846.781549 sec): 2 clusters Score: Raw -60699.723068 + Penalty 1086.249406 = -59613.473662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (846.786327 sec): 3 clusters Score: Raw -60493.730985 + Penalty 2172.498811 = -58321.232174 nChanged 226 SP:Iteration 1F (846.790824 sec): 3 clusters Score: Raw -60737.671501 + Penalty 2172.498811 = -58565.172689 nChanged 55 SP:Iteration 2F (846.795267 sec): 3 clusters Score: Raw -60799.784957 + Penalty 2172.498811 = -58627.286146 nChanged 28 SP:Iteration 3Q (846.799759 sec): 3 clusters Score: Raw -60832.475602 + Penalty 2172.498811 = -58659.976791 nChanged 21 SP:Iteration 4Q (846.804202 sec): 3 clusters Score: Raw -60861.714809 + Penalty 2172.498811 = -58689.215997 nChanged 14 SP:Iteration 5Q (846.808630 sec): 3 clusters Score: Raw -60874.222734 + Penalty 2172.498811 = -58701.723922 nChanged 10 SP:Iteration 6Q (846.813058 sec): 3 clusters Score: Raw -60882.039514 + Penalty 2172.498811 = -58709.540703 nChanged 3 SP:Iteration 7Q (846.817470 sec): 3 clusters Score: Raw -60883.608836 + Penalty 2172.498811 = -58711.110024 nChanged 0 SP:Iteration 8F (846.821939 sec): 3 clusters Score: Raw -60883.608836 + Penalty 2172.498811 = -58711.110024 nChanged 0 Trying to split cluster 8 (3528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (846.839308 sec): 2 clusters Score: Raw -263935.539006 + Penalty 1327.379043 = -262608.159963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (846.857254 sec): 3 clusters Score: Raw -262234.654061 + Penalty 2654.758086 = -259579.895975 nChanged 1371 SP:Iteration 1F (846.874292 sec): 3 clusters Score: Raw -263065.765977 + Penalty 2654.758086 = -260411.007892 nChanged 285 SP:Iteration 2F (846.891396 sec): 3 clusters Score: Raw -263289.909068 + Penalty 2654.758086 = -260635.150983 nChanged 208 SP:Iteration 3F (846.908263 sec): 3 clusters Score: Raw -263449.068864 + Penalty 2654.758086 = -260794.310778 nChanged 176 SP:Iteration 4Q (846.925350 sec): 3 clusters Score: Raw -263567.395074 + Penalty 2654.758086 = -260912.636989 nChanged 141 SP:Iteration 5Q (846.941982 sec): 3 clusters Score: Raw -263651.796918 + Penalty 2654.758086 = -260997.038833 nChanged 123 SP:Iteration 6Q (846.959047 sec): 3 clusters Score: Raw -263738.253037 + Penalty 2654.758086 = -261083.494952 nChanged 105 SP:Iteration 7Q (846.976077 sec): 3 clusters Score: Raw -263809.160047 + Penalty 2654.758086 = -261154.401962 nChanged 98 SP:Iteration 8Q (846.993106 sec): 3 clusters Score: Raw -263869.530360 + Penalty 2654.758086 = -261214.772274 nChanged 82 SP:Iteration 9Q (847.010087 sec): 3 clusters Score: Raw -263915.892856 + Penalty 2654.758086 = -261261.134770 nChanged 86 SP:Iteration 10Q (847.026952 sec): 3 clusters Score: Raw -263961.152267 + Penalty 2654.758086 = -261306.394182 nChanged 78 SP:Iteration 11Q (847.043932 sec): 3 clusters Score: Raw -263997.169152 + Penalty 2654.758086 = -261342.411066 nChanged 65 SP:Iteration 12Q (847.060771 sec): 3 clusters Score: Raw -264032.672251 + Penalty 2654.758086 = -261377.914165 nChanged 65 SP:Iteration 13Q (847.077712 sec): 3 clusters Score: Raw -264070.316360 + Penalty 2654.758086 = -261415.558274 nChanged 57 SP:Iteration 14Q (847.094695 sec): 3 clusters Score: Raw -264100.688336 + Penalty 2654.758086 = -261445.930251 nChanged 50 SP:Iteration 15Q (847.111639 sec): 3 clusters Score: Raw -264127.508600 + Penalty 2654.758086 = -261472.750514 nChanged 63 SP:Iteration 16Q (847.128570 sec): 3 clusters Score: Raw -264159.433723 + Penalty 2654.758086 = -261504.675637 nChanged 42 SP:Iteration 17Q (847.145526 sec): 3 clusters Score: Raw -264177.755177 + Penalty 2654.758086 = -261522.997092 nChanged 33 SP:Iteration 18Q (847.162453 sec): 3 clusters Score: Raw -264188.408106 + Penalty 2654.758086 = -261533.650021 nChanged 23 SP:Iteration 19Q (847.179251 sec): 3 clusters Score: Raw -264196.037670 + Penalty 2654.758086 = -261541.279585 nChanged 16 SP:Iteration 20F (847.196162 sec): 3 clusters Score: Raw -264201.032283 + Penalty 2654.758086 = -261546.274198 nChanged 13 SP:Iteration 21Q (847.213113 sec): 3 clusters Score: Raw -264204.007603 + Penalty 2654.758086 = -261549.249517 nChanged 8 SP:Iteration 22Q (847.230001 sec): 3 clusters Score: Raw -264205.904473 + Penalty 2654.758086 = -261551.146387 nChanged 4 SP:Iteration 23Q (847.246959 sec): 3 clusters Score: Raw -264207.642746 + Penalty 2654.758086 = -261552.884661 nChanged 4 SP:Iteration 24Q (847.263718 sec): 3 clusters Score: Raw -264209.219525 + Penalty 2654.758086 = -261554.461439 nChanged 9 SP:Iteration 25Q (847.280654 sec): 3 clusters Score: Raw -264211.632605 + Penalty 2654.758086 = -261556.874520 nChanged 10 SP:Iteration 26Q (847.297568 sec): 3 clusters Score: Raw -264213.884248 + Penalty 2654.758086 = -261559.126162 nChanged 3 SP:Iteration 27Q (847.314341 sec): 3 clusters Score: Raw -264214.467738 + Penalty 2654.758086 = -261559.709652 nChanged 5 SP:Iteration 28Q (847.331239 sec): 3 clusters Score: Raw -264216.384496 + Penalty 2654.758086 = -261561.626411 nChanged 5 SP:Iteration 29Q (847.348150 sec): 3 clusters Score: Raw -264217.758549 + Penalty 2654.758086 = -261563.000464 nChanged 5 SP:Iteration 30Q (847.365055 sec): 3 clusters Score: Raw -264218.801881 + Penalty 2654.758086 = -261564.043795 nChanged 3 SP:Iteration 31Q (847.381982 sec): 3 clusters Score: Raw -264219.590725 + Penalty 2654.758086 = -261564.832640 nChanged 1 SP:Iteration 32Q (847.398716 sec): 3 clusters Score: Raw -264219.670605 + Penalty 2654.758086 = -261564.912519 nChanged 2 SP:Iteration 33Q (847.415488 sec): 3 clusters Score: Raw -264219.965763 + Penalty 2654.758086 = -261565.207678 nChanged 2 SP:Iteration 34Q (847.432386 sec): 3 clusters Score: Raw -264220.429413 + Penalty 2654.758086 = -261565.671327 nChanged 2 SP:Iteration 35Q (847.449136 sec): 3 clusters Score: Raw -264220.655105 + Penalty 2654.758086 = -261565.897020 nChanged 1 SP:Iteration 36Q (847.466071 sec): 3 clusters Score: Raw -264220.825724 + Penalty 2654.758086 = -261566.067638 nChanged 1 SP:Iteration 37Q (847.482971 sec): 3 clusters Score: Raw -264221.277324 + Penalty 2654.758086 = -261566.519239 nChanged 1 SP:Iteration 38Q (847.499894 sec): 3 clusters Score: Raw -264221.497941 + Penalty 2654.758086 = -261566.739855 nChanged 2 SP:Iteration 39Q (847.516800 sec): 3 clusters Score: Raw -264222.047736 + Penalty 2654.758086 = -261567.289650 nChanged 1 SP:Iteration 40F (847.533912 sec): 3 clusters Score: Raw -264222.458227 + Penalty 2654.758086 = -261567.700141 nChanged 0 Trying to split cluster 9 (2436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.549817 sec): 2 clusters Score: Raw -196321.355355 + Penalty 1267.193302 = -195054.162053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (847.562979 sec): 3 clusters Score: Raw -195231.410614 + Penalty 2534.386604 = -192697.024010 nChanged 918 SP:Iteration 1F (847.575241 sec): 3 clusters Score: Raw -195800.772451 + Penalty 2534.386604 = -193266.385847 nChanged 208 SP:Iteration 2F (847.587479 sec): 3 clusters Score: Raw -195962.048116 + Penalty 2534.386604 = -193427.661511 nChanged 155 SP:Iteration 3F (847.599837 sec): 3 clusters Score: Raw -196072.865052 + Penalty 2534.386604 = -193538.478448 nChanged 96 SP:Iteration 4Q (847.612171 sec): 3 clusters Score: Raw -196150.011557 + Penalty 2534.386604 = -193615.624953 nChanged 81 SP:Iteration 5Q (847.624531 sec): 3 clusters Score: Raw -196211.262618 + Penalty 2534.386604 = -193676.876014 nChanged 78 SP:Iteration 6Q (847.636858 sec): 3 clusters Score: Raw -196273.828445 + Penalty 2534.386604 = -193739.441841 nChanged 74 SP:Iteration 7Q (847.649139 sec): 3 clusters Score: Raw -196334.136800 + Penalty 2534.386604 = -193799.750196 nChanged 72 SP:Iteration 8Q (847.661415 sec): 3 clusters Score: Raw -196391.608750 + Penalty 2534.386604 = -193857.222146 nChanged 71 SP:Iteration 9Q (847.673679 sec): 3 clusters Score: Raw -196443.389086 + Penalty 2534.386604 = -193909.002481 nChanged 54 SP:Iteration 10Q (847.685942 sec): 3 clusters Score: Raw -196481.029747 + Penalty 2534.386604 = -193946.643143 nChanged 54 SP:Iteration 11Q (847.698096 sec): 3 clusters Score: Raw -196512.056894 + Penalty 2534.386604 = -193977.670290 nChanged 30 SP:Iteration 12Q (847.710300 sec): 3 clusters Score: Raw -196531.688951 + Penalty 2534.386604 = -193997.302347 nChanged 29 SP:Iteration 13Q (847.722379 sec): 3 clusters Score: Raw -196546.594802 + Penalty 2534.386604 = -194012.208198 nChanged 23 SP:Iteration 14Q (847.734623 sec): 3 clusters Score: Raw -196558.089699 + Penalty 2534.386604 = -194023.703094 nChanged 16 SP:Iteration 15Q (847.746811 sec): 3 clusters Score: Raw -196564.717560 + Penalty 2534.386604 = -194030.330956 nChanged 16 SP:Iteration 16Q (847.759238 sec): 3 clusters Score: Raw -196572.667624 + Penalty 2534.386604 = -194038.281020 nChanged 16 SP:Iteration 17Q (847.771385 sec): 3 clusters Score: Raw -196583.513012 + Penalty 2534.386604 = -194049.126408 nChanged 18 SP:Iteration 18Q (847.783614 sec): 3 clusters Score: Raw -196594.063606 + Penalty 2534.386604 = -194059.677001 nChanged 14 SP:Iteration 19Q (847.795719 sec): 3 clusters Score: Raw -196600.131998 + Penalty 2534.386604 = -194065.745393 nChanged 9 SP:Iteration 20F (847.807990 sec): 3 clusters Score: Raw -196605.253769 + Penalty 2534.386604 = -194070.867165 nChanged 6 SP:Iteration 21Q (847.820191 sec): 3 clusters Score: Raw -196608.380990 + Penalty 2534.386604 = -194073.994386 nChanged 9 SP:Iteration 22Q (847.832389 sec): 3 clusters Score: Raw -196612.794910 + Penalty 2534.386604 = -194078.408305 nChanged 8 SP:Iteration 23Q (847.844478 sec): 3 clusters Score: Raw -196616.903506 + Penalty 2534.386604 = -194082.516901 nChanged 7 SP:Iteration 24Q (847.856567 sec): 3 clusters Score: Raw -196621.152320 + Penalty 2534.386604 = -194086.765716 nChanged 7 SP:Iteration 25Q (847.868765 sec): 3 clusters Score: Raw -196623.856978 + Penalty 2534.386604 = -194089.470374 nChanged 6 SP:Iteration 26Q (847.880943 sec): 3 clusters Score: Raw -196626.790933 + Penalty 2534.386604 = -194092.404328 nChanged 2 SP:Iteration 27Q (847.893114 sec): 3 clusters Score: Raw -196627.388827 + Penalty 2534.386604 = -194093.002223 nChanged 1 SP:Iteration 28Q (847.905270 sec): 3 clusters Score: Raw -196628.109043 + Penalty 2534.386604 = -194093.722439 nChanged 2 SP:Iteration 29Q (847.917459 sec): 3 clusters Score: Raw -196628.901547 + Penalty 2534.386604 = -194094.514943 nChanged 3 SP:Iteration 30Q (847.929610 sec): 3 clusters Score: Raw -196630.547326 + Penalty 2534.386604 = -194096.160722 nChanged 3 SP:Iteration 31Q (847.941813 sec): 3 clusters Score: Raw -196631.887193 + Penalty 2534.386604 = -194097.500588 nChanged 1 SP:Iteration 32Q (847.953988 sec): 3 clusters Score: Raw -196632.799059 + Penalty 2534.386604 = -194098.412454 nChanged 2 SP:Iteration 33Q (847.966187 sec): 3 clusters Score: Raw -196634.278600 + Penalty 2534.386604 = -194099.891995 nChanged 2 SP:Iteration 34Q (847.978384 sec): 3 clusters Score: Raw -196634.651834 + Penalty 2534.386604 = -194100.265230 nChanged 1 SP:Iteration 35Q (847.990441 sec): 3 clusters Score: Raw -196634.870786 + Penalty 2534.386604 = -194100.484182 nChanged 0 SP:Iteration 36F (848.002707 sec): 3 clusters Score: Raw -196634.870786 + Penalty 2534.386604 = -194100.484182 nChanged 0 Trying to split cluster 10 (12403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (848.030900 sec): 2 clusters Score: Raw -1049785.237553 + Penalty 1531.675219 = -1048253.562334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (848.063380 sec): 3 clusters Score: Raw -1042636.171989 + Penalty 3063.350439 = -1039572.821550 nChanged 5434 SP:Iteration 1F (848.094466 sec): 3 clusters Score: Raw -1045597.716501 + Penalty 3063.350439 = -1042534.366062 nChanged 803 SP:Iteration 2F (848.125827 sec): 3 clusters Score: Raw -1046005.748604 + Penalty 3063.350439 = -1042942.398166 nChanged 736 SP:Iteration 3F (848.157010 sec): 3 clusters Score: Raw -1046420.057130 + Penalty 3063.350439 = -1043356.706691 nChanged 688 SP:Iteration 4F (848.188474 sec): 3 clusters Score: Raw -1046830.050060 + Penalty 3063.350439 = -1043766.699622 nChanged 660 SP:Iteration 5F (848.219638 sec): 3 clusters Score: Raw -1047228.491392 + Penalty 3063.350439 = -1044165.140953 nChanged 657 SP:Iteration 6F (848.251041 sec): 3 clusters Score: Raw -1047657.953168 + Penalty 3063.350439 = -1044594.602729 nChanged 644 SP:Iteration 7F (848.282217 sec): 3 clusters Score: Raw -1048103.629131 + Penalty 3063.350439 = -1045040.278693 nChanged 643 SP:Iteration 8F (848.313463 sec): 3 clusters Score: Raw -1048579.628457 + Penalty 3063.350439 = -1045516.278018 nChanged 561 SP:Iteration 9Q (848.344550 sec): 3 clusters Score: Raw -1049029.977095 + Penalty 3063.350439 = -1045966.626656 nChanged 477 SP:Iteration 10Q (848.375221 sec): 3 clusters Score: Raw -1049426.671901 + Penalty 3063.350439 = -1046363.321463 nChanged 347 SP:Iteration 11Q (848.405438 sec): 3 clusters Score: Raw -1049673.655350 + Penalty 3063.350439 = -1046610.304911 nChanged 260 SP:Iteration 12Q (848.434975 sec): 3 clusters Score: Raw -1049833.679501 + Penalty 3063.350439 = -1046770.329063 nChanged 195 SP:Iteration 13Q (848.464219 sec): 3 clusters Score: Raw -1049942.243463 + Penalty 3063.350439 = -1046878.893024 nChanged 150 SP:Iteration 14Q (848.493135 sec): 3 clusters Score: Raw -1050020.147471 + Penalty 3063.350439 = -1046956.797032 nChanged 96 SP:Iteration 15Q (848.521886 sec): 3 clusters Score: Raw -1050056.142270 + Penalty 3063.350439 = -1046992.791831 nChanged 73 SP:Iteration 16Q (848.550378 sec): 3 clusters Score: Raw -1050086.528318 + Penalty 3063.350439 = -1047023.177879 nChanged 67 SP:Iteration 17Q (848.578843 sec): 3 clusters Score: Raw -1050117.935866 + Penalty 3063.350439 = -1047054.585427 nChanged 59 SP:Iteration 18Q (848.607343 sec): 3 clusters Score: Raw -1050142.323886 + Penalty 3063.350439 = -1047078.973447 nChanged 59 SP:Iteration 19Q (848.635510 sec): 3 clusters Score: Raw -1050161.606360 + Penalty 3063.350439 = -1047098.255921 nChanged 33 SP:Iteration 20F (848.666896 sec): 3 clusters Score: Raw -1050169.412465 + Penalty 3063.350439 = -1047106.062026 nChanged 23 SP:Iteration 21Q (848.695082 sec): 3 clusters Score: Raw -1050174.534349 + Penalty 3063.350439 = -1047111.183910 nChanged 18 SP:Iteration 22Q (848.723208 sec): 3 clusters Score: Raw -1050177.814472 + Penalty 3063.350439 = -1047114.464034 nChanged 12 SP:Iteration 23Q (848.751465 sec): 3 clusters Score: Raw -1050179.664519 + Penalty 3063.350439 = -1047116.314080 nChanged 13 SP:Iteration 24Q (848.779602 sec): 3 clusters Score: Raw -1050183.538525 + Penalty 3063.350439 = -1047120.188086 nChanged 20 SP:Iteration 25Q (848.807706 sec): 3 clusters Score: Raw -1050188.424577 + Penalty 3063.350439 = -1047125.074139 nChanged 13 SP:Iteration 26Q (848.836093 sec): 3 clusters Score: Raw -1050190.670342 + Penalty 3063.350439 = -1047127.319903 nChanged 16 SP:Iteration 27Q (848.864160 sec): 3 clusters Score: Raw -1050193.160618 + Penalty 3063.350439 = -1047129.810179 nChanged 12 SP:Iteration 28Q (848.892478 sec): 3 clusters Score: Raw -1050194.732134 + Penalty 3063.350439 = -1047131.381695 nChanged 16 SP:Iteration 29Q (848.920417 sec): 3 clusters Score: Raw -1050197.554768 + Penalty 3063.350439 = -1047134.204329 nChanged 10 SP:Iteration 30Q (848.948377 sec): 3 clusters Score: Raw -1050199.098627 + Penalty 3063.350439 = -1047135.748188 nChanged 11 SP:Iteration 31Q (848.976625 sec): 3 clusters Score: Raw -1050201.536796 + Penalty 3063.350439 = -1047138.186357 nChanged 8 SP:Iteration 32Q (849.004509 sec): 3 clusters Score: Raw -1050202.562866 + Penalty 3063.350439 = -1047139.212427 nChanged 8 SP:Iteration 33Q (849.032677 sec): 3 clusters Score: Raw -1050203.601679 + Penalty 3063.350439 = -1047140.251240 nChanged 7 SP:Iteration 34Q (849.060874 sec): 3 clusters Score: Raw -1050204.243620 + Penalty 3063.350439 = -1047140.893181 nChanged 8 SP:Iteration 35Q (849.088869 sec): 3 clusters Score: Raw -1050206.051713 + Penalty 3063.350439 = -1047142.701274 nChanged 10 SP:Iteration 36Q (849.117004 sec): 3 clusters Score: Raw -1050208.238648 + Penalty 3063.350439 = -1047144.888210 nChanged 14 SP:Iteration 37Q (849.145068 sec): 3 clusters Score: Raw -1050210.797610 + Penalty 3063.350439 = -1047147.447171 nChanged 12 SP:Iteration 38Q (849.172955 sec): 3 clusters Score: Raw -1050212.461954 + Penalty 3063.350439 = -1047149.111515 nChanged 5 SP:Iteration 39Q (849.201014 sec): 3 clusters Score: Raw -1050212.926472 + Penalty 3063.350439 = -1047149.576033 nChanged 3 SP:Iteration 40F (849.232242 sec): 3 clusters Score: Raw -1050213.247527 + Penalty 3063.350439 = -1047149.897089 nChanged 4 SP:Iteration 41Q (849.260305 sec): 3 clusters Score: Raw -1050214.184956 + Penalty 3063.350439 = -1047150.834517 nChanged 4 SP:Iteration 42Q (849.288238 sec): 3 clusters Score: Raw -1050214.790604 + Penalty 3063.350439 = -1047151.440165 nChanged 8 SP:Iteration 43Q (849.328526 sec): 3 clusters Score: Raw -1050216.094189 + Penalty 3063.350439 = -1047152.743750 nChanged 7 SP:Iteration 44Q (849.356511 sec): 3 clusters Score: Raw -1050217.016940 + Penalty 3063.350439 = -1047153.666501 nChanged 5 SP:Iteration 45Q (849.384630 sec): 3 clusters Score: Raw -1050217.532288 + Penalty 3063.350439 = -1047154.181850 nChanged 3 SP:Iteration 46Q (849.412632 sec): 3 clusters Score: Raw -1050217.728218 + Penalty 3063.350439 = -1047154.377779 nChanged 1 SP:Iteration 47Q (849.440532 sec): 3 clusters Score: Raw -1050217.781161 + Penalty 3063.350439 = -1047154.430723 nChanged 0 SP:Iteration 48F (849.471731 sec): 3 clusters Score: Raw -1050217.781161 + Penalty 3063.350439 = -1047154.430723 nChanged 0 Trying to split cluster 11 (3357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (849.487950 sec): 2 clusters Score: Raw -279197.835515 + Penalty 1319.305487 = -277878.530028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (849.505179 sec): 3 clusters Score: Raw -277566.841073 + Penalty 2638.610974 = -274928.230099 nChanged 1314 SP:Iteration 1F (849.521430 sec): 3 clusters Score: Raw -278416.330378 + Penalty 2638.610974 = -275777.719404 nChanged 259 SP:Iteration 2F (849.537672 sec): 3 clusters Score: Raw -278594.748089 + Penalty 2638.610974 = -275956.137115 nChanged 189 SP:Iteration 3F (849.553921 sec): 3 clusters Score: Raw -278725.825456 + Penalty 2638.610974 = -276087.214482 nChanged 152 SP:Iteration 4Q (849.569991 sec): 3 clusters Score: Raw -278835.538920 + Penalty 2638.610974 = -276196.927946 nChanged 136 SP:Iteration 5Q (849.586216 sec): 3 clusters Score: Raw -278937.223819 + Penalty 2638.610974 = -276298.612845 nChanged 129 SP:Iteration 6Q (849.602432 sec): 3 clusters Score: Raw -279021.448680 + Penalty 2638.610974 = -276382.837706 nChanged 107 SP:Iteration 7Q (849.618603 sec): 3 clusters Score: Raw -279085.164168 + Penalty 2638.610974 = -276446.553194 nChanged 103 SP:Iteration 8Q (849.634768 sec): 3 clusters Score: Raw -279153.884874 + Penalty 2638.610974 = -276515.273900 nChanged 94 SP:Iteration 9Q (849.650923 sec): 3 clusters Score: Raw -279212.268780 + Penalty 2638.610974 = -276573.657806 nChanged 82 SP:Iteration 10Q (849.666908 sec): 3 clusters Score: Raw -279249.359011 + Penalty 2638.610974 = -276610.748037 nChanged 64 SP:Iteration 11Q (849.682921 sec): 3 clusters Score: Raw -279280.158017 + Penalty 2638.610974 = -276641.547043 nChanged 35 SP:Iteration 12Q (849.698901 sec): 3 clusters Score: Raw -279295.204953 + Penalty 2638.610974 = -276656.593979 nChanged 34 SP:Iteration 13Q (849.714867 sec): 3 clusters Score: Raw -279310.892501 + Penalty 2638.610974 = -276672.281527 nChanged 27 SP:Iteration 14Q (849.730819 sec): 3 clusters Score: Raw -279322.563601 + Penalty 2638.610974 = -276683.952627 nChanged 30 SP:Iteration 15Q (849.746916 sec): 3 clusters Score: Raw -279332.192300 + Penalty 2638.610974 = -276693.581326 nChanged 16 SP:Iteration 16Q (849.762854 sec): 3 clusters Score: Raw -279337.429049 + Penalty 2638.610974 = -276698.818075 nChanged 20 SP:Iteration 17Q (849.778937 sec): 3 clusters Score: Raw -279342.542618 + Penalty 2638.610974 = -276703.931644 nChanged 12 SP:Iteration 18Q (849.794873 sec): 3 clusters Score: Raw -279347.323782 + Penalty 2638.610974 = -276708.712808 nChanged 14 SP:Iteration 19Q (849.810973 sec): 3 clusters Score: Raw -279351.832846 + Penalty 2638.610974 = -276713.221872 nChanged 11 SP:Iteration 20F (849.827194 sec): 3 clusters Score: Raw -279354.984582 + Penalty 2638.610974 = -276716.373608 nChanged 9 SP:Iteration 21Q (849.843314 sec): 3 clusters Score: Raw -279356.691713 + Penalty 2638.610974 = -276718.080739 nChanged 3 SP:Iteration 22Q (849.859393 sec): 3 clusters Score: Raw -279357.332686 + Penalty 2638.610974 = -276718.721712 nChanged 3 SP:Iteration 23Q (849.875481 sec): 3 clusters Score: Raw -279357.688366 + Penalty 2638.610974 = -276719.077392 nChanged 1 SP:Iteration 24Q (849.891379 sec): 3 clusters Score: Raw -279357.965993 + Penalty 2638.610974 = -276719.355019 nChanged 3 SP:Iteration 25Q (849.907459 sec): 3 clusters Score: Raw -279358.633080 + Penalty 2638.610974 = -276720.022106 nChanged 2 SP:Iteration 26Q (849.923339 sec): 3 clusters Score: Raw -279359.632085 + Penalty 2638.610974 = -276721.021111 nChanged 3 SP:Iteration 27Q (849.939431 sec): 3 clusters Score: Raw -279360.025996 + Penalty 2638.610974 = -276721.415022 nChanged 1 SP:Iteration 28Q (849.955353 sec): 3 clusters Score: Raw -279360.282378 + Penalty 2638.610974 = -276721.671404 nChanged 3 SP:Iteration 29Q (849.971485 sec): 3 clusters Score: Raw -279360.914698 + Penalty 2638.610974 = -276722.303724 nChanged 0 SP:Iteration 30F (849.987703 sec): 3 clusters Score: Raw -279360.914698 + Penalty 2638.610974 = -276722.303724 nChanged 0 Trying to split cluster 12 (29489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (850.033177 sec): 2 clusters Score: Raw -2374247.172460 + Penalty 1672.413046 = -2372574.759414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (850.093616 sec): 3 clusters Score: Raw -2356010.879612 + Penalty 3344.826092 = -2352666.053520 nChanged 13639 SP:Iteration 1F (850.150721 sec): 3 clusters Score: Raw -2363536.497745 + Penalty 3344.826092 = -2360191.671652 nChanged 1393 SP:Iteration 2Q (850.209599 sec): 3 clusters Score: Raw -2364027.450827 + Penalty 3344.826092 = -2360682.624735 nChanged 1347 SP:Iteration 3Q (850.268070 sec): 3 clusters Score: Raw -2364538.061403 + Penalty 3344.826092 = -2361193.235311 nChanged 1382 SP:Iteration 4Q (850.326432 sec): 3 clusters Score: Raw -2365120.441682 + Penalty 3344.826092 = -2361775.615590 nChanged 1439 SP:Iteration 5Q (850.384769 sec): 3 clusters Score: Raw -2365807.355236 + Penalty 3344.826092 = -2362462.529143 nChanged 1524 SP:Iteration 6F (850.464155 sec): 3 clusters Score: Raw -2366665.469047 + Penalty 3344.826092 = -2363320.642955 nChanged 1603 SP:Iteration 7F (850.520764 sec): 3 clusters Score: Raw -2367698.148360 + Penalty 3344.826092 = -2364353.322268 nChanged 1637 SP:Iteration 8F (850.578913 sec): 3 clusters Score: Raw -2368874.632308 + Penalty 3344.826092 = -2365529.806216 nChanged 1497 SP:Iteration 9F (850.635803 sec): 3 clusters Score: Raw -2369922.814402 + Penalty 3344.826092 = -2366577.988310 nChanged 1252 SP:Iteration 10Q (850.693584 sec): 3 clusters Score: Raw -2370703.648069 + Penalty 3344.826092 = -2367358.821977 nChanged 982 SP:Iteration 11Q (850.749313 sec): 3 clusters Score: Raw -2371191.683342 + Penalty 3344.826092 = -2367846.857249 nChanged 674 SP:Iteration 12Q (850.804035 sec): 3 clusters Score: Raw -2371506.368678 + Penalty 3344.826092 = -2368161.542586 nChanged 559 SP:Iteration 13Q (850.857878 sec): 3 clusters Score: Raw -2371767.006292 + Penalty 3344.826092 = -2368422.180200 nChanged 511 SP:Iteration 14Q (850.911714 sec): 3 clusters Score: Raw -2372019.776744 + Penalty 3344.826092 = -2368674.950651 nChanged 506 SP:Iteration 15Q (850.964853 sec): 3 clusters Score: Raw -2372271.601079 + Penalty 3344.826092 = -2368926.774987 nChanged 469 SP:Iteration 16Q (851.017476 sec): 3 clusters Score: Raw -2372491.017016 + Penalty 3344.826092 = -2369146.190924 nChanged 441 SP:Iteration 17Q (851.069661 sec): 3 clusters Score: Raw -2372701.956189 + Penalty 3344.826092 = -2369357.130097 nChanged 454 SP:Iteration 18Q (851.121498 sec): 3 clusters Score: Raw -2372912.299893 + Penalty 3344.826092 = -2369567.473801 nChanged 414 SP:Iteration 19Q (851.173074 sec): 3 clusters Score: Raw -2373099.342937 + Penalty 3344.826092 = -2369754.516845 nChanged 370 SP:Iteration 20F (851.229223 sec): 3 clusters Score: Raw -2373256.722174 + Penalty 3344.826092 = -2369911.896082 nChanged 354 SP:Iteration 21Q (851.281004 sec): 3 clusters Score: Raw -2373432.845303 + Penalty 3344.826092 = -2370088.019211 nChanged 350 SP:Iteration 22Q (851.331408 sec): 3 clusters Score: Raw -2373607.093990 + Penalty 3344.826092 = -2370262.267898 nChanged 325 SP:Iteration 23Q (851.381422 sec): 3 clusters Score: Raw -2373757.662075 + Penalty 3344.826092 = -2370412.835983 nChanged 269 SP:Iteration 24Q (851.431087 sec): 3 clusters Score: Raw -2373864.454259 + Penalty 3344.826092 = -2370519.628167 nChanged 232 SP:Iteration 25Q (851.480386 sec): 3 clusters Score: Raw -2373953.817379 + Penalty 3344.826092 = -2370608.991287 nChanged 194 SP:Iteration 26Q (851.529527 sec): 3 clusters Score: Raw -2374027.879702 + Penalty 3344.826092 = -2370683.053610 nChanged 172 SP:Iteration 27Q (851.578333 sec): 3 clusters Score: Raw -2374088.762178 + Penalty 3344.826092 = -2370743.936086 nChanged 156 SP:Iteration 28Q (851.627010 sec): 3 clusters Score: Raw -2374146.551304 + Penalty 3344.826092 = -2370801.725212 nChanged 153 SP:Iteration 29Q (851.675388 sec): 3 clusters Score: Raw -2374200.218926 + Penalty 3344.826092 = -2370855.392834 nChanged 138 SP:Iteration 30Q (851.723436 sec): 3 clusters Score: Raw -2374250.536921 + Penalty 3344.826092 = -2370905.710828 nChanged 111 SP:Iteration 31Q (851.771379 sec): 3 clusters Score: Raw -2374290.238011 + Penalty 3344.826092 = -2370945.411919 nChanged 117 SP:Iteration 32Q (851.819281 sec): 3 clusters Score: Raw -2374332.982868 + Penalty 3344.826092 = -2370988.156776 nChanged 120 SP:Iteration 33Q (851.866937 sec): 3 clusters Score: Raw -2374378.348705 + Penalty 3344.826092 = -2371033.522613 nChanged 104 SP:Iteration 34Q (851.914704 sec): 3 clusters Score: Raw -2374414.030121 + Penalty 3344.826092 = -2371069.204028 nChanged 85 SP:Iteration 35Q (851.962501 sec): 3 clusters Score: Raw -2374435.872357 + Penalty 3344.826092 = -2371091.046265 nChanged 52 SP:Iteration 36Q (852.010021 sec): 3 clusters Score: Raw -2374452.246399 + Penalty 3344.826092 = -2371107.420307 nChanged 44 SP:Iteration 37Q (852.057428 sec): 3 clusters Score: Raw -2374463.836032 + Penalty 3344.826092 = -2371119.009939 nChanged 46 SP:Iteration 38Q (852.104708 sec): 3 clusters Score: Raw -2374474.760665 + Penalty 3344.826092 = -2371129.934573 nChanged 31 SP:Iteration 39Q (852.151917 sec): 3 clusters Score: Raw -2374482.351585 + Penalty 3344.826092 = -2371137.525493 nChanged 26 SP:Iteration 40F (852.207633 sec): 3 clusters Score: Raw -2374491.002788 + Penalty 3344.826092 = -2371146.176696 nChanged 37 SP:Iteration 41Q (852.256238 sec): 3 clusters Score: Raw -2374501.207673 + Penalty 3344.826092 = -2371156.381581 nChanged 33 SP:Iteration 42Q (852.303380 sec): 3 clusters Score: Raw -2374508.576128 + Penalty 3344.826092 = -2371163.750035 nChanged 32 SP:Iteration 43Q (852.350522 sec): 3 clusters Score: Raw -2374515.739913 + Penalty 3344.826092 = -2371170.913821 nChanged 24 SP:Iteration 44Q (852.397462 sec): 3 clusters Score: Raw -2374521.859301 + Penalty 3344.826092 = -2371177.033209 nChanged 32 SP:Iteration 45Q (852.444504 sec): 3 clusters Score: Raw -2374532.794504 + Penalty 3344.826092 = -2371187.968412 nChanged 33 SP:Iteration 46Q (852.491602 sec): 3 clusters Score: Raw -2374545.576199 + Penalty 3344.826092 = -2371200.750107 nChanged 30 SP:Iteration 47Q (852.538446 sec): 3 clusters Score: Raw -2374553.918622 + Penalty 3344.826092 = -2371209.092530 nChanged 27 SP:Iteration 48Q (852.585328 sec): 3 clusters Score: Raw -2374562.511815 + Penalty 3344.826092 = -2371217.685723 nChanged 29 SP:Iteration 49Q (852.632499 sec): 3 clusters Score: Raw -2374570.737502 + Penalty 3344.826092 = -2371225.911410 nChanged 28 SP:Iteration 50Q (852.679453 sec): 3 clusters Score: Raw -2374580.154489 + Penalty 3344.826092 = -2371235.328397 nChanged 21 SP:Iteration 51Q (852.726277 sec): 3 clusters Score: Raw -2374588.417315 + Penalty 3344.826092 = -2371243.591223 nChanged 31 SP:Iteration 52Q (852.773152 sec): 3 clusters Score: Raw -2374596.659003 + Penalty 3344.826092 = -2371251.832911 nChanged 24 SP:Iteration 53Q (852.819850 sec): 3 clusters Score: Raw -2374603.119603 + Penalty 3344.826092 = -2371258.293511 nChanged 25 SP:Iteration 54Q (852.866711 sec): 3 clusters Score: Raw -2374610.930742 + Penalty 3344.826092 = -2371266.104649 nChanged 25 SP:Iteration 55Q (852.913512 sec): 3 clusters Score: Raw -2374617.106545 + Penalty 3344.826092 = -2371272.280453 nChanged 21 SP:Iteration 56Q (852.960248 sec): 3 clusters Score: Raw -2374621.846589 + Penalty 3344.826092 = -2371277.020497 nChanged 17 SP:Iteration 57Q (853.006899 sec): 3 clusters Score: Raw -2374625.901835 + Penalty 3344.826092 = -2371281.075743 nChanged 12 SP:Iteration 58Q (853.053569 sec): 3 clusters Score: Raw -2374628.014549 + Penalty 3344.826092 = -2371283.188457 nChanged 13 SP:Iteration 59Q (853.100225 sec): 3 clusters Score: Raw -2374631.724187 + Penalty 3344.826092 = -2371286.898095 nChanged 12 SP:Iteration 60F (853.155781 sec): 3 clusters Score: Raw -2374633.675952 + Penalty 3344.826092 = -2371288.849860 nChanged 10 SP:Iteration 61Q (853.203666 sec): 3 clusters Score: Raw -2374635.290329 + Penalty 3344.826092 = -2371290.464236 nChanged 8 SP:Iteration 62Q (853.250380 sec): 3 clusters Score: Raw -2374637.006914 + Penalty 3344.826092 = -2371292.180822 nChanged 10 SP:Iteration 63Q (853.296985 sec): 3 clusters Score: Raw -2374639.194008 + Penalty 3344.826092 = -2371294.367916 nChanged 11 SP:Iteration 64Q (853.343632 sec): 3 clusters Score: Raw -2374642.766907 + Penalty 3344.826092 = -2371297.940815 nChanged 11 SP:Iteration 65Q (853.390217 sec): 3 clusters Score: Raw -2374645.545850 + Penalty 3344.826092 = -2371300.719758 nChanged 9 SP:Iteration 66Q (853.438863 sec): 3 clusters Score: Raw -2374647.682837 + Penalty 3344.826092 = -2371302.856745 nChanged 6 SP:Iteration 67Q (853.485250 sec): 3 clusters Score: Raw -2374648.836303 + Penalty 3344.826092 = -2371304.010211 nChanged 5 SP:Iteration 68Q (853.531816 sec): 3 clusters Score: Raw -2374649.435478 + Penalty 3344.826092 = -2371304.609386 nChanged 6 SP:Iteration 69Q (853.610616 sec): 3 clusters Score: Raw -2374651.393042 + Penalty 3344.826092 = -2371306.566950 nChanged 11 SP:Iteration 70Q (853.668589 sec): 3 clusters Score: Raw -2374654.763256 + Penalty 3344.826092 = -2371309.937164 nChanged 10 SP:Iteration 71Q (853.714868 sec): 3 clusters Score: Raw -2374656.677735 + Penalty 3344.826092 = -2371311.851643 nChanged 5 SP:Iteration 72Q (853.761359 sec): 3 clusters Score: Raw -2374657.933373 + Penalty 3344.826092 = -2371313.107281 nChanged 4 SP:Iteration 73Q (853.807936 sec): 3 clusters Score: Raw -2374658.605425 + Penalty 3344.826092 = -2371313.779333 nChanged 3 SP:Iteration 74Q (853.854472 sec): 3 clusters Score: Raw -2374659.401360 + Penalty 3344.826092 = -2371314.575268 nChanged 4 SP:Iteration 75Q (853.900995 sec): 3 clusters Score: Raw -2374660.650997 + Penalty 3344.826092 = -2371315.824905 nChanged 4 SP:Iteration 76Q (853.947551 sec): 3 clusters Score: Raw -2374661.942900 + Penalty 3344.826092 = -2371317.116808 nChanged 7 SP:Iteration 77Q (853.993964 sec): 3 clusters Score: Raw -2374663.618247 + Penalty 3344.826092 = -2371318.792155 nChanged 10 SP:Iteration 78Q (854.040651 sec): 3 clusters Score: Raw -2374666.729839 + Penalty 3344.826092 = -2371321.903747 nChanged 7 SP:Iteration 79Q (854.087286 sec): 3 clusters Score: Raw -2374669.246479 + Penalty 3344.826092 = -2371324.420387 nChanged 3 SP:Iteration 80F (854.143250 sec): 3 clusters Score: Raw -2374670.720150 + Penalty 3344.826092 = -2371325.894058 nChanged 4 SP:Iteration 81Q (854.191125 sec): 3 clusters Score: Raw -2374671.868718 + Penalty 3344.826092 = -2371327.042625 nChanged 6 SP:Iteration 82Q (854.237640 sec): 3 clusters Score: Raw -2374673.299918 + Penalty 3344.826092 = -2371328.473826 nChanged 2 SP:Iteration 83Q (854.284081 sec): 3 clusters Score: Raw -2374674.046289 + Penalty 3344.826092 = -2371329.220196 nChanged 3 SP:Iteration 84Q (854.330581 sec): 3 clusters Score: Raw -2374674.635902 + Penalty 3344.826092 = -2371329.809810 nChanged 2 SP:Iteration 85Q (854.377083 sec): 3 clusters Score: Raw -2374675.120018 + Penalty 3344.826092 = -2371330.293926 nChanged 0 SP:Iteration 86F (854.432566 sec): 3 clusters Score: Raw -2374675.120018 + Penalty 3344.826092 = -2371330.293926 nChanged 0 Trying to split cluster 13 (8753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (854.452322 sec): 2 clusters Score: Raw -742538.625220 + Penalty 1475.037164 = -741063.588056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (854.478911 sec): 3 clusters Score: Raw -737662.815996 + Penalty 2950.074328 = -734712.741668 nChanged 3776 SP:Iteration 1F (854.504412 sec): 3 clusters Score: Raw -739765.871690 + Penalty 2950.074328 = -736815.797362 nChanged 563 SP:Iteration 2F (854.529883 sec): 3 clusters Score: Raw -740039.443512 + Penalty 2950.074328 = -737089.369184 nChanged 456 SP:Iteration 3F (854.555641 sec): 3 clusters Score: Raw -740253.628000 + Penalty 2950.074328 = -737303.553673 nChanged 399 SP:Iteration 4Q (854.581356 sec): 3 clusters Score: Raw -740470.584722 + Penalty 2950.074328 = -737520.510394 nChanged 390 SP:Iteration 5Q (854.636586 sec): 3 clusters Score: Raw -740695.550891 + Penalty 2950.074328 = -737745.476563 nChanged 405 SP:Iteration 6Q (854.662194 sec): 3 clusters Score: Raw -740907.073238 + Penalty 2950.074328 = -737956.998910 nChanged 369 SP:Iteration 7Q (854.687864 sec): 3 clusters Score: Raw -741103.375264 + Penalty 2950.074328 = -738153.300936 nChanged 353 SP:Iteration 8Q (854.713707 sec): 3 clusters Score: Raw -741278.723002 + Penalty 2950.074328 = -738328.648674 nChanged 304 SP:Iteration 9Q (854.746639 sec): 3 clusters Score: Raw -741410.124834 + Penalty 2950.074328 = -738460.050506 nChanged 236 SP:Iteration 10Q (854.772166 sec): 3 clusters Score: Raw -741501.367084 + Penalty 2950.074328 = -738551.292757 nChanged 220 SP:Iteration 11Q (854.797637 sec): 3 clusters Score: Raw -741593.895816 + Penalty 2950.074328 = -738643.821488 nChanged 195 SP:Iteration 12Q (854.823022 sec): 3 clusters Score: Raw -741676.241168 + Penalty 2950.074328 = -738726.166841 nChanged 182 SP:Iteration 13Q (854.848292 sec): 3 clusters Score: Raw -741753.412617 + Penalty 2950.074328 = -738803.338289 nChanged 179 SP:Iteration 14Q (854.873635 sec): 3 clusters Score: Raw -741839.260533 + Penalty 2950.074328 = -738889.186205 nChanged 194 SP:Iteration 15Q (854.898932 sec): 3 clusters Score: Raw -741933.586789 + Penalty 2950.074328 = -738983.512461 nChanged 183 SP:Iteration 16Q (854.924083 sec): 3 clusters Score: Raw -742012.890478 + Penalty 2950.074328 = -739062.816150 nChanged 178 SP:Iteration 17Q (854.949161 sec): 3 clusters Score: Raw -742100.424499 + Penalty 2950.074328 = -739150.350171 nChanged 165 SP:Iteration 18Q (854.974172 sec): 3 clusters Score: Raw -742191.971054 + Penalty 2950.074328 = -739241.896726 nChanged 175 SP:Iteration 19Q (854.999105 sec): 3 clusters Score: Raw -742274.430780 + Penalty 2950.074328 = -739324.356452 nChanged 163 SP:Iteration 20F (855.024623 sec): 3 clusters Score: Raw -742341.356443 + Penalty 2950.074328 = -739391.282115 nChanged 129 SP:Iteration 21Q (855.049511 sec): 3 clusters Score: Raw -742396.713474 + Penalty 2950.074328 = -739446.639146 nChanged 125 SP:Iteration 22Q (855.074231 sec): 3 clusters Score: Raw -742437.849246 + Penalty 2950.074328 = -739487.774918 nChanged 95 SP:Iteration 23Q (855.098983 sec): 3 clusters Score: Raw -742467.871648 + Penalty 2950.074328 = -739517.797320 nChanged 97 SP:Iteration 24Q (855.123744 sec): 3 clusters Score: Raw -742496.798454 + Penalty 2950.074328 = -739546.724127 nChanged 81 SP:Iteration 25Q (855.148397 sec): 3 clusters Score: Raw -742518.421088 + Penalty 2950.074328 = -739568.346761 nChanged 63 SP:Iteration 26Q (855.172868 sec): 3 clusters Score: Raw -742533.710967 + Penalty 2950.074328 = -739583.636639 nChanged 61 SP:Iteration 27Q (855.197407 sec): 3 clusters Score: Raw -742546.856203 + Penalty 2950.074328 = -739596.781875 nChanged 42 SP:Iteration 28Q (855.221840 sec): 3 clusters Score: Raw -742556.324656 + Penalty 2950.074328 = -739606.250328 nChanged 39 SP:Iteration 29Q (855.246347 sec): 3 clusters Score: Raw -742564.695031 + Penalty 2950.074328 = -739614.620703 nChanged 34 SP:Iteration 30Q (855.270715 sec): 3 clusters Score: Raw -742571.687168 + Penalty 2950.074328 = -739621.612840 nChanged 37 SP:Iteration 31Q (855.295114 sec): 3 clusters Score: Raw -742579.042615 + Penalty 2950.074328 = -739628.968287 nChanged 31 SP:Iteration 32Q (855.319845 sec): 3 clusters Score: Raw -742585.987394 + Penalty 2950.074328 = -739635.913066 nChanged 26 SP:Iteration 33Q (855.344281 sec): 3 clusters Score: Raw -742592.360145 + Penalty 2950.074328 = -739642.285817 nChanged 34 SP:Iteration 34Q (855.368690 sec): 3 clusters Score: Raw -742599.749344 + Penalty 2950.074328 = -739649.675016 nChanged 38 SP:Iteration 35Q (855.393173 sec): 3 clusters Score: Raw -742607.187384 + Penalty 2950.074328 = -739657.113056 nChanged 33 SP:Iteration 36Q (855.417421 sec): 3 clusters Score: Raw -742614.366156 + Penalty 2950.074328 = -739664.291828 nChanged 32 SP:Iteration 37Q (855.441810 sec): 3 clusters Score: Raw -742621.972665 + Penalty 2950.074328 = -739671.898338 nChanged 24 SP:Iteration 38Q (855.465889 sec): 3 clusters Score: Raw -742627.259630 + Penalty 2950.074328 = -739677.185303 nChanged 29 SP:Iteration 39Q (855.490278 sec): 3 clusters Score: Raw -742634.705734 + Penalty 2950.074328 = -739684.631407 nChanged 29 SP:Iteration 40F (855.516004 sec): 3 clusters Score: Raw -742642.114968 + Penalty 2950.074328 = -739692.040640 nChanged 34 SP:Iteration 41Q (855.540255 sec): 3 clusters Score: Raw -742651.082135 + Penalty 2950.074328 = -739701.007808 nChanged 34 SP:Iteration 42Q (855.564636 sec): 3 clusters Score: Raw -742659.771515 + Penalty 2950.074328 = -739709.697187 nChanged 37 SP:Iteration 43Q (855.588885 sec): 3 clusters Score: Raw -742669.444521 + Penalty 2950.074328 = -739719.370194 nChanged 38 SP:Iteration 44Q (855.613108 sec): 3 clusters Score: Raw -742681.202623 + Penalty 2950.074328 = -739731.128295 nChanged 36 SP:Iteration 45Q (855.637258 sec): 3 clusters Score: Raw -742691.951529 + Penalty 2950.074328 = -739741.877201 nChanged 31 SP:Iteration 46Q (855.661428 sec): 3 clusters Score: Raw -742700.107438 + Penalty 2950.074328 = -739750.033111 nChanged 22 SP:Iteration 47Q (855.685587 sec): 3 clusters Score: Raw -742705.395956 + Penalty 2950.074328 = -739755.321628 nChanged 21 SP:Iteration 48Q (855.709696 sec): 3 clusters Score: Raw -742711.189818 + Penalty 2950.074328 = -739761.115490 nChanged 20 SP:Iteration 49Q (855.733666 sec): 3 clusters Score: Raw -742717.123194 + Penalty 2950.074328 = -739767.048867 nChanged 24 SP:Iteration 50Q (855.757595 sec): 3 clusters Score: Raw -742722.422293 + Penalty 2950.074328 = -739772.347965 nChanged 15 SP:Iteration 51Q (855.781551 sec): 3 clusters Score: Raw -742725.214796 + Penalty 2950.074328 = -739775.140469 nChanged 10 SP:Iteration 52Q (855.805502 sec): 3 clusters Score: Raw -742727.159358 + Penalty 2950.074328 = -739777.085030 nChanged 8 SP:Iteration 53Q (855.829602 sec): 3 clusters Score: Raw -742729.311847 + Penalty 2950.074328 = -739779.237520 nChanged 10 SP:Iteration 54Q (855.853518 sec): 3 clusters Score: Raw -742731.728959 + Penalty 2950.074328 = -739781.654632 nChanged 12 SP:Iteration 55Q (855.877412 sec): 3 clusters Score: Raw -742734.799356 + Penalty 2950.074328 = -739784.725029 nChanged 13 SP:Iteration 56Q (855.901458 sec): 3 clusters Score: Raw -742737.981355 + Penalty 2950.074328 = -739787.907028 nChanged 8 SP:Iteration 57Q (855.925488 sec): 3 clusters Score: Raw -742740.149314 + Penalty 2950.074328 = -739790.074987 nChanged 20 SP:Iteration 58Q (855.949453 sec): 3 clusters Score: Raw -742745.443222 + Penalty 2950.074328 = -739795.368895 nChanged 20 SP:Iteration 59Q (855.973337 sec): 3 clusters Score: Raw -742752.532460 + Penalty 2950.074328 = -739802.458132 nChanged 20 SP:Iteration 60F (855.998897 sec): 3 clusters Score: Raw -742759.323622 + Penalty 2950.074328 = -739809.249294 nChanged 23 SP:Iteration 61Q (856.022659 sec): 3 clusters Score: Raw -742765.429204 + Penalty 2950.074328 = -739815.354876 nChanged 15 SP:Iteration 62Q (856.046801 sec): 3 clusters Score: Raw -742768.224898 + Penalty 2950.074328 = -739818.150570 nChanged 7 SP:Iteration 63Q (856.070774 sec): 3 clusters Score: Raw -742770.217957 + Penalty 2950.074328 = -739820.143629 nChanged 9 SP:Iteration 64Q (856.094679 sec): 3 clusters Score: Raw -742773.210712 + Penalty 2950.074328 = -739823.136385 nChanged 14 SP:Iteration 65Q (856.118831 sec): 3 clusters Score: Raw -742775.942150 + Penalty 2950.074328 = -739825.867822 nChanged 10 SP:Iteration 66Q (856.142749 sec): 3 clusters Score: Raw -742778.166999 + Penalty 2950.074328 = -739828.092671 nChanged 7 SP:Iteration 67Q (856.166795 sec): 3 clusters Score: Raw -742779.669913 + Penalty 2950.074328 = -739829.595585 nChanged 8 SP:Iteration 68Q (856.190800 sec): 3 clusters Score: Raw -742781.931935 + Penalty 2950.074328 = -739831.857607 nChanged 11 SP:Iteration 69Q (856.214854 sec): 3 clusters Score: Raw -742785.018366 + Penalty 2950.074328 = -739834.944038 nChanged 14 SP:Iteration 70Q (856.238711 sec): 3 clusters Score: Raw -742788.721916 + Penalty 2950.074328 = -739838.647588 nChanged 13 SP:Iteration 71Q (856.262748 sec): 3 clusters Score: Raw -742791.924891 + Penalty 2950.074328 = -739841.850563 nChanged 14 SP:Iteration 72Q (856.286832 sec): 3 clusters Score: Raw -742794.969677 + Penalty 2950.074328 = -739844.895349 nChanged 12 SP:Iteration 73Q (856.310790 sec): 3 clusters Score: Raw -742798.349108 + Penalty 2950.074328 = -739848.274780 nChanged 14 SP:Iteration 74Q (856.334600 sec): 3 clusters Score: Raw -742801.783676 + Penalty 2950.074328 = -739851.709348 nChanged 12 SP:Iteration 75Q (856.358462 sec): 3 clusters Score: Raw -742804.321479 + Penalty 2950.074328 = -739854.247151 nChanged 9 SP:Iteration 76Q (856.382206 sec): 3 clusters Score: Raw -742807.446905 + Penalty 2950.074328 = -739857.372577 nChanged 15 SP:Iteration 77Q (856.406291 sec): 3 clusters Score: Raw -742811.478482 + Penalty 2950.074328 = -739861.404155 nChanged 14 SP:Iteration 78Q (856.430189 sec): 3 clusters Score: Raw -742815.058891 + Penalty 2950.074328 = -739864.984563 nChanged 12 SP:Iteration 79Q (856.454184 sec): 3 clusters Score: Raw -742818.233580 + Penalty 2950.074328 = -739868.159252 nChanged 14 SP:Iteration 80F (856.479709 sec): 3 clusters Score: Raw -742822.725966 + Penalty 2950.074328 = -739872.651638 nChanged 14 SP:Iteration 81Q (856.503527 sec): 3 clusters Score: Raw -742826.077687 + Penalty 2950.074328 = -739876.003359 nChanged 8 SP:Iteration 82Q (856.527381 sec): 3 clusters Score: Raw -742827.573405 + Penalty 2950.074328 = -739877.499077 nChanged 4 SP:Iteration 83Q (856.551359 sec): 3 clusters Score: Raw -742828.431805 + Penalty 2950.074328 = -739878.357477 nChanged 3 SP:Iteration 84Q (856.575074 sec): 3 clusters Score: Raw -742828.992139 + Penalty 2950.074328 = -739878.917811 nChanged 2 SP:Iteration 85Q (856.598735 sec): 3 clusters Score: Raw -742829.218134 + Penalty 2950.074328 = -739879.143807 nChanged 0 SP:Iteration 86F (856.624198 sec): 3 clusters Score: Raw -742829.218134 + Penalty 2950.074328 = -739879.143807 nChanged 0 Trying to split cluster 14 (8491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (856.645437 sec): 2 clusters Score: Raw -651299.498556 + Penalty 1470.098834 = -649829.399721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (856.671737 sec): 3 clusters Score: Raw -646590.839130 + Penalty 2940.197669 = -643650.641461 nChanged 3619 SP:Iteration 1F (856.696996 sec): 3 clusters Score: Raw -648663.717571 + Penalty 2940.197669 = -645723.519902 nChanged 662 SP:Iteration 2F (856.722254 sec): 3 clusters Score: Raw -649038.720540 + Penalty 2940.197669 = -646098.522871 nChanged 548 SP:Iteration 3F (856.747675 sec): 3 clusters Score: Raw -649354.706492 + Penalty 2940.197669 = -646414.508823 nChanged 509 SP:Iteration 4F (856.772881 sec): 3 clusters Score: Raw -649655.741041 + Penalty 2940.197669 = -646715.543372 nChanged 433 SP:Iteration 5F (856.797994 sec): 3 clusters Score: Raw -649898.007459 + Penalty 2940.197669 = -646957.809791 nChanged 388 SP:Iteration 6Q (856.823491 sec): 3 clusters Score: Raw -650117.557902 + Penalty 2940.197669 = -647177.360233 nChanged 345 SP:Iteration 7Q (856.848718 sec): 3 clusters Score: Raw -650302.676152 + Penalty 2940.197669 = -647362.478483 nChanged 300 SP:Iteration 8Q (856.874092 sec): 3 clusters Score: Raw -650467.584456 + Penalty 2940.197669 = -647527.386787 nChanged 273 SP:Iteration 9Q (856.899252 sec): 3 clusters Score: Raw -650622.524078 + Penalty 2940.197669 = -647682.326409 nChanged 239 SP:Iteration 10Q (856.924506 sec): 3 clusters Score: Raw -650769.949629 + Penalty 2940.197669 = -647829.751960 nChanged 201 SP:Iteration 11Q (856.949586 sec): 3 clusters Score: Raw -650889.681756 + Penalty 2940.197669 = -647949.484087 nChanged 172 SP:Iteration 12Q (856.974627 sec): 3 clusters Score: Raw -650998.422659 + Penalty 2940.197669 = -648058.224990 nChanged 147 SP:Iteration 13Q (856.999681 sec): 3 clusters Score: Raw -651082.294567 + Penalty 2940.197669 = -648142.096898 nChanged 134 SP:Iteration 14Q (857.024521 sec): 3 clusters Score: Raw -651156.031165 + Penalty 2940.197669 = -648215.833496 nChanged 111 SP:Iteration 15Q (857.049354 sec): 3 clusters Score: Raw -651207.097734 + Penalty 2940.197669 = -648266.900065 nChanged 85 SP:Iteration 16Q (857.073996 sec): 3 clusters Score: Raw -651239.663826 + Penalty 2940.197669 = -648299.466157 nChanged 78 SP:Iteration 17Q (857.098518 sec): 3 clusters Score: Raw -651272.762854 + Penalty 2940.197669 = -648332.565185 nChanged 72 SP:Iteration 18Q (857.123130 sec): 3 clusters Score: Raw -651298.186415 + Penalty 2940.197669 = -648357.988746 nChanged 56 SP:Iteration 19Q (857.147719 sec): 3 clusters Score: Raw -651315.440190 + Penalty 2940.197669 = -648375.242521 nChanged 48 SP:Iteration 20F (857.172884 sec): 3 clusters Score: Raw -651335.517606 + Penalty 2940.197669 = -648395.319938 nChanged 50 SP:Iteration 21Q (857.197428 sec): 3 clusters Score: Raw -651362.366346 + Penalty 2940.197669 = -648422.168677 nChanged 59 SP:Iteration 22Q (857.221750 sec): 3 clusters Score: Raw -651398.628604 + Penalty 2940.197669 = -648458.430936 nChanged 70 SP:Iteration 23Q (857.245852 sec): 3 clusters Score: Raw -651437.287808 + Penalty 2940.197669 = -648497.090139 nChanged 77 SP:Iteration 24Q (857.269877 sec): 3 clusters Score: Raw -651480.432255 + Penalty 2940.197669 = -648540.234586 nChanged 63 SP:Iteration 25Q (857.293772 sec): 3 clusters Score: Raw -651514.531916 + Penalty 2940.197669 = -648574.334248 nChanged 53 SP:Iteration 26Q (857.317634 sec): 3 clusters Score: Raw -651547.767387 + Penalty 2940.197669 = -648607.569719 nChanged 58 SP:Iteration 27Q (857.341124 sec): 3 clusters Score: Raw -651579.851954 + Penalty 2940.197669 = -648639.654285 nChanged 54 SP:Iteration 28Q (857.364737 sec): 3 clusters Score: Raw -651604.504009 + Penalty 2940.197669 = -648664.306340 nChanged 39 SP:Iteration 29Q (857.388075 sec): 3 clusters Score: Raw -651622.346752 + Penalty 2940.197669 = -648682.149084 nChanged 34 SP:Iteration 30Q (857.411483 sec): 3 clusters Score: Raw -651638.166126 + Penalty 2940.197669 = -648697.968457 nChanged 36 SP:Iteration 31Q (857.434855 sec): 3 clusters Score: Raw -651653.162364 + Penalty 2940.197669 = -648712.964695 nChanged 22 SP:Iteration 32Q (857.458112 sec): 3 clusters Score: Raw -651665.993344 + Penalty 2940.197669 = -648725.795675 nChanged 33 SP:Iteration 33Q (857.481273 sec): 3 clusters Score: Raw -651684.619833 + Penalty 2940.197669 = -648744.422164 nChanged 26 SP:Iteration 34Q (857.504681 sec): 3 clusters Score: Raw -651697.378349 + Penalty 2940.197669 = -648757.180680 nChanged 28 SP:Iteration 35Q (857.528231 sec): 3 clusters Score: Raw -651709.835240 + Penalty 2940.197669 = -648769.637571 nChanged 19 SP:Iteration 36Q (857.551456 sec): 3 clusters Score: Raw -651717.244190 + Penalty 2940.197669 = -648777.046521 nChanged 14 SP:Iteration 37Q (857.574596 sec): 3 clusters Score: Raw -651720.270168 + Penalty 2940.197669 = -648780.072499 nChanged 7 SP:Iteration 38Q (857.597760 sec): 3 clusters Score: Raw -651722.482502 + Penalty 2940.197669 = -648782.284833 nChanged 6 SP:Iteration 39Q (857.620807 sec): 3 clusters Score: Raw -651724.256589 + Penalty 2940.197669 = -648784.058920 nChanged 7 SP:Iteration 40F (857.646024 sec): 3 clusters Score: Raw -651725.899759 + Penalty 2940.197669 = -648785.702090 nChanged 6 SP:Iteration 41Q (857.669193 sec): 3 clusters Score: Raw -651727.264096 + Penalty 2940.197669 = -648787.066427 nChanged 6 SP:Iteration 42Q (857.692256 sec): 3 clusters Score: Raw -651728.594673 + Penalty 2940.197669 = -648788.397004 nChanged 4 SP:Iteration 43Q (857.715576 sec): 3 clusters Score: Raw -651729.285745 + Penalty 2940.197669 = -648789.088076 nChanged 0 SP:Iteration 44F (857.740773 sec): 3 clusters Score: Raw -651729.285745 + Penalty 2940.197669 = -648789.088076 nChanged 0 Trying to split cluster 15 (5467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (857.759241 sec): 2 clusters Score: Raw -455915.203183 + Penalty 1398.553861 = -454516.649322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (857.781276 sec): 3 clusters Score: Raw -453057.349317 + Penalty 2797.107722 = -450260.241595 nChanged 2225 SP:Iteration 1F (857.802982 sec): 3 clusters Score: Raw -454465.666134 + Penalty 2797.107722 = -451668.558412 nChanged 469 SP:Iteration 2F (857.824493 sec): 3 clusters Score: Raw -454808.155261 + Penalty 2797.107722 = -452011.047539 nChanged 372 SP:Iteration 3F (857.846010 sec): 3 clusters Score: Raw -455083.669638 + Penalty 2797.107722 = -452286.561916 nChanged 323 SP:Iteration 4F (857.867371 sec): 3 clusters Score: Raw -455315.058454 + Penalty 2797.107722 = -452517.950732 nChanged 264 SP:Iteration 5Q (857.888940 sec): 3 clusters Score: Raw -455504.347454 + Penalty 2797.107722 = -452707.239732 nChanged 236 SP:Iteration 6Q (857.910558 sec): 3 clusters Score: Raw -455653.064202 + Penalty 2797.107722 = -452855.956480 nChanged 187 SP:Iteration 7Q (857.932017 sec): 3 clusters Score: Raw -455766.518256 + Penalty 2797.107722 = -452969.410534 nChanged 157 SP:Iteration 8Q (857.953566 sec): 3 clusters Score: Raw -455850.417181 + Penalty 2797.107722 = -453053.309459 nChanged 129 SP:Iteration 9Q (857.974988 sec): 3 clusters Score: Raw -455912.815237 + Penalty 2797.107722 = -453115.707515 nChanged 108 SP:Iteration 10Q (857.996434 sec): 3 clusters Score: Raw -455957.905384 + Penalty 2797.107722 = -453160.797662 nChanged 81 SP:Iteration 11Q (858.017881 sec): 3 clusters Score: Raw -455988.334864 + Penalty 2797.107722 = -453191.227142 nChanged 62 SP:Iteration 12Q (858.039265 sec): 3 clusters Score: Raw -456012.606347 + Penalty 2797.107722 = -453215.498624 nChanged 48 SP:Iteration 13Q (858.060660 sec): 3 clusters Score: Raw -456028.931382 + Penalty 2797.107722 = -453231.823660 nChanged 50 SP:Iteration 14Q (858.081791 sec): 3 clusters Score: Raw -456041.208821 + Penalty 2797.107722 = -453244.101099 nChanged 28 SP:Iteration 15Q (858.103121 sec): 3 clusters Score: Raw -456048.453147 + Penalty 2797.107722 = -453251.345425 nChanged 20 SP:Iteration 16Q (858.124402 sec): 3 clusters Score: Raw -456052.150111 + Penalty 2797.107722 = -453255.042388 nChanged 20 SP:Iteration 17Q (858.145720 sec): 3 clusters Score: Raw -456057.902479 + Penalty 2797.107722 = -453260.794757 nChanged 24 SP:Iteration 18Q (858.166975 sec): 3 clusters Score: Raw -456063.088740 + Penalty 2797.107722 = -453265.981018 nChanged 22 SP:Iteration 19Q (858.188192 sec): 3 clusters Score: Raw -456068.954635 + Penalty 2797.107722 = -453271.846912 nChanged 13 SP:Iteration 20F (858.209758 sec): 3 clusters Score: Raw -456072.615281 + Penalty 2797.107722 = -453275.507559 nChanged 17 SP:Iteration 21Q (858.231139 sec): 3 clusters Score: Raw -456076.108743 + Penalty 2797.107722 = -453279.001021 nChanged 11 SP:Iteration 22Q (858.252410 sec): 3 clusters Score: Raw -456079.080564 + Penalty 2797.107722 = -453281.972842 nChanged 16 SP:Iteration 23Q (858.273472 sec): 3 clusters Score: Raw -456082.571370 + Penalty 2797.107722 = -453285.463647 nChanged 19 SP:Iteration 24Q (858.294810 sec): 3 clusters Score: Raw -456086.747578 + Penalty 2797.107722 = -453289.639856 nChanged 18 SP:Iteration 25Q (858.316184 sec): 3 clusters Score: Raw -456091.523945 + Penalty 2797.107722 = -453294.416223 nChanged 23 SP:Iteration 26Q (858.337366 sec): 3 clusters Score: Raw -456099.233765 + Penalty 2797.107722 = -453302.126043 nChanged 31 SP:Iteration 27Q (858.358592 sec): 3 clusters Score: Raw -456109.962631 + Penalty 2797.107722 = -453312.854909 nChanged 34 SP:Iteration 28Q (858.379850 sec): 3 clusters Score: Raw -456120.285487 + Penalty 2797.107722 = -453323.177764 nChanged 34 SP:Iteration 29Q (858.401086 sec): 3 clusters Score: Raw -456131.449623 + Penalty 2797.107722 = -453334.341901 nChanged 39 SP:Iteration 30Q (858.422371 sec): 3 clusters Score: Raw -456144.494363 + Penalty 2797.107722 = -453347.386641 nChanged 35 SP:Iteration 31Q (858.443457 sec): 3 clusters Score: Raw -456156.864937 + Penalty 2797.107722 = -453359.757215 nChanged 34 SP:Iteration 32Q (858.464636 sec): 3 clusters Score: Raw -456168.573129 + Penalty 2797.107722 = -453371.465407 nChanged 33 SP:Iteration 33Q (858.485914 sec): 3 clusters Score: Raw -456177.844484 + Penalty 2797.107722 = -453380.736762 nChanged 29 SP:Iteration 34Q (858.506825 sec): 3 clusters Score: Raw -456184.859162 + Penalty 2797.107722 = -453387.751440 nChanged 32 SP:Iteration 35Q (858.527934 sec): 3 clusters Score: Raw -456194.476218 + Penalty 2797.107722 = -453397.368495 nChanged 31 SP:Iteration 36Q (858.549038 sec): 3 clusters Score: Raw -456203.084500 + Penalty 2797.107722 = -453405.976778 nChanged 26 SP:Iteration 37Q (858.570131 sec): 3 clusters Score: Raw -456209.374103 + Penalty 2797.107722 = -453412.266381 nChanged 27 SP:Iteration 38Q (858.591098 sec): 3 clusters Score: Raw -456216.433594 + Penalty 2797.107722 = -453419.325872 nChanged 12 SP:Iteration 39Q (858.612220 sec): 3 clusters Score: Raw -456218.521625 + Penalty 2797.107722 = -453421.413903 nChanged 9 SP:Iteration 40F (858.633750 sec): 3 clusters Score: Raw -456220.449770 + Penalty 2797.107722 = -453423.342048 nChanged 7 SP:Iteration 41Q (858.654502 sec): 3 clusters Score: Raw -456221.538380 + Penalty 2797.107722 = -453424.430658 nChanged 6 SP:Iteration 42Q (858.675697 sec): 3 clusters Score: Raw -456222.725561 + Penalty 2797.107722 = -453425.617839 nChanged 7 SP:Iteration 43Q (858.696812 sec): 3 clusters Score: Raw -456224.063297 + Penalty 2797.107722 = -453426.955575 nChanged 11 SP:Iteration 44Q (858.717934 sec): 3 clusters Score: Raw -456226.264293 + Penalty 2797.107722 = -453429.156571 nChanged 11 SP:Iteration 45Q (858.739176 sec): 3 clusters Score: Raw -456228.920652 + Penalty 2797.107722 = -453431.812930 nChanged 11 SP:Iteration 46Q (858.760271 sec): 3 clusters Score: Raw -456231.202934 + Penalty 2797.107722 = -453434.095212 nChanged 8 SP:Iteration 47Q (858.781446 sec): 3 clusters Score: Raw -456232.834371 + Penalty 2797.107722 = -453435.726648 nChanged 10 SP:Iteration 48Q (858.802665 sec): 3 clusters Score: Raw -456234.572351 + Penalty 2797.107722 = -453437.464629 nChanged 6 SP:Iteration 49Q (858.823700 sec): 3 clusters Score: Raw -456235.601494 + Penalty 2797.107722 = -453438.493772 nChanged 3 SP:Iteration 50Q (858.844681 sec): 3 clusters Score: Raw -456236.215497 + Penalty 2797.107722 = -453439.107775 nChanged 2 SP:Iteration 51Q (858.865826 sec): 3 clusters Score: Raw -456236.573566 + Penalty 2797.107722 = -453439.465843 nChanged 2 SP:Iteration 52Q (858.886747 sec): 3 clusters Score: Raw -456236.993675 + Penalty 2797.107722 = -453439.885953 nChanged 0 SP:Iteration 53F (858.908327 sec): 3 clusters Score: Raw -456236.993675 + Penalty 2797.107722 = -453439.885953 nChanged 0 Trying to split cluster 16 (3211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (858.924866 sec): 2 clusters Score: Raw -254820.148113 + Penalty 1312.079875 = -253508.068238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (858.941249 sec): 3 clusters Score: Raw -253287.924459 + Penalty 2624.159751 = -250663.764708 nChanged 1207 SP:Iteration 1F (858.956722 sec): 3 clusters Score: Raw -253959.109179 + Penalty 2624.159751 = -251334.949428 nChanged 228 SP:Iteration 2F (858.972150 sec): 3 clusters Score: Raw -254101.815085 + Penalty 2624.159751 = -251477.655335 nChanged 173 SP:Iteration 3F (858.987662 sec): 3 clusters Score: Raw -254206.510297 + Penalty 2624.159751 = -251582.350546 nChanged 116 SP:Iteration 4Q (859.003233 sec): 3 clusters Score: Raw -254274.902487 + Penalty 2624.159751 = -251650.742737 nChanged 96 SP:Iteration 5Q (859.018647 sec): 3 clusters Score: Raw -254327.162363 + Penalty 2624.159751 = -251703.002612 nChanged 90 SP:Iteration 6Q (859.034214 sec): 3 clusters Score: Raw -254377.207795 + Penalty 2624.159751 = -251753.048044 nChanged 90 SP:Iteration 7Q (859.049793 sec): 3 clusters Score: Raw -254429.391719 + Penalty 2624.159751 = -251805.231969 nChanged 84 SP:Iteration 8Q (859.065429 sec): 3 clusters Score: Raw -254473.010502 + Penalty 2624.159751 = -251848.850751 nChanged 74 SP:Iteration 9Q (859.080834 sec): 3 clusters Score: Raw -254506.473934 + Penalty 2624.159751 = -251882.314183 nChanged 57 SP:Iteration 10Q (859.096257 sec): 3 clusters Score: Raw -254531.921409 + Penalty 2624.159751 = -251907.761659 nChanged 55 SP:Iteration 11Q (859.111763 sec): 3 clusters Score: Raw -254556.940648 + Penalty 2624.159751 = -251932.780897 nChanged 53 SP:Iteration 12Q (859.127287 sec): 3 clusters Score: Raw -254580.529551 + Penalty 2624.159751 = -251956.369800 nChanged 39 SP:Iteration 13Q (859.142786 sec): 3 clusters Score: Raw -254601.040250 + Penalty 2624.159751 = -251976.880499 nChanged 53 SP:Iteration 14Q (859.158353 sec): 3 clusters Score: Raw -254635.140911 + Penalty 2624.159751 = -252010.981161 nChanged 50 SP:Iteration 15Q (859.173846 sec): 3 clusters Score: Raw -254664.270990 + Penalty 2624.159751 = -252040.111240 nChanged 56 SP:Iteration 16Q (859.189350 sec): 3 clusters Score: Raw -254694.840824 + Penalty 2624.159751 = -252070.681073 nChanged 63 SP:Iteration 17Q (859.204647 sec): 3 clusters Score: Raw -254736.627060 + Penalty 2624.159751 = -252112.467310 nChanged 49 SP:Iteration 18Q (859.220069 sec): 3 clusters Score: Raw -254763.955643 + Penalty 2624.159751 = -252139.795892 nChanged 50 SP:Iteration 19Q (859.258192 sec): 3 clusters Score: Raw -254796.422050 + Penalty 2624.159751 = -252172.262300 nChanged 50 SP:Iteration 20F (859.301192 sec): 3 clusters Score: Raw -254825.734538 + Penalty 2624.159751 = -252201.574787 nChanged 44 SP:Iteration 21Q (859.317746 sec): 3 clusters Score: Raw -254848.838515 + Penalty 2624.159751 = -252224.678764 nChanged 34 SP:Iteration 22Q (859.334166 sec): 3 clusters Score: Raw -254865.784585 + Penalty 2624.159751 = -252241.624834 nChanged 29 SP:Iteration 23Q (859.349515 sec): 3 clusters Score: Raw -254880.886856 + Penalty 2624.159751 = -252256.727105 nChanged 29 SP:Iteration 24Q (859.364820 sec): 3 clusters Score: Raw -254895.032409 + Penalty 2624.159751 = -252270.872658 nChanged 34 SP:Iteration 25Q (859.380166 sec): 3 clusters Score: Raw -254910.044313 + Penalty 2624.159751 = -252285.884562 nChanged 21 SP:Iteration 26Q (859.395463 sec): 3 clusters Score: Raw -254917.919705 + Penalty 2624.159751 = -252293.759955 nChanged 14 SP:Iteration 27Q (859.410775 sec): 3 clusters Score: Raw -254923.145806 + Penalty 2624.159751 = -252298.986055 nChanged 14 SP:Iteration 28Q (859.426032 sec): 3 clusters Score: Raw -254928.280632 + Penalty 2624.159751 = -252304.120881 nChanged 13 SP:Iteration 29Q (859.441328 sec): 3 clusters Score: Raw -254935.153470 + Penalty 2624.159751 = -252310.993719 nChanged 23 SP:Iteration 30Q (859.456449 sec): 3 clusters Score: Raw -254947.519810 + Penalty 2624.159751 = -252323.360059 nChanged 17 SP:Iteration 31Q (859.471737 sec): 3 clusters Score: Raw -254956.573044 + Penalty 2624.159751 = -252332.413294 nChanged 20 SP:Iteration 32Q (859.486982 sec): 3 clusters Score: Raw -254969.574786 + Penalty 2624.159751 = -252345.415035 nChanged 17 SP:Iteration 33Q (859.502186 sec): 3 clusters Score: Raw -254978.325061 + Penalty 2624.159751 = -252354.165310 nChanged 16 SP:Iteration 34Q (859.517424 sec): 3 clusters Score: Raw -254988.144018 + Penalty 2624.159751 = -252363.984267 nChanged 14 SP:Iteration 35Q (859.532611 sec): 3 clusters Score: Raw -254996.734028 + Penalty 2624.159751 = -252372.574277 nChanged 12 SP:Iteration 36Q (859.547985 sec): 3 clusters Score: Raw -255002.612771 + Penalty 2624.159751 = -252378.453021 nChanged 11 SP:Iteration 37Q (859.563176 sec): 3 clusters Score: Raw -255007.484290 + Penalty 2624.159751 = -252383.324539 nChanged 11 SP:Iteration 38Q (859.578234 sec): 3 clusters Score: Raw -255012.826168 + Penalty 2624.159751 = -252388.666417 nChanged 7 SP:Iteration 39Q (859.593408 sec): 3 clusters Score: Raw -255015.306961 + Penalty 2624.159751 = -252391.147211 nChanged 3 SP:Iteration 40F (859.608921 sec): 3 clusters Score: Raw -255015.931911 + Penalty 2624.159751 = -252391.772161 nChanged 4 SP:Iteration 41Q (859.624065 sec): 3 clusters Score: Raw -255017.028831 + Penalty 2624.159751 = -252392.869081 nChanged 5 SP:Iteration 42Q (859.639270 sec): 3 clusters Score: Raw -255019.773481 + Penalty 2624.159751 = -252395.613731 nChanged 6 SP:Iteration 43Q (859.654435 sec): 3 clusters Score: Raw -255025.553512 + Penalty 2624.159751 = -252401.393761 nChanged 11 SP:Iteration 44Q (859.669470 sec): 3 clusters Score: Raw -255031.755339 + Penalty 2624.159751 = -252407.595589 nChanged 9 SP:Iteration 45Q (859.684470 sec): 3 clusters Score: Raw -255037.167932 + Penalty 2624.159751 = -252413.008182 nChanged 10 SP:Iteration 46Q (859.699451 sec): 3 clusters Score: Raw -255042.800199 + Penalty 2624.159751 = -252418.640449 nChanged 13 SP:Iteration 47Q (859.714557 sec): 3 clusters Score: Raw -255049.405402 + Penalty 2624.159751 = -252425.245652 nChanged 12 SP:Iteration 48Q (859.729536 sec): 3 clusters Score: Raw -255055.910638 + Penalty 2624.159751 = -252431.750888 nChanged 16 SP:Iteration 49Q (859.744660 sec): 3 clusters Score: Raw -255067.990457 + Penalty 2624.159751 = -252443.830706 nChanged 13 SP:Iteration 50Q (859.759726 sec): 3 clusters Score: Raw -255075.676950 + Penalty 2624.159751 = -252451.517200 nChanged 12 SP:Iteration 51Q (859.774643 sec): 3 clusters Score: Raw -255086.021245 + Penalty 2624.159751 = -252461.861494 nChanged 10 SP:Iteration 52Q (859.789652 sec): 3 clusters Score: Raw -255094.303386 + Penalty 2624.159751 = -252470.143636 nChanged 9 SP:Iteration 53Q (859.804720 sec): 3 clusters Score: Raw -255101.414750 + Penalty 2624.159751 = -252477.254999 nChanged 7 SP:Iteration 54Q (859.819588 sec): 3 clusters Score: Raw -255105.185274 + Penalty 2624.159751 = -252481.025524 nChanged 3 SP:Iteration 55Q (859.834625 sec): 3 clusters Score: Raw -255106.462344 + Penalty 2624.159751 = -252482.302593 nChanged 1 SP:Iteration 56Q (859.849640 sec): 3 clusters Score: Raw -255106.638861 + Penalty 2624.159751 = -252482.479110 nChanged 0 SP:Iteration 57F (859.865156 sec): 3 clusters Score: Raw -255106.638861 + Penalty 2624.159751 = -252482.479110 nChanged 0 Trying to split cluster 17 (5265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (859.883828 sec): 2 clusters Score: Raw -434751.679307 + Penalty 1392.435919 = -433359.243388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (859.905612 sec): 3 clusters Score: Raw -432110.655970 + Penalty 2784.871838 = -429325.784132 nChanged 2082 SP:Iteration 1F (859.926643 sec): 3 clusters Score: Raw -433255.531888 + Penalty 2784.871838 = -430470.660050 nChanged 341 SP:Iteration 2F (859.947867 sec): 3 clusters Score: Raw -433443.972902 + Penalty 2784.871838 = -430659.101064 nChanged 295 SP:Iteration 3F (859.968951 sec): 3 clusters Score: Raw -433616.398389 + Penalty 2784.871838 = -430831.526551 nChanged 288 SP:Iteration 4F (859.990269 sec): 3 clusters Score: Raw -433793.080323 + Penalty 2784.871838 = -431008.208485 nChanged 281 SP:Iteration 5F (860.011777 sec): 3 clusters Score: Raw -433996.935664 + Penalty 2784.871838 = -431212.063827 nChanged 257 SP:Iteration 6Q (860.032906 sec): 3 clusters Score: Raw -434192.834629 + Penalty 2784.871838 = -431407.962791 nChanged 269 SP:Iteration 7F (860.054336 sec): 3 clusters Score: Raw -434412.481120 + Penalty 2784.871838 = -431627.609282 nChanged 244 SP:Iteration 8Q (860.075574 sec): 3 clusters Score: Raw -434592.508181 + Penalty 2784.871838 = -431807.636343 nChanged 212 SP:Iteration 9Q (860.096920 sec): 3 clusters Score: Raw -434738.679842 + Penalty 2784.871838 = -431953.808004 nChanged 173 SP:Iteration 10Q (860.118175 sec): 3 clusters Score: Raw -434835.308376 + Penalty 2784.871838 = -432050.436538 nChanged 115 SP:Iteration 11Q (860.139291 sec): 3 clusters Score: Raw -434887.139236 + Penalty 2784.871838 = -432102.267398 nChanged 75 SP:Iteration 12Q (860.160505 sec): 3 clusters Score: Raw -434921.447712 + Penalty 2784.871838 = -432136.575874 nChanged 60 SP:Iteration 13Q (860.181576 sec): 3 clusters Score: Raw -434948.356880 + Penalty 2784.871838 = -432163.485042 nChanged 52 SP:Iteration 14Q (860.202802 sec): 3 clusters Score: Raw -434970.680054 + Penalty 2784.871838 = -432185.808216 nChanged 42 SP:Iteration 15Q (860.224148 sec): 3 clusters Score: Raw -434991.716645 + Penalty 2784.871838 = -432206.844807 nChanged 36 SP:Iteration 16Q (860.245180 sec): 3 clusters Score: Raw -435013.466090 + Penalty 2784.871838 = -432228.594252 nChanged 43 SP:Iteration 17Q (860.266249 sec): 3 clusters Score: Raw -435035.016936 + Penalty 2784.871838 = -432250.145098 nChanged 34 SP:Iteration 18Q (860.287509 sec): 3 clusters Score: Raw -435055.567300 + Penalty 2784.871838 = -432270.695462 nChanged 42 SP:Iteration 19Q (860.308828 sec): 3 clusters Score: Raw -435074.180236 + Penalty 2784.871838 = -432289.308398 nChanged 30 SP:Iteration 20F (860.330264 sec): 3 clusters Score: Raw -435084.037622 + Penalty 2784.871838 = -432299.165784 nChanged 28 SP:Iteration 21Q (860.351264 sec): 3 clusters Score: Raw -435093.018688 + Penalty 2784.871838 = -432308.146850 nChanged 26 SP:Iteration 22Q (860.372238 sec): 3 clusters Score: Raw -435100.790474 + Penalty 2784.871838 = -432315.918636 nChanged 19 SP:Iteration 23Q (860.393451 sec): 3 clusters Score: Raw -435106.356419 + Penalty 2784.871838 = -432321.484581 nChanged 18 SP:Iteration 24Q (860.414571 sec): 3 clusters Score: Raw -435110.258041 + Penalty 2784.871838 = -432325.386203 nChanged 13 SP:Iteration 25Q (860.435494 sec): 3 clusters Score: Raw -435112.794207 + Penalty 2784.871838 = -432327.922369 nChanged 6 SP:Iteration 26Q (860.456502 sec): 3 clusters Score: Raw -435113.834381 + Penalty 2784.871838 = -432328.962543 nChanged 4 SP:Iteration 27Q (860.477384 sec): 3 clusters Score: Raw -435114.275896 + Penalty 2784.871838 = -432329.404058 nChanged 3 SP:Iteration 28Q (860.498276 sec): 3 clusters Score: Raw -435114.866258 + Penalty 2784.871838 = -432329.994420 nChanged 0 SP:Iteration 29F (860.519650 sec): 3 clusters Score: Raw -435114.866258 + Penalty 2784.871838 = -432329.994420 nChanged 0 Trying to split cluster 18 (31791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (860.571075 sec): 2 clusters Score: Raw -2713936.220081 + Penalty 1684.627508 = -2712251.592573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (860.636864 sec): 3 clusters Score: Raw -2694266.279268 + Penalty 3369.255016 = -2690897.024252 nChanged 14594 SP:Iteration 1F (860.698279 sec): 3 clusters Score: Raw -2702961.516378 + Penalty 3369.255016 = -2699592.261362 nChanged 1803 SP:Iteration 2F (860.759838 sec): 3 clusters Score: Raw -2703876.796081 + Penalty 3369.255016 = -2700507.541065 nChanged 2028 SP:Iteration 3F (860.821262 sec): 3 clusters Score: Raw -2705125.528466 + Penalty 3369.255016 = -2701756.273451 nChanged 2338 SP:Iteration 4F (860.882672 sec): 3 clusters Score: Raw -2706734.175967 + Penalty 3369.255016 = -2703364.920951 nChanged 2401 SP:Iteration 5F (860.944210 sec): 3 clusters Score: Raw -2708412.377602 + Penalty 3369.255016 = -2705043.122587 nChanged 2066 SP:Iteration 6F (861.005339 sec): 3 clusters Score: Raw -2709741.530905 + Penalty 3369.255016 = -2706372.275889 nChanged 1580 SP:Iteration 7Q (861.068765 sec): 3 clusters Score: Raw -2710648.654897 + Penalty 3369.255016 = -2707279.399882 nChanged 1215 SP:Iteration 8Q (861.131424 sec): 3 clusters Score: Raw -2711284.919372 + Penalty 3369.255016 = -2707915.664356 nChanged 937 SP:Iteration 9Q (861.194086 sec): 3 clusters Score: Raw -2711781.074114 + Penalty 3369.255016 = -2708411.819098 nChanged 781 SP:Iteration 10Q (861.256821 sec): 3 clusters Score: Raw -2712226.166013 + Penalty 3369.255016 = -2708856.910997 nChanged 717 SP:Iteration 11Q (861.319047 sec): 3 clusters Score: Raw -2712628.434560 + Penalty 3369.255016 = -2709259.179544 nChanged 616 SP:Iteration 12Q (861.380026 sec): 3 clusters Score: Raw -2712966.031854 + Penalty 3369.255016 = -2709596.776838 nChanged 512 SP:Iteration 13Q (861.440194 sec): 3 clusters Score: Raw -2713257.793230 + Penalty 3369.255016 = -2709888.538215 nChanged 478 SP:Iteration 14Q (861.498929 sec): 3 clusters Score: Raw -2713496.364804 + Penalty 3369.255016 = -2710127.109789 nChanged 391 SP:Iteration 15Q (861.556741 sec): 3 clusters Score: Raw -2713677.690050 + Penalty 3369.255016 = -2710308.435035 nChanged 357 SP:Iteration 16Q (861.613616 sec): 3 clusters Score: Raw -2713817.845820 + Penalty 3369.255016 = -2710448.590804 nChanged 308 SP:Iteration 17Q (861.669606 sec): 3 clusters Score: Raw -2713918.018706 + Penalty 3369.255016 = -2710548.763690 nChanged 249 SP:Iteration 18Q (861.724713 sec): 3 clusters Score: Raw -2713992.640299 + Penalty 3369.255016 = -2710623.385283 nChanged 232 SP:Iteration 19Q (861.779719 sec): 3 clusters Score: Raw -2714062.455102 + Penalty 3369.255016 = -2710693.200086 nChanged 196 SP:Iteration 20F (861.840583 sec): 3 clusters Score: Raw -2714124.500460 + Penalty 3369.255016 = -2710755.245445 nChanged 196 SP:Iteration 21Q (861.895479 sec): 3 clusters Score: Raw -2714181.189395 + Penalty 3369.255016 = -2710811.934379 nChanged 171 SP:Iteration 22Q (861.949201 sec): 3 clusters Score: Raw -2714222.468429 + Penalty 3369.255016 = -2710853.213414 nChanged 150 SP:Iteration 23Q (862.036242 sec): 3 clusters Score: Raw -2714254.802704 + Penalty 3369.255016 = -2710885.547688 nChanged 119 SP:Iteration 24Q (862.089402 sec): 3 clusters Score: Raw -2714277.584705 + Penalty 3369.255016 = -2710908.329689 nChanged 94 SP:Iteration 25Q (862.142830 sec): 3 clusters Score: Raw -2714298.700232 + Penalty 3369.255016 = -2710929.445216 nChanged 91 SP:Iteration 26Q (862.195773 sec): 3 clusters Score: Raw -2714318.415621 + Penalty 3369.255016 = -2710949.160605 nChanged 87 SP:Iteration 27Q (862.252256 sec): 3 clusters Score: Raw -2714334.080246 + Penalty 3369.255016 = -2710964.825230 nChanged 74 SP:Iteration 28Q (862.304151 sec): 3 clusters Score: Raw -2714349.660189 + Penalty 3369.255016 = -2710980.405173 nChanged 75 SP:Iteration 29Q (862.356558 sec): 3 clusters Score: Raw -2714363.705927 + Penalty 3369.255016 = -2710994.450911 nChanged 66 SP:Iteration 30Q (862.409039 sec): 3 clusters Score: Raw -2714378.420592 + Penalty 3369.255016 = -2711009.165576 nChanged 73 SP:Iteration 31Q (862.461102 sec): 3 clusters Score: Raw -2714395.294527 + Penalty 3369.255016 = -2711026.039511 nChanged 84 SP:Iteration 32Q (862.513186 sec): 3 clusters Score: Raw -2714414.606676 + Penalty 3369.255016 = -2711045.351660 nChanged 91 SP:Iteration 33Q (862.564962 sec): 3 clusters Score: Raw -2714438.090438 + Penalty 3369.255016 = -2711068.835422 nChanged 74 SP:Iteration 34Q (862.616494 sec): 3 clusters Score: Raw -2714459.723839 + Penalty 3369.255016 = -2711090.468824 nChanged 74 SP:Iteration 35Q (862.668241 sec): 3 clusters Score: Raw -2714478.972360 + Penalty 3369.255016 = -2711109.717344 nChanged 66 SP:Iteration 36Q (862.719701 sec): 3 clusters Score: Raw -2714498.759268 + Penalty 3369.255016 = -2711129.504253 nChanged 72 SP:Iteration 37Q (862.770763 sec): 3 clusters Score: Raw -2714519.859873 + Penalty 3369.255016 = -2711150.604857 nChanged 68 SP:Iteration 38Q (862.821653 sec): 3 clusters Score: Raw -2714539.524641 + Penalty 3369.255016 = -2711170.269626 nChanged 61 SP:Iteration 39Q (862.872502 sec): 3 clusters Score: Raw -2714555.230238 + Penalty 3369.255016 = -2711185.975223 nChanged 47 SP:Iteration 40F (862.933754 sec): 3 clusters Score: Raw -2714569.592769 + Penalty 3369.255016 = -2711200.337753 nChanged 42 SP:Iteration 41Q (862.984739 sec): 3 clusters Score: Raw -2714578.846755 + Penalty 3369.255016 = -2711209.591739 nChanged 33 SP:Iteration 42Q (863.035240 sec): 3 clusters Score: Raw -2714583.496087 + Penalty 3369.255016 = -2711214.241071 nChanged 21 SP:Iteration 43Q (863.085914 sec): 3 clusters Score: Raw -2714587.520991 + Penalty 3369.255016 = -2711218.265976 nChanged 26 SP:Iteration 44Q (863.136623 sec): 3 clusters Score: Raw -2714591.212596 + Penalty 3369.255016 = -2711221.957580 nChanged 19 SP:Iteration 45Q (863.186923 sec): 3 clusters Score: Raw -2714593.544848 + Penalty 3369.255016 = -2711224.289833 nChanged 17 SP:Iteration 46Q (863.237411 sec): 3 clusters Score: Raw -2714595.964088 + Penalty 3369.255016 = -2711226.709072 nChanged 22 SP:Iteration 47Q (863.288112 sec): 3 clusters Score: Raw -2714598.893304 + Penalty 3369.255016 = -2711229.638288 nChanged 17 SP:Iteration 48Q (863.338147 sec): 3 clusters Score: Raw -2714600.940234 + Penalty 3369.255016 = -2711231.685218 nChanged 18 SP:Iteration 49Q (863.388360 sec): 3 clusters Score: Raw -2714603.676701 + Penalty 3369.255016 = -2711234.421685 nChanged 22 SP:Iteration 50Q (863.438834 sec): 3 clusters Score: Raw -2714609.126103 + Penalty 3369.255016 = -2711239.871087 nChanged 29 SP:Iteration 51Q (863.489087 sec): 3 clusters Score: Raw -2714616.828708 + Penalty 3369.255016 = -2711247.573692 nChanged 33 SP:Iteration 52Q (863.539253 sec): 3 clusters Score: Raw -2714626.076826 + Penalty 3369.255016 = -2711256.821811 nChanged 35 SP:Iteration 53Q (863.589351 sec): 3 clusters Score: Raw -2714632.476655 + Penalty 3369.255016 = -2711263.221639 nChanged 32 SP:Iteration 54Q (863.639488 sec): 3 clusters Score: Raw -2714637.323611 + Penalty 3369.255016 = -2711268.068595 nChanged 25 SP:Iteration 55Q (863.689236 sec): 3 clusters Score: Raw -2714641.391610 + Penalty 3369.255016 = -2711272.136594 nChanged 18 SP:Iteration 56Q (863.739141 sec): 3 clusters Score: Raw -2714643.701688 + Penalty 3369.255016 = -2711274.446672 nChanged 12 SP:Iteration 57Q (863.789113 sec): 3 clusters Score: Raw -2714644.998724 + Penalty 3369.255016 = -2711275.743708 nChanged 9 SP:Iteration 58Q (863.839354 sec): 3 clusters Score: Raw -2714646.021996 + Penalty 3369.255016 = -2711276.766980 nChanged 6 SP:Iteration 59Q (863.889546 sec): 3 clusters Score: Raw -2714646.744426 + Penalty 3369.255016 = -2711277.489410 nChanged 7 SP:Iteration 60F (863.951365 sec): 3 clusters Score: Raw -2714647.649553 + Penalty 3369.255016 = -2711278.394537 nChanged 5 SP:Iteration 61Q (864.001231 sec): 3 clusters Score: Raw -2714648.369004 + Penalty 3369.255016 = -2711279.113988 nChanged 7 SP:Iteration 62Q (864.051355 sec): 3 clusters Score: Raw -2714649.151474 + Penalty 3369.255016 = -2711279.896458 nChanged 2 SP:Iteration 63Q (864.101332 sec): 3 clusters Score: Raw -2714649.289400 + Penalty 3369.255016 = -2711280.034384 nChanged 2 SP:Iteration 64Q (864.151159 sec): 3 clusters Score: Raw -2714649.507831 + Penalty 3369.255016 = -2711280.252815 nChanged 4 SP:Iteration 65Q (864.201227 sec): 3 clusters Score: Raw -2714650.059649 + Penalty 3369.255016 = -2711280.804633 nChanged 4 SP:Iteration 66Q (864.251147 sec): 3 clusters Score: Raw -2714650.374015 + Penalty 3369.255016 = -2711281.118999 nChanged 1 SP:Iteration 67Q (864.300975 sec): 3 clusters Score: Raw -2714650.446676 + Penalty 3369.255016 = -2711281.191660 nChanged 2 SP:Iteration 68Q (864.350769 sec): 3 clusters Score: Raw -2714650.561101 + Penalty 3369.255016 = -2711281.306085 nChanged 2 SP:Iteration 69Q (864.400725 sec): 3 clusters Score: Raw -2714650.880650 + Penalty 3369.255016 = -2711281.625634 nChanged 3 SP:Iteration 70Q (864.450710 sec): 3 clusters Score: Raw -2714651.507582 + Penalty 3369.255016 = -2711282.252567 nChanged 2 SP:Iteration 71Q (864.500367 sec): 3 clusters Score: Raw -2714651.635645 + Penalty 3369.255016 = -2711282.380630 nChanged 1 SP:Iteration 72Q (864.550306 sec): 3 clusters Score: Raw -2714651.803129 + Penalty 3369.255016 = -2711282.548114 nChanged 5 SP:Iteration 73Q (864.600411 sec): 3 clusters Score: Raw -2714652.189997 + Penalty 3369.255016 = -2711282.934982 nChanged 3 SP:Iteration 74Q (864.650064 sec): 3 clusters Score: Raw -2714652.621048 + Penalty 3369.255016 = -2711283.366032 nChanged 3 SP:Iteration 75Q (864.699734 sec): 3 clusters Score: Raw -2714652.991051 + Penalty 3369.255016 = -2711283.736036 nChanged 4 SP:Iteration 76Q (864.749771 sec): 3 clusters Score: Raw -2714653.256925 + Penalty 3369.255016 = -2711284.001910 nChanged 3 SP:Iteration 77Q (864.799706 sec): 3 clusters Score: Raw -2714653.483125 + Penalty 3369.255016 = -2711284.228109 nChanged 2 SP:Iteration 78Q (864.849215 sec): 3 clusters Score: Raw -2714653.836089 + Penalty 3369.255016 = -2711284.581074 nChanged 0 SP:Iteration 79F (864.910830 sec): 3 clusters Score: Raw -2714653.836089 + Penalty 3369.255016 = -2711284.581074 nChanged 0 Trying to split cluster 19 (4434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (864.925349 sec): 2 clusters Score: Raw -361440.025505 + Penalty 1364.521826 = -360075.503679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (864.945724 sec): 3 clusters Score: Raw -359200.031684 + Penalty 2729.043652 = -356470.988032 nChanged 1792 SP:Iteration 1F (864.965622 sec): 3 clusters Score: Raw -360223.807727 + Penalty 2729.043652 = -357494.764076 nChanged 324 SP:Iteration 2F (864.985377 sec): 3 clusters Score: Raw -360433.206166 + Penalty 2729.043652 = -357704.162514 nChanged 251 SP:Iteration 3F (865.004855 sec): 3 clusters Score: Raw -360578.836175 + Penalty 2729.043652 = -357849.792523 nChanged 204 SP:Iteration 4Q (865.023272 sec): 3 clusters Score: Raw -360707.080393 + Penalty 2729.043652 = -357978.036741 nChanged 172 SP:Iteration 5Q (865.043340 sec): 3 clusters Score: Raw -360817.095034 + Penalty 2729.043652 = -358088.051382 nChanged 164 SP:Iteration 6Q (865.063280 sec): 3 clusters Score: Raw -360935.294027 + Penalty 2729.043652 = -358206.250375 nChanged 167 SP:Iteration 7Q (865.083161 sec): 3 clusters Score: Raw -361062.950674 + Penalty 2729.043652 = -358333.907022 nChanged 176 SP:Iteration 8Q (865.103009 sec): 3 clusters Score: Raw -361197.250969 + Penalty 2729.043652 = -358468.207317 nChanged 150 SP:Iteration 9Q (865.122805 sec): 3 clusters Score: Raw -361332.423496 + Penalty 2729.043652 = -358603.379844 nChanged 152 SP:Iteration 10Q (865.142689 sec): 3 clusters Score: Raw -361459.979874 + Penalty 2729.043652 = -358730.936223 nChanged 146 SP:Iteration 11Q (865.162175 sec): 3 clusters Score: Raw -361593.940642 + Penalty 2729.043652 = -358864.896990 nChanged 148 SP:Iteration 12Q (865.181898 sec): 3 clusters Score: Raw -361723.539369 + Penalty 2729.043652 = -358994.495717 nChanged 134 SP:Iteration 13Q (865.201266 sec): 3 clusters Score: Raw -361820.837562 + Penalty 2729.043652 = -359091.793910 nChanged 100 SP:Iteration 14Q (865.220374 sec): 3 clusters Score: Raw -361902.841276 + Penalty 2729.043652 = -359173.797624 nChanged 90 SP:Iteration 15Q (865.239890 sec): 3 clusters Score: Raw -361976.870628 + Penalty 2729.043652 = -359247.826976 nChanged 96 SP:Iteration 16Q (865.259081 sec): 3 clusters Score: Raw -362040.166155 + Penalty 2729.043652 = -359311.122503 nChanged 71 SP:Iteration 17Q (865.278235 sec): 3 clusters Score: Raw -362079.687884 + Penalty 2729.043652 = -359350.644232 nChanged 60 SP:Iteration 18Q (865.297528 sec): 3 clusters Score: Raw -362117.332060 + Penalty 2729.043652 = -359388.288408 nChanged 57 SP:Iteration 19Q (865.316636 sec): 3 clusters Score: Raw -362149.341553 + Penalty 2729.043652 = -359420.297901 nChanged 53 SP:Iteration 20F (865.336391 sec): 3 clusters Score: Raw -362175.129263 + Penalty 2729.043652 = -359446.085611 nChanged 30 SP:Iteration 21Q (865.355447 sec): 3 clusters Score: Raw -362185.919105 + Penalty 2729.043652 = -359456.875453 nChanged 21 SP:Iteration 22Q (865.374466 sec): 3 clusters Score: Raw -362192.601633 + Penalty 2729.043652 = -359463.557981 nChanged 18 SP:Iteration 23Q (865.393290 sec): 3 clusters Score: Raw -362199.490118 + Penalty 2729.043652 = -359470.446466 nChanged 13 SP:Iteration 24Q (865.412376 sec): 3 clusters Score: Raw -362203.112952 + Penalty 2729.043652 = -359474.069300 nChanged 9 SP:Iteration 25Q (865.431210 sec): 3 clusters Score: Raw -362204.747382 + Penalty 2729.043652 = -359475.703730 nChanged 5 SP:Iteration 26Q (865.450273 sec): 3 clusters Score: Raw -362206.278767 + Penalty 2729.043652 = -359477.235115 nChanged 5 SP:Iteration 27Q (865.469441 sec): 3 clusters Score: Raw -362207.222106 + Penalty 2729.043652 = -359478.178454 nChanged 3 SP:Iteration 28Q (865.488423 sec): 3 clusters Score: Raw -362207.950339 + Penalty 2729.043652 = -359478.906688 nChanged 3 SP:Iteration 29Q (865.507267 sec): 3 clusters Score: Raw -362208.614007 + Penalty 2729.043652 = -359479.570355 nChanged 3 SP:Iteration 30Q (865.526389 sec): 3 clusters Score: Raw -362208.981018 + Penalty 2729.043652 = -359479.937367 nChanged 6 SP:Iteration 31Q (865.545368 sec): 3 clusters Score: Raw -362210.114369 + Penalty 2729.043652 = -359481.070717 nChanged 4 SP:Iteration 32Q (865.564497 sec): 3 clusters Score: Raw -362210.951219 + Penalty 2729.043652 = -359481.907567 nChanged 6 SP:Iteration 33Q (865.583283 sec): 3 clusters Score: Raw -362211.936935 + Penalty 2729.043652 = -359482.893283 nChanged 4 SP:Iteration 34Q (865.601950 sec): 3 clusters Score: Raw -362212.611554 + Penalty 2729.043652 = -359483.567902 nChanged 4 SP:Iteration 35Q (865.620733 sec): 3 clusters Score: Raw -362213.743229 + Penalty 2729.043652 = -359484.699577 nChanged 6 SP:Iteration 36Q (865.639577 sec): 3 clusters Score: Raw -362215.488003 + Penalty 2729.043652 = -359486.444351 nChanged 4 SP:Iteration 37Q (865.658715 sec): 3 clusters Score: Raw -362216.867443 + Penalty 2729.043652 = -359487.823792 nChanged 3 SP:Iteration 38Q (865.677677 sec): 3 clusters Score: Raw -362217.026297 + Penalty 2729.043652 = -359487.982646 nChanged 0 SP:Iteration 39F (865.697225 sec): 3 clusters Score: Raw -362217.026297 + Penalty 2729.043652 = -359487.982646 nChanged 0 Trying to split cluster 20 (6950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (865.718140 sec): 2 clusters Score: Raw -561548.801645 + Penalty 1437.555753 = -560111.245893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (865.741707 sec): 3 clusters Score: Raw -557876.216978 + Penalty 2875.111505 = -555001.105473 nChanged 2807 SP:Iteration 1F (865.765393 sec): 3 clusters Score: Raw -559388.182038 + Penalty 2875.111505 = -556513.070533 nChanged 500 SP:Iteration 2F (865.788783 sec): 3 clusters Score: Raw -559687.236737 + Penalty 2875.111505 = -556812.125232 nChanged 421 SP:Iteration 3F (865.812417 sec): 3 clusters Score: Raw -559943.680993 + Penalty 2875.111505 = -557068.569488 nChanged 372 SP:Iteration 4F (865.835914 sec): 3 clusters Score: Raw -560185.282316 + Penalty 2875.111505 = -557310.170811 nChanged 341 SP:Iteration 5Q (865.859287 sec): 3 clusters Score: Raw -560410.639093 + Penalty 2875.111505 = -557535.527588 nChanged 328 SP:Iteration 6Q (865.883009 sec): 3 clusters Score: Raw -560662.072104 + Penalty 2875.111505 = -557786.960599 nChanged 338 SP:Iteration 7Q (865.906349 sec): 3 clusters Score: Raw -560948.621328 + Penalty 2875.111505 = -558073.509823 nChanged 315 SP:Iteration 8Q (865.929472 sec): 3 clusters Score: Raw -561234.664766 + Penalty 2875.111505 = -558359.553261 nChanged 238 SP:Iteration 9Q (865.952497 sec): 3 clusters Score: Raw -561426.912175 + Penalty 2875.111505 = -558551.800670 nChanged 161 SP:Iteration 10Q (865.975375 sec): 3 clusters Score: Raw -561565.001411 + Penalty 2875.111505 = -558689.889906 nChanged 118 SP:Iteration 11Q (865.997677 sec): 3 clusters Score: Raw -561662.657480 + Penalty 2875.111505 = -558787.545975 nChanged 82 SP:Iteration 12Q (866.020044 sec): 3 clusters Score: Raw -561731.871750 + Penalty 2875.111505 = -558856.760245 nChanged 65 SP:Iteration 13Q (866.042331 sec): 3 clusters Score: Raw -561784.394163 + Penalty 2875.111505 = -558909.282658 nChanged 35 SP:Iteration 14Q (866.064098 sec): 3 clusters Score: Raw -561817.486906 + Penalty 2875.111505 = -558942.375401 nChanged 25 SP:Iteration 15Q (866.085964 sec): 3 clusters Score: Raw -561839.244594 + Penalty 2875.111505 = -558964.133089 nChanged 12 SP:Iteration 16Q (866.107580 sec): 3 clusters Score: Raw -561851.436342 + Penalty 2875.111505 = -558976.324837 nChanged 18 SP:Iteration 17Q (866.129442 sec): 3 clusters Score: Raw -561867.406388 + Penalty 2875.111505 = -558992.294883 nChanged 13 SP:Iteration 18Q (866.151108 sec): 3 clusters Score: Raw -561877.547544 + Penalty 2875.111505 = -559002.436039 nChanged 12 SP:Iteration 19Q (866.172820 sec): 3 clusters Score: Raw -561891.901222 + Penalty 2875.111505 = -559016.789717 nChanged 15 SP:Iteration 20F (866.196229 sec): 3 clusters Score: Raw -561907.217317 + Penalty 2875.111505 = -559032.105812 nChanged 13 SP:Iteration 21Q (866.217821 sec): 3 clusters Score: Raw -561922.757648 + Penalty 2875.111505 = -559047.646143 nChanged 18 SP:Iteration 22Q (866.239463 sec): 3 clusters Score: Raw -561940.566693 + Penalty 2875.111505 = -559065.455188 nChanged 15 SP:Iteration 23Q (866.260970 sec): 3 clusters Score: Raw -561950.630536 + Penalty 2875.111505 = -559075.519031 nChanged 8 SP:Iteration 24Q (866.282601 sec): 3 clusters Score: Raw -561958.085925 + Penalty 2875.111505 = -559082.974420 nChanged 1 SP:Iteration 25Q (866.304235 sec): 3 clusters Score: Raw -561959.159342 + Penalty 2875.111505 = -559084.047837 nChanged 0 SP:Iteration 26F (866.327768 sec): 3 clusters Score: Raw -561959.159342 + Penalty 2875.111505 = -559084.047837 nChanged 0 Trying to split cluster 21 (1438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (866.342360 sec): 2 clusters Score: Raw -117516.168292 + Penalty 1181.538887 = -116334.629404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (866.350213 sec): 3 clusters Score: Raw -116950.224244 + Penalty 2363.077775 = -114587.146469 nChanged 485 SP:Iteration 1F (866.357488 sec): 3 clusters Score: Raw -117289.675991 + Penalty 2363.077775 = -114926.598216 nChanged 114 SP:Iteration 2F (866.364794 sec): 3 clusters Score: Raw -117398.297146 + Penalty 2363.077775 = -115035.219371 nChanged 77 SP:Iteration 3F (866.372085 sec): 3 clusters Score: Raw -117465.449251 + Penalty 2363.077775 = -115102.371476 nChanged 52 SP:Iteration 4Q (866.379430 sec): 3 clusters Score: Raw -117514.249357 + Penalty 2363.077775 = -115151.171582 nChanged 45 SP:Iteration 5Q (866.386733 sec): 3 clusters Score: Raw -117549.993737 + Penalty 2363.077775 = -115186.915962 nChanged 32 SP:Iteration 6Q (866.394029 sec): 3 clusters Score: Raw -117582.460168 + Penalty 2363.077775 = -115219.382393 nChanged 34 SP:Iteration 7Q (866.401296 sec): 3 clusters Score: Raw -117607.807801 + Penalty 2363.077775 = -115244.730026 nChanged 30 SP:Iteration 8Q (866.408584 sec): 3 clusters Score: Raw -117634.301279 + Penalty 2363.077775 = -115271.223505 nChanged 18 SP:Iteration 9Q (866.415858 sec): 3 clusters Score: Raw -117649.359526 + Penalty 2363.077775 = -115286.281751 nChanged 17 SP:Iteration 10Q (866.423139 sec): 3 clusters Score: Raw -117660.693798 + Penalty 2363.077775 = -115297.616023 nChanged 22 SP:Iteration 11Q (866.430366 sec): 3 clusters Score: Raw -117676.747809 + Penalty 2363.077775 = -115313.670034 nChanged 13 SP:Iteration 12Q (866.437597 sec): 3 clusters Score: Raw -117688.766971 + Penalty 2363.077775 = -115325.689196 nChanged 16 SP:Iteration 13Q (866.444840 sec): 3 clusters Score: Raw -117707.919862 + Penalty 2363.077775 = -115344.842087 nChanged 25 SP:Iteration 14Q (866.452053 sec): 3 clusters Score: Raw -117727.841848 + Penalty 2363.077775 = -115364.764073 nChanged 26 SP:Iteration 15Q (866.459296 sec): 3 clusters Score: Raw -117751.575721 + Penalty 2363.077775 = -115388.497946 nChanged 22 SP:Iteration 16Q (866.466441 sec): 3 clusters Score: Raw -117767.179238 + Penalty 2363.077775 = -115404.101463 nChanged 8 SP:Iteration 17Q (866.473658 sec): 3 clusters Score: Raw -117770.982245 + Penalty 2363.077775 = -115407.904470 nChanged 2 SP:Iteration 18Q (866.480872 sec): 3 clusters Score: Raw -117772.125029 + Penalty 2363.077775 = -115409.047254 nChanged 1 SP:Iteration 19Q (866.488108 sec): 3 clusters Score: Raw -117772.361068 + Penalty 2363.077775 = -115409.283293 nChanged 0 SP:Iteration 20F (866.495465 sec): 3 clusters Score: Raw -117772.361068 + Penalty 2363.077775 = -115409.283293 nChanged 0 Trying to split cluster 22 (2716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (866.511773 sec): 2 clusters Score: Raw -190504.314266 + Penalty 1284.873767 = -189219.440499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (866.525900 sec): 3 clusters Score: Raw -189313.933759 + Penalty 2569.747534 = -186744.186225 nChanged 1007 SP:Iteration 1F (866.539229 sec): 3 clusters Score: Raw -190283.336496 + Penalty 2569.747534 = -187713.588962 nChanged 306 SP:Iteration 2F (866.552522 sec): 3 clusters Score: Raw -190728.203423 + Penalty 2569.747534 = -188158.455889 nChanged 202 SP:Iteration 3F (866.565920 sec): 3 clusters Score: Raw -191030.921912 + Penalty 2569.747534 = -188461.174378 nChanged 149 SP:Iteration 4F (866.579341 sec): 3 clusters Score: Raw -191223.136785 + Penalty 2569.747534 = -188653.389251 nChanged 112 SP:Iteration 5Q (866.592499 sec): 3 clusters Score: Raw -191313.062332 + Penalty 2569.747534 = -188743.314798 nChanged 81 SP:Iteration 6Q (866.605663 sec): 3 clusters Score: Raw -191375.253798 + Penalty 2569.747534 = -188805.506264 nChanged 62 SP:Iteration 7Q (866.618766 sec): 3 clusters Score: Raw -191420.691414 + Penalty 2569.747534 = -188850.943880 nChanged 39 SP:Iteration 8Q (866.631838 sec): 3 clusters Score: Raw -191447.839215 + Penalty 2569.747534 = -188878.091681 nChanged 25 SP:Iteration 9Q (866.644894 sec): 3 clusters Score: Raw -191461.865185 + Penalty 2569.747534 = -188892.117652 nChanged 19 SP:Iteration 10Q (866.657943 sec): 3 clusters Score: Raw -191472.121844 + Penalty 2569.747534 = -188902.374310 nChanged 18 SP:Iteration 11Q (866.671117 sec): 3 clusters Score: Raw -191480.576499 + Penalty 2569.747534 = -188910.828965 nChanged 20 SP:Iteration 12Q (866.684170 sec): 3 clusters Score: Raw -191493.678246 + Penalty 2569.747534 = -188923.930712 nChanged 21 SP:Iteration 13Q (866.697208 sec): 3 clusters Score: Raw -191506.969423 + Penalty 2569.747534 = -188937.221889 nChanged 14 SP:Iteration 14Q (866.710240 sec): 3 clusters Score: Raw -191519.318547 + Penalty 2569.747534 = -188949.571014 nChanged 15 SP:Iteration 15Q (866.723233 sec): 3 clusters Score: Raw -191531.120947 + Penalty 2569.747534 = -188961.373413 nChanged 15 SP:Iteration 16Q (866.736275 sec): 3 clusters Score: Raw -191540.347083 + Penalty 2569.747534 = -188970.599550 nChanged 12 SP:Iteration 17Q (866.749239 sec): 3 clusters Score: Raw -191548.833339 + Penalty 2569.747534 = -188979.085805 nChanged 18 SP:Iteration 18Q (866.762220 sec): 3 clusters Score: Raw -191558.753687 + Penalty 2569.747534 = -188989.006153 nChanged 12 SP:Iteration 19Q (866.775055 sec): 3 clusters Score: Raw -191565.356179 + Penalty 2569.747534 = -188995.608645 nChanged 10 SP:Iteration 20F (866.788274 sec): 3 clusters Score: Raw -191570.020087 + Penalty 2569.747534 = -189000.272553 nChanged 5 SP:Iteration 21Q (866.801206 sec): 3 clusters Score: Raw -191572.368189 + Penalty 2569.747534 = -189002.620655 nChanged 6 SP:Iteration 22Q (866.814140 sec): 3 clusters Score: Raw -191575.279207 + Penalty 2569.747534 = -189005.531673 nChanged 6 SP:Iteration 23Q (866.827081 sec): 3 clusters Score: Raw -191578.821066 + Penalty 2569.747534 = -189009.073532 nChanged 3 SP:Iteration 24Q (866.839898 sec): 3 clusters Score: Raw -191580.319518 + Penalty 2569.747534 = -189010.571984 nChanged 1 SP:Iteration 25Q (866.852833 sec): 3 clusters Score: Raw -191580.525394 + Penalty 2569.747534 = -189010.777860 nChanged 0 SP:Iteration 26F (866.866255 sec): 3 clusters Score: Raw -191580.525394 + Penalty 2569.747534 = -189010.777860 nChanged 0 Trying to split cluster 23 (6269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (866.885871 sec): 2 clusters Score: Raw -481917.405839 + Penalty 1420.797971 = -480496.607868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (866.908631 sec): 3 clusters Score: Raw -478523.243758 + Penalty 2841.595943 = -475681.647815 nChanged 2584 SP:Iteration 1F (866.931192 sec): 3 clusters Score: Raw -480014.159059 + Penalty 2841.595943 = -477172.563116 nChanged 466 SP:Iteration 2F (866.953559 sec): 3 clusters Score: Raw -480291.247948 + Penalty 2841.595943 = -477449.652006 nChanged 395 SP:Iteration 3F (866.975773 sec): 3 clusters Score: Raw -480516.705152 + Penalty 2841.595943 = -477675.109209 nChanged 321 SP:Iteration 4F (866.998029 sec): 3 clusters Score: Raw -480697.017956 + Penalty 2841.595943 = -477855.422013 nChanged 300 SP:Iteration 5Q (867.020611 sec): 3 clusters Score: Raw -480872.442693 + Penalty 2841.595943 = -478030.846750 nChanged 280 SP:Iteration 6Q (867.043125 sec): 3 clusters Score: Raw -481050.813600 + Penalty 2841.595943 = -478209.217657 nChanged 273 SP:Iteration 7Q (867.065593 sec): 3 clusters Score: Raw -481224.641627 + Penalty 2841.595943 = -478383.045684 nChanged 277 SP:Iteration 8Q (867.088153 sec): 3 clusters Score: Raw -481404.012375 + Penalty 2841.595943 = -478562.416432 nChanged 250 SP:Iteration 9Q (867.110596 sec): 3 clusters Score: Raw -481551.150678 + Penalty 2841.595943 = -478709.554736 nChanged 200 SP:Iteration 10Q (867.132764 sec): 3 clusters Score: Raw -481664.076419 + Penalty 2841.595943 = -478822.480476 nChanged 162 SP:Iteration 11Q (867.155106 sec): 3 clusters Score: Raw -481749.824239 + Penalty 2841.595943 = -478908.228296 nChanged 157 SP:Iteration 12Q (867.177261 sec): 3 clusters Score: Raw -481828.079476 + Penalty 2841.595943 = -478986.483533 nChanged 141 SP:Iteration 13Q (867.199722 sec): 3 clusters Score: Raw -481901.641446 + Penalty 2841.595943 = -479060.045503 nChanged 123 SP:Iteration 14Q (867.221760 sec): 3 clusters Score: Raw -481965.086642 + Penalty 2841.595943 = -479123.490699 nChanged 106 SP:Iteration 15Q (867.244152 sec): 3 clusters Score: Raw -482017.049433 + Penalty 2841.595943 = -479175.453491 nChanged 103 SP:Iteration 16Q (867.266448 sec): 3 clusters Score: Raw -482071.878511 + Penalty 2841.595943 = -479230.282569 nChanged 93 SP:Iteration 17Q (867.288554 sec): 3 clusters Score: Raw -482126.601614 + Penalty 2841.595943 = -479285.005671 nChanged 96 SP:Iteration 18Q (867.310588 sec): 3 clusters Score: Raw -482189.512849 + Penalty 2841.595943 = -479347.916907 nChanged 98 SP:Iteration 19Q (867.332771 sec): 3 clusters Score: Raw -482258.244309 + Penalty 2841.595943 = -479416.648367 nChanged 106 SP:Iteration 20F (867.355066 sec): 3 clusters Score: Raw -482326.324241 + Penalty 2841.595943 = -479484.728299 nChanged 99 SP:Iteration 21Q (867.376886 sec): 3 clusters Score: Raw -482382.730023 + Penalty 2841.595943 = -479541.134081 nChanged 85 SP:Iteration 22Q (867.398502 sec): 3 clusters Score: Raw -482431.931559 + Penalty 2841.595943 = -479590.335616 nChanged 89 SP:Iteration 23Q (867.420266 sec): 3 clusters Score: Raw -482473.771290 + Penalty 2841.595943 = -479632.175348 nChanged 74 SP:Iteration 24Q (867.442085 sec): 3 clusters Score: Raw -482506.829640 + Penalty 2841.595943 = -479665.233698 nChanged 68 SP:Iteration 25Q (867.463550 sec): 3 clusters Score: Raw -482543.254448 + Penalty 2841.595943 = -479701.658505 nChanged 77 SP:Iteration 26Q (867.485083 sec): 3 clusters Score: Raw -482580.823383 + Penalty 2841.595943 = -479739.227440 nChanged 76 SP:Iteration 27Q (867.506456 sec): 3 clusters Score: Raw -482613.037906 + Penalty 2841.595943 = -479771.441963 nChanged 72 SP:Iteration 28Q (867.527775 sec): 3 clusters Score: Raw -482643.864746 + Penalty 2841.595943 = -479802.268803 nChanged 55 SP:Iteration 29Q (867.549205 sec): 3 clusters Score: Raw -482663.900623 + Penalty 2841.595943 = -479822.304680 nChanged 39 SP:Iteration 30Q (867.570613 sec): 3 clusters Score: Raw -482675.354452 + Penalty 2841.595943 = -479833.758509 nChanged 26 SP:Iteration 31Q (867.592040 sec): 3 clusters Score: Raw -482683.249209 + Penalty 2841.595943 = -479841.653266 nChanged 26 SP:Iteration 32Q (867.613439 sec): 3 clusters Score: Raw -482689.558840 + Penalty 2841.595943 = -479847.962897 nChanged 20 SP:Iteration 33Q (867.634707 sec): 3 clusters Score: Raw -482693.932211 + Penalty 2841.595943 = -479852.336269 nChanged 16 SP:Iteration 34Q (867.656115 sec): 3 clusters Score: Raw -482697.810075 + Penalty 2841.595943 = -479856.214132 nChanged 15 SP:Iteration 35Q (867.677521 sec): 3 clusters Score: Raw -482701.895129 + Penalty 2841.595943 = -479860.299187 nChanged 15 SP:Iteration 36Q (867.698803 sec): 3 clusters Score: Raw -482705.142746 + Penalty 2841.595943 = -479863.546803 nChanged 13 SP:Iteration 37Q (867.719941 sec): 3 clusters Score: Raw -482707.460957 + Penalty 2841.595943 = -479865.865015 nChanged 10 SP:Iteration 38Q (867.741154 sec): 3 clusters Score: Raw -482709.255458 + Penalty 2841.595943 = -479867.659516 nChanged 8 SP:Iteration 39Q (867.762430 sec): 3 clusters Score: Raw -482710.171012 + Penalty 2841.595943 = -479868.575069 nChanged 6 SP:Iteration 40F (867.784792 sec): 3 clusters Score: Raw -482711.422019 + Penalty 2841.595943 = -479869.826077 nChanged 8 SP:Iteration 41Q (867.806158 sec): 3 clusters Score: Raw -482712.921249 + Penalty 2841.595943 = -479871.325306 nChanged 3 SP:Iteration 42Q (867.827500 sec): 3 clusters Score: Raw -482713.595542 + Penalty 2841.595943 = -479871.999599 nChanged 3 SP:Iteration 43Q (867.848712 sec): 3 clusters Score: Raw -482714.001305 + Penalty 2841.595943 = -479872.405363 nChanged 3 SP:Iteration 44Q (867.870106 sec): 3 clusters Score: Raw -482714.644166 + Penalty 2841.595943 = -479873.048223 nChanged 5 SP:Iteration 45Q (867.891491 sec): 3 clusters Score: Raw -482715.620755 + Penalty 2841.595943 = -479874.024812 nChanged 5 SP:Iteration 46Q (867.913016 sec): 3 clusters Score: Raw -482716.445715 + Penalty 2841.595943 = -479874.849773 nChanged 5 SP:Iteration 47Q (867.934257 sec): 3 clusters Score: Raw -482717.235509 + Penalty 2841.595943 = -479875.639566 nChanged 3 SP:Iteration 48Q (867.955527 sec): 3 clusters Score: Raw -482717.580803 + Penalty 2841.595943 = -479875.984860 nChanged 0 SP:Iteration 49F (867.977546 sec): 3 clusters Score: Raw -482717.580803 + Penalty 2841.595943 = -479875.984860 nChanged 0 Trying to split cluster 24 (10335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (868.001182 sec): 2 clusters Score: Raw -870322.776060 + Penalty 1502.034864 = -868820.741196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (868.030753 sec): 3 clusters Score: Raw -864455.906608 + Penalty 3004.069728 = -861451.836879 nChanged 4451 SP:Iteration 1F (868.059226 sec): 3 clusters Score: Raw -866790.487652 + Penalty 3004.069728 = -863786.417924 nChanged 604 SP:Iteration 2F (868.088076 sec): 3 clusters Score: Raw -867036.766084 + Penalty 3004.069728 = -864032.696355 nChanged 510 SP:Iteration 3Q (868.116700 sec): 3 clusters Score: Raw -867256.725680 + Penalty 3004.069728 = -864252.655952 nChanged 489 SP:Iteration 4Q (868.145591 sec): 3 clusters Score: Raw -867501.014436 + Penalty 3004.069728 = -864496.944708 nChanged 525 SP:Iteration 5F (868.174324 sec): 3 clusters Score: Raw -867883.023440 + Penalty 3004.069728 = -864878.953711 nChanged 623 SP:Iteration 6F (868.202835 sec): 3 clusters Score: Raw -868393.249371 + Penalty 3004.069728 = -865389.179643 nChanged 701 SP:Iteration 7F (868.231746 sec): 3 clusters Score: Raw -868974.824960 + Penalty 3004.069728 = -865970.755231 nChanged 705 SP:Iteration 8F (868.260310 sec): 3 clusters Score: Raw -869562.731040 + Penalty 3004.069728 = -866558.661312 nChanged 647 SP:Iteration 9F (868.289120 sec): 3 clusters Score: Raw -870060.605342 + Penalty 3004.069728 = -867056.535613 nChanged 504 SP:Iteration 10Q (868.317473 sec): 3 clusters Score: Raw -870460.935203 + Penalty 3004.069728 = -867456.865474 nChanged 358 SP:Iteration 11Q (868.345948 sec): 3 clusters Score: Raw -870748.241355 + Penalty 3004.069728 = -867744.171627 nChanged 268 SP:Iteration 12Q (868.374460 sec): 3 clusters Score: Raw -870936.903391 + Penalty 3004.069728 = -867932.833663 nChanged 181 SP:Iteration 13Q (868.402945 sec): 3 clusters Score: Raw -871037.101930 + Penalty 3004.069728 = -868033.032202 nChanged 122 SP:Iteration 14Q (868.430991 sec): 3 clusters Score: Raw -871092.826343 + Penalty 3004.069728 = -868088.756615 nChanged 91 SP:Iteration 15Q (868.458977 sec): 3 clusters Score: Raw -871119.866757 + Penalty 3004.069728 = -868115.797028 nChanged 73 SP:Iteration 16Q (868.486730 sec): 3 clusters Score: Raw -871144.638693 + Penalty 3004.069728 = -868140.568964 nChanged 58 SP:Iteration 17Q (868.514604 sec): 3 clusters Score: Raw -871161.688886 + Penalty 3004.069728 = -868157.619158 nChanged 38 SP:Iteration 18Q (868.542195 sec): 3 clusters Score: Raw -871170.867074 + Penalty 3004.069728 = -868166.797346 nChanged 21 SP:Iteration 19Q (868.569754 sec): 3 clusters Score: Raw -871176.059193 + Penalty 3004.069728 = -868171.989465 nChanged 19 SP:Iteration 20F (868.598314 sec): 3 clusters Score: Raw -871182.102518 + Penalty 3004.069728 = -868178.032789 nChanged 18 SP:Iteration 21Q (868.625595 sec): 3 clusters Score: Raw -871187.045557 + Penalty 3004.069728 = -868182.975828 nChanged 23 SP:Iteration 22Q (868.652775 sec): 3 clusters Score: Raw -871193.163904 + Penalty 3004.069728 = -868189.094175 nChanged 19 SP:Iteration 23Q (868.679977 sec): 3 clusters Score: Raw -871197.527351 + Penalty 3004.069728 = -868193.457623 nChanged 24 SP:Iteration 24Q (868.707229 sec): 3 clusters Score: Raw -871203.074205 + Penalty 3004.069728 = -868199.004477 nChanged 18 SP:Iteration 25Q (868.734404 sec): 3 clusters Score: Raw -871207.924730 + Penalty 3004.069728 = -868203.855001 nChanged 21 SP:Iteration 26Q (868.761512 sec): 3 clusters Score: Raw -871213.536962 + Penalty 3004.069728 = -868209.467233 nChanged 16 SP:Iteration 27Q (868.788551 sec): 3 clusters Score: Raw -871217.137068 + Penalty 3004.069728 = -868213.067340 nChanged 13 SP:Iteration 28Q (868.815547 sec): 3 clusters Score: Raw -871219.580251 + Penalty 3004.069728 = -868215.510522 nChanged 13 SP:Iteration 29Q (868.849148 sec): 3 clusters Score: Raw -871223.300266 + Penalty 3004.069728 = -868219.230537 nChanged 15 SP:Iteration 30Q (868.876095 sec): 3 clusters Score: Raw -871227.589128 + Penalty 3004.069728 = -868223.519399 nChanged 19 SP:Iteration 31Q (868.902982 sec): 3 clusters Score: Raw -871234.674362 + Penalty 3004.069728 = -868230.604634 nChanged 22 SP:Iteration 32Q (868.929950 sec): 3 clusters Score: Raw -871241.346859 + Penalty 3004.069728 = -868237.277131 nChanged 12 SP:Iteration 33Q (868.957074 sec): 3 clusters Score: Raw -871243.932335 + Penalty 3004.069728 = -868239.862606 nChanged 16 SP:Iteration 34Q (868.984483 sec): 3 clusters Score: Raw -871247.569877 + Penalty 3004.069728 = -868243.500148 nChanged 18 SP:Iteration 35Q (869.011146 sec): 3 clusters Score: Raw -871251.594958 + Penalty 3004.069728 = -868247.525230 nChanged 13 SP:Iteration 36Q (869.037802 sec): 3 clusters Score: Raw -871253.679171 + Penalty 3004.069728 = -868249.609442 nChanged 5 SP:Iteration 37Q (869.064768 sec): 3 clusters Score: Raw -871254.506394 + Penalty 3004.069728 = -868250.436666 nChanged 5 SP:Iteration 38Q (869.091572 sec): 3 clusters Score: Raw -871255.243335 + Penalty 3004.069728 = -868251.173606 nChanged 4 SP:Iteration 39Q (869.118213 sec): 3 clusters Score: Raw -871256.279700 + Penalty 3004.069728 = -868252.209972 nChanged 3 SP:Iteration 40F (869.146896 sec): 3 clusters Score: Raw -871257.047085 + Penalty 3004.069728 = -868252.977357 nChanged 7 SP:Iteration 41Q (869.173720 sec): 3 clusters Score: Raw -871258.290385 + Penalty 3004.069728 = -868254.220657 nChanged 9 SP:Iteration 42Q (869.200373 sec): 3 clusters Score: Raw -871259.590436 + Penalty 3004.069728 = -868255.520707 nChanged 5 SP:Iteration 43Q (869.226971 sec): 3 clusters Score: Raw -871260.273527 + Penalty 3004.069728 = -868256.203799 nChanged 2 SP:Iteration 44Q (869.253785 sec): 3 clusters Score: Raw -871260.401577 + Penalty 3004.069728 = -868256.331848 nChanged 2 SP:Iteration 45Q (869.280367 sec): 3 clusters Score: Raw -871260.523971 + Penalty 3004.069728 = -868256.454243 nChanged 3 SP:Iteration 46Q (869.307133 sec): 3 clusters Score: Raw -871260.805630 + Penalty 3004.069728 = -868256.735902 nChanged 2 SP:Iteration 47Q (869.333714 sec): 3 clusters Score: Raw -871261.175065 + Penalty 3004.069728 = -868257.105336 nChanged 2 SP:Iteration 48Q (869.360366 sec): 3 clusters Score: Raw -871261.388941 + Penalty 3004.069728 = -868257.319212 nChanged 0 SP:Iteration 49F (869.389108 sec): 3 clusters Score: Raw -871261.388941 + Penalty 3004.069728 = -868257.319212 nChanged 0 Trying to split cluster 25 (15227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (869.429330 sec): 2 clusters Score: Raw -1270560.755270 + Penalty 1565.009135 = -1268995.746134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (869.464800 sec): 3 clusters Score: Raw -1261533.016760 + Penalty 3130.018270 = -1258402.998490 nChanged 6812 SP:Iteration 1F (869.499416 sec): 3 clusters Score: Raw -1265327.557047 + Penalty 3130.018270 = -1262197.538777 nChanged 929 SP:Iteration 2F (869.533820 sec): 3 clusters Score: Raw -1265767.135290 + Penalty 3130.018270 = -1262637.117020 nChanged 878 SP:Iteration 3F (869.568295 sec): 3 clusters Score: Raw -1266207.561754 + Penalty 3130.018270 = -1263077.543484 nChanged 843 SP:Iteration 4F (869.602863 sec): 3 clusters Score: Raw -1266665.451512 + Penalty 3130.018270 = -1263535.433242 nChanged 814 SP:Iteration 5F (869.637179 sec): 3 clusters Score: Raw -1267134.314654 + Penalty 3130.018270 = -1264004.296383 nChanged 788 SP:Iteration 6F (869.671735 sec): 3 clusters Score: Raw -1267632.220729 + Penalty 3130.018270 = -1264502.202459 nChanged 747 SP:Iteration 7Q (869.706740 sec): 3 clusters Score: Raw -1268118.362084 + Penalty 3130.018270 = -1264988.343814 nChanged 676 SP:Iteration 8Q (869.741322 sec): 3 clusters Score: Raw -1268559.960399 + Penalty 3130.018270 = -1265429.942129 nChanged 633 SP:Iteration 9Q (869.776037 sec): 3 clusters Score: Raw -1269056.054561 + Penalty 3130.018270 = -1265926.036291 nChanged 615 SP:Iteration 10Q (869.810181 sec): 3 clusters Score: Raw -1269469.722653 + Penalty 3130.018270 = -1266339.704383 nChanged 500 SP:Iteration 11Q (869.843922 sec): 3 clusters Score: Raw -1269760.428191 + Penalty 3130.018270 = -1266630.409921 nChanged 397 SP:Iteration 12Q (869.877245 sec): 3 clusters Score: Raw -1269942.964271 + Penalty 3130.018270 = -1266812.946001 nChanged 302 SP:Iteration 13Q (869.910385 sec): 3 clusters Score: Raw -1270077.282529 + Penalty 3130.018270 = -1266947.264258 nChanged 266 SP:Iteration 14Q (869.943555 sec): 3 clusters Score: Raw -1270195.325876 + Penalty 3130.018270 = -1267065.307605 nChanged 251 SP:Iteration 15Q (869.976361 sec): 3 clusters Score: Raw -1270315.053256 + Penalty 3130.018270 = -1267185.034986 nChanged 246 SP:Iteration 16Q (870.008858 sec): 3 clusters Score: Raw -1270423.913478 + Penalty 3130.018270 = -1267293.895208 nChanged 199 SP:Iteration 17Q (870.041517 sec): 3 clusters Score: Raw -1270504.866613 + Penalty 3130.018270 = -1267374.848343 nChanged 186 SP:Iteration 18Q (870.073942 sec): 3 clusters Score: Raw -1270585.113182 + Penalty 3130.018270 = -1267455.094912 nChanged 179 SP:Iteration 19Q (870.106270 sec): 3 clusters Score: Raw -1270663.717241 + Penalty 3130.018270 = -1267533.698971 nChanged 175 SP:Iteration 20F (870.140780 sec): 3 clusters Score: Raw -1270727.759015 + Penalty 3130.018270 = -1267597.740745 nChanged 148 SP:Iteration 21Q (870.173222 sec): 3 clusters Score: Raw -1270772.727516 + Penalty 3130.018270 = -1267642.709246 nChanged 118 SP:Iteration 22Q (870.205566 sec): 3 clusters Score: Raw -1270809.550154 + Penalty 3130.018270 = -1267679.531884 nChanged 119 SP:Iteration 23Q (870.237801 sec): 3 clusters Score: Raw -1270848.917226 + Penalty 3130.018270 = -1267718.898956 nChanged 111 SP:Iteration 24Q (870.270017 sec): 3 clusters Score: Raw -1270876.973335 + Penalty 3130.018270 = -1267746.955065 nChanged 86 SP:Iteration 25Q (870.302099 sec): 3 clusters Score: Raw -1270898.088448 + Penalty 3130.018270 = -1267768.070178 nChanged 76 SP:Iteration 26Q (870.334167 sec): 3 clusters Score: Raw -1270913.836067 + Penalty 3130.018270 = -1267783.817797 nChanged 55 SP:Iteration 27Q (870.366172 sec): 3 clusters Score: Raw -1270924.482131 + Penalty 3130.018270 = -1267794.463861 nChanged 57 SP:Iteration 28Q (870.398084 sec): 3 clusters Score: Raw -1270936.581526 + Penalty 3130.018270 = -1267806.563256 nChanged 49 SP:Iteration 29Q (870.430122 sec): 3 clusters Score: Raw -1270945.187553 + Penalty 3130.018270 = -1267815.169283 nChanged 35 SP:Iteration 30Q (870.461981 sec): 3 clusters Score: Raw -1270951.600033 + Penalty 3130.018270 = -1267821.581763 nChanged 35 SP:Iteration 31Q (870.493993 sec): 3 clusters Score: Raw -1270956.492689 + Penalty 3130.018270 = -1267826.474419 nChanged 21 SP:Iteration 32Q (870.526109 sec): 3 clusters Score: Raw -1270959.017457 + Penalty 3130.018270 = -1267828.999187 nChanged 20 SP:Iteration 33Q (870.558112 sec): 3 clusters Score: Raw -1270961.552028 + Penalty 3130.018270 = -1267831.533758 nChanged 11 SP:Iteration 34Q (870.590030 sec): 3 clusters Score: Raw -1270962.507221 + Penalty 3130.018270 = -1267832.488951 nChanged 7 SP:Iteration 35Q (870.621961 sec): 3 clusters Score: Raw -1270963.244261 + Penalty 3130.018270 = -1267833.225991 nChanged 3 SP:Iteration 36Q (870.653847 sec): 3 clusters Score: Raw -1270963.465968 + Penalty 3130.018270 = -1267833.447698 nChanged 3 SP:Iteration 37Q (870.685779 sec): 3 clusters Score: Raw -1270963.729281 + Penalty 3130.018270 = -1267833.711010 nChanged 3 SP:Iteration 38Q (870.717849 sec): 3 clusters Score: Raw -1270964.130672 + Penalty 3130.018270 = -1267834.112402 nChanged 7 SP:Iteration 39Q (870.749873 sec): 3 clusters Score: Raw -1270964.891071 + Penalty 3130.018270 = -1267834.872801 nChanged 10 SP:Iteration 40F (870.784240 sec): 3 clusters Score: Raw -1270965.739902 + Penalty 3130.018270 = -1267835.721632 nChanged 6 SP:Iteration 41Q (870.816446 sec): 3 clusters Score: Raw -1270966.050462 + Penalty 3130.018270 = -1267836.032191 nChanged 4 SP:Iteration 42Q (870.848426 sec): 3 clusters Score: Raw -1270966.260001 + Penalty 3130.018270 = -1267836.241731 nChanged 3 SP:Iteration 43Q (870.880371 sec): 3 clusters Score: Raw -1270966.467016 + Penalty 3130.018270 = -1267836.448746 nChanged 1 SP:Iteration 44Q (870.912572 sec): 3 clusters Score: Raw -1270966.497459 + Penalty 3130.018270 = -1267836.479189 nChanged 0 SP:Iteration 45F (870.947146 sec): 3 clusters Score: Raw -1270966.497459 + Penalty 3130.018270 = -1267836.479189 nChanged 0 Trying to split cluster 26 (23019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (870.983366 sec): 2 clusters Score: Raw -1942273.112496 + Penalty 1632.162227 = -1940640.950269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (871.030573 sec): 3 clusters Score: Raw -1928367.952607 + Penalty 3264.324453 = -1925103.628154 nChanged 10499 SP:Iteration 1F (871.075906 sec): 3 clusters Score: Raw -1934127.799209 + Penalty 3264.324453 = -1930863.474756 nChanged 1161 SP:Iteration 2F (871.121223 sec): 3 clusters Score: Raw -1934645.761284 + Penalty 3264.324453 = -1931381.436831 nChanged 1207 SP:Iteration 3F (871.166631 sec): 3 clusters Score: Raw -1935237.840415 + Penalty 3264.324453 = -1931973.515962 nChanged 1254 SP:Iteration 4F (871.211949 sec): 3 clusters Score: Raw -1935947.498802 + Penalty 3264.324453 = -1932683.174348 nChanged 1323 SP:Iteration 5F (871.257456 sec): 3 clusters Score: Raw -1936727.832421 + Penalty 3264.324453 = -1933463.507968 nChanged 1348 SP:Iteration 6F (871.302817 sec): 3 clusters Score: Raw -1937519.527986 + Penalty 3264.324453 = -1934255.203532 nChanged 1265 SP:Iteration 7F (871.348291 sec): 3 clusters Score: Raw -1938198.004603 + Penalty 3264.324453 = -1934933.680150 nChanged 1067 SP:Iteration 8Q (871.412743 sec): 3 clusters Score: Raw -1938697.883069 + Penalty 3264.324453 = -1935433.558616 nChanged 866 SP:Iteration 9Q (871.457646 sec): 3 clusters Score: Raw -1939055.386158 + Penalty 3264.324453 = -1935791.061704 nChanged 739 SP:Iteration 10Q (871.502984 sec): 3 clusters Score: Raw -1939341.776432 + Penalty 3264.324453 = -1936077.451979 nChanged 694 SP:Iteration 11Q (871.547800 sec): 3 clusters Score: Raw -1939587.710781 + Penalty 3264.324453 = -1936323.386328 nChanged 590 SP:Iteration 12Q (871.592656 sec): 3 clusters Score: Raw -1939793.903071 + Penalty 3264.324453 = -1936529.578618 nChanged 570 SP:Iteration 13Q (871.637027 sec): 3 clusters Score: Raw -1939982.842455 + Penalty 3264.324453 = -1936718.518001 nChanged 535 SP:Iteration 14Q (871.681115 sec): 3 clusters Score: Raw -1940175.675628 + Penalty 3264.324453 = -1936911.351175 nChanged 560 SP:Iteration 15Q (871.725277 sec): 3 clusters Score: Raw -1940387.413688 + Penalty 3264.324453 = -1937123.089234 nChanged 572 SP:Iteration 16Q (871.768847 sec): 3 clusters Score: Raw -1940608.281483 + Penalty 3264.324453 = -1937343.957030 nChanged 559 SP:Iteration 17Q (871.812052 sec): 3 clusters Score: Raw -1940826.143961 + Penalty 3264.324453 = -1937561.819508 nChanged 573 SP:Iteration 18Q (871.855227 sec): 3 clusters Score: Raw -1941052.351530 + Penalty 3264.324453 = -1937788.027077 nChanged 516 SP:Iteration 19Q (871.897967 sec): 3 clusters Score: Raw -1941269.169928 + Penalty 3264.324453 = -1938004.845475 nChanged 489 SP:Iteration 20F (871.943203 sec): 3 clusters Score: Raw -1941497.882355 + Penalty 3264.324453 = -1938233.557902 nChanged 456 SP:Iteration 21Q (871.985426 sec): 3 clusters Score: Raw -1941707.687667 + Penalty 3264.324453 = -1938443.363214 nChanged 403 SP:Iteration 22Q (872.027030 sec): 3 clusters Score: Raw -1941889.290675 + Penalty 3264.324453 = -1938624.966221 nChanged 363 SP:Iteration 23Q (872.068316 sec): 3 clusters Score: Raw -1942053.731054 + Penalty 3264.324453 = -1938789.406601 nChanged 305 SP:Iteration 24Q (872.109118 sec): 3 clusters Score: Raw -1942202.798017 + Penalty 3264.324453 = -1938938.473564 nChanged 268 SP:Iteration 25Q (872.150079 sec): 3 clusters Score: Raw -1942318.986785 + Penalty 3264.324453 = -1939054.662332 nChanged 208 SP:Iteration 26Q (872.190349 sec): 3 clusters Score: Raw -1942404.155739 + Penalty 3264.324453 = -1939139.831285 nChanged 186 SP:Iteration 27Q (872.230742 sec): 3 clusters Score: Raw -1942474.898412 + Penalty 3264.324453 = -1939210.573959 nChanged 167 SP:Iteration 28Q (872.270590 sec): 3 clusters Score: Raw -1942534.082338 + Penalty 3264.324453 = -1939269.757885 nChanged 135 SP:Iteration 29Q (872.310368 sec): 3 clusters Score: Raw -1942579.237328 + Penalty 3264.324453 = -1939314.912875 nChanged 121 SP:Iteration 30Q (872.350217 sec): 3 clusters Score: Raw -1942618.044442 + Penalty 3264.324453 = -1939353.719989 nChanged 101 SP:Iteration 31Q (872.389766 sec): 3 clusters Score: Raw -1942650.603351 + Penalty 3264.324453 = -1939386.278898 nChanged 99 SP:Iteration 32Q (872.429141 sec): 3 clusters Score: Raw -1942684.931608 + Penalty 3264.324453 = -1939420.607155 nChanged 85 SP:Iteration 33Q (872.468802 sec): 3 clusters Score: Raw -1942712.383165 + Penalty 3264.324453 = -1939448.058711 nChanged 64 SP:Iteration 34Q (872.508067 sec): 3 clusters Score: Raw -1942731.159289 + Penalty 3264.324453 = -1939466.834836 nChanged 55 SP:Iteration 35Q (872.547221 sec): 3 clusters Score: Raw -1942749.976171 + Penalty 3264.324453 = -1939485.651718 nChanged 51 SP:Iteration 36Q (872.586634 sec): 3 clusters Score: Raw -1942761.701607 + Penalty 3264.324453 = -1939497.377154 nChanged 45 SP:Iteration 37Q (872.625855 sec): 3 clusters Score: Raw -1942772.825027 + Penalty 3264.324453 = -1939508.500574 nChanged 41 SP:Iteration 38Q (872.665057 sec): 3 clusters Score: Raw -1942783.311392 + Penalty 3264.324453 = -1939518.986939 nChanged 40 SP:Iteration 39Q (872.704160 sec): 3 clusters Score: Raw -1942795.486397 + Penalty 3264.324453 = -1939531.161944 nChanged 37 SP:Iteration 40F (872.749163 sec): 3 clusters Score: Raw -1942808.053625 + Penalty 3264.324453 = -1939543.729171 nChanged 52 SP:Iteration 41Q (872.788471 sec): 3 clusters Score: Raw -1942826.677887 + Penalty 3264.324453 = -1939562.353434 nChanged 46 SP:Iteration 42Q (872.827519 sec): 3 clusters Score: Raw -1942841.751458 + Penalty 3264.324453 = -1939577.427005 nChanged 46 SP:Iteration 43Q (872.866413 sec): 3 clusters Score: Raw -1942854.752156 + Penalty 3264.324453 = -1939590.427702 nChanged 32 SP:Iteration 44Q (872.905524 sec): 3 clusters Score: Raw -1942865.799132 + Penalty 3264.324453 = -1939601.474679 nChanged 31 SP:Iteration 45Q (872.944362 sec): 3 clusters Score: Raw -1942873.758358 + Penalty 3264.324453 = -1939609.433905 nChanged 22 SP:Iteration 46Q (872.983230 sec): 3 clusters Score: Raw -1942879.752832 + Penalty 3264.324453 = -1939615.428378 nChanged 18 SP:Iteration 47Q (873.022066 sec): 3 clusters Score: Raw -1942884.663074 + Penalty 3264.324453 = -1939620.338620 nChanged 22 SP:Iteration 48Q (873.060845 sec): 3 clusters Score: Raw -1942889.616865 + Penalty 3264.324453 = -1939625.292412 nChanged 11 SP:Iteration 49Q (873.099714 sec): 3 clusters Score: Raw -1942891.474358 + Penalty 3264.324453 = -1939627.149905 nChanged 6 SP:Iteration 50Q (873.138534 sec): 3 clusters Score: Raw -1942892.960922 + Penalty 3264.324453 = -1939628.636469 nChanged 3 SP:Iteration 51Q (873.177265 sec): 3 clusters Score: Raw -1942893.576486 + Penalty 3264.324453 = -1939629.252033 nChanged 2 SP:Iteration 52Q (873.216115 sec): 3 clusters Score: Raw -1942893.832365 + Penalty 3264.324453 = -1939629.507912 nChanged 1 SP:Iteration 53Q (873.255017 sec): 3 clusters Score: Raw -1942893.960334 + Penalty 3264.324453 = -1939629.635881 nChanged 0 SP:Iteration 54F (873.300181 sec): 3 clusters Score: Raw -1942893.960334 + Penalty 3264.324453 = -1939629.635881 nChanged 0 Trying to split cluster 27 (52311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (873.370346 sec): 2 clusters Score: Raw -4381864.246267 + Penalty 1765.556317 = -4380098.689949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (873.464033 sec): 3 clusters Score: Raw -4348717.820545 + Penalty 3531.112635 = -4345186.707910 nChanged 24611 SP:Iteration 1F (873.551726 sec): 3 clusters Score: Raw -4362945.254419 + Penalty 3531.112635 = -4359414.141784 nChanged 2355 SP:Iteration 2Q (873.644515 sec): 3 clusters Score: Raw -4363741.284389 + Penalty 3531.112635 = -4360210.171754 nChanged 2519 SP:Iteration 3Q (873.737440 sec): 3 clusters Score: Raw -4364779.583101 + Penalty 3531.112635 = -4361248.470466 nChanged 2843 SP:Iteration 4F (873.830004 sec): 3 clusters Score: Raw -4366205.961189 + Penalty 3531.112635 = -4362674.848554 nChanged 3360 SP:Iteration 5F (873.917877 sec): 3 clusters Score: Raw -4368270.551409 + Penalty 3531.112635 = -4364739.438775 nChanged 3585 SP:Iteration 6F (874.005750 sec): 3 clusters Score: Raw -4370918.777017 + Penalty 3531.112635 = -4367387.664382 nChanged 3569 SP:Iteration 7F (874.093661 sec): 3 clusters Score: Raw -4373808.667287 + Penalty 3531.112635 = -4370277.554653 nChanged 3068 SP:Iteration 8F (874.181171 sec): 3 clusters Score: Raw -4376438.345844 + Penalty 3531.112635 = -4372907.233209 nChanged 2319 SP:Iteration 9Q (874.271239 sec): 3 clusters Score: Raw -4378401.946015 + Penalty 3531.112635 = -4374870.833380 nChanged 1642 SP:Iteration 10Q (874.357284 sec): 3 clusters Score: Raw -4379725.141748 + Penalty 3531.112635 = -4376194.029113 nChanged 1131 SP:Iteration 11Q (874.439780 sec): 3 clusters Score: Raw -4380594.845137 + Penalty 3531.112635 = -4377063.732502 nChanged 814 SP:Iteration 12Q (874.519521 sec): 3 clusters Score: Raw -4381163.995821 + Penalty 3531.112635 = -4377632.883186 nChanged 523 SP:Iteration 13Q (874.597844 sec): 3 clusters Score: Raw -4381504.906152 + Penalty 3531.112635 = -4377973.793517 nChanged 354 SP:Iteration 14Q (874.674815 sec): 3 clusters Score: Raw -4381714.787186 + Penalty 3531.112635 = -4378183.674551 nChanged 247 SP:Iteration 15Q (874.750099 sec): 3 clusters Score: Raw -4381857.532422 + Penalty 3531.112635 = -4378326.419787 nChanged 166 SP:Iteration 16Q (874.824588 sec): 3 clusters Score: Raw -4381954.349414 + Penalty 3531.112635 = -4378423.236779 nChanged 143 SP:Iteration 17Q (874.898067 sec): 3 clusters Score: Raw -4382042.904279 + Penalty 3531.112635 = -4378511.791645 nChanged 104 SP:Iteration 18Q (874.970882 sec): 3 clusters Score: Raw -4382099.679585 + Penalty 3531.112635 = -4378568.566950 nChanged 66 SP:Iteration 19Q (875.043114 sec): 3 clusters Score: Raw -4382139.827725 + Penalty 3531.112635 = -4378608.715091 nChanged 58 SP:Iteration 20F (875.130389 sec): 3 clusters Score: Raw -4382175.461823 + Penalty 3531.112635 = -4378644.349189 nChanged 44 SP:Iteration 21Q (875.202123 sec): 3 clusters Score: Raw -4382204.162367 + Penalty 3531.112635 = -4378673.049733 nChanged 54 SP:Iteration 22Q (875.274109 sec): 3 clusters Score: Raw -4382245.827910 + Penalty 3531.112635 = -4378714.715275 nChanged 53 SP:Iteration 23Q (875.345722 sec): 3 clusters Score: Raw -4382280.099635 + Penalty 3531.112635 = -4378748.987001 nChanged 48 SP:Iteration 24Q (875.417551 sec): 3 clusters Score: Raw -4382310.901454 + Penalty 3531.112635 = -4378779.788820 nChanged 47 SP:Iteration 25Q (875.489290 sec): 3 clusters Score: Raw -4382335.950388 + Penalty 3531.112635 = -4378804.837753 nChanged 38 SP:Iteration 26Q (875.560655 sec): 3 clusters Score: Raw -4382361.232722 + Penalty 3531.112635 = -4378830.120087 nChanged 35 SP:Iteration 27Q (875.632293 sec): 3 clusters Score: Raw -4382386.576668 + Penalty 3531.112635 = -4378855.464033 nChanged 36 SP:Iteration 28Q (875.703933 sec): 3 clusters Score: Raw -4382406.078023 + Penalty 3531.112635 = -4378874.965388 nChanged 33 SP:Iteration 29Q (875.775315 sec): 3 clusters Score: Raw -4382424.814453 + Penalty 3531.112635 = -4378893.701818 nChanged 33 SP:Iteration 30Q (875.846977 sec): 3 clusters Score: Raw -4382442.347470 + Penalty 3531.112635 = -4378911.234835 nChanged 38 SP:Iteration 31Q (875.917994 sec): 3 clusters Score: Raw -4382463.212643 + Penalty 3531.112635 = -4378932.100008 nChanged 28 SP:Iteration 32Q (875.989416 sec): 3 clusters Score: Raw -4382480.759298 + Penalty 3531.112635 = -4378949.646663 nChanged 29 SP:Iteration 33Q (876.060906 sec): 3 clusters Score: Raw -4382498.009201 + Penalty 3531.112635 = -4378966.896567 nChanged 38 SP:Iteration 34Q (876.132135 sec): 3 clusters Score: Raw -4382522.772050 + Penalty 3531.112635 = -4378991.659416 nChanged 29 SP:Iteration 35Q (876.203525 sec): 3 clusters Score: Raw -4382542.911918 + Penalty 3531.112635 = -4379011.799283 nChanged 36 SP:Iteration 36Q (876.274814 sec): 3 clusters Score: Raw -4382564.020220 + Penalty 3531.112635 = -4379032.907585 nChanged 29 SP:Iteration 37Q (876.346110 sec): 3 clusters Score: Raw -4382576.555806 + Penalty 3531.112635 = -4379045.443171 nChanged 20 SP:Iteration 38Q (876.417235 sec): 3 clusters Score: Raw -4382585.232704 + Penalty 3531.112635 = -4379054.120069 nChanged 21 SP:Iteration 39Q (876.488705 sec): 3 clusters Score: Raw -4382593.737901 + Penalty 3531.112635 = -4379062.625266 nChanged 19 SP:Iteration 40F (876.576058 sec): 3 clusters Score: Raw -4382602.740856 + Penalty 3531.112635 = -4379071.628222 nChanged 22 SP:Iteration 41Q (876.647169 sec): 3 clusters Score: Raw -4382613.907587 + Penalty 3531.112635 = -4379082.794953 nChanged 25 SP:Iteration 42Q (876.718834 sec): 3 clusters Score: Raw -4382622.787354 + Penalty 3531.112635 = -4379091.674720 nChanged 25 SP:Iteration 43Q (876.790292 sec): 3 clusters Score: Raw -4382634.760135 + Penalty 3531.112635 = -4379103.647500 nChanged 23 SP:Iteration 44Q (876.878362 sec): 3 clusters Score: Raw -4382646.948065 + Penalty 3531.112635 = -4379115.835431 nChanged 28 SP:Iteration 45Q (876.949870 sec): 3 clusters Score: Raw -4382658.597903 + Penalty 3531.112635 = -4379127.485268 nChanged 25 SP:Iteration 46Q (877.021177 sec): 3 clusters Score: Raw -4382667.200220 + Penalty 3531.112635 = -4379136.087586 nChanged 13 SP:Iteration 47Q (877.092623 sec): 3 clusters Score: Raw -4382671.633398 + Penalty 3531.112635 = -4379140.520763 nChanged 17 SP:Iteration 48Q (877.164229 sec): 3 clusters Score: Raw -4382678.624613 + Penalty 3531.112635 = -4379147.511979 nChanged 11 SP:Iteration 49Q (877.268164 sec): 3 clusters Score: Raw -4382682.154219 + Penalty 3531.112635 = -4379151.041585 nChanged 7 SP:Iteration 50Q (877.341016 sec): 3 clusters Score: Raw -4382684.256849 + Penalty 3531.112635 = -4379153.144215 nChanged 5 SP:Iteration 51Q (877.412536 sec): 3 clusters Score: Raw -4382687.003069 + Penalty 3531.112635 = -4379155.890435 nChanged 9 SP:Iteration 52Q (877.483985 sec): 3 clusters Score: Raw -4382691.385350 + Penalty 3531.112635 = -4379160.272715 nChanged 18 SP:Iteration 53Q (877.555481 sec): 3 clusters Score: Raw -4382697.708037 + Penalty 3531.112635 = -4379166.595403 nChanged 18 SP:Iteration 54Q (877.626935 sec): 3 clusters Score: Raw -4382704.693985 + Penalty 3531.112635 = -4379173.581350 nChanged 17 SP:Iteration 55Q (877.698356 sec): 3 clusters Score: Raw -4382710.767615 + Penalty 3531.112635 = -4379179.654981 nChanged 15 SP:Iteration 56Q (877.769979 sec): 3 clusters Score: Raw -4382718.006321 + Penalty 3531.112635 = -4379186.893686 nChanged 17 SP:Iteration 57Q (877.841298 sec): 3 clusters Score: Raw -4382724.885066 + Penalty 3531.112635 = -4379193.772431 nChanged 19 SP:Iteration 58Q (877.912935 sec): 3 clusters Score: Raw -4382732.812963 + Penalty 3531.112635 = -4379201.700329 nChanged 18 SP:Iteration 59Q (877.984458 sec): 3 clusters Score: Raw -4382738.875232 + Penalty 3531.112635 = -4379207.762597 nChanged 16 SP:Iteration 60F (878.071780 sec): 3 clusters Score: Raw -4382744.658781 + Penalty 3531.112635 = -4379213.546146 nChanged 15 SP:Iteration 61Q (878.143163 sec): 3 clusters Score: Raw -4382748.831024 + Penalty 3531.112635 = -4379217.718389 nChanged 15 SP:Iteration 62Q (878.214899 sec): 3 clusters Score: Raw -4382753.340240 + Penalty 3531.112635 = -4379222.227605 nChanged 18 SP:Iteration 63Q (878.286753 sec): 3 clusters Score: Raw -4382758.327259 + Penalty 3531.112635 = -4379227.214624 nChanged 17 SP:Iteration 64Q (878.358403 sec): 3 clusters Score: Raw -4382761.773660 + Penalty 3531.112635 = -4379230.661026 nChanged 10 SP:Iteration 65Q (878.430073 sec): 3 clusters Score: Raw -4382764.881932 + Penalty 3531.112635 = -4379233.769298 nChanged 9 SP:Iteration 66Q (878.502131 sec): 3 clusters Score: Raw -4382766.791927 + Penalty 3531.112635 = -4379235.679292 nChanged 9 SP:Iteration 67Q (878.573768 sec): 3 clusters Score: Raw -4382768.922578 + Penalty 3531.112635 = -4379237.809943 nChanged 8 SP:Iteration 68Q (878.645556 sec): 3 clusters Score: Raw -4382771.853255 + Penalty 3531.112635 = -4379240.740620 nChanged 12 SP:Iteration 69Q (878.717575 sec): 3 clusters Score: Raw -4382775.351708 + Penalty 3531.112635 = -4379244.239074 nChanged 7 SP:Iteration 70Q (878.789266 sec): 3 clusters Score: Raw -4382776.752700 + Penalty 3531.112635 = -4379245.640065 nChanged 7 SP:Iteration 71Q (878.861110 sec): 3 clusters Score: Raw -4382778.538541 + Penalty 3531.112635 = -4379247.425907 nChanged 5 SP:Iteration 72Q (878.932936 sec): 3 clusters Score: Raw -4382779.843574 + Penalty 3531.112635 = -4379248.730940 nChanged 4 SP:Iteration 73Q (879.004678 sec): 3 clusters Score: Raw -4382780.909460 + Penalty 3531.112635 = -4379249.796825 nChanged 2 SP:Iteration 74Q (879.076449 sec): 3 clusters Score: Raw -4382781.164478 + Penalty 3531.112635 = -4379250.051843 nChanged 2 SP:Iteration 75Q (879.148345 sec): 3 clusters Score: Raw -4382781.765985 + Penalty 3531.112635 = -4379250.653350 nChanged 1 SP:Iteration 76Q (879.219845 sec): 3 clusters Score: Raw -4382782.066699 + Penalty 3531.112635 = -4379250.954065 nChanged 4 SP:Iteration 77Q (879.291779 sec): 3 clusters Score: Raw -4382783.091257 + Penalty 3531.112635 = -4379251.978622 nChanged 3 SP:Iteration 78Q (879.363624 sec): 3 clusters Score: Raw -4382784.018358 + Penalty 3531.112635 = -4379252.905723 nChanged 6 SP:Iteration 79Q (879.435382 sec): 3 clusters Score: Raw -4382785.949554 + Penalty 3531.112635 = -4379254.836919 nChanged 9 SP:Iteration 80F (879.522700 sec): 3 clusters Score: Raw -4382788.666577 + Penalty 3531.112635 = -4379257.553942 nChanged 7 SP:Iteration 81Q (879.594083 sec): 3 clusters Score: Raw -4382790.083835 + Penalty 3531.112635 = -4379258.971201 nChanged 5 SP:Iteration 82Q (879.666094 sec): 3 clusters Score: Raw -4382791.818389 + Penalty 3531.112635 = -4379260.705755 nChanged 5 SP:Iteration 83Q (879.737906 sec): 3 clusters Score: Raw -4382792.834658 + Penalty 3531.112635 = -4379261.722023 nChanged 4 SP:Iteration 84Q (879.809795 sec): 3 clusters Score: Raw -4382793.774490 + Penalty 3531.112635 = -4379262.661856 nChanged 5 SP:Iteration 85Q (879.881967 sec): 3 clusters Score: Raw -4382795.367759 + Penalty 3531.112635 = -4379264.255125 nChanged 13 SP:Iteration 86Q (879.953671 sec): 3 clusters Score: Raw -4382798.985814 + Penalty 3531.112635 = -4379267.873179 nChanged 13 SP:Iteration 87Q (880.025765 sec): 3 clusters Score: Raw -4382802.528109 + Penalty 3531.112635 = -4379271.415474 nChanged 7 SP:Iteration 88Q (880.098091 sec): 3 clusters Score: Raw -4382804.627871 + Penalty 3531.112635 = -4379273.515236 nChanged 7 SP:Iteration 89Q (880.170632 sec): 3 clusters Score: Raw -4382806.623545 + Penalty 3531.112635 = -4379275.510910 nChanged 6 SP:Iteration 90Q (880.242638 sec): 3 clusters Score: Raw -4382808.506082 + Penalty 3531.112635 = -4379277.393447 nChanged 8 SP:Iteration 91Q (880.314207 sec): 3 clusters Score: Raw -4382811.046934 + Penalty 3531.112635 = -4379279.934299 nChanged 10 SP:Iteration 92Q (880.386269 sec): 3 clusters Score: Raw -4382813.153470 + Penalty 3531.112635 = -4379282.040836 nChanged 2 SP:Iteration 93Q (880.458197 sec): 3 clusters Score: Raw -4382813.355382 + Penalty 3531.112635 = -4379282.242747 nChanged 2 SP:Iteration 94Q (880.529958 sec): 3 clusters Score: Raw -4382813.701847 + Penalty 3531.112635 = -4379282.589212 nChanged 0 SP:Iteration 95F (880.616542 sec): 3 clusters Score: Raw -4382813.701847 + Penalty 3531.112635 = -4379282.589212 nChanged 0 Trying to split cluster 28 (1970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (880.635352 sec): 2 clusters Score: Raw -156450.781655 + Penalty 1232.690684 = -155218.090971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (880.686439 sec): 3 clusters Score: Raw -155635.014288 + Penalty 2465.381367 = -153169.632920 nChanged 673 SP:Iteration 1F (880.709818 sec): 3 clusters Score: Raw -156047.409317 + Penalty 2465.381367 = -153582.027950 nChanged 142 SP:Iteration 2F (880.719873 sec): 3 clusters Score: Raw -156152.171098 + Penalty 2465.381367 = -153686.789731 nChanged 82 SP:Iteration 3Q (880.729956 sec): 3 clusters Score: Raw -156218.603505 + Penalty 2465.381367 = -153753.222138 nChanged 79 SP:Iteration 4Q (880.740070 sec): 3 clusters Score: Raw -156264.074265 + Penalty 2465.381367 = -153798.692898 nChanged 49 SP:Iteration 5Q (880.750067 sec): 3 clusters Score: Raw -156290.758504 + Penalty 2465.381367 = -153825.377137 nChanged 28 SP:Iteration 6Q (880.760154 sec): 3 clusters Score: Raw -156308.718245 + Penalty 2465.381367 = -153843.336878 nChanged 31 SP:Iteration 7Q (880.770186 sec): 3 clusters Score: Raw -156327.018247 + Penalty 2465.381367 = -153861.636880 nChanged 31 SP:Iteration 8Q (880.780255 sec): 3 clusters Score: Raw -156346.063256 + Penalty 2465.381367 = -153880.681889 nChanged 35 SP:Iteration 9Q (880.790286 sec): 3 clusters Score: Raw -156366.673125 + Penalty 2465.381367 = -153901.291758 nChanged 25 SP:Iteration 10Q (880.800389 sec): 3 clusters Score: Raw -156385.165328 + Penalty 2465.381367 = -153919.783961 nChanged 25 SP:Iteration 11Q (880.810441 sec): 3 clusters Score: Raw -156400.473581 + Penalty 2465.381367 = -153935.092214 nChanged 20 SP:Iteration 12Q (880.820488 sec): 3 clusters Score: Raw -156412.862420 + Penalty 2465.381367 = -153947.481053 nChanged 18 SP:Iteration 13Q (880.830523 sec): 3 clusters Score: Raw -156424.778715 + Penalty 2465.381367 = -153959.397348 nChanged 11 SP:Iteration 14Q (880.840562 sec): 3 clusters Score: Raw -156430.481263 + Penalty 2465.381367 = -153965.099896 nChanged 10 SP:Iteration 15Q (880.850602 sec): 3 clusters Score: Raw -156435.941567 + Penalty 2465.381367 = -153970.560200 nChanged 6 SP:Iteration 16Q (880.860666 sec): 3 clusters Score: Raw -156438.671528 + Penalty 2465.381367 = -153973.290161 nChanged 3 SP:Iteration 17Q (880.870710 sec): 3 clusters Score: Raw -156440.314113 + Penalty 2465.381367 = -153974.932746 nChanged 2 SP:Iteration 18Q (880.880670 sec): 3 clusters Score: Raw -156442.189591 + Penalty 2465.381367 = -153976.808224 nChanged 6 SP:Iteration 19Q (880.890698 sec): 3 clusters Score: Raw -156445.575266 + Penalty 2465.381367 = -153980.193899 nChanged 8 SP:Iteration 20F (880.900705 sec): 3 clusters Score: Raw -156450.119787 + Penalty 2465.381367 = -153984.738420 nChanged 11 SP:Iteration 21Q (880.910730 sec): 3 clusters Score: Raw -156455.781786 + Penalty 2465.381367 = -153990.400418 nChanged 13 SP:Iteration 22Q (880.920754 sec): 3 clusters Score: Raw -156463.755492 + Penalty 2465.381367 = -153998.374125 nChanged 10 SP:Iteration 23Q (880.930805 sec): 3 clusters Score: Raw -156473.422989 + Penalty 2465.381367 = -154008.041622 nChanged 11 SP:Iteration 24Q (880.940755 sec): 3 clusters Score: Raw -156480.182641 + Penalty 2465.381367 = -154014.801274 nChanged 11 SP:Iteration 25Q (880.950767 sec): 3 clusters Score: Raw -156488.526061 + Penalty 2465.381367 = -154023.144694 nChanged 14 SP:Iteration 26Q (880.960829 sec): 3 clusters Score: Raw -156496.956670 + Penalty 2465.381367 = -154031.575302 nChanged 12 SP:Iteration 27Q (880.970845 sec): 3 clusters Score: Raw -156503.680116 + Penalty 2465.381367 = -154038.298749 nChanged 8 SP:Iteration 28Q (880.980863 sec): 3 clusters Score: Raw -156509.175087 + Penalty 2465.381367 = -154043.793720 nChanged 14 SP:Iteration 29Q (880.990888 sec): 3 clusters Score: Raw -156517.319519 + Penalty 2465.381367 = -154051.938151 nChanged 5 SP:Iteration 30Q (881.000888 sec): 3 clusters Score: Raw -156520.068066 + Penalty 2465.381367 = -154054.686699 nChanged 4 SP:Iteration 31Q (881.010901 sec): 3 clusters Score: Raw -156522.922805 + Penalty 2465.381367 = -154057.541438 nChanged 4 SP:Iteration 32Q (881.020911 sec): 3 clusters Score: Raw -156528.031117 + Penalty 2465.381367 = -154062.649750 nChanged 9 SP:Iteration 33Q (881.030903 sec): 3 clusters Score: Raw -156536.021217 + Penalty 2465.381367 = -154070.639849 nChanged 11 SP:Iteration 34Q (881.040899 sec): 3 clusters Score: Raw -156542.242398 + Penalty 2465.381367 = -154076.861031 nChanged 9 SP:Iteration 35Q (881.050869 sec): 3 clusters Score: Raw -156548.171946 + Penalty 2465.381367 = -154082.790579 nChanged 9 SP:Iteration 36Q (881.060877 sec): 3 clusters Score: Raw -156554.650505 + Penalty 2465.381367 = -154089.269138 nChanged 6 SP:Iteration 37Q (881.070863 sec): 3 clusters Score: Raw -156558.378387 + Penalty 2465.381367 = -154092.997020 nChanged 10 SP:Iteration 38Q (881.080837 sec): 3 clusters Score: Raw -156563.695020 + Penalty 2465.381367 = -154098.313653 nChanged 10 SP:Iteration 39Q (881.090839 sec): 3 clusters Score: Raw -156570.085956 + Penalty 2465.381367 = -154104.704589 nChanged 8 SP:Iteration 40F (881.100825 sec): 3 clusters Score: Raw -156573.036626 + Penalty 2465.381367 = -154107.655259 nChanged 6 SP:Iteration 41Q (881.110767 sec): 3 clusters Score: Raw -156576.804639 + Penalty 2465.381367 = -154111.423272 nChanged 2 SP:Iteration 42Q (881.120756 sec): 3 clusters Score: Raw -156577.346536 + Penalty 2465.381367 = -154111.965169 nChanged 3 SP:Iteration 43Q (881.130723 sec): 3 clusters Score: Raw -156578.384786 + Penalty 2465.381367 = -154113.003419 nChanged 4 SP:Iteration 44Q (881.140684 sec): 3 clusters Score: Raw -156581.022255 + Penalty 2465.381367 = -154115.640888 nChanged 4 SP:Iteration 45Q (881.150570 sec): 3 clusters Score: Raw -156582.117514 + Penalty 2465.381367 = -154116.736147 nChanged 2 SP:Iteration 46Q (881.160525 sec): 3 clusters Score: Raw -156582.684079 + Penalty 2465.381367 = -154117.302712 nChanged 0 SP:Iteration 47F (881.170526 sec): 3 clusters Score: Raw -156582.684079 + Penalty 2465.381367 = -154117.302712 nChanged 0 Time taken for this iteration:879.438875 seconds. 20->28 Clusters: Score -22970823.426171, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 288082 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 11 (9930 points): Lose 528.568512 but Gain 2042.787572 Iteration 0F (884.627897 sec): 20 clusters Score: Raw -21093332.411057 + Penalty 38812.963861 = -21054519.447196 nChanged 271027 Iteration 1F (887.899823 sec): 20 clusters Score: Raw -22027952.832121 + Penalty 38812.963861 = -21989139.868260 nChanged 123800 Iteration 2F (891.146712 sec): 20 clusters Score: Raw -22427457.570789 + Penalty 38812.963861 = -22388644.606928 nChanged 91807 Iteration 3F (894.408909 sec): 20 clusters Score: Raw -22654893.476020 + Penalty 38812.963861 = -22616080.512159 nChanged 59447 Deleting Class 13 (986 points): Lose 1143.550191 but Gain 2042.787572 Iteration 4F (897.677296 sec): 19 clusters Score: Raw -22765714.820642 + Penalty 36770.176289 = -22728944.644353 nChanged 40032 Deleting Class 20 (833 points): Lose 1336.372131 but Gain 2042.787572 Iteration 5F (900.750811 sec): 18 clusters Score: Raw -22827707.928867 + Penalty 34727.388718 = -22792980.540149 nChanged 27701 Iteration 6F (903.664417 sec): 18 clusters Score: Raw -22866296.200609 + Penalty 34727.388718 = -22831568.811892 nChanged 19716 Iteration 7F (906.599453 sec): 18 clusters Score: Raw -22895790.259330 + Penalty 34727.388718 = -22861062.870612 nChanged 14902 Iteration 8F (909.513288 sec): 18 clusters Score: Raw -22914599.489853 + Penalty 34727.388718 = -22879872.101136 nChanged 11329 Iteration 9Q (911.076591 sec): 18 clusters Score: Raw -22923800.573232 + Penalty 34727.388718 = -22889073.184514 nChanged 8433 Iteration 10Q (912.614552 sec): 18 clusters Score: Raw -22929760.809643 + Penalty 34727.388718 = -22895033.420926 nChanged 6698 Iteration 11Q (914.208772 sec): 18 clusters Score: Raw -22934248.207321 + Penalty 34727.388718 = -22899520.818604 nChanged 5713 Iteration 12Q (915.722530 sec): 18 clusters Score: Raw -22937943.937813 + Penalty 34727.388718 = -22903216.549095 nChanged 4944 Iteration 13Q (917.228817 sec): 18 clusters Score: Raw -22940958.437220 + Penalty 34727.388718 = -22906231.048503 nChanged 4360 Iteration 14Q (918.728777 sec): 18 clusters Score: Raw -22943230.498203 + Penalty 34727.388718 = -22908503.109485 nChanged 3890 Iteration 15Q (920.223430 sec): 18 clusters Score: Raw -22945069.715700 + Penalty 34727.388718 = -22910342.326982 nChanged 3511 Iteration 16Q (921.709956 sec): 18 clusters Score: Raw -22946804.551208 + Penalty 34727.388718 = -22912077.162491 nChanged 3130 Iteration 17Q (923.209656 sec): 18 clusters Score: Raw -22948997.235351 + Penalty 34727.388718 = -22914269.846633 nChanged 2729 Iteration 18Q (924.687699 sec): 18 clusters Score: Raw -22950723.393878 + Penalty 34727.388718 = -22915996.005160 nChanged 2454 Iteration 19Q (926.175040 sec): 18 clusters Score: Raw -22951645.493100 + Penalty 34727.388718 = -22916918.104382 nChanged 2119 Writing temp clu file Because OldScore, -22915996.005160, is greater than current (better) Score,-22916918.104382 Compute initial score before splitting: Score: Raw -22951645.493100 + Penalty 34727.388718 = -22916918.104382 Trying to split cluster 1 (63331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (926.304393 sec): 2 clusters Score: Raw -5264216.157031 + Penalty 1796.621161 = -5262419.535871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (926.411399 sec): 3 clusters Score: Raw -5223473.582767 + Penalty 3593.242321 = -5219880.340445 nChanged 29927 SP:Iteration 1F (926.515434 sec): 3 clusters Score: Raw -5241009.934698 + Penalty 3593.242321 = -5237416.692377 nChanged 2813 SP:Iteration 2Q (926.625801 sec): 3 clusters Score: Raw -5241970.982203 + Penalty 3593.242321 = -5238377.739882 nChanged 2852 SP:Iteration 3Q (926.738448 sec): 3 clusters Score: Raw -5243086.466250 + Penalty 3593.242321 = -5239493.223929 nChanged 2993 SP:Iteration 4Q (926.848972 sec): 3 clusters Score: Raw -5244473.903713 + Penalty 3593.242321 = -5240880.661391 nChanged 3366 SP:Iteration 5F (926.952503 sec): 3 clusters Score: Raw -5246259.554260 + Penalty 3593.242321 = -5242666.311939 nChanged 3557 SP:Iteration 6F (927.063850 sec): 3 clusters Score: Raw -5248527.072520 + Penalty 3593.242321 = -5244933.830199 nChanged 3812 SP:Iteration 7F (927.166889 sec): 3 clusters Score: Raw -5251308.130269 + Penalty 3593.242321 = -5247714.887948 nChanged 3765 SP:Iteration 8F (927.270557 sec): 3 clusters Score: Raw -5254309.352994 + Penalty 3593.242321 = -5250716.110673 nChanged 3323 SP:Iteration 9F (927.374182 sec): 3 clusters Score: Raw -5257010.761247 + Penalty 3593.242321 = -5253417.518925 nChanged 2697 SP:Iteration 10Q (927.477179 sec): 3 clusters Score: Raw -5259212.479862 + Penalty 3593.242321 = -5255619.237540 nChanged 2126 SP:Iteration 11Q (927.577195 sec): 3 clusters Score: Raw -5260924.202289 + Penalty 3593.242321 = -5257330.959967 nChanged 1691 SP:Iteration 12Q (927.675051 sec): 3 clusters Score: Raw -5262233.138379 + Penalty 3593.242321 = -5258639.896058 nChanged 1350 SP:Iteration 13Q (927.771544 sec): 3 clusters Score: Raw -5263209.851530 + Penalty 3593.242321 = -5259616.609209 nChanged 1111 SP:Iteration 14Q (927.868949 sec): 3 clusters Score: Raw -5263973.709291 + Penalty 3593.242321 = -5260380.466969 nChanged 861 SP:Iteration 15Q (927.963944 sec): 3 clusters Score: Raw -5264500.327181 + Penalty 3593.242321 = -5260907.084859 nChanged 710 SP:Iteration 16Q (928.057614 sec): 3 clusters Score: Raw -5264873.960048 + Penalty 3593.242321 = -5261280.717727 nChanged 578 SP:Iteration 17Q (928.150296 sec): 3 clusters Score: Raw -5265135.593801 + Penalty 3593.242321 = -5261542.351480 nChanged 444 SP:Iteration 18Q (928.243307 sec): 3 clusters Score: Raw -5265308.318111 + Penalty 3593.242321 = -5261715.075790 nChanged 343 SP:Iteration 19Q (928.334605 sec): 3 clusters Score: Raw -5265430.779738 + Penalty 3593.242321 = -5261837.537417 nChanged 293 SP:Iteration 20F (928.437905 sec): 3 clusters Score: Raw -5265527.543009 + Penalty 3593.242321 = -5261934.300687 nChanged 255 SP:Iteration 21Q (928.528701 sec): 3 clusters Score: Raw -5265593.327675 + Penalty 3593.242321 = -5262000.085353 nChanged 171 SP:Iteration 22Q (928.618954 sec): 3 clusters Score: Raw -5265630.112882 + Penalty 3593.242321 = -5262036.870560 nChanged 135 SP:Iteration 23Q (928.709147 sec): 3 clusters Score: Raw -5265656.185264 + Penalty 3593.242321 = -5262062.942942 nChanged 101 SP:Iteration 24Q (928.799316 sec): 3 clusters Score: Raw -5265674.295654 + Penalty 3593.242321 = -5262081.053333 nChanged 84 SP:Iteration 25Q (928.889132 sec): 3 clusters Score: Raw -5265689.818641 + Penalty 3593.242321 = -5262096.576320 nChanged 82 SP:Iteration 26Q (928.978922 sec): 3 clusters Score: Raw -5265701.916735 + Penalty 3593.242321 = -5262108.674414 nChanged 67 SP:Iteration 27Q (929.068924 sec): 3 clusters Score: Raw -5265710.686476 + Penalty 3593.242321 = -5262117.444155 nChanged 63 SP:Iteration 28Q (929.158561 sec): 3 clusters Score: Raw -5265718.742861 + Penalty 3593.242321 = -5262125.500539 nChanged 56 SP:Iteration 29Q (929.248149 sec): 3 clusters Score: Raw -5265727.242430 + Penalty 3593.242321 = -5262134.000109 nChanged 50 SP:Iteration 30Q (929.337727 sec): 3 clusters Score: Raw -5265734.164406 + Penalty 3593.242321 = -5262140.922085 nChanged 38 SP:Iteration 31Q (929.427327 sec): 3 clusters Score: Raw -5265738.167195 + Penalty 3593.242321 = -5262144.924873 nChanged 31 SP:Iteration 32Q (929.516925 sec): 3 clusters Score: Raw -5265742.193893 + Penalty 3593.242321 = -5262148.951572 nChanged 34 SP:Iteration 33Q (929.606471 sec): 3 clusters Score: Raw -5265746.411587 + Penalty 3593.242321 = -5262153.169266 nChanged 28 SP:Iteration 34Q (929.695871 sec): 3 clusters Score: Raw -5265749.821194 + Penalty 3593.242321 = -5262156.578873 nChanged 23 SP:Iteration 35Q (929.785312 sec): 3 clusters Score: Raw -5265751.769806 + Penalty 3593.242321 = -5262158.527485 nChanged 17 SP:Iteration 36Q (929.874780 sec): 3 clusters Score: Raw -5265753.093226 + Penalty 3593.242321 = -5262159.850904 nChanged 16 SP:Iteration 37Q (929.964126 sec): 3 clusters Score: Raw -5265754.219083 + Penalty 3593.242321 = -5262160.976761 nChanged 15 SP:Iteration 38Q (930.053548 sec): 3 clusters Score: Raw -5265755.671362 + Penalty 3593.242321 = -5262162.429040 nChanged 7 SP:Iteration 39Q (930.142477 sec): 3 clusters Score: Raw -5265756.336428 + Penalty 3593.242321 = -5262163.094107 nChanged 9 SP:Iteration 40F (930.246850 sec): 3 clusters Score: Raw -5265757.205574 + Penalty 3593.242321 = -5262163.963252 nChanged 7 SP:Iteration 41Q (930.336485 sec): 3 clusters Score: Raw -5265758.030257 + Penalty 3593.242321 = -5262164.787936 nChanged 9 SP:Iteration 42Q (930.426083 sec): 3 clusters Score: Raw -5265758.880855 + Penalty 3593.242321 = -5262165.638534 nChanged 7 SP:Iteration 43Q (930.516150 sec): 3 clusters Score: Raw -5265759.702755 + Penalty 3593.242321 = -5262166.460433 nChanged 7 SP:Iteration 44Q (930.606002 sec): 3 clusters Score: Raw -5265760.844535 + Penalty 3593.242321 = -5262167.602214 nChanged 8 SP:Iteration 45Q (930.695446 sec): 3 clusters Score: Raw -5265761.823883 + Penalty 3593.242321 = -5262168.581562 nChanged 6 SP:Iteration 46Q (930.785054 sec): 3 clusters Score: Raw -5265762.184157 + Penalty 3593.242321 = -5262168.941836 nChanged 2 SP:Iteration 47Q (930.874428 sec): 3 clusters Score: Raw -5265762.308339 + Penalty 3593.242321 = -5262169.066017 nChanged 3 SP:Iteration 48Q (930.963976 sec): 3 clusters Score: Raw -5265762.460043 + Penalty 3593.242321 = -5262169.217721 nChanged 0 SP:Iteration 49F (931.067426 sec): 3 clusters Score: Raw -5265762.460043 + Penalty 3593.242321 = -5262169.217721 nChanged 0 Trying to split cluster 2 (2747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (931.074969 sec): 2 clusters Score: Raw -188916.795554 + Penalty 1286.718011 = -187630.077542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (931.089362 sec): 3 clusters Score: Raw -187645.608889 + Penalty 2573.436023 = -185072.172866 nChanged 1072 SP:Iteration 1F (931.102875 sec): 3 clusters Score: Raw -188518.093031 + Penalty 2573.436023 = -185944.657008 nChanged 269 SP:Iteration 2F (931.116373 sec): 3 clusters Score: Raw -188885.673571 + Penalty 2573.436023 = -186312.237548 nChanged 224 SP:Iteration 3F (931.129775 sec): 3 clusters Score: Raw -189224.233831 + Penalty 2573.436023 = -186650.797808 nChanged 209 SP:Iteration 4F (931.143310 sec): 3 clusters Score: Raw -189469.587765 + Penalty 2573.436023 = -186896.151742 nChanged 158 SP:Iteration 5F (931.156807 sec): 3 clusters Score: Raw -189624.951565 + Penalty 2573.436023 = -187051.515542 nChanged 133 SP:Iteration 6Q (931.169929 sec): 3 clusters Score: Raw -189737.226079 + Penalty 2573.436023 = -187163.790056 nChanged 99 SP:Iteration 7Q (931.183008 sec): 3 clusters Score: Raw -189809.605769 + Penalty 2573.436023 = -187236.169746 nChanged 60 SP:Iteration 8Q (931.196188 sec): 3 clusters Score: Raw -189842.567586 + Penalty 2573.436023 = -187269.131563 nChanged 30 SP:Iteration 9Q (931.209255 sec): 3 clusters Score: Raw -189860.802519 + Penalty 2573.436023 = -187287.366496 nChanged 22 SP:Iteration 10Q (931.222417 sec): 3 clusters Score: Raw -189869.495897 + Penalty 2573.436023 = -187296.059874 nChanged 16 SP:Iteration 11Q (931.235602 sec): 3 clusters Score: Raw -189876.784172 + Penalty 2573.436023 = -187303.348149 nChanged 15 SP:Iteration 12Q (931.248766 sec): 3 clusters Score: Raw -189885.833436 + Penalty 2573.436023 = -187312.397413 nChanged 18 SP:Iteration 13Q (931.261912 sec): 3 clusters Score: Raw -189892.003288 + Penalty 2573.436023 = -187318.567265 nChanged 8 SP:Iteration 14Q (931.274942 sec): 3 clusters Score: Raw -189895.880016 + Penalty 2573.436023 = -187322.443993 nChanged 6 SP:Iteration 15Q (931.288084 sec): 3 clusters Score: Raw -189897.966227 + Penalty 2573.436023 = -187324.530204 nChanged 5 SP:Iteration 16Q (931.301243 sec): 3 clusters Score: Raw -189899.215887 + Penalty 2573.436023 = -187325.779864 nChanged 3 SP:Iteration 17Q (931.314362 sec): 3 clusters Score: Raw -189899.657574 + Penalty 2573.436023 = -187326.221551 nChanged 1 SP:Iteration 18Q (931.327467 sec): 3 clusters Score: Raw -189899.948370 + Penalty 2573.436023 = -187326.512347 nChanged 1 SP:Iteration 19Q (931.340588 sec): 3 clusters Score: Raw -189900.384564 + Penalty 2573.436023 = -187326.948541 nChanged 1 SP:Iteration 20F (931.354089 sec): 3 clusters Score: Raw -189900.677052 + Penalty 2573.436023 = -187327.241029 nChanged 0 Trying to split cluster 3 (7041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (931.374698 sec): 2 clusters Score: Raw -592176.981726 + Penalty 1439.669641 = -590737.312084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (931.398916 sec): 3 clusters Score: Raw -588424.729937 + Penalty 2879.339282 = -585545.390654 nChanged 2907 SP:Iteration 1F (931.422166 sec): 3 clusters Score: Raw -590175.090037 + Penalty 2879.339282 = -587295.750754 nChanged 568 SP:Iteration 2F (931.445411 sec): 3 clusters Score: Raw -590780.484985 + Penalty 2879.339282 = -587901.145703 nChanged 589 SP:Iteration 3F (931.468888 sec): 3 clusters Score: Raw -591941.559282 + Penalty 2879.339282 = -589062.219999 nChanged 664 SP:Iteration 4F (931.492286 sec): 3 clusters Score: Raw -593768.494417 + Penalty 2879.339282 = -590889.155134 nChanged 880 SP:Iteration 5F (931.515704 sec): 3 clusters Score: Raw -594953.488110 + Penalty 2879.339282 = -592074.148828 nChanged 748 SP:Iteration 6F (931.539165 sec): 3 clusters Score: Raw -595887.104029 + Penalty 2879.339282 = -593007.764747 nChanged 415 SP:Iteration 7F (931.562538 sec): 3 clusters Score: Raw -596424.872587 + Penalty 2879.339282 = -593545.533305 nChanged 186 SP:Iteration 8Q (931.585121 sec): 3 clusters Score: Raw -596743.120761 + Penalty 2879.339282 = -593863.781478 nChanged 111 SP:Iteration 9Q (931.606942 sec): 3 clusters Score: Raw -597077.880713 + Penalty 2879.339282 = -594198.541430 nChanged 61 SP:Iteration 10Q (931.627767 sec): 3 clusters Score: Raw -597330.579972 + Penalty 2879.339282 = -594451.240689 nChanged 24 SP:Iteration 11Q (931.648465 sec): 3 clusters Score: Raw -597380.361502 + Penalty 2879.339282 = -594501.022219 nChanged 6 SP:Iteration 12Q (931.669231 sec): 3 clusters Score: Raw -597384.647384 + Penalty 2879.339282 = -594505.308101 nChanged 3 SP:Iteration 13Q (931.690026 sec): 3 clusters Score: Raw -597385.744224 + Penalty 2879.339282 = -594506.404942 nChanged 1 SP:Iteration 14Q (931.710388 sec): 3 clusters Score: Raw -597385.971574 + Penalty 2879.339282 = -594506.632292 nChanged 0 SP:Iteration 15F (931.733705 sec): 3 clusters Score: Raw -597385.971574 + Penalty 2879.339282 = -594506.632292 nChanged 0 Score: Raw -22957229.766099 + Penalty 36770.176289 = -22920459.589810 Splitting cluster 3 changes total score from -22916918.104382 to -22920459.589810 So it's getting split into cluster 11. Trying to split cluster 4 (52779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (934.841819 sec): 2 clusters Score: Raw -4423711.271432 + Penalty 1767.003658 = -4421944.267775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (934.936227 sec): 3 clusters Score: Raw -4390282.876926 + Penalty 3534.007316 = -4386748.869611 nChanged 24700 SP:Iteration 1F (935.024585 sec): 3 clusters Score: Raw -4405715.693669 + Penalty 3534.007316 = -4402181.686353 nChanged 3413 SP:Iteration 2F (935.112924 sec): 3 clusters Score: Raw -4408247.512189 + Penalty 3534.007316 = -4404713.504874 nChanged 4018 SP:Iteration 3F (935.201322 sec): 3 clusters Score: Raw -4411751.615273 + Penalty 3534.007316 = -4408217.607958 nChanged 4422 SP:Iteration 4F (935.289652 sec): 3 clusters Score: Raw -4415862.900282 + Penalty 3534.007316 = -4412328.892967 nChanged 4321 SP:Iteration 5F (935.378003 sec): 3 clusters Score: Raw -4419726.861151 + Penalty 3534.007316 = -4416192.853835 nChanged 3825 SP:Iteration 6F (935.466378 sec): 3 clusters Score: Raw -4423132.243209 + Penalty 3534.007316 = -4419598.235894 nChanged 3293 SP:Iteration 7F (935.554640 sec): 3 clusters Score: Raw -4426450.768579 + Penalty 3534.007316 = -4422916.761263 nChanged 3144 SP:Iteration 8F (935.642855 sec): 3 clusters Score: Raw -4430711.044746 + Penalty 3534.007316 = -4427177.037430 nChanged 3009 SP:Iteration 9F (935.750319 sec): 3 clusters Score: Raw -4435698.431489 + Penalty 3534.007316 = -4432164.424174 nChanged 2367 SP:Iteration 10Q (935.833991 sec): 3 clusters Score: Raw -4439432.757081 + Penalty 3534.007316 = -4435898.749765 nChanged 1504 SP:Iteration 11Q (935.913864 sec): 3 clusters Score: Raw -4440912.012925 + Penalty 3534.007316 = -4437378.005609 nChanged 777 SP:Iteration 12Q (935.992120 sec): 3 clusters Score: Raw -4441277.607809 + Penalty 3534.007316 = -4437743.600494 nChanged 363 SP:Iteration 13Q (936.069929 sec): 3 clusters Score: Raw -4441366.665926 + Penalty 3534.007316 = -4437832.658611 nChanged 204 SP:Iteration 14Q (936.147317 sec): 3 clusters Score: Raw -4441401.236388 + Penalty 3534.007316 = -4437867.229072 nChanged 132 SP:Iteration 15Q (936.224699 sec): 3 clusters Score: Raw -4441416.366803 + Penalty 3534.007316 = -4437882.359488 nChanged 85 SP:Iteration 16Q (936.301928 sec): 3 clusters Score: Raw -4441423.496865 + Penalty 3534.007316 = -4437889.489549 nChanged 63 SP:Iteration 17Q (936.379184 sec): 3 clusters Score: Raw -4441427.400879 + Penalty 3534.007316 = -4437893.393563 nChanged 45 SP:Iteration 18Q (936.456326 sec): 3 clusters Score: Raw -4441429.963208 + Penalty 3534.007316 = -4437895.955893 nChanged 38 SP:Iteration 19Q (936.533140 sec): 3 clusters Score: Raw -4441431.977987 + Penalty 3534.007316 = -4437897.970672 nChanged 27 SP:Iteration 20F (936.621938 sec): 3 clusters Score: Raw -4441433.095407 + Penalty 3534.007316 = -4437899.088091 nChanged 18 SP:Iteration 21Q (936.700053 sec): 3 clusters Score: Raw -4441433.652128 + Penalty 3534.007316 = -4437899.644812 nChanged 8 SP:Iteration 22Q (936.778132 sec): 3 clusters Score: Raw -4441433.891186 + Penalty 3534.007316 = -4437899.883870 nChanged 4 SP:Iteration 23Q (936.855764 sec): 3 clusters Score: Raw -4441433.981509 + Penalty 3534.007316 = -4437899.974193 nChanged 5 SP:Iteration 24Q (936.933756 sec): 3 clusters Score: Raw -4441434.063152 + Penalty 3534.007316 = -4437900.055837 nChanged 6 SP:Iteration 25Q (937.011998 sec): 3 clusters Score: Raw -4441434.209960 + Penalty 3534.007316 = -4437900.202645 nChanged 2 SP:Iteration 26Q (937.090050 sec): 3 clusters Score: Raw -4441434.236279 + Penalty 3534.007316 = -4437900.228964 nChanged 0 SP:Iteration 27F (937.178365 sec): 3 clusters Score: Raw -4441434.236279 + Penalty 3534.007316 = -4437900.228964 nChanged 0 Score: Raw -22974952.730946 + Penalty 38812.963861 = -22936139.767085 Splitting cluster 4 changes total score from -22916918.104382 to -22936139.767085 So it's getting split into cluster 13. Trying to split cluster 5 (3968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (940.380466 sec): 2 clusters Score: Raw -288902.023561 + Penalty 1346.477839 = -287555.545722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (940.400362 sec): 3 clusters Score: Raw -287018.648521 + Penalty 2692.955677 = -284325.692843 nChanged 1541 SP:Iteration 1F (940.419359 sec): 3 clusters Score: Raw -288075.031210 + Penalty 2692.955677 = -285382.075533 nChanged 355 SP:Iteration 2F (940.438462 sec): 3 clusters Score: Raw -288442.332718 + Penalty 2692.955677 = -285749.377041 nChanged 322 SP:Iteration 3F (940.457432 sec): 3 clusters Score: Raw -288846.735091 + Penalty 2692.955677 = -286153.779414 nChanged 332 SP:Iteration 4F (940.476538 sec): 3 clusters Score: Raw -289310.865064 + Penalty 2692.955677 = -286617.909387 nChanged 282 SP:Iteration 5F (940.495432 sec): 3 clusters Score: Raw -289673.156523 + Penalty 2692.955677 = -286980.200846 nChanged 209 SP:Iteration 6F (940.514483 sec): 3 clusters Score: Raw -289923.238446 + Penalty 2692.955677 = -287230.282769 nChanged 152 SP:Iteration 7Q (940.533281 sec): 3 clusters Score: Raw -290097.837881 + Penalty 2692.955677 = -287404.882204 nChanged 111 SP:Iteration 8Q (940.551683 sec): 3 clusters Score: Raw -290191.593560 + Penalty 2692.955677 = -287498.637883 nChanged 54 SP:Iteration 9Q (940.569999 sec): 3 clusters Score: Raw -290220.204231 + Penalty 2692.955677 = -287527.248554 nChanged 33 SP:Iteration 10Q (940.588307 sec): 3 clusters Score: Raw -290233.577214 + Penalty 2692.955677 = -287540.621537 nChanged 27 SP:Iteration 11Q (940.606475 sec): 3 clusters Score: Raw -290243.907563 + Penalty 2692.955677 = -287550.951886 nChanged 23 SP:Iteration 12Q (940.624933 sec): 3 clusters Score: Raw -290252.583426 + Penalty 2692.955677 = -287559.627749 nChanged 10 SP:Iteration 13Q (940.643154 sec): 3 clusters Score: Raw -290256.347472 + Penalty 2692.955677 = -287563.391795 nChanged 9 SP:Iteration 14Q (940.661430 sec): 3 clusters Score: Raw -290259.342859 + Penalty 2692.955677 = -287566.387181 nChanged 8 SP:Iteration 15Q (940.679359 sec): 3 clusters Score: Raw -290262.098989 + Penalty 2692.955677 = -287569.143311 nChanged 10 SP:Iteration 16Q (940.697536 sec): 3 clusters Score: Raw -290265.185486 + Penalty 2692.955677 = -287572.229809 nChanged 5 SP:Iteration 17Q (940.715473 sec): 3 clusters Score: Raw -290266.400480 + Penalty 2692.955677 = -287573.444802 nChanged 2 SP:Iteration 18Q (940.733663 sec): 3 clusters Score: Raw -290266.665536 + Penalty 2692.955677 = -287573.709858 nChanged 0 SP:Iteration 19F (940.752490 sec): 3 clusters Score: Raw -290266.665536 + Penalty 2692.955677 = -287573.709858 nChanged 0 Score: Raw -22976317.372921 + Penalty 40855.751433 = -22935461.621488 Splitting cluster 5 changes total score from -22916918.104382 to -22935461.621488 So it's getting split into cluster 20. Trying to split cluster 6 (2016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (944.259846 sec): 2 clusters Score: Raw -160901.600835 + Penalty 1236.441477 = -159665.159358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (944.270722 sec): 3 clusters Score: Raw -160091.535594 + Penalty 2472.882954 = -157618.652639 nChanged 716 SP:Iteration 1F (944.281022 sec): 3 clusters Score: Raw -160731.361238 + Penalty 2472.882954 = -158258.478284 nChanged 186 SP:Iteration 2F (944.291422 sec): 3 clusters Score: Raw -160925.366981 + Penalty 2472.882954 = -158452.484027 nChanged 122 SP:Iteration 3F (944.301680 sec): 3 clusters Score: Raw -161075.473080 + Penalty 2472.882954 = -158602.590125 nChanged 111 SP:Iteration 4F (944.311962 sec): 3 clusters Score: Raw -161216.077885 + Penalty 2472.882954 = -158743.194930 nChanged 106 SP:Iteration 5F (944.322231 sec): 3 clusters Score: Raw -161348.523649 + Penalty 2472.882954 = -158875.640695 nChanged 90 SP:Iteration 6Q (944.332339 sec): 3 clusters Score: Raw -161498.000844 + Penalty 2472.882954 = -159025.117890 nChanged 107 SP:Iteration 7F (944.343142 sec): 3 clusters Score: Raw -161747.598643 + Penalty 2472.882954 = -159274.715689 nChanged 79 SP:Iteration 8Q (944.353173 sec): 3 clusters Score: Raw -161928.856777 + Penalty 2472.882954 = -159455.973823 nChanged 65 SP:Iteration 9Q (944.363140 sec): 3 clusters Score: Raw -162005.157044 + Penalty 2472.882954 = -159532.274090 nChanged 42 SP:Iteration 10Q (944.373043 sec): 3 clusters Score: Raw -162047.712491 + Penalty 2472.882954 = -159574.829536 nChanged 27 SP:Iteration 11Q (944.382906 sec): 3 clusters Score: Raw -162071.629216 + Penalty 2472.882954 = -159598.746261 nChanged 23 SP:Iteration 12Q (944.392735 sec): 3 clusters Score: Raw -162093.134854 + Penalty 2472.882954 = -159620.251899 nChanged 24 SP:Iteration 13Q (944.402540 sec): 3 clusters Score: Raw -162109.876478 + Penalty 2472.882954 = -159636.993523 nChanged 9 SP:Iteration 14Q (944.412370 sec): 3 clusters Score: Raw -162117.811421 + Penalty 2472.882954 = -159644.928466 nChanged 11 SP:Iteration 15Q (944.422234 sec): 3 clusters Score: Raw -162126.531196 + Penalty 2472.882954 = -159653.648242 nChanged 7 SP:Iteration 16Q (944.432050 sec): 3 clusters Score: Raw -162133.265695 + Penalty 2472.882954 = -159660.382740 nChanged 9 SP:Iteration 17Q (944.441879 sec): 3 clusters Score: Raw -162141.828592 + Penalty 2472.882954 = -159668.945638 nChanged 7 SP:Iteration 18Q (944.451678 sec): 3 clusters Score: Raw -162148.229171 + Penalty 2472.882954 = -159675.346216 nChanged 8 SP:Iteration 19Q (944.461464 sec): 3 clusters Score: Raw -162154.322293 + Penalty 2472.882954 = -159681.439338 nChanged 5 SP:Iteration 20F (944.471708 sec): 3 clusters Score: Raw -162158.298380 + Penalty 2472.882954 = -159685.415426 nChanged 3 SP:Iteration 21Q (944.481453 sec): 3 clusters Score: Raw -162160.970063 + Penalty 2472.882954 = -159688.087108 nChanged 4 SP:Iteration 22Q (944.491290 sec): 3 clusters Score: Raw -162165.135790 + Penalty 2472.882954 = -159692.252836 nChanged 5 SP:Iteration 23Q (944.501097 sec): 3 clusters Score: Raw -162167.749249 + Penalty 2472.882954 = -159694.866295 nChanged 4 SP:Iteration 24Q (944.510956 sec): 3 clusters Score: Raw -162171.370109 + Penalty 2472.882954 = -159698.487154 nChanged 2 SP:Iteration 25Q (944.520762 sec): 3 clusters Score: Raw -162173.572160 + Penalty 2472.882954 = -159700.689206 nChanged 2 SP:Iteration 26Q (944.530569 sec): 3 clusters Score: Raw -162174.597772 + Penalty 2472.882954 = -159701.714818 nChanged 3 SP:Iteration 27Q (944.540390 sec): 3 clusters Score: Raw -162176.039827 + Penalty 2472.882954 = -159703.156872 nChanged 4 SP:Iteration 28Q (944.550214 sec): 3 clusters Score: Raw -162178.090776 + Penalty 2472.882954 = -159705.207822 nChanged 4 SP:Iteration 29Q (944.559994 sec): 3 clusters Score: Raw -162180.875190 + Penalty 2472.882954 = -159707.992235 nChanged 2 SP:Iteration 30Q (944.569735 sec): 3 clusters Score: Raw -162182.262346 + Penalty 2472.882954 = -159709.379392 nChanged 1 SP:Iteration 31Q (944.579553 sec): 3 clusters Score: Raw -162182.783423 + Penalty 2472.882954 = -159709.900468 nChanged 1 SP:Iteration 32Q (944.589332 sec): 3 clusters Score: Raw -162183.452185 + Penalty 2472.882954 = -159710.569230 nChanged 1 SP:Iteration 33Q (944.599151 sec): 3 clusters Score: Raw -162183.709267 + Penalty 2472.882954 = -159710.826313 nChanged 0 SP:Iteration 34F (944.609381 sec): 3 clusters Score: Raw -162183.709267 + Penalty 2472.882954 = -159710.826313 nChanged 0 Score: Raw -22977599.481353 + Penalty 42898.539004 = -22934700.942348 Splitting cluster 6 changes total score from -22916918.104382 to -22934700.942348 So it's getting split into cluster 21. Trying to split cluster 7 (8509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (948.510793 sec): 2 clusters Score: Raw -666239.344076 + Penalty 1470.442952 = -664768.901124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.537072 sec): 3 clusters Score: Raw -661554.417041 + Penalty 2940.885904 = -658613.531137 nChanged 3613 SP:Iteration 1F (948.562318 sec): 3 clusters Score: Raw -663711.304048 + Penalty 2940.885904 = -660770.418144 nChanged 712 SP:Iteration 2F (948.587592 sec): 3 clusters Score: Raw -664341.242194 + Penalty 2940.885904 = -661400.356290 nChanged 698 SP:Iteration 3F (948.612792 sec): 3 clusters Score: Raw -665023.010934 + Penalty 2940.885904 = -662082.125029 nChanged 665 SP:Iteration 4F (948.638008 sec): 3 clusters Score: Raw -665658.516321 + Penalty 2940.885904 = -662717.630417 nChanged 611 SP:Iteration 5F (948.663337 sec): 3 clusters Score: Raw -666190.291885 + Penalty 2940.885904 = -663249.405980 nChanged 515 SP:Iteration 6F (948.688733 sec): 3 clusters Score: Raw -666604.472792 + Penalty 2940.885904 = -663663.586888 nChanged 372 SP:Iteration 7Q (948.713641 sec): 3 clusters Score: Raw -666860.252245 + Penalty 2940.885904 = -663919.366340 nChanged 287 SP:Iteration 8Q (948.738435 sec): 3 clusters Score: Raw -667062.680029 + Penalty 2940.885904 = -664121.794125 nChanged 247 SP:Iteration 9Q (948.763086 sec): 3 clusters Score: Raw -667241.967745 + Penalty 2940.885904 = -664301.081841 nChanged 213 SP:Iteration 10Q (948.787661 sec): 3 clusters Score: Raw -667429.582926 + Penalty 2940.885904 = -664488.697022 nChanged 188 SP:Iteration 11Q (948.812424 sec): 3 clusters Score: Raw -667583.750777 + Penalty 2940.885904 = -664642.864873 nChanged 197 SP:Iteration 12Q (948.836642 sec): 3 clusters Score: Raw -667732.043011 + Penalty 2940.885904 = -664791.157107 nChanged 180 SP:Iteration 13Q (948.860718 sec): 3 clusters Score: Raw -667865.213659 + Penalty 2940.885904 = -664924.327754 nChanged 159 SP:Iteration 14Q (948.885019 sec): 3 clusters Score: Raw -667989.684610 + Penalty 2940.885904 = -665048.798705 nChanged 156 SP:Iteration 15Q (948.909243 sec): 3 clusters Score: Raw -668082.149174 + Penalty 2940.885904 = -665141.263269 nChanged 135 SP:Iteration 16Q (948.933086 sec): 3 clusters Score: Raw -668164.744763 + Penalty 2940.885904 = -665223.858859 nChanged 113 SP:Iteration 17Q (948.956806 sec): 3 clusters Score: Raw -668226.517620 + Penalty 2940.885904 = -665285.631716 nChanged 80 SP:Iteration 18Q (948.980432 sec): 3 clusters Score: Raw -668255.383758 + Penalty 2940.885904 = -665314.497853 nChanged 61 SP:Iteration 19Q (949.003939 sec): 3 clusters Score: Raw -668274.714485 + Penalty 2940.885904 = -665333.828581 nChanged 40 SP:Iteration 20F (949.029445 sec): 3 clusters Score: Raw -668291.616425 + Penalty 2940.885904 = -665350.730520 nChanged 43 SP:Iteration 21Q (949.053071 sec): 3 clusters Score: Raw -668302.978216 + Penalty 2940.885904 = -665362.092312 nChanged 25 SP:Iteration 22Q (949.076906 sec): 3 clusters Score: Raw -668310.511992 + Penalty 2940.885904 = -665369.626087 nChanged 24 SP:Iteration 23Q (949.100611 sec): 3 clusters Score: Raw -668316.083685 + Penalty 2940.885904 = -665375.197781 nChanged 23 SP:Iteration 24Q (949.124155 sec): 3 clusters Score: Raw -668321.680388 + Penalty 2940.885904 = -665380.794484 nChanged 17 SP:Iteration 25Q (949.147937 sec): 3 clusters Score: Raw -668324.738689 + Penalty 2940.885904 = -665383.852784 nChanged 9 SP:Iteration 26Q (949.171462 sec): 3 clusters Score: Raw -668325.938526 + Penalty 2940.885904 = -665385.052621 nChanged 9 SP:Iteration 27Q (949.195204 sec): 3 clusters Score: Raw -668326.722865 + Penalty 2940.885904 = -665385.836960 nChanged 5 SP:Iteration 28Q (949.218649 sec): 3 clusters Score: Raw -668327.120447 + Penalty 2940.885904 = -665386.234543 nChanged 3 SP:Iteration 29Q (949.242338 sec): 3 clusters Score: Raw -668327.444925 + Penalty 2940.885904 = -665386.559021 nChanged 2 SP:Iteration 30Q (949.265962 sec): 3 clusters Score: Raw -668327.704061 + Penalty 2940.885904 = -665386.818157 nChanged 2 SP:Iteration 31Q (949.289419 sec): 3 clusters Score: Raw -668328.019392 + Penalty 2940.885904 = -665387.133488 nChanged 2 SP:Iteration 32Q (949.312839 sec): 3 clusters Score: Raw -668328.169184 + Penalty 2940.885904 = -665387.283280 nChanged 1 SP:Iteration 33Q (949.336321 sec): 3 clusters Score: Raw -668328.241609 + Penalty 2940.885904 = -665387.355705 nChanged 2 SP:Iteration 34Q (949.359870 sec): 3 clusters Score: Raw -668328.536549 + Penalty 2940.885904 = -665387.650644 nChanged 2 SP:Iteration 35Q (949.384205 sec): 3 clusters Score: Raw -668329.042397 + Penalty 2940.885904 = -665388.156492 nChanged 7 SP:Iteration 36Q (949.407695 sec): 3 clusters Score: Raw -668330.175500 + Penalty 2940.885904 = -665389.289596 nChanged 3 SP:Iteration 37Q (949.431167 sec): 3 clusters Score: Raw -668330.582883 + Penalty 2940.885904 = -665389.696978 nChanged 4 SP:Iteration 38Q (949.454664 sec): 3 clusters Score: Raw -668331.015480 + Penalty 2940.885904 = -665390.129576 nChanged 3 SP:Iteration 39Q (949.478131 sec): 3 clusters Score: Raw -668331.618263 + Penalty 2940.885904 = -665390.732358 nChanged 3 SP:Iteration 40F (949.503415 sec): 3 clusters Score: Raw -668332.248184 + Penalty 2940.885904 = -665391.362280 nChanged 4 SP:Iteration 41Q (949.526788 sec): 3 clusters Score: Raw -668332.731509 + Penalty 2940.885904 = -665391.845604 nChanged 1 SP:Iteration 42Q (949.550552 sec): 3 clusters Score: Raw -668332.875569 + Penalty 2940.885904 = -665391.989665 nChanged 2 SP:Iteration 43Q (949.574344 sec): 3 clusters Score: Raw -668333.051151 + Penalty 2940.885904 = -665392.165246 nChanged 0 SP:Iteration 44F (949.599475 sec): 3 clusters Score: Raw -668333.051151 + Penalty 2940.885904 = -665392.165246 nChanged 0 Score: Raw -22979693.188427 + Penalty 44941.326576 = -22934751.861851 Splitting cluster 7 changes total score from -22916918.104382 to -22934751.861851 So it's getting split into cluster 22. Trying to split cluster 8 (8289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (953.305196 sec): 2 clusters Score: Raw -694045.007972 + Penalty 1466.186250 = -692578.821722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (953.331257 sec): 3 clusters Score: Raw -689395.236695 + Penalty 2932.372499 = -686462.864195 nChanged 3515 SP:Iteration 1F (953.356116 sec): 3 clusters Score: Raw -691380.491895 + Penalty 2932.372499 = -688448.119395 nChanged 608 SP:Iteration 2F (953.380987 sec): 3 clusters Score: Raw -691742.178495 + Penalty 2932.372499 = -688809.805995 nChanged 561 SP:Iteration 3F (953.406071 sec): 3 clusters Score: Raw -692084.637803 + Penalty 2932.372499 = -689152.265304 nChanged 495 SP:Iteration 4F (953.431124 sec): 3 clusters Score: Raw -692470.195921 + Penalty 2932.372499 = -689537.823421 nChanged 512 SP:Iteration 5F (953.456001 sec): 3 clusters Score: Raw -692884.432537 + Penalty 2932.372499 = -689952.060037 nChanged 506 SP:Iteration 6F (953.481027 sec): 3 clusters Score: Raw -693356.096620 + Penalty 2932.372499 = -690423.724121 nChanged 514 SP:Iteration 7F (953.505877 sec): 3 clusters Score: Raw -693861.697464 + Penalty 2932.372499 = -690929.324964 nChanged 458 SP:Iteration 8F (953.530753 sec): 3 clusters Score: Raw -694418.682795 + Penalty 2932.372499 = -691486.310295 nChanged 483 SP:Iteration 9F (953.555664 sec): 3 clusters Score: Raw -695351.377757 + Penalty 2932.372499 = -692419.005258 nChanged 536 SP:Iteration 10F (953.580725 sec): 3 clusters Score: Raw -697191.090579 + Penalty 2932.372499 = -694258.718079 nChanged 416 SP:Iteration 11F (953.605695 sec): 3 clusters Score: Raw -699123.840376 + Penalty 2932.372499 = -696191.467877 nChanged 85 SP:Iteration 12Q (953.627609 sec): 3 clusters Score: Raw -699256.863602 + Penalty 2932.372499 = -696324.491102 nChanged 14 SP:Iteration 13Q (953.649193 sec): 3 clusters Score: Raw -699262.207272 + Penalty 2932.372499 = -696329.834772 nChanged 1 SP:Iteration 14Q (953.670921 sec): 3 clusters Score: Raw -699262.400974 + Penalty 2932.372499 = -696330.028474 nChanged 0 SP:Iteration 15F (953.695807 sec): 3 clusters Score: Raw -699262.400974 + Penalty 2932.372499 = -696330.028474 nChanged 0 Score: Raw -22984910.581429 + Penalty 46984.114148 = -22937926.467281 Splitting cluster 8 changes total score from -22916918.104382 to -22937926.467281 So it's getting split into cluster 23. Trying to split cluster 9 (3957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (957.564564 sec): 2 clusters Score: Raw -295546.956626 + Penalty 1346.026734 = -294200.929891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (957.584057 sec): 3 clusters Score: Raw -293557.113407 + Penalty 2692.053468 = -290865.059939 nChanged 1550 SP:Iteration 1F (957.603176 sec): 3 clusters Score: Raw -294509.200377 + Penalty 2692.053468 = -291817.146908 nChanged 335 SP:Iteration 2F (957.622248 sec): 3 clusters Score: Raw -294788.695758 + Penalty 2692.053468 = -292096.642290 nChanged 284 SP:Iteration 3F (957.641323 sec): 3 clusters Score: Raw -295020.937804 + Penalty 2692.053468 = -292328.884335 nChanged 219 SP:Iteration 4F (957.660445 sec): 3 clusters Score: Raw -295168.931175 + Penalty 2692.053468 = -292476.877707 nChanged 176 SP:Iteration 5Q (957.679395 sec): 3 clusters Score: Raw -295287.219385 + Penalty 2692.053468 = -292595.165917 nChanged 144 SP:Iteration 6Q (957.698364 sec): 3 clusters Score: Raw -295385.664543 + Penalty 2692.053468 = -292693.611074 nChanged 120 SP:Iteration 7Q (957.717285 sec): 3 clusters Score: Raw -295467.706496 + Penalty 2692.053468 = -292775.653028 nChanged 117 SP:Iteration 8Q (957.736258 sec): 3 clusters Score: Raw -295536.021372 + Penalty 2692.053468 = -292843.967903 nChanged 91 SP:Iteration 9Q (957.755161 sec): 3 clusters Score: Raw -295584.668093 + Penalty 2692.053468 = -292892.614625 nChanged 77 SP:Iteration 10Q (957.773985 sec): 3 clusters Score: Raw -295623.580852 + Penalty 2692.053468 = -292931.527384 nChanged 72 SP:Iteration 11Q (957.792969 sec): 3 clusters Score: Raw -295654.934384 + Penalty 2692.053468 = -292962.880915 nChanged 63 SP:Iteration 12Q (957.811824 sec): 3 clusters Score: Raw -295686.958506 + Penalty 2692.053468 = -292994.905038 nChanged 64 SP:Iteration 13Q (957.830626 sec): 3 clusters Score: Raw -295714.516819 + Penalty 2692.053468 = -293022.463351 nChanged 47 SP:Iteration 14Q (957.849562 sec): 3 clusters Score: Raw -295733.035074 + Penalty 2692.053468 = -293040.981605 nChanged 46 SP:Iteration 15Q (957.868418 sec): 3 clusters Score: Raw -295755.085997 + Penalty 2692.053468 = -293063.032529 nChanged 51 SP:Iteration 16Q (957.887210 sec): 3 clusters Score: Raw -295779.839584 + Penalty 2692.053468 = -293087.786115 nChanged 59 SP:Iteration 17Q (957.905913 sec): 3 clusters Score: Raw -295820.590920 + Penalty 2692.053468 = -293128.537451 nChanged 74 SP:Iteration 18Q (957.924729 sec): 3 clusters Score: Raw -295875.218771 + Penalty 2692.053468 = -293183.165303 nChanged 70 SP:Iteration 19Q (957.943450 sec): 3 clusters Score: Raw -295911.835569 + Penalty 2692.053468 = -293219.782100 nChanged 69 SP:Iteration 20F (957.962384 sec): 3 clusters Score: Raw -295952.963746 + Penalty 2692.053468 = -293260.910278 nChanged 72 SP:Iteration 21Q (957.980941 sec): 3 clusters Score: Raw -295989.848749 + Penalty 2692.053468 = -293297.795280 nChanged 66 SP:Iteration 22Q (957.999408 sec): 3 clusters Score: Raw -296031.080421 + Penalty 2692.053468 = -293339.026953 nChanged 65 SP:Iteration 23Q (958.017963 sec): 3 clusters Score: Raw -296069.172382 + Penalty 2692.053468 = -293377.118913 nChanged 64 SP:Iteration 24Q (958.036511 sec): 3 clusters Score: Raw -296108.939190 + Penalty 2692.053468 = -293416.885722 nChanged 71 SP:Iteration 25Q (958.054864 sec): 3 clusters Score: Raw -296145.748842 + Penalty 2692.053468 = -293453.695374 nChanged 56 SP:Iteration 26Q (958.073167 sec): 3 clusters Score: Raw -296181.956306 + Penalty 2692.053468 = -293489.902837 nChanged 58 SP:Iteration 27Q (958.091725 sec): 3 clusters Score: Raw -296221.363697 + Penalty 2692.053468 = -293529.310228 nChanged 48 SP:Iteration 28Q (958.110280 sec): 3 clusters Score: Raw -296244.080263 + Penalty 2692.053468 = -293552.026795 nChanged 32 SP:Iteration 29Q (958.128565 sec): 3 clusters Score: Raw -296254.383364 + Penalty 2692.053468 = -293562.329895 nChanged 27 SP:Iteration 30Q (958.146917 sec): 3 clusters Score: Raw -296265.692364 + Penalty 2692.053468 = -293573.638895 nChanged 33 SP:Iteration 31Q (958.165314 sec): 3 clusters Score: Raw -296282.570241 + Penalty 2692.053468 = -293590.516773 nChanged 41 SP:Iteration 32Q (958.183610 sec): 3 clusters Score: Raw -296302.285436 + Penalty 2692.053468 = -293610.231967 nChanged 36 SP:Iteration 33Q (958.201813 sec): 3 clusters Score: Raw -296324.516736 + Penalty 2692.053468 = -293632.463267 nChanged 39 SP:Iteration 34Q (958.220054 sec): 3 clusters Score: Raw -296340.584476 + Penalty 2692.053468 = -293648.531008 nChanged 37 SP:Iteration 35Q (958.248633 sec): 3 clusters Score: Raw -296357.656286 + Penalty 2692.053468 = -293665.602818 nChanged 32 SP:Iteration 36Q (958.266897 sec): 3 clusters Score: Raw -296371.491608 + Penalty 2692.053468 = -293679.438140 nChanged 28 SP:Iteration 37Q (958.285086 sec): 3 clusters Score: Raw -296381.934780 + Penalty 2692.053468 = -293689.881312 nChanged 18 SP:Iteration 38Q (958.303345 sec): 3 clusters Score: Raw -296386.315206 + Penalty 2692.053468 = -293694.261738 nChanged 13 SP:Iteration 39Q (958.321478 sec): 3 clusters Score: Raw -296390.658817 + Penalty 2692.053468 = -293698.605348 nChanged 10 SP:Iteration 40F (958.340320 sec): 3 clusters Score: Raw -296393.601880 + Penalty 2692.053468 = -293701.548412 nChanged 11 SP:Iteration 41Q (958.358520 sec): 3 clusters Score: Raw -296396.586236 + Penalty 2692.053468 = -293704.532768 nChanged 3 SP:Iteration 42Q (958.376780 sec): 3 clusters Score: Raw -296397.494528 + Penalty 2692.053468 = -293705.441059 nChanged 6 SP:Iteration 43Q (958.395140 sec): 3 clusters Score: Raw -296398.901400 + Penalty 2692.053468 = -293706.847932 nChanged 3 SP:Iteration 44Q (958.413512 sec): 3 clusters Score: Raw -296399.589779 + Penalty 2692.053468 = -293707.536310 nChanged 3 SP:Iteration 45Q (958.431658 sec): 3 clusters Score: Raw -296401.563902 + Penalty 2692.053468 = -293709.510434 nChanged 7 SP:Iteration 46Q (958.449923 sec): 3 clusters Score: Raw -296405.876950 + Penalty 2692.053468 = -293713.823481 nChanged 11 SP:Iteration 47Q (958.468065 sec): 3 clusters Score: Raw -296409.950057 + Penalty 2692.053468 = -293717.896589 nChanged 6 SP:Iteration 48Q (958.486344 sec): 3 clusters Score: Raw -296411.596531 + Penalty 2692.053468 = -293719.543063 nChanged 5 SP:Iteration 49Q (958.504530 sec): 3 clusters Score: Raw -296413.934753 + Penalty 2692.053468 = -293721.881285 nChanged 8 SP:Iteration 50Q (958.522735 sec): 3 clusters Score: Raw -296417.209665 + Penalty 2692.053468 = -293725.156197 nChanged 11 SP:Iteration 51Q (958.540838 sec): 3 clusters Score: Raw -296420.781255 + Penalty 2692.053468 = -293728.727787 nChanged 13 SP:Iteration 52Q (958.559028 sec): 3 clusters Score: Raw -296426.617212 + Penalty 2692.053468 = -293734.563744 nChanged 11 SP:Iteration 53Q (958.577376 sec): 3 clusters Score: Raw -296431.258973 + Penalty 2692.053468 = -293739.205505 nChanged 12 SP:Iteration 54Q (958.595593 sec): 3 clusters Score: Raw -296435.018965 + Penalty 2692.053468 = -293742.965497 nChanged 10 SP:Iteration 55Q (958.613925 sec): 3 clusters Score: Raw -296438.146609 + Penalty 2692.053468 = -293746.093141 nChanged 5 SP:Iteration 56Q (958.631905 sec): 3 clusters Score: Raw -296440.211646 + Penalty 2692.053468 = -293748.158177 nChanged 7 SP:Iteration 57Q (958.650202 sec): 3 clusters Score: Raw -296442.039648 + Penalty 2692.053468 = -293749.986180 nChanged 7 SP:Iteration 58Q (958.668398 sec): 3 clusters Score: Raw -296443.412137 + Penalty 2692.053468 = -293751.358669 nChanged 3 SP:Iteration 59Q (958.686563 sec): 3 clusters Score: Raw -296444.208120 + Penalty 2692.053468 = -293752.154652 nChanged 2 SP:Iteration 60F (958.705617 sec): 3 clusters Score: Raw -296444.599159 + Penalty 2692.053468 = -293752.545690 nChanged 0 Trying to split cluster 10 (8259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (958.727119 sec): 2 clusters Score: Raw -684055.376947 + Penalty 1465.597054 = -682589.779893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (958.752650 sec): 3 clusters Score: Raw -679468.541242 + Penalty 2931.194108 = -676537.347134 nChanged 3494 SP:Iteration 1F (958.777306 sec): 3 clusters Score: Raw -681468.020710 + Penalty 2931.194108 = -678536.826602 nChanged 603 SP:Iteration 2F (958.802024 sec): 3 clusters Score: Raw -681818.995933 + Penalty 2931.194108 = -678887.801825 nChanged 531 SP:Iteration 3F (958.827101 sec): 3 clusters Score: Raw -682141.249263 + Penalty 2931.194108 = -679210.055155 nChanged 482 SP:Iteration 4F (958.851997 sec): 3 clusters Score: Raw -682467.218864 + Penalty 2931.194108 = -679536.024756 nChanged 445 SP:Iteration 5F (958.876840 sec): 3 clusters Score: Raw -682794.262502 + Penalty 2931.194108 = -679863.068394 nChanged 447 SP:Iteration 6F (958.901837 sec): 3 clusters Score: Raw -683130.736351 + Penalty 2931.194108 = -680199.542243 nChanged 404 SP:Iteration 7Q (958.926740 sec): 3 clusters Score: Raw -683404.227802 + Penalty 2931.194108 = -680473.033694 nChanged 347 SP:Iteration 8Q (958.951560 sec): 3 clusters Score: Raw -683627.204145 + Penalty 2931.194108 = -680696.010037 nChanged 321 SP:Iteration 9Q (958.976179 sec): 3 clusters Score: Raw -683807.369584 + Penalty 2931.194108 = -680876.175476 nChanged 280 SP:Iteration 10Q (959.000903 sec): 3 clusters Score: Raw -683945.887892 + Penalty 2931.194108 = -681014.693784 nChanged 210 SP:Iteration 11Q (959.025455 sec): 3 clusters Score: Raw -684027.737450 + Penalty 2931.194108 = -681096.543342 nChanged 155 SP:Iteration 12Q (959.050184 sec): 3 clusters Score: Raw -684075.486698 + Penalty 2931.194108 = -681144.292590 nChanged 96 SP:Iteration 13Q (959.074861 sec): 3 clusters Score: Raw -684102.726699 + Penalty 2931.194108 = -681171.532591 nChanged 85 SP:Iteration 14Q (959.099248 sec): 3 clusters Score: Raw -684125.034259 + Penalty 2931.194108 = -681193.840151 nChanged 70 SP:Iteration 15Q (959.123747 sec): 3 clusters Score: Raw -684142.749581 + Penalty 2931.194108 = -681211.555473 nChanged 60 SP:Iteration 16Q (959.148294 sec): 3 clusters Score: Raw -684154.677558 + Penalty 2931.194108 = -681223.483450 nChanged 51 SP:Iteration 17Q (959.172807 sec): 3 clusters Score: Raw -684166.313907 + Penalty 2931.194108 = -681235.119800 nChanged 38 SP:Iteration 18Q (959.197099 sec): 3 clusters Score: Raw -684175.407001 + Penalty 2931.194108 = -681244.212893 nChanged 41 SP:Iteration 19Q (959.221363 sec): 3 clusters Score: Raw -684183.389631 + Penalty 2931.194108 = -681252.195523 nChanged 40 SP:Iteration 20F (959.246583 sec): 3 clusters Score: Raw -684189.758572 + Penalty 2931.194108 = -681258.564464 nChanged 28 SP:Iteration 21Q (959.271080 sec): 3 clusters Score: Raw -684193.018584 + Penalty 2931.194108 = -681261.824476 nChanged 12 SP:Iteration 22Q (959.295422 sec): 3 clusters Score: Raw -684194.678575 + Penalty 2931.194108 = -681263.484467 nChanged 13 SP:Iteration 23Q (959.319748 sec): 3 clusters Score: Raw -684196.387439 + Penalty 2931.194108 = -681265.193331 nChanged 12 SP:Iteration 24Q (959.344043 sec): 3 clusters Score: Raw -684197.573182 + Penalty 2931.194108 = -681266.379074 nChanged 7 SP:Iteration 25Q (959.368325 sec): 3 clusters Score: Raw -684198.098849 + Penalty 2931.194108 = -681266.904741 nChanged 1 SP:Iteration 26Q (959.392661 sec): 3 clusters Score: Raw -684198.369032 + Penalty 2931.194108 = -681267.174924 nChanged 1 SP:Iteration 27Q (959.416888 sec): 3 clusters Score: Raw -684198.420248 + Penalty 2931.194108 = -681267.226140 nChanged 1 SP:Iteration 28Q (959.441122 sec): 3 clusters Score: Raw -684198.497706 + Penalty 2931.194108 = -681267.303598 nChanged 1 SP:Iteration 29Q (959.465424 sec): 3 clusters Score: Raw -684198.588669 + Penalty 2931.194108 = -681267.394561 nChanged 2 SP:Iteration 30Q (959.489663 sec): 3 clusters Score: Raw -684198.815301 + Penalty 2931.194108 = -681267.621193 nChanged 2 SP:Iteration 31Q (959.513912 sec): 3 clusters Score: Raw -684199.101599 + Penalty 2931.194108 = -681267.907491 nChanged 2 SP:Iteration 32Q (959.538224 sec): 3 clusters Score: Raw -684199.176615 + Penalty 2931.194108 = -681267.982507 nChanged 2 SP:Iteration 33Q (959.562593 sec): 3 clusters Score: Raw -684199.349791 + Penalty 2931.194108 = -681268.155683 nChanged 3 SP:Iteration 34Q (959.586844 sec): 3 clusters Score: Raw -684199.539924 + Penalty 2931.194108 = -681268.345816 nChanged 3 SP:Iteration 35Q (959.611102 sec): 3 clusters Score: Raw -684199.763803 + Penalty 2931.194108 = -681268.569695 nChanged 3 SP:Iteration 36Q (959.635680 sec): 3 clusters Score: Raw -684199.982495 + Penalty 2931.194108 = -681268.788387 nChanged 2 SP:Iteration 37Q (959.660313 sec): 3 clusters Score: Raw -684200.133269 + Penalty 2931.194108 = -681268.939161 nChanged 1 SP:Iteration 38Q (959.684766 sec): 3 clusters Score: Raw -684200.176363 + Penalty 2931.194108 = -681268.982255 nChanged 0 SP:Iteration 39F (959.709715 sec): 3 clusters Score: Raw -684200.176363 + Penalty 2931.194108 = -681268.982255 nChanged 0 Trying to split cluster 12 (3345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (959.725857 sec): 2 clusters Score: Raw -271761.732075 + Penalty 1318.723571 = -270443.008504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (959.742959 sec): 3 clusters Score: Raw -270149.042473 + Penalty 2637.447141 = -267511.595332 nChanged 1285 SP:Iteration 1F (959.759102 sec): 3 clusters Score: Raw -270886.678586 + Penalty 2637.447141 = -268249.231445 nChanged 230 SP:Iteration 2F (959.775422 sec): 3 clusters Score: Raw -271010.697671 + Penalty 2637.447141 = -268373.250530 nChanged 126 SP:Iteration 3Q (959.791725 sec): 3 clusters Score: Raw -271082.531812 + Penalty 2637.447141 = -268445.084671 nChanged 102 SP:Iteration 4Q (959.807991 sec): 3 clusters Score: Raw -271134.702752 + Penalty 2637.447141 = -268497.255610 nChanged 86 SP:Iteration 5Q (959.824100 sec): 3 clusters Score: Raw -271179.419336 + Penalty 2637.447141 = -268541.972195 nChanged 71 SP:Iteration 6Q (959.840364 sec): 3 clusters Score: Raw -271210.011553 + Penalty 2637.447141 = -268572.564412 nChanged 60 SP:Iteration 7Q (959.856473 sec): 3 clusters Score: Raw -271237.082506 + Penalty 2637.447141 = -268599.635365 nChanged 55 SP:Iteration 8Q (959.872722 sec): 3 clusters Score: Raw -271260.221343 + Penalty 2637.447141 = -268622.774202 nChanged 50 SP:Iteration 9Q (959.888985 sec): 3 clusters Score: Raw -271283.728726 + Penalty 2637.447141 = -268646.281585 nChanged 52 SP:Iteration 10Q (959.905250 sec): 3 clusters Score: Raw -271307.755877 + Penalty 2637.447141 = -268670.308736 nChanged 51 SP:Iteration 11Q (959.921362 sec): 3 clusters Score: Raw -271328.109344 + Penalty 2637.447141 = -268690.662203 nChanged 51 SP:Iteration 12Q (959.937600 sec): 3 clusters Score: Raw -271348.798494 + Penalty 2637.447141 = -268711.351353 nChanged 51 SP:Iteration 13Q (959.953796 sec): 3 clusters Score: Raw -271370.479446 + Penalty 2637.447141 = -268733.032304 nChanged 38 SP:Iteration 14Q (959.969994 sec): 3 clusters Score: Raw -271384.456609 + Penalty 2637.447141 = -268747.009468 nChanged 32 SP:Iteration 15Q (959.986148 sec): 3 clusters Score: Raw -271395.191020 + Penalty 2637.447141 = -268757.743879 nChanged 30 SP:Iteration 16Q (960.002335 sec): 3 clusters Score: Raw -271408.929899 + Penalty 2637.447141 = -268771.482758 nChanged 32 SP:Iteration 17Q (960.018351 sec): 3 clusters Score: Raw -271422.712827 + Penalty 2637.447141 = -268785.265685 nChanged 38 SP:Iteration 18Q (960.034527 sec): 3 clusters Score: Raw -271443.687510 + Penalty 2637.447141 = -268806.240369 nChanged 43 SP:Iteration 19Q (960.050551 sec): 3 clusters Score: Raw -271469.898135 + Penalty 2637.447141 = -268832.450994 nChanged 43 SP:Iteration 20F (960.066578 sec): 3 clusters Score: Raw -271494.030730 + Penalty 2637.447141 = -268856.583589 nChanged 47 SP:Iteration 21Q (960.082642 sec): 3 clusters Score: Raw -271522.587351 + Penalty 2637.447141 = -268885.140210 nChanged 44 SP:Iteration 22Q (960.098582 sec): 3 clusters Score: Raw -271547.162043 + Penalty 2637.447141 = -268909.714902 nChanged 50 SP:Iteration 23Q (960.114509 sec): 3 clusters Score: Raw -271576.999296 + Penalty 2637.447141 = -268939.552155 nChanged 50 SP:Iteration 24Q (960.130543 sec): 3 clusters Score: Raw -271606.254067 + Penalty 2637.447141 = -268968.806926 nChanged 38 SP:Iteration 25Q (960.146540 sec): 3 clusters Score: Raw -271632.229113 + Penalty 2637.447141 = -268994.781972 nChanged 46 SP:Iteration 26Q (960.162524 sec): 3 clusters Score: Raw -271659.222986 + Penalty 2637.447141 = -269021.775845 nChanged 32 SP:Iteration 27Q (960.178287 sec): 3 clusters Score: Raw -271681.375337 + Penalty 2637.447141 = -269043.928196 nChanged 33 SP:Iteration 28Q (960.194039 sec): 3 clusters Score: Raw -271706.452707 + Penalty 2637.447141 = -269069.005566 nChanged 27 SP:Iteration 29Q (960.209810 sec): 3 clusters Score: Raw -271729.126850 + Penalty 2637.447141 = -269091.679709 nChanged 26 SP:Iteration 30Q (960.225573 sec): 3 clusters Score: Raw -271744.560757 + Penalty 2637.447141 = -269107.113616 nChanged 21 SP:Iteration 31Q (960.241166 sec): 3 clusters Score: Raw -271759.045814 + Penalty 2637.447141 = -269121.598673 nChanged 17 SP:Iteration 32Q (960.256850 sec): 3 clusters Score: Raw -271771.871189 + Penalty 2637.447141 = -269134.424048 nChanged 19 SP:Iteration 33Q (960.272396 sec): 3 clusters Score: Raw -271787.153357 + Penalty 2637.447141 = -269149.706216 nChanged 26 SP:Iteration 34Q (960.288035 sec): 3 clusters Score: Raw -271806.646261 + Penalty 2637.447141 = -269169.199120 nChanged 15 SP:Iteration 35Q (960.303645 sec): 3 clusters Score: Raw -271819.883924 + Penalty 2637.447141 = -269182.436783 nChanged 19 SP:Iteration 36Q (960.319151 sec): 3 clusters Score: Raw -271832.002184 + Penalty 2637.447141 = -269194.555043 nChanged 14 SP:Iteration 37Q (960.334573 sec): 3 clusters Score: Raw -271842.856313 + Penalty 2637.447141 = -269205.409172 nChanged 13 SP:Iteration 38Q (960.350093 sec): 3 clusters Score: Raw -271851.975120 + Penalty 2637.447141 = -269214.527979 nChanged 8 SP:Iteration 39Q (960.365622 sec): 3 clusters Score: Raw -271860.301044 + Penalty 2637.447141 = -269222.853903 nChanged 12 SP:Iteration 40F (960.381735 sec): 3 clusters Score: Raw -271872.047221 + Penalty 2637.447141 = -269234.600080 nChanged 10 SP:Iteration 41Q (960.397199 sec): 3 clusters Score: Raw -271881.517662 + Penalty 2637.447141 = -269244.070521 nChanged 4 SP:Iteration 42Q (960.412560 sec): 3 clusters Score: Raw -271884.682035 + Penalty 2637.447141 = -269247.234894 nChanged 6 SP:Iteration 43Q (960.427971 sec): 3 clusters Score: Raw -271890.885490 + Penalty 2637.447141 = -269253.438349 nChanged 8 SP:Iteration 44Q (960.443240 sec): 3 clusters Score: Raw -271897.639827 + Penalty 2637.447141 = -269260.192686 nChanged 3 SP:Iteration 45Q (960.458666 sec): 3 clusters Score: Raw -271899.027507 + Penalty 2637.447141 = -269261.580366 nChanged 1 SP:Iteration 46Q (960.474033 sec): 3 clusters Score: Raw -271899.735034 + Penalty 2637.447141 = -269262.287893 nChanged 2 SP:Iteration 47Q (960.489297 sec): 3 clusters Score: Raw -271901.421721 + Penalty 2637.447141 = -269263.974580 nChanged 2 SP:Iteration 48Q (960.504690 sec): 3 clusters Score: Raw -271902.160188 + Penalty 2637.447141 = -269264.713047 nChanged 0 SP:Iteration 49F (960.520859 sec): 3 clusters Score: Raw -271902.160188 + Penalty 2637.447141 = -269264.713047 nChanged 0 Trying to split cluster 14 (9449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (960.543941 sec): 2 clusters Score: Raw -753477.895502 + Penalty 1487.470432 = -751990.425070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (960.571620 sec): 3 clusters Score: Raw -748134.488563 + Penalty 2974.940863 = -745159.547700 nChanged 4162 SP:Iteration 1F (960.598411 sec): 3 clusters Score: Raw -750525.328321 + Penalty 2974.940863 = -747550.387458 nChanged 736 SP:Iteration 2F (960.625121 sec): 3 clusters Score: Raw -751048.964682 + Penalty 2974.940863 = -748074.023819 nChanged 725 SP:Iteration 3F (960.651757 sec): 3 clusters Score: Raw -751605.892920 + Penalty 2974.940863 = -748630.952057 nChanged 691 SP:Iteration 4F (960.678215 sec): 3 clusters Score: Raw -752159.677741 + Penalty 2974.940863 = -749184.736878 nChanged 593 SP:Iteration 5F (960.704787 sec): 3 clusters Score: Raw -752607.027083 + Penalty 2974.940863 = -749632.086220 nChanged 493 SP:Iteration 6F (960.731344 sec): 3 clusters Score: Raw -752932.561824 + Penalty 2974.940863 = -749957.620961 nChanged 367 SP:Iteration 7Q (960.758034 sec): 3 clusters Score: Raw -753130.690229 + Penalty 2974.940863 = -750155.749365 nChanged 278 SP:Iteration 8Q (960.784620 sec): 3 clusters Score: Raw -753285.808841 + Penalty 2974.940863 = -750310.867978 nChanged 240 SP:Iteration 9Q (960.810960 sec): 3 clusters Score: Raw -753405.421471 + Penalty 2974.940863 = -750430.480607 nChanged 179 SP:Iteration 10Q (960.837200 sec): 3 clusters Score: Raw -753479.242530 + Penalty 2974.940863 = -750504.301666 nChanged 154 SP:Iteration 11Q (960.863292 sec): 3 clusters Score: Raw -753533.460127 + Penalty 2974.940863 = -750558.519264 nChanged 127 SP:Iteration 12Q (960.889364 sec): 3 clusters Score: Raw -753578.392710 + Penalty 2974.940863 = -750603.451846 nChanged 118 SP:Iteration 13Q (960.915523 sec): 3 clusters Score: Raw -753620.053721 + Penalty 2974.940863 = -750645.112858 nChanged 105 SP:Iteration 14Q (960.941705 sec): 3 clusters Score: Raw -753654.758775 + Penalty 2974.940863 = -750679.817912 nChanged 84 SP:Iteration 15Q (960.967549 sec): 3 clusters Score: Raw -753677.672992 + Penalty 2974.940863 = -750702.732129 nChanged 68 SP:Iteration 16Q (960.993299 sec): 3 clusters Score: Raw -753696.475296 + Penalty 2974.940863 = -750721.534432 nChanged 60 SP:Iteration 17Q (961.019099 sec): 3 clusters Score: Raw -753712.189185 + Penalty 2974.940863 = -750737.248322 nChanged 52 SP:Iteration 18Q (961.045145 sec): 3 clusters Score: Raw -753728.967034 + Penalty 2974.940863 = -750754.026171 nChanged 65 SP:Iteration 19Q (961.070835 sec): 3 clusters Score: Raw -753755.923080 + Penalty 2974.940863 = -750780.982217 nChanged 72 SP:Iteration 20F (961.097434 sec): 3 clusters Score: Raw -753781.714770 + Penalty 2974.940863 = -750806.773907 nChanged 62 SP:Iteration 21Q (961.123226 sec): 3 clusters Score: Raw -753799.937830 + Penalty 2974.940863 = -750824.996966 nChanged 57 SP:Iteration 22Q (961.148991 sec): 3 clusters Score: Raw -753814.421815 + Penalty 2974.940863 = -750839.480951 nChanged 46 SP:Iteration 23Q (961.174580 sec): 3 clusters Score: Raw -753824.041202 + Penalty 2974.940863 = -750849.100339 nChanged 32 SP:Iteration 24Q (961.200435 sec): 3 clusters Score: Raw -753831.981735 + Penalty 2974.940863 = -750857.040872 nChanged 33 SP:Iteration 25Q (961.226253 sec): 3 clusters Score: Raw -753839.616543 + Penalty 2974.940863 = -750864.675680 nChanged 31 SP:Iteration 26Q (961.263986 sec): 3 clusters Score: Raw -753849.076324 + Penalty 2974.940863 = -750874.135460 nChanged 37 SP:Iteration 27Q (961.299867 sec): 3 clusters Score: Raw -753860.704919 + Penalty 2974.940863 = -750885.764056 nChanged 42 SP:Iteration 28Q (961.325662 sec): 3 clusters Score: Raw -753875.948581 + Penalty 2974.940863 = -750901.007717 nChanged 52 SP:Iteration 29Q (961.351232 sec): 3 clusters Score: Raw -753892.468872 + Penalty 2974.940863 = -750917.528009 nChanged 64 SP:Iteration 30Q (961.376850 sec): 3 clusters Score: Raw -753911.279779 + Penalty 2974.940863 = -750936.338915 nChanged 45 SP:Iteration 31Q (961.402399 sec): 3 clusters Score: Raw -753925.351827 + Penalty 2974.940863 = -750950.410964 nChanged 38 SP:Iteration 32Q (961.428025 sec): 3 clusters Score: Raw -753938.203559 + Penalty 2974.940863 = -750963.262695 nChanged 51 SP:Iteration 33Q (961.453445 sec): 3 clusters Score: Raw -753957.041057 + Penalty 2974.940863 = -750982.100194 nChanged 53 SP:Iteration 34Q (961.479047 sec): 3 clusters Score: Raw -753971.579259 + Penalty 2974.940863 = -750996.638396 nChanged 51 SP:Iteration 35Q (961.504441 sec): 3 clusters Score: Raw -753986.201345 + Penalty 2974.940863 = -751011.260482 nChanged 45 SP:Iteration 36Q (961.529959 sec): 3 clusters Score: Raw -753996.858511 + Penalty 2974.940863 = -751021.917647 nChanged 40 SP:Iteration 37Q (961.555559 sec): 3 clusters Score: Raw -754008.414261 + Penalty 2974.940863 = -751033.473398 nChanged 40 SP:Iteration 38Q (961.580695 sec): 3 clusters Score: Raw -754022.199352 + Penalty 2974.940863 = -751047.258489 nChanged 44 SP:Iteration 39Q (961.606306 sec): 3 clusters Score: Raw -754034.317121 + Penalty 2974.940863 = -751059.376257 nChanged 39 SP:Iteration 40F (961.633058 sec): 3 clusters Score: Raw -754043.676613 + Penalty 2974.940863 = -751068.735749 nChanged 39 SP:Iteration 41Q (961.658533 sec): 3 clusters Score: Raw -754056.042719 + Penalty 2974.940863 = -751081.101856 nChanged 48 SP:Iteration 42Q (961.684071 sec): 3 clusters Score: Raw -754068.397682 + Penalty 2974.940863 = -751093.456819 nChanged 40 SP:Iteration 43Q (961.709553 sec): 3 clusters Score: Raw -754076.723932 + Penalty 2974.940863 = -751101.783069 nChanged 30 SP:Iteration 44Q (961.734811 sec): 3 clusters Score: Raw -754084.539803 + Penalty 2974.940863 = -751109.598940 nChanged 23 SP:Iteration 45Q (961.760205 sec): 3 clusters Score: Raw -754088.852119 + Penalty 2974.940863 = -751113.911256 nChanged 15 SP:Iteration 46Q (961.785500 sec): 3 clusters Score: Raw -754091.565329 + Penalty 2974.940863 = -751116.624466 nChanged 13 SP:Iteration 47Q (961.810843 sec): 3 clusters Score: Raw -754094.008826 + Penalty 2974.940863 = -751119.067962 nChanged 16 SP:Iteration 48Q (961.835990 sec): 3 clusters Score: Raw -754097.192798 + Penalty 2974.940863 = -751122.251934 nChanged 11 SP:Iteration 49Q (961.861341 sec): 3 clusters Score: Raw -754099.106300 + Penalty 2974.940863 = -751124.165436 nChanged 9 SP:Iteration 50Q (961.886881 sec): 3 clusters Score: Raw -754100.449914 + Penalty 2974.940863 = -751125.509051 nChanged 9 SP:Iteration 51Q (961.912218 sec): 3 clusters Score: Raw -754101.947454 + Penalty 2974.940863 = -751127.006590 nChanged 6 SP:Iteration 52Q (961.937518 sec): 3 clusters Score: Raw -754102.885149 + Penalty 2974.940863 = -751127.944285 nChanged 3 SP:Iteration 53Q (961.962782 sec): 3 clusters Score: Raw -754103.170888 + Penalty 2974.940863 = -751128.230025 nChanged 2 SP:Iteration 54Q (961.988019 sec): 3 clusters Score: Raw -754103.394316 + Penalty 2974.940863 = -751128.453453 nChanged 1 SP:Iteration 55Q (962.013216 sec): 3 clusters Score: Raw -754103.604692 + Penalty 2974.940863 = -751128.663829 nChanged 2 SP:Iteration 56Q (962.038418 sec): 3 clusters Score: Raw -754103.985989 + Penalty 2974.940863 = -751129.045125 nChanged 4 SP:Iteration 57Q (962.063937 sec): 3 clusters Score: Raw -754104.754247 + Penalty 2974.940863 = -751129.813384 nChanged 3 SP:Iteration 58Q (962.089072 sec): 3 clusters Score: Raw -754105.128624 + Penalty 2974.940863 = -751130.187761 nChanged 5 SP:Iteration 59Q (962.114377 sec): 3 clusters Score: Raw -754106.015829 + Penalty 2974.940863 = -751131.074966 nChanged 3 SP:Iteration 60F (962.140848 sec): 3 clusters Score: Raw -754106.709705 + Penalty 2974.940863 = -751131.768841 nChanged 5 SP:Iteration 61Q (962.166114 sec): 3 clusters Score: Raw -754108.261076 + Penalty 2974.940863 = -751133.320213 nChanged 5 SP:Iteration 62Q (962.191505 sec): 3 clusters Score: Raw -754109.391390 + Penalty 2974.940863 = -751134.450527 nChanged 6 SP:Iteration 63Q (962.216910 sec): 3 clusters Score: Raw -754110.360886 + Penalty 2974.940863 = -751135.420023 nChanged 7 SP:Iteration 64Q (962.242109 sec): 3 clusters Score: Raw -754112.340418 + Penalty 2974.940863 = -751137.399555 nChanged 8 SP:Iteration 65Q (962.267330 sec): 3 clusters Score: Raw -754115.243214 + Penalty 2974.940863 = -751140.302351 nChanged 13 SP:Iteration 66Q (962.292501 sec): 3 clusters Score: Raw -754118.681718 + Penalty 2974.940863 = -751143.740854 nChanged 15 SP:Iteration 67Q (962.318112 sec): 3 clusters Score: Raw -754121.736252 + Penalty 2974.940863 = -751146.795389 nChanged 13 SP:Iteration 68Q (962.343498 sec): 3 clusters Score: Raw -754125.864985 + Penalty 2974.940863 = -751150.924121 nChanged 18 SP:Iteration 69Q (962.368717 sec): 3 clusters Score: Raw -754129.157843 + Penalty 2974.940863 = -751154.216980 nChanged 14 SP:Iteration 70Q (962.394022 sec): 3 clusters Score: Raw -754131.517904 + Penalty 2974.940863 = -751156.577041 nChanged 7 SP:Iteration 71Q (962.419385 sec): 3 clusters Score: Raw -754132.468858 + Penalty 2974.940863 = -751157.527995 nChanged 7 SP:Iteration 72Q (962.444442 sec): 3 clusters Score: Raw -754133.632338 + Penalty 2974.940863 = -751158.691475 nChanged 6 SP:Iteration 73Q (962.469652 sec): 3 clusters Score: Raw -754134.775248 + Penalty 2974.940863 = -751159.834385 nChanged 6 SP:Iteration 74Q (962.494891 sec): 3 clusters Score: Raw -754135.654009 + Penalty 2974.940863 = -751160.713146 nChanged 7 SP:Iteration 75Q (962.520232 sec): 3 clusters Score: Raw -754136.979783 + Penalty 2974.940863 = -751162.038920 nChanged 6 SP:Iteration 76Q (962.545468 sec): 3 clusters Score: Raw -754138.445885 + Penalty 2974.940863 = -751163.505021 nChanged 6 SP:Iteration 77Q (962.570764 sec): 3 clusters Score: Raw -754139.663457 + Penalty 2974.940863 = -751164.722593 nChanged 4 SP:Iteration 78Q (962.595891 sec): 3 clusters Score: Raw -754140.636292 + Penalty 2974.940863 = -751165.695428 nChanged 6 SP:Iteration 79Q (962.621025 sec): 3 clusters Score: Raw -754141.294806 + Penalty 2974.940863 = -751166.353943 nChanged 4 SP:Iteration 80F (962.647862 sec): 3 clusters Score: Raw -754141.661350 + Penalty 2974.940863 = -751166.720487 nChanged 3 SP:Iteration 81Q (962.673041 sec): 3 clusters Score: Raw -754141.989998 + Penalty 2974.940863 = -751167.049135 nChanged 4 SP:Iteration 82Q (962.698235 sec): 3 clusters Score: Raw -754142.779757 + Penalty 2974.940863 = -751167.838894 nChanged 1 SP:Iteration 83Q (962.723590 sec): 3 clusters Score: Raw -754142.893970 + Penalty 2974.940863 = -751167.953106 nChanged 0 SP:Iteration 84F (962.750105 sec): 3 clusters Score: Raw -754142.893970 + Penalty 2974.940863 = -751167.953106 nChanged 0 Trying to split cluster 15 (24536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (962.789977 sec): 2 clusters Score: Raw -1909662.124387 + Penalty 1642.533215 = -1908019.591172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (962.839301 sec): 3 clusters Score: Raw -1894762.187397 + Penalty 3285.066429 = -1891477.120968 nChanged 11267 SP:Iteration 1F (962.886856 sec): 3 clusters Score: Raw -1901581.507067 + Penalty 3285.066429 = -1898296.440638 nChanged 1781 SP:Iteration 2F (962.936081 sec): 3 clusters Score: Raw -1903328.837906 + Penalty 3285.066429 = -1900043.771477 nChanged 2447 SP:Iteration 3F (962.984987 sec): 3 clusters Score: Raw -1906408.917395 + Penalty 3285.066429 = -1903123.850966 nChanged 2683 SP:Iteration 4F (963.034046 sec): 3 clusters Score: Raw -1909396.589699 + Penalty 3285.066429 = -1906111.523270 nChanged 2094 SP:Iteration 5F (963.083076 sec): 3 clusters Score: Raw -1911219.240396 + Penalty 3285.066429 = -1907934.173967 nChanged 1296 SP:Iteration 6F (963.132262 sec): 3 clusters Score: Raw -1912178.874921 + Penalty 3285.066429 = -1908893.808492 nChanged 772 SP:Iteration 7Q (963.182478 sec): 3 clusters Score: Raw -1912697.607829 + Penalty 3285.066429 = -1909412.541400 nChanged 480 SP:Iteration 8Q (963.231804 sec): 3 clusters Score: Raw -1913003.211337 + Penalty 3285.066429 = -1909718.144907 nChanged 332 SP:Iteration 9Q (963.281057 sec): 3 clusters Score: Raw -1913186.977431 + Penalty 3285.066429 = -1909901.911002 nChanged 211 SP:Iteration 10Q (963.329609 sec): 3 clusters Score: Raw -1913270.493400 + Penalty 3285.066429 = -1909985.426971 nChanged 153 SP:Iteration 11Q (963.377349 sec): 3 clusters Score: Raw -1913317.633670 + Penalty 3285.066429 = -1910032.567241 nChanged 107 SP:Iteration 12Q (963.424152 sec): 3 clusters Score: Raw -1913340.315293 + Penalty 3285.066429 = -1910055.248864 nChanged 72 SP:Iteration 13Q (963.470787 sec): 3 clusters Score: Raw -1913351.671889 + Penalty 3285.066429 = -1910066.605460 nChanged 55 SP:Iteration 14Q (963.517764 sec): 3 clusters Score: Raw -1913360.705984 + Penalty 3285.066429 = -1910075.639555 nChanged 45 SP:Iteration 15Q (963.564261 sec): 3 clusters Score: Raw -1913367.275627 + Penalty 3285.066429 = -1910082.209198 nChanged 46 SP:Iteration 16Q (963.609971 sec): 3 clusters Score: Raw -1913373.944789 + Penalty 3285.066429 = -1910088.878360 nChanged 39 SP:Iteration 17Q (963.655962 sec): 3 clusters Score: Raw -1913379.474615 + Penalty 3285.066429 = -1910094.408186 nChanged 40 SP:Iteration 18Q (963.701850 sec): 3 clusters Score: Raw -1913386.136930 + Penalty 3285.066429 = -1910101.070501 nChanged 36 SP:Iteration 19Q (963.747453 sec): 3 clusters Score: Raw -1913391.547023 + Penalty 3285.066429 = -1910106.480594 nChanged 28 SP:Iteration 20F (963.796176 sec): 3 clusters Score: Raw -1913395.650438 + Penalty 3285.066429 = -1910110.584009 nChanged 18 SP:Iteration 21Q (963.842392 sec): 3 clusters Score: Raw -1913397.884397 + Penalty 3285.066429 = -1910112.817967 nChanged 16 SP:Iteration 22Q (963.887887 sec): 3 clusters Score: Raw -1913400.196808 + Penalty 3285.066429 = -1910115.130379 nChanged 21 SP:Iteration 23Q (963.933616 sec): 3 clusters Score: Raw -1913402.404464 + Penalty 3285.066429 = -1910117.338035 nChanged 11 SP:Iteration 24Q (963.979358 sec): 3 clusters Score: Raw -1913403.610144 + Penalty 3285.066429 = -1910118.543714 nChanged 10 SP:Iteration 25Q (964.024868 sec): 3 clusters Score: Raw -1913404.637758 + Penalty 3285.066429 = -1910119.571329 nChanged 7 SP:Iteration 26Q (964.070362 sec): 3 clusters Score: Raw -1913405.131151 + Penalty 3285.066429 = -1910120.064722 nChanged 1 SP:Iteration 27Q (964.115872 sec): 3 clusters Score: Raw -1913405.155000 + Penalty 3285.066429 = -1910120.088570 nChanged 0 SP:Iteration 28F (964.164620 sec): 3 clusters Score: Raw -1913405.155000 + Penalty 3285.066429 = -1910120.088570 nChanged 0 Score: Raw -22988653.612042 + Penalty 49026.901719 = -22939626.710322 Splitting cluster 15 changes total score from -22916918.104382 to -22939626.710322 So it's getting split into cluster 24. Trying to split cluster 16 (9851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (968.414584 sec): 2 clusters Score: Raw -791520.417515 + Penalty 1494.240841 = -790026.176674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (968.443085 sec): 3 clusters Score: Raw -785970.643102 + Penalty 2988.481682 = -782982.161420 nChanged 4260 SP:Iteration 1F (968.470686 sec): 3 clusters Score: Raw -788524.925171 + Penalty 2988.481682 = -785536.443489 nChanged 734 SP:Iteration 2F (968.498273 sec): 3 clusters Score: Raw -789013.988135 + Penalty 2988.481682 = -786025.506453 nChanged 686 SP:Iteration 3F (968.526019 sec): 3 clusters Score: Raw -789533.333849 + Penalty 2988.481682 = -786544.852167 nChanged 671 SP:Iteration 4F (968.553671 sec): 3 clusters Score: Raw -790069.836345 + Penalty 2988.481682 = -787081.354663 nChanged 667 SP:Iteration 5F (968.584010 sec): 3 clusters Score: Raw -790665.409128 + Penalty 2988.481682 = -787676.927447 nChanged 678 SP:Iteration 6F (968.612024 sec): 3 clusters Score: Raw -791260.894080 + Penalty 2988.481682 = -788272.412398 nChanged 597 SP:Iteration 7F (968.639648 sec): 3 clusters Score: Raw -791798.377832 + Penalty 2988.481682 = -788809.896150 nChanged 530 SP:Iteration 8F (968.667406 sec): 3 clusters Score: Raw -792375.038466 + Penalty 2988.481682 = -789386.556785 nChanged 496 SP:Iteration 9F (968.695071 sec): 3 clusters Score: Raw -792904.573691 + Penalty 2988.481682 = -789916.092009 nChanged 417 SP:Iteration 10Q (968.722195 sec): 3 clusters Score: Raw -793305.305955 + Penalty 2988.481682 = -790316.824273 nChanged 330 SP:Iteration 11Q (968.748966 sec): 3 clusters Score: Raw -793563.538126 + Penalty 2988.481682 = -790575.056444 nChanged 252 SP:Iteration 12Q (968.775750 sec): 3 clusters Score: Raw -793744.994332 + Penalty 2988.481682 = -790756.512650 nChanged 202 SP:Iteration 13Q (968.802560 sec): 3 clusters Score: Raw -793908.450231 + Penalty 2988.481682 = -790919.968549 nChanged 151 SP:Iteration 14Q (968.828902 sec): 3 clusters Score: Raw -794021.963811 + Penalty 2988.481682 = -791033.482129 nChanged 140 SP:Iteration 15Q (968.854994 sec): 3 clusters Score: Raw -794099.520492 + Penalty 2988.481682 = -791111.038810 nChanged 104 SP:Iteration 16Q (968.881034 sec): 3 clusters Score: Raw -794149.597014 + Penalty 2988.481682 = -791161.115332 nChanged 81 SP:Iteration 17Q (968.907128 sec): 3 clusters Score: Raw -794177.996644 + Penalty 2988.481682 = -791189.514962 nChanged 58 SP:Iteration 18Q (968.933123 sec): 3 clusters Score: Raw -794192.619968 + Penalty 2988.481682 = -791204.138286 nChanged 42 SP:Iteration 19Q (968.959034 sec): 3 clusters Score: Raw -794202.013126 + Penalty 2988.481682 = -791213.531444 nChanged 41 SP:Iteration 20F (968.986702 sec): 3 clusters Score: Raw -794214.850897 + Penalty 2988.481682 = -791226.369215 nChanged 30 SP:Iteration 21Q (969.012564 sec): 3 clusters Score: Raw -794224.179997 + Penalty 2988.481682 = -791235.698315 nChanged 34 SP:Iteration 22Q (969.038405 sec): 3 clusters Score: Raw -794234.960581 + Penalty 2988.481682 = -791246.478899 nChanged 32 SP:Iteration 23Q (969.064506 sec): 3 clusters Score: Raw -794244.283064 + Penalty 2988.481682 = -791255.801382 nChanged 28 SP:Iteration 24Q (969.090440 sec): 3 clusters Score: Raw -794252.053361 + Penalty 2988.481682 = -791263.571679 nChanged 25 SP:Iteration 25Q (969.116541 sec): 3 clusters Score: Raw -794260.788034 + Penalty 2988.481682 = -791272.306352 nChanged 28 SP:Iteration 26Q (969.142446 sec): 3 clusters Score: Raw -794268.899301 + Penalty 2988.481682 = -791280.417619 nChanged 30 SP:Iteration 27Q (969.168241 sec): 3 clusters Score: Raw -794275.243901 + Penalty 2988.481682 = -791286.762219 nChanged 25 SP:Iteration 28Q (969.194023 sec): 3 clusters Score: Raw -794279.497789 + Penalty 2988.481682 = -791291.016107 nChanged 16 SP:Iteration 29Q (969.220021 sec): 3 clusters Score: Raw -794282.557712 + Penalty 2988.481682 = -791294.076030 nChanged 18 SP:Iteration 30Q (969.245919 sec): 3 clusters Score: Raw -794285.784430 + Penalty 2988.481682 = -791297.302748 nChanged 13 SP:Iteration 31Q (969.271853 sec): 3 clusters Score: Raw -794287.813126 + Penalty 2988.481682 = -791299.331444 nChanged 8 SP:Iteration 32Q (969.297661 sec): 3 clusters Score: Raw -794288.609261 + Penalty 2988.481682 = -791300.127579 nChanged 7 SP:Iteration 33Q (969.323402 sec): 3 clusters Score: Raw -794289.389472 + Penalty 2988.481682 = -791300.907790 nChanged 8 SP:Iteration 34Q (969.349196 sec): 3 clusters Score: Raw -794290.233543 + Penalty 2988.481682 = -791301.751861 nChanged 6 SP:Iteration 35Q (969.375051 sec): 3 clusters Score: Raw -794290.851150 + Penalty 2988.481682 = -791302.369468 nChanged 2 SP:Iteration 36Q (969.400881 sec): 3 clusters Score: Raw -794290.972282 + Penalty 2988.481682 = -791302.490600 nChanged 0 SP:Iteration 37F (969.428355 sec): 3 clusters Score: Raw -794290.972282 + Penalty 2988.481682 = -791302.490600 nChanged 0 Score: Raw -22991424.166809 + Penalty 51069.689291 = -22940354.477518 Splitting cluster 16 changes total score from -22916918.104382 to -22940354.477518 So it's getting split into cluster 25. Trying to split cluster 17 (16326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (973.627339 sec): 2 clusters Score: Raw -1352754.788171 + Penalty 1576.333559 = -1351178.454613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (973.665015 sec): 3 clusters Score: Raw -1343082.959394 + Penalty 3152.667118 = -1339930.292277 nChanged 7317 SP:Iteration 1F (973.700999 sec): 3 clusters Score: Raw -1347510.393154 + Penalty 3152.667118 = -1344357.726036 nChanged 1126 SP:Iteration 2F (973.737011 sec): 3 clusters Score: Raw -1348247.675282 + Penalty 3152.667118 = -1345095.008164 nChanged 1088 SP:Iteration 3F (973.773047 sec): 3 clusters Score: Raw -1349065.420874 + Penalty 3152.667118 = -1345912.753757 nChanged 1137 SP:Iteration 4F (973.809037 sec): 3 clusters Score: Raw -1350042.595090 + Penalty 3152.667118 = -1346889.927973 nChanged 1160 SP:Iteration 5F (973.845158 sec): 3 clusters Score: Raw -1351128.463588 + Penalty 3152.667118 = -1347975.796470 nChanged 1117 SP:Iteration 6F (973.881225 sec): 3 clusters Score: Raw -1352042.483452 + Penalty 3152.667118 = -1348889.816334 nChanged 905 SP:Iteration 7F (973.917548 sec): 3 clusters Score: Raw -1352611.150418 + Penalty 3152.667118 = -1349458.483300 nChanged 639 SP:Iteration 8Q (973.952917 sec): 3 clusters Score: Raw -1352918.772008 + Penalty 3152.667118 = -1349766.104890 nChanged 470 SP:Iteration 9Q (973.987873 sec): 3 clusters Score: Raw -1353118.192737 + Penalty 3152.667118 = -1349965.525619 nChanged 390 SP:Iteration 10Q (974.022524 sec): 3 clusters Score: Raw -1353270.007956 + Penalty 3152.667118 = -1350117.340839 nChanged 307 SP:Iteration 11Q (974.057347 sec): 3 clusters Score: Raw -1353371.151644 + Penalty 3152.667118 = -1350218.484526 nChanged 229 SP:Iteration 12Q (974.091765 sec): 3 clusters Score: Raw -1353442.024309 + Penalty 3152.667118 = -1350289.357191 nChanged 204 SP:Iteration 13Q (974.126168 sec): 3 clusters Score: Raw -1353502.511706 + Penalty 3152.667118 = -1350349.844589 nChanged 201 SP:Iteration 14Q (974.160402 sec): 3 clusters Score: Raw -1353561.226277 + Penalty 3152.667118 = -1350408.559159 nChanged 184 SP:Iteration 15Q (974.194405 sec): 3 clusters Score: Raw -1353616.838494 + Penalty 3152.667118 = -1350464.171377 nChanged 201 SP:Iteration 16Q (974.228453 sec): 3 clusters Score: Raw -1353685.521674 + Penalty 3152.667118 = -1350532.854557 nChanged 220 SP:Iteration 17Q (974.262379 sec): 3 clusters Score: Raw -1353768.635154 + Penalty 3152.667118 = -1350615.968036 nChanged 232 SP:Iteration 18Q (974.296308 sec): 3 clusters Score: Raw -1353864.792365 + Penalty 3152.667118 = -1350712.125247 nChanged 298 SP:Iteration 19Q (974.330105 sec): 3 clusters Score: Raw -1354013.968885 + Penalty 3152.667118 = -1350861.301767 nChanged 301 SP:Iteration 20F (974.365975 sec): 3 clusters Score: Raw -1354177.783018 + Penalty 3152.667118 = -1351025.115901 nChanged 319 SP:Iteration 21Q (974.399987 sec): 3 clusters Score: Raw -1354371.455237 + Penalty 3152.667118 = -1351218.788119 nChanged 351 SP:Iteration 22Q (974.433569 sec): 3 clusters Score: Raw -1354621.854365 + Penalty 3152.667118 = -1351469.187248 nChanged 339 SP:Iteration 23Q (974.466921 sec): 3 clusters Score: Raw -1354874.712225 + Penalty 3152.667118 = -1351722.045108 nChanged 294 SP:Iteration 24Q (974.499938 sec): 3 clusters Score: Raw -1355105.423955 + Penalty 3152.667118 = -1351952.756838 nChanged 247 SP:Iteration 25Q (974.532622 sec): 3 clusters Score: Raw -1355294.229048 + Penalty 3152.667118 = -1352141.561930 nChanged 182 SP:Iteration 26Q (974.564910 sec): 3 clusters Score: Raw -1355420.244826 + Penalty 3152.667118 = -1352267.577708 nChanged 145 SP:Iteration 27Q (974.596876 sec): 3 clusters Score: Raw -1355524.227557 + Penalty 3152.667118 = -1352371.560439 nChanged 110 SP:Iteration 28Q (974.628645 sec): 3 clusters Score: Raw -1355587.986025 + Penalty 3152.667118 = -1352435.318907 nChanged 65 SP:Iteration 29Q (974.660084 sec): 3 clusters Score: Raw -1355610.744849 + Penalty 3152.667118 = -1352458.077731 nChanged 41 SP:Iteration 30Q (974.691678 sec): 3 clusters Score: Raw -1355622.413763 + Penalty 3152.667118 = -1352469.746646 nChanged 28 SP:Iteration 31Q (974.722809 sec): 3 clusters Score: Raw -1355628.175163 + Penalty 3152.667118 = -1352475.508045 nChanged 21 SP:Iteration 32Q (974.753987 sec): 3 clusters Score: Raw -1355632.028541 + Penalty 3152.667118 = -1352479.361423 nChanged 14 SP:Iteration 33Q (974.785397 sec): 3 clusters Score: Raw -1355634.503741 + Penalty 3152.667118 = -1352481.836624 nChanged 11 SP:Iteration 34Q (974.816536 sec): 3 clusters Score: Raw -1355636.387292 + Penalty 3152.667118 = -1352483.720175 nChanged 10 SP:Iteration 35Q (974.847551 sec): 3 clusters Score: Raw -1355637.762572 + Penalty 3152.667118 = -1352485.095455 nChanged 6 SP:Iteration 36Q (974.878698 sec): 3 clusters Score: Raw -1355638.433459 + Penalty 3152.667118 = -1352485.766341 nChanged 1 SP:Iteration 37Q (974.909788 sec): 3 clusters Score: Raw -1355638.523662 + Penalty 3152.667118 = -1352485.856545 nChanged 2 SP:Iteration 38Q (974.940731 sec): 3 clusters Score: Raw -1355638.749934 + Penalty 3152.667118 = -1352486.082816 nChanged 1 SP:Iteration 39Q (974.971795 sec): 3 clusters Score: Raw -1355638.788712 + Penalty 3152.667118 = -1352486.121595 nChanged 0 SP:Iteration 40F (975.007653 sec): 3 clusters Score: Raw -1355638.788712 + Penalty 3152.667118 = -1352486.121595 nChanged 0 Score: Raw -22994308.167349 + Penalty 53112.476862 = -22941195.690487 Splitting cluster 17 changes total score from -22916918.104382 to -22941195.690487 So it's getting split into cluster 26. Trying to split cluster 18 (29987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (979.383817 sec): 2 clusters Score: Raw -2505684.718335 + Penalty 1675.134375 = -2504009.583959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (979.443285 sec): 3 clusters Score: Raw -2487354.622080 + Penalty 3350.268751 = -2484004.353329 nChanged 13759 SP:Iteration 1F (979.498676 sec): 3 clusters Score: Raw -2495725.519438 + Penalty 3350.268751 = -2492375.250687 nChanged 1966 SP:Iteration 2F (979.554185 sec): 3 clusters Score: Raw -2496888.593702 + Penalty 3350.268751 = -2493538.324951 nChanged 2213 SP:Iteration 3F (979.609251 sec): 3 clusters Score: Raw -2498652.503260 + Penalty 3350.268751 = -2495302.234509 nChanged 2593 SP:Iteration 4F (979.664543 sec): 3 clusters Score: Raw -2501187.529823 + Penalty 3350.268751 = -2497837.261072 nChanged 2729 SP:Iteration 5F (979.719907 sec): 3 clusters Score: Raw -2503985.011123 + Penalty 3350.268751 = -2500634.742372 nChanged 2253 SP:Iteration 6F (979.775591 sec): 3 clusters Score: Raw -2506095.703734 + Penalty 3350.268751 = -2502745.434983 nChanged 1596 SP:Iteration 7F (979.830989 sec): 3 clusters Score: Raw -2507364.225941 + Penalty 3350.268751 = -2504013.957190 nChanged 1015 SP:Iteration 8Q (979.887343 sec): 3 clusters Score: Raw -2507978.578448 + Penalty 3350.268751 = -2504628.309697 nChanged 668 SP:Iteration 9Q (979.942572 sec): 3 clusters Score: Raw -2508291.144099 + Penalty 3350.268751 = -2504940.875348 nChanged 469 SP:Iteration 10Q (979.997379 sec): 3 clusters Score: Raw -2508439.870751 + Penalty 3350.268751 = -2505089.602000 nChanged 309 SP:Iteration 11Q (980.051918 sec): 3 clusters Score: Raw -2508526.530682 + Penalty 3350.268751 = -2505176.261931 nChanged 239 SP:Iteration 12Q (980.106191 sec): 3 clusters Score: Raw -2508583.541292 + Penalty 3350.268751 = -2505233.272541 nChanged 163 SP:Iteration 13Q (980.160225 sec): 3 clusters Score: Raw -2508616.417264 + Penalty 3350.268751 = -2505266.148513 nChanged 144 SP:Iteration 14Q (980.214382 sec): 3 clusters Score: Raw -2508641.161208 + Penalty 3350.268751 = -2505290.892458 nChanged 117 SP:Iteration 15Q (980.268587 sec): 3 clusters Score: Raw -2508660.180127 + Penalty 3350.268751 = -2505309.911376 nChanged 93 SP:Iteration 16Q (980.322597 sec): 3 clusters Score: Raw -2508673.972081 + Penalty 3350.268751 = -2505323.703330 nChanged 60 SP:Iteration 17Q (980.376829 sec): 3 clusters Score: Raw -2508680.998126 + Penalty 3350.268751 = -2505330.729375 nChanged 41 SP:Iteration 18Q (980.430866 sec): 3 clusters Score: Raw -2508685.071053 + Penalty 3350.268751 = -2505334.802302 nChanged 30 SP:Iteration 19Q (980.484862 sec): 3 clusters Score: Raw -2508687.256336 + Penalty 3350.268751 = -2505336.987585 nChanged 21 SP:Iteration 20F (980.539598 sec): 3 clusters Score: Raw -2508689.377838 + Penalty 3350.268751 = -2505339.109087 nChanged 29 SP:Iteration 21Q (980.594766 sec): 3 clusters Score: Raw -2508692.673993 + Penalty 3350.268751 = -2505342.405243 nChanged 23 SP:Iteration 22Q (980.648865 sec): 3 clusters Score: Raw -2508694.810206 + Penalty 3350.268751 = -2505344.541455 nChanged 24 SP:Iteration 23Q (980.703275 sec): 3 clusters Score: Raw -2508696.781622 + Penalty 3350.268751 = -2505346.512871 nChanged 19 SP:Iteration 24Q (980.757612 sec): 3 clusters Score: Raw -2508698.118512 + Penalty 3350.268751 = -2505347.849761 nChanged 19 SP:Iteration 25Q (980.811832 sec): 3 clusters Score: Raw -2508699.483172 + Penalty 3350.268751 = -2505349.214421 nChanged 15 SP:Iteration 26Q (980.865880 sec): 3 clusters Score: Raw -2508700.533231 + Penalty 3350.268751 = -2505350.264480 nChanged 17 SP:Iteration 27Q (980.920421 sec): 3 clusters Score: Raw -2508701.800047 + Penalty 3350.268751 = -2505351.531296 nChanged 15 SP:Iteration 28Q (980.974499 sec): 3 clusters Score: Raw -2508702.680307 + Penalty 3350.268751 = -2505352.411556 nChanged 16 SP:Iteration 29Q (981.028561 sec): 3 clusters Score: Raw -2508703.929133 + Penalty 3350.268751 = -2505353.660383 nChanged 12 SP:Iteration 30Q (981.082864 sec): 3 clusters Score: Raw -2508704.789287 + Penalty 3350.268751 = -2505354.520536 nChanged 17 SP:Iteration 31Q (981.137131 sec): 3 clusters Score: Raw -2508705.984753 + Penalty 3350.268751 = -2505355.716003 nChanged 14 SP:Iteration 32Q (981.191021 sec): 3 clusters Score: Raw -2508707.352149 + Penalty 3350.268751 = -2505357.083398 nChanged 17 SP:Iteration 33Q (981.245021 sec): 3 clusters Score: Raw -2508708.431954 + Penalty 3350.268751 = -2505358.163203 nChanged 12 SP:Iteration 34Q (981.299158 sec): 3 clusters Score: Raw -2508709.241891 + Penalty 3350.268751 = -2505358.973140 nChanged 13 SP:Iteration 35Q (981.353033 sec): 3 clusters Score: Raw -2508710.051126 + Penalty 3350.268751 = -2505359.782375 nChanged 15 SP:Iteration 36Q (981.407044 sec): 3 clusters Score: Raw -2508710.898049 + Penalty 3350.268751 = -2505360.629298 nChanged 10 SP:Iteration 37Q (981.461302 sec): 3 clusters Score: Raw -2508711.465484 + Penalty 3350.268751 = -2505361.196733 nChanged 9 SP:Iteration 38Q (981.515206 sec): 3 clusters Score: Raw -2508711.795241 + Penalty 3350.268751 = -2505361.526491 nChanged 1 SP:Iteration 39Q (981.569224 sec): 3 clusters Score: Raw -2508711.818934 + Penalty 3350.268751 = -2505361.550184 nChanged 0 SP:Iteration 40F (981.623832 sec): 3 clusters Score: Raw -2508711.818934 + Penalty 3350.268751 = -2505361.550184 nChanged 0 Score: Raw -22997335.267949 + Penalty 55155.264434 = -22942180.003515 Splitting cluster 18 changes total score from -22916918.104382 to -22942180.003515 So it's getting split into cluster 27. Trying to split cluster 19 (33675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (986.166260 sec): 2 clusters Score: Raw -2793586.414654 + Penalty 1693.983038 = -2791892.431617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (986.231275 sec): 3 clusters Score: Raw -2772722.597447 + Penalty 3387.966075 = -2769334.631372 nChanged 15620 SP:Iteration 1F (986.292070 sec): 3 clusters Score: Raw -2782350.857147 + Penalty 3387.966075 = -2778962.891071 nChanged 2410 SP:Iteration 2F (986.352549 sec): 3 clusters Score: Raw -2784266.090817 + Penalty 3387.966075 = -2780878.124741 nChanged 2799 SP:Iteration 3F (986.413206 sec): 3 clusters Score: Raw -2786690.381143 + Penalty 3387.966075 = -2783302.415068 nChanged 2922 SP:Iteration 4F (986.474760 sec): 3 clusters Score: Raw -2789164.630630 + Penalty 3387.966075 = -2785776.664554 nChanged 2631 SP:Iteration 5F (986.535691 sec): 3 clusters Score: Raw -2790994.281998 + Penalty 3387.966075 = -2787606.315922 nChanged 1942 SP:Iteration 6F (986.598379 sec): 3 clusters Score: Raw -2792048.313200 + Penalty 3387.966075 = -2788660.347125 nChanged 1312 SP:Iteration 7Q (986.660655 sec): 3 clusters Score: Raw -2792621.124256 + Penalty 3387.966075 = -2789233.158180 nChanged 881 SP:Iteration 8Q (986.721509 sec): 3 clusters Score: Raw -2792942.686426 + Penalty 3387.966075 = -2789554.720351 nChanged 654 SP:Iteration 9Q (986.801669 sec): 3 clusters Score: Raw -2793149.670308 + Penalty 3387.966075 = -2789761.704232 nChanged 496 SP:Iteration 10Q (986.862137 sec): 3 clusters Score: Raw -2793302.269917 + Penalty 3387.966075 = -2789914.303842 nChanged 392 SP:Iteration 11Q (986.922189 sec): 3 clusters Score: Raw -2793421.208440 + Penalty 3387.966075 = -2790033.242364 nChanged 370 SP:Iteration 12Q (986.982136 sec): 3 clusters Score: Raw -2793517.812962 + Penalty 3387.966075 = -2790129.846887 nChanged 338 SP:Iteration 13Q (987.042056 sec): 3 clusters Score: Raw -2793602.702751 + Penalty 3387.966075 = -2790214.736675 nChanged 301 SP:Iteration 14Q (987.101515 sec): 3 clusters Score: Raw -2793674.058757 + Penalty 3387.966075 = -2790286.092681 nChanged 298 SP:Iteration 15Q (987.160901 sec): 3 clusters Score: Raw -2793743.169197 + Penalty 3387.966075 = -2790355.203122 nChanged 295 SP:Iteration 16Q (987.219746 sec): 3 clusters Score: Raw -2793817.608752 + Penalty 3387.966075 = -2790429.642677 nChanged 290 SP:Iteration 17Q (987.278744 sec): 3 clusters Score: Raw -2793886.430586 + Penalty 3387.966075 = -2790498.464510 nChanged 302 SP:Iteration 18Q (987.337414 sec): 3 clusters Score: Raw -2793968.581934 + Penalty 3387.966075 = -2790580.615859 nChanged 320 SP:Iteration 19Q (987.395705 sec): 3 clusters Score: Raw -2794053.449168 + Penalty 3387.966075 = -2790665.483093 nChanged 289 SP:Iteration 20F (987.455563 sec): 3 clusters Score: Raw -2794125.160100 + Penalty 3387.966075 = -2790737.194024 nChanged 305 SP:Iteration 21Q (987.515056 sec): 3 clusters Score: Raw -2794193.809234 + Penalty 3387.966075 = -2790805.843158 nChanged 276 SP:Iteration 22Q (987.573255 sec): 3 clusters Score: Raw -2794254.814215 + Penalty 3387.966075 = -2790866.848140 nChanged 265 SP:Iteration 23Q (987.631337 sec): 3 clusters Score: Raw -2794316.064677 + Penalty 3387.966075 = -2790928.098601 nChanged 269 SP:Iteration 24Q (987.689219 sec): 3 clusters Score: Raw -2794376.408638 + Penalty 3387.966075 = -2790988.442563 nChanged 253 SP:Iteration 25Q (987.746687 sec): 3 clusters Score: Raw -2794431.879884 + Penalty 3387.966075 = -2791043.913808 nChanged 221 SP:Iteration 26Q (987.803993 sec): 3 clusters Score: Raw -2794477.342374 + Penalty 3387.966075 = -2791089.376298 nChanged 218 SP:Iteration 27Q (987.861223 sec): 3 clusters Score: Raw -2794523.354383 + Penalty 3387.966075 = -2791135.388308 nChanged 221 SP:Iteration 28Q (987.918314 sec): 3 clusters Score: Raw -2794567.725828 + Penalty 3387.966075 = -2791179.759752 nChanged 210 SP:Iteration 29Q (987.974929 sec): 3 clusters Score: Raw -2794607.496934 + Penalty 3387.966075 = -2791219.530859 nChanged 182 SP:Iteration 30Q (988.031952 sec): 3 clusters Score: Raw -2794641.192126 + Penalty 3387.966075 = -2791253.226051 nChanged 198 SP:Iteration 31Q (988.088264 sec): 3 clusters Score: Raw -2794676.568748 + Penalty 3387.966075 = -2791288.602672 nChanged 167 SP:Iteration 32Q (988.144720 sec): 3 clusters Score: Raw -2794702.887580 + Penalty 3387.966075 = -2791314.921505 nChanged 163 SP:Iteration 33Q (988.200874 sec): 3 clusters Score: Raw -2794725.406032 + Penalty 3387.966075 = -2791337.439956 nChanged 145 SP:Iteration 34Q (988.256879 sec): 3 clusters Score: Raw -2794746.573584 + Penalty 3387.966075 = -2791358.607508 nChanged 148 SP:Iteration 35Q (988.313073 sec): 3 clusters Score: Raw -2794767.984532 + Penalty 3387.966075 = -2791380.018457 nChanged 148 SP:Iteration 36Q (988.368976 sec): 3 clusters Score: Raw -2794785.831412 + Penalty 3387.966075 = -2791397.865336 nChanged 124 SP:Iteration 37Q (988.425112 sec): 3 clusters Score: Raw -2794799.794184 + Penalty 3387.966075 = -2791411.828109 nChanged 113 SP:Iteration 38Q (988.480767 sec): 3 clusters Score: Raw -2794811.624879 + Penalty 3387.966075 = -2791423.658804 nChanged 119 SP:Iteration 39Q (988.536404 sec): 3 clusters Score: Raw -2794824.490562 + Penalty 3387.966075 = -2791436.524487 nChanged 103 SP:Iteration 40F (988.596209 sec): 3 clusters Score: Raw -2794834.695168 + Penalty 3387.966075 = -2791446.729092 nChanged 99 SP:Iteration 41Q (988.653553 sec): 3 clusters Score: Raw -2794844.311436 + Penalty 3387.966075 = -2791456.345360 nChanged 116 SP:Iteration 42Q (988.709863 sec): 3 clusters Score: Raw -2794857.389261 + Penalty 3387.966075 = -2791469.423186 nChanged 96 SP:Iteration 43Q (988.766095 sec): 3 clusters Score: Raw -2794867.337607 + Penalty 3387.966075 = -2791479.371532 nChanged 88 SP:Iteration 44Q (988.822305 sec): 3 clusters Score: Raw -2794876.604685 + Penalty 3387.966075 = -2791488.638610 nChanged 94 SP:Iteration 45Q (988.878486 sec): 3 clusters Score: Raw -2794887.508380 + Penalty 3387.966075 = -2791499.542305 nChanged 94 SP:Iteration 46Q (988.934615 sec): 3 clusters Score: Raw -2794897.887140 + Penalty 3387.966075 = -2791509.921064 nChanged 94 SP:Iteration 47Q (988.990531 sec): 3 clusters Score: Raw -2794907.430329 + Penalty 3387.966075 = -2791519.464253 nChanged 88 SP:Iteration 48Q (989.046637 sec): 3 clusters Score: Raw -2794916.121342 + Penalty 3387.966075 = -2791528.155266 nChanged 73 SP:Iteration 49Q (989.102530 sec): 3 clusters Score: Raw -2794923.106805 + Penalty 3387.966075 = -2791535.140729 nChanged 76 SP:Iteration 50Q (989.158318 sec): 3 clusters Score: Raw -2794929.345033 + Penalty 3387.966075 = -2791541.378958 nChanged 69 SP:Iteration 51Q (989.214230 sec): 3 clusters Score: Raw -2794936.132221 + Penalty 3387.966075 = -2791548.166145 nChanged 73 SP:Iteration 52Q (989.269831 sec): 3 clusters Score: Raw -2794943.009383 + Penalty 3387.966075 = -2791555.043308 nChanged 67 SP:Iteration 53Q (989.325845 sec): 3 clusters Score: Raw -2794950.736326 + Penalty 3387.966075 = -2791562.770251 nChanged 83 SP:Iteration 54Q (989.381560 sec): 3 clusters Score: Raw -2794961.044723 + Penalty 3387.966075 = -2791573.078647 nChanged 79 SP:Iteration 55Q (989.437152 sec): 3 clusters Score: Raw -2794970.448108 + Penalty 3387.966075 = -2791582.482033 nChanged 91 SP:Iteration 56Q (989.492925 sec): 3 clusters Score: Raw -2794982.067835 + Penalty 3387.966075 = -2791594.101759 nChanged 90 SP:Iteration 57Q (989.548349 sec): 3 clusters Score: Raw -2794992.161123 + Penalty 3387.966075 = -2791604.195048 nChanged 88 SP:Iteration 58Q (989.648576 sec): 3 clusters Score: Raw -2795002.311338 + Penalty 3387.966075 = -2791614.345262 nChanged 78 SP:Iteration 59Q (989.706127 sec): 3 clusters Score: Raw -2795011.114232 + Penalty 3387.966075 = -2791623.148156 nChanged 85 SP:Iteration 60F (989.765681 sec): 3 clusters Score: Raw -2795020.138402 + Penalty 3387.966075 = -2791632.172327 nChanged 82 SP:Iteration 61Q (989.822251 sec): 3 clusters Score: Raw -2795028.907449 + Penalty 3387.966075 = -2791640.941373 nChanged 78 SP:Iteration 62Q (989.877909 sec): 3 clusters Score: Raw -2795035.697735 + Penalty 3387.966075 = -2791647.731660 nChanged 72 SP:Iteration 63Q (989.933445 sec): 3 clusters Score: Raw -2795043.000856 + Penalty 3387.966075 = -2791655.034781 nChanged 69 SP:Iteration 64Q (989.988651 sec): 3 clusters Score: Raw -2795050.774924 + Penalty 3387.966075 = -2791662.808849 nChanged 69 SP:Iteration 65Q (990.044207 sec): 3 clusters Score: Raw -2795057.972581 + Penalty 3387.966075 = -2791670.006506 nChanged 63 SP:Iteration 66Q (990.099484 sec): 3 clusters Score: Raw -2795064.011558 + Penalty 3387.966075 = -2791676.045483 nChanged 69 SP:Iteration 67Q (990.154873 sec): 3 clusters Score: Raw -2795072.177523 + Penalty 3387.966075 = -2791684.211447 nChanged 72 SP:Iteration 68Q (990.210152 sec): 3 clusters Score: Raw -2795080.953775 + Penalty 3387.966075 = -2791692.987700 nChanged 77 SP:Iteration 69Q (990.265175 sec): 3 clusters Score: Raw -2795091.058194 + Penalty 3387.966075 = -2791703.092119 nChanged 90 SP:Iteration 70Q (990.320341 sec): 3 clusters Score: Raw -2795104.832579 + Penalty 3387.966075 = -2791716.866503 nChanged 96 SP:Iteration 71Q (990.375329 sec): 3 clusters Score: Raw -2795118.834933 + Penalty 3387.966075 = -2791730.868858 nChanged 103 SP:Iteration 72Q (990.430313 sec): 3 clusters Score: Raw -2795131.631999 + Penalty 3387.966075 = -2791743.665924 nChanged 92 SP:Iteration 73Q (990.485231 sec): 3 clusters Score: Raw -2795144.831240 + Penalty 3387.966075 = -2791756.865165 nChanged 94 SP:Iteration 74Q (990.540197 sec): 3 clusters Score: Raw -2795158.334927 + Penalty 3387.966075 = -2791770.368852 nChanged 103 SP:Iteration 75Q (990.595007 sec): 3 clusters Score: Raw -2795173.685926 + Penalty 3387.966075 = -2791785.719850 nChanged 95 SP:Iteration 76Q (990.649379 sec): 3 clusters Score: Raw -2795187.088901 + Penalty 3387.966075 = -2791799.122826 nChanged 98 SP:Iteration 77Q (990.704159 sec): 3 clusters Score: Raw -2795201.242875 + Penalty 3387.966075 = -2791813.276800 nChanged 93 SP:Iteration 78Q (990.758621 sec): 3 clusters Score: Raw -2795214.124856 + Penalty 3387.966075 = -2791826.158781 nChanged 93 SP:Iteration 79Q (990.813134 sec): 3 clusters Score: Raw -2795228.054925 + Penalty 3387.966075 = -2791840.088849 nChanged 81 SP:Iteration 80F (990.872447 sec): 3 clusters Score: Raw -2795241.744922 + Penalty 3387.966075 = -2791853.778846 nChanged 79 SP:Iteration 81Q (990.928015 sec): 3 clusters Score: Raw -2795255.263460 + Penalty 3387.966075 = -2791867.297384 nChanged 84 SP:Iteration 82Q (990.982407 sec): 3 clusters Score: Raw -2795268.733944 + Penalty 3387.966075 = -2791880.767869 nChanged 65 SP:Iteration 83Q (991.036726 sec): 3 clusters Score: Raw -2795277.736051 + Penalty 3387.966075 = -2791889.769975 nChanged 68 SP:Iteration 84Q (991.091080 sec): 3 clusters Score: Raw -2795286.230647 + Penalty 3387.966075 = -2791898.264572 nChanged 69 SP:Iteration 85Q (991.145288 sec): 3 clusters Score: Raw -2795295.750410 + Penalty 3387.966075 = -2791907.784334 nChanged 74 SP:Iteration 86Q (991.199507 sec): 3 clusters Score: Raw -2795305.901569 + Penalty 3387.966075 = -2791917.935494 nChanged 78 SP:Iteration 87Q (991.253596 sec): 3 clusters Score: Raw -2795317.355493 + Penalty 3387.966075 = -2791929.389417 nChanged 75 SP:Iteration 88Q (991.307584 sec): 3 clusters Score: Raw -2795327.511063 + Penalty 3387.966075 = -2791939.544988 nChanged 54 SP:Iteration 89Q (991.361546 sec): 3 clusters Score: Raw -2795334.232608 + Penalty 3387.966075 = -2791946.266533 nChanged 46 SP:Iteration 90Q (991.415305 sec): 3 clusters Score: Raw -2795339.655453 + Penalty 3387.966075 = -2791951.689377 nChanged 42 SP:Iteration 91Q (991.469197 sec): 3 clusters Score: Raw -2795344.425388 + Penalty 3387.966075 = -2791956.459313 nChanged 39 SP:Iteration 92Q (991.522873 sec): 3 clusters Score: Raw -2795349.706598 + Penalty 3387.966075 = -2791961.740523 nChanged 34 SP:Iteration 93Q (991.576980 sec): 3 clusters Score: Raw -2795354.253821 + Penalty 3387.966075 = -2791966.287745 nChanged 30 SP:Iteration 94Q (991.630557 sec): 3 clusters Score: Raw -2795357.297616 + Penalty 3387.966075 = -2791969.331541 nChanged 28 SP:Iteration 95Q (991.684637 sec): 3 clusters Score: Raw -2795360.135714 + Penalty 3387.966075 = -2791972.169639 nChanged 22 SP:Iteration 96Q (991.738185 sec): 3 clusters Score: Raw -2795362.217094 + Penalty 3387.966075 = -2791974.251019 nChanged 24 SP:Iteration 97Q (991.791983 sec): 3 clusters Score: Raw -2795363.840324 + Penalty 3387.966075 = -2791975.874248 nChanged 19 SP:Iteration 98Q (991.845569 sec): 3 clusters Score: Raw -2795365.103140 + Penalty 3387.966075 = -2791977.137065 nChanged 11 SP:Iteration 99Q (991.899403 sec): 3 clusters Score: Raw -2795366.069123 + Penalty 3387.966075 = -2791978.103048 nChanged 15 SP:Iteration 100F (991.959021 sec): 3 clusters Score: Raw -2795367.159294 + Penalty 3387.966075 = -2791979.193218 nChanged 14 SP:Iteration 101Q (992.013753 sec): 3 clusters Score: Raw -2795368.204052 + Penalty 3387.966075 = -2791980.237976 nChanged 11 SP:Iteration 102Q (992.067552 sec): 3 clusters Score: Raw -2795369.157159 + Penalty 3387.966075 = -2791981.191083 nChanged 7 SP:Iteration 103Q (992.121056 sec): 3 clusters Score: Raw -2795370.082193 + Penalty 3387.966075 = -2791982.116117 nChanged 7 SP:Iteration 104Q (992.174663 sec): 3 clusters Score: Raw -2795370.738063 + Penalty 3387.966075 = -2791982.771987 nChanged 7 SP:Iteration 105Q (992.228163 sec): 3 clusters Score: Raw -2795371.272180 + Penalty 3387.966075 = -2791983.306105 nChanged 7 SP:Iteration 106Q (992.281855 sec): 3 clusters Score: Raw -2795371.853690 + Penalty 3387.966075 = -2791983.887614 nChanged 6 SP:Iteration 107Q (992.335373 sec): 3 clusters Score: Raw -2795372.223164 + Penalty 3387.966075 = -2791984.257089 nChanged 8 SP:Iteration 108Q (992.388854 sec): 3 clusters Score: Raw -2795372.902536 + Penalty 3387.966075 = -2791984.936461 nChanged 10 SP:Iteration 109Q (992.442538 sec): 3 clusters Score: Raw -2795373.652219 + Penalty 3387.966075 = -2791985.686144 nChanged 10 SP:Iteration 110Q (992.495965 sec): 3 clusters Score: Raw -2795374.785923 + Penalty 3387.966075 = -2791986.819847 nChanged 11 SP:Iteration 111Q (992.549730 sec): 3 clusters Score: Raw -2795375.580130 + Penalty 3387.966075 = -2791987.614055 nChanged 10 SP:Iteration 112Q (992.603198 sec): 3 clusters Score: Raw -2795376.460035 + Penalty 3387.966075 = -2791988.493960 nChanged 11 SP:Iteration 113Q (992.657070 sec): 3 clusters Score: Raw -2795377.010256 + Penalty 3387.966075 = -2791989.044181 nChanged 8 SP:Iteration 114Q (992.710616 sec): 3 clusters Score: Raw -2795377.626632 + Penalty 3387.966075 = -2791989.660557 nChanged 7 SP:Iteration 115Q (992.764374 sec): 3 clusters Score: Raw -2795378.143471 + Penalty 3387.966075 = -2791990.177396 nChanged 6 SP:Iteration 116Q (992.817949 sec): 3 clusters Score: Raw -2795378.629773 + Penalty 3387.966075 = -2791990.663698 nChanged 3 SP:Iteration 117Q (992.871659 sec): 3 clusters Score: Raw -2795378.860595 + Penalty 3387.966075 = -2791990.894519 nChanged 7 SP:Iteration 118Q (992.925189 sec): 3 clusters Score: Raw -2795379.703725 + Penalty 3387.966075 = -2791991.737650 nChanged 3 SP:Iteration 119Q (992.978834 sec): 3 clusters Score: Raw -2795380.028477 + Penalty 3387.966075 = -2791992.062402 nChanged 6 SP:Iteration 120F (993.038156 sec): 3 clusters Score: Raw -2795380.647285 + Penalty 3387.966075 = -2791992.681209 nChanged 11 SP:Iteration 121Q (993.092851 sec): 3 clusters Score: Raw -2795381.513061 + Penalty 3387.966075 = -2791993.546986 nChanged 9 SP:Iteration 122Q (993.146425 sec): 3 clusters Score: Raw -2795382.423958 + Penalty 3387.966075 = -2791994.457882 nChanged 8 SP:Iteration 123Q (993.199906 sec): 3 clusters Score: Raw -2795382.852959 + Penalty 3387.966075 = -2791994.886884 nChanged 6 SP:Iteration 124Q (993.253494 sec): 3 clusters Score: Raw -2795383.070538 + Penalty 3387.966075 = -2791995.104463 nChanged 3 SP:Iteration 125Q (993.306850 sec): 3 clusters Score: Raw -2795383.243307 + Penalty 3387.966075 = -2791995.277231 nChanged 3 SP:Iteration 126Q (993.360300 sec): 3 clusters Score: Raw -2795383.403127 + Penalty 3387.966075 = -2791995.437051 nChanged 2 SP:Iteration 127Q (993.429965 sec): 3 clusters Score: Raw -2795383.489464 + Penalty 3387.966075 = -2791995.523388 nChanged 4 SP:Iteration 128Q (993.487462 sec): 3 clusters Score: Raw -2795383.684234 + Penalty 3387.966075 = -2791995.718159 nChanged 2 SP:Iteration 129Q (993.541084 sec): 3 clusters Score: Raw -2795383.842201 + Penalty 3387.966075 = -2791995.876125 nChanged 3 SP:Iteration 130Q (993.594316 sec): 3 clusters Score: Raw -2795383.944861 + Penalty 3387.966075 = -2791995.978786 nChanged 0 SP:Iteration 131F (993.653824 sec): 3 clusters Score: Raw -2795383.944861 + Penalty 3387.966075 = -2791995.978786 nChanged 0 Score: Raw -22999132.798155 + Penalty 57198.052006 = -22941934.746150 Splitting cluster 19 changes total score from -22916918.104382 to -22941934.746150 So it's getting split into cluster 28. Iteration 20F (1003.060670 sec): 29 clusters Score: Raw -23007701.857895 + Penalty 57198.052006 = -22950503.805889 nChanged 11295 Iteration 21Q (1005.383509 sec): 29 clusters Score: Raw -23012630.089906 + Penalty 57198.052006 = -22955432.037900 nChanged 5198 Iteration 22Q (1007.651032 sec): 29 clusters Score: Raw -23014677.721715 + Penalty 57198.052006 = -22957479.669709 nChanged 3657 Iteration 23Q (1009.928661 sec): 29 clusters Score: Raw -23015932.295455 + Penalty 57198.052006 = -22958734.243449 nChanged 2909 Iteration 24Q (1012.168243 sec): 29 clusters Score: Raw -23016807.703319 + Penalty 57198.052006 = -22959609.651313 nChanged 2460 Iteration 25Q (1014.403526 sec): 29 clusters Score: Raw -23017465.608504 + Penalty 57198.052006 = -22960267.556498 nChanged 2088 Iteration 26Q (1016.632440 sec): 29 clusters Score: Raw -23017951.913079 + Penalty 57198.052006 = -22960753.861073 nChanged 1783 Iteration 27Q (1018.878558 sec): 29 clusters Score: Raw -23018332.056110 + Penalty 57198.052006 = -22961134.004104 nChanged 1545 Iteration 28Q (1021.116602 sec): 29 clusters Score: Raw -23018626.473561 + Penalty 57198.052006 = -22961428.421555 nChanged 1389 Iteration 29Q (1023.339469 sec): 29 clusters Score: Raw -23018880.650379 + Penalty 57198.052006 = -22961682.598373 nChanged 1249 Iteration 30Q (1025.556239 sec): 29 clusters Score: Raw -23019086.430383 + Penalty 57198.052006 = -22961888.378378 nChanged 1096 Iteration 31Q (1027.770221 sec): 29 clusters Score: Raw -23019264.363924 + Penalty 57198.052006 = -22962066.311919 nChanged 973 Iteration 32Q (1029.984201 sec): 29 clusters Score: Raw -23019419.782153 + Penalty 57198.052006 = -22962221.730147 nChanged 911 Iteration 33Q (1032.197116 sec): 29 clusters Score: Raw -23019562.144297 + Penalty 57198.052006 = -22962364.092291 nChanged 805 Iteration 34Q (1034.409180 sec): 29 clusters Score: Raw -23019694.101349 + Penalty 57198.052006 = -22962496.049344 nChanged 706 Iteration 35Q (1036.623217 sec): 29 clusters Score: Raw -23019801.925934 + Penalty 57198.052006 = -22962603.873928 nChanged 678 Iteration 36Q (1038.833184 sec): 29 clusters Score: Raw -23019895.559378 + Penalty 57198.052006 = -22962697.507373 nChanged 625 Iteration 37Q (1041.041992 sec): 29 clusters Score: Raw -23019972.006410 + Penalty 57198.052006 = -22962773.954404 nChanged 581 Iteration 38Q (1043.251418 sec): 29 clusters Score: Raw -23020045.026556 + Penalty 57198.052006 = -22962846.974550 nChanged 541 Iteration 39Q (1045.469552 sec): 29 clusters Score: Raw -23020115.197816 + Penalty 57198.052006 = -22962917.145810 nChanged 506 Iteration 40F (1050.186823 sec): 29 clusters Score: Raw -23020219.148391 + Penalty 57198.052006 = -22963021.096386 nChanged 493 Iteration 41Q (1052.416597 sec): 29 clusters Score: Raw -23020296.829671 + Penalty 57198.052006 = -22963098.777665 nChanged 468 Iteration 42Q (1054.668774 sec): 29 clusters Score: Raw -23020357.079468 + Penalty 57198.052006 = -22963159.027462 nChanged 408 Iteration 43Q (1056.922418 sec): 29 clusters Score: Raw -23020409.593701 + Penalty 57198.052006 = -22963211.541695 nChanged 418 Iteration 44Q (1059.149239 sec): 29 clusters Score: Raw -23020460.972366 + Penalty 57198.052006 = -22963262.920360 nChanged 354 Iteration 45Q (1061.375620 sec): 29 clusters Score: Raw -23020501.487175 + Penalty 57198.052006 = -22963303.435169 nChanged 354 Iteration 46Q (1063.600549 sec): 29 clusters Score: Raw -23020544.257613 + Penalty 57198.052006 = -22963346.205607 nChanged 341 Iteration 47Q (1065.824914 sec): 29 clusters Score: Raw -23020585.649605 + Penalty 57198.052006 = -22963387.597599 nChanged 355 Iteration 48Q (1068.050987 sec): 29 clusters Score: Raw -23020625.279287 + Penalty 57198.052006 = -22963427.227281 nChanged 335 Iteration 49Q (1070.273767 sec): 29 clusters Score: Raw -23020665.345559 + Penalty 57198.052006 = -22963467.293553 nChanged 327 Iteration 50Q (1072.496199 sec): 29 clusters Score: Raw -23020706.595450 + Penalty 57198.052006 = -22963508.543444 nChanged 336 Iteration 51Q (1074.724205 sec): 29 clusters Score: Raw -23020765.329611 + Penalty 57198.052006 = -22963567.277605 nChanged 371 Iteration 52Q (1076.948049 sec): 29 clusters Score: Raw -23020831.929867 + Penalty 57198.052006 = -22963633.877862 nChanged 354 Iteration 53Q (1079.171558 sec): 29 clusters Score: Raw -23020887.207600 + Penalty 57198.052006 = -22963689.155595 nChanged 351 Iteration 54Q (1081.394445 sec): 29 clusters Score: Raw -23020936.172793 + Penalty 57198.052006 = -22963738.120787 nChanged 364 Iteration 55Q (1083.615892 sec): 29 clusters Score: Raw -23020978.634922 + Penalty 57198.052006 = -22963780.582917 nChanged 299 Iteration 56Q (1085.838630 sec): 29 clusters Score: Raw -23021010.701686 + Penalty 57198.052006 = -22963812.649680 nChanged 250 Iteration 57Q (1088.060763 sec): 29 clusters Score: Raw -23021036.088258 + Penalty 57198.052006 = -22963838.036252 nChanged 257 Iteration 58Q (1090.280794 sec): 29 clusters Score: Raw -23021060.425559 + Penalty 57198.052006 = -22963862.373554 nChanged 237 Writing temp clu file Because OldScore, -22963838.036252, is greater than current (better) Score,-22963862.373554 Compute initial score before splitting: Score: Raw -23021060.425559 + Penalty 57198.052006 = -22963862.373554 Trying to split cluster 1 (53864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.397179 sec): 2 clusters Score: Raw -4509674.287117 + Penalty 1770.310365 = -4507903.976752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.492686 sec): 3 clusters Score: Raw -4475376.774364 + Penalty 3540.620730 = -4471836.153634 nChanged 25363 SP:Iteration 1F (1090.582690 sec): 3 clusters Score: Raw -4490803.113084 + Penalty 3540.620730 = -4487262.492354 nChanged 3033 SP:Iteration 2F (1090.672500 sec): 3 clusters Score: Raw -4492232.256971 + Penalty 3540.620730 = -4488691.636241 nChanged 3473 SP:Iteration 3F (1090.762486 sec): 3 clusters Score: Raw -4494127.101962 + Penalty 3540.620730 = -4490586.481232 nChanged 3765 SP:Iteration 4F (1090.852134 sec): 3 clusters Score: Raw -4496525.846589 + Penalty 3540.620730 = -4492985.225860 nChanged 3808 SP:Iteration 5F (1090.942812 sec): 3 clusters Score: Raw -4499297.236453 + Penalty 3540.620730 = -4495756.615723 nChanged 3696 SP:Iteration 6F (1091.032842 sec): 3 clusters Score: Raw -4502229.655588 + Penalty 3540.620730 = -4498689.034858 nChanged 3189 SP:Iteration 7F (1091.122769 sec): 3 clusters Score: Raw -4504886.528006 + Penalty 3540.620730 = -4501345.907276 nChanged 2463 SP:Iteration 8Q (1091.216644 sec): 3 clusters Score: Raw -4506948.516844 + Penalty 3540.620730 = -4503407.896114 nChanged 1610 SP:Iteration 9Q (1091.308472 sec): 3 clusters Score: Raw -4508280.511865 + Penalty 3540.620730 = -4504739.891135 nChanged 964 SP:Iteration 10Q (1091.396272 sec): 3 clusters Score: Raw -4509045.440665 + Penalty 3540.620730 = -4505504.819935 nChanged 554 SP:Iteration 11Q (1091.479335 sec): 3 clusters Score: Raw -4509471.720768 + Penalty 3540.620730 = -4505931.100038 nChanged 305 SP:Iteration 12Q (1091.559317 sec): 3 clusters Score: Raw -4509732.712144 + Penalty 3540.620730 = -4506192.091415 nChanged 179 SP:Iteration 13Q (1091.637098 sec): 3 clusters Score: Raw -4509877.175204 + Penalty 3540.620730 = -4506336.554474 nChanged 132 SP:Iteration 14Q (1091.713520 sec): 3 clusters Score: Raw -4509972.734133 + Penalty 3540.620730 = -4506432.113403 nChanged 93 SP:Iteration 15Q (1091.789199 sec): 3 clusters Score: Raw -4510037.383078 + Penalty 3540.620730 = -4506496.762348 nChanged 67 SP:Iteration 16Q (1091.864205 sec): 3 clusters Score: Raw -4510073.938556 + Penalty 3540.620730 = -4506533.317826 nChanged 53 SP:Iteration 17Q (1091.938863 sec): 3 clusters Score: Raw -4510102.166805 + Penalty 3540.620730 = -4506561.546075 nChanged 36 SP:Iteration 18Q (1092.013446 sec): 3 clusters Score: Raw -4510116.242052 + Penalty 3540.620730 = -4506575.621322 nChanged 27 SP:Iteration 19Q (1092.087621 sec): 3 clusters Score: Raw -4510129.196798 + Penalty 3540.620730 = -4506588.576068 nChanged 19 SP:Iteration 20F (1092.176788 sec): 3 clusters Score: Raw -4510137.781686 + Penalty 3540.620730 = -4506597.160956 nChanged 18 SP:Iteration 21Q (1092.251057 sec): 3 clusters Score: Raw -4510143.055670 + Penalty 3540.620730 = -4506602.434940 nChanged 9 SP:Iteration 22Q (1092.325062 sec): 3 clusters Score: Raw -4510145.462314 + Penalty 3540.620730 = -4506604.841584 nChanged 6 SP:Iteration 23Q (1092.399352 sec): 3 clusters Score: Raw -4510146.825324 + Penalty 3540.620730 = -4506606.204594 nChanged 5 SP:Iteration 24Q (1092.473461 sec): 3 clusters Score: Raw -4510147.956876 + Penalty 3540.620730 = -4506607.336146 nChanged 4 SP:Iteration 25Q (1092.547760 sec): 3 clusters Score: Raw -4510148.793916 + Penalty 3540.620730 = -4506608.173186 nChanged 3 SP:Iteration 26Q (1092.621627 sec): 3 clusters Score: Raw -4510149.797308 + Penalty 3540.620730 = -4506609.176578 nChanged 4 SP:Iteration 27Q (1092.705772 sec): 3 clusters Score: Raw -4510151.120809 + Penalty 3540.620730 = -4506610.500080 nChanged 1 SP:Iteration 28Q (1092.780127 sec): 3 clusters Score: Raw -4510151.261204 + Penalty 3540.620730 = -4506610.640474 nChanged 2 SP:Iteration 29Q (1092.852989 sec): 3 clusters Score: Raw -4510152.263012 + Penalty 3540.620730 = -4506611.642282 nChanged 4 SP:Iteration 30Q (1092.962045 sec): 3 clusters Score: Raw -4510154.192265 + Penalty 3540.620730 = -4506613.571535 nChanged 3 SP:Iteration 31Q (1093.036332 sec): 3 clusters Score: Raw -4510155.003408 + Penalty 3540.620730 = -4506614.382678 nChanged 1 SP:Iteration 32Q (1093.110574 sec): 3 clusters Score: Raw -4510155.078222 + Penalty 3540.620730 = -4506614.457492 nChanged 1 SP:Iteration 33Q (1093.184616 sec): 3 clusters Score: Raw -4510155.404927 + Penalty 3540.620730 = -4506614.784197 nChanged 0 SP:Iteration 34F (1093.273735 sec): 3 clusters Score: Raw -4510155.404927 + Penalty 3540.620730 = -4506614.784197 nChanged 0 Trying to split cluster 2 (2320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.280409 sec): 2 clusters Score: Raw -159972.016914 + Penalty 1259.264901 = -158712.752014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.292924 sec): 3 clusters Score: Raw -158975.706462 + Penalty 2518.529801 = -156457.176661 nChanged 871 SP:Iteration 1F (1093.304573 sec): 3 clusters Score: Raw -159689.200433 + Penalty 2518.529801 = -157170.670632 nChanged 222 SP:Iteration 2F (1093.316147 sec): 3 clusters Score: Raw -159952.415905 + Penalty 2518.529801 = -157433.886104 nChanged 171 SP:Iteration 3F (1093.327901 sec): 3 clusters Score: Raw -160245.022260 + Penalty 2518.529801 = -157726.492459 nChanged 182 SP:Iteration 4F (1093.339675 sec): 3 clusters Score: Raw -160580.326839 + Penalty 2518.529801 = -158061.797038 nChanged 161 SP:Iteration 5F (1093.351417 sec): 3 clusters Score: Raw -160911.358345 + Penalty 2518.529801 = -158392.828544 nChanged 121 SP:Iteration 6F (1093.362990 sec): 3 clusters Score: Raw -161126.589312 + Penalty 2518.529801 = -158608.059511 nChanged 104 SP:Iteration 7Q (1093.374366 sec): 3 clusters Score: Raw -161259.854737 + Penalty 2518.529801 = -158741.324936 nChanged 62 SP:Iteration 8Q (1093.385560 sec): 3 clusters Score: Raw -161319.464652 + Penalty 2518.529801 = -158800.934851 nChanged 36 SP:Iteration 9Q (1093.396776 sec): 3 clusters Score: Raw -161351.425729 + Penalty 2518.529801 = -158832.895928 nChanged 32 SP:Iteration 10Q (1093.408037 sec): 3 clusters Score: Raw -161377.729783 + Penalty 2518.529801 = -158859.199982 nChanged 17 SP:Iteration 11Q (1093.419298 sec): 3 clusters Score: Raw -161389.386365 + Penalty 2518.529801 = -158870.856564 nChanged 15 SP:Iteration 12Q (1093.430488 sec): 3 clusters Score: Raw -161398.116882 + Penalty 2518.529801 = -158879.587081 nChanged 11 SP:Iteration 13Q (1093.441745 sec): 3 clusters Score: Raw -161403.294508 + Penalty 2518.529801 = -158884.764707 nChanged 7 SP:Iteration 14Q (1093.452938 sec): 3 clusters Score: Raw -161407.244027 + Penalty 2518.529801 = -158888.714226 nChanged 8 SP:Iteration 15Q (1093.464108 sec): 3 clusters Score: Raw -161416.106805 + Penalty 2518.529801 = -158897.577004 nChanged 7 SP:Iteration 16Q (1093.475375 sec): 3 clusters Score: Raw -161419.195010 + Penalty 2518.529801 = -158900.665209 nChanged 4 SP:Iteration 17Q (1093.486495 sec): 3 clusters Score: Raw -161421.336097 + Penalty 2518.529801 = -158902.806296 nChanged 2 SP:Iteration 18Q (1093.497672 sec): 3 clusters Score: Raw -161422.773250 + Penalty 2518.529801 = -158904.243449 nChanged 6 SP:Iteration 19Q (1093.508812 sec): 3 clusters Score: Raw -161424.738320 + Penalty 2518.529801 = -158906.208519 nChanged 3 SP:Iteration 20F (1093.520546 sec): 3 clusters Score: Raw -161426.591984 + Penalty 2518.529801 = -158908.062183 nChanged 5 SP:Iteration 21Q (1093.531803 sec): 3 clusters Score: Raw -161428.408835 + Penalty 2518.529801 = -158909.879034 nChanged 3 SP:Iteration 22Q (1093.543049 sec): 3 clusters Score: Raw -161430.364994 + Penalty 2518.529801 = -158911.835193 nChanged 2 SP:Iteration 23Q (1093.554269 sec): 3 clusters Score: Raw -161430.825020 + Penalty 2518.529801 = -158912.295219 nChanged 2 SP:Iteration 24Q (1093.565506 sec): 3 clusters Score: Raw -161431.787765 + Penalty 2518.529801 = -158913.257964 nChanged 1 SP:Iteration 25Q (1093.576726 sec): 3 clusters Score: Raw -161432.201551 + Penalty 2518.529801 = -158913.671750 nChanged 0 SP:Iteration 26F (1093.588441 sec): 3 clusters Score: Raw -161432.201551 + Penalty 2518.529801 = -158913.671750 nChanged 0 Score: Raw -23022538.129393 + Penalty 59240.839577 = -22963297.289816 Splitting cluster 2 changes total score from -22963862.373554 to -22963297.289816 So it's not getting split. Trying to split cluster 3 (1721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.619506 sec): 2 clusters Score: Raw -147860.331340 + Penalty 1210.732379 = -146649.598960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.629010 sec): 3 clusters Score: Raw -147193.147241 + Penalty 2421.464759 = -144771.682482 nChanged 557 SP:Iteration 1F (1098.637888 sec): 3 clusters Score: Raw -147592.299273 + Penalty 2421.464759 = -145170.834514 nChanged 134 SP:Iteration 2F (1098.646776 sec): 3 clusters Score: Raw -147692.903820 + Penalty 2421.464759 = -145271.439061 nChanged 72 SP:Iteration 3Q (1098.655641 sec): 3 clusters Score: Raw -147742.387031 + Penalty 2421.464759 = -145320.922272 nChanged 45 SP:Iteration 4Q (1098.664498 sec): 3 clusters Score: Raw -147769.309755 + Penalty 2421.464759 = -145347.844997 nChanged 31 SP:Iteration 5Q (1098.673339 sec): 3 clusters Score: Raw -147788.318426 + Penalty 2421.464759 = -145366.853667 nChanged 23 SP:Iteration 6Q (1098.682224 sec): 3 clusters Score: Raw -147808.850740 + Penalty 2421.464759 = -145387.385981 nChanged 18 SP:Iteration 7Q (1098.691057 sec): 3 clusters Score: Raw -147823.781612 + Penalty 2421.464759 = -145402.316853 nChanged 26 SP:Iteration 8Q (1098.699884 sec): 3 clusters Score: Raw -147840.817827 + Penalty 2421.464759 = -145419.353068 nChanged 17 SP:Iteration 9Q (1098.708706 sec): 3 clusters Score: Raw -147850.566088 + Penalty 2421.464759 = -145429.101329 nChanged 14 SP:Iteration 10Q (1098.717558 sec): 3 clusters Score: Raw -147855.829051 + Penalty 2421.464759 = -145434.364292 nChanged 8 SP:Iteration 11Q (1098.726384 sec): 3 clusters Score: Raw -147858.732771 + Penalty 2421.464759 = -145437.268013 nChanged 5 SP:Iteration 12Q (1098.735121 sec): 3 clusters Score: Raw -147861.214772 + Penalty 2421.464759 = -145439.750013 nChanged 6 SP:Iteration 13Q (1098.743934 sec): 3 clusters Score: Raw -147865.182561 + Penalty 2421.464759 = -145443.717802 nChanged 9 SP:Iteration 14Q (1098.752746 sec): 3 clusters Score: Raw -147869.192105 + Penalty 2421.464759 = -145447.727346 nChanged 7 SP:Iteration 15Q (1098.761542 sec): 3 clusters Score: Raw -147873.015964 + Penalty 2421.464759 = -145451.551205 nChanged 5 SP:Iteration 16Q (1098.770336 sec): 3 clusters Score: Raw -147875.188936 + Penalty 2421.464759 = -145453.724177 nChanged 6 SP:Iteration 17Q (1098.779163 sec): 3 clusters Score: Raw -147877.250863 + Penalty 2421.464759 = -145455.786105 nChanged 6 SP:Iteration 18Q (1098.787963 sec): 3 clusters Score: Raw -147880.338098 + Penalty 2421.464759 = -145458.873339 nChanged 3 SP:Iteration 19Q (1098.796770 sec): 3 clusters Score: Raw -147882.132326 + Penalty 2421.464759 = -145460.667567 nChanged 3 SP:Iteration 20F (1098.805595 sec): 3 clusters Score: Raw -147883.529295 + Penalty 2421.464759 = -145462.064536 nChanged 3 SP:Iteration 21Q (1098.814352 sec): 3 clusters Score: Raw -147884.158109 + Penalty 2421.464759 = -145462.693350 nChanged 2 SP:Iteration 22Q (1098.823139 sec): 3 clusters Score: Raw -147885.156897 + Penalty 2421.464759 = -145463.692138 nChanged 2 SP:Iteration 23Q (1098.831943 sec): 3 clusters Score: Raw -147886.479237 + Penalty 2421.464759 = -145465.014479 nChanged 1 SP:Iteration 24Q (1098.840755 sec): 3 clusters Score: Raw -147886.740633 + Penalty 2421.464759 = -145465.275874 nChanged 0 SP:Iteration 25F (1098.849587 sec): 3 clusters Score: Raw -147886.740633 + Penalty 2421.464759 = -145465.275874 nChanged 0 Trying to split cluster 4 (21248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.885632 sec): 2 clusters Score: Raw -1784906.309755 + Penalty 1619.152933 = -1783287.156822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.930452 sec): 3 clusters Score: Raw -1772134.451714 + Penalty 3238.305867 = -1768896.145847 nChanged 9681 SP:Iteration 1F (1098.973161 sec): 3 clusters Score: Raw -1777536.764550 + Penalty 3238.305867 = -1774298.458683 nChanged 1231 SP:Iteration 2F (1099.016208 sec): 3 clusters Score: Raw -1778151.544530 + Penalty 3238.305867 = -1774913.238663 nChanged 1263 SP:Iteration 3F (1099.059100 sec): 3 clusters Score: Raw -1778834.301405 + Penalty 3238.305867 = -1775595.995538 nChanged 1285 SP:Iteration 4F (1099.102051 sec): 3 clusters Score: Raw -1779609.161120 + Penalty 3238.305867 = -1776370.855253 nChanged 1282 SP:Iteration 5F (1099.144920 sec): 3 clusters Score: Raw -1780396.656374 + Penalty 3238.305867 = -1777158.350507 nChanged 1254 SP:Iteration 6F (1099.187767 sec): 3 clusters Score: Raw -1781197.401089 + Penalty 3238.305867 = -1777959.095222 nChanged 1151 SP:Iteration 7F (1099.230743 sec): 3 clusters Score: Raw -1781930.562242 + Penalty 3238.305867 = -1778692.256375 nChanged 1036 SP:Iteration 8Q (1099.274113 sec): 3 clusters Score: Raw -1782540.912356 + Penalty 3238.305867 = -1779302.606489 nChanged 876 SP:Iteration 9Q (1099.318007 sec): 3 clusters Score: Raw -1782999.020656 + Penalty 3238.305867 = -1779760.714789 nChanged 711 SP:Iteration 10Q (1099.360910 sec): 3 clusters Score: Raw -1783321.312084 + Penalty 3238.305867 = -1780083.006217 nChanged 570 SP:Iteration 11Q (1099.403346 sec): 3 clusters Score: Raw -1783534.418477 + Penalty 3238.305867 = -1780296.112610 nChanged 435 SP:Iteration 12Q (1099.445723 sec): 3 clusters Score: Raw -1783666.531544 + Penalty 3238.305867 = -1780428.225677 nChanged 322 SP:Iteration 13Q (1099.487823 sec): 3 clusters Score: Raw -1783752.524736 + Penalty 3238.305867 = -1780514.218869 nChanged 270 SP:Iteration 14Q (1099.529734 sec): 3 clusters Score: Raw -1783822.694970 + Penalty 3238.305867 = -1780584.389103 nChanged 257 SP:Iteration 15Q (1099.571820 sec): 3 clusters Score: Raw -1783885.258326 + Penalty 3238.305867 = -1780646.952459 nChanged 230 SP:Iteration 16Q (1099.613491 sec): 3 clusters Score: Raw -1783934.796984 + Penalty 3238.305867 = -1780696.491117 nChanged 188 SP:Iteration 17Q (1099.655373 sec): 3 clusters Score: Raw -1783970.440399 + Penalty 3238.305867 = -1780732.134532 nChanged 158 SP:Iteration 18Q (1099.697190 sec): 3 clusters Score: Raw -1784002.326799 + Penalty 3238.305867 = -1780764.020932 nChanged 183 SP:Iteration 19Q (1099.738927 sec): 3 clusters Score: Raw -1784038.497367 + Penalty 3238.305867 = -1780800.191500 nChanged 179 SP:Iteration 20F (1099.781699 sec): 3 clusters Score: Raw -1784078.146469 + Penalty 3238.305867 = -1780839.840602 nChanged 176 SP:Iteration 21Q (1099.823778 sec): 3 clusters Score: Raw -1784120.509070 + Penalty 3238.305867 = -1780882.203203 nChanged 192 SP:Iteration 22Q (1099.865331 sec): 3 clusters Score: Raw -1784167.307128 + Penalty 3238.305867 = -1780929.001261 nChanged 199 SP:Iteration 23Q (1099.906890 sec): 3 clusters Score: Raw -1784212.134670 + Penalty 3238.305867 = -1780973.828803 nChanged 186 SP:Iteration 24Q (1099.948524 sec): 3 clusters Score: Raw -1784252.157527 + Penalty 3238.305867 = -1781013.851660 nChanged 173 SP:Iteration 25Q (1099.990142 sec): 3 clusters Score: Raw -1784296.150767 + Penalty 3238.305867 = -1781057.844900 nChanged 195 SP:Iteration 26Q (1100.031590 sec): 3 clusters Score: Raw -1784342.454351 + Penalty 3238.305867 = -1781104.148484 nChanged 179 SP:Iteration 27Q (1100.073067 sec): 3 clusters Score: Raw -1784382.760061 + Penalty 3238.305867 = -1781144.454194 nChanged 170 SP:Iteration 28Q (1100.114361 sec): 3 clusters Score: Raw -1784415.628061 + Penalty 3238.305867 = -1781177.322194 nChanged 145 SP:Iteration 29Q (1100.155568 sec): 3 clusters Score: Raw -1784444.678107 + Penalty 3238.305867 = -1781206.372240 nChanged 141 SP:Iteration 30Q (1100.195718 sec): 3 clusters Score: Raw -1784478.909571 + Penalty 3238.305867 = -1781240.603704 nChanged 146 SP:Iteration 31Q (1100.262092 sec): 3 clusters Score: Raw -1784512.838986 + Penalty 3238.305867 = -1781274.533119 nChanged 141 SP:Iteration 32Q (1100.303486 sec): 3 clusters Score: Raw -1784545.943619 + Penalty 3238.305867 = -1781307.637752 nChanged 165 SP:Iteration 33Q (1100.345478 sec): 3 clusters Score: Raw -1784591.564159 + Penalty 3238.305867 = -1781353.258292 nChanged 183 SP:Iteration 34Q (1100.386647 sec): 3 clusters Score: Raw -1784651.983684 + Penalty 3238.305867 = -1781413.677817 nChanged 208 SP:Iteration 35Q (1100.427688 sec): 3 clusters Score: Raw -1784731.012973 + Penalty 3238.305867 = -1781492.707106 nChanged 219 SP:Iteration 36Q (1100.468746 sec): 3 clusters Score: Raw -1784830.391703 + Penalty 3238.305867 = -1781592.085836 nChanged 275 SP:Iteration 37Q (1100.509588 sec): 3 clusters Score: Raw -1784990.882686 + Penalty 3238.305867 = -1781752.576819 nChanged 340 SP:Iteration 38Q (1100.550577 sec): 3 clusters Score: Raw -1785256.089709 + Penalty 3238.305867 = -1782017.783842 nChanged 432 SP:Iteration 39Q (1100.591069 sec): 3 clusters Score: Raw -1785655.384860 + Penalty 3238.305867 = -1782417.078993 nChanged 467 SP:Iteration 40F (1100.633947 sec): 3 clusters Score: Raw -1786049.354659 + Penalty 3238.305867 = -1782811.048792 nChanged 441 SP:Iteration 41Q (1100.674516 sec): 3 clusters Score: Raw -1786345.073493 + Penalty 3238.305867 = -1783106.767626 nChanged 390 SP:Iteration 42Q (1100.714430 sec): 3 clusters Score: Raw -1786539.359121 + Penalty 3238.305867 = -1783301.053254 nChanged 288 SP:Iteration 43Q (1100.754450 sec): 3 clusters Score: Raw -1786646.984841 + Penalty 3238.305867 = -1783408.678974 nChanged 196 SP:Iteration 44Q (1100.794577 sec): 3 clusters Score: Raw -1786698.748259 + Penalty 3238.305867 = -1783460.442392 nChanged 140 SP:Iteration 45Q (1100.834227 sec): 3 clusters Score: Raw -1786730.487243 + Penalty 3238.305867 = -1783492.181376 nChanged 109 SP:Iteration 46Q (1100.874461 sec): 3 clusters Score: Raw -1786752.624432 + Penalty 3238.305867 = -1783514.318565 nChanged 102 SP:Iteration 47Q (1100.914513 sec): 3 clusters Score: Raw -1786772.451782 + Penalty 3238.305867 = -1783534.145915 nChanged 93 SP:Iteration 48Q (1100.954506 sec): 3 clusters Score: Raw -1786794.608250 + Penalty 3238.305867 = -1783556.302383 nChanged 95 SP:Iteration 49Q (1100.994777 sec): 3 clusters Score: Raw -1786816.392940 + Penalty 3238.305867 = -1783578.087073 nChanged 100 SP:Iteration 50Q (1101.034382 sec): 3 clusters Score: Raw -1786842.135276 + Penalty 3238.305867 = -1783603.829409 nChanged 123 SP:Iteration 51Q (1101.074083 sec): 3 clusters Score: Raw -1786879.736654 + Penalty 3238.305867 = -1783641.430787 nChanged 121 SP:Iteration 52Q (1101.113404 sec): 3 clusters Score: Raw -1786916.478883 + Penalty 3238.305867 = -1783678.173016 nChanged 121 SP:Iteration 53Q (1101.152924 sec): 3 clusters Score: Raw -1786951.128498 + Penalty 3238.305867 = -1783712.822631 nChanged 116 SP:Iteration 54Q (1101.192167 sec): 3 clusters Score: Raw -1786983.168805 + Penalty 3238.305867 = -1783744.862938 nChanged 109 SP:Iteration 55Q (1101.231824 sec): 3 clusters Score: Raw -1787016.461252 + Penalty 3238.305867 = -1783778.155385 nChanged 112 SP:Iteration 56Q (1101.270690 sec): 3 clusters Score: Raw -1787049.538969 + Penalty 3238.305867 = -1783811.233102 nChanged 116 SP:Iteration 57Q (1101.309818 sec): 3 clusters Score: Raw -1787082.802339 + Penalty 3238.305867 = -1783844.496472 nChanged 120 SP:Iteration 58Q (1101.349050 sec): 3 clusters Score: Raw -1787126.771457 + Penalty 3238.305867 = -1783888.465590 nChanged 160 SP:Iteration 59Q (1101.388163 sec): 3 clusters Score: Raw -1787193.035035 + Penalty 3238.305867 = -1783954.729168 nChanged 166 SP:Iteration 60F (1101.430898 sec): 3 clusters Score: Raw -1787265.645907 + Penalty 3238.305867 = -1784027.340040 nChanged 173 SP:Iteration 61Q (1101.470390 sec): 3 clusters Score: Raw -1787332.793399 + Penalty 3238.305867 = -1784094.487532 nChanged 166 SP:Iteration 62Q (1101.509903 sec): 3 clusters Score: Raw -1787396.034764 + Penalty 3238.305867 = -1784157.728897 nChanged 154 SP:Iteration 63Q (1101.549029 sec): 3 clusters Score: Raw -1787447.517937 + Penalty 3238.305867 = -1784209.212070 nChanged 137 SP:Iteration 64Q (1101.588009 sec): 3 clusters Score: Raw -1787486.901346 + Penalty 3238.305867 = -1784248.595479 nChanged 111 SP:Iteration 65Q (1101.626723 sec): 3 clusters Score: Raw -1787510.414927 + Penalty 3238.305867 = -1784272.109060 nChanged 79 SP:Iteration 66Q (1101.665611 sec): 3 clusters Score: Raw -1787525.604552 + Penalty 3238.305867 = -1784287.298685 nChanged 81 SP:Iteration 67Q (1101.704377 sec): 3 clusters Score: Raw -1787539.705669 + Penalty 3238.305867 = -1784301.399802 nChanged 68 SP:Iteration 68Q (1101.742886 sec): 3 clusters Score: Raw -1787549.635918 + Penalty 3238.305867 = -1784311.330051 nChanged 58 SP:Iteration 69Q (1101.781516 sec): 3 clusters Score: Raw -1787558.671086 + Penalty 3238.305867 = -1784320.365219 nChanged 52 SP:Iteration 70Q (1101.820099 sec): 3 clusters Score: Raw -1787565.471277 + Penalty 3238.305867 = -1784327.165410 nChanged 45 SP:Iteration 71Q (1101.858474 sec): 3 clusters Score: Raw -1787570.673360 + Penalty 3238.305867 = -1784332.367493 nChanged 37 SP:Iteration 72Q (1101.896890 sec): 3 clusters Score: Raw -1787574.279165 + Penalty 3238.305867 = -1784335.973298 nChanged 29 SP:Iteration 73Q (1101.935341 sec): 3 clusters Score: Raw -1787577.611945 + Penalty 3238.305867 = -1784339.306078 nChanged 23 SP:Iteration 74Q (1101.973543 sec): 3 clusters Score: Raw -1787579.463858 + Penalty 3238.305867 = -1784341.157991 nChanged 17 SP:Iteration 75Q (1102.011880 sec): 3 clusters Score: Raw -1787580.929402 + Penalty 3238.305867 = -1784342.623535 nChanged 24 SP:Iteration 76Q (1102.050261 sec): 3 clusters Score: Raw -1787583.238959 + Penalty 3238.305867 = -1784344.933092 nChanged 20 SP:Iteration 77Q (1102.088606 sec): 3 clusters Score: Raw -1787584.524773 + Penalty 3238.305867 = -1784346.218906 nChanged 11 SP:Iteration 78Q (1102.126919 sec): 3 clusters Score: Raw -1787585.328989 + Penalty 3238.305867 = -1784347.023122 nChanged 14 SP:Iteration 79Q (1102.165018 sec): 3 clusters Score: Raw -1787586.241673 + Penalty 3238.305867 = -1784347.935806 nChanged 8 SP:Iteration 80F (1102.207852 sec): 3 clusters Score: Raw -1787586.723657 + Penalty 3238.305867 = -1784348.417790 nChanged 4 SP:Iteration 81Q (1102.246965 sec): 3 clusters Score: Raw -1787586.996534 + Penalty 3238.305867 = -1784348.690667 nChanged 5 SP:Iteration 82Q (1102.285860 sec): 3 clusters Score: Raw -1787587.362700 + Penalty 3238.305867 = -1784349.056833 nChanged 6 SP:Iteration 83Q (1102.324820 sec): 3 clusters Score: Raw -1787587.713806 + Penalty 3238.305867 = -1784349.407939 nChanged 3 SP:Iteration 84Q (1102.363712 sec): 3 clusters Score: Raw -1787587.937891 + Penalty 3238.305867 = -1784349.632024 nChanged 4 SP:Iteration 85Q (1102.402726 sec): 3 clusters Score: Raw -1787588.252567 + Penalty 3238.305867 = -1784349.946700 nChanged 7 SP:Iteration 86Q (1102.441546 sec): 3 clusters Score: Raw -1787588.696835 + Penalty 3238.305867 = -1784350.390968 nChanged 6 SP:Iteration 87Q (1102.480473 sec): 3 clusters Score: Raw -1787589.001617 + Penalty 3238.305867 = -1784350.695750 nChanged 4 SP:Iteration 88Q (1102.519310 sec): 3 clusters Score: Raw -1787589.159809 + Penalty 3238.305867 = -1784350.853942 nChanged 3 SP:Iteration 89Q (1102.558185 sec): 3 clusters Score: Raw -1787589.256883 + Penalty 3238.305867 = -1784350.951016 nChanged 0 SP:Iteration 90F (1102.600876 sec): 3 clusters Score: Raw -1787589.256883 + Penalty 3238.305867 = -1784350.951016 nChanged 0 Score: Raw -23023760.891884 + Penalty 59240.839577 = -22964520.052307 Splitting cluster 4 changes total score from -22963862.373554 to -22964520.052307 So it's getting split into cluster 29. Trying to split cluster 5 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1107.501572 sec): 2 clusters Score: Raw -112686.401430 + Penalty 1191.403683 = -111494.997747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1107.509961 sec): 3 clusters Score: Raw -112081.184473 + Penalty 2382.807365 = -109698.377108 nChanged 512 SP:Iteration 1F (1107.517718 sec): 3 clusters Score: Raw -112421.204482 + Penalty 2382.807365 = -110038.397117 nChanged 118 SP:Iteration 2F (1107.525551 sec): 3 clusters Score: Raw -112513.602785 + Penalty 2382.807365 = -110130.795420 nChanged 79 SP:Iteration 3F (1107.533294 sec): 3 clusters Score: Raw -112577.811021 + Penalty 2382.807365 = -110195.003656 nChanged 49 SP:Iteration 4Q (1107.541051 sec): 3 clusters Score: Raw -112614.435007 + Penalty 2382.807365 = -110231.627642 nChanged 29 SP:Iteration 5Q (1107.548736 sec): 3 clusters Score: Raw -112632.522163 + Penalty 2382.807365 = -110249.714798 nChanged 19 SP:Iteration 6Q (1107.556502 sec): 3 clusters Score: Raw -112648.835267 + Penalty 2382.807365 = -110266.027902 nChanged 18 SP:Iteration 7Q (1107.564230 sec): 3 clusters Score: Raw -112659.275617 + Penalty 2382.807365 = -110276.468252 nChanged 14 SP:Iteration 8Q (1107.571960 sec): 3 clusters Score: Raw -112670.148915 + Penalty 2382.807365 = -110287.341550 nChanged 9 SP:Iteration 9Q (1107.579686 sec): 3 clusters Score: Raw -112673.977082 + Penalty 2382.807365 = -110291.169717 nChanged 7 SP:Iteration 10Q (1107.587440 sec): 3 clusters Score: Raw -112677.431485 + Penalty 2382.807365 = -110294.624120 nChanged 9 SP:Iteration 11Q (1107.595148 sec): 3 clusters Score: Raw -112682.222541 + Penalty 2382.807365 = -110299.415176 nChanged 5 SP:Iteration 12Q (1107.602839 sec): 3 clusters Score: Raw -112685.113948 + Penalty 2382.807365 = -110302.306583 nChanged 6 SP:Iteration 13Q (1107.610554 sec): 3 clusters Score: Raw -112687.730591 + Penalty 2382.807365 = -110304.923226 nChanged 7 SP:Iteration 14Q (1107.618286 sec): 3 clusters Score: Raw -112692.064484 + Penalty 2382.807365 = -110309.257119 nChanged 4 SP:Iteration 15Q (1107.625996 sec): 3 clusters Score: Raw -112694.016558 + Penalty 2382.807365 = -110311.209192 nChanged 5 SP:Iteration 16Q (1107.633645 sec): 3 clusters Score: Raw -112695.250743 + Penalty 2382.807365 = -110312.443378 nChanged 4 SP:Iteration 17Q (1107.641345 sec): 3 clusters Score: Raw -112696.979847 + Penalty 2382.807365 = -110314.172482 nChanged 1 SP:Iteration 18Q (1107.649006 sec): 3 clusters Score: Raw -112697.244348 + Penalty 2382.807365 = -110314.436983 nChanged 3 SP:Iteration 19Q (1107.656640 sec): 3 clusters Score: Raw -112698.480472 + Penalty 2382.807365 = -110315.673106 nChanged 1 SP:Iteration 20F (1107.664282 sec): 3 clusters Score: Raw -112699.322442 + Penalty 2382.807365 = -110316.515077 nChanged 4 SP:Iteration 21Q (1107.671986 sec): 3 clusters Score: Raw -112700.436699 + Penalty 2382.807365 = -110317.629333 nChanged 2 SP:Iteration 22Q (1107.679712 sec): 3 clusters Score: Raw -112701.030780 + Penalty 2382.807365 = -110318.223415 nChanged 2 SP:Iteration 23Q (1107.687357 sec): 3 clusters Score: Raw -112702.702771 + Penalty 2382.807365 = -110319.895406 nChanged 3 SP:Iteration 24Q (1107.695020 sec): 3 clusters Score: Raw -112708.646034 + Penalty 2382.807365 = -110325.838669 nChanged 7 SP:Iteration 25Q (1107.702708 sec): 3 clusters Score: Raw -112715.865700 + Penalty 2382.807365 = -110333.058335 nChanged 9 SP:Iteration 26Q (1107.710423 sec): 3 clusters Score: Raw -112719.950130 + Penalty 2382.807365 = -110337.142765 nChanged 6 SP:Iteration 27Q (1107.718123 sec): 3 clusters Score: Raw -112723.263314 + Penalty 2382.807365 = -110340.455949 nChanged 4 SP:Iteration 28Q (1107.725802 sec): 3 clusters Score: Raw -112724.753193 + Penalty 2382.807365 = -110341.945828 nChanged 1 SP:Iteration 29Q (1107.733492 sec): 3 clusters Score: Raw -112726.365349 + Penalty 2382.807365 = -110343.557984 nChanged 4 SP:Iteration 30Q (1107.741172 sec): 3 clusters Score: Raw -112728.936847 + Penalty 2382.807365 = -110346.129482 nChanged 2 SP:Iteration 31Q (1107.748815 sec): 3 clusters Score: Raw -112729.749259 + Penalty 2382.807365 = -110346.941894 nChanged 0 SP:Iteration 32F (1107.756452 sec): 3 clusters Score: Raw -112729.749259 + Penalty 2382.807365 = -110346.941894 nChanged 0 Trying to split cluster 6 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1107.769959 sec): 2 clusters Score: Raw -125303.829574 + Penalty 1193.096406 = -124110.733168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1107.778570 sec): 3 clusters Score: Raw -124696.419048 + Penalty 2386.192812 = -122310.226235 nChanged 476 SP:Iteration 1F (1107.786453 sec): 3 clusters Score: Raw -125048.689525 + Penalty 2386.192812 = -122662.496712 nChanged 144 SP:Iteration 2F (1107.794316 sec): 3 clusters Score: Raw -125207.906049 + Penalty 2386.192812 = -122821.713237 nChanged 101 SP:Iteration 3F (1107.802112 sec): 3 clusters Score: Raw -125305.748593 + Penalty 2386.192812 = -122919.555781 nChanged 75 SP:Iteration 4Q (1107.809976 sec): 3 clusters Score: Raw -125393.314952 + Penalty 2386.192812 = -123007.122140 nChanged 84 SP:Iteration 5F (1107.817770 sec): 3 clusters Score: Raw -125499.572900 + Penalty 2386.192812 = -123113.380087 nChanged 71 SP:Iteration 6Q (1107.825534 sec): 3 clusters Score: Raw -125587.929300 + Penalty 2386.192812 = -123201.736488 nChanged 52 SP:Iteration 7Q (1107.833285 sec): 3 clusters Score: Raw -125636.014415 + Penalty 2386.192812 = -123249.821603 nChanged 37 SP:Iteration 8Q (1107.841050 sec): 3 clusters Score: Raw -125676.975187 + Penalty 2386.192812 = -123290.782375 nChanged 37 SP:Iteration 9Q (1107.848728 sec): 3 clusters Score: Raw -125713.179732 + Penalty 2386.192812 = -123326.986919 nChanged 23 SP:Iteration 10Q (1107.856438 sec): 3 clusters Score: Raw -125731.578969 + Penalty 2386.192812 = -123345.386156 nChanged 19 SP:Iteration 11Q (1107.864133 sec): 3 clusters Score: Raw -125750.987734 + Penalty 2386.192812 = -123364.794921 nChanged 17 SP:Iteration 12Q (1107.871842 sec): 3 clusters Score: Raw -125765.283011 + Penalty 2386.192812 = -123379.090198 nChanged 8 SP:Iteration 13Q (1107.879537 sec): 3 clusters Score: Raw -125771.514672 + Penalty 2386.192812 = -123385.321860 nChanged 5 SP:Iteration 14Q (1107.887232 sec): 3 clusters Score: Raw -125775.473558 + Penalty 2386.192812 = -123389.280745 nChanged 2 SP:Iteration 15Q (1107.894913 sec): 3 clusters Score: Raw -125776.517798 + Penalty 2386.192812 = -123390.324986 nChanged 1 SP:Iteration 16Q (1107.902604 sec): 3 clusters Score: Raw -125776.771485 + Penalty 2386.192812 = -123390.578672 nChanged 0 SP:Iteration 17F (1107.910373 sec): 3 clusters Score: Raw -125776.771485 + Penalty 2386.192812 = -123390.578672 nChanged 0 Trying to split cluster 7 (3267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1107.927389 sec): 2 clusters Score: Raw -265175.273985 + Penalty 1314.889454 = -263860.384531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1107.944221 sec): 3 clusters Score: Raw -263589.706949 + Penalty 2629.778909 = -260959.928040 nChanged 1259 SP:Iteration 1F (1107.960051 sec): 3 clusters Score: Raw -264402.338535 + Penalty 2629.778909 = -261772.559626 nChanged 285 SP:Iteration 2F (1107.975777 sec): 3 clusters Score: Raw -264633.906366 + Penalty 2629.778909 = -262004.127458 nChanged 225 SP:Iteration 3F (1107.991590 sec): 3 clusters Score: Raw -264855.451595 + Penalty 2629.778909 = -262225.672687 nChanged 217 SP:Iteration 4F (1108.007255 sec): 3 clusters Score: Raw -265076.780143 + Penalty 2629.778909 = -262447.001235 nChanged 197 SP:Iteration 5F (1108.023049 sec): 3 clusters Score: Raw -265260.123006 + Penalty 2629.778909 = -262630.344097 nChanged 170 SP:Iteration 6F (1108.038911 sec): 3 clusters Score: Raw -265408.995175 + Penalty 2629.778909 = -262779.216266 nChanged 127 SP:Iteration 7Q (1108.054604 sec): 3 clusters Score: Raw -265507.297353 + Penalty 2629.778909 = -262877.518444 nChanged 98 SP:Iteration 8Q (1108.070338 sec): 3 clusters Score: Raw -265584.627531 + Penalty 2629.778909 = -262954.848622 nChanged 86 SP:Iteration 9Q (1108.085854 sec): 3 clusters Score: Raw -265650.946140 + Penalty 2629.778909 = -263021.167232 nChanged 82 SP:Iteration 10Q (1108.101551 sec): 3 clusters Score: Raw -265702.745490 + Penalty 2629.778909 = -263072.966581 nChanged 45 SP:Iteration 11Q (1108.117211 sec): 3 clusters Score: Raw -265733.925652 + Penalty 2629.778909 = -263104.146743 nChanged 39 SP:Iteration 12Q (1108.132728 sec): 3 clusters Score: Raw -265756.276145 + Penalty 2629.778909 = -263126.497237 nChanged 34 SP:Iteration 13Q (1108.148190 sec): 3 clusters Score: Raw -265772.273770 + Penalty 2629.778909 = -263142.494862 nChanged 22 SP:Iteration 14Q (1108.163767 sec): 3 clusters Score: Raw -265781.981530 + Penalty 2629.778909 = -263152.202621 nChanged 11 SP:Iteration 15Q (1108.179337 sec): 3 clusters Score: Raw -265785.921382 + Penalty 2629.778909 = -263156.142473 nChanged 11 SP:Iteration 16Q (1108.194940 sec): 3 clusters Score: Raw -265789.599774 + Penalty 2629.778909 = -263159.820866 nChanged 7 SP:Iteration 17Q (1108.210488 sec): 3 clusters Score: Raw -265792.758492 + Penalty 2629.778909 = -263162.979583 nChanged 5 SP:Iteration 18Q (1108.226027 sec): 3 clusters Score: Raw -265794.175000 + Penalty 2629.778909 = -263164.396092 nChanged 3 SP:Iteration 19Q (1108.241563 sec): 3 clusters Score: Raw -265795.519232 + Penalty 2629.778909 = -263165.740323 nChanged 1 SP:Iteration 20F (1108.257351 sec): 3 clusters Score: Raw -265795.872132 + Penalty 2629.778909 = -263166.093223 nChanged 3 SP:Iteration 21Q (1108.272874 sec): 3 clusters Score: Raw -265797.423562 + Penalty 2629.778909 = -263167.644654 nChanged 4 SP:Iteration 22Q (1108.288319 sec): 3 clusters Score: Raw -265798.809133 + Penalty 2629.778909 = -263169.030225 nChanged 5 SP:Iteration 23Q (1108.303720 sec): 3 clusters Score: Raw -265800.285099 + Penalty 2629.778909 = -263170.506190 nChanged 2 SP:Iteration 24Q (1108.319119 sec): 3 clusters Score: Raw -265800.614467 + Penalty 2629.778909 = -263170.835559 nChanged 0 SP:Iteration 25F (1108.334739 sec): 3 clusters Score: Raw -265800.614467 + Penalty 2629.778909 = -263170.835559 nChanged 0 Trying to split cluster 8 (7662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1108.355953 sec): 2 clusters Score: Raw -642100.409499 + Penalty 1453.404603 = -640647.004896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1108.381305 sec): 3 clusters Score: Raw -637921.758580 + Penalty 2906.809206 = -635014.949374 nChanged 3248 SP:Iteration 1F (1108.405938 sec): 3 clusters Score: Raw -639723.691970 + Penalty 2906.809206 = -636816.882764 nChanged 538 SP:Iteration 2F (1108.430536 sec): 3 clusters Score: Raw -640021.832724 + Penalty 2906.809206 = -637115.023518 nChanged 450 SP:Iteration 3F (1108.455391 sec): 3 clusters Score: Raw -640286.395033 + Penalty 2906.809206 = -637379.585827 nChanged 409 SP:Iteration 4F (1108.480286 sec): 3 clusters Score: Raw -640531.372821 + Penalty 2906.809206 = -637624.563616 nChanged 391 SP:Iteration 5F (1108.504994 sec): 3 clusters Score: Raw -640766.375360 + Penalty 2906.809206 = -637859.566154 nChanged 354 SP:Iteration 6Q (1108.529845 sec): 3 clusters Score: Raw -640993.325986 + Penalty 2906.809206 = -638086.516780 nChanged 312 SP:Iteration 7Q (1108.554628 sec): 3 clusters Score: Raw -641207.617028 + Penalty 2906.809206 = -638300.807823 nChanged 274 SP:Iteration 8Q (1108.579137 sec): 3 clusters Score: Raw -641411.793643 + Penalty 2906.809206 = -638504.984437 nChanged 243 SP:Iteration 9Q (1108.603554 sec): 3 clusters Score: Raw -641594.989011 + Penalty 2906.809206 = -638688.179805 nChanged 211 SP:Iteration 10Q (1108.627974 sec): 3 clusters Score: Raw -641765.367351 + Penalty 2906.809206 = -638858.558145 nChanged 170 SP:Iteration 11Q (1108.652329 sec): 3 clusters Score: Raw -641900.614125 + Penalty 2906.809206 = -638993.804920 nChanged 153 SP:Iteration 12Q (1108.676398 sec): 3 clusters Score: Raw -642012.094409 + Penalty 2906.809206 = -639105.285203 nChanged 121 SP:Iteration 13Q (1108.699959 sec): 3 clusters Score: Raw -642075.102602 + Penalty 2906.809206 = -639168.293396 nChanged 76 SP:Iteration 14Q (1108.723663 sec): 3 clusters Score: Raw -642112.340819 + Penalty 2906.809206 = -639205.531614 nChanged 61 SP:Iteration 15Q (1108.747014 sec): 3 clusters Score: Raw -642135.086779 + Penalty 2906.809206 = -639228.277573 nChanged 41 SP:Iteration 16Q (1108.770313 sec): 3 clusters Score: Raw -642148.910398 + Penalty 2906.809206 = -639242.101192 nChanged 34 SP:Iteration 17Q (1108.793594 sec): 3 clusters Score: Raw -642160.424628 + Penalty 2906.809206 = -639253.615422 nChanged 23 SP:Iteration 18Q (1108.816783 sec): 3 clusters Score: Raw -642166.600265 + Penalty 2906.809206 = -639259.791059 nChanged 22 SP:Iteration 19Q (1108.840318 sec): 3 clusters Score: Raw -642172.328814 + Penalty 2906.809206 = -639265.519609 nChanged 19 SP:Iteration 20F (1108.865230 sec): 3 clusters Score: Raw -642177.274968 + Penalty 2906.809206 = -639270.465763 nChanged 22 SP:Iteration 21Q (1108.888317 sec): 3 clusters Score: Raw -642184.098759 + Penalty 2906.809206 = -639277.289553 nChanged 24 SP:Iteration 22Q (1108.911531 sec): 3 clusters Score: Raw -642189.557406 + Penalty 2906.809206 = -639282.748200 nChanged 19 SP:Iteration 23Q (1108.934540 sec): 3 clusters Score: Raw -642193.352867 + Penalty 2906.809206 = -639286.543661 nChanged 12 SP:Iteration 24Q (1108.957645 sec): 3 clusters Score: Raw -642195.950153 + Penalty 2906.809206 = -639289.140947 nChanged 8 SP:Iteration 25Q (1108.980879 sec): 3 clusters Score: Raw -642200.626492 + Penalty 2906.809206 = -639293.817286 nChanged 8 SP:Iteration 26Q (1109.004022 sec): 3 clusters Score: Raw -642204.151942 + Penalty 2906.809206 = -639297.342736 nChanged 9 SP:Iteration 27Q (1109.027353 sec): 3 clusters Score: Raw -642206.917158 + Penalty 2906.809206 = -639300.107952 nChanged 7 SP:Iteration 28Q (1109.050346 sec): 3 clusters Score: Raw -642208.708442 + Penalty 2906.809206 = -639301.899236 nChanged 8 SP:Iteration 29Q (1109.073504 sec): 3 clusters Score: Raw -642210.781003 + Penalty 2906.809206 = -639303.971797 nChanged 3 SP:Iteration 30Q (1109.096836 sec): 3 clusters Score: Raw -642211.353706 + Penalty 2906.809206 = -639304.544500 nChanged 1 SP:Iteration 31Q (1109.119812 sec): 3 clusters Score: Raw -642211.427402 + Penalty 2906.809206 = -639304.618197 nChanged 0 SP:Iteration 32F (1109.144435 sec): 3 clusters Score: Raw -642211.427402 + Penalty 2906.809206 = -639304.618197 nChanged 0 Trying to split cluster 9 (4805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.162568 sec): 2 clusters Score: Raw -356785.322793 + Penalty 1377.579502 = -355407.743291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.183509 sec): 3 clusters Score: Raw -354336.979094 + Penalty 2755.159004 = -351581.820089 nChanged 1949 SP:Iteration 1F (1109.204179 sec): 3 clusters Score: Raw -355590.650574 + Penalty 2755.159004 = -352835.491570 nChanged 381 SP:Iteration 2F (1109.224860 sec): 3 clusters Score: Raw -355866.101574 + Penalty 2755.159004 = -353110.942570 nChanged 303 SP:Iteration 3F (1109.245459 sec): 3 clusters Score: Raw -356082.620269 + Penalty 2755.159004 = -353327.461265 nChanged 257 SP:Iteration 4F (1109.266083 sec): 3 clusters Score: Raw -356271.453127 + Penalty 2755.159004 = -353516.294123 nChanged 244 SP:Iteration 5F (1109.286574 sec): 3 clusters Score: Raw -356476.519687 + Penalty 2755.159004 = -353721.360683 nChanged 248 SP:Iteration 6F (1109.307283 sec): 3 clusters Score: Raw -356670.076678 + Penalty 2755.159004 = -353914.917674 nChanged 182 SP:Iteration 7Q (1109.327643 sec): 3 clusters Score: Raw -356822.719472 + Penalty 2755.159004 = -354067.560468 nChanged 181 SP:Iteration 8Q (1109.348026 sec): 3 clusters Score: Raw -356979.651208 + Penalty 2755.159004 = -354224.492204 nChanged 167 SP:Iteration 9Q (1109.368156 sec): 3 clusters Score: Raw -357104.776129 + Penalty 2755.159004 = -354349.617125 nChanged 124 SP:Iteration 10Q (1109.388669 sec): 3 clusters Score: Raw -357190.532093 + Penalty 2755.159004 = -354435.373088 nChanged 107 SP:Iteration 11Q (1109.408976 sec): 3 clusters Score: Raw -357252.008562 + Penalty 2755.159004 = -354496.849557 nChanged 75 SP:Iteration 12Q (1109.429335 sec): 3 clusters Score: Raw -357288.034737 + Penalty 2755.159004 = -354532.875733 nChanged 55 SP:Iteration 13Q (1109.449541 sec): 3 clusters Score: Raw -357305.368495 + Penalty 2755.159004 = -354550.209491 nChanged 35 SP:Iteration 14Q (1109.469664 sec): 3 clusters Score: Raw -357316.152398 + Penalty 2755.159004 = -354560.993393 nChanged 21 SP:Iteration 15Q (1109.489807 sec): 3 clusters Score: Raw -357324.378060 + Penalty 2755.159004 = -354569.219056 nChanged 28 SP:Iteration 16Q (1109.509985 sec): 3 clusters Score: Raw -357335.431640 + Penalty 2755.159004 = -354580.272635 nChanged 33 SP:Iteration 17Q (1109.530107 sec): 3 clusters Score: Raw -357347.548140 + Penalty 2755.159004 = -354592.389135 nChanged 34 SP:Iteration 18Q (1109.550198 sec): 3 clusters Score: Raw -357360.206410 + Penalty 2755.159004 = -354605.047405 nChanged 24 SP:Iteration 19Q (1109.570204 sec): 3 clusters Score: Raw -357368.662394 + Penalty 2755.159004 = -354613.503390 nChanged 24 SP:Iteration 20F (1109.590663 sec): 3 clusters Score: Raw -357376.042406 + Penalty 2755.159004 = -354620.883402 nChanged 25 SP:Iteration 21Q (1109.610609 sec): 3 clusters Score: Raw -357386.252404 + Penalty 2755.159004 = -354631.093400 nChanged 21 SP:Iteration 22Q (1109.630515 sec): 3 clusters Score: Raw -357394.609088 + Penalty 2755.159004 = -354639.450084 nChanged 19 SP:Iteration 23Q (1109.650513 sec): 3 clusters Score: Raw -357400.199827 + Penalty 2755.159004 = -354645.040822 nChanged 17 SP:Iteration 24Q (1109.670756 sec): 3 clusters Score: Raw -357403.621999 + Penalty 2755.159004 = -354648.462995 nChanged 15 SP:Iteration 25Q (1109.690760 sec): 3 clusters Score: Raw -357407.811255 + Penalty 2755.159004 = -354652.652250 nChanged 15 SP:Iteration 26Q (1109.710893 sec): 3 clusters Score: Raw -357412.935476 + Penalty 2755.159004 = -354657.776471 nChanged 13 SP:Iteration 27Q (1109.730815 sec): 3 clusters Score: Raw -357418.769705 + Penalty 2755.159004 = -354663.610700 nChanged 14 SP:Iteration 28Q (1109.750905 sec): 3 clusters Score: Raw -357424.273467 + Penalty 2755.159004 = -354669.114462 nChanged 14 SP:Iteration 29Q (1109.771026 sec): 3 clusters Score: Raw -357428.913863 + Penalty 2755.159004 = -354673.754859 nChanged 13 SP:Iteration 30Q (1109.790870 sec): 3 clusters Score: Raw -357432.192727 + Penalty 2755.159004 = -354677.033722 nChanged 13 SP:Iteration 31Q (1109.810867 sec): 3 clusters Score: Raw -357434.783498 + Penalty 2755.159004 = -354679.624494 nChanged 8 SP:Iteration 32Q (1109.830914 sec): 3 clusters Score: Raw -357437.032078 + Penalty 2755.159004 = -354681.873073 nChanged 12 SP:Iteration 33Q (1109.850616 sec): 3 clusters Score: Raw -357439.939166 + Penalty 2755.159004 = -354684.780161 nChanged 11 SP:Iteration 34Q (1109.870803 sec): 3 clusters Score: Raw -357443.158692 + Penalty 2755.159004 = -354687.999688 nChanged 6 SP:Iteration 35Q (1109.890740 sec): 3 clusters Score: Raw -357445.247293 + Penalty 2755.159004 = -354690.088288 nChanged 8 SP:Iteration 36Q (1109.910501 sec): 3 clusters Score: Raw -357449.613118 + Penalty 2755.159004 = -354694.454114 nChanged 12 SP:Iteration 37Q (1109.930422 sec): 3 clusters Score: Raw -357454.115615 + Penalty 2755.159004 = -354698.956610 nChanged 14 SP:Iteration 38Q (1109.950416 sec): 3 clusters Score: Raw -357458.152693 + Penalty 2755.159004 = -354702.993689 nChanged 14 SP:Iteration 39Q (1109.969974 sec): 3 clusters Score: Raw -357462.660891 + Penalty 2755.159004 = -354707.501886 nChanged 12 SP:Iteration 40F (1109.990491 sec): 3 clusters Score: Raw -357465.836963 + Penalty 2755.159004 = -354710.677958 nChanged 10 SP:Iteration 41Q (1110.010396 sec): 3 clusters Score: Raw -357467.655975 + Penalty 2755.159004 = -354712.496970 nChanged 7 SP:Iteration 42Q (1110.030405 sec): 3 clusters Score: Raw -357470.430960 + Penalty 2755.159004 = -354715.271955 nChanged 10 SP:Iteration 43Q (1110.050284 sec): 3 clusters Score: Raw -357472.797856 + Penalty 2755.159004 = -354717.638851 nChanged 4 SP:Iteration 44Q (1110.070128 sec): 3 clusters Score: Raw -357474.183365 + Penalty 2755.159004 = -354719.024361 nChanged 5 SP:Iteration 45Q (1110.090074 sec): 3 clusters Score: Raw -357475.763071 + Penalty 2755.159004 = -354720.604067 nChanged 9 SP:Iteration 46Q (1110.109863 sec): 3 clusters Score: Raw -357478.238055 + Penalty 2755.159004 = -354723.079050 nChanged 3 SP:Iteration 47Q (1110.129774 sec): 3 clusters Score: Raw -357478.971990 + Penalty 2755.159004 = -354723.812985 nChanged 5 SP:Iteration 48Q (1110.149662 sec): 3 clusters Score: Raw -357479.730014 + Penalty 2755.159004 = -354724.571009 nChanged 9 SP:Iteration 49Q (1110.169436 sec): 3 clusters Score: Raw -357482.532347 + Penalty 2755.159004 = -354727.373343 nChanged 10 SP:Iteration 50Q (1110.189210 sec): 3 clusters Score: Raw -357485.113270 + Penalty 2755.159004 = -354729.954266 nChanged 12 SP:Iteration 51Q (1110.208981 sec): 3 clusters Score: Raw -357487.590072 + Penalty 2755.159004 = -354732.431068 nChanged 6 SP:Iteration 52Q (1110.228667 sec): 3 clusters Score: Raw -357489.042766 + Penalty 2755.159004 = -354733.883761 nChanged 5 SP:Iteration 53Q (1110.248547 sec): 3 clusters Score: Raw -357489.799192 + Penalty 2755.159004 = -354734.640188 nChanged 1 SP:Iteration 54Q (1110.268558 sec): 3 clusters Score: Raw -357489.935935 + Penalty 2755.159004 = -354734.776931 nChanged 3 SP:Iteration 55Q (1110.288451 sec): 3 clusters Score: Raw -357490.583104 + Penalty 2755.159004 = -354735.424100 nChanged 4 SP:Iteration 56Q (1110.308364 sec): 3 clusters Score: Raw -357491.522713 + Penalty 2755.159004 = -354736.363709 nChanged 3 SP:Iteration 57Q (1110.328210 sec): 3 clusters Score: Raw -357492.303542 + Penalty 2755.159004 = -354737.144537 nChanged 4 SP:Iteration 58Q (1110.348058 sec): 3 clusters Score: Raw -357493.669085 + Penalty 2755.159004 = -354738.510081 nChanged 6 SP:Iteration 59Q (1110.367734 sec): 3 clusters Score: Raw -357495.596555 + Penalty 2755.159004 = -354740.437551 nChanged 9 SP:Iteration 60F (1110.388171 sec): 3 clusters Score: Raw -357497.786681 + Penalty 2755.159004 = -354742.627677 nChanged 9 SP:Iteration 61Q (1110.407898 sec): 3 clusters Score: Raw -357500.955344 + Penalty 2755.159004 = -354745.796339 nChanged 13 SP:Iteration 62Q (1110.427831 sec): 3 clusters Score: Raw -357504.418393 + Penalty 2755.159004 = -354749.259388 nChanged 9 SP:Iteration 63Q (1110.447560 sec): 3 clusters Score: Raw -357507.821669 + Penalty 2755.159004 = -354752.662664 nChanged 14 SP:Iteration 64Q (1110.467358 sec): 3 clusters Score: Raw -357514.266085 + Penalty 2755.159004 = -354759.107081 nChanged 15 SP:Iteration 65Q (1110.487092 sec): 3 clusters Score: Raw -357519.474988 + Penalty 2755.159004 = -354764.315983 nChanged 12 SP:Iteration 66Q (1110.507027 sec): 3 clusters Score: Raw -357525.824035 + Penalty 2755.159004 = -354770.665031 nChanged 16 SP:Iteration 67Q (1110.526867 sec): 3 clusters Score: Raw -357533.648063 + Penalty 2755.159004 = -354778.489058 nChanged 25 SP:Iteration 68Q (1110.546626 sec): 3 clusters Score: Raw -357546.030359 + Penalty 2755.159004 = -354790.871354 nChanged 27 SP:Iteration 69Q (1110.566581 sec): 3 clusters Score: Raw -357559.976335 + Penalty 2755.159004 = -354804.817330 nChanged 39 SP:Iteration 70Q (1110.586385 sec): 3 clusters Score: Raw -357578.509220 + Penalty 2755.159004 = -354823.350215 nChanged 32 SP:Iteration 71Q (1110.605991 sec): 3 clusters Score: Raw -357602.944794 + Penalty 2755.159004 = -354847.785789 nChanged 44 SP:Iteration 72Q (1110.625719 sec): 3 clusters Score: Raw -357631.472578 + Penalty 2755.159004 = -354876.313574 nChanged 39 SP:Iteration 73Q (1110.645494 sec): 3 clusters Score: Raw -357648.400312 + Penalty 2755.159004 = -354893.241307 nChanged 29 SP:Iteration 74Q (1110.665222 sec): 3 clusters Score: Raw -357664.232017 + Penalty 2755.159004 = -354909.073013 nChanged 43 SP:Iteration 75Q (1110.684688 sec): 3 clusters Score: Raw -357687.980694 + Penalty 2755.159004 = -354932.821690 nChanged 38 SP:Iteration 76Q (1110.703983 sec): 3 clusters Score: Raw -357705.657408 + Penalty 2755.159004 = -354950.498404 nChanged 40 SP:Iteration 77Q (1110.723511 sec): 3 clusters Score: Raw -357726.659590 + Penalty 2755.159004 = -354971.500585 nChanged 52 SP:Iteration 78Q (1110.743105 sec): 3 clusters Score: Raw -357754.528442 + Penalty 2755.159004 = -354999.369438 nChanged 46 SP:Iteration 79Q (1110.762814 sec): 3 clusters Score: Raw -357775.379244 + Penalty 2755.159004 = -355020.220239 nChanged 38 SP:Iteration 80F (1110.783370 sec): 3 clusters Score: Raw -357795.831903 + Penalty 2755.159004 = -355040.672898 nChanged 44 SP:Iteration 81Q (1110.803015 sec): 3 clusters Score: Raw -357820.723633 + Penalty 2755.159004 = -355065.564628 nChanged 46 SP:Iteration 82Q (1110.822556 sec): 3 clusters Score: Raw -357840.987457 + Penalty 2755.159004 = -355085.828453 nChanged 39 SP:Iteration 83Q (1110.842140 sec): 3 clusters Score: Raw -357855.988575 + Penalty 2755.159004 = -355100.829570 nChanged 40 SP:Iteration 84Q (1110.861780 sec): 3 clusters Score: Raw -357876.664545 + Penalty 2755.159004 = -355121.505540 nChanged 47 SP:Iteration 85Q (1110.881442 sec): 3 clusters Score: Raw -357894.608827 + Penalty 2755.159004 = -355139.449822 nChanged 30 SP:Iteration 86Q (1110.900998 sec): 3 clusters Score: Raw -357903.687437 + Penalty 2755.159004 = -355148.528432 nChanged 17 SP:Iteration 87Q (1110.920526 sec): 3 clusters Score: Raw -357909.296693 + Penalty 2755.159004 = -355154.137689 nChanged 23 SP:Iteration 88Q (1110.940069 sec): 3 clusters Score: Raw -357916.111256 + Penalty 2755.159004 = -355160.952251 nChanged 18 SP:Iteration 89Q (1110.959623 sec): 3 clusters Score: Raw -357921.089599 + Penalty 2755.159004 = -355165.930595 nChanged 14 SP:Iteration 90Q (1110.979231 sec): 3 clusters Score: Raw -357926.473558 + Penalty 2755.159004 = -355171.314554 nChanged 15 SP:Iteration 91Q (1110.998923 sec): 3 clusters Score: Raw -357930.619162 + Penalty 2755.159004 = -355175.460157 nChanged 17 SP:Iteration 92Q (1111.018383 sec): 3 clusters Score: Raw -357935.234926 + Penalty 2755.159004 = -355180.075922 nChanged 21 SP:Iteration 93Q (1111.038068 sec): 3 clusters Score: Raw -357942.821331 + Penalty 2755.159004 = -355187.662327 nChanged 20 SP:Iteration 94Q (1111.057710 sec): 3 clusters Score: Raw -357948.356119 + Penalty 2755.159004 = -355193.197114 nChanged 13 SP:Iteration 95Q (1111.077159 sec): 3 clusters Score: Raw -357952.335775 + Penalty 2755.159004 = -355197.176771 nChanged 19 SP:Iteration 96Q (1111.096612 sec): 3 clusters Score: Raw -357958.130577 + Penalty 2755.159004 = -355202.971573 nChanged 13 SP:Iteration 97Q (1111.116196 sec): 3 clusters Score: Raw -357962.502417 + Penalty 2755.159004 = -355207.343413 nChanged 13 SP:Iteration 98Q (1111.135854 sec): 3 clusters Score: Raw -357966.806033 + Penalty 2755.159004 = -355211.647028 nChanged 16 SP:Iteration 99Q (1111.155469 sec): 3 clusters Score: Raw -357972.030092 + Penalty 2755.159004 = -355216.871088 nChanged 13 SP:Iteration 100F (1111.175894 sec): 3 clusters Score: Raw -357975.318550 + Penalty 2755.159004 = -355220.159545 nChanged 11 SP:Iteration 101Q (1111.195375 sec): 3 clusters Score: Raw -357978.305245 + Penalty 2755.159004 = -355223.146241 nChanged 11 SP:Iteration 102Q (1111.214902 sec): 3 clusters Score: Raw -357981.029098 + Penalty 2755.159004 = -355225.870093 nChanged 10 SP:Iteration 103Q (1111.234557 sec): 3 clusters Score: Raw -357983.763468 + Penalty 2755.159004 = -355228.604464 nChanged 6 SP:Iteration 104Q (1111.254056 sec): 3 clusters Score: Raw -357985.196867 + Penalty 2755.159004 = -355230.037862 nChanged 11 SP:Iteration 105Q (1111.273563 sec): 3 clusters Score: Raw -357989.295117 + Penalty 2755.159004 = -355234.136112 nChanged 13 SP:Iteration 106Q (1111.293041 sec): 3 clusters Score: Raw -357992.738099 + Penalty 2755.159004 = -355237.579095 nChanged 14 SP:Iteration 107Q (1111.312612 sec): 3 clusters Score: Raw -357996.993104 + Penalty 2755.159004 = -355241.834099 nChanged 14 SP:Iteration 108Q (1111.332003 sec): 3 clusters Score: Raw -358001.060740 + Penalty 2755.159004 = -355245.901736 nChanged 17 SP:Iteration 109Q (1111.351365 sec): 3 clusters Score: Raw -358005.491409 + Penalty 2755.159004 = -355250.332404 nChanged 13 SP:Iteration 110Q (1111.370942 sec): 3 clusters Score: Raw -358008.814497 + Penalty 2755.159004 = -355253.655492 nChanged 14 SP:Iteration 111Q (1111.390541 sec): 3 clusters Score: Raw -358011.796145 + Penalty 2755.159004 = -355256.637140 nChanged 10 SP:Iteration 112Q (1111.440496 sec): 3 clusters Score: Raw -358014.234591 + Penalty 2755.159004 = -355259.075587 nChanged 10 SP:Iteration 113Q (1111.493224 sec): 3 clusters Score: Raw -358017.734982 + Penalty 2755.159004 = -355262.575978 nChanged 12 SP:Iteration 114Q (1111.512209 sec): 3 clusters Score: Raw -358021.023723 + Penalty 2755.159004 = -355265.864719 nChanged 10 SP:Iteration 115Q (1111.532688 sec): 3 clusters Score: Raw -358024.336377 + Penalty 2755.159004 = -355269.177372 nChanged 14 SP:Iteration 116Q (1111.552821 sec): 3 clusters Score: Raw -358028.719066 + Penalty 2755.159004 = -355273.560061 nChanged 11 SP:Iteration 117Q (1111.573085 sec): 3 clusters Score: Raw -358031.728310 + Penalty 2755.159004 = -355276.569305 nChanged 13 SP:Iteration 118Q (1111.593241 sec): 3 clusters Score: Raw -358036.939865 + Penalty 2755.159004 = -355281.780860 nChanged 19 SP:Iteration 119Q (1111.612871 sec): 3 clusters Score: Raw -358043.774441 + Penalty 2755.159004 = -355288.615437 nChanged 17 SP:Iteration 120F (1111.633524 sec): 3 clusters Score: Raw -358048.804648 + Penalty 2755.159004 = -355293.645644 nChanged 14 SP:Iteration 121Q (1111.652934 sec): 3 clusters Score: Raw -358051.656827 + Penalty 2755.159004 = -355296.497823 nChanged 7 SP:Iteration 122Q (1111.672558 sec): 3 clusters Score: Raw -358053.576797 + Penalty 2755.159004 = -355298.417792 nChanged 10 SP:Iteration 123Q (1111.692261 sec): 3 clusters Score: Raw -358057.372859 + Penalty 2755.159004 = -355302.213854 nChanged 8 SP:Iteration 124Q (1111.711749 sec): 3 clusters Score: Raw -358060.279607 + Penalty 2755.159004 = -355305.120603 nChanged 6 SP:Iteration 125Q (1111.731421 sec): 3 clusters Score: Raw -358062.468534 + Penalty 2755.159004 = -355307.309529 nChanged 2 SP:Iteration 126Q (1111.750676 sec): 3 clusters Score: Raw -358062.839515 + Penalty 2755.159004 = -355307.680511 nChanged 2 SP:Iteration 127Q (1111.770151 sec): 3 clusters Score: Raw -358063.769082 + Penalty 2755.159004 = -355308.610078 nChanged 3 SP:Iteration 128Q (1111.789720 sec): 3 clusters Score: Raw -358064.984476 + Penalty 2755.159004 = -355309.825471 nChanged 5 SP:Iteration 129Q (1111.809295 sec): 3 clusters Score: Raw -358066.873188 + Penalty 2755.159004 = -355311.714184 nChanged 7 SP:Iteration 130Q (1111.828942 sec): 3 clusters Score: Raw -358070.686174 + Penalty 2755.159004 = -355315.527169 nChanged 9 SP:Iteration 131Q (1111.848290 sec): 3 clusters Score: Raw -358073.653724 + Penalty 2755.159004 = -355318.494719 nChanged 11 SP:Iteration 132Q (1111.867814 sec): 3 clusters Score: Raw -358078.077838 + Penalty 2755.159004 = -355322.918834 nChanged 14 SP:Iteration 133Q (1111.887516 sec): 3 clusters Score: Raw -358083.428251 + Penalty 2755.159004 = -355328.269246 nChanged 19 SP:Iteration 134Q (1111.941451 sec): 3 clusters Score: Raw -358091.338653 + Penalty 2755.159004 = -355336.179649 nChanged 14 SP:Iteration 135Q (1111.960594 sec): 3 clusters Score: Raw -358097.212034 + Penalty 2755.159004 = -355342.053029 nChanged 21 SP:Iteration 136Q (1111.980061 sec): 3 clusters Score: Raw -358104.529152 + Penalty 2755.159004 = -355349.370147 nChanged 15 SP:Iteration 137Q (1111.999437 sec): 3 clusters Score: Raw -358108.371331 + Penalty 2755.159004 = -355353.212327 nChanged 9 SP:Iteration 138Q (1112.018766 sec): 3 clusters Score: Raw -358111.079388 + Penalty 2755.159004 = -355355.920383 nChanged 7 SP:Iteration 139Q (1112.038346 sec): 3 clusters Score: Raw -358113.969892 + Penalty 2755.159004 = -355358.810887 nChanged 7 SP:Iteration 140F (1112.058647 sec): 3 clusters Score: Raw -358116.509634 + Penalty 2755.159004 = -355361.350630 nChanged 10 SP:Iteration 141Q (1112.077928 sec): 3 clusters Score: Raw -358119.716519 + Penalty 2755.159004 = -355364.557515 nChanged 9 SP:Iteration 142Q (1112.097494 sec): 3 clusters Score: Raw -358123.015310 + Penalty 2755.159004 = -355367.856305 nChanged 6 SP:Iteration 143Q (1112.116804 sec): 3 clusters Score: Raw -358125.075951 + Penalty 2755.159004 = -355369.916947 nChanged 7 SP:Iteration 144Q (1112.135996 sec): 3 clusters Score: Raw -358128.526083 + Penalty 2755.159004 = -355373.367078 nChanged 9 SP:Iteration 145Q (1112.155255 sec): 3 clusters Score: Raw -358130.982563 + Penalty 2755.159004 = -355375.823558 nChanged 4 SP:Iteration 146Q (1112.174725 sec): 3 clusters Score: Raw -358131.791033 + Penalty 2755.159004 = -355376.632028 nChanged 4 SP:Iteration 147Q (1112.194024 sec): 3 clusters Score: Raw -358132.786140 + Penalty 2755.159004 = -355377.627135 nChanged 2 SP:Iteration 148Q (1112.213497 sec): 3 clusters Score: Raw -358133.138817 + Penalty 2755.159004 = -355377.979813 nChanged 3 SP:Iteration 149Q (1112.232958 sec): 3 clusters Score: Raw -358133.730059 + Penalty 2755.159004 = -355378.571055 nChanged 4 SP:Iteration 150Q (1112.252171 sec): 3 clusters Score: Raw -358134.854431 + Penalty 2755.159004 = -355379.695427 nChanged 3 SP:Iteration 151Q (1112.271626 sec): 3 clusters Score: Raw -358135.346720 + Penalty 2755.159004 = -355380.187716 nChanged 2 SP:Iteration 152Q (1112.290906 sec): 3 clusters Score: Raw -358135.771651 + Penalty 2755.159004 = -355380.612647 nChanged 2 SP:Iteration 153Q (1112.310453 sec): 3 clusters Score: Raw -358136.067307 + Penalty 2755.159004 = -355380.908302 nChanged 0 SP:Iteration 154F (1112.331052 sec): 3 clusters Score: Raw -358136.067307 + Penalty 2755.159004 = -355380.908302 nChanged 0 Trying to split cluster 10 (6967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1112.351861 sec): 2 clusters Score: Raw -579358.828488 + Penalty 1437.952749 = -577920.875739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1112.376475 sec): 3 clusters Score: Raw -575572.927526 + Penalty 2875.905498 = -572697.022028 nChanged 2924 SP:Iteration 1F (1112.400643 sec): 3 clusters Score: Raw -577155.363493 + Penalty 2875.905498 = -574279.457994 nChanged 500 SP:Iteration 2F (1112.424852 sec): 3 clusters Score: Raw -577420.391606 + Penalty 2875.905498 = -574544.486107 nChanged 410 SP:Iteration 3F (1112.448668 sec): 3 clusters Score: Raw -577663.107521 + Penalty 2875.905498 = -574787.202022 nChanged 408 SP:Iteration 4F (1112.472841 sec): 3 clusters Score: Raw -577943.612705 + Penalty 2875.905498 = -575067.707206 nChanged 396 SP:Iteration 5F (1112.496940 sec): 3 clusters Score: Raw -578197.182824 + Penalty 2875.905498 = -575321.277326 nChanged 378 SP:Iteration 6F (1112.521010 sec): 3 clusters Score: Raw -578475.576597 + Penalty 2875.905498 = -575599.671099 nChanged 334 SP:Iteration 7Q (1112.544761 sec): 3 clusters Score: Raw -578735.406803 + Penalty 2875.905498 = -575859.501304 nChanged 291 SP:Iteration 8Q (1112.568729 sec): 3 clusters Score: Raw -578956.079060 + Penalty 2875.905498 = -576080.173562 nChanged 239 SP:Iteration 9Q (1112.592564 sec): 3 clusters Score: Raw -579150.490987 + Penalty 2875.905498 = -576274.585489 nChanged 188 SP:Iteration 10Q (1112.616287 sec): 3 clusters Score: Raw -579287.528550 + Penalty 2875.905498 = -576411.623051 nChanged 151 SP:Iteration 11Q (1112.639780 sec): 3 clusters Score: Raw -579389.821178 + Penalty 2875.905498 = -576513.915680 nChanged 114 SP:Iteration 12Q (1112.662994 sec): 3 clusters Score: Raw -579469.973090 + Penalty 2875.905498 = -576594.067592 nChanged 98 SP:Iteration 13Q (1112.685965 sec): 3 clusters Score: Raw -579525.655365 + Penalty 2875.905498 = -576649.749867 nChanged 96 SP:Iteration 14Q (1112.708896 sec): 3 clusters Score: Raw -579579.869280 + Penalty 2875.905498 = -576703.963782 nChanged 83 SP:Iteration 15Q (1112.731773 sec): 3 clusters Score: Raw -579624.657858 + Penalty 2875.905498 = -576748.752360 nChanged 68 SP:Iteration 16Q (1112.754029 sec): 3 clusters Score: Raw -579664.716463 + Penalty 2875.905498 = -576788.810965 nChanged 59 SP:Iteration 17Q (1112.776272 sec): 3 clusters Score: Raw -579701.012339 + Penalty 2875.905498 = -576825.106841 nChanged 51 SP:Iteration 18Q (1112.798508 sec): 3 clusters Score: Raw -579727.142885 + Penalty 2875.905498 = -576851.237386 nChanged 44 SP:Iteration 19Q (1112.820770 sec): 3 clusters Score: Raw -579745.982793 + Penalty 2875.905498 = -576870.077295 nChanged 38 SP:Iteration 20F (1112.844831 sec): 3 clusters Score: Raw -579767.435344 + Penalty 2875.905498 = -576891.529845 nChanged 36 SP:Iteration 21Q (1112.866683 sec): 3 clusters Score: Raw -579789.211565 + Penalty 2875.905498 = -576913.306067 nChanged 33 SP:Iteration 22Q (1112.888711 sec): 3 clusters Score: Raw -579808.006260 + Penalty 2875.905498 = -576932.100762 nChanged 34 SP:Iteration 23Q (1112.910797 sec): 3 clusters Score: Raw -579826.293842 + Penalty 2875.905498 = -576950.388344 nChanged 27 SP:Iteration 24Q (1112.932736 sec): 3 clusters Score: Raw -579836.366154 + Penalty 2875.905498 = -576960.460655 nChanged 26 SP:Iteration 25Q (1112.954300 sec): 3 clusters Score: Raw -579848.478134 + Penalty 2875.905498 = -576972.572636 nChanged 21 SP:Iteration 26Q (1112.976197 sec): 3 clusters Score: Raw -579857.773378 + Penalty 2875.905498 = -576981.867880 nChanged 14 SP:Iteration 27Q (1112.997984 sec): 3 clusters Score: Raw -579863.600236 + Penalty 2875.905498 = -576987.694738 nChanged 11 SP:Iteration 28Q (1113.019750 sec): 3 clusters Score: Raw -579867.530168 + Penalty 2875.905498 = -576991.624670 nChanged 8 SP:Iteration 29Q (1113.041482 sec): 3 clusters Score: Raw -579869.591243 + Penalty 2875.905498 = -576993.685744 nChanged 10 SP:Iteration 30Q (1113.063203 sec): 3 clusters Score: Raw -579872.385517 + Penalty 2875.905498 = -576996.480019 nChanged 7 SP:Iteration 31Q (1113.084989 sec): 3 clusters Score: Raw -579875.414495 + Penalty 2875.905498 = -576999.508997 nChanged 9 SP:Iteration 32Q (1113.106881 sec): 3 clusters Score: Raw -579879.520677 + Penalty 2875.905498 = -577003.615179 nChanged 13 SP:Iteration 33Q (1113.128342 sec): 3 clusters Score: Raw -579884.162657 + Penalty 2875.905498 = -577008.257158 nChanged 6 SP:Iteration 34Q (1113.149809 sec): 3 clusters Score: Raw -579885.680318 + Penalty 2875.905498 = -577009.774820 nChanged 3 SP:Iteration 35Q (1113.171564 sec): 3 clusters Score: Raw -579886.767310 + Penalty 2875.905498 = -577010.861812 nChanged 4 SP:Iteration 36Q (1113.193281 sec): 3 clusters Score: Raw -579888.266592 + Penalty 2875.905498 = -577012.361094 nChanged 6 SP:Iteration 37Q (1113.214991 sec): 3 clusters Score: Raw -579890.936971 + Penalty 2875.905498 = -577015.031473 nChanged 8 SP:Iteration 38Q (1113.236822 sec): 3 clusters Score: Raw -579894.091550 + Penalty 2875.905498 = -577018.186051 nChanged 6 SP:Iteration 39Q (1113.258517 sec): 3 clusters Score: Raw -579896.305145 + Penalty 2875.905498 = -577020.399647 nChanged 7 SP:Iteration 40F (1113.282838 sec): 3 clusters Score: Raw -579899.195424 + Penalty 2875.905498 = -577023.289926 nChanged 7 SP:Iteration 41Q (1113.304440 sec): 3 clusters Score: Raw -579901.520617 + Penalty 2875.905498 = -577025.615118 nChanged 10 SP:Iteration 42Q (1113.326192 sec): 3 clusters Score: Raw -579904.140303 + Penalty 2875.905498 = -577028.234805 nChanged 7 SP:Iteration 43Q (1113.347632 sec): 3 clusters Score: Raw -579906.113465 + Penalty 2875.905498 = -577030.207967 nChanged 3 SP:Iteration 44Q (1113.369171 sec): 3 clusters Score: Raw -579906.676851 + Penalty 2875.905498 = -577030.771352 nChanged 2 SP:Iteration 45Q (1113.390868 sec): 3 clusters Score: Raw -579907.178880 + Penalty 2875.905498 = -577031.273382 nChanged 0 SP:Iteration 46F (1113.415097 sec): 3 clusters Score: Raw -579907.178880 + Penalty 2875.905498 = -577031.273382 nChanged 0 Trying to split cluster 11 (6563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1113.434596 sec): 2 clusters Score: Raw -558071.353804 + Penalty 1428.245503 = -556643.108301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1113.457946 sec): 3 clusters Score: Raw -554541.408979 + Penalty 2856.491006 = -551684.917973 nChanged 2744 SP:Iteration 1F (1113.480652 sec): 3 clusters Score: Raw -556074.421746 + Penalty 2856.491006 = -553217.930740 nChanged 480 SP:Iteration 2F (1113.503279 sec): 3 clusters Score: Raw -556316.950177 + Penalty 2856.491006 = -553460.459171 nChanged 379 SP:Iteration 3F (1113.526227 sec): 3 clusters Score: Raw -556533.695021 + Penalty 2856.491006 = -553677.204015 nChanged 355 SP:Iteration 4F (1113.549040 sec): 3 clusters Score: Raw -556735.087912 + Penalty 2856.491006 = -553878.596907 nChanged 338 SP:Iteration 5F (1113.571754 sec): 3 clusters Score: Raw -556941.421825 + Penalty 2856.491006 = -554084.930820 nChanged 328 SP:Iteration 6Q (1113.594579 sec): 3 clusters Score: Raw -557153.758084 + Penalty 2856.491006 = -554297.267079 nChanged 313 SP:Iteration 7Q (1113.617378 sec): 3 clusters Score: Raw -557356.047663 + Penalty 2856.491006 = -554499.556657 nChanged 302 SP:Iteration 8Q (1113.640314 sec): 3 clusters Score: Raw -557545.083111 + Penalty 2856.491006 = -554688.592106 nChanged 258 SP:Iteration 9Q (1113.663224 sec): 3 clusters Score: Raw -557706.289614 + Penalty 2856.491006 = -554849.798609 nChanged 220 SP:Iteration 10Q (1113.686132 sec): 3 clusters Score: Raw -557838.985786 + Penalty 2856.491006 = -554982.494781 nChanged 191 SP:Iteration 11Q (1113.709063 sec): 3 clusters Score: Raw -557953.913665 + Penalty 2856.491006 = -555097.422659 nChanged 159 SP:Iteration 12Q (1113.731863 sec): 3 clusters Score: Raw -558047.527673 + Penalty 2856.491006 = -555191.036667 nChanged 124 SP:Iteration 13Q (1113.754789 sec): 3 clusters Score: Raw -558103.218893 + Penalty 2856.491006 = -555246.727887 nChanged 81 SP:Iteration 14Q (1113.777711 sec): 3 clusters Score: Raw -558131.297502 + Penalty 2856.491006 = -555274.806497 nChanged 56 SP:Iteration 15Q (1113.800658 sec): 3 clusters Score: Raw -558151.276255 + Penalty 2856.491006 = -555294.785249 nChanged 47 SP:Iteration 16Q (1113.823517 sec): 3 clusters Score: Raw -558165.714244 + Penalty 2856.491006 = -555309.223239 nChanged 35 SP:Iteration 17Q (1113.846491 sec): 3 clusters Score: Raw -558178.767819 + Penalty 2856.491006 = -555322.276813 nChanged 31 SP:Iteration 18Q (1113.869038 sec): 3 clusters Score: Raw -558188.311510 + Penalty 2856.491006 = -555331.820504 nChanged 33 SP:Iteration 19Q (1113.891982 sec): 3 clusters Score: Raw -558198.858307 + Penalty 2856.491006 = -555342.367301 nChanged 32 SP:Iteration 20F (1113.914713 sec): 3 clusters Score: Raw -558208.387531 + Penalty 2856.491006 = -555351.896525 nChanged 27 SP:Iteration 21Q (1113.937551 sec): 3 clusters Score: Raw -558216.760831 + Penalty 2856.491006 = -555360.269825 nChanged 27 SP:Iteration 22Q (1113.960387 sec): 3 clusters Score: Raw -558224.608138 + Penalty 2856.491006 = -555368.117133 nChanged 20 SP:Iteration 23Q (1113.983256 sec): 3 clusters Score: Raw -558231.727344 + Penalty 2856.491006 = -555375.236339 nChanged 21 SP:Iteration 24Q (1114.005971 sec): 3 clusters Score: Raw -558237.567802 + Penalty 2856.491006 = -555381.076796 nChanged 17 SP:Iteration 25Q (1114.028937 sec): 3 clusters Score: Raw -558242.657056 + Penalty 2856.491006 = -555386.166050 nChanged 15 SP:Iteration 26Q (1114.051736 sec): 3 clusters Score: Raw -558246.682858 + Penalty 2856.491006 = -555390.191852 nChanged 12 SP:Iteration 27Q (1114.074397 sec): 3 clusters Score: Raw -558251.106859 + Penalty 2856.491006 = -555394.615853 nChanged 14 SP:Iteration 28Q (1114.097178 sec): 3 clusters Score: Raw -558256.002487 + Penalty 2856.491006 = -555399.511482 nChanged 20 SP:Iteration 29Q (1114.120042 sec): 3 clusters Score: Raw -558264.535801 + Penalty 2856.491006 = -555408.044796 nChanged 18 SP:Iteration 30Q (1114.142873 sec): 3 clusters Score: Raw -558270.049862 + Penalty 2856.491006 = -555413.558856 nChanged 16 SP:Iteration 31Q (1114.165641 sec): 3 clusters Score: Raw -558273.663919 + Penalty 2856.491006 = -555417.172913 nChanged 15 SP:Iteration 32Q (1114.188383 sec): 3 clusters Score: Raw -558278.745967 + Penalty 2856.491006 = -555422.254961 nChanged 17 SP:Iteration 33Q (1114.211096 sec): 3 clusters Score: Raw -558283.247770 + Penalty 2856.491006 = -555426.756764 nChanged 22 SP:Iteration 34Q (1114.233890 sec): 3 clusters Score: Raw -558289.140905 + Penalty 2856.491006 = -555432.649900 nChanged 11 SP:Iteration 35Q (1114.256562 sec): 3 clusters Score: Raw -558293.988693 + Penalty 2856.491006 = -555437.497687 nChanged 16 SP:Iteration 36Q (1114.279278 sec): 3 clusters Score: Raw -558300.041493 + Penalty 2856.491006 = -555443.550487 nChanged 19 SP:Iteration 37Q (1114.301772 sec): 3 clusters Score: Raw -558304.917154 + Penalty 2856.491006 = -555448.426149 nChanged 14 SP:Iteration 38Q (1114.324120 sec): 3 clusters Score: Raw -558307.865606 + Penalty 2856.491006 = -555451.374600 nChanged 11 SP:Iteration 39Q (1114.346639 sec): 3 clusters Score: Raw -558311.225802 + Penalty 2856.491006 = -555454.734796 nChanged 8 SP:Iteration 40F (1114.369605 sec): 3 clusters Score: Raw -558315.847909 + Penalty 2856.491006 = -555459.356903 nChanged 15 SP:Iteration 41Q (1114.392056 sec): 3 clusters Score: Raw -558322.199498 + Penalty 2856.491006 = -555465.708492 nChanged 18 SP:Iteration 42Q (1114.414551 sec): 3 clusters Score: Raw -558327.113042 + Penalty 2856.491006 = -555470.622036 nChanged 14 SP:Iteration 43Q (1114.437037 sec): 3 clusters Score: Raw -558331.979762 + Penalty 2856.491006 = -555475.488756 nChanged 13 SP:Iteration 44Q (1114.459347 sec): 3 clusters Score: Raw -558335.370198 + Penalty 2856.491006 = -555478.879192 nChanged 15 SP:Iteration 45Q (1114.481682 sec): 3 clusters Score: Raw -558340.274889 + Penalty 2856.491006 = -555483.783884 nChanged 13 SP:Iteration 46Q (1114.504124 sec): 3 clusters Score: Raw -558345.353572 + Penalty 2856.491006 = -555488.862566 nChanged 10 SP:Iteration 47Q (1114.526645 sec): 3 clusters Score: Raw -558348.144749 + Penalty 2856.491006 = -555491.653743 nChanged 15 SP:Iteration 48Q (1114.549123 sec): 3 clusters Score: Raw -558352.961574 + Penalty 2856.491006 = -555496.470568 nChanged 20 SP:Iteration 49Q (1114.571268 sec): 3 clusters Score: Raw -558360.031177 + Penalty 2856.491006 = -555503.540171 nChanged 18 SP:Iteration 50Q (1114.593699 sec): 3 clusters Score: Raw -558365.632500 + Penalty 2856.491006 = -555509.141494 nChanged 16 SP:Iteration 51Q (1114.615886 sec): 3 clusters Score: Raw -558370.811637 + Penalty 2856.491006 = -555514.320631 nChanged 17 SP:Iteration 52Q (1114.638078 sec): 3 clusters Score: Raw -558374.797668 + Penalty 2856.491006 = -555518.306662 nChanged 10 SP:Iteration 53Q (1114.660403 sec): 3 clusters Score: Raw -558377.868445 + Penalty 2856.491006 = -555521.377440 nChanged 4 SP:Iteration 54Q (1114.682586 sec): 3 clusters Score: Raw -558379.011784 + Penalty 2856.491006 = -555522.520779 nChanged 2 SP:Iteration 55Q (1114.704921 sec): 3 clusters Score: Raw -558379.492006 + Penalty 2856.491006 = -555523.001000 nChanged 1 SP:Iteration 56Q (1114.726999 sec): 3 clusters Score: Raw -558379.841862 + Penalty 2856.491006 = -555523.350856 nChanged 1 SP:Iteration 57Q (1114.749035 sec): 3 clusters Score: Raw -558380.089711 + Penalty 2856.491006 = -555523.598706 nChanged 3 SP:Iteration 58Q (1114.771127 sec): 3 clusters Score: Raw -558381.186050 + Penalty 2856.491006 = -555524.695044 nChanged 2 SP:Iteration 59Q (1114.793058 sec): 3 clusters Score: Raw -558381.649856 + Penalty 2856.491006 = -555525.158851 nChanged 2 SP:Iteration 60F (1114.815865 sec): 3 clusters Score: Raw -558381.925832 + Penalty 2856.491006 = -555525.434826 nChanged 2 SP:Iteration 61Q (1114.837849 sec): 3 clusters Score: Raw -558382.353672 + Penalty 2856.491006 = -555525.862667 nChanged 2 SP:Iteration 62Q (1114.859788 sec): 3 clusters Score: Raw -558382.697829 + Penalty 2856.491006 = -555526.206824 nChanged 1 SP:Iteration 63Q (1114.881892 sec): 3 clusters Score: Raw -558382.926651 + Penalty 2856.491006 = -555526.435645 nChanged 2 SP:Iteration 64Q (1114.903922 sec): 3 clusters Score: Raw -558383.373178 + Penalty 2856.491006 = -555526.882173 nChanged 3 SP:Iteration 65Q (1114.926043 sec): 3 clusters Score: Raw -558384.194910 + Penalty 2856.491006 = -555527.703904 nChanged 3 SP:Iteration 66Q (1114.954190 sec): 3 clusters Score: Raw -558385.086696 + Penalty 2856.491006 = -555528.595690 nChanged 2 SP:Iteration 67Q (1114.976448 sec): 3 clusters Score: Raw -558385.529996 + Penalty 2856.491006 = -555529.038990 nChanged 2 SP:Iteration 68Q (1115.000386 sec): 3 clusters Score: Raw -558385.970574 + Penalty 2856.491006 = -555529.479568 nChanged 2 SP:Iteration 69Q (1115.024510 sec): 3 clusters Score: Raw -558386.202520 + Penalty 2856.491006 = -555529.711515 nChanged 1 SP:Iteration 70Q (1115.048595 sec): 3 clusters Score: Raw -558386.409620 + Penalty 2856.491006 = -555529.918615 nChanged 2 SP:Iteration 71Q (1115.071106 sec): 3 clusters Score: Raw -558386.965885 + Penalty 2856.491006 = -555530.474880 nChanged 3 SP:Iteration 72Q (1115.093357 sec): 3 clusters Score: Raw -558387.311725 + Penalty 2856.491006 = -555530.820719 nChanged 1 SP:Iteration 73Q (1115.115583 sec): 3 clusters Score: Raw -558387.400987 + Penalty 2856.491006 = -555530.909981 nChanged 0 SP:Iteration 74F (1115.138521 sec): 3 clusters Score: Raw -558387.400987 + Penalty 2856.491006 = -555530.909981 nChanged 0 Trying to split cluster 12 (2823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1115.154481 sec): 2 clusters Score: Raw -227028.054965 + Penalty 1291.152757 = -225736.902208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1115.169237 sec): 3 clusters Score: Raw -225725.331612 + Penalty 2582.305514 = -223143.026098 nChanged 1065 SP:Iteration 1F (1115.183118 sec): 3 clusters Score: Raw -226364.639534 + Penalty 2582.305514 = -223782.334020 nChanged 209 SP:Iteration 2F (1115.196986 sec): 3 clusters Score: Raw -226485.786580 + Penalty 2582.305514 = -223903.481066 nChanged 131 SP:Iteration 3Q (1115.210911 sec): 3 clusters Score: Raw -226560.152125 + Penalty 2582.305514 = -223977.846611 nChanged 86 SP:Iteration 4Q (1115.224841 sec): 3 clusters Score: Raw -226597.989923 + Penalty 2582.305514 = -224015.684409 nChanged 62 SP:Iteration 5Q (1115.238746 sec): 3 clusters Score: Raw -226626.557481 + Penalty 2582.305514 = -224044.251967 nChanged 51 SP:Iteration 6Q (1115.252532 sec): 3 clusters Score: Raw -226651.027575 + Penalty 2582.305514 = -224068.722061 nChanged 51 SP:Iteration 7Q (1115.266297 sec): 3 clusters Score: Raw -226672.756074 + Penalty 2582.305514 = -224090.450560 nChanged 38 SP:Iteration 8Q (1115.280125 sec): 3 clusters Score: Raw -226695.185055 + Penalty 2582.305514 = -224112.879541 nChanged 49 SP:Iteration 9Q (1115.294020 sec): 3 clusters Score: Raw -226719.301623 + Penalty 2582.305514 = -224136.996109 nChanged 38 SP:Iteration 10Q (1115.307856 sec): 3 clusters Score: Raw -226742.126708 + Penalty 2582.305514 = -224159.821194 nChanged 52 SP:Iteration 11Q (1115.321757 sec): 3 clusters Score: Raw -226772.107889 + Penalty 2582.305514 = -224189.802374 nChanged 48 SP:Iteration 12Q (1115.335609 sec): 3 clusters Score: Raw -226794.742714 + Penalty 2582.305514 = -224212.437200 nChanged 38 SP:Iteration 13Q (1115.349522 sec): 3 clusters Score: Raw -226811.704420 + Penalty 2582.305514 = -224229.398906 nChanged 31 SP:Iteration 14Q (1115.363355 sec): 3 clusters Score: Raw -226824.240589 + Penalty 2582.305514 = -224241.935075 nChanged 28 SP:Iteration 15Q (1115.377104 sec): 3 clusters Score: Raw -226837.865637 + Penalty 2582.305514 = -224255.560122 nChanged 33 SP:Iteration 16Q (1115.390996 sec): 3 clusters Score: Raw -226855.391027 + Penalty 2582.305514 = -224273.085512 nChanged 31 SP:Iteration 17Q (1115.404830 sec): 3 clusters Score: Raw -226870.087353 + Penalty 2582.305514 = -224287.781839 nChanged 19 SP:Iteration 18Q (1115.418602 sec): 3 clusters Score: Raw -226879.504996 + Penalty 2582.305514 = -224297.199482 nChanged 19 SP:Iteration 19Q (1115.432301 sec): 3 clusters Score: Raw -226887.893424 + Penalty 2582.305514 = -224305.587910 nChanged 26 SP:Iteration 20F (1115.446142 sec): 3 clusters Score: Raw -226904.583589 + Penalty 2582.305514 = -224322.278075 nChanged 31 SP:Iteration 21Q (1115.459959 sec): 3 clusters Score: Raw -226928.089086 + Penalty 2582.305514 = -224345.783572 nChanged 35 SP:Iteration 22Q (1115.473768 sec): 3 clusters Score: Raw -226952.417083 + Penalty 2582.305514 = -224370.111569 nChanged 53 SP:Iteration 23Q (1115.487573 sec): 3 clusters Score: Raw -227001.794101 + Penalty 2582.305514 = -224419.488586 nChanged 67 SP:Iteration 24Q (1115.501119 sec): 3 clusters Score: Raw -227068.591158 + Penalty 2582.305514 = -224486.285644 nChanged 71 SP:Iteration 25Q (1115.514993 sec): 3 clusters Score: Raw -227127.340535 + Penalty 2582.305514 = -224545.035021 nChanged 52 SP:Iteration 26Q (1115.528701 sec): 3 clusters Score: Raw -227165.316954 + Penalty 2582.305514 = -224583.011440 nChanged 38 SP:Iteration 27Q (1115.542272 sec): 3 clusters Score: Raw -227188.460741 + Penalty 2582.305514 = -224606.155226 nChanged 34 SP:Iteration 28Q (1115.555814 sec): 3 clusters Score: Raw -227204.080622 + Penalty 2582.305514 = -224621.775108 nChanged 26 SP:Iteration 29Q (1115.569435 sec): 3 clusters Score: Raw -227217.976752 + Penalty 2582.305514 = -224635.671238 nChanged 22 SP:Iteration 30Q (1115.583113 sec): 3 clusters Score: Raw -227228.900145 + Penalty 2582.305514 = -224646.594631 nChanged 18 SP:Iteration 31Q (1115.596734 sec): 3 clusters Score: Raw -227236.842410 + Penalty 2582.305514 = -224654.536895 nChanged 15 SP:Iteration 32Q (1115.610382 sec): 3 clusters Score: Raw -227242.048650 + Penalty 2582.305514 = -224659.743136 nChanged 18 SP:Iteration 33Q (1115.623979 sec): 3 clusters Score: Raw -227250.356564 + Penalty 2582.305514 = -224668.051050 nChanged 14 SP:Iteration 34Q (1115.637582 sec): 3 clusters Score: Raw -227254.485960 + Penalty 2582.305514 = -224672.180446 nChanged 5 SP:Iteration 35Q (1115.651061 sec): 3 clusters Score: Raw -227256.119404 + Penalty 2582.305514 = -224673.813890 nChanged 1 SP:Iteration 36Q (1115.664668 sec): 3 clusters Score: Raw -227256.507623 + Penalty 2582.305514 = -224674.202108 nChanged 1 SP:Iteration 37Q (1115.678271 sec): 3 clusters Score: Raw -227256.654763 + Penalty 2582.305514 = -224674.349249 nChanged 2 SP:Iteration 38Q (1115.691872 sec): 3 clusters Score: Raw -227257.716990 + Penalty 2582.305514 = -224675.411476 nChanged 4 SP:Iteration 39Q (1115.705483 sec): 3 clusters Score: Raw -227259.032588 + Penalty 2582.305514 = -224676.727074 nChanged 1 SP:Iteration 40F (1115.719323 sec): 3 clusters Score: Raw -227259.356519 + Penalty 2582.305514 = -224677.051005 nChanged 1 SP:Iteration 41Q (1115.732920 sec): 3 clusters Score: Raw -227259.838474 + Penalty 2582.305514 = -224677.532960 nChanged 1 SP:Iteration 42Q (1115.746524 sec): 3 clusters Score: Raw -227260.349311 + Penalty 2582.305514 = -224678.043797 nChanged 0 SP:Iteration 43F (1115.760238 sec): 3 clusters Score: Raw -227260.349311 + Penalty 2582.305514 = -224678.043797 nChanged 0 Trying to split cluster 13 (30907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1115.807256 sec): 2 clusters Score: Raw -2643208.632022 + Penalty 1680.044921 = -2641528.587101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1115.867717 sec): 3 clusters Score: Raw -2624164.639799 + Penalty 3360.089842 = -2620804.549958 nChanged 14310 SP:Iteration 1F (1115.924348 sec): 3 clusters Score: Raw -2632064.437835 + Penalty 3360.089842 = -2628704.347993 nChanged 1564 SP:Iteration 2F (1115.981111 sec): 3 clusters Score: Raw -2632722.277881 + Penalty 3360.089842 = -2629362.188039 nChanged 1622 SP:Iteration 3F (1116.037789 sec): 3 clusters Score: Raw -2633515.326444 + Penalty 3360.089842 = -2630155.236602 nChanged 1802 SP:Iteration 4F (1116.094636 sec): 3 clusters Score: Raw -2634643.223561 + Penalty 3360.089842 = -2631283.133719 nChanged 2063 SP:Iteration 5F (1116.151504 sec): 3 clusters Score: Raw -2636193.660033 + Penalty 3360.089842 = -2632833.570191 nChanged 2200 SP:Iteration 6F (1116.208119 sec): 3 clusters Score: Raw -2637888.337664 + Penalty 3360.089842 = -2634528.247822 nChanged 2025 SP:Iteration 7F (1116.264808 sec): 3 clusters Score: Raw -2639305.945856 + Penalty 3360.089842 = -2635945.856014 nChanged 1651 SP:Iteration 8F (1116.321346 sec): 3 clusters Score: Raw -2640298.511129 + Penalty 3360.089842 = -2636938.421287 nChanged 1233 SP:Iteration 9Q (1116.378369 sec): 3 clusters Score: Raw -2640973.933516 + Penalty 3360.089842 = -2637613.843674 nChanged 911 SP:Iteration 10Q (1116.434435 sec): 3 clusters Score: Raw -2641429.516768 + Penalty 3360.089842 = -2638069.426926 nChanged 650 SP:Iteration 11Q (1116.489535 sec): 3 clusters Score: Raw -2641716.845212 + Penalty 3360.089842 = -2638356.755370 nChanged 512 SP:Iteration 12Q (1116.544280 sec): 3 clusters Score: Raw -2641926.863489 + Penalty 3360.089842 = -2638566.773647 nChanged 439 SP:Iteration 13Q (1116.598662 sec): 3 clusters Score: Raw -2642096.371382 + Penalty 3360.089842 = -2638736.281540 nChanged 395 SP:Iteration 14Q (1116.652448 sec): 3 clusters Score: Raw -2642239.711729 + Penalty 3360.089842 = -2638879.621888 nChanged 377 SP:Iteration 15Q (1116.706164 sec): 3 clusters Score: Raw -2642372.063775 + Penalty 3360.089842 = -2639011.973933 nChanged 361 SP:Iteration 16Q (1116.759482 sec): 3 clusters Score: Raw -2642498.988112 + Penalty 3360.089842 = -2639138.898270 nChanged 336 SP:Iteration 17Q (1116.812257 sec): 3 clusters Score: Raw -2642611.554098 + Penalty 3360.089842 = -2639251.464256 nChanged 332 SP:Iteration 18Q (1116.865031 sec): 3 clusters Score: Raw -2642736.175800 + Penalty 3360.089842 = -2639376.085959 nChanged 342 SP:Iteration 19Q (1116.917387 sec): 3 clusters Score: Raw -2642863.582008 + Penalty 3360.089842 = -2639503.492166 nChanged 324 SP:Iteration 20F (1116.973575 sec): 3 clusters Score: Raw -2642983.220898 + Penalty 3360.089842 = -2639623.131056 nChanged 314 SP:Iteration 21Q (1117.050357 sec): 3 clusters Score: Raw -2643102.447317 + Penalty 3360.089842 = -2639742.357476 nChanged 277 SP:Iteration 22Q (1117.101769 sec): 3 clusters Score: Raw -2643209.686164 + Penalty 3360.089842 = -2639849.596322 nChanged 234 SP:Iteration 23Q (1117.152930 sec): 3 clusters Score: Raw -2643295.177772 + Penalty 3360.089842 = -2639935.087930 nChanged 211 SP:Iteration 24Q (1117.205393 sec): 3 clusters Score: Raw -2643360.946043 + Penalty 3360.089842 = -2640000.856201 nChanged 175 SP:Iteration 25Q (1117.256276 sec): 3 clusters Score: Raw -2643414.973794 + Penalty 3360.089842 = -2640054.883952 nChanged 156 SP:Iteration 26Q (1117.306972 sec): 3 clusters Score: Raw -2643461.698606 + Penalty 3360.089842 = -2640101.608764 nChanged 128 SP:Iteration 27Q (1117.356705 sec): 3 clusters Score: Raw -2643500.512187 + Penalty 3360.089842 = -2640140.422345 nChanged 114 SP:Iteration 28Q (1117.406253 sec): 3 clusters Score: Raw -2643531.370331 + Penalty 3360.089842 = -2640171.280489 nChanged 103 SP:Iteration 29Q (1117.455875 sec): 3 clusters Score: Raw -2643556.741075 + Penalty 3360.089842 = -2640196.651233 nChanged 80 SP:Iteration 30Q (1117.505246 sec): 3 clusters Score: Raw -2643574.116395 + Penalty 3360.089842 = -2640214.026553 nChanged 66 SP:Iteration 31Q (1117.554606 sec): 3 clusters Score: Raw -2643587.933592 + Penalty 3360.089842 = -2640227.843750 nChanged 60 SP:Iteration 32Q (1117.603543 sec): 3 clusters Score: Raw -2643601.747802 + Penalty 3360.089842 = -2640241.657960 nChanged 54 SP:Iteration 33Q (1117.652621 sec): 3 clusters Score: Raw -2643611.332944 + Penalty 3360.089842 = -2640251.243103 nChanged 45 SP:Iteration 34Q (1117.701439 sec): 3 clusters Score: Raw -2643619.874724 + Penalty 3360.089842 = -2640259.784882 nChanged 40 SP:Iteration 35Q (1117.750628 sec): 3 clusters Score: Raw -2643626.895376 + Penalty 3360.089842 = -2640266.805535 nChanged 34 SP:Iteration 36Q (1117.799712 sec): 3 clusters Score: Raw -2643631.590818 + Penalty 3360.089842 = -2640271.500977 nChanged 30 SP:Iteration 37Q (1117.848403 sec): 3 clusters Score: Raw -2643635.937934 + Penalty 3360.089842 = -2640275.848093 nChanged 21 SP:Iteration 38Q (1117.897089 sec): 3 clusters Score: Raw -2643638.742703 + Penalty 3360.089842 = -2640278.652861 nChanged 17 SP:Iteration 39Q (1117.945952 sec): 3 clusters Score: Raw -2643641.332188 + Penalty 3360.089842 = -2640281.242347 nChanged 26 SP:Iteration 40F (1118.002631 sec): 3 clusters Score: Raw -2643644.858741 + Penalty 3360.089842 = -2640284.768899 nChanged 17 SP:Iteration 41Q (1118.051359 sec): 3 clusters Score: Raw -2643647.778712 + Penalty 3360.089842 = -2640287.688870 nChanged 19 SP:Iteration 42Q (1118.100183 sec): 3 clusters Score: Raw -2643650.043443 + Penalty 3360.089842 = -2640289.953601 nChanged 17 SP:Iteration 43Q (1118.149077 sec): 3 clusters Score: Raw -2643652.256825 + Penalty 3360.089842 = -2640292.166983 nChanged 16 SP:Iteration 44Q (1118.197849 sec): 3 clusters Score: Raw -2643655.021670 + Penalty 3360.089842 = -2640294.931828 nChanged 15 SP:Iteration 45Q (1118.246905 sec): 3 clusters Score: Raw -2643657.529130 + Penalty 3360.089842 = -2640297.439288 nChanged 15 SP:Iteration 46Q (1118.295372 sec): 3 clusters Score: Raw -2643658.917461 + Penalty 3360.089842 = -2640298.827620 nChanged 7 SP:Iteration 47Q (1118.344086 sec): 3 clusters Score: Raw -2643659.541575 + Penalty 3360.089842 = -2640299.451733 nChanged 6 SP:Iteration 48Q (1118.392836 sec): 3 clusters Score: Raw -2643660.117182 + Penalty 3360.089842 = -2640300.027341 nChanged 8 SP:Iteration 49Q (1118.441665 sec): 3 clusters Score: Raw -2643661.493834 + Penalty 3360.089842 = -2640301.403992 nChanged 6 SP:Iteration 50Q (1118.490379 sec): 3 clusters Score: Raw -2643662.981065 + Penalty 3360.089842 = -2640302.891223 nChanged 6 SP:Iteration 51Q (1118.539132 sec): 3 clusters Score: Raw -2643663.687975 + Penalty 3360.089842 = -2640303.598133 nChanged 4 SP:Iteration 52Q (1118.587737 sec): 3 clusters Score: Raw -2643663.995781 + Penalty 3360.089842 = -2640303.905939 nChanged 0 SP:Iteration 53F (1118.644444 sec): 3 clusters Score: Raw -2643663.995781 + Penalty 3360.089842 = -2640303.905939 nChanged 0 Trying to split cluster 14 (7793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1118.662323 sec): 2 clusters Score: Raw -621217.670541 + Penalty 1456.159441 = -619761.511100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1118.687267 sec): 3 clusters Score: Raw -616959.740630 + Penalty 2912.318881 = -614047.421748 nChanged 3309 SP:Iteration 1F (1118.711541 sec): 3 clusters Score: Raw -618860.358875 + Penalty 2912.318881 = -615948.039993 nChanged 598 SP:Iteration 2F (1118.735840 sec): 3 clusters Score: Raw -619264.578707 + Penalty 2912.318881 = -616352.259826 nChanged 537 SP:Iteration 3F (1118.760072 sec): 3 clusters Score: Raw -619625.939388 + Penalty 2912.318881 = -616713.620507 nChanged 458 SP:Iteration 4F (1118.784453 sec): 3 clusters Score: Raw -619900.909702 + Penalty 2912.318881 = -616988.590820 nChanged 386 SP:Iteration 5Q (1118.808776 sec): 3 clusters Score: Raw -620115.389070 + Penalty 2912.318881 = -617203.070189 nChanged 325 SP:Iteration 6Q (1118.833171 sec): 3 clusters Score: Raw -620328.512148 + Penalty 2912.318881 = -617416.193266 nChanged 298 SP:Iteration 7Q (1118.857324 sec): 3 clusters Score: Raw -620511.272530 + Penalty 2912.318881 = -617598.953648 nChanged 277 SP:Iteration 8Q (1118.881451 sec): 3 clusters Score: Raw -620687.572181 + Penalty 2912.318881 = -617775.253299 nChanged 246 SP:Iteration 9Q (1118.905830 sec): 3 clusters Score: Raw -620825.621912 + Penalty 2912.318881 = -617913.303031 nChanged 199 SP:Iteration 10Q (1118.929707 sec): 3 clusters Score: Raw -620934.021633 + Penalty 2912.318881 = -618021.702751 nChanged 166 SP:Iteration 11Q (1118.953570 sec): 3 clusters Score: Raw -621019.339154 + Penalty 2912.318881 = -618107.020273 nChanged 134 SP:Iteration 12Q (1118.977446 sec): 3 clusters Score: Raw -621071.884912 + Penalty 2912.318881 = -618159.566030 nChanged 93 SP:Iteration 13Q (1119.001367 sec): 3 clusters Score: Raw -621100.337439 + Penalty 2912.318881 = -618188.018557 nChanged 65 SP:Iteration 14Q (1119.024899 sec): 3 clusters Score: Raw -621119.573472 + Penalty 2912.318881 = -618207.254591 nChanged 59 SP:Iteration 15Q (1119.048498 sec): 3 clusters Score: Raw -621139.484308 + Penalty 2912.318881 = -618227.165426 nChanged 62 SP:Iteration 16Q (1119.072206 sec): 3 clusters Score: Raw -621156.558597 + Penalty 2912.318881 = -618244.239715 nChanged 49 SP:Iteration 17Q (1119.095852 sec): 3 clusters Score: Raw -621172.330645 + Penalty 2912.318881 = -618260.011763 nChanged 47 SP:Iteration 18Q (1119.119416 sec): 3 clusters Score: Raw -621184.355362 + Penalty 2912.318881 = -618272.036481 nChanged 31 SP:Iteration 19Q (1119.142854 sec): 3 clusters Score: Raw -621192.615796 + Penalty 2912.318881 = -618280.296915 nChanged 35 SP:Iteration 20F (1119.167180 sec): 3 clusters Score: Raw -621200.268622 + Penalty 2912.318881 = -618287.949740 nChanged 24 SP:Iteration 21Q (1119.190728 sec): 3 clusters Score: Raw -621206.217565 + Penalty 2912.318881 = -618293.898683 nChanged 22 SP:Iteration 22Q (1119.214398 sec): 3 clusters Score: Raw -621210.734955 + Penalty 2912.318881 = -618298.416074 nChanged 23 SP:Iteration 23Q (1119.237627 sec): 3 clusters Score: Raw -621215.526963 + Penalty 2912.318881 = -618303.208082 nChanged 18 SP:Iteration 24Q (1119.261090 sec): 3 clusters Score: Raw -621219.004147 + Penalty 2912.318881 = -618306.685266 nChanged 19 SP:Iteration 25Q (1119.284448 sec): 3 clusters Score: Raw -621222.489904 + Penalty 2912.318881 = -618310.171022 nChanged 12 SP:Iteration 26Q (1119.307737 sec): 3 clusters Score: Raw -621225.492636 + Penalty 2912.318881 = -618313.173754 nChanged 12 SP:Iteration 27Q (1119.331173 sec): 3 clusters Score: Raw -621227.701586 + Penalty 2912.318881 = -618315.382704 nChanged 8 SP:Iteration 28Q (1119.354608 sec): 3 clusters Score: Raw -621229.271792 + Penalty 2912.318881 = -618316.952911 nChanged 9 SP:Iteration 29Q (1119.377989 sec): 3 clusters Score: Raw -621230.513581 + Penalty 2912.318881 = -618318.194700 nChanged 9 SP:Iteration 30Q (1119.401317 sec): 3 clusters Score: Raw -621231.825613 + Penalty 2912.318881 = -618319.506731 nChanged 9 SP:Iteration 31Q (1119.424664 sec): 3 clusters Score: Raw -621233.332050 + Penalty 2912.318881 = -618321.013168 nChanged 5 SP:Iteration 32Q (1119.448034 sec): 3 clusters Score: Raw -621234.513096 + Penalty 2912.318881 = -618322.194215 nChanged 7 SP:Iteration 33Q (1119.471556 sec): 3 clusters Score: Raw -621235.752046 + Penalty 2912.318881 = -618323.433165 nChanged 6 SP:Iteration 34Q (1119.494865 sec): 3 clusters Score: Raw -621236.718702 + Penalty 2912.318881 = -618324.399821 nChanged 4 SP:Iteration 35Q (1119.518436 sec): 3 clusters Score: Raw -621236.999371 + Penalty 2912.318881 = -618324.680489 nChanged 3 SP:Iteration 36Q (1119.542113 sec): 3 clusters Score: Raw -621237.582171 + Penalty 2912.318881 = -618325.263290 nChanged 4 SP:Iteration 37Q (1119.565413 sec): 3 clusters Score: Raw -621238.773941 + Penalty 2912.318881 = -618326.455060 nChanged 10 SP:Iteration 38Q (1119.588603 sec): 3 clusters Score: Raw -621243.171723 + Penalty 2912.318881 = -618330.852841 nChanged 12 SP:Iteration 39Q (1119.612004 sec): 3 clusters Score: Raw -621246.488858 + Penalty 2912.318881 = -618334.169976 nChanged 16 SP:Iteration 40F (1119.636558 sec): 3 clusters Score: Raw -621250.208469 + Penalty 2912.318881 = -618337.889587 nChanged 12 SP:Iteration 41Q (1119.659883 sec): 3 clusters Score: Raw -621252.082178 + Penalty 2912.318881 = -618339.763296 nChanged 7 SP:Iteration 42Q (1119.683209 sec): 3 clusters Score: Raw -621253.266630 + Penalty 2912.318881 = -618340.947748 nChanged 5 SP:Iteration 43Q (1119.706506 sec): 3 clusters Score: Raw -621254.310521 + Penalty 2912.318881 = -618341.991639 nChanged 6 SP:Iteration 44Q (1119.729976 sec): 3 clusters Score: Raw -621256.315223 + Penalty 2912.318881 = -618343.996341 nChanged 10 SP:Iteration 45Q (1119.753020 sec): 3 clusters Score: Raw -621259.055287 + Penalty 2912.318881 = -618346.736405 nChanged 8 SP:Iteration 46Q (1119.776407 sec): 3 clusters Score: Raw -621262.351730 + Penalty 2912.318881 = -618350.032849 nChanged 16 SP:Iteration 47Q (1119.799569 sec): 3 clusters Score: Raw -621266.378650 + Penalty 2912.318881 = -618354.059769 nChanged 13 SP:Iteration 48Q (1119.823002 sec): 3 clusters Score: Raw -621269.555392 + Penalty 2912.318881 = -618357.236511 nChanged 14 SP:Iteration 49Q (1119.846280 sec): 3 clusters Score: Raw -621273.545105 + Penalty 2912.318881 = -618361.226223 nChanged 9 SP:Iteration 50Q (1119.869822 sec): 3 clusters Score: Raw -621277.184093 + Penalty 2912.318881 = -618364.865212 nChanged 19 SP:Iteration 51Q (1119.892853 sec): 3 clusters Score: Raw -621284.361051 + Penalty 2912.318881 = -618372.042170 nChanged 25 SP:Iteration 52Q (1119.916036 sec): 3 clusters Score: Raw -621290.929281 + Penalty 2912.318881 = -618378.610400 nChanged 27 SP:Iteration 53Q (1119.939320 sec): 3 clusters Score: Raw -621296.744591 + Penalty 2912.318881 = -618384.425710 nChanged 19 SP:Iteration 54Q (1119.962722 sec): 3 clusters Score: Raw -621300.023827 + Penalty 2912.318881 = -618387.704945 nChanged 19 SP:Iteration 55Q (1119.985967 sec): 3 clusters Score: Raw -621305.663828 + Penalty 2912.318881 = -618393.344947 nChanged 24 SP:Iteration 56Q (1120.009034 sec): 3 clusters Score: Raw -621311.192383 + Penalty 2912.318881 = -618398.873502 nChanged 12 SP:Iteration 57Q (1120.032135 sec): 3 clusters Score: Raw -621314.956951 + Penalty 2912.318881 = -618402.638069 nChanged 18 SP:Iteration 58Q (1120.055303 sec): 3 clusters Score: Raw -621319.511280 + Penalty 2912.318881 = -618407.192399 nChanged 20 SP:Iteration 59Q (1120.078265 sec): 3 clusters Score: Raw -621324.527081 + Penalty 2912.318881 = -618412.208200 nChanged 19 SP:Iteration 60F (1120.102822 sec): 3 clusters Score: Raw -621329.381750 + Penalty 2912.318881 = -618417.062868 nChanged 22 SP:Iteration 61Q (1120.126032 sec): 3 clusters Score: Raw -621335.925682 + Penalty 2912.318881 = -618423.606800 nChanged 22 SP:Iteration 62Q (1120.148926 sec): 3 clusters Score: Raw -621340.855456 + Penalty 2912.318881 = -618428.536574 nChanged 17 SP:Iteration 63Q (1120.172016 sec): 3 clusters Score: Raw -621345.173730 + Penalty 2912.318881 = -618432.854848 nChanged 16 SP:Iteration 64Q (1120.194859 sec): 3 clusters Score: Raw -621348.288844 + Penalty 2912.318881 = -618435.969963 nChanged 8 SP:Iteration 65Q (1120.218116 sec): 3 clusters Score: Raw -621350.206745 + Penalty 2912.318881 = -618437.887864 nChanged 4 SP:Iteration 66Q (1120.241126 sec): 3 clusters Score: Raw -621351.508896 + Penalty 2912.318881 = -618439.190014 nChanged 10 SP:Iteration 67Q (1120.263990 sec): 3 clusters Score: Raw -621353.865562 + Penalty 2912.318881 = -618441.546681 nChanged 9 SP:Iteration 68Q (1120.287315 sec): 3 clusters Score: Raw -621355.516527 + Penalty 2912.318881 = -618443.197645 nChanged 8 SP:Iteration 69Q (1120.310483 sec): 3 clusters Score: Raw -621357.161179 + Penalty 2912.318881 = -618444.842298 nChanged 7 SP:Iteration 70Q (1120.333335 sec): 3 clusters Score: Raw -621358.697605 + Penalty 2912.318881 = -618446.378723 nChanged 11 SP:Iteration 71Q (1120.356166 sec): 3 clusters Score: Raw -621362.049256 + Penalty 2912.318881 = -618449.730374 nChanged 14 SP:Iteration 72Q (1120.379147 sec): 3 clusters Score: Raw -621364.392726 + Penalty 2912.318881 = -618452.073845 nChanged 6 SP:Iteration 73Q (1120.402429 sec): 3 clusters Score: Raw -621366.334958 + Penalty 2912.318881 = -618454.016077 nChanged 7 SP:Iteration 74Q (1120.425519 sec): 3 clusters Score: Raw -621367.620852 + Penalty 2912.318881 = -618455.301970 nChanged 4 SP:Iteration 75Q (1120.448642 sec): 3 clusters Score: Raw -621368.371004 + Penalty 2912.318881 = -618456.052122 nChanged 2 SP:Iteration 76Q (1120.471668 sec): 3 clusters Score: Raw -621368.593922 + Penalty 2912.318881 = -618456.275040 nChanged 1 SP:Iteration 77Q (1120.494730 sec): 3 clusters Score: Raw -621368.804254 + Penalty 2912.318881 = -618456.485373 nChanged 3 SP:Iteration 78Q (1120.517643 sec): 3 clusters Score: Raw -621369.813899 + Penalty 2912.318881 = -618457.495018 nChanged 8 SP:Iteration 79Q (1120.540952 sec): 3 clusters Score: Raw -621372.690857 + Penalty 2912.318881 = -618460.371976 nChanged 12 SP:Iteration 80F (1120.565429 sec): 3 clusters Score: Raw -621377.232813 + Penalty 2912.318881 = -618464.913932 nChanged 9 SP:Iteration 81Q (1120.588473 sec): 3 clusters Score: Raw -621378.787639 + Penalty 2912.318881 = -618466.468758 nChanged 5 SP:Iteration 82Q (1120.611611 sec): 3 clusters Score: Raw -621379.560202 + Penalty 2912.318881 = -618467.241321 nChanged 4 SP:Iteration 83Q (1120.634625 sec): 3 clusters Score: Raw -621380.434447 + Penalty 2912.318881 = -618468.115565 nChanged 5 SP:Iteration 84Q (1120.657768 sec): 3 clusters Score: Raw -621381.209519 + Penalty 2912.318881 = -618468.890637 nChanged 2 SP:Iteration 85Q (1120.680955 sec): 3 clusters Score: Raw -621381.368499 + Penalty 2912.318881 = -618469.049617 nChanged 1 SP:Iteration 86Q (1120.704055 sec): 3 clusters Score: Raw -621381.453135 + Penalty 2912.318881 = -618469.134253 nChanged 1 SP:Iteration 87Q (1120.727274 sec): 3 clusters Score: Raw -621381.940725 + Penalty 2912.318881 = -618469.621843 nChanged 2 SP:Iteration 88Q (1120.750549 sec): 3 clusters Score: Raw -621382.605658 + Penalty 2912.318881 = -618470.286777 nChanged 3 SP:Iteration 89Q (1120.773535 sec): 3 clusters Score: Raw -621383.660657 + Penalty 2912.318881 = -618471.341776 nChanged 3 SP:Iteration 90Q (1120.796631 sec): 3 clusters Score: Raw -621384.233150 + Penalty 2912.318881 = -618471.914269 nChanged 3 SP:Iteration 91Q (1120.819842 sec): 3 clusters Score: Raw -621384.794908 + Penalty 2912.318881 = -618472.476026 nChanged 3 SP:Iteration 92Q (1120.842742 sec): 3 clusters Score: Raw -621385.189166 + Penalty 2912.318881 = -618472.870285 nChanged 1 SP:Iteration 93Q (1120.865693 sec): 3 clusters Score: Raw -621385.276393 + Penalty 2912.318881 = -618472.957512 nChanged 0 SP:Iteration 94F (1120.890136 sec): 3 clusters Score: Raw -621385.276393 + Penalty 2912.318881 = -618472.957512 nChanged 0 Trying to split cluster 15 (5887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1120.909573 sec): 2 clusters Score: Raw -445016.396146 + Penalty 1410.581544 = -443605.814602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1120.932630 sec): 3 clusters Score: Raw -441951.267724 + Penalty 2821.163088 = -439130.104636 nChanged 2386 SP:Iteration 1F (1120.955043 sec): 3 clusters Score: Raw -443286.345129 + Penalty 2821.163088 = -440465.182041 nChanged 429 SP:Iteration 2F (1120.977580 sec): 3 clusters Score: Raw -443581.405356 + Penalty 2821.163088 = -440760.242268 nChanged 372 SP:Iteration 3F (1121.000027 sec): 3 clusters Score: Raw -443874.497593 + Penalty 2821.163088 = -441053.334505 nChanged 375 SP:Iteration 4F (1121.022739 sec): 3 clusters Score: Raw -444158.822365 + Penalty 2821.163088 = -441337.659277 nChanged 346 SP:Iteration 5F (1121.045108 sec): 3 clusters Score: Raw -444417.687231 + Penalty 2821.163088 = -441596.524143 nChanged 347 SP:Iteration 6F (1121.067713 sec): 3 clusters Score: Raw -444665.864682 + Penalty 2821.163088 = -441844.701594 nChanged 350 SP:Iteration 7F (1121.090332 sec): 3 clusters Score: Raw -444928.508117 + Penalty 2821.163088 = -442107.345029 nChanged 302 SP:Iteration 8F (1121.112944 sec): 3 clusters Score: Raw -445136.212362 + Penalty 2821.163088 = -442315.049274 nChanged 272 SP:Iteration 9Q (1121.135256 sec): 3 clusters Score: Raw -445312.169914 + Penalty 2821.163088 = -442491.006826 nChanged 198 SP:Iteration 10Q (1121.157599 sec): 3 clusters Score: Raw -445423.853876 + Penalty 2821.163088 = -442602.690788 nChanged 150 SP:Iteration 11Q (1121.180237 sec): 3 clusters Score: Raw -445503.310499 + Penalty 2821.163088 = -442682.147411 nChanged 131 SP:Iteration 12Q (1121.202743 sec): 3 clusters Score: Raw -445577.755432 + Penalty 2821.163088 = -442756.592344 nChanged 100 SP:Iteration 13Q (1121.225295 sec): 3 clusters Score: Raw -445624.476899 + Penalty 2821.163088 = -442803.313811 nChanged 79 SP:Iteration 14Q (1121.247632 sec): 3 clusters Score: Raw -445657.875657 + Penalty 2821.163088 = -442836.712569 nChanged 71 SP:Iteration 15Q (1121.270054 sec): 3 clusters Score: Raw -445683.573240 + Penalty 2821.163088 = -442862.410152 nChanged 54 SP:Iteration 16Q (1121.292518 sec): 3 clusters Score: Raw -445700.878253 + Penalty 2821.163088 = -442879.715165 nChanged 44 SP:Iteration 17Q (1121.314912 sec): 3 clusters Score: Raw -445714.887361 + Penalty 2821.163088 = -442893.724273 nChanged 43 SP:Iteration 18Q (1121.337423 sec): 3 clusters Score: Raw -445725.904143 + Penalty 2821.163088 = -442904.741055 nChanged 33 SP:Iteration 19Q (1121.359660 sec): 3 clusters Score: Raw -445735.229773 + Penalty 2821.163088 = -442914.066685 nChanged 37 SP:Iteration 20F (1121.382466 sec): 3 clusters Score: Raw -445745.857293 + Penalty 2821.163088 = -442924.694205 nChanged 24 SP:Iteration 21Q (1121.405201 sec): 3 clusters Score: Raw -445752.444164 + Penalty 2821.163088 = -442931.281076 nChanged 21 SP:Iteration 22Q (1121.427678 sec): 3 clusters Score: Raw -445757.909345 + Penalty 2821.163088 = -442936.746257 nChanged 14 SP:Iteration 23Q (1121.450112 sec): 3 clusters Score: Raw -445760.949130 + Penalty 2821.163088 = -442939.786042 nChanged 11 SP:Iteration 24Q (1121.472648 sec): 3 clusters Score: Raw -445763.466291 + Penalty 2821.163088 = -442942.303203 nChanged 11 SP:Iteration 25Q (1121.495191 sec): 3 clusters Score: Raw -445766.628826 + Penalty 2821.163088 = -442945.465738 nChanged 14 SP:Iteration 26Q (1121.517985 sec): 3 clusters Score: Raw -445770.011373 + Penalty 2821.163088 = -442948.848285 nChanged 8 SP:Iteration 27Q (1121.540394 sec): 3 clusters Score: Raw -445771.834732 + Penalty 2821.163088 = -442950.671644 nChanged 8 SP:Iteration 28Q (1121.562879 sec): 3 clusters Score: Raw -445773.252838 + Penalty 2821.163088 = -442952.089750 nChanged 7 SP:Iteration 29Q (1121.585416 sec): 3 clusters Score: Raw -445774.715437 + Penalty 2821.163088 = -442953.552349 nChanged 9 SP:Iteration 30Q (1121.608032 sec): 3 clusters Score: Raw -445777.256501 + Penalty 2821.163088 = -442956.093413 nChanged 12 SP:Iteration 31Q (1121.630534 sec): 3 clusters Score: Raw -445780.445775 + Penalty 2821.163088 = -442959.282687 nChanged 14 SP:Iteration 32Q (1121.653229 sec): 3 clusters Score: Raw -445784.508008 + Penalty 2821.163088 = -442963.344920 nChanged 17 SP:Iteration 33Q (1121.675689 sec): 3 clusters Score: Raw -445788.609429 + Penalty 2821.163088 = -442967.446341 nChanged 15 SP:Iteration 34Q (1121.698431 sec): 3 clusters Score: Raw -445791.845298 + Penalty 2821.163088 = -442970.682210 nChanged 9 SP:Iteration 35Q (1121.721128 sec): 3 clusters Score: Raw -445793.764522 + Penalty 2821.163088 = -442972.601434 nChanged 11 SP:Iteration 36Q (1121.743815 sec): 3 clusters Score: Raw -445796.135300 + Penalty 2821.163088 = -442974.972212 nChanged 8 SP:Iteration 37Q (1121.766332 sec): 3 clusters Score: Raw -445797.891691 + Penalty 2821.163088 = -442976.728603 nChanged 9 SP:Iteration 38Q (1121.788989 sec): 3 clusters Score: Raw -445799.548798 + Penalty 2821.163088 = -442978.385710 nChanged 13 SP:Iteration 39Q (1121.811535 sec): 3 clusters Score: Raw -445802.907918 + Penalty 2821.163088 = -442981.744831 nChanged 13 SP:Iteration 40F (1121.834152 sec): 3 clusters Score: Raw -445806.463831 + Penalty 2821.163088 = -442985.300743 nChanged 10 SP:Iteration 41Q (1121.856707 sec): 3 clusters Score: Raw -445808.719802 + Penalty 2821.163088 = -442987.556714 nChanged 6 SP:Iteration 42Q (1121.879185 sec): 3 clusters Score: Raw -445809.995924 + Penalty 2821.163088 = -442988.832836 nChanged 4 SP:Iteration 43Q (1121.901806 sec): 3 clusters Score: Raw -445811.090627 + Penalty 2821.163088 = -442989.927539 nChanged 6 SP:Iteration 44Q (1121.924359 sec): 3 clusters Score: Raw -445812.176651 + Penalty 2821.163088 = -442991.013563 nChanged 6 SP:Iteration 45Q (1121.946868 sec): 3 clusters Score: Raw -445813.386711 + Penalty 2821.163088 = -442992.223623 nChanged 2 SP:Iteration 46Q (1121.969361 sec): 3 clusters Score: Raw -445813.820010 + Penalty 2821.163088 = -442992.656922 nChanged 3 SP:Iteration 47Q (1121.991865 sec): 3 clusters Score: Raw -445814.247965 + Penalty 2821.163088 = -442993.084877 nChanged 2 SP:Iteration 48Q (1122.014276 sec): 3 clusters Score: Raw -445814.830101 + Penalty 2821.163088 = -442993.667013 nChanged 4 SP:Iteration 49Q (1122.036582 sec): 3 clusters Score: Raw -445815.548711 + Penalty 2821.163088 = -442994.385623 nChanged 2 SP:Iteration 50Q (1122.059298 sec): 3 clusters Score: Raw -445815.949241 + Penalty 2821.163088 = -442994.786153 nChanged 2 SP:Iteration 51Q (1122.081987 sec): 3 clusters Score: Raw -445816.197166 + Penalty 2821.163088 = -442995.034079 nChanged 0 SP:Iteration 52F (1122.104439 sec): 3 clusters Score: Raw -445816.197166 + Penalty 2821.163088 = -442995.034079 nChanged 0 Trying to split cluster 16 (4771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1122.122384 sec): 2 clusters Score: Raw -396627.482509 + Penalty 1376.425571 = -395251.056938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1122.143953 sec): 3 clusters Score: Raw -394174.100634 + Penalty 2752.851142 = -391421.249492 nChanged 1969 SP:Iteration 1F (1122.164952 sec): 3 clusters Score: Raw -395426.589734 + Penalty 2752.851142 = -392673.738593 nChanged 402 SP:Iteration 2F (1122.186307 sec): 3 clusters Score: Raw -395719.761680 + Penalty 2752.851142 = -392966.910538 nChanged 301 SP:Iteration 3F (1122.207415 sec): 3 clusters Score: Raw -395959.537542 + Penalty 2752.851142 = -393206.686400 nChanged 264 SP:Iteration 4F (1122.228335 sec): 3 clusters Score: Raw -396139.615095 + Penalty 2752.851142 = -393386.763954 nChanged 199 SP:Iteration 5Q (1122.249551 sec): 3 clusters Score: Raw -396253.954844 + Penalty 2752.851142 = -393501.103702 nChanged 151 SP:Iteration 6Q (1122.270442 sec): 3 clusters Score: Raw -396343.506939 + Penalty 2752.851142 = -393590.655797 nChanged 132 SP:Iteration 7Q (1122.291525 sec): 3 clusters Score: Raw -396422.694857 + Penalty 2752.851142 = -393669.843715 nChanged 114 SP:Iteration 8Q (1122.312389 sec): 3 clusters Score: Raw -396480.029454 + Penalty 2752.851142 = -393727.178312 nChanged 109 SP:Iteration 9Q (1122.333414 sec): 3 clusters Score: Raw -396535.833114 + Penalty 2752.851142 = -393782.981972 nChanged 95 SP:Iteration 10Q (1122.354409 sec): 3 clusters Score: Raw -396583.377543 + Penalty 2752.851142 = -393830.526401 nChanged 82 SP:Iteration 11Q (1122.375173 sec): 3 clusters Score: Raw -396622.368724 + Penalty 2752.851142 = -393869.517582 nChanged 78 SP:Iteration 12Q (1122.396120 sec): 3 clusters Score: Raw -396661.152128 + Penalty 2752.851142 = -393908.300987 nChanged 76 SP:Iteration 13Q (1122.416904 sec): 3 clusters Score: Raw -396696.286376 + Penalty 2752.851142 = -393943.435234 nChanged 68 SP:Iteration 14Q (1122.437872 sec): 3 clusters Score: Raw -396732.586779 + Penalty 2752.851142 = -393979.735637 nChanged 67 SP:Iteration 15Q (1122.458675 sec): 3 clusters Score: Raw -396760.371651 + Penalty 2752.851142 = -394007.520509 nChanged 58 SP:Iteration 16Q (1122.479317 sec): 3 clusters Score: Raw -396788.145660 + Penalty 2752.851142 = -394035.294518 nChanged 70 SP:Iteration 17Q (1122.500036 sec): 3 clusters Score: Raw -396817.663225 + Penalty 2752.851142 = -394064.812083 nChanged 58 SP:Iteration 18Q (1122.520941 sec): 3 clusters Score: Raw -396837.374536 + Penalty 2752.851142 = -394084.523394 nChanged 40 SP:Iteration 19Q (1122.541539 sec): 3 clusters Score: Raw -396851.193700 + Penalty 2752.851142 = -394098.342558 nChanged 34 SP:Iteration 20F (1122.562642 sec): 3 clusters Score: Raw -396860.195358 + Penalty 2752.851142 = -394107.344216 nChanged 23 SP:Iteration 21Q (1122.596310 sec): 3 clusters Score: Raw -396868.461456 + Penalty 2752.851142 = -394115.610314 nChanged 28 SP:Iteration 22Q (1122.615300 sec): 3 clusters Score: Raw -396876.475094 + Penalty 2752.851142 = -394123.623953 nChanged 31 SP:Iteration 23Q (1122.636101 sec): 3 clusters Score: Raw -396887.174644 + Penalty 2752.851142 = -394134.323502 nChanged 29 SP:Iteration 24Q (1122.656920 sec): 3 clusters Score: Raw -396900.153617 + Penalty 2752.851142 = -394147.302475 nChanged 35 SP:Iteration 25Q (1122.677285 sec): 3 clusters Score: Raw -396914.792829 + Penalty 2752.851142 = -394161.941687 nChanged 28 SP:Iteration 26Q (1122.697784 sec): 3 clusters Score: Raw -396923.328712 + Penalty 2752.851142 = -394170.477570 nChanged 28 SP:Iteration 27Q (1122.718251 sec): 3 clusters Score: Raw -396931.974160 + Penalty 2752.851142 = -394179.123018 nChanged 32 SP:Iteration 28Q (1122.739017 sec): 3 clusters Score: Raw -396942.656564 + Penalty 2752.851142 = -394189.805422 nChanged 37 SP:Iteration 29Q (1122.759513 sec): 3 clusters Score: Raw -396952.422745 + Penalty 2752.851142 = -394199.571603 nChanged 18 SP:Iteration 30Q (1122.780276 sec): 3 clusters Score: Raw -396956.780507 + Penalty 2752.851142 = -394203.929365 nChanged 23 SP:Iteration 31Q (1122.800972 sec): 3 clusters Score: Raw -396963.185017 + Penalty 2752.851142 = -394210.333875 nChanged 22 SP:Iteration 32Q (1122.821247 sec): 3 clusters Score: Raw -396970.174747 + Penalty 2752.851142 = -394217.323605 nChanged 19 SP:Iteration 33Q (1122.841981 sec): 3 clusters Score: Raw -396975.234896 + Penalty 2752.851142 = -394222.383754 nChanged 20 SP:Iteration 34Q (1122.862707 sec): 3 clusters Score: Raw -396980.377714 + Penalty 2752.851142 = -394227.526573 nChanged 13 SP:Iteration 35Q (1122.883260 sec): 3 clusters Score: Raw -396984.071379 + Penalty 2752.851142 = -394231.220237 nChanged 24 SP:Iteration 36Q (1122.903517 sec): 3 clusters Score: Raw -396992.651613 + Penalty 2752.851142 = -394239.800472 nChanged 19 SP:Iteration 37Q (1122.924056 sec): 3 clusters Score: Raw -396999.106694 + Penalty 2752.851142 = -394246.255552 nChanged 21 SP:Iteration 38Q (1122.944430 sec): 3 clusters Score: Raw -397004.636510 + Penalty 2752.851142 = -394251.785368 nChanged 21 SP:Iteration 39Q (1122.964755 sec): 3 clusters Score: Raw -397010.187110 + Penalty 2752.851142 = -394257.335968 nChanged 19 SP:Iteration 40F (1122.985910 sec): 3 clusters Score: Raw -397017.708557 + Penalty 2752.851142 = -394264.857415 nChanged 17 SP:Iteration 41Q (1123.006472 sec): 3 clusters Score: Raw -397024.608811 + Penalty 2752.851142 = -394271.757670 nChanged 20 SP:Iteration 42Q (1123.026994 sec): 3 clusters Score: Raw -397031.730560 + Penalty 2752.851142 = -394278.879418 nChanged 25 SP:Iteration 43Q (1123.047626 sec): 3 clusters Score: Raw -397040.538276 + Penalty 2752.851142 = -394287.687134 nChanged 23 SP:Iteration 44Q (1123.068006 sec): 3 clusters Score: Raw -397048.862217 + Penalty 2752.851142 = -394296.011075 nChanged 22 SP:Iteration 45Q (1123.088309 sec): 3 clusters Score: Raw -397056.898413 + Penalty 2752.851142 = -394304.047271 nChanged 23 SP:Iteration 46Q (1123.108658 sec): 3 clusters Score: Raw -397065.217185 + Penalty 2752.851142 = -394312.366043 nChanged 17 SP:Iteration 47Q (1123.128759 sec): 3 clusters Score: Raw -397069.895709 + Penalty 2752.851142 = -394317.044567 nChanged 18 SP:Iteration 48Q (1123.149214 sec): 3 clusters Score: Raw -397076.603869 + Penalty 2752.851142 = -394323.752728 nChanged 20 SP:Iteration 49Q (1123.169696 sec): 3 clusters Score: Raw -397083.830093 + Penalty 2752.851142 = -394330.978951 nChanged 20 SP:Iteration 50Q (1123.190124 sec): 3 clusters Score: Raw -397090.786637 + Penalty 2752.851142 = -394337.935495 nChanged 6 SP:Iteration 51Q (1123.210374 sec): 3 clusters Score: Raw -397091.932413 + Penalty 2752.851142 = -394339.081271 nChanged 5 SP:Iteration 52Q (1123.230686 sec): 3 clusters Score: Raw -397092.774464 + Penalty 2752.851142 = -394339.923322 nChanged 3 SP:Iteration 53Q (1123.250916 sec): 3 clusters Score: Raw -397093.054846 + Penalty 2752.851142 = -394340.203705 nChanged 1 SP:Iteration 54Q (1123.271134 sec): 3 clusters Score: Raw -397093.142391 + Penalty 2752.851142 = -394340.291249 nChanged 0 SP:Iteration 55F (1123.292139 sec): 3 clusters Score: Raw -397093.142391 + Penalty 2752.851142 = -394340.291249 nChanged 0 Trying to split cluster 17 (13544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1123.320765 sec): 2 clusters Score: Raw -1130459.571753 + Penalty 1545.976075 = -1128913.595677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1123.355754 sec): 3 clusters Score: Raw -1122472.713778 + Penalty 3091.952150 = -1119380.761628 nChanged 6100 SP:Iteration 1F (1123.389305 sec): 3 clusters Score: Raw -1125847.610310 + Penalty 3091.952150 = -1122755.658159 nChanged 801 SP:Iteration 2F (1123.423004 sec): 3 clusters Score: Raw -1126229.009220 + Penalty 3091.952150 = -1123137.057069 nChanged 801 SP:Iteration 3F (1123.456570 sec): 3 clusters Score: Raw -1126651.336529 + Penalty 3091.952150 = -1123559.384378 nChanged 869 SP:Iteration 4F (1123.490112 sec): 3 clusters Score: Raw -1127173.435076 + Penalty 3091.952150 = -1124081.482926 nChanged 870 SP:Iteration 5F (1123.523838 sec): 3 clusters Score: Raw -1127781.832642 + Penalty 3091.952150 = -1124689.880492 nChanged 896 SP:Iteration 6F (1123.557280 sec): 3 clusters Score: Raw -1128486.663146 + Penalty 3091.952150 = -1125394.710996 nChanged 859 SP:Iteration 7F (1123.590929 sec): 3 clusters Score: Raw -1129161.352499 + Penalty 3091.952150 = -1126069.400349 nChanged 708 SP:Iteration 8F (1123.624624 sec): 3 clusters Score: Raw -1129750.629811 + Penalty 3091.952150 = -1126658.677661 nChanged 514 SP:Iteration 9Q (1123.658213 sec): 3 clusters Score: Raw -1130138.231258 + Penalty 3091.952150 = -1127046.279107 nChanged 343 SP:Iteration 10Q (1123.691454 sec): 3 clusters Score: Raw -1130333.548186 + Penalty 3091.952150 = -1127241.596036 nChanged 242 SP:Iteration 11Q (1123.723872 sec): 3 clusters Score: Raw -1130440.469465 + Penalty 3091.952150 = -1127348.517315 nChanged 153 SP:Iteration 12Q (1123.756005 sec): 3 clusters Score: Raw -1130503.888217 + Penalty 3091.952150 = -1127411.936067 nChanged 124 SP:Iteration 13Q (1123.787934 sec): 3 clusters Score: Raw -1130560.322997 + Penalty 3091.952150 = -1127468.370847 nChanged 120 SP:Iteration 14Q (1123.819587 sec): 3 clusters Score: Raw -1130614.379428 + Penalty 3091.952150 = -1127522.427278 nChanged 114 SP:Iteration 15Q (1123.851129 sec): 3 clusters Score: Raw -1130665.722581 + Penalty 3091.952150 = -1127573.770430 nChanged 80 SP:Iteration 16Q (1123.882472 sec): 3 clusters Score: Raw -1130697.135003 + Penalty 3091.952150 = -1127605.182852 nChanged 72 SP:Iteration 17Q (1123.913857 sec): 3 clusters Score: Raw -1130729.079407 + Penalty 3091.952150 = -1127637.127256 nChanged 63 SP:Iteration 18Q (1123.945021 sec): 3 clusters Score: Raw -1130749.791551 + Penalty 3091.952150 = -1127657.839400 nChanged 68 SP:Iteration 19Q (1123.976210 sec): 3 clusters Score: Raw -1130768.591928 + Penalty 3091.952150 = -1127676.639778 nChanged 49 SP:Iteration 20F (1124.009678 sec): 3 clusters Score: Raw -1130781.281241 + Penalty 3091.952150 = -1127689.329090 nChanged 33 SP:Iteration 21Q (1124.040629 sec): 3 clusters Score: Raw -1130789.417784 + Penalty 3091.952150 = -1127697.465634 nChanged 34 SP:Iteration 22Q (1124.071507 sec): 3 clusters Score: Raw -1130799.043536 + Penalty 3091.952150 = -1127707.091386 nChanged 31 SP:Iteration 23Q (1124.102473 sec): 3 clusters Score: Raw -1130808.535580 + Penalty 3091.952150 = -1127716.583430 nChanged 39 SP:Iteration 24Q (1124.133357 sec): 3 clusters Score: Raw -1130819.714735 + Penalty 3091.952150 = -1127727.762584 nChanged 25 SP:Iteration 25Q (1124.164317 sec): 3 clusters Score: Raw -1130825.871253 + Penalty 3091.952150 = -1127733.919103 nChanged 24 SP:Iteration 26Q (1124.195038 sec): 3 clusters Score: Raw -1130830.626136 + Penalty 3091.952150 = -1127738.673986 nChanged 21 SP:Iteration 27Q (1124.225880 sec): 3 clusters Score: Raw -1130834.937866 + Penalty 3091.952150 = -1127742.985716 nChanged 16 SP:Iteration 28Q (1124.256718 sec): 3 clusters Score: Raw -1130838.001694 + Penalty 3091.952150 = -1127746.049543 nChanged 13 SP:Iteration 29Q (1124.287528 sec): 3 clusters Score: Raw -1130840.568444 + Penalty 3091.952150 = -1127748.616294 nChanged 7 SP:Iteration 30Q (1124.318164 sec): 3 clusters Score: Raw -1130841.666546 + Penalty 3091.952150 = -1127749.714396 nChanged 4 SP:Iteration 31Q (1124.348970 sec): 3 clusters Score: Raw -1130842.109532 + Penalty 3091.952150 = -1127750.157381 nChanged 3 SP:Iteration 32Q (1124.379610 sec): 3 clusters Score: Raw -1130842.459076 + Penalty 3091.952150 = -1127750.506926 nChanged 6 SP:Iteration 33Q (1124.410318 sec): 3 clusters Score: Raw -1130843.534066 + Penalty 3091.952150 = -1127751.581916 nChanged 8 SP:Iteration 34Q (1124.441079 sec): 3 clusters Score: Raw -1130844.662840 + Penalty 3091.952150 = -1127752.710689 nChanged 9 SP:Iteration 35Q (1124.471862 sec): 3 clusters Score: Raw -1130845.996356 + Penalty 3091.952150 = -1127754.044205 nChanged 11 SP:Iteration 36Q (1124.502581 sec): 3 clusters Score: Raw -1130847.370529 + Penalty 3091.952150 = -1127755.418379 nChanged 5 SP:Iteration 37Q (1124.533198 sec): 3 clusters Score: Raw -1130847.877070 + Penalty 3091.952150 = -1127755.924920 nChanged 4 SP:Iteration 38Q (1124.563950 sec): 3 clusters Score: Raw -1130848.654663 + Penalty 3091.952150 = -1127756.702512 nChanged 5 SP:Iteration 39Q (1124.594696 sec): 3 clusters Score: Raw -1130849.342010 + Penalty 3091.952150 = -1127757.389860 nChanged 4 SP:Iteration 40F (1124.628395 sec): 3 clusters Score: Raw -1130850.032759 + Penalty 3091.952150 = -1127758.080609 nChanged 8 SP:Iteration 41Q (1124.659049 sec): 3 clusters Score: Raw -1130851.213471 + Penalty 3091.952150 = -1127759.261320 nChanged 6 SP:Iteration 42Q (1124.689985 sec): 3 clusters Score: Raw -1130852.331687 + Penalty 3091.952150 = -1127760.379537 nChanged 7 SP:Iteration 43Q (1124.720777 sec): 3 clusters Score: Raw -1130853.349199 + Penalty 3091.952150 = -1127761.397048 nChanged 6 SP:Iteration 44Q (1124.751711 sec): 3 clusters Score: Raw -1130854.113606 + Penalty 3091.952150 = -1127762.161456 nChanged 6 SP:Iteration 45Q (1124.782309 sec): 3 clusters Score: Raw -1130854.819232 + Penalty 3091.952150 = -1127762.867081 nChanged 4 SP:Iteration 46Q (1124.813039 sec): 3 clusters Score: Raw -1130855.306540 + Penalty 3091.952150 = -1127763.354389 nChanged 3 SP:Iteration 47Q (1124.843767 sec): 3 clusters Score: Raw -1130855.583424 + Penalty 3091.952150 = -1127763.631274 nChanged 4 SP:Iteration 48Q (1124.874493 sec): 3 clusters Score: Raw -1130855.823289 + Penalty 3091.952150 = -1127763.871139 nChanged 1 SP:Iteration 49Q (1124.905147 sec): 3 clusters Score: Raw -1130855.908107 + Penalty 3091.952150 = -1127763.955956 nChanged 1 SP:Iteration 50Q (1124.936088 sec): 3 clusters Score: Raw -1130856.045147 + Penalty 3091.952150 = -1127764.092997 nChanged 1 SP:Iteration 51Q (1124.966688 sec): 3 clusters Score: Raw -1130856.181965 + Penalty 3091.952150 = -1127764.229814 nChanged 4 SP:Iteration 52Q (1124.997330 sec): 3 clusters Score: Raw -1130857.209582 + Penalty 3091.952150 = -1127765.257432 nChanged 4 SP:Iteration 53Q (1125.028073 sec): 3 clusters Score: Raw -1130858.295798 + Penalty 3091.952150 = -1127766.343648 nChanged 5 SP:Iteration 54Q (1125.058714 sec): 3 clusters Score: Raw -1130859.285831 + Penalty 3091.952150 = -1127767.333681 nChanged 5 SP:Iteration 55Q (1125.089376 sec): 3 clusters Score: Raw -1130860.064400 + Penalty 3091.952150 = -1127768.112249 nChanged 7 SP:Iteration 56Q (1125.120183 sec): 3 clusters Score: Raw -1130861.047253 + Penalty 3091.952150 = -1127769.095102 nChanged 3 SP:Iteration 57Q (1125.150866 sec): 3 clusters Score: Raw -1130861.566992 + Penalty 3091.952150 = -1127769.614842 nChanged 4 SP:Iteration 58Q (1125.181611 sec): 3 clusters Score: Raw -1130862.106410 + Penalty 3091.952150 = -1127770.154260 nChanged 0 SP:Iteration 59F (1125.215216 sec): 3 clusters Score: Raw -1130862.106410 + Penalty 3091.952150 = -1127770.154260 nChanged 0 Trying to split cluster 18 (6444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1125.234339 sec): 2 clusters Score: Raw -525735.103214 + Penalty 1425.272021 = -524309.831193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.257354 sec): 3 clusters Score: Raw -522223.574663 + Penalty 2850.544042 = -519373.030621 nChanged 2690 SP:Iteration 1F (1125.280107 sec): 3 clusters Score: Raw -523679.496173 + Penalty 2850.544042 = -520828.952132 nChanged 529 SP:Iteration 2F (1125.302580 sec): 3 clusters Score: Raw -523997.203425 + Penalty 2850.544042 = -521146.659383 nChanged 426 SP:Iteration 3F (1125.325006 sec): 3 clusters Score: Raw -524278.359194 + Penalty 2850.544042 = -521427.815152 nChanged 416 SP:Iteration 4F (1125.347742 sec): 3 clusters Score: Raw -524579.402152 + Penalty 2850.544042 = -521728.858110 nChanged 425 SP:Iteration 5F (1125.370325 sec): 3 clusters Score: Raw -524898.984979 + Penalty 2850.544042 = -522048.440937 nChanged 376 SP:Iteration 6F (1125.393120 sec): 3 clusters Score: Raw -525190.382191 + Penalty 2850.544042 = -522339.838149 nChanged 332 SP:Iteration 7F (1125.415569 sec): 3 clusters Score: Raw -525442.346764 + Penalty 2850.544042 = -522591.802722 nChanged 243 SP:Iteration 8Q (1125.438209 sec): 3 clusters Score: Raw -525609.142690 + Penalty 2850.544042 = -522758.598648 nChanged 187 SP:Iteration 9Q (1125.460994 sec): 3 clusters Score: Raw -525727.471933 + Penalty 2850.544042 = -522876.927891 nChanged 128 SP:Iteration 10Q (1125.483822 sec): 3 clusters Score: Raw -525808.543344 + Penalty 2850.544042 = -522957.999303 nChanged 84 SP:Iteration 11Q (1125.506439 sec): 3 clusters Score: Raw -525852.034912 + Penalty 2850.544042 = -523001.490870 nChanged 63 SP:Iteration 12Q (1125.529159 sec): 3 clusters Score: Raw -525886.095491 + Penalty 2850.544042 = -523035.551449 nChanged 59 SP:Iteration 13Q (1125.551678 sec): 3 clusters Score: Raw -525925.284688 + Penalty 2850.544042 = -523074.740646 nChanged 53 SP:Iteration 14Q (1125.574159 sec): 3 clusters Score: Raw -525962.167344 + Penalty 2850.544042 = -523111.623302 nChanged 52 SP:Iteration 15Q (1125.596337 sec): 3 clusters Score: Raw -525988.715716 + Penalty 2850.544042 = -523138.171674 nChanged 37 SP:Iteration 16Q (1125.618543 sec): 3 clusters Score: Raw -526003.505131 + Penalty 2850.544042 = -523152.961089 nChanged 33 SP:Iteration 17Q (1125.640931 sec): 3 clusters Score: Raw -526017.063517 + Penalty 2850.544042 = -523166.519475 nChanged 24 SP:Iteration 18Q (1125.663321 sec): 3 clusters Score: Raw -526025.731936 + Penalty 2850.544042 = -523175.187895 nChanged 20 SP:Iteration 19Q (1125.685358 sec): 3 clusters Score: Raw -526031.673558 + Penalty 2850.544042 = -523181.129516 nChanged 13 SP:Iteration 20F (1125.708173 sec): 3 clusters Score: Raw -526035.781016 + Penalty 2850.544042 = -523185.236974 nChanged 4 SP:Iteration 21Q (1125.730127 sec): 3 clusters Score: Raw -526037.089567 + Penalty 2850.544042 = -523186.545525 nChanged 3 SP:Iteration 22Q (1125.752184 sec): 3 clusters Score: Raw -526037.853995 + Penalty 2850.544042 = -523187.309953 nChanged 2 SP:Iteration 23Q (1125.774114 sec): 3 clusters Score: Raw -526038.266041 + Penalty 2850.544042 = -523187.721999 nChanged 1 SP:Iteration 24Q (1125.796142 sec): 3 clusters Score: Raw -526038.460770 + Penalty 2850.544042 = -523187.916728 nChanged 0 SP:Iteration 25F (1125.818955 sec): 3 clusters Score: Raw -526038.460770 + Penalty 2850.544042 = -523187.916728 nChanged 0 Trying to split cluster 19 (4704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1125.836710 sec): 2 clusters Score: Raw -391390.832743 + Penalty 1374.127380 = -390016.705363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.857236 sec): 3 clusters Score: Raw -388984.112713 + Penalty 2748.254759 = -386235.857954 nChanged 1920 SP:Iteration 1F (1125.877610 sec): 3 clusters Score: Raw -390132.266151 + Penalty 2748.254759 = -387384.011392 nChanged 430 SP:Iteration 2F (1125.897656 sec): 3 clusters Score: Raw -390470.519830 + Penalty 2748.254759 = -387722.265071 nChanged 345 SP:Iteration 3F (1125.917809 sec): 3 clusters Score: Raw -390755.052262 + Penalty 2748.254759 = -388006.797503 nChanged 317 SP:Iteration 4F (1125.938134 sec): 3 clusters Score: Raw -390991.887725 + Penalty 2748.254759 = -388243.632966 nChanged 249 SP:Iteration 5F (1125.958218 sec): 3 clusters Score: Raw -391187.900270 + Penalty 2748.254759 = -388439.645511 nChanged 204 SP:Iteration 6Q (1125.978431 sec): 3 clusters Score: Raw -391358.499242 + Penalty 2748.254759 = -388610.244482 nChanged 190 SP:Iteration 7Q (1125.998463 sec): 3 clusters Score: Raw -391495.887227 + Penalty 2748.254759 = -388747.632467 nChanged 156 SP:Iteration 8Q (1126.018620 sec): 3 clusters Score: Raw -391593.189800 + Penalty 2748.254759 = -388844.935041 nChanged 114 SP:Iteration 9Q (1126.038640 sec): 3 clusters Score: Raw -391656.360247 + Penalty 2748.254759 = -388908.105488 nChanged 111 SP:Iteration 10Q (1126.058691 sec): 3 clusters Score: Raw -391725.030833 + Penalty 2748.254759 = -388976.776073 nChanged 94 SP:Iteration 11Q (1126.078493 sec): 3 clusters Score: Raw -391771.113087 + Penalty 2748.254759 = -389022.858328 nChanged 62 SP:Iteration 12Q (1126.098479 sec): 3 clusters Score: Raw -391800.058450 + Penalty 2748.254759 = -389051.803690 nChanged 57 SP:Iteration 13Q (1126.118364 sec): 3 clusters Score: Raw -391826.031492 + Penalty 2748.254759 = -389077.776733 nChanged 46 SP:Iteration 14Q (1126.138234 sec): 3 clusters Score: Raw -391845.765811 + Penalty 2748.254759 = -389097.511052 nChanged 46 SP:Iteration 15Q (1126.158204 sec): 3 clusters Score: Raw -391862.764450 + Penalty 2748.254759 = -389114.509691 nChanged 28 SP:Iteration 16Q (1126.177907 sec): 3 clusters Score: Raw -391874.860294 + Penalty 2748.254759 = -389126.605535 nChanged 33 SP:Iteration 17Q (1126.197645 sec): 3 clusters Score: Raw -391888.044393 + Penalty 2748.254759 = -389139.789634 nChanged 24 SP:Iteration 18Q (1126.217449 sec): 3 clusters Score: Raw -391897.225223 + Penalty 2748.254759 = -389148.970464 nChanged 15 SP:Iteration 19Q (1126.237266 sec): 3 clusters Score: Raw -391903.529677 + Penalty 2748.254759 = -389155.274918 nChanged 13 SP:Iteration 20F (1126.257186 sec): 3 clusters Score: Raw -391908.284022 + Penalty 2748.254759 = -389160.029263 nChanged 14 SP:Iteration 21Q (1126.276714 sec): 3 clusters Score: Raw -391912.735053 + Penalty 2748.254759 = -389164.480294 nChanged 9 SP:Iteration 22Q (1126.296265 sec): 3 clusters Score: Raw -391914.799605 + Penalty 2748.254759 = -389166.544845 nChanged 8 SP:Iteration 23Q (1126.315708 sec): 3 clusters Score: Raw -391916.224798 + Penalty 2748.254759 = -389167.970039 nChanged 5 SP:Iteration 24Q (1126.335540 sec): 3 clusters Score: Raw -391916.967392 + Penalty 2748.254759 = -389168.712633 nChanged 0 SP:Iteration 25F (1126.355699 sec): 3 clusters Score: Raw -391916.967392 + Penalty 2748.254759 = -389168.712633 nChanged 0 Trying to split cluster 20 (1231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1126.368134 sec): 2 clusters Score: Raw -91103.397662 + Penalty 1156.282096 = -89947.115566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1126.374918 sec): 3 clusters Score: Raw -90692.582832 + Penalty 2312.564191 = -88380.018641 nChanged 400 SP:Iteration 1F (1126.381273 sec): 3 clusters Score: Raw -91003.879942 + Penalty 2312.564191 = -88691.315751 nChanged 101 SP:Iteration 2F (1126.387681 sec): 3 clusters Score: Raw -91086.287601 + Penalty 2312.564191 = -88773.723410 nChanged 47 SP:Iteration 3Q (1126.394052 sec): 3 clusters Score: Raw -91126.663307 + Penalty 2312.564191 = -88814.099116 nChanged 39 SP:Iteration 4Q (1126.400437 sec): 3 clusters Score: Raw -91166.123177 + Penalty 2312.564191 = -88853.558986 nChanged 28 SP:Iteration 5Q (1126.407006 sec): 3 clusters Score: Raw -91193.806775 + Penalty 2312.564191 = -88881.242584 nChanged 21 SP:Iteration 6Q (1126.413377 sec): 3 clusters Score: Raw -91210.866174 + Penalty 2312.564191 = -88898.301983 nChanged 20 SP:Iteration 7Q (1126.419719 sec): 3 clusters Score: Raw -91221.150539 + Penalty 2312.564191 = -88908.586348 nChanged 10 SP:Iteration 8Q (1126.426154 sec): 3 clusters Score: Raw -91227.614022 + Penalty 2312.564191 = -88915.049831 nChanged 7 SP:Iteration 9Q (1126.432502 sec): 3 clusters Score: Raw -91232.452903 + Penalty 2312.564191 = -88919.888712 nChanged 6 SP:Iteration 10Q (1126.438830 sec): 3 clusters Score: Raw -91238.806477 + Penalty 2312.564191 = -88926.242286 nChanged 9 SP:Iteration 11Q (1126.445161 sec): 3 clusters Score: Raw -91245.621978 + Penalty 2312.564191 = -88933.057787 nChanged 9 SP:Iteration 12Q (1126.451498 sec): 3 clusters Score: Raw -91253.045000 + Penalty 2312.564191 = -88940.480809 nChanged 3 SP:Iteration 13Q (1126.457857 sec): 3 clusters Score: Raw -91254.331703 + Penalty 2312.564191 = -88941.767512 nChanged 2 SP:Iteration 14Q (1126.464199 sec): 3 clusters Score: Raw -91255.527589 + Penalty 2312.564191 = -88942.963398 nChanged 3 SP:Iteration 15Q (1126.470524 sec): 3 clusters Score: Raw -91257.090668 + Penalty 2312.564191 = -88944.526477 nChanged 1 SP:Iteration 16Q (1126.476835 sec): 3 clusters Score: Raw -91257.268114 + Penalty 2312.564191 = -88944.703923 nChanged 0 SP:Iteration 17F (1126.483190 sec): 3 clusters Score: Raw -91257.268114 + Penalty 2312.564191 = -88944.703923 nChanged 0 Trying to split cluster 21 (1015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1126.493373 sec): 2 clusters Score: Raw -82030.452350 + Penalty 1124.929632 = -80905.522718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1126.499216 sec): 3 clusters Score: Raw -81716.394085 + Penalty 2249.859265 = -79466.534820 nChanged 312 SP:Iteration 1F (1126.504739 sec): 3 clusters Score: Raw -82021.912483 + Penalty 2249.859265 = -79772.053218 nChanged 80 SP:Iteration 2F (1126.510279 sec): 3 clusters Score: Raw -82115.345470 + Penalty 2249.859265 = -79865.486205 nChanged 43 SP:Iteration 3Q (1126.515719 sec): 3 clusters Score: Raw -82174.358747 + Penalty 2249.859265 = -79924.499482 nChanged 27 SP:Iteration 4Q (1126.521211 sec): 3 clusters Score: Raw -82197.872135 + Penalty 2249.859265 = -79948.012871 nChanged 9 SP:Iteration 5Q (1126.526653 sec): 3 clusters Score: Raw -82204.005448 + Penalty 2249.859265 = -79954.146183 nChanged 7 SP:Iteration 6Q (1126.532104 sec): 3 clusters Score: Raw -82208.278115 + Penalty 2249.859265 = -79958.418850 nChanged 3 SP:Iteration 7Q (1126.537554 sec): 3 clusters Score: Raw -82210.347193 + Penalty 2249.859265 = -79960.487928 nChanged 6 SP:Iteration 8Q (1126.542991 sec): 3 clusters Score: Raw -82214.033331 + Penalty 2249.859265 = -79964.174066 nChanged 1 SP:Iteration 9Q (1126.548435 sec): 3 clusters Score: Raw -82215.007455 + Penalty 2249.859265 = -79965.148190 nChanged 0 SP:Iteration 10F (1126.553918 sec): 3 clusters Score: Raw -82215.007455 + Penalty 2249.859265 = -79965.148190 nChanged 0 Trying to split cluster 22 (5292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1126.572930 sec): 2 clusters Score: Raw -417399.554621 + Penalty 1393.267123 = -416006.287498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1126.594284 sec): 3 clusters Score: Raw -414660.847541 + Penalty 2786.534246 = -411874.313295 nChanged 2134 SP:Iteration 1F (1126.615474 sec): 3 clusters Score: Raw -415910.511427 + Penalty 2786.534246 = -413123.977181 nChanged 415 SP:Iteration 2F (1126.636567 sec): 3 clusters Score: Raw -416228.312990 + Penalty 2786.534246 = -413441.778745 nChanged 345 SP:Iteration 3F (1126.682663 sec): 3 clusters Score: Raw -416518.834489 + Penalty 2786.534246 = -413732.300243 nChanged 304 SP:Iteration 4F (1126.703781 sec): 3 clusters Score: Raw -416807.151341 + Penalty 2786.534246 = -414020.617095 nChanged 300 SP:Iteration 5F (1126.724839 sec): 3 clusters Score: Raw -417070.149246 + Penalty 2786.534246 = -414283.615000 nChanged 278 SP:Iteration 6F (1126.745876 sec): 3 clusters Score: Raw -417288.505019 + Penalty 2786.534246 = -414501.970773 nChanged 242 SP:Iteration 7Q (1126.766702 sec): 3 clusters Score: Raw -417442.835440 + Penalty 2786.534246 = -414656.301194 nChanged 193 SP:Iteration 8Q (1126.787606 sec): 3 clusters Score: Raw -417547.330020 + Penalty 2786.534246 = -414760.795775 nChanged 162 SP:Iteration 9Q (1126.808283 sec): 3 clusters Score: Raw -417642.374193 + Penalty 2786.534246 = -414855.839947 nChanged 133 SP:Iteration 10Q (1126.829217 sec): 3 clusters Score: Raw -417721.735987 + Penalty 2786.534246 = -414935.201741 nChanged 116 SP:Iteration 11Q (1126.850037 sec): 3 clusters Score: Raw -417790.643816 + Penalty 2786.534246 = -415004.109570 nChanged 111 SP:Iteration 12Q (1126.870559 sec): 3 clusters Score: Raw -417863.497359 + Penalty 2786.534246 = -415076.963114 nChanged 99 SP:Iteration 13Q (1126.891169 sec): 3 clusters Score: Raw -417914.773860 + Penalty 2786.534246 = -415128.239615 nChanged 80 SP:Iteration 14Q (1126.911809 sec): 3 clusters Score: Raw -417955.666549 + Penalty 2786.534246 = -415169.132303 nChanged 61 SP:Iteration 15Q (1126.932346 sec): 3 clusters Score: Raw -417984.704551 + Penalty 2786.534246 = -415198.170305 nChanged 60 SP:Iteration 16Q (1126.952802 sec): 3 clusters Score: Raw -418012.281781 + Penalty 2786.534246 = -415225.747535 nChanged 54 SP:Iteration 17Q (1126.973247 sec): 3 clusters Score: Raw -418040.929389 + Penalty 2786.534246 = -415254.395144 nChanged 50 SP:Iteration 18Q (1126.993460 sec): 3 clusters Score: Raw -418066.902099 + Penalty 2786.534246 = -415280.367853 nChanged 61 SP:Iteration 19Q (1127.013827 sec): 3 clusters Score: Raw -418103.263361 + Penalty 2786.534246 = -415316.729115 nChanged 55 SP:Iteration 20F (1127.034768 sec): 3 clusters Score: Raw -418138.944786 + Penalty 2786.534246 = -415352.410540 nChanged 50 SP:Iteration 21Q (1127.054951 sec): 3 clusters Score: Raw -418168.784342 + Penalty 2786.534246 = -415382.250097 nChanged 38 SP:Iteration 22Q (1127.075112 sec): 3 clusters Score: Raw -418193.642834 + Penalty 2786.534246 = -415407.108589 nChanged 41 SP:Iteration 23Q (1127.095291 sec): 3 clusters Score: Raw -418219.005526 + Penalty 2786.534246 = -415432.471280 nChanged 28 SP:Iteration 24Q (1127.115192 sec): 3 clusters Score: Raw -418232.280118 + Penalty 2786.534246 = -415445.745872 nChanged 19 SP:Iteration 25Q (1127.135215 sec): 3 clusters Score: Raw -418240.882125 + Penalty 2786.534246 = -415454.347879 nChanged 8 SP:Iteration 26Q (1127.154904 sec): 3 clusters Score: Raw -418243.342421 + Penalty 2786.534246 = -415456.808176 nChanged 6 SP:Iteration 27Q (1127.174694 sec): 3 clusters Score: Raw -418245.196038 + Penalty 2786.534246 = -415458.661792 nChanged 9 SP:Iteration 28Q (1127.194574 sec): 3 clusters Score: Raw -418248.227603 + Penalty 2786.534246 = -415461.693358 nChanged 9 SP:Iteration 29Q (1127.214243 sec): 3 clusters Score: Raw -418251.395053 + Penalty 2786.534246 = -415464.860808 nChanged 5 SP:Iteration 30Q (1127.234239 sec): 3 clusters Score: Raw -418252.892531 + Penalty 2786.534246 = -415466.358285 nChanged 2 SP:Iteration 31Q (1127.254143 sec): 3 clusters Score: Raw -418253.825425 + Penalty 2786.534246 = -415467.291179 nChanged 2 SP:Iteration 32Q (1127.274121 sec): 3 clusters Score: Raw -418254.408557 + Penalty 2786.534246 = -415467.874311 nChanged 0 SP:Iteration 33F (1127.295258 sec): 3 clusters Score: Raw -418254.408557 + Penalty 2786.534246 = -415467.874311 nChanged 0 Trying to split cluster 23 (2621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1127.311058 sec): 2 clusters Score: Raw -225500.890127 + Penalty 1279.088071 = -224221.802056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1127.324724 sec): 3 clusters Score: Raw -224290.347230 + Penalty 2558.176141 = -221732.171089 nChanged 949 SP:Iteration 1F (1127.337620 sec): 3 clusters Score: Raw -224842.483193 + Penalty 2558.176141 = -222284.307052 nChanged 181 SP:Iteration 2F (1127.350600 sec): 3 clusters Score: Raw -224947.547260 + Penalty 2558.176141 = -222389.371119 nChanged 118 SP:Iteration 3Q (1127.363531 sec): 3 clusters Score: Raw -225013.828255 + Penalty 2558.176141 = -222455.652114 nChanged 87 SP:Iteration 4Q (1127.376551 sec): 3 clusters Score: Raw -225057.255669 + Penalty 2558.176141 = -222499.079528 nChanged 63 SP:Iteration 5Q (1127.389556 sec): 3 clusters Score: Raw -225087.062166 + Penalty 2558.176141 = -222528.886025 nChanged 52 SP:Iteration 6Q (1127.402552 sec): 3 clusters Score: Raw -225113.549444 + Penalty 2558.176141 = -222555.373303 nChanged 53 SP:Iteration 7Q (1127.415550 sec): 3 clusters Score: Raw -225140.052624 + Penalty 2558.176141 = -222581.876482 nChanged 45 SP:Iteration 8Q (1127.428454 sec): 3 clusters Score: Raw -225176.442482 + Penalty 2558.176141 = -222618.266341 nChanged 49 SP:Iteration 9Q (1127.441283 sec): 3 clusters Score: Raw -225221.967189 + Penalty 2558.176141 = -222663.791048 nChanged 63 SP:Iteration 10Q (1127.454256 sec): 3 clusters Score: Raw -225259.761386 + Penalty 2558.176141 = -222701.585245 nChanged 43 SP:Iteration 11Q (1127.467251 sec): 3 clusters Score: Raw -225290.959586 + Penalty 2558.176141 = -222732.783445 nChanged 46 SP:Iteration 12Q (1127.480085 sec): 3 clusters Score: Raw -225319.271474 + Penalty 2558.176141 = -222761.095333 nChanged 38 SP:Iteration 13Q (1127.493031 sec): 3 clusters Score: Raw -225345.008865 + Penalty 2558.176141 = -222786.832724 nChanged 45 SP:Iteration 14Q (1127.505965 sec): 3 clusters Score: Raw -225378.853202 + Penalty 2558.176141 = -222820.677061 nChanged 52 SP:Iteration 15Q (1127.518830 sec): 3 clusters Score: Raw -225413.256851 + Penalty 2558.176141 = -222855.080710 nChanged 47 SP:Iteration 16Q (1127.531753 sec): 3 clusters Score: Raw -225449.040450 + Penalty 2558.176141 = -222890.864309 nChanged 38 SP:Iteration 17Q (1127.544575 sec): 3 clusters Score: Raw -225479.242721 + Penalty 2558.176141 = -222921.066580 nChanged 36 SP:Iteration 18Q (1127.557442 sec): 3 clusters Score: Raw -225499.275254 + Penalty 2558.176141 = -222941.099113 nChanged 35 SP:Iteration 19Q (1127.570258 sec): 3 clusters Score: Raw -225521.008213 + Penalty 2558.176141 = -222962.832072 nChanged 32 SP:Iteration 20F (1127.583200 sec): 3 clusters Score: Raw -225540.040921 + Penalty 2558.176141 = -222981.864780 nChanged 32 SP:Iteration 21Q (1127.596048 sec): 3 clusters Score: Raw -225558.176975 + Penalty 2558.176141 = -223000.000833 nChanged 30 SP:Iteration 22Q (1127.608866 sec): 3 clusters Score: Raw -225576.545399 + Penalty 2558.176141 = -223018.369258 nChanged 39 SP:Iteration 23Q (1127.621633 sec): 3 clusters Score: Raw -225597.087165 + Penalty 2558.176141 = -223038.911024 nChanged 25 SP:Iteration 24Q (1127.634394 sec): 3 clusters Score: Raw -225615.613704 + Penalty 2558.176141 = -223057.437563 nChanged 28 SP:Iteration 25Q (1127.647155 sec): 3 clusters Score: Raw -225633.458306 + Penalty 2558.176141 = -223075.282164 nChanged 22 SP:Iteration 26Q (1127.659812 sec): 3 clusters Score: Raw -225643.893418 + Penalty 2558.176141 = -223085.717277 nChanged 25 SP:Iteration 27Q (1127.672560 sec): 3 clusters Score: Raw -225657.646050 + Penalty 2558.176141 = -223099.469909 nChanged 17 SP:Iteration 28Q (1127.685314 sec): 3 clusters Score: Raw -225664.678876 + Penalty 2558.176141 = -223106.502735 nChanged 13 SP:Iteration 29Q (1127.698034 sec): 3 clusters Score: Raw -225670.512520 + Penalty 2558.176141 = -223112.336379 nChanged 13 SP:Iteration 30Q (1127.710759 sec): 3 clusters Score: Raw -225674.935159 + Penalty 2558.176141 = -223116.759018 nChanged 4 SP:Iteration 31Q (1127.723474 sec): 3 clusters Score: Raw -225676.549730 + Penalty 2558.176141 = -223118.373589 nChanged 4 SP:Iteration 32Q (1127.736074 sec): 3 clusters Score: Raw -225678.902388 + Penalty 2558.176141 = -223120.726247 nChanged 5 SP:Iteration 33Q (1127.748799 sec): 3 clusters Score: Raw -225680.999818 + Penalty 2558.176141 = -223122.823676 nChanged 6 SP:Iteration 34Q (1127.761526 sec): 3 clusters Score: Raw -225683.220415 + Penalty 2558.176141 = -223125.044274 nChanged 7 SP:Iteration 35Q (1127.774196 sec): 3 clusters Score: Raw -225686.141104 + Penalty 2558.176141 = -223127.964963 nChanged 5 SP:Iteration 36Q (1127.786953 sec): 3 clusters Score: Raw -225687.603428 + Penalty 2558.176141 = -223129.427287 nChanged 2 SP:Iteration 37Q (1127.799763 sec): 3 clusters Score: Raw -225688.482578 + Penalty 2558.176141 = -223130.306437 nChanged 1 SP:Iteration 38Q (1127.812493 sec): 3 clusters Score: Raw -225688.867672 + Penalty 2558.176141 = -223130.691530 nChanged 2 SP:Iteration 39Q (1127.825043 sec): 3 clusters Score: Raw -225689.857880 + Penalty 2558.176141 = -223131.681739 nChanged 0 SP:Iteration 40F (1127.837993 sec): 3 clusters Score: Raw -225689.857880 + Penalty 2558.176141 = -223131.681739 nChanged 0 Trying to split cluster 24 (29597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1127.883789 sec): 2 clusters Score: Raw -2372779.009688 + Penalty 1673.007096 = -2371106.002591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1127.942233 sec): 3 clusters Score: Raw -2354592.720817 + Penalty 3346.014192 = -2351246.706625 nChanged 13570 SP:Iteration 1F (1127.997087 sec): 3 clusters Score: Raw -2362235.635481 + Penalty 3346.014192 = -2358889.621288 nChanged 1450 SP:Iteration 2Q (1128.054535 sec): 3 clusters Score: Raw -2362763.134158 + Penalty 3346.014192 = -2359417.119965 nChanged 1396 SP:Iteration 3Q (1128.110930 sec): 3 clusters Score: Raw -2363295.097515 + Penalty 3346.014192 = -2359949.083323 nChanged 1373 SP:Iteration 4Q (1128.167293 sec): 3 clusters Score: Raw -2363856.482790 + Penalty 3346.014192 = -2360510.468598 nChanged 1443 SP:Iteration 5Q (1128.223871 sec): 3 clusters Score: Raw -2364520.573580 + Penalty 3346.014192 = -2361174.559388 nChanged 1510 SP:Iteration 6F (1128.278012 sec): 3 clusters Score: Raw -2365261.960914 + Penalty 3346.014192 = -2361915.946722 nChanged 1532 SP:Iteration 7F (1128.333013 sec): 3 clusters Score: Raw -2366071.335835 + Penalty 3346.014192 = -2362725.321643 nChanged 1517 SP:Iteration 8F (1128.391217 sec): 3 clusters Score: Raw -2366987.091963 + Penalty 3346.014192 = -2363641.077771 nChanged 1508 SP:Iteration 9F (1128.445498 sec): 3 clusters Score: Raw -2367951.453786 + Penalty 3346.014192 = -2364605.439594 nChanged 1346 SP:Iteration 10Q (1128.503725 sec): 3 clusters Score: Raw -2368778.746450 + Penalty 3346.014192 = -2365432.732258 nChanged 1158 SP:Iteration 11Q (1128.559840 sec): 3 clusters Score: Raw -2369383.062669 + Penalty 3346.014192 = -2366037.048476 nChanged 908 SP:Iteration 12Q (1128.615115 sec): 3 clusters Score: Raw -2369752.917890 + Penalty 3346.014192 = -2366406.903698 nChanged 632 SP:Iteration 13Q (1128.669908 sec): 3 clusters Score: Raw -2369950.694384 + Penalty 3346.014192 = -2366604.680192 nChanged 465 SP:Iteration 14Q (1128.724322 sec): 3 clusters Score: Raw -2370072.072043 + Penalty 3346.014192 = -2366726.057851 nChanged 370 SP:Iteration 15Q (1128.778717 sec): 3 clusters Score: Raw -2370166.904285 + Penalty 3346.014192 = -2366820.890093 nChanged 346 SP:Iteration 16Q (1128.833297 sec): 3 clusters Score: Raw -2370245.176654 + Penalty 3346.014192 = -2366899.162462 nChanged 314 SP:Iteration 17Q (1128.887330 sec): 3 clusters Score: Raw -2370314.418110 + Penalty 3346.014192 = -2366968.403918 nChanged 317 SP:Iteration 18Q (1128.941445 sec): 3 clusters Score: Raw -2370382.929025 + Penalty 3346.014192 = -2367036.914833 nChanged 300 SP:Iteration 19Q (1128.995682 sec): 3 clusters Score: Raw -2370444.866079 + Penalty 3346.014192 = -2367098.851886 nChanged 298 SP:Iteration 20F (1129.049790 sec): 3 clusters Score: Raw -2370509.079363 + Penalty 3346.014192 = -2367163.065171 nChanged 293 SP:Iteration 21Q (1129.104408 sec): 3 clusters Score: Raw -2370577.905922 + Penalty 3346.014192 = -2367231.891729 nChanged 330 SP:Iteration 22Q (1129.158307 sec): 3 clusters Score: Raw -2370656.388568 + Penalty 3346.014192 = -2367310.374376 nChanged 311 SP:Iteration 23Q (1129.212367 sec): 3 clusters Score: Raw -2370734.769035 + Penalty 3346.014192 = -2367388.754843 nChanged 326 SP:Iteration 24Q (1129.265848 sec): 3 clusters Score: Raw -2370826.644845 + Penalty 3346.014192 = -2367480.630653 nChanged 340 SP:Iteration 25Q (1129.321686 sec): 3 clusters Score: Raw -2370927.965093 + Penalty 3346.014192 = -2367581.950901 nChanged 351 SP:Iteration 26Q (1129.375486 sec): 3 clusters Score: Raw -2371037.011337 + Penalty 3346.014192 = -2367690.997144 nChanged 366 SP:Iteration 27Q (1129.429928 sec): 3 clusters Score: Raw -2371176.803970 + Penalty 3346.014192 = -2367830.789778 nChanged 403 SP:Iteration 28Q (1129.483052 sec): 3 clusters Score: Raw -2371334.960379 + Penalty 3346.014192 = -2367988.946187 nChanged 412 SP:Iteration 29Q (1129.535796 sec): 3 clusters Score: Raw -2371515.315778 + Penalty 3346.014192 = -2368169.301586 nChanged 445 SP:Iteration 30Q (1129.588876 sec): 3 clusters Score: Raw -2371717.333497 + Penalty 3346.014192 = -2368371.319305 nChanged 419 SP:Iteration 31Q (1129.640976 sec): 3 clusters Score: Raw -2371913.805200 + Penalty 3346.014192 = -2368567.791007 nChanged 383 SP:Iteration 32Q (1129.692344 sec): 3 clusters Score: Raw -2372101.756092 + Penalty 3346.014192 = -2368755.741900 nChanged 376 SP:Iteration 33Q (1129.743618 sec): 3 clusters Score: Raw -2372282.305391 + Penalty 3346.014192 = -2368936.291198 nChanged 345 SP:Iteration 34Q (1129.794534 sec): 3 clusters Score: Raw -2372438.553041 + Penalty 3346.014192 = -2369092.538849 nChanged 317 SP:Iteration 35Q (1129.844753 sec): 3 clusters Score: Raw -2372579.632667 + Penalty 3346.014192 = -2369233.618475 nChanged 281 SP:Iteration 36Q (1129.894481 sec): 3 clusters Score: Raw -2372700.381365 + Penalty 3346.014192 = -2369354.367173 nChanged 240 SP:Iteration 37Q (1129.943763 sec): 3 clusters Score: Raw -2372790.173685 + Penalty 3346.014192 = -2369444.159493 nChanged 188 SP:Iteration 38Q (1129.992734 sec): 3 clusters Score: Raw -2372859.644462 + Penalty 3346.014192 = -2369513.630270 nChanged 153 SP:Iteration 39Q (1130.041541 sec): 3 clusters Score: Raw -2372907.267667 + Penalty 3346.014192 = -2369561.253475 nChanged 133 SP:Iteration 40F (1130.096153 sec): 3 clusters Score: Raw -2372955.905403 + Penalty 3346.014192 = -2369609.891211 nChanged 135 SP:Iteration 41Q (1130.145776 sec): 3 clusters Score: Raw -2372994.325972 + Penalty 3346.014192 = -2369648.311780 nChanged 126 SP:Iteration 42Q (1130.194526 sec): 3 clusters Score: Raw -2373021.465034 + Penalty 3346.014192 = -2369675.450842 nChanged 107 SP:Iteration 43Q (1130.243256 sec): 3 clusters Score: Raw -2373041.596779 + Penalty 3346.014192 = -2369695.582587 nChanged 96 SP:Iteration 44Q (1130.292035 sec): 3 clusters Score: Raw -2373057.459807 + Penalty 3346.014192 = -2369711.445615 nChanged 85 SP:Iteration 45Q (1130.340463 sec): 3 clusters Score: Raw -2373070.779880 + Penalty 3346.014192 = -2369724.765688 nChanged 78 SP:Iteration 46Q (1130.389028 sec): 3 clusters Score: Raw -2373080.960696 + Penalty 3346.014192 = -2369734.946503 nChanged 72 SP:Iteration 47Q (1130.437550 sec): 3 clusters Score: Raw -2373091.293781 + Penalty 3346.014192 = -2369745.279589 nChanged 69 SP:Iteration 48Q (1130.486098 sec): 3 clusters Score: Raw -2373101.889348 + Penalty 3346.014192 = -2369755.875156 nChanged 70 SP:Iteration 49Q (1130.534302 sec): 3 clusters Score: Raw -2373112.506874 + Penalty 3346.014192 = -2369766.492682 nChanged 70 SP:Iteration 50Q (1130.582532 sec): 3 clusters Score: Raw -2373124.407605 + Penalty 3346.014192 = -2369778.393413 nChanged 63 SP:Iteration 51Q (1130.630772 sec): 3 clusters Score: Raw -2373134.437208 + Penalty 3346.014192 = -2369788.423015 nChanged 55 SP:Iteration 52Q (1130.679154 sec): 3 clusters Score: Raw -2373142.646119 + Penalty 3346.014192 = -2369796.631927 nChanged 55 SP:Iteration 53Q (1130.727054 sec): 3 clusters Score: Raw -2373149.588505 + Penalty 3346.014192 = -2369803.574313 nChanged 41 SP:Iteration 54Q (1130.775038 sec): 3 clusters Score: Raw -2373153.905357 + Penalty 3346.014192 = -2369807.891165 nChanged 27 SP:Iteration 55Q (1130.823003 sec): 3 clusters Score: Raw -2373157.075736 + Penalty 3346.014192 = -2369811.061543 nChanged 25 SP:Iteration 56Q (1130.870843 sec): 3 clusters Score: Raw -2373159.867508 + Penalty 3346.014192 = -2369813.853315 nChanged 25 SP:Iteration 57Q (1130.918628 sec): 3 clusters Score: Raw -2373162.921498 + Penalty 3346.014192 = -2369816.907306 nChanged 26 SP:Iteration 58Q (1130.966991 sec): 3 clusters Score: Raw -2373165.771184 + Penalty 3346.014192 = -2369819.756992 nChanged 25 SP:Iteration 59Q (1131.014789 sec): 3 clusters Score: Raw -2373168.139946 + Penalty 3346.014192 = -2369822.125754 nChanged 17 SP:Iteration 60F (1131.069575 sec): 3 clusters Score: Raw -2373169.766217 + Penalty 3346.014192 = -2369823.752024 nChanged 13 SP:Iteration 61Q (1131.117779 sec): 3 clusters Score: Raw -2373171.149845 + Penalty 3346.014192 = -2369825.135652 nChanged 20 SP:Iteration 62Q (1131.165799 sec): 3 clusters Score: Raw -2373172.970312 + Penalty 3346.014192 = -2369826.956119 nChanged 21 SP:Iteration 63Q (1131.213782 sec): 3 clusters Score: Raw -2373175.593941 + Penalty 3346.014192 = -2369829.579749 nChanged 26 SP:Iteration 64Q (1131.261814 sec): 3 clusters Score: Raw -2373178.791202 + Penalty 3346.014192 = -2369832.777010 nChanged 29 SP:Iteration 65Q (1131.309901 sec): 3 clusters Score: Raw -2373181.942467 + Penalty 3346.014192 = -2369835.928275 nChanged 27 SP:Iteration 66Q (1131.357896 sec): 3 clusters Score: Raw -2373184.576427 + Penalty 3346.014192 = -2369838.562234 nChanged 19 SP:Iteration 67Q (1131.405850 sec): 3 clusters Score: Raw -2373186.215491 + Penalty 3346.014192 = -2369840.201299 nChanged 19 SP:Iteration 68Q (1131.454102 sec): 3 clusters Score: Raw -2373188.606407 + Penalty 3346.014192 = -2369842.592215 nChanged 16 SP:Iteration 69Q (1131.502135 sec): 3 clusters Score: Raw -2373190.199254 + Penalty 3346.014192 = -2369844.185062 nChanged 19 SP:Iteration 70Q (1131.550154 sec): 3 clusters Score: Raw -2373191.748957 + Penalty 3346.014192 = -2369845.734765 nChanged 15 SP:Iteration 71Q (1131.598171 sec): 3 clusters Score: Raw -2373192.946365 + Penalty 3346.014192 = -2369846.932173 nChanged 14 SP:Iteration 72Q (1131.646045 sec): 3 clusters Score: Raw -2373194.512541 + Penalty 3346.014192 = -2369848.498349 nChanged 18 SP:Iteration 73Q (1131.693681 sec): 3 clusters Score: Raw -2373196.275855 + Penalty 3346.014192 = -2369850.261663 nChanged 18 SP:Iteration 74Q (1131.741441 sec): 3 clusters Score: Raw -2373198.361787 + Penalty 3346.014192 = -2369852.347595 nChanged 26 SP:Iteration 75Q (1131.789105 sec): 3 clusters Score: Raw -2373201.125847 + Penalty 3346.014192 = -2369855.111655 nChanged 16 SP:Iteration 76Q (1131.836919 sec): 3 clusters Score: Raw -2373203.086197 + Penalty 3346.014192 = -2369857.072004 nChanged 19 SP:Iteration 77Q (1131.884732 sec): 3 clusters Score: Raw -2373205.126923 + Penalty 3346.014192 = -2369859.112730 nChanged 24 SP:Iteration 78Q (1131.932374 sec): 3 clusters Score: Raw -2373207.850978 + Penalty 3346.014192 = -2369861.836786 nChanged 17 SP:Iteration 79Q (1131.980129 sec): 3 clusters Score: Raw -2373209.470923 + Penalty 3346.014192 = -2369863.456731 nChanged 18 SP:Iteration 80F (1132.034675 sec): 3 clusters Score: Raw -2373211.493129 + Penalty 3346.014192 = -2369865.478937 nChanged 21 SP:Iteration 81Q (1132.082556 sec): 3 clusters Score: Raw -2373214.092585 + Penalty 3346.014192 = -2369868.078393 nChanged 27 SP:Iteration 82Q (1132.130516 sec): 3 clusters Score: Raw -2373217.353500 + Penalty 3346.014192 = -2369871.339308 nChanged 20 SP:Iteration 83Q (1132.178112 sec): 3 clusters Score: Raw -2373219.302251 + Penalty 3346.014192 = -2369873.288058 nChanged 13 SP:Iteration 84Q (1132.225643 sec): 3 clusters Score: Raw -2373220.763735 + Penalty 3346.014192 = -2369874.749542 nChanged 11 SP:Iteration 85Q (1132.273166 sec): 3 clusters Score: Raw -2373221.576037 + Penalty 3346.014192 = -2369875.561845 nChanged 9 SP:Iteration 86Q (1132.320603 sec): 3 clusters Score: Raw -2373222.648090 + Penalty 3346.014192 = -2369876.633897 nChanged 11 SP:Iteration 87Q (1132.368396 sec): 3 clusters Score: Raw -2373223.446328 + Penalty 3346.014192 = -2369877.432136 nChanged 9 SP:Iteration 88Q (1132.416135 sec): 3 clusters Score: Raw -2373224.192080 + Penalty 3346.014192 = -2369878.177888 nChanged 8 SP:Iteration 89Q (1132.495887 sec): 3 clusters Score: Raw -2373224.706916 + Penalty 3346.014192 = -2369878.692724 nChanged 2 SP:Iteration 90Q (1132.547800 sec): 3 clusters Score: Raw -2373224.836903 + Penalty 3346.014192 = -2369878.822711 nChanged 3 SP:Iteration 91Q (1132.597593 sec): 3 clusters Score: Raw -2373225.020475 + Penalty 3346.014192 = -2369879.006283 nChanged 4 SP:Iteration 92Q (1132.645149 sec): 3 clusters Score: Raw -2373225.359836 + Penalty 3346.014192 = -2369879.345643 nChanged 4 SP:Iteration 93Q (1132.692904 sec): 3 clusters Score: Raw -2373225.601662 + Penalty 3346.014192 = -2369879.587469 nChanged 6 SP:Iteration 94Q (1132.740314 sec): 3 clusters Score: Raw -2373225.963156 + Penalty 3346.014192 = -2369879.948964 nChanged 3 SP:Iteration 95Q (1132.787782 sec): 3 clusters Score: Raw -2373226.302482 + Penalty 3346.014192 = -2369880.288290 nChanged 6 SP:Iteration 96Q (1132.835439 sec): 3 clusters Score: Raw -2373226.764181 + Penalty 3346.014192 = -2369880.749989 nChanged 9 SP:Iteration 97Q (1132.883003 sec): 3 clusters Score: Raw -2373227.342246 + Penalty 3346.014192 = -2369881.328054 nChanged 5 SP:Iteration 98Q (1132.930624 sec): 3 clusters Score: Raw -2373227.647311 + Penalty 3346.014192 = -2369881.633119 nChanged 5 SP:Iteration 99Q (1132.978135 sec): 3 clusters Score: Raw -2373227.894164 + Penalty 3346.014192 = -2369881.879972 nChanged 6 SP:Iteration 100F (1133.032842 sec): 3 clusters Score: Raw -2373228.404311 + Penalty 3346.014192 = -2369882.390118 nChanged 8 SP:Iteration 101Q (1133.080670 sec): 3 clusters Score: Raw -2373228.971773 + Penalty 3346.014192 = -2369882.957581 nChanged 9 SP:Iteration 102Q (1133.128304 sec): 3 clusters Score: Raw -2373229.727059 + Penalty 3346.014192 = -2369883.712867 nChanged 8 SP:Iteration 103Q (1133.175755 sec): 3 clusters Score: Raw -2373230.152147 + Penalty 3346.014192 = -2369884.137955 nChanged 7 SP:Iteration 104Q (1133.223261 sec): 3 clusters Score: Raw -2373230.582621 + Penalty 3346.014192 = -2369884.568428 nChanged 6 SP:Iteration 105Q (1133.270700 sec): 3 clusters Score: Raw -2373231.061213 + Penalty 3346.014192 = -2369885.047020 nChanged 3 SP:Iteration 106Q (1133.318074 sec): 3 clusters Score: Raw -2373231.290087 + Penalty 3346.014192 = -2369885.275895 nChanged 6 SP:Iteration 107Q (1133.365347 sec): 3 clusters Score: Raw -2373231.799451 + Penalty 3346.014192 = -2369885.785259 nChanged 5 SP:Iteration 108Q (1133.412929 sec): 3 clusters Score: Raw -2373232.140780 + Penalty 3346.014192 = -2369886.126588 nChanged 3 SP:Iteration 109Q (1133.460354 sec): 3 clusters Score: Raw -2373232.436157 + Penalty 3346.014192 = -2369886.421965 nChanged 7 SP:Iteration 110Q (1133.507713 sec): 3 clusters Score: Raw -2373233.036359 + Penalty 3346.014192 = -2369887.022166 nChanged 9 SP:Iteration 111Q (1133.555183 sec): 3 clusters Score: Raw -2373233.967150 + Penalty 3346.014192 = -2369887.952957 nChanged 12 SP:Iteration 112Q (1133.602541 sec): 3 clusters Score: Raw -2373235.036332 + Penalty 3346.014192 = -2369889.022139 nChanged 13 SP:Iteration 113Q (1133.650144 sec): 3 clusters Score: Raw -2373236.539733 + Penalty 3346.014192 = -2369890.525541 nChanged 14 SP:Iteration 114Q (1133.697584 sec): 3 clusters Score: Raw -2373237.924639 + Penalty 3346.014192 = -2369891.910446 nChanged 10 SP:Iteration 115Q (1133.745114 sec): 3 clusters Score: Raw -2373238.843237 + Penalty 3346.014192 = -2369892.829045 nChanged 9 SP:Iteration 116Q (1133.792540 sec): 3 clusters Score: Raw -2373239.761863 + Penalty 3346.014192 = -2369893.747671 nChanged 13 SP:Iteration 117Q (1133.840014 sec): 3 clusters Score: Raw -2373241.317358 + Penalty 3346.014192 = -2369895.303166 nChanged 11 SP:Iteration 118Q (1133.887425 sec): 3 clusters Score: Raw -2373242.336637 + Penalty 3346.014192 = -2369896.322445 nChanged 11 SP:Iteration 119Q (1133.942354 sec): 3 clusters Score: Raw -2373244.264082 + Penalty 3346.014192 = -2369898.249890 nChanged 9 SP:Iteration 120F (1133.996178 sec): 3 clusters Score: Raw -2373245.383006 + Penalty 3346.014192 = -2369899.368814 nChanged 10 SP:Iteration 121Q (1134.043919 sec): 3 clusters Score: Raw -2373246.129971 + Penalty 3346.014192 = -2369900.115779 nChanged 5 SP:Iteration 122Q (1134.091420 sec): 3 clusters Score: Raw -2373246.257758 + Penalty 3346.014192 = -2369900.243566 nChanged 0 SP:Iteration 123F (1134.149462 sec): 3 clusters Score: Raw -2373246.257758 + Penalty 3346.014192 = -2369900.243566 nChanged 0 Trying to split cluster 25 (3252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1134.162323 sec): 2 clusters Score: Raw -252957.472574 + Penalty 1314.141639 = -251643.330935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1134.179149 sec): 3 clusters Score: Raw -251358.263597 + Penalty 2628.283278 = -248729.980319 nChanged 1240 SP:Iteration 1F (1134.194836 sec): 3 clusters Score: Raw -252071.168775 + Penalty 2628.283278 = -249442.885497 nChanged 249 SP:Iteration 2F (1134.210648 sec): 3 clusters Score: Raw -252223.254930 + Penalty 2628.283278 = -249594.971652 nChanged 170 SP:Iteration 3F (1134.226500 sec): 3 clusters Score: Raw -252315.311195 + Penalty 2628.283278 = -249687.027917 nChanged 122 SP:Iteration 4Q (1134.242318 sec): 3 clusters Score: Raw -252382.743905 + Penalty 2628.283278 = -249754.460627 nChanged 100 SP:Iteration 5Q (1134.258159 sec): 3 clusters Score: Raw -252437.585108 + Penalty 2628.283278 = -249809.301830 nChanged 92 SP:Iteration 6Q (1134.274017 sec): 3 clusters Score: Raw -252492.939547 + Penalty 2628.283278 = -249864.656270 nChanged 86 SP:Iteration 7Q (1134.289875 sec): 3 clusters Score: Raw -252541.590683 + Penalty 2628.283278 = -249913.307405 nChanged 73 SP:Iteration 8Q (1134.305698 sec): 3 clusters Score: Raw -252587.718115 + Penalty 2628.283278 = -249959.434837 nChanged 76 SP:Iteration 9Q (1134.321551 sec): 3 clusters Score: Raw -252634.796073 + Penalty 2628.283278 = -250006.512795 nChanged 66 SP:Iteration 10Q (1134.337341 sec): 3 clusters Score: Raw -252669.918627 + Penalty 2628.283278 = -250041.635349 nChanged 71 SP:Iteration 11Q (1134.353177 sec): 3 clusters Score: Raw -252702.853750 + Penalty 2628.283278 = -250074.570472 nChanged 72 SP:Iteration 12Q (1134.368842 sec): 3 clusters Score: Raw -252745.547793 + Penalty 2628.283278 = -250117.264515 nChanged 65 SP:Iteration 13Q (1134.384643 sec): 3 clusters Score: Raw -252788.772483 + Penalty 2628.283278 = -250160.489205 nChanged 65 SP:Iteration 14Q (1134.400437 sec): 3 clusters Score: Raw -252822.622871 + Penalty 2628.283278 = -250194.339593 nChanged 60 SP:Iteration 15Q (1134.416050 sec): 3 clusters Score: Raw -252855.100165 + Penalty 2628.283278 = -250226.816887 nChanged 53 SP:Iteration 16Q (1134.431777 sec): 3 clusters Score: Raw -252883.334677 + Penalty 2628.283278 = -250255.051399 nChanged 57 SP:Iteration 17Q (1134.447527 sec): 3 clusters Score: Raw -252913.799497 + Penalty 2628.283278 = -250285.516219 nChanged 48 SP:Iteration 18Q (1134.463120 sec): 3 clusters Score: Raw -252934.670149 + Penalty 2628.283278 = -250306.386871 nChanged 37 SP:Iteration 19Q (1134.478837 sec): 3 clusters Score: Raw -252952.078479 + Penalty 2628.283278 = -250323.795201 nChanged 40 SP:Iteration 20F (1134.494614 sec): 3 clusters Score: Raw -252972.915853 + Penalty 2628.283278 = -250344.632575 nChanged 50 SP:Iteration 21Q (1134.510322 sec): 3 clusters Score: Raw -252998.565312 + Penalty 2628.283278 = -250370.282034 nChanged 44 SP:Iteration 22Q (1134.526002 sec): 3 clusters Score: Raw -253016.130653 + Penalty 2628.283278 = -250387.847376 nChanged 40 SP:Iteration 23Q (1134.541718 sec): 3 clusters Score: Raw -253036.541678 + Penalty 2628.283278 = -250408.258400 nChanged 37 SP:Iteration 24Q (1134.557383 sec): 3 clusters Score: Raw -253049.243575 + Penalty 2628.283278 = -250420.960297 nChanged 29 SP:Iteration 25Q (1134.572895 sec): 3 clusters Score: Raw -253060.649801 + Penalty 2628.283278 = -250432.366523 nChanged 20 SP:Iteration 26Q (1134.588411 sec): 3 clusters Score: Raw -253069.400193 + Penalty 2628.283278 = -250441.116915 nChanged 23 SP:Iteration 27Q (1134.604077 sec): 3 clusters Score: Raw -253078.147637 + Penalty 2628.283278 = -250449.864359 nChanged 23 SP:Iteration 28Q (1134.619716 sec): 3 clusters Score: Raw -253088.640781 + Penalty 2628.283278 = -250460.357503 nChanged 25 SP:Iteration 29Q (1134.635230 sec): 3 clusters Score: Raw -253098.408795 + Penalty 2628.283278 = -250470.125517 nChanged 19 SP:Iteration 30Q (1134.650857 sec): 3 clusters Score: Raw -253105.720177 + Penalty 2628.283278 = -250477.436899 nChanged 16 SP:Iteration 31Q (1134.666520 sec): 3 clusters Score: Raw -253112.720162 + Penalty 2628.283278 = -250484.436884 nChanged 18 SP:Iteration 32Q (1134.682136 sec): 3 clusters Score: Raw -253119.305029 + Penalty 2628.283278 = -250491.021751 nChanged 23 SP:Iteration 33Q (1134.697782 sec): 3 clusters Score: Raw -253128.431175 + Penalty 2628.283278 = -250500.147897 nChanged 23 SP:Iteration 34Q (1134.713391 sec): 3 clusters Score: Raw -253137.149010 + Penalty 2628.283278 = -250508.865732 nChanged 23 SP:Iteration 35Q (1134.729007 sec): 3 clusters Score: Raw -253148.703431 + Penalty 2628.283278 = -250520.420153 nChanged 26 SP:Iteration 36Q (1134.744630 sec): 3 clusters Score: Raw -253163.690438 + Penalty 2628.283278 = -250535.407160 nChanged 29 SP:Iteration 37Q (1134.760094 sec): 3 clusters Score: Raw -253176.667505 + Penalty 2628.283278 = -250548.384227 nChanged 22 SP:Iteration 38Q (1134.775725 sec): 3 clusters Score: Raw -253186.058639 + Penalty 2628.283278 = -250557.775361 nChanged 24 SP:Iteration 39Q (1134.791319 sec): 3 clusters Score: Raw -253200.084521 + Penalty 2628.283278 = -250571.801243 nChanged 31 SP:Iteration 40F (1134.806999 sec): 3 clusters Score: Raw -253218.294486 + Penalty 2628.283278 = -250590.011209 nChanged 41 SP:Iteration 41Q (1134.822604 sec): 3 clusters Score: Raw -253240.027331 + Penalty 2628.283278 = -250611.744053 nChanged 36 SP:Iteration 42Q (1134.838207 sec): 3 clusters Score: Raw -253257.921932 + Penalty 2628.283278 = -250629.638654 nChanged 42 SP:Iteration 43Q (1134.853625 sec): 3 clusters Score: Raw -253281.295301 + Penalty 2628.283278 = -250653.012023 nChanged 48 SP:Iteration 44Q (1134.869202 sec): 3 clusters Score: Raw -253310.147557 + Penalty 2628.283278 = -250681.864279 nChanged 48 SP:Iteration 45Q (1134.884724 sec): 3 clusters Score: Raw -253340.471452 + Penalty 2628.283278 = -250712.188174 nChanged 49 SP:Iteration 46Q (1134.900299 sec): 3 clusters Score: Raw -253380.026494 + Penalty 2628.283278 = -250751.743216 nChanged 61 SP:Iteration 47Q (1134.915793 sec): 3 clusters Score: Raw -253428.267026 + Penalty 2628.283278 = -250799.983748 nChanged 64 SP:Iteration 48Q (1134.931286 sec): 3 clusters Score: Raw -253471.687558 + Penalty 2628.283278 = -250843.404280 nChanged 61 SP:Iteration 49Q (1134.946749 sec): 3 clusters Score: Raw -253514.753526 + Penalty 2628.283278 = -250886.470248 nChanged 57 SP:Iteration 50Q (1134.962226 sec): 3 clusters Score: Raw -253554.125151 + Penalty 2628.283278 = -250925.841873 nChanged 46 SP:Iteration 51Q (1134.977652 sec): 3 clusters Score: Raw -253583.003467 + Penalty 2628.283278 = -250954.720189 nChanged 41 SP:Iteration 52Q (1134.993033 sec): 3 clusters Score: Raw -253603.645018 + Penalty 2628.283278 = -250975.361740 nChanged 38 SP:Iteration 53Q (1135.008437 sec): 3 clusters Score: Raw -253624.422378 + Penalty 2628.283278 = -250996.139100 nChanged 27 SP:Iteration 54Q (1135.024642 sec): 3 clusters Score: Raw -253637.330903 + Penalty 2628.283278 = -251009.047625 nChanged 24 SP:Iteration 55Q (1135.039834 sec): 3 clusters Score: Raw -253645.256926 + Penalty 2628.283278 = -251016.973648 nChanged 15 SP:Iteration 56Q (1135.055203 sec): 3 clusters Score: Raw -253650.482082 + Penalty 2628.283278 = -251022.198804 nChanged 10 SP:Iteration 57Q (1135.070463 sec): 3 clusters Score: Raw -253657.113474 + Penalty 2628.283278 = -251028.830196 nChanged 14 SP:Iteration 58Q (1135.085832 sec): 3 clusters Score: Raw -253662.311253 + Penalty 2628.283278 = -251034.027975 nChanged 6 SP:Iteration 59Q (1135.101134 sec): 3 clusters Score: Raw -253666.059775 + Penalty 2628.283278 = -251037.776498 nChanged 9 SP:Iteration 60F (1135.116927 sec): 3 clusters Score: Raw -253672.981023 + Penalty 2628.283278 = -251044.697745 nChanged 10 SP:Iteration 61Q (1135.132269 sec): 3 clusters Score: Raw -253676.683418 + Penalty 2628.283278 = -251048.400140 nChanged 12 SP:Iteration 62Q (1135.147616 sec): 3 clusters Score: Raw -253680.568535 + Penalty 2628.283278 = -251052.285257 nChanged 9 SP:Iteration 63Q (1135.162897 sec): 3 clusters Score: Raw -253682.759315 + Penalty 2628.283278 = -251054.476037 nChanged 6 SP:Iteration 64Q (1135.178248 sec): 3 clusters Score: Raw -253684.438805 + Penalty 2628.283278 = -251056.155527 nChanged 4 SP:Iteration 65Q (1135.193552 sec): 3 clusters Score: Raw -253686.235077 + Penalty 2628.283278 = -251057.951799 nChanged 5 SP:Iteration 66Q (1135.208833 sec): 3 clusters Score: Raw -253688.892358 + Penalty 2628.283278 = -251060.609080 nChanged 11 SP:Iteration 67Q (1135.224140 sec): 3 clusters Score: Raw -253693.521737 + Penalty 2628.283278 = -251065.238459 nChanged 10 SP:Iteration 68Q (1135.239462 sec): 3 clusters Score: Raw -253698.463060 + Penalty 2628.283278 = -251070.179782 nChanged 11 SP:Iteration 69Q (1135.254596 sec): 3 clusters Score: Raw -253702.683099 + Penalty 2628.283278 = -251074.399821 nChanged 8 SP:Iteration 70Q (1135.269869 sec): 3 clusters Score: Raw -253706.046108 + Penalty 2628.283278 = -251077.762830 nChanged 6 SP:Iteration 71Q (1135.285171 sec): 3 clusters Score: Raw -253707.670678 + Penalty 2628.283278 = -251079.387400 nChanged 4 SP:Iteration 72Q (1135.300308 sec): 3 clusters Score: Raw -253708.879275 + Penalty 2628.283278 = -251080.595997 nChanged 3 SP:Iteration 73Q (1135.315573 sec): 3 clusters Score: Raw -253710.115562 + Penalty 2628.283278 = -251081.832284 nChanged 0 SP:Iteration 74F (1135.331324 sec): 3 clusters Score: Raw -253710.115562 + Penalty 2628.283278 = -251081.832284 nChanged 0 Trying to split cluster 26 (3163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1135.347762 sec): 2 clusters Score: Raw -263152.241436 + Penalty 1309.632386 = -261842.609050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1135.364098 sec): 3 clusters Score: Raw -261613.360114 + Penalty 2619.264773 = -258994.095341 nChanged 1198 SP:Iteration 1F (1135.379526 sec): 3 clusters Score: Raw -262290.718770 + Penalty 2619.264773 = -259671.453997 nChanged 244 SP:Iteration 2F (1135.394764 sec): 3 clusters Score: Raw -262446.188226 + Penalty 2619.264773 = -259826.923453 nChanged 153 SP:Iteration 3Q (1135.410245 sec): 3 clusters Score: Raw -262538.023189 + Penalty 2619.264773 = -259918.758416 nChanged 116 SP:Iteration 4Q (1135.425646 sec): 3 clusters Score: Raw -262600.914744 + Penalty 2619.264773 = -259981.649972 nChanged 82 SP:Iteration 5Q (1135.441044 sec): 3 clusters Score: Raw -262642.805251 + Penalty 2619.264773 = -260023.540479 nChanged 74 SP:Iteration 6Q (1135.456447 sec): 3 clusters Score: Raw -262681.839011 + Penalty 2619.264773 = -260062.574238 nChanged 72 SP:Iteration 7Q (1135.471752 sec): 3 clusters Score: Raw -262718.539667 + Penalty 2619.264773 = -260099.274894 nChanged 81 SP:Iteration 8Q (1135.487115 sec): 3 clusters Score: Raw -262763.503610 + Penalty 2619.264773 = -260144.238837 nChanged 81 SP:Iteration 9Q (1135.502535 sec): 3 clusters Score: Raw -262811.874934 + Penalty 2619.264773 = -260192.610161 nChanged 76 SP:Iteration 10Q (1135.517912 sec): 3 clusters Score: Raw -262862.229185 + Penalty 2619.264773 = -260242.964413 nChanged 76 SP:Iteration 11Q (1135.533289 sec): 3 clusters Score: Raw -262910.426066 + Penalty 2619.264773 = -260291.161294 nChanged 70 SP:Iteration 12Q (1135.548600 sec): 3 clusters Score: Raw -262951.205359 + Penalty 2619.264773 = -260331.940587 nChanged 71 SP:Iteration 13Q (1135.563794 sec): 3 clusters Score: Raw -263002.536860 + Penalty 2619.264773 = -260383.272088 nChanged 83 SP:Iteration 14Q (1135.579094 sec): 3 clusters Score: Raw -263066.169280 + Penalty 2619.264773 = -260446.904507 nChanged 80 SP:Iteration 15Q (1135.594409 sec): 3 clusters Score: Raw -263122.825249 + Penalty 2619.264773 = -260503.560476 nChanged 60 SP:Iteration 16Q (1135.609663 sec): 3 clusters Score: Raw -263158.246154 + Penalty 2619.264773 = -260538.981382 nChanged 57 SP:Iteration 17Q (1135.624795 sec): 3 clusters Score: Raw -263196.842669 + Penalty 2619.264773 = -260577.577897 nChanged 53 SP:Iteration 18Q (1135.640024 sec): 3 clusters Score: Raw -263229.653220 + Penalty 2619.264773 = -260610.388447 nChanged 45 SP:Iteration 19Q (1135.655224 sec): 3 clusters Score: Raw -263258.308494 + Penalty 2619.264773 = -260639.043721 nChanged 30 SP:Iteration 20F (1135.670397 sec): 3 clusters Score: Raw -263276.656934 + Penalty 2619.264773 = -260657.392162 nChanged 20 SP:Iteration 21Q (1135.685430 sec): 3 clusters Score: Raw -263288.856251 + Penalty 2619.264773 = -260669.591479 nChanged 19 SP:Iteration 22Q (1135.700577 sec): 3 clusters Score: Raw -263302.430434 + Penalty 2619.264773 = -260683.165661 nChanged 20 SP:Iteration 23Q (1135.715680 sec): 3 clusters Score: Raw -263316.576101 + Penalty 2619.264773 = -260697.311328 nChanged 20 SP:Iteration 24Q (1135.730762 sec): 3 clusters Score: Raw -263328.324659 + Penalty 2619.264773 = -260709.059886 nChanged 14 SP:Iteration 25Q (1135.745684 sec): 3 clusters Score: Raw -263336.280268 + Penalty 2619.264773 = -260717.015496 nChanged 8 SP:Iteration 26Q (1135.760777 sec): 3 clusters Score: Raw -263339.921677 + Penalty 2619.264773 = -260720.656904 nChanged 4 SP:Iteration 27Q (1135.775810 sec): 3 clusters Score: Raw -263341.562334 + Penalty 2619.264773 = -260722.297561 nChanged 5 SP:Iteration 28Q (1135.790903 sec): 3 clusters Score: Raw -263343.520650 + Penalty 2619.264773 = -260724.255878 nChanged 3 SP:Iteration 29Q (1135.805801 sec): 3 clusters Score: Raw -263345.585247 + Penalty 2619.264773 = -260726.320474 nChanged 4 SP:Iteration 30Q (1135.820840 sec): 3 clusters Score: Raw -263346.873792 + Penalty 2619.264773 = -260727.609020 nChanged 4 SP:Iteration 31Q (1135.835725 sec): 3 clusters Score: Raw -263348.801750 + Penalty 2619.264773 = -260729.536978 nChanged 3 SP:Iteration 32Q (1135.850743 sec): 3 clusters Score: Raw -263350.665309 + Penalty 2619.264773 = -260731.400537 nChanged 2 SP:Iteration 33Q (1135.865694 sec): 3 clusters Score: Raw -263351.238172 + Penalty 2619.264773 = -260731.973399 nChanged 2 SP:Iteration 34Q (1135.880760 sec): 3 clusters Score: Raw -263353.055161 + Penalty 2619.264773 = -260733.790388 nChanged 2 SP:Iteration 35Q (1135.895763 sec): 3 clusters Score: Raw -263353.979102 + Penalty 2619.264773 = -260734.714329 nChanged 3 SP:Iteration 36Q (1135.910778 sec): 3 clusters Score: Raw -263354.890531 + Penalty 2619.264773 = -260735.625758 nChanged 2 SP:Iteration 37Q (1135.925754 sec): 3 clusters Score: Raw -263355.338098 + Penalty 2619.264773 = -260736.073325 nChanged 2 SP:Iteration 38Q (1135.940743 sec): 3 clusters Score: Raw -263355.931251 + Penalty 2619.264773 = -260736.666478 nChanged 4 SP:Iteration 39Q (1135.955732 sec): 3 clusters Score: Raw -263358.072701 + Penalty 2619.264773 = -260738.807928 nChanged 4 SP:Iteration 40F (1135.971020 sec): 3 clusters Score: Raw -263360.296929 + Penalty 2619.264773 = -260741.032156 nChanged 7 SP:Iteration 41Q (1135.986060 sec): 3 clusters Score: Raw -263364.078007 + Penalty 2619.264773 = -260744.813235 nChanged 9 SP:Iteration 42Q (1136.001019 sec): 3 clusters Score: Raw -263368.391180 + Penalty 2619.264773 = -260749.126408 nChanged 11 SP:Iteration 43Q (1136.016033 sec): 3 clusters Score: Raw -263373.658153 + Penalty 2619.264773 = -260754.393380 nChanged 8 SP:Iteration 44Q (1136.031010 sec): 3 clusters Score: Raw -263377.809003 + Penalty 2619.264773 = -260758.544230 nChanged 4 SP:Iteration 45Q (1136.046007 sec): 3 clusters Score: Raw -263379.394892 + Penalty 2619.264773 = -260760.130119 nChanged 2 SP:Iteration 46Q (1136.060937 sec): 3 clusters Score: Raw -263381.254691 + Penalty 2619.264773 = -260761.989919 nChanged 4 SP:Iteration 47Q (1136.075928 sec): 3 clusters Score: Raw -263383.151942 + Penalty 2619.264773 = -260763.887169 nChanged 1 SP:Iteration 48Q (1136.090872 sec): 3 clusters Score: Raw -263383.712736 + Penalty 2619.264773 = -260764.447963 nChanged 0 SP:Iteration 49F (1136.106191 sec): 3 clusters Score: Raw -263383.712736 + Penalty 2619.264773 = -260764.447963 nChanged 0 Trying to split cluster 27 (24612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1136.145900 sec): 2 clusters Score: Raw -2081385.239335 + Penalty 1643.035779 = -2079742.203556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1136.195978 sec): 3 clusters Score: Raw -2066545.559121 + Penalty 3286.071558 = -2063259.487564 nChanged 11144 SP:Iteration 1F (1136.243530 sec): 3 clusters Score: Raw -2072849.422715 + Penalty 3286.071558 = -2069563.351157 nChanged 1394 SP:Iteration 2F (1136.291341 sec): 3 clusters Score: Raw -2073497.125118 + Penalty 3286.071558 = -2070211.053560 nChanged 1431 SP:Iteration 3F (1136.339100 sec): 3 clusters Score: Raw -2074253.901559 + Penalty 3286.071558 = -2070967.830002 nChanged 1492 SP:Iteration 4F (1136.386787 sec): 3 clusters Score: Raw -2075079.343903 + Penalty 3286.071558 = -2071793.272346 nChanged 1440 SP:Iteration 5F (1136.434386 sec): 3 clusters Score: Raw -2075853.557509 + Penalty 3286.071558 = -2072567.485951 nChanged 1269 SP:Iteration 6F (1136.481968 sec): 3 clusters Score: Raw -2076552.690554 + Penalty 3286.071558 = -2073266.618996 nChanged 1175 SP:Iteration 7Q (1136.530817 sec): 3 clusters Score: Raw -2077212.574175 + Penalty 3286.071558 = -2073926.502618 nChanged 1041 SP:Iteration 8Q (1136.578982 sec): 3 clusters Score: Raw -2077778.499508 + Penalty 3286.071558 = -2074492.427951 nChanged 910 SP:Iteration 9Q (1136.626642 sec): 3 clusters Score: Raw -2078301.066387 + Penalty 3286.071558 = -2075014.994829 nChanged 792 SP:Iteration 10Q (1136.674248 sec): 3 clusters Score: Raw -2078763.444135 + Penalty 3286.071558 = -2075477.372578 nChanged 669 SP:Iteration 11Q (1136.720881 sec): 3 clusters Score: Raw -2079128.688784 + Penalty 3286.071558 = -2075842.617227 nChanged 578 SP:Iteration 12Q (1136.767263 sec): 3 clusters Score: Raw -2079437.688506 + Penalty 3286.071558 = -2076151.616949 nChanged 522 SP:Iteration 13Q (1136.813011 sec): 3 clusters Score: Raw -2079711.472829 + Penalty 3286.071558 = -2076425.401272 nChanged 481 SP:Iteration 14Q (1136.858093 sec): 3 clusters Score: Raw -2079967.339158 + Penalty 3286.071558 = -2076681.267600 nChanged 454 SP:Iteration 15Q (1136.902782 sec): 3 clusters Score: Raw -2080211.097437 + Penalty 3286.071558 = -2076925.025880 nChanged 416 SP:Iteration 16Q (1136.946692 sec): 3 clusters Score: Raw -2080429.048538 + Penalty 3286.071558 = -2077142.976980 nChanged 387 SP:Iteration 17Q (1136.990492 sec): 3 clusters Score: Raw -2080625.918993 + Penalty 3286.071558 = -2077339.847436 nChanged 347 SP:Iteration 18Q (1137.033764 sec): 3 clusters Score: Raw -2080789.878818 + Penalty 3286.071558 = -2077503.807261 nChanged 284 SP:Iteration 19Q (1137.077016 sec): 3 clusters Score: Raw -2080916.135668 + Penalty 3286.071558 = -2077630.064111 nChanged 261 SP:Iteration 20F (1137.124008 sec): 3 clusters Score: Raw -2081017.108822 + Penalty 3286.071558 = -2077731.037264 nChanged 220 SP:Iteration 21Q (1137.167018 sec): 3 clusters Score: Raw -2081097.798396 + Penalty 3286.071558 = -2077811.726838 nChanged 190 SP:Iteration 22Q (1137.209323 sec): 3 clusters Score: Raw -2081172.032749 + Penalty 3286.071558 = -2077885.961191 nChanged 163 SP:Iteration 23Q (1137.251289 sec): 3 clusters Score: Raw -2081234.966106 + Penalty 3286.071558 = -2077948.894549 nChanged 154 SP:Iteration 24Q (1137.293224 sec): 3 clusters Score: Raw -2081293.546026 + Penalty 3286.071558 = -2078007.474468 nChanged 140 SP:Iteration 25Q (1137.334897 sec): 3 clusters Score: Raw -2081340.104440 + Penalty 3286.071558 = -2078054.032882 nChanged 124 SP:Iteration 26Q (1137.376514 sec): 3 clusters Score: Raw -2081378.835534 + Penalty 3286.071558 = -2078092.763976 nChanged 104 SP:Iteration 27Q (1137.430374 sec): 3 clusters Score: Raw -2081409.410732 + Penalty 3286.071558 = -2078123.339175 nChanged 93 SP:Iteration 28Q (1137.498277 sec): 3 clusters Score: Raw -2081441.485826 + Penalty 3286.071558 = -2078155.414268 nChanged 106 SP:Iteration 29Q (1137.539435 sec): 3 clusters Score: Raw -2081475.688669 + Penalty 3286.071558 = -2078189.617111 nChanged 84 SP:Iteration 30Q (1137.580478 sec): 3 clusters Score: Raw -2081506.928082 + Penalty 3286.071558 = -2078220.856525 nChanged 78 SP:Iteration 31Q (1137.621536 sec): 3 clusters Score: Raw -2081532.908473 + Penalty 3286.071558 = -2078246.836915 nChanged 57 SP:Iteration 32Q (1137.662387 sec): 3 clusters Score: Raw -2081554.917552 + Penalty 3286.071558 = -2078268.845994 nChanged 56 SP:Iteration 33Q (1137.703203 sec): 3 clusters Score: Raw -2081575.669233 + Penalty 3286.071558 = -2078289.597676 nChanged 51 SP:Iteration 34Q (1137.744184 sec): 3 clusters Score: Raw -2081594.860689 + Penalty 3286.071558 = -2078308.789131 nChanged 50 SP:Iteration 35Q (1137.784748 sec): 3 clusters Score: Raw -2081610.480642 + Penalty 3286.071558 = -2078324.409084 nChanged 39 SP:Iteration 36Q (1137.825574 sec): 3 clusters Score: Raw -2081620.736341 + Penalty 3286.071558 = -2078334.664783 nChanged 29 SP:Iteration 37Q (1137.866146 sec): 3 clusters Score: Raw -2081627.260038 + Penalty 3286.071558 = -2078341.188481 nChanged 30 SP:Iteration 38Q (1137.906779 sec): 3 clusters Score: Raw -2081635.978460 + Penalty 3286.071558 = -2078349.906903 nChanged 32 SP:Iteration 39Q (1137.947327 sec): 3 clusters Score: Raw -2081644.766650 + Penalty 3286.071558 = -2078358.695092 nChanged 24 SP:Iteration 40F (1137.994371 sec): 3 clusters Score: Raw -2081651.703979 + Penalty 3286.071558 = -2078365.632421 nChanged 30 SP:Iteration 41Q (1138.035554 sec): 3 clusters Score: Raw -2081659.490630 + Penalty 3286.071558 = -2078373.419073 nChanged 31 SP:Iteration 42Q (1138.076189 sec): 3 clusters Score: Raw -2081668.825483 + Penalty 3286.071558 = -2078382.753925 nChanged 32 SP:Iteration 43Q (1138.116631 sec): 3 clusters Score: Raw -2081679.991590 + Penalty 3286.071558 = -2078393.920032 nChanged 33 SP:Iteration 44Q (1138.157328 sec): 3 clusters Score: Raw -2081692.855876 + Penalty 3286.071558 = -2078406.784318 nChanged 31 SP:Iteration 45Q (1138.197504 sec): 3 clusters Score: Raw -2081702.909186 + Penalty 3286.071558 = -2078416.837629 nChanged 26 SP:Iteration 46Q (1138.238105 sec): 3 clusters Score: Raw -2081713.366750 + Penalty 3286.071558 = -2078427.295193 nChanged 23 SP:Iteration 47Q (1138.278138 sec): 3 clusters Score: Raw -2081724.801328 + Penalty 3286.071558 = -2078438.729771 nChanged 21 SP:Iteration 48Q (1138.318561 sec): 3 clusters Score: Raw -2081732.388283 + Penalty 3286.071558 = -2078446.316726 nChanged 27 SP:Iteration 49Q (1138.358711 sec): 3 clusters Score: Raw -2081743.139907 + Penalty 3286.071558 = -2078457.068349 nChanged 19 SP:Iteration 50Q (1138.398876 sec): 3 clusters Score: Raw -2081749.931717 + Penalty 3286.071558 = -2078463.860159 nChanged 19 SP:Iteration 51Q (1138.438940 sec): 3 clusters Score: Raw -2081757.820724 + Penalty 3286.071558 = -2078471.749166 nChanged 18 SP:Iteration 52Q (1138.479205 sec): 3 clusters Score: Raw -2081766.353428 + Penalty 3286.071558 = -2078480.281870 nChanged 22 SP:Iteration 53Q (1138.519364 sec): 3 clusters Score: Raw -2081775.108448 + Penalty 3286.071558 = -2078489.036890 nChanged 20 SP:Iteration 54Q (1138.559511 sec): 3 clusters Score: Raw -2081780.155570 + Penalty 3286.071558 = -2078494.084012 nChanged 8 SP:Iteration 55Q (1138.599457 sec): 3 clusters Score: Raw -2081781.634427 + Penalty 3286.071558 = -2078495.562869 nChanged 8 SP:Iteration 56Q (1138.639635 sec): 3 clusters Score: Raw -2081784.271752 + Penalty 3286.071558 = -2078498.200195 nChanged 10 SP:Iteration 57Q (1138.679561 sec): 3 clusters Score: Raw -2081786.712273 + Penalty 3286.071558 = -2078500.640715 nChanged 8 SP:Iteration 58Q (1138.719575 sec): 3 clusters Score: Raw -2081788.688945 + Penalty 3286.071558 = -2078502.617387 nChanged 4 SP:Iteration 59Q (1138.759574 sec): 3 clusters Score: Raw -2081789.495130 + Penalty 3286.071558 = -2078503.423572 nChanged 3 SP:Iteration 60F (1138.806390 sec): 3 clusters Score: Raw -2081790.208834 + Penalty 3286.071558 = -2078504.137276 nChanged 4 SP:Iteration 61Q (1138.847006 sec): 3 clusters Score: Raw -2081791.253618 + Penalty 3286.071558 = -2078505.182061 nChanged 5 SP:Iteration 62Q (1138.887134 sec): 3 clusters Score: Raw -2081792.207834 + Penalty 3286.071558 = -2078506.136276 nChanged 3 SP:Iteration 63Q (1138.927035 sec): 3 clusters Score: Raw -2081792.757089 + Penalty 3286.071558 = -2078506.685531 nChanged 1 SP:Iteration 64Q (1138.967364 sec): 3 clusters Score: Raw -2081793.043714 + Penalty 3286.071558 = -2078506.972157 nChanged 0 SP:Iteration 65F (1139.014023 sec): 3 clusters Score: Raw -2081793.043714 + Penalty 3286.071558 = -2078506.972157 nChanged 0 Trying to split cluster 28 (28921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1139.055255 sec): 2 clusters Score: Raw -2414004.634182 + Penalty 1669.252529 = -2412335.381653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1139.112420 sec): 3 clusters Score: Raw -2396246.191921 + Penalty 3338.505057 = -2392907.686863 nChanged 13327 SP:Iteration 1F (1139.166210 sec): 3 clusters Score: Raw -2404013.711254 + Penalty 3338.505057 = -2400675.206197 nChanged 1627 SP:Iteration 2F (1139.220135 sec): 3 clusters Score: Raw -2404857.108241 + Penalty 3338.505057 = -2401518.603183 nChanged 1653 SP:Iteration 3F (1139.274043 sec): 3 clusters Score: Raw -2405781.764980 + Penalty 3338.505057 = -2402443.259922 nChanged 1714 SP:Iteration 4F (1139.327773 sec): 3 clusters Score: Raw -2406758.765355 + Penalty 3338.505057 = -2403420.260297 nChanged 1730 SP:Iteration 5F (1139.381860 sec): 3 clusters Score: Raw -2407755.366058 + Penalty 3338.505057 = -2404416.861000 nChanged 1714 SP:Iteration 6F (1139.435909 sec): 3 clusters Score: Raw -2408645.844860 + Penalty 3338.505057 = -2405307.339802 nChanged 1496 SP:Iteration 7F (1139.489623 sec): 3 clusters Score: Raw -2409326.388206 + Penalty 3338.505057 = -2405987.883149 nChanged 1179 SP:Iteration 8Q (1139.545215 sec): 3 clusters Score: Raw -2409795.520528 + Penalty 3338.505057 = -2406457.015471 nChanged 934 SP:Iteration 9Q (1139.599852 sec): 3 clusters Score: Raw -2410140.638394 + Penalty 3338.505057 = -2406802.133337 nChanged 768 SP:Iteration 10Q (1139.654630 sec): 3 clusters Score: Raw -2410420.391763 + Penalty 3338.505057 = -2407081.886706 nChanged 707 SP:Iteration 11Q (1139.708976 sec): 3 clusters Score: Raw -2410710.551483 + Penalty 3338.505057 = -2407372.046425 nChanged 677 SP:Iteration 12Q (1139.763385 sec): 3 clusters Score: Raw -2411015.413162 + Penalty 3338.505057 = -2407676.908105 nChanged 662 SP:Iteration 13Q (1139.817680 sec): 3 clusters Score: Raw -2411392.332800 + Penalty 3338.505057 = -2408053.827742 nChanged 655 SP:Iteration 14Q (1139.873112 sec): 3 clusters Score: Raw -2411775.662753 + Penalty 3338.505057 = -2408437.157696 nChanged 633 SP:Iteration 15Q (1139.926675 sec): 3 clusters Score: Raw -2412166.025830 + Penalty 3338.505057 = -2408827.520772 nChanged 589 SP:Iteration 16Q (1139.979465 sec): 3 clusters Score: Raw -2412489.715613 + Penalty 3338.505057 = -2409151.210555 nChanged 529 SP:Iteration 17Q (1140.031814 sec): 3 clusters Score: Raw -2412720.207880 + Penalty 3338.505057 = -2409381.702823 nChanged 443 SP:Iteration 18Q (1140.083563 sec): 3 clusters Score: Raw -2412895.472401 + Penalty 3338.505057 = -2409556.967344 nChanged 460 SP:Iteration 19Q (1140.134638 sec): 3 clusters Score: Raw -2413074.380910 + Penalty 3338.505057 = -2409735.875853 nChanged 404 SP:Iteration 20F (1140.188019 sec): 3 clusters Score: Raw -2413234.261236 + Penalty 3338.505057 = -2409895.756178 nChanged 384 SP:Iteration 21Q (1140.238753 sec): 3 clusters Score: Raw -2413380.118805 + Penalty 3338.505057 = -2410041.613748 nChanged 353 SP:Iteration 22Q (1140.288844 sec): 3 clusters Score: Raw -2413514.385586 + Penalty 3338.505057 = -2410175.880529 nChanged 312 SP:Iteration 23Q (1140.338497 sec): 3 clusters Score: Raw -2413630.101316 + Penalty 3338.505057 = -2410291.596258 nChanged 311 SP:Iteration 24Q (1140.387863 sec): 3 clusters Score: Raw -2413750.757027 + Penalty 3338.505057 = -2410412.251970 nChanged 251 SP:Iteration 25Q (1140.436725 sec): 3 clusters Score: Raw -2413834.063143 + Penalty 3338.505057 = -2410495.558085 nChanged 239 SP:Iteration 26Q (1140.485355 sec): 3 clusters Score: Raw -2413917.320912 + Penalty 3338.505057 = -2410578.815855 nChanged 232 SP:Iteration 27Q (1140.533732 sec): 3 clusters Score: Raw -2413992.626763 + Penalty 3338.505057 = -2410654.121706 nChanged 194 SP:Iteration 28Q (1140.581623 sec): 3 clusters Score: Raw -2414057.725873 + Penalty 3338.505057 = -2410719.220816 nChanged 195 SP:Iteration 29Q (1140.629317 sec): 3 clusters Score: Raw -2414120.065760 + Penalty 3338.505057 = -2410781.560703 nChanged 177 SP:Iteration 30Q (1140.676848 sec): 3 clusters Score: Raw -2414177.168422 + Penalty 3338.505057 = -2410838.663365 nChanged 159 SP:Iteration 31Q (1140.724277 sec): 3 clusters Score: Raw -2414230.291284 + Penalty 3338.505057 = -2410891.786226 nChanged 148 SP:Iteration 32Q (1140.771311 sec): 3 clusters Score: Raw -2414284.424472 + Penalty 3338.505057 = -2410945.919414 nChanged 122 SP:Iteration 33Q (1140.818243 sec): 3 clusters Score: Raw -2414323.440704 + Penalty 3338.505057 = -2410984.935647 nChanged 103 SP:Iteration 34Q (1140.865033 sec): 3 clusters Score: Raw -2414353.535153 + Penalty 3338.505057 = -2411015.030096 nChanged 100 SP:Iteration 35Q (1140.911720 sec): 3 clusters Score: Raw -2414394.375987 + Penalty 3338.505057 = -2411055.870929 nChanged 105 SP:Iteration 36Q (1140.958310 sec): 3 clusters Score: Raw -2414435.594140 + Penalty 3338.505057 = -2411097.089082 nChanged 83 SP:Iteration 37Q (1141.004695 sec): 3 clusters Score: Raw -2414461.169797 + Penalty 3338.505057 = -2411122.664739 nChanged 73 SP:Iteration 38Q (1141.051116 sec): 3 clusters Score: Raw -2414482.521802 + Penalty 3338.505057 = -2411144.016745 nChanged 67 SP:Iteration 39Q (1141.097218 sec): 3 clusters Score: Raw -2414504.255475 + Penalty 3338.505057 = -2411165.750418 nChanged 50 SP:Iteration 40F (1141.150875 sec): 3 clusters Score: Raw -2414519.993671 + Penalty 3338.505057 = -2411181.488614 nChanged 46 SP:Iteration 41Q (1141.197193 sec): 3 clusters Score: Raw -2414536.185396 + Penalty 3338.505057 = -2411197.680338 nChanged 57 SP:Iteration 42Q (1141.243194 sec): 3 clusters Score: Raw -2414556.364318 + Penalty 3338.505057 = -2411217.859261 nChanged 50 SP:Iteration 43Q (1141.289166 sec): 3 clusters Score: Raw -2414572.546462 + Penalty 3338.505057 = -2411234.041404 nChanged 49 SP:Iteration 44Q (1141.335171 sec): 3 clusters Score: Raw -2414588.481650 + Penalty 3338.505057 = -2411249.976592 nChanged 54 SP:Iteration 45Q (1141.381023 sec): 3 clusters Score: Raw -2414605.287470 + Penalty 3338.505057 = -2411266.782412 nChanged 61 SP:Iteration 46Q (1141.426896 sec): 3 clusters Score: Raw -2414622.154846 + Penalty 3338.505057 = -2411283.649788 nChanged 38 SP:Iteration 47Q (1141.495712 sec): 3 clusters Score: Raw -2414632.764317 + Penalty 3338.505057 = -2411294.259260 nChanged 33 SP:Iteration 48Q (1141.575042 sec): 3 clusters Score: Raw -2414640.338425 + Penalty 3338.505057 = -2411301.833368 nChanged 28 SP:Iteration 49Q (1141.620531 sec): 3 clusters Score: Raw -2414647.293767 + Penalty 3338.505057 = -2411308.788710 nChanged 24 SP:Iteration 50Q (1141.666204 sec): 3 clusters Score: Raw -2414654.784429 + Penalty 3338.505057 = -2411316.279372 nChanged 26 SP:Iteration 51Q (1141.711806 sec): 3 clusters Score: Raw -2414660.485156 + Penalty 3338.505057 = -2411321.980098 nChanged 20 SP:Iteration 52Q (1141.757435 sec): 3 clusters Score: Raw -2414664.901237 + Penalty 3338.505057 = -2411326.396180 nChanged 17 SP:Iteration 53Q (1141.802820 sec): 3 clusters Score: Raw -2414669.632687 + Penalty 3338.505057 = -2411331.127629 nChanged 18 SP:Iteration 54Q (1141.848623 sec): 3 clusters Score: Raw -2414675.360389 + Penalty 3338.505057 = -2411336.855332 nChanged 30 SP:Iteration 55Q (1141.894152 sec): 3 clusters Score: Raw -2414684.096298 + Penalty 3338.505057 = -2411345.591241 nChanged 28 SP:Iteration 56Q (1141.939642 sec): 3 clusters Score: Raw -2414692.101337 + Penalty 3338.505057 = -2411353.596280 nChanged 28 SP:Iteration 57Q (1141.985226 sec): 3 clusters Score: Raw -2414700.686723 + Penalty 3338.505057 = -2411362.181666 nChanged 21 SP:Iteration 58Q (1142.030705 sec): 3 clusters Score: Raw -2414707.357749 + Penalty 3338.505057 = -2411368.852692 nChanged 23 SP:Iteration 59Q (1142.076217 sec): 3 clusters Score: Raw -2414715.160755 + Penalty 3338.505057 = -2411376.655697 nChanged 29 SP:Iteration 60F (1142.129985 sec): 3 clusters Score: Raw -2414724.752440 + Penalty 3338.505057 = -2411386.247383 nChanged 26 SP:Iteration 61Q (1142.175659 sec): 3 clusters Score: Raw -2414732.055462 + Penalty 3338.505057 = -2411393.550405 nChanged 26 SP:Iteration 62Q (1142.221358 sec): 3 clusters Score: Raw -2414738.736299 + Penalty 3338.505057 = -2411400.231242 nChanged 30 SP:Iteration 63Q (1142.266953 sec): 3 clusters Score: Raw -2414748.422150 + Penalty 3338.505057 = -2411409.917093 nChanged 30 SP:Iteration 64Q (1142.312393 sec): 3 clusters Score: Raw -2414760.266660 + Penalty 3338.505057 = -2411421.761602 nChanged 34 SP:Iteration 65Q (1142.357790 sec): 3 clusters Score: Raw -2414772.504631 + Penalty 3338.505057 = -2411433.999573 nChanged 36 SP:Iteration 66Q (1142.403334 sec): 3 clusters Score: Raw -2414784.348111 + Penalty 3338.505057 = -2411445.843054 nChanged 32 SP:Iteration 67Q (1142.448805 sec): 3 clusters Score: Raw -2414795.337760 + Penalty 3338.505057 = -2411456.832702 nChanged 27 SP:Iteration 68Q (1142.494059 sec): 3 clusters Score: Raw -2414801.690984 + Penalty 3338.505057 = -2411463.185926 nChanged 19 SP:Iteration 69Q (1142.539410 sec): 3 clusters Score: Raw -2414806.353293 + Penalty 3338.505057 = -2411467.848235 nChanged 17 SP:Iteration 70Q (1142.584834 sec): 3 clusters Score: Raw -2414810.551604 + Penalty 3338.505057 = -2411472.046546 nChanged 19 SP:Iteration 71Q (1142.630172 sec): 3 clusters Score: Raw -2414816.788832 + Penalty 3338.505057 = -2411478.283775 nChanged 24 SP:Iteration 72Q (1142.675430 sec): 3 clusters Score: Raw -2414823.331331 + Penalty 3338.505057 = -2411484.826273 nChanged 17 SP:Iteration 73Q (1142.720979 sec): 3 clusters Score: Raw -2414828.020231 + Penalty 3338.505057 = -2411489.515173 nChanged 12 SP:Iteration 74Q (1142.766434 sec): 3 clusters Score: Raw -2414831.644653 + Penalty 3338.505057 = -2411493.139595 nChanged 11 SP:Iteration 75Q (1142.811985 sec): 3 clusters Score: Raw -2414835.342153 + Penalty 3338.505057 = -2411496.837095 nChanged 21 SP:Iteration 76Q (1142.857167 sec): 3 clusters Score: Raw -2414841.620831 + Penalty 3338.505057 = -2411503.115774 nChanged 21 SP:Iteration 77Q (1142.902520 sec): 3 clusters Score: Raw -2414848.218233 + Penalty 3338.505057 = -2411509.713175 nChanged 25 SP:Iteration 78Q (1142.947712 sec): 3 clusters Score: Raw -2414856.232928 + Penalty 3338.505057 = -2411517.727871 nChanged 22 SP:Iteration 79Q (1142.992909 sec): 3 clusters Score: Raw -2414863.318477 + Penalty 3338.505057 = -2411524.813420 nChanged 26 SP:Iteration 80F (1143.046874 sec): 3 clusters Score: Raw -2414869.643514 + Penalty 3338.505057 = -2411531.138457 nChanged 22 SP:Iteration 81Q (1143.092405 sec): 3 clusters Score: Raw -2414875.479723 + Penalty 3338.505057 = -2411536.974665 nChanged 12 SP:Iteration 82Q (1143.138090 sec): 3 clusters Score: Raw -2414878.433089 + Penalty 3338.505057 = -2411539.928032 nChanged 20 SP:Iteration 83Q (1143.191207 sec): 3 clusters Score: Raw -2414883.563843 + Penalty 3338.505057 = -2411545.058786 nChanged 24 SP:Iteration 84Q (1143.229785 sec): 3 clusters Score: Raw -2414891.200034 + Penalty 3338.505057 = -2411552.694977 nChanged 31 SP:Iteration 85Q (1143.275008 sec): 3 clusters Score: Raw -2414901.767442 + Penalty 3338.505057 = -2411563.262385 nChanged 32 SP:Iteration 86Q (1143.320610 sec): 3 clusters Score: Raw -2414910.097973 + Penalty 3338.505057 = -2411571.592915 nChanged 28 SP:Iteration 87Q (1143.366213 sec): 3 clusters Score: Raw -2414916.997942 + Penalty 3338.505057 = -2411578.492885 nChanged 23 SP:Iteration 88Q (1143.411732 sec): 3 clusters Score: Raw -2414922.749501 + Penalty 3338.505057 = -2411584.244444 nChanged 26 SP:Iteration 89Q (1143.457093 sec): 3 clusters Score: Raw -2414931.519051 + Penalty 3338.505057 = -2411593.013993 nChanged 32 SP:Iteration 90Q (1143.502319 sec): 3 clusters Score: Raw -2414943.550852 + Penalty 3338.505057 = -2411605.045794 nChanged 39 SP:Iteration 91Q (1143.548629 sec): 3 clusters Score: Raw -2414957.055439 + Penalty 3338.505057 = -2411618.550382 nChanged 36 SP:Iteration 92Q (1143.594151 sec): 3 clusters Score: Raw -2414967.698923 + Penalty 3338.505057 = -2411629.193866 nChanged 38 SP:Iteration 93Q (1143.639643 sec): 3 clusters Score: Raw -2414978.287221 + Penalty 3338.505057 = -2411639.782163 nChanged 33 SP:Iteration 94Q (1143.684965 sec): 3 clusters Score: Raw -2414987.637578 + Penalty 3338.505057 = -2411649.132521 nChanged 37 SP:Iteration 95Q (1143.730146 sec): 3 clusters Score: Raw -2414997.655301 + Penalty 3338.505057 = -2411659.150244 nChanged 28 SP:Iteration 96Q (1143.775514 sec): 3 clusters Score: Raw -2415004.691610 + Penalty 3338.505057 = -2411666.186553 nChanged 22 SP:Iteration 97Q (1143.820886 sec): 3 clusters Score: Raw -2415009.949980 + Penalty 3338.505057 = -2411671.444923 nChanged 20 SP:Iteration 98Q (1143.866291 sec): 3 clusters Score: Raw -2415013.884559 + Penalty 3338.505057 = -2411675.379501 nChanged 12 SP:Iteration 99Q (1143.911665 sec): 3 clusters Score: Raw -2415017.451100 + Penalty 3338.505057 = -2411678.946042 nChanged 19 SP:Iteration 100F (1143.965756 sec): 3 clusters Score: Raw -2415022.001762 + Penalty 3338.505057 = -2411683.496704 nChanged 24 SP:Iteration 101Q (1144.011628 sec): 3 clusters Score: Raw -2415027.294513 + Penalty 3338.505057 = -2411688.789455 nChanged 20 SP:Iteration 102Q (1144.057550 sec): 3 clusters Score: Raw -2415032.792943 + Penalty 3338.505057 = -2411694.287886 nChanged 30 SP:Iteration 103Q (1144.103146 sec): 3 clusters Score: Raw -2415040.775147 + Penalty 3338.505057 = -2411702.270089 nChanged 23 SP:Iteration 104Q (1144.149128 sec): 3 clusters Score: Raw -2415047.216342 + Penalty 3338.505057 = -2411708.711285 nChanged 36 SP:Iteration 105Q (1144.195100 sec): 3 clusters Score: Raw -2415057.924352 + Penalty 3338.505057 = -2411719.419294 nChanged 36 SP:Iteration 106Q (1144.240887 sec): 3 clusters Score: Raw -2415068.254051 + Penalty 3338.505057 = -2411729.748994 nChanged 32 SP:Iteration 107Q (1144.286758 sec): 3 clusters Score: Raw -2415077.149821 + Penalty 3338.505057 = -2411738.644764 nChanged 34 SP:Iteration 108Q (1144.332593 sec): 3 clusters Score: Raw -2415087.903380 + Penalty 3338.505057 = -2411749.398322 nChanged 45 SP:Iteration 109Q (1144.378440 sec): 3 clusters Score: Raw -2415102.941341 + Penalty 3338.505057 = -2411764.436284 nChanged 44 SP:Iteration 110Q (1144.424304 sec): 3 clusters Score: Raw -2415115.087394 + Penalty 3338.505057 = -2411776.582337 nChanged 36 SP:Iteration 111Q (1144.470050 sec): 3 clusters Score: Raw -2415125.100871 + Penalty 3338.505057 = -2411786.595814 nChanged 36 SP:Iteration 112Q (1144.515901 sec): 3 clusters Score: Raw -2415135.627949 + Penalty 3338.505057 = -2411797.122892 nChanged 31 SP:Iteration 113Q (1144.561544 sec): 3 clusters Score: Raw -2415143.885899 + Penalty 3338.505057 = -2411805.380841 nChanged 28 SP:Iteration 114Q (1144.607156 sec): 3 clusters Score: Raw -2415150.371594 + Penalty 3338.505057 = -2411811.866536 nChanged 29 SP:Iteration 115Q (1144.652806 sec): 3 clusters Score: Raw -2415157.931403 + Penalty 3338.505057 = -2411819.426346 nChanged 26 SP:Iteration 116Q (1144.698377 sec): 3 clusters Score: Raw -2415163.568089 + Penalty 3338.505057 = -2411825.063031 nChanged 26 SP:Iteration 117Q (1144.744031 sec): 3 clusters Score: Raw -2415168.570032 + Penalty 3338.505057 = -2411830.064974 nChanged 21 SP:Iteration 118Q (1144.789612 sec): 3 clusters Score: Raw -2415173.890155 + Penalty 3338.505057 = -2411835.385097 nChanged 18 SP:Iteration 119Q (1144.835177 sec): 3 clusters Score: Raw -2415178.072259 + Penalty 3338.505057 = -2411839.567202 nChanged 21 SP:Iteration 120F (1144.889107 sec): 3 clusters Score: Raw -2415182.870137 + Penalty 3338.505057 = -2411844.365080 nChanged 25 SP:Iteration 121Q (1144.935001 sec): 3 clusters Score: Raw -2415189.524430 + Penalty 3338.505057 = -2411851.019373 nChanged 22 SP:Iteration 122Q (1144.980859 sec): 3 clusters Score: Raw -2415193.610257 + Penalty 3338.505057 = -2411855.105199 nChanged 11 SP:Iteration 123Q (1145.026826 sec): 3 clusters Score: Raw -2415195.438375 + Penalty 3338.505057 = -2411856.933318 nChanged 11 SP:Iteration 124Q (1145.072795 sec): 3 clusters Score: Raw -2415197.407046 + Penalty 3338.505057 = -2411858.901989 nChanged 10 SP:Iteration 125Q (1145.118663 sec): 3 clusters Score: Raw -2415199.381160 + Penalty 3338.505057 = -2411860.876103 nChanged 11 SP:Iteration 126Q (1145.164580 sec): 3 clusters Score: Raw -2415201.591097 + Penalty 3338.505057 = -2411863.086040 nChanged 14 SP:Iteration 127Q (1145.210330 sec): 3 clusters Score: Raw -2415205.322105 + Penalty 3338.505057 = -2411866.817048 nChanged 17 SP:Iteration 128Q (1145.256213 sec): 3 clusters Score: Raw -2415207.808759 + Penalty 3338.505057 = -2411869.303701 nChanged 17 SP:Iteration 129Q (1145.301988 sec): 3 clusters Score: Raw -2415211.484187 + Penalty 3338.505057 = -2411872.979130 nChanged 22 SP:Iteration 130Q (1145.347785 sec): 3 clusters Score: Raw -2415215.231565 + Penalty 3338.505057 = -2411876.726508 nChanged 14 SP:Iteration 131Q (1145.394070 sec): 3 clusters Score: Raw -2415218.172145 + Penalty 3338.505057 = -2411879.667087 nChanged 12 SP:Iteration 132Q (1145.440116 sec): 3 clusters Score: Raw -2415220.131147 + Penalty 3338.505057 = -2411881.626090 nChanged 8 SP:Iteration 133Q (1145.485987 sec): 3 clusters Score: Raw -2415221.720938 + Penalty 3338.505057 = -2411883.215880 nChanged 9 SP:Iteration 134Q (1145.531928 sec): 3 clusters Score: Raw -2415223.208562 + Penalty 3338.505057 = -2411884.703504 nChanged 9 SP:Iteration 135Q (1145.577888 sec): 3 clusters Score: Raw -2415224.596714 + Penalty 3338.505057 = -2411886.091657 nChanged 8 SP:Iteration 136Q (1145.623792 sec): 3 clusters Score: Raw -2415225.692285 + Penalty 3338.505057 = -2411887.187227 nChanged 7 SP:Iteration 137Q (1145.669659 sec): 3 clusters Score: Raw -2415226.653562 + Penalty 3338.505057 = -2411888.148505 nChanged 8 SP:Iteration 138Q (1145.715609 sec): 3 clusters Score: Raw -2415228.065572 + Penalty 3338.505057 = -2411889.560515 nChanged 9 SP:Iteration 139Q (1145.761446 sec): 3 clusters Score: Raw -2415229.667537 + Penalty 3338.505057 = -2411891.162480 nChanged 14 SP:Iteration 140F (1145.815184 sec): 3 clusters Score: Raw -2415231.941652 + Penalty 3338.505057 = -2411893.436594 nChanged 11 SP:Iteration 141Q (1145.861278 sec): 3 clusters Score: Raw -2415233.600459 + Penalty 3338.505057 = -2411895.095402 nChanged 15 SP:Iteration 142Q (1145.907464 sec): 3 clusters Score: Raw -2415236.419176 + Penalty 3338.505057 = -2411897.914118 nChanged 12 SP:Iteration 143Q (1145.953498 sec): 3 clusters Score: Raw -2415238.994853 + Penalty 3338.505057 = -2411900.489795 nChanged 10 SP:Iteration 144Q (1145.999381 sec): 3 clusters Score: Raw -2415240.647485 + Penalty 3338.505057 = -2411902.142428 nChanged 8 SP:Iteration 145Q (1146.045434 sec): 3 clusters Score: Raw -2415242.970834 + Penalty 3338.505057 = -2411904.465776 nChanged 14 SP:Iteration 146Q (1146.091390 sec): 3 clusters Score: Raw -2415245.460292 + Penalty 3338.505057 = -2411906.955234 nChanged 13 SP:Iteration 147Q (1146.137366 sec): 3 clusters Score: Raw -2415247.604388 + Penalty 3338.505057 = -2411909.099331 nChanged 23 SP:Iteration 148Q (1146.183151 sec): 3 clusters Score: Raw -2415252.282891 + Penalty 3338.505057 = -2411913.777834 nChanged 11 SP:Iteration 149Q (1146.229043 sec): 3 clusters Score: Raw -2415254.932207 + Penalty 3338.505057 = -2411916.427149 nChanged 10 SP:Iteration 150Q (1146.274850 sec): 3 clusters Score: Raw -2415256.864560 + Penalty 3338.505057 = -2411918.359503 nChanged 8 SP:Iteration 151Q (1146.320718 sec): 3 clusters Score: Raw -2415258.531665 + Penalty 3338.505057 = -2411920.026608 nChanged 8 SP:Iteration 152Q (1146.366610 sec): 3 clusters Score: Raw -2415260.009210 + Penalty 3338.505057 = -2411921.504152 nChanged 8 SP:Iteration 153Q (1146.412391 sec): 3 clusters Score: Raw -2415261.093940 + Penalty 3338.505057 = -2411922.588883 nChanged 9 SP:Iteration 154Q (1146.458335 sec): 3 clusters Score: Raw -2415262.176619 + Penalty 3338.505057 = -2411923.671562 nChanged 4 SP:Iteration 155Q (1146.504252 sec): 3 clusters Score: Raw -2415262.664039 + Penalty 3338.505057 = -2411924.158982 nChanged 4 SP:Iteration 156Q (1146.550293 sec): 3 clusters Score: Raw -2415263.323246 + Penalty 3338.505057 = -2411924.818189 nChanged 6 SP:Iteration 157Q (1146.596154 sec): 3 clusters Score: Raw -2415264.138892 + Penalty 3338.505057 = -2411925.633834 nChanged 2 SP:Iteration 158Q (1146.642126 sec): 3 clusters Score: Raw -2415264.618302 + Penalty 3338.505057 = -2411926.113244 nChanged 7 SP:Iteration 159Q (1146.687873 sec): 3 clusters Score: Raw -2415265.485542 + Penalty 3338.505057 = -2411926.980485 nChanged 6 SP:Iteration 160F (1146.741865 sec): 3 clusters Score: Raw -2415266.375653 + Penalty 3338.505057 = -2411927.870595 nChanged 3 SP:Iteration 161Q (1146.787989 sec): 3 clusters Score: Raw -2415267.342537 + Penalty 3338.505057 = -2411928.837480 nChanged 2 SP:Iteration 162Q (1146.833976 sec): 3 clusters Score: Raw -2415267.721100 + Penalty 3338.505057 = -2411929.216042 nChanged 2 SP:Iteration 163Q (1146.880174 sec): 3 clusters Score: Raw -2415269.209189 + Penalty 3338.505057 = -2411930.704131 nChanged 6 SP:Iteration 164Q (1146.926182 sec): 3 clusters Score: Raw -2415271.546242 + Penalty 3338.505057 = -2411933.041185 nChanged 12 SP:Iteration 165Q (1146.972187 sec): 3 clusters Score: Raw -2415274.503620 + Penalty 3338.505057 = -2411935.998562 nChanged 8 SP:Iteration 166Q (1147.018387 sec): 3 clusters Score: Raw -2415275.826551 + Penalty 3338.505057 = -2411937.321494 nChanged 8 SP:Iteration 167Q (1147.064348 sec): 3 clusters Score: Raw -2415276.955645 + Penalty 3338.505057 = -2411938.450588 nChanged 4 SP:Iteration 168Q (1147.110590 sec): 3 clusters Score: Raw -2415277.525667 + Penalty 3338.505057 = -2411939.020609 nChanged 2 SP:Iteration 169Q (1147.156599 sec): 3 clusters Score: Raw -2415277.689242 + Penalty 3338.505057 = -2411939.184184 nChanged 1 SP:Iteration 170Q (1147.202602 sec): 3 clusters Score: Raw -2415277.789965 + Penalty 3338.505057 = -2411939.284908 nChanged 2 SP:Iteration 171Q (1147.248578 sec): 3 clusters Score: Raw -2415278.107020 + Penalty 3338.505057 = -2411939.601962 nChanged 4 SP:Iteration 172Q (1147.294433 sec): 3 clusters Score: Raw -2415278.681481 + Penalty 3338.505057 = -2411940.176424 nChanged 2 SP:Iteration 173Q (1147.340380 sec): 3 clusters Score: Raw -2415278.902382 + Penalty 3338.505057 = -2411940.397324 nChanged 1 SP:Iteration 174Q (1147.386473 sec): 3 clusters Score: Raw -2415278.998125 + Penalty 3338.505057 = -2411940.493067 nChanged 0 SP:Iteration 175F (1147.440152 sec): 3 clusters Score: Raw -2415278.998125 + Penalty 3338.505057 = -2411940.493067 nChanged 0 Iteration 59Q (1149.822144 sec): 30 clusters Score: Raw -23024299.507546 + Penalty 59240.839577 = -22965058.667969 nChanged 1286 Iteration 60F (1154.708395 sec): 30 clusters Score: Raw -23024776.451873 + Penalty 59240.839577 = -22965535.612296 nChanged 1046 Iteration 61Q (1157.016263 sec): 30 clusters Score: Raw -23024952.145202 + Penalty 59240.839577 = -22965711.305625 nChanged 573 Iteration 62Q (1159.314491 sec): 30 clusters Score: Raw -23025026.550072 + Penalty 59240.839577 = -22965785.710495 nChanged 369 Iteration 63Q (1161.608272 sec): 30 clusters Score: Raw -23025065.286869 + Penalty 59240.839577 = -22965824.447292 nChanged 290 Iteration 64Q (1163.901938 sec): 30 clusters Score: Raw -23025091.825087 + Penalty 59240.839577 = -22965850.985510 nChanged 233 Iteration 65Q (1166.192604 sec): 30 clusters Score: Raw -23025113.285050 + Penalty 59240.839577 = -22965872.445473 nChanged 212 Iteration 66Q (1168.486955 sec): 30 clusters Score: Raw -23025131.718976 + Penalty 59240.839577 = -22965890.879398 nChanged 207 Iteration 67Q (1170.779432 sec): 30 clusters Score: Raw -23025148.653496 + Penalty 59240.839577 = -22965907.813919 nChanged 181 Iteration 68Q (1173.073126 sec): 30 clusters Score: Raw -23025163.759263 + Penalty 59240.839577 = -22965922.919686 nChanged 155 Iteration 69Q (1175.364981 sec): 30 clusters Score: Raw -23025174.688955 + Penalty 59240.839577 = -22965933.849378 nChanged 113 Iteration 70Q (1177.690373 sec): 30 clusters Score: Raw -23025182.089142 + Penalty 59240.839577 = -22965941.249565 nChanged 96 Iteration 71Q (1179.981331 sec): 30 clusters Score: Raw -23025189.252552 + Penalty 59240.839577 = -22965948.412975 nChanged 92 Iteration 72Q (1182.276302 sec): 30 clusters Score: Raw -23025196.320360 + Penalty 59240.839577 = -22965955.480783 nChanged 72 Iteration 73Q (1184.566471 sec): 30 clusters Score: Raw -23025201.487751 + Penalty 59240.839577 = -22965960.648174 nChanged 58 Iteration 74Q (1186.855879 sec): 30 clusters Score: Raw -23025205.007295 + Penalty 59240.839577 = -22965964.167718 nChanged 55 Iteration 75Q (1189.146227 sec): 30 clusters Score: Raw -23025208.256833 + Penalty 59240.839577 = -22965967.417256 nChanged 38 Iteration 76Q (1191.437992 sec): 30 clusters Score: Raw -23025210.594784 + Penalty 59240.839577 = -22965969.755207 nChanged 45 Iteration 77Q (1193.725998 sec): 30 clusters Score: Raw -23025214.114689 + Penalty 59240.839577 = -22965973.275111 nChanged 47 Iteration 78Q (1196.017494 sec): 30 clusters Score: Raw -23025216.936505 + Penalty 59240.839577 = -22965976.096928 nChanged 39 Iteration 79Q (1198.304117 sec): 30 clusters Score: Raw -23025218.989391 + Penalty 59240.839577 = -22965978.149814 nChanged 37 Iteration 80F (1203.197016 sec): 30 clusters Score: Raw -23025221.497293 + Penalty 59240.839577 = -22965980.657716 nChanged 38 Iteration 81Q (1205.489297 sec): 30 clusters Score: Raw -23025223.991022 + Penalty 59240.839577 = -22965983.151445 nChanged 36 Iteration 82Q (1207.789747 sec): 30 clusters Score: Raw -23025226.262102 + Penalty 59240.839577 = -22965985.422525 nChanged 32 Iteration 83Q (1210.083584 sec): 30 clusters Score: Raw -23025228.375155 + Penalty 59240.839577 = -22965987.535578 nChanged 40 Iteration 84Q (1212.402958 sec): 30 clusters Score: Raw -23025231.437124 + Penalty 59240.839577 = -22965990.597547 nChanged 33 Iteration 85Q (1214.725115 sec): 30 clusters Score: Raw -23025235.364019 + Penalty 59240.839577 = -22965994.524442 nChanged 39 Iteration 86Q (1217.020204 sec): 30 clusters Score: Raw -23025240.343477 + Penalty 59240.839577 = -22965999.503900 nChanged 48 Iteration 87Q (1219.314543 sec): 30 clusters Score: Raw -23025247.529465 + Penalty 59240.839577 = -22966006.689887 nChanged 59 Iteration 88Q (1221.610320 sec): 30 clusters Score: Raw -23025257.613869 + Penalty 59240.839577 = -22966016.774292 nChanged 71 Iteration 89Q (1223.905465 sec): 30 clusters Score: Raw -23025268.838636 + Penalty 59240.839577 = -22966027.999058 nChanged 71 Iteration 90Q (1226.247281 sec): 30 clusters Score: Raw -23025281.078303 + Penalty 59240.839577 = -22966040.238725 nChanged 67 Iteration 91Q (1228.557245 sec): 30 clusters Score: Raw -23025291.238312 + Penalty 59240.839577 = -22966050.398735 nChanged 73 Iteration 92Q (1230.852744 sec): 30 clusters Score: Raw -23025301.275550 + Penalty 59240.839577 = -22966060.435972 nChanged 64 Iteration 93Q (1233.146632 sec): 30 clusters Score: Raw -23025307.650221 + Penalty 59240.839577 = -22966066.810644 nChanged 63 Iteration 94Q (1235.464666 sec): 30 clusters Score: Raw -23025316.427747 + Penalty 59240.839577 = -22966075.588169 nChanged 70 Iteration 95Q (1237.782785 sec): 30 clusters Score: Raw -23025326.310923 + Penalty 59240.839577 = -22966085.471346 nChanged 83 Iteration 96Q (1240.100372 sec): 30 clusters Score: Raw -23025336.972934 + Penalty 59240.839577 = -22966096.133356 nChanged 92 Iteration 97Q (1242.392279 sec): 30 clusters Score: Raw -23025350.675839 + Penalty 59240.839577 = -22966109.836261 nChanged 87 Iteration 98Q (1244.687403 sec): 30 clusters Score: Raw -23025363.408020 + Penalty 59240.839577 = -22966122.568443 nChanged 77 Writing temp clu file Because OldScore, -22966109.836261, is greater than current (better) Score,-22966122.568443 Compute initial score before splitting: Score: Raw -23025363.408020 + Penalty 59240.839577 = -22966122.568443 Trying to split cluster 1 (53082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1244.802207 sec): 2 clusters Score: Raw -4445900.503356 + Penalty 1767.933890 = -4444132.569466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1244.896800 sec): 3 clusters Score: Raw -4412353.802248 + Penalty 3535.867779 = -4408817.934469 nChanged 24922 SP:Iteration 1F (1244.985861 sec): 3 clusters Score: Raw -4426834.679648 + Penalty 3535.867779 = -4423298.811869 nChanged 2780 SP:Iteration 2F (1245.083303 sec): 3 clusters Score: Raw -4428051.925512 + Penalty 3535.867779 = -4424516.057732 nChanged 3129 SP:Iteration 3F (1245.172183 sec): 3 clusters Score: Raw -4429728.630911 + Penalty 3535.867779 = -4426192.763131 nChanged 3510 SP:Iteration 4F (1245.260722 sec): 3 clusters Score: Raw -4431922.924329 + Penalty 3535.867779 = -4428387.056550 nChanged 3700 SP:Iteration 5F (1245.349330 sec): 3 clusters Score: Raw -4434590.026667 + Penalty 3535.867779 = -4431054.158888 nChanged 3568 SP:Iteration 6F (1245.438015 sec): 3 clusters Score: Raw -4437304.192652 + Penalty 3535.867779 = -4433768.324872 nChanged 3154 SP:Iteration 7F (1245.526747 sec): 3 clusters Score: Raw -4439787.782349 + Penalty 3535.867779 = -4436251.914570 nChanged 2562 SP:Iteration 8Q (1245.617206 sec): 3 clusters Score: Raw -4441833.676966 + Penalty 3535.867779 = -4438297.809187 nChanged 1938 SP:Iteration 9Q (1245.704920 sec): 3 clusters Score: Raw -4443353.683635 + Penalty 3535.867779 = -4439817.815855 nChanged 1371 SP:Iteration 10Q (1245.789329 sec): 3 clusters Score: Raw -4444417.889448 + Penalty 3535.867779 = -4440882.021668 nChanged 947 SP:Iteration 11Q (1245.871008 sec): 3 clusters Score: Raw -4445119.603773 + Penalty 3535.867779 = -4441583.735994 nChanged 654 SP:Iteration 12Q (1245.950503 sec): 3 clusters Score: Raw -4445644.073335 + Penalty 3535.867779 = -4442108.205556 nChanged 455 SP:Iteration 13Q (1246.028608 sec): 3 clusters Score: Raw -4446027.159408 + Penalty 3535.867779 = -4442491.291629 nChanged 309 SP:Iteration 14Q (1246.105381 sec): 3 clusters Score: Raw -4446288.158855 + Penalty 3535.867779 = -4442752.291075 nChanged 241 SP:Iteration 15Q (1246.181380 sec): 3 clusters Score: Raw -4446456.307802 + Penalty 3535.867779 = -4442920.440023 nChanged 189 SP:Iteration 16Q (1246.256758 sec): 3 clusters Score: Raw -4446551.970826 + Penalty 3535.867779 = -4443016.103047 nChanged 139 SP:Iteration 17Q (1246.331168 sec): 3 clusters Score: Raw -4446609.387450 + Penalty 3535.867779 = -4443073.519671 nChanged 89 SP:Iteration 18Q (1246.405164 sec): 3 clusters Score: Raw -4446643.845819 + Penalty 3535.867779 = -4443107.978040 nChanged 69 SP:Iteration 19Q (1246.479074 sec): 3 clusters Score: Raw -4446669.226817 + Penalty 3535.867779 = -4443133.359038 nChanged 56 SP:Iteration 20F (1246.567102 sec): 3 clusters Score: Raw -4446684.958476 + Penalty 3535.867779 = -4443149.090697 nChanged 41 SP:Iteration 21Q (1246.640900 sec): 3 clusters Score: Raw -4446696.438348 + Penalty 3535.867779 = -4443160.570569 nChanged 47 SP:Iteration 22Q (1246.714837 sec): 3 clusters Score: Raw -4446707.883522 + Penalty 3535.867779 = -4443172.015743 nChanged 36 SP:Iteration 23Q (1246.788563 sec): 3 clusters Score: Raw -4446718.668822 + Penalty 3535.867779 = -4443182.801043 nChanged 24 SP:Iteration 24Q (1246.862575 sec): 3 clusters Score: Raw -4446725.315171 + Penalty 3535.867779 = -4443189.447392 nChanged 23 SP:Iteration 25Q (1246.965289 sec): 3 clusters Score: Raw -4446729.888491 + Penalty 3535.867779 = -4443194.020712 nChanged 14 SP:Iteration 26Q (1247.072132 sec): 3 clusters Score: Raw -4446732.358489 + Penalty 3535.867779 = -4443196.490710 nChanged 6 SP:Iteration 27Q (1247.146418 sec): 3 clusters Score: Raw -4446733.111973 + Penalty 3535.867779 = -4443197.244193 nChanged 9 SP:Iteration 28Q (1247.220014 sec): 3 clusters Score: Raw -4446734.390591 + Penalty 3535.867779 = -4443198.522812 nChanged 4 SP:Iteration 29Q (1247.293899 sec): 3 clusters Score: Raw -4446735.027423 + Penalty 3535.867779 = -4443199.159644 nChanged 2 SP:Iteration 30Q (1247.367393 sec): 3 clusters Score: Raw -4446735.413602 + Penalty 3535.867779 = -4443199.545822 nChanged 3 SP:Iteration 31Q (1247.441332 sec): 3 clusters Score: Raw -4446736.019009 + Penalty 3535.867779 = -4443200.151229 nChanged 3 SP:Iteration 32Q (1247.514942 sec): 3 clusters Score: Raw -4446736.862867 + Penalty 3535.867779 = -4443200.995088 nChanged 6 SP:Iteration 33Q (1247.588732 sec): 3 clusters Score: Raw -4446737.940866 + Penalty 3535.867779 = -4443202.073087 nChanged 6 SP:Iteration 34Q (1247.661963 sec): 3 clusters Score: Raw -4446738.803251 + Penalty 3535.867779 = -4443202.935471 nChanged 3 SP:Iteration 35Q (1247.735815 sec): 3 clusters Score: Raw -4446739.451111 + Penalty 3535.867779 = -4443203.583332 nChanged 3 SP:Iteration 36Q (1247.809418 sec): 3 clusters Score: Raw -4446739.861137 + Penalty 3535.867779 = -4443203.993358 nChanged 1 SP:Iteration 37Q (1247.883175 sec): 3 clusters Score: Raw -4446739.927991 + Penalty 3535.867779 = -4443204.060212 nChanged 1 SP:Iteration 38Q (1247.956763 sec): 3 clusters Score: Raw -4446740.118724 + Penalty 3535.867779 = -4443204.250945 nChanged 0 SP:Iteration 39F (1248.044911 sec): 3 clusters Score: Raw -4446740.118724 + Penalty 3535.867779 = -4443204.250945 nChanged 0 Trying to split cluster 2 (2279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1248.051303 sec): 2 clusters Score: Raw -157058.136220 + Penalty 1256.367455 = -155801.768765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1248.063689 sec): 3 clusters Score: Raw -156051.496935 + Penalty 2512.734910 = -153538.762025 nChanged 840 SP:Iteration 1F (1248.074874 sec): 3 clusters Score: Raw -156674.306404 + Penalty 2512.734910 = -154161.571494 nChanged 220 SP:Iteration 2F (1248.086228 sec): 3 clusters Score: Raw -156883.936713 + Penalty 2512.734910 = -154371.201804 nChanged 160 SP:Iteration 3F (1248.097498 sec): 3 clusters Score: Raw -157080.788800 + Penalty 2512.734910 = -154568.053891 nChanged 166 SP:Iteration 4F (1248.108783 sec): 3 clusters Score: Raw -157349.026270 + Penalty 2512.734910 = -154836.291360 nChanged 143 SP:Iteration 5F (1248.120062 sec): 3 clusters Score: Raw -157602.524889 + Penalty 2512.734910 = -155089.789979 nChanged 134 SP:Iteration 6F (1248.131237 sec): 3 clusters Score: Raw -157789.730754 + Penalty 2512.734910 = -155276.995844 nChanged 101 SP:Iteration 7Q (1248.142401 sec): 3 clusters Score: Raw -157894.977577 + Penalty 2512.734910 = -155382.242668 nChanged 64 SP:Iteration 8Q (1248.153497 sec): 3 clusters Score: Raw -157944.960119 + Penalty 2512.734910 = -155432.225210 nChanged 34 SP:Iteration 9Q (1248.164547 sec): 3 clusters Score: Raw -157969.701968 + Penalty 2512.734910 = -155456.967059 nChanged 41 SP:Iteration 10Q (1248.175610 sec): 3 clusters Score: Raw -158016.648808 + Penalty 2512.734910 = -155503.913899 nChanged 36 SP:Iteration 11Q (1248.186645 sec): 3 clusters Score: Raw -158052.713253 + Penalty 2512.734910 = -155539.978344 nChanged 36 SP:Iteration 12Q (1248.197646 sec): 3 clusters Score: Raw -158102.573953 + Penalty 2512.734910 = -155589.839043 nChanged 37 SP:Iteration 13Q (1248.208712 sec): 3 clusters Score: Raw -158139.050434 + Penalty 2512.734910 = -155626.315524 nChanged 35 SP:Iteration 14Q (1248.219708 sec): 3 clusters Score: Raw -158171.615820 + Penalty 2512.734910 = -155658.880910 nChanged 35 SP:Iteration 15Q (1248.230679 sec): 3 clusters Score: Raw -158208.566972 + Penalty 2512.734910 = -155695.832063 nChanged 40 SP:Iteration 16Q (1248.241662 sec): 3 clusters Score: Raw -158243.430414 + Penalty 2512.734910 = -155730.695505 nChanged 43 SP:Iteration 17Q (1248.252665 sec): 3 clusters Score: Raw -158281.411433 + Penalty 2512.734910 = -155768.676523 nChanged 32 SP:Iteration 18Q (1248.263650 sec): 3 clusters Score: Raw -158303.875056 + Penalty 2512.734910 = -155791.140147 nChanged 24 SP:Iteration 19Q (1248.274572 sec): 3 clusters Score: Raw -158321.580756 + Penalty 2512.734910 = -155808.845846 nChanged 17 SP:Iteration 20F (1248.285876 sec): 3 clusters Score: Raw -158331.273880 + Penalty 2512.734910 = -155818.538970 nChanged 9 SP:Iteration 21Q (1248.296771 sec): 3 clusters Score: Raw -158335.442426 + Penalty 2512.734910 = -155822.707517 nChanged 4 SP:Iteration 22Q (1248.307656 sec): 3 clusters Score: Raw -158337.181126 + Penalty 2512.734910 = -155824.446216 nChanged 5 SP:Iteration 23Q (1248.318553 sec): 3 clusters Score: Raw -158339.601235 + Penalty 2512.734910 = -155826.866326 nChanged 6 SP:Iteration 24Q (1248.329435 sec): 3 clusters Score: Raw -158342.103436 + Penalty 2512.734910 = -155829.368526 nChanged 3 SP:Iteration 25Q (1248.340140 sec): 3 clusters Score: Raw -158343.862300 + Penalty 2512.734910 = -155831.127391 nChanged 3 SP:Iteration 26Q (1248.351094 sec): 3 clusters Score: Raw -158346.784262 + Penalty 2512.734910 = -155834.049352 nChanged 3 SP:Iteration 27Q (1248.361973 sec): 3 clusters Score: Raw -158348.068593 + Penalty 2512.734910 = -155835.333684 nChanged 2 SP:Iteration 28Q (1248.372884 sec): 3 clusters Score: Raw -158349.875298 + Penalty 2512.734910 = -155837.140388 nChanged 2 SP:Iteration 29Q (1248.383758 sec): 3 clusters Score: Raw -158350.552446 + Penalty 2512.734910 = -155837.817536 nChanged 2 SP:Iteration 30Q (1248.394551 sec): 3 clusters Score: Raw -158350.952859 + Penalty 2512.734910 = -155838.217950 nChanged 0 SP:Iteration 31F (1248.405896 sec): 3 clusters Score: Raw -158350.952859 + Penalty 2512.734910 = -155838.217950 nChanged 0 Score: Raw -23026665.372856 + Penalty 61283.627149 = -22965381.745707 Splitting cluster 2 changes total score from -22966122.568443 to -22965381.745707 So it's not getting split. Trying to split cluster 3 (1729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1253.661914 sec): 2 clusters Score: Raw -148556.953631 + Penalty 1211.486004 = -147345.467627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1253.671304 sec): 3 clusters Score: Raw -147840.284785 + Penalty 2422.972008 = -145417.312777 nChanged 572 SP:Iteration 1F (1253.680197 sec): 3 clusters Score: Raw -148206.516686 + Penalty 2422.972008 = -145783.544678 nChanged 109 SP:Iteration 2F (1253.688880 sec): 3 clusters Score: Raw -148299.329992 + Penalty 2422.972008 = -145876.357984 nChanged 76 SP:Iteration 3Q (1253.697671 sec): 3 clusters Score: Raw -148357.697447 + Penalty 2422.972008 = -145934.725439 nChanged 58 SP:Iteration 4Q (1253.706402 sec): 3 clusters Score: Raw -148402.941841 + Penalty 2422.972008 = -145979.969833 nChanged 45 SP:Iteration 5Q (1253.715182 sec): 3 clusters Score: Raw -148435.199521 + Penalty 2422.972008 = -146012.227513 nChanged 32 SP:Iteration 6Q (1253.723947 sec): 3 clusters Score: Raw -148458.121005 + Penalty 2422.972008 = -146035.148997 nChanged 26 SP:Iteration 7Q (1253.732701 sec): 3 clusters Score: Raw -148474.877281 + Penalty 2422.972008 = -146051.905273 nChanged 23 SP:Iteration 8Q (1253.741478 sec): 3 clusters Score: Raw -148486.365645 + Penalty 2422.972008 = -146063.393638 nChanged 19 SP:Iteration 9Q (1253.750169 sec): 3 clusters Score: Raw -148498.834674 + Penalty 2422.972008 = -146075.862666 nChanged 19 SP:Iteration 10Q (1253.758855 sec): 3 clusters Score: Raw -148511.518156 + Penalty 2422.972008 = -146088.546148 nChanged 25 SP:Iteration 11Q (1253.767534 sec): 3 clusters Score: Raw -148527.392036 + Penalty 2422.972008 = -146104.420028 nChanged 30 SP:Iteration 12Q (1253.776196 sec): 3 clusters Score: Raw -148550.810983 + Penalty 2422.972008 = -146127.838975 nChanged 27 SP:Iteration 13Q (1253.784914 sec): 3 clusters Score: Raw -148571.336105 + Penalty 2422.972008 = -146148.364098 nChanged 23 SP:Iteration 14Q (1253.793617 sec): 3 clusters Score: Raw -148588.123842 + Penalty 2422.972008 = -146165.151834 nChanged 18 SP:Iteration 15Q (1253.802347 sec): 3 clusters Score: Raw -148601.099440 + Penalty 2422.972008 = -146178.127432 nChanged 11 SP:Iteration 16Q (1253.811032 sec): 3 clusters Score: Raw -148607.820047 + Penalty 2422.972008 = -146184.848040 nChanged 11 SP:Iteration 17Q (1253.819707 sec): 3 clusters Score: Raw -148614.841947 + Penalty 2422.972008 = -146191.869939 nChanged 6 SP:Iteration 18Q (1253.828384 sec): 3 clusters Score: Raw -148619.244447 + Penalty 2422.972008 = -146196.272439 nChanged 11 SP:Iteration 19Q (1253.837099 sec): 3 clusters Score: Raw -148626.070879 + Penalty 2422.972008 = -146203.098871 nChanged 6 SP:Iteration 20F (1253.845785 sec): 3 clusters Score: Raw -148628.835042 + Penalty 2422.972008 = -146205.863035 nChanged 3 SP:Iteration 21Q (1253.854395 sec): 3 clusters Score: Raw -148629.831479 + Penalty 2422.972008 = -146206.859471 nChanged 4 SP:Iteration 22Q (1253.863100 sec): 3 clusters Score: Raw -148631.705321 + Penalty 2422.972008 = -146208.733313 nChanged 5 SP:Iteration 23Q (1253.871797 sec): 3 clusters Score: Raw -148634.530160 + Penalty 2422.972008 = -146211.558152 nChanged 3 SP:Iteration 24Q (1253.880473 sec): 3 clusters Score: Raw -148636.104750 + Penalty 2422.972008 = -146213.132742 nChanged 0 SP:Iteration 25F (1253.889105 sec): 3 clusters Score: Raw -148636.104750 + Penalty 2422.972008 = -146213.132742 nChanged 0 Trying to split cluster 4 (12319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1253.915718 sec): 2 clusters Score: Raw -1043110.652878 + Penalty 1530.570936 = -1041580.081943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1253.947996 sec): 3 clusters Score: Raw -1035996.085473 + Penalty 3061.141871 = -1032934.943602 nChanged 5394 SP:Iteration 1F (1253.978833 sec): 3 clusters Score: Raw -1039117.770142 + Penalty 3061.141871 = -1036056.628271 nChanged 850 SP:Iteration 2F (1254.009648 sec): 3 clusters Score: Raw -1039583.632949 + Penalty 3061.141871 = -1036522.491078 nChanged 724 SP:Iteration 3F (1254.040941 sec): 3 clusters Score: Raw -1040022.628630 + Penalty 3061.141871 = -1036961.486759 nChanged 695 SP:Iteration 4F (1254.072097 sec): 3 clusters Score: Raw -1040465.203117 + Penalty 3061.141871 = -1037404.061245 nChanged 665 SP:Iteration 5F (1254.103063 sec): 3 clusters Score: Raw -1040921.645115 + Penalty 3061.141871 = -1037860.503244 nChanged 652 SP:Iteration 6F (1254.134036 sec): 3 clusters Score: Raw -1041351.685240 + Penalty 3061.141871 = -1038290.543369 nChanged 567 SP:Iteration 7Q (1254.164747 sec): 3 clusters Score: Raw -1041665.178199 + Penalty 3061.141871 = -1038604.036328 nChanged 473 SP:Iteration 8Q (1254.195303 sec): 3 clusters Score: Raw -1041907.020729 + Penalty 3061.141871 = -1038845.878858 nChanged 426 SP:Iteration 9Q (1254.225702 sec): 3 clusters Score: Raw -1042128.838726 + Penalty 3061.141871 = -1039067.696855 nChanged 371 SP:Iteration 10Q (1254.255805 sec): 3 clusters Score: Raw -1042306.822820 + Penalty 3061.141871 = -1039245.680949 nChanged 304 SP:Iteration 11Q (1254.285834 sec): 3 clusters Score: Raw -1042417.987101 + Penalty 3061.141871 = -1039356.845230 nChanged 215 SP:Iteration 12Q (1254.315600 sec): 3 clusters Score: Raw -1042485.153853 + Penalty 3061.141871 = -1039424.011981 nChanged 167 SP:Iteration 13Q (1254.345300 sec): 3 clusters Score: Raw -1042540.507880 + Penalty 3061.141871 = -1039479.366009 nChanged 145 SP:Iteration 14Q (1254.374993 sec): 3 clusters Score: Raw -1042582.898752 + Penalty 3061.141871 = -1039521.756881 nChanged 141 SP:Iteration 15Q (1254.404523 sec): 3 clusters Score: Raw -1042625.137224 + Penalty 3061.141871 = -1039563.995353 nChanged 130 SP:Iteration 16Q (1254.434171 sec): 3 clusters Score: Raw -1042663.238633 + Penalty 3061.141871 = -1039602.096762 nChanged 104 SP:Iteration 17Q (1254.463505 sec): 3 clusters Score: Raw -1042691.618469 + Penalty 3061.141871 = -1039630.476598 nChanged 98 SP:Iteration 18Q (1254.492935 sec): 3 clusters Score: Raw -1042718.668556 + Penalty 3061.141871 = -1039657.526685 nChanged 99 SP:Iteration 19Q (1254.522193 sec): 3 clusters Score: Raw -1042747.994736 + Penalty 3061.141871 = -1039686.852865 nChanged 122 SP:Iteration 20F (1254.553036 sec): 3 clusters Score: Raw -1042785.553437 + Penalty 3061.141871 = -1039724.411566 nChanged 121 SP:Iteration 21Q (1254.582189 sec): 3 clusters Score: Raw -1042824.099229 + Penalty 3061.141871 = -1039762.957358 nChanged 106 SP:Iteration 22Q (1254.611307 sec): 3 clusters Score: Raw -1042860.131038 + Penalty 3061.141871 = -1039798.989167 nChanged 104 SP:Iteration 23Q (1254.640272 sec): 3 clusters Score: Raw -1042897.356870 + Penalty 3061.141871 = -1039836.214999 nChanged 107 SP:Iteration 24Q (1254.669126 sec): 3 clusters Score: Raw -1042941.247856 + Penalty 3061.141871 = -1039880.105985 nChanged 122 SP:Iteration 25Q (1254.697818 sec): 3 clusters Score: Raw -1043008.173384 + Penalty 3061.141871 = -1039947.031513 nChanged 142 SP:Iteration 26Q (1254.726621 sec): 3 clusters Score: Raw -1043090.733137 + Penalty 3061.141871 = -1040029.591266 nChanged 137 SP:Iteration 27Q (1254.755179 sec): 3 clusters Score: Raw -1043182.355179 + Penalty 3061.141871 = -1040121.213308 nChanged 142 SP:Iteration 28Q (1254.783719 sec): 3 clusters Score: Raw -1043281.234939 + Penalty 3061.141871 = -1040220.093068 nChanged 123 SP:Iteration 29Q (1254.812187 sec): 3 clusters Score: Raw -1043357.969997 + Penalty 3061.141871 = -1040296.828126 nChanged 106 SP:Iteration 30Q (1254.840289 sec): 3 clusters Score: Raw -1043401.403903 + Penalty 3061.141871 = -1040340.262032 nChanged 85 SP:Iteration 31Q (1254.868609 sec): 3 clusters Score: Raw -1043425.543664 + Penalty 3061.141871 = -1040364.401793 nChanged 50 SP:Iteration 32Q (1254.896590 sec): 3 clusters Score: Raw -1043440.897269 + Penalty 3061.141871 = -1040379.755398 nChanged 52 SP:Iteration 33Q (1254.924525 sec): 3 clusters Score: Raw -1043454.774783 + Penalty 3061.141871 = -1040393.632912 nChanged 43 SP:Iteration 34Q (1254.952745 sec): 3 clusters Score: Raw -1043465.100868 + Penalty 3061.141871 = -1040403.958996 nChanged 40 SP:Iteration 35Q (1254.980672 sec): 3 clusters Score: Raw -1043475.783688 + Penalty 3061.141871 = -1040414.641817 nChanged 44 SP:Iteration 36Q (1255.008695 sec): 3 clusters Score: Raw -1043488.330880 + Penalty 3061.141871 = -1040427.189009 nChanged 41 SP:Iteration 37Q (1255.036671 sec): 3 clusters Score: Raw -1043498.244474 + Penalty 3061.141871 = -1040437.102603 nChanged 36 SP:Iteration 38Q (1255.064452 sec): 3 clusters Score: Raw -1043506.276863 + Penalty 3061.141871 = -1040445.134992 nChanged 43 SP:Iteration 39Q (1255.092331 sec): 3 clusters Score: Raw -1043514.741308 + Penalty 3061.141871 = -1040453.599437 nChanged 25 SP:Iteration 40F (1255.123294 sec): 3 clusters Score: Raw -1043522.383893 + Penalty 3061.141871 = -1040461.242021 nChanged 17 SP:Iteration 41Q (1255.151225 sec): 3 clusters Score: Raw -1043525.386526 + Penalty 3061.141871 = -1040464.244655 nChanged 8 SP:Iteration 42Q (1255.179276 sec): 3 clusters Score: Raw -1043527.052605 + Penalty 3061.141871 = -1040465.910734 nChanged 10 SP:Iteration 43Q (1255.207135 sec): 3 clusters Score: Raw -1043528.644888 + Penalty 3061.141871 = -1040467.503017 nChanged 11 SP:Iteration 44Q (1255.234928 sec): 3 clusters Score: Raw -1043530.585065 + Penalty 3061.141871 = -1040469.443194 nChanged 13 SP:Iteration 45Q (1255.262815 sec): 3 clusters Score: Raw -1043533.488514 + Penalty 3061.141871 = -1040472.346643 nChanged 6 SP:Iteration 46Q (1255.290586 sec): 3 clusters Score: Raw -1043534.616178 + Penalty 3061.141871 = -1040473.474307 nChanged 7 SP:Iteration 47Q (1255.318684 sec): 3 clusters Score: Raw -1043536.249511 + Penalty 3061.141871 = -1040475.107640 nChanged 8 SP:Iteration 48Q (1255.346572 sec): 3 clusters Score: Raw -1043537.505860 + Penalty 3061.141871 = -1040476.363989 nChanged 5 SP:Iteration 49Q (1255.374390 sec): 3 clusters Score: Raw -1043538.621627 + Penalty 3061.141871 = -1040477.479756 nChanged 6 SP:Iteration 50Q (1255.402325 sec): 3 clusters Score: Raw -1043539.528427 + Penalty 3061.141871 = -1040478.386556 nChanged 1 SP:Iteration 51Q (1255.430104 sec): 3 clusters Score: Raw -1043539.618154 + Penalty 3061.141871 = -1040478.476283 nChanged 2 SP:Iteration 52Q (1255.458176 sec): 3 clusters Score: Raw -1043539.754636 + Penalty 3061.141871 = -1040478.612765 nChanged 2 SP:Iteration 53Q (1255.486035 sec): 3 clusters Score: Raw -1043540.064104 + Penalty 3061.141871 = -1040478.922233 nChanged 3 SP:Iteration 54Q (1255.513873 sec): 3 clusters Score: Raw -1043540.452461 + Penalty 3061.141871 = -1040479.310590 nChanged 2 SP:Iteration 55Q (1255.577306 sec): 3 clusters Score: Raw -1043540.727368 + Penalty 3061.141871 = -1040479.585497 nChanged 1 SP:Iteration 56Q (1255.614565 sec): 3 clusters Score: Raw -1043540.779433 + Penalty 3061.141871 = -1040479.637562 nChanged 0 SP:Iteration 57F (1255.645492 sec): 3 clusters Score: Raw -1043540.779433 + Penalty 3061.141871 = -1040479.637562 nChanged 0 Trying to split cluster 5 (1392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1255.659691 sec): 2 clusters Score: Raw -102067.839432 + Penalty 1176.255737 = -100891.583695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.667476 sec): 3 clusters Score: Raw -101554.848444 + Penalty 2352.511473 = -99202.336970 nChanged 449 SP:Iteration 1F (1255.674688 sec): 3 clusters Score: Raw -101863.928490 + Penalty 2352.511473 = -99511.417017 nChanged 97 SP:Iteration 2F (1255.681905 sec): 3 clusters Score: Raw -101944.808361 + Penalty 2352.511473 = -99592.296887 nChanged 56 SP:Iteration 3Q (1255.689122 sec): 3 clusters Score: Raw -101987.872883 + Penalty 2352.511473 = -99635.361410 nChanged 47 SP:Iteration 4Q (1255.696348 sec): 3 clusters Score: Raw -102027.744636 + Penalty 2352.511473 = -99675.233163 nChanged 39 SP:Iteration 5Q (1255.703557 sec): 3 clusters Score: Raw -102060.049770 + Penalty 2352.511473 = -99707.538296 nChanged 32 SP:Iteration 6Q (1255.710726 sec): 3 clusters Score: Raw -102085.205615 + Penalty 2352.511473 = -99732.694141 nChanged 29 SP:Iteration 7Q (1255.717912 sec): 3 clusters Score: Raw -102110.569744 + Penalty 2352.511473 = -99758.058270 nChanged 30 SP:Iteration 8Q (1255.725119 sec): 3 clusters Score: Raw -102137.882671 + Penalty 2352.511473 = -99785.371198 nChanged 34 SP:Iteration 9Q (1255.732271 sec): 3 clusters Score: Raw -102176.278401 + Penalty 2352.511473 = -99823.766927 nChanged 25 SP:Iteration 10Q (1255.739438 sec): 3 clusters Score: Raw -102202.960412 + Penalty 2352.511473 = -99850.448939 nChanged 25 SP:Iteration 11Q (1255.746597 sec): 3 clusters Score: Raw -102228.574516 + Penalty 2352.511473 = -99876.063043 nChanged 21 SP:Iteration 12Q (1255.753773 sec): 3 clusters Score: Raw -102258.333196 + Penalty 2352.511473 = -99905.821723 nChanged 27 SP:Iteration 13Q (1255.760939 sec): 3 clusters Score: Raw -102282.527415 + Penalty 2352.511473 = -99930.015942 nChanged 22 SP:Iteration 14Q (1255.768074 sec): 3 clusters Score: Raw -102301.825368 + Penalty 2352.511473 = -99949.313895 nChanged 22 SP:Iteration 15Q (1255.775207 sec): 3 clusters Score: Raw -102320.028586 + Penalty 2352.511473 = -99967.517113 nChanged 20 SP:Iteration 16Q (1255.782284 sec): 3 clusters Score: Raw -102338.151066 + Penalty 2352.511473 = -99985.639593 nChanged 13 SP:Iteration 17Q (1255.789413 sec): 3 clusters Score: Raw -102349.165597 + Penalty 2352.511473 = -99996.654123 nChanged 11 SP:Iteration 18Q (1255.796546 sec): 3 clusters Score: Raw -102359.844419 + Penalty 2352.511473 = -100007.332946 nChanged 12 SP:Iteration 19Q (1255.803600 sec): 3 clusters Score: Raw -102368.684521 + Penalty 2352.511473 = -100016.173047 nChanged 11 SP:Iteration 20F (1255.810799 sec): 3 clusters Score: Raw -102378.186128 + Penalty 2352.511473 = -100025.674655 nChanged 7 SP:Iteration 21Q (1255.817880 sec): 3 clusters Score: Raw -102383.076911 + Penalty 2352.511473 = -100030.565437 nChanged 3 SP:Iteration 22Q (1255.824942 sec): 3 clusters Score: Raw -102385.872830 + Penalty 2352.511473 = -100033.361357 nChanged 5 SP:Iteration 23Q (1255.832017 sec): 3 clusters Score: Raw -102389.077877 + Penalty 2352.511473 = -100036.566403 nChanged 3 SP:Iteration 24Q (1255.839084 sec): 3 clusters Score: Raw -102390.290981 + Penalty 2352.511473 = -100037.779508 nChanged 2 SP:Iteration 25Q (1255.846183 sec): 3 clusters Score: Raw -102391.506116 + Penalty 2352.511473 = -100038.994643 nChanged 1 SP:Iteration 26Q (1255.853306 sec): 3 clusters Score: Raw -102393.741321 + Penalty 2352.511473 = -100041.229848 nChanged 1 SP:Iteration 27Q (1255.860419 sec): 3 clusters Score: Raw -102394.365635 + Penalty 2352.511473 = -100041.854162 nChanged 0 SP:Iteration 28F (1255.867604 sec): 3 clusters Score: Raw -102394.365635 + Penalty 2352.511473 = -100041.854162 nChanged 0 Trying to split cluster 6 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1255.881077 sec): 2 clusters Score: Raw -125303.829574 + Penalty 1193.096406 = -124110.733168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1255.889598 sec): 3 clusters Score: Raw -124708.407838 + Penalty 2386.192812 = -122322.215025 nChanged 489 SP:Iteration 1F (1255.897483 sec): 3 clusters Score: Raw -125133.995559 + Penalty 2386.192812 = -122747.802746 nChanged 145 SP:Iteration 2F (1255.905347 sec): 3 clusters Score: Raw -125314.634013 + Penalty 2386.192812 = -122928.441200 nChanged 103 SP:Iteration 3F (1255.913176 sec): 3 clusters Score: Raw -125452.868949 + Penalty 2386.192812 = -123066.676137 nChanged 77 SP:Iteration 4Q (1255.920913 sec): 3 clusters Score: Raw -125539.246137 + Penalty 2386.192812 = -123153.053324 nChanged 55 SP:Iteration 5Q (1255.928663 sec): 3 clusters Score: Raw -125589.610649 + Penalty 2386.192812 = -123203.417837 nChanged 38 SP:Iteration 6Q (1255.936411 sec): 3 clusters Score: Raw -125613.857149 + Penalty 2386.192812 = -123227.664336 nChanged 22 SP:Iteration 7Q (1255.944183 sec): 3 clusters Score: Raw -125632.082537 + Penalty 2386.192812 = -123245.889725 nChanged 21 SP:Iteration 8Q (1255.951917 sec): 3 clusters Score: Raw -125648.219489 + Penalty 2386.192812 = -123262.026677 nChanged 21 SP:Iteration 9Q (1255.959625 sec): 3 clusters Score: Raw -125666.013584 + Penalty 2386.192812 = -123279.820771 nChanged 11 SP:Iteration 10Q (1255.967333 sec): 3 clusters Score: Raw -125674.116481 + Penalty 2386.192812 = -123287.923668 nChanged 11 SP:Iteration 11Q (1255.975046 sec): 3 clusters Score: Raw -125684.395393 + Penalty 2386.192812 = -123298.202581 nChanged 11 SP:Iteration 12Q (1255.982746 sec): 3 clusters Score: Raw -125693.050254 + Penalty 2386.192812 = -123306.857441 nChanged 15 SP:Iteration 13Q (1255.990437 sec): 3 clusters Score: Raw -125701.644538 + Penalty 2386.192812 = -123315.451726 nChanged 8 SP:Iteration 14Q (1255.998125 sec): 3 clusters Score: Raw -125707.005251 + Penalty 2386.192812 = -123320.812439 nChanged 5 SP:Iteration 15Q (1256.005777 sec): 3 clusters Score: Raw -125710.209485 + Penalty 2386.192812 = -123324.016672 nChanged 5 SP:Iteration 16Q (1256.013412 sec): 3 clusters Score: Raw -125714.255668 + Penalty 2386.192812 = -123328.062856 nChanged 1 SP:Iteration 17Q (1256.021088 sec): 3 clusters Score: Raw -125715.374576 + Penalty 2386.192812 = -123329.181763 nChanged 1 SP:Iteration 18Q (1256.028760 sec): 3 clusters Score: Raw -125715.743383 + Penalty 2386.192812 = -123329.550571 nChanged 1 SP:Iteration 19Q (1256.036414 sec): 3 clusters Score: Raw -125716.098272 + Penalty 2386.192812 = -123329.905459 nChanged 0 SP:Iteration 20F (1256.044243 sec): 3 clusters Score: Raw -125716.098272 + Penalty 2386.192812 = -123329.905459 nChanged 0 Trying to split cluster 7 (3269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1256.061275 sec): 2 clusters Score: Raw -265353.262072 + Penalty 1314.988904 = -264038.273169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1256.078047 sec): 3 clusters Score: Raw -263797.211562 + Penalty 2629.977807 = -261167.233755 nChanged 1262 SP:Iteration 1F (1256.093883 sec): 3 clusters Score: Raw -264510.441592 + Penalty 2629.977807 = -261880.463785 nChanged 259 SP:Iteration 2F (1256.109756 sec): 3 clusters Score: Raw -264700.975511 + Penalty 2629.977807 = -262070.997704 nChanged 189 SP:Iteration 3F (1256.125469 sec): 3 clusters Score: Raw -264847.235593 + Penalty 2629.977807 = -262217.257786 nChanged 166 SP:Iteration 4F (1256.141318 sec): 3 clusters Score: Raw -264971.215912 + Penalty 2629.977807 = -262341.238105 nChanged 160 SP:Iteration 5Q (1256.157020 sec): 3 clusters Score: Raw -265080.277595 + Penalty 2629.977807 = -262450.299788 nChanged 150 SP:Iteration 6Q (1256.172716 sec): 3 clusters Score: Raw -265191.894789 + Penalty 2629.977807 = -262561.916982 nChanged 136 SP:Iteration 7Q (1256.188369 sec): 3 clusters Score: Raw -265290.446015 + Penalty 2629.977807 = -262660.468208 nChanged 147 SP:Iteration 8Q (1256.204151 sec): 3 clusters Score: Raw -265410.655920 + Penalty 2629.977807 = -262780.678112 nChanged 146 SP:Iteration 9Q (1256.219891 sec): 3 clusters Score: Raw -265560.223637 + Penalty 2629.977807 = -262930.245829 nChanged 140 SP:Iteration 10Q (1256.235604 sec): 3 clusters Score: Raw -265696.411538 + Penalty 2629.977807 = -263066.433731 nChanged 123 SP:Iteration 11Q (1256.251293 sec): 3 clusters Score: Raw -265784.614271 + Penalty 2629.977807 = -263154.636464 nChanged 94 SP:Iteration 12Q (1256.266994 sec): 3 clusters Score: Raw -265849.040901 + Penalty 2629.977807 = -263219.063094 nChanged 63 SP:Iteration 13Q (1256.282592 sec): 3 clusters Score: Raw -265884.790475 + Penalty 2629.977807 = -263254.812668 nChanged 42 SP:Iteration 14Q (1256.298087 sec): 3 clusters Score: Raw -265907.801597 + Penalty 2629.977807 = -263277.823790 nChanged 36 SP:Iteration 15Q (1256.313636 sec): 3 clusters Score: Raw -265923.521830 + Penalty 2629.977807 = -263293.544023 nChanged 20 SP:Iteration 16Q (1256.329195 sec): 3 clusters Score: Raw -265933.873107 + Penalty 2629.977807 = -263303.895300 nChanged 18 SP:Iteration 17Q (1256.344567 sec): 3 clusters Score: Raw -265941.741265 + Penalty 2629.977807 = -263311.763458 nChanged 20 SP:Iteration 18Q (1256.360154 sec): 3 clusters Score: Raw -265950.969926 + Penalty 2629.977807 = -263320.992118 nChanged 16 SP:Iteration 19Q (1256.375660 sec): 3 clusters Score: Raw -265955.637860 + Penalty 2629.977807 = -263325.660053 nChanged 8 SP:Iteration 20F (1256.391399 sec): 3 clusters Score: Raw -265958.094668 + Penalty 2629.977807 = -263328.116861 nChanged 7 SP:Iteration 21Q (1256.406937 sec): 3 clusters Score: Raw -265959.414460 + Penalty 2629.977807 = -263329.436653 nChanged 2 SP:Iteration 22Q (1256.422495 sec): 3 clusters Score: Raw -265960.134778 + Penalty 2629.977807 = -263330.156971 nChanged 0 SP:Iteration 23F (1256.438311 sec): 3 clusters Score: Raw -265960.134778 + Penalty 2629.977807 = -263330.156971 nChanged 0 Trying to split cluster 8 (7932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1256.459831 sec): 2 clusters Score: Raw -664044.827064 + Penalty 1459.032330 = -662585.794735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1256.485434 sec): 3 clusters Score: Raw -659675.085489 + Penalty 2918.064659 = -656757.020830 nChanged 3371 SP:Iteration 1F (1256.510293 sec): 3 clusters Score: Raw -661516.564289 + Penalty 2918.064659 = -658598.499630 nChanged 531 SP:Iteration 2F (1256.535401 sec): 3 clusters Score: Raw -661784.160325 + Penalty 2918.064659 = -658866.095666 nChanged 421 SP:Iteration 3F (1256.560531 sec): 3 clusters Score: Raw -662006.200286 + Penalty 2918.064659 = -659088.135627 nChanged 390 SP:Iteration 4Q (1256.585699 sec): 3 clusters Score: Raw -662216.998937 + Penalty 2918.064659 = -659298.934278 nChanged 345 SP:Iteration 5Q (1256.611002 sec): 3 clusters Score: Raw -662396.413955 + Penalty 2918.064659 = -659478.349296 nChanged 312 SP:Iteration 6Q (1256.636179 sec): 3 clusters Score: Raw -662576.330022 + Penalty 2918.064659 = -659658.265363 nChanged 314 SP:Iteration 7Q (1256.661365 sec): 3 clusters Score: Raw -662763.296738 + Penalty 2918.064659 = -659845.232079 nChanged 284 SP:Iteration 8Q (1256.686410 sec): 3 clusters Score: Raw -662938.263617 + Penalty 2918.064659 = -660020.198958 nChanged 278 SP:Iteration 9Q (1256.711347 sec): 3 clusters Score: Raw -663115.207723 + Penalty 2918.064659 = -660197.143064 nChanged 278 SP:Iteration 10Q (1256.736018 sec): 3 clusters Score: Raw -663280.485946 + Penalty 2918.064659 = -660362.421287 nChanged 239 SP:Iteration 11Q (1256.760903 sec): 3 clusters Score: Raw -663432.871978 + Penalty 2918.064659 = -660514.807319 nChanged 219 SP:Iteration 12Q (1256.785426 sec): 3 clusters Score: Raw -663555.250952 + Penalty 2918.064659 = -660637.186293 nChanged 162 SP:Iteration 13Q (1256.809683 sec): 3 clusters Score: Raw -663638.127714 + Penalty 2918.064659 = -660720.063055 nChanged 134 SP:Iteration 14Q (1256.834189 sec): 3 clusters Score: Raw -663705.239113 + Penalty 2918.064659 = -660787.174453 nChanged 115 SP:Iteration 15Q (1256.858437 sec): 3 clusters Score: Raw -663757.205004 + Penalty 2918.064659 = -660839.140345 nChanged 93 SP:Iteration 16Q (1256.882610 sec): 3 clusters Score: Raw -663799.288078 + Penalty 2918.064659 = -660881.223419 nChanged 95 SP:Iteration 17Q (1256.906774 sec): 3 clusters Score: Raw -663851.208353 + Penalty 2918.064659 = -660933.143694 nChanged 88 SP:Iteration 18Q (1256.931010 sec): 3 clusters Score: Raw -663899.974254 + Penalty 2918.064659 = -660981.909595 nChanged 92 SP:Iteration 19Q (1256.954740 sec): 3 clusters Score: Raw -663945.719198 + Penalty 2918.064659 = -661027.654539 nChanged 79 SP:Iteration 20F (1256.979885 sec): 3 clusters Score: Raw -663978.136352 + Penalty 2918.064659 = -661060.071693 nChanged 66 SP:Iteration 21Q (1257.003500 sec): 3 clusters Score: Raw -664005.545472 + Penalty 2918.064659 = -661087.480812 nChanged 53 SP:Iteration 22Q (1257.027007 sec): 3 clusters Score: Raw -664024.766656 + Penalty 2918.064659 = -661106.701997 nChanged 41 SP:Iteration 23Q (1257.050720 sec): 3 clusters Score: Raw -664039.052585 + Penalty 2918.064659 = -661120.987926 nChanged 40 SP:Iteration 24Q (1257.074168 sec): 3 clusters Score: Raw -664049.543332 + Penalty 2918.064659 = -661131.478673 nChanged 33 SP:Iteration 25Q (1257.097828 sec): 3 clusters Score: Raw -664057.290626 + Penalty 2918.064659 = -661139.225966 nChanged 26 SP:Iteration 26Q (1257.121652 sec): 3 clusters Score: Raw -664062.145386 + Penalty 2918.064659 = -661144.080727 nChanged 14 SP:Iteration 27Q (1257.145326 sec): 3 clusters Score: Raw -664064.849830 + Penalty 2918.064659 = -661146.785171 nChanged 13 SP:Iteration 28Q (1257.168792 sec): 3 clusters Score: Raw -664067.737195 + Penalty 2918.064659 = -661149.672536 nChanged 16 SP:Iteration 29Q (1257.192473 sec): 3 clusters Score: Raw -664071.908247 + Penalty 2918.064659 = -661153.843588 nChanged 21 SP:Iteration 30Q (1257.215982 sec): 3 clusters Score: Raw -664076.105730 + Penalty 2918.064659 = -661158.041071 nChanged 7 SP:Iteration 31Q (1257.241921 sec): 3 clusters Score: Raw -664077.330598 + Penalty 2918.064659 = -661159.265939 nChanged 8 SP:Iteration 32Q (1257.265736 sec): 3 clusters Score: Raw -664079.221268 + Penalty 2918.064659 = -661161.156609 nChanged 10 SP:Iteration 33Q (1257.289293 sec): 3 clusters Score: Raw -664081.157259 + Penalty 2918.064659 = -661163.092600 nChanged 8 SP:Iteration 34Q (1257.312729 sec): 3 clusters Score: Raw -664082.824673 + Penalty 2918.064659 = -661164.760014 nChanged 3 SP:Iteration 35Q (1257.336480 sec): 3 clusters Score: Raw -664083.370077 + Penalty 2918.064659 = -661165.305418 nChanged 5 SP:Iteration 36Q (1257.359955 sec): 3 clusters Score: Raw -664084.024619 + Penalty 2918.064659 = -661165.959960 nChanged 6 SP:Iteration 37Q (1257.383438 sec): 3 clusters Score: Raw -664085.113782 + Penalty 2918.064659 = -661167.049123 nChanged 5 SP:Iteration 38Q (1257.406848 sec): 3 clusters Score: Raw -664086.040985 + Penalty 2918.064659 = -661167.976326 nChanged 5 SP:Iteration 39Q (1257.430392 sec): 3 clusters Score: Raw -664086.759407 + Penalty 2918.064659 = -661168.694747 nChanged 6 SP:Iteration 40F (1257.455522 sec): 3 clusters Score: Raw -664088.278087 + Penalty 2918.064659 = -661170.213428 nChanged 7 SP:Iteration 41Q (1257.478914 sec): 3 clusters Score: Raw -664090.433121 + Penalty 2918.064659 = -661172.368462 nChanged 9 SP:Iteration 42Q (1257.502368 sec): 3 clusters Score: Raw -664092.118653 + Penalty 2918.064659 = -661174.053994 nChanged 8 SP:Iteration 43Q (1257.525789 sec): 3 clusters Score: Raw -664093.215329 + Penalty 2918.064659 = -661175.150670 nChanged 5 SP:Iteration 44Q (1257.549382 sec): 3 clusters Score: Raw -664094.371391 + Penalty 2918.064659 = -661176.306732 nChanged 7 SP:Iteration 45Q (1257.573084 sec): 3 clusters Score: Raw -664095.716358 + Penalty 2918.064659 = -661177.651698 nChanged 9 SP:Iteration 46Q (1257.596501 sec): 3 clusters Score: Raw -664097.764878 + Penalty 2918.064659 = -661179.700219 nChanged 9 SP:Iteration 47Q (1257.619892 sec): 3 clusters Score: Raw -664099.387232 + Penalty 2918.064659 = -661181.322572 nChanged 6 SP:Iteration 48Q (1257.643461 sec): 3 clusters Score: Raw -664100.524452 + Penalty 2918.064659 = -661182.459793 nChanged 7 SP:Iteration 49Q (1257.667139 sec): 3 clusters Score: Raw -664101.977074 + Penalty 2918.064659 = -661183.912415 nChanged 8 SP:Iteration 50Q (1257.690759 sec): 3 clusters Score: Raw -664103.578417 + Penalty 2918.064659 = -661185.513758 nChanged 8 SP:Iteration 51Q (1257.714272 sec): 3 clusters Score: Raw -664105.713815 + Penalty 2918.064659 = -661187.649156 nChanged 8 SP:Iteration 52Q (1257.737838 sec): 3 clusters Score: Raw -664107.843154 + Penalty 2918.064659 = -661189.778494 nChanged 7 SP:Iteration 53Q (1257.761492 sec): 3 clusters Score: Raw -664109.282811 + Penalty 2918.064659 = -661191.218152 nChanged 5 SP:Iteration 54Q (1257.785002 sec): 3 clusters Score: Raw -664109.876661 + Penalty 2918.064659 = -661191.812002 nChanged 1 SP:Iteration 55Q (1257.808717 sec): 3 clusters Score: Raw -664110.016199 + Penalty 2918.064659 = -661191.951540 nChanged 1 SP:Iteration 56Q (1257.832239 sec): 3 clusters Score: Raw -664110.218905 + Penalty 2918.064659 = -661192.154246 nChanged 3 SP:Iteration 57Q (1257.855865 sec): 3 clusters Score: Raw -664110.543043 + Penalty 2918.064659 = -661192.478384 nChanged 3 SP:Iteration 58Q (1257.879418 sec): 3 clusters Score: Raw -664110.928543 + Penalty 2918.064659 = -661192.863884 nChanged 3 SP:Iteration 59Q (1257.902805 sec): 3 clusters Score: Raw -664111.697573 + Penalty 2918.064659 = -661193.632914 nChanged 5 SP:Iteration 60F (1257.928285 sec): 3 clusters Score: Raw -664112.606611 + Penalty 2918.064659 = -661194.541952 nChanged 4 SP:Iteration 61Q (1257.951493 sec): 3 clusters Score: Raw -664113.307788 + Penalty 2918.064659 = -661195.243129 nChanged 4 SP:Iteration 62Q (1257.974683 sec): 3 clusters Score: Raw -664113.808025 + Penalty 2918.064659 = -661195.743365 nChanged 2 SP:Iteration 63Q (1257.998302 sec): 3 clusters Score: Raw -664113.949482 + Penalty 2918.064659 = -661195.884823 nChanged 0 SP:Iteration 64F (1258.023373 sec): 3 clusters Score: Raw -664113.949482 + Penalty 2918.064659 = -661195.884823 nChanged 0 Trying to split cluster 9 (4863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.041534 sec): 2 clusters Score: Raw -361018.170890 + Penalty 1379.529257 = -359638.641633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1258.062848 sec): 3 clusters Score: Raw -358488.560817 + Penalty 2759.058513 = -355729.502304 nChanged 1954 SP:Iteration 1F (1258.083896 sec): 3 clusters Score: Raw -359647.872111 + Penalty 2759.058513 = -356888.813598 nChanged 401 SP:Iteration 2F (1258.104833 sec): 3 clusters Score: Raw -359933.439872 + Penalty 2759.058513 = -357174.381358 nChanged 324 SP:Iteration 3F (1258.125755 sec): 3 clusters Score: Raw -360170.507953 + Penalty 2759.058513 = -357411.449440 nChanged 268 SP:Iteration 4F (1258.146612 sec): 3 clusters Score: Raw -360359.065880 + Penalty 2759.058513 = -357600.007366 nChanged 250 SP:Iteration 5F (1258.167629 sec): 3 clusters Score: Raw -360556.141937 + Penalty 2759.058513 = -357797.083423 nChanged 207 SP:Iteration 6Q (1258.188265 sec): 3 clusters Score: Raw -360756.157261 + Penalty 2759.058513 = -357997.098748 nChanged 231 SP:Iteration 7Q (1258.209050 sec): 3 clusters Score: Raw -360973.798025 + Penalty 2759.058513 = -358214.739511 nChanged 200 SP:Iteration 8Q (1258.229837 sec): 3 clusters Score: Raw -361151.952858 + Penalty 2759.058513 = -358392.894344 nChanged 161 SP:Iteration 9Q (1258.250324 sec): 3 clusters Score: Raw -361290.671678 + Penalty 2759.058513 = -358531.613165 nChanged 131 SP:Iteration 10Q (1258.270794 sec): 3 clusters Score: Raw -361378.820980 + Penalty 2759.058513 = -358619.762466 nChanged 102 SP:Iteration 11Q (1258.291144 sec): 3 clusters Score: Raw -361443.470721 + Penalty 2759.058513 = -358684.412208 nChanged 79 SP:Iteration 12Q (1258.311437 sec): 3 clusters Score: Raw -361493.027373 + Penalty 2759.058513 = -358733.968859 nChanged 67 SP:Iteration 13Q (1258.331371 sec): 3 clusters Score: Raw -361526.900607 + Penalty 2759.058513 = -358767.842094 nChanged 56 SP:Iteration 14Q (1258.351741 sec): 3 clusters Score: Raw -361553.889113 + Penalty 2759.058513 = -358794.830600 nChanged 54 SP:Iteration 15Q (1258.372066 sec): 3 clusters Score: Raw -361580.724489 + Penalty 2759.058513 = -358821.665976 nChanged 50 SP:Iteration 16Q (1258.392126 sec): 3 clusters Score: Raw -361602.330725 + Penalty 2759.058513 = -358843.272211 nChanged 47 SP:Iteration 17Q (1258.412195 sec): 3 clusters Score: Raw -361625.145840 + Penalty 2759.058513 = -358866.087327 nChanged 54 SP:Iteration 18Q (1258.432275 sec): 3 clusters Score: Raw -361657.847628 + Penalty 2759.058513 = -358898.789115 nChanged 58 SP:Iteration 19Q (1258.452370 sec): 3 clusters Score: Raw -361690.391163 + Penalty 2759.058513 = -358931.332649 nChanged 54 SP:Iteration 20F (1258.472964 sec): 3 clusters Score: Raw -361717.744919 + Penalty 2759.058513 = -358958.686406 nChanged 48 SP:Iteration 21Q (1258.492966 sec): 3 clusters Score: Raw -361740.132253 + Penalty 2759.058513 = -358981.073739 nChanged 38 SP:Iteration 22Q (1258.513040 sec): 3 clusters Score: Raw -361754.893891 + Penalty 2759.058513 = -358995.835377 nChanged 30 SP:Iteration 23Q (1258.533045 sec): 3 clusters Score: Raw -361766.361626 + Penalty 2759.058513 = -359007.303113 nChanged 29 SP:Iteration 24Q (1258.553157 sec): 3 clusters Score: Raw -361775.639869 + Penalty 2759.058513 = -359016.581356 nChanged 27 SP:Iteration 25Q (1258.573007 sec): 3 clusters Score: Raw -361784.658191 + Penalty 2759.058513 = -359025.599677 nChanged 23 SP:Iteration 26Q (1258.593180 sec): 3 clusters Score: Raw -361793.605503 + Penalty 2759.058513 = -359034.546990 nChanged 18 SP:Iteration 27Q (1258.613119 sec): 3 clusters Score: Raw -361798.261003 + Penalty 2759.058513 = -359039.202490 nChanged 13 SP:Iteration 28Q (1258.632953 sec): 3 clusters Score: Raw -361805.026006 + Penalty 2759.058513 = -359045.967493 nChanged 19 SP:Iteration 29Q (1258.652702 sec): 3 clusters Score: Raw -361812.330484 + Penalty 2759.058513 = -359053.271970 nChanged 22 SP:Iteration 30Q (1258.672370 sec): 3 clusters Score: Raw -361825.710654 + Penalty 2759.058513 = -359066.652140 nChanged 31 SP:Iteration 31Q (1258.692261 sec): 3 clusters Score: Raw -361845.246429 + Penalty 2759.058513 = -359086.187916 nChanged 37 SP:Iteration 32Q (1258.712040 sec): 3 clusters Score: Raw -361862.543705 + Penalty 2759.058513 = -359103.485192 nChanged 36 SP:Iteration 33Q (1258.731951 sec): 3 clusters Score: Raw -361882.971621 + Penalty 2759.058513 = -359123.913107 nChanged 35 SP:Iteration 34Q (1258.751540 sec): 3 clusters Score: Raw -361902.507348 + Penalty 2759.058513 = -359143.448834 nChanged 28 SP:Iteration 35Q (1258.771467 sec): 3 clusters Score: Raw -361917.538274 + Penalty 2759.058513 = -359158.479760 nChanged 32 SP:Iteration 36Q (1258.791410 sec): 3 clusters Score: Raw -361937.614142 + Penalty 2759.058513 = -359178.555629 nChanged 43 SP:Iteration 37Q (1258.811206 sec): 3 clusters Score: Raw -361959.460668 + Penalty 2759.058513 = -359200.402155 nChanged 29 SP:Iteration 38Q (1258.830957 sec): 3 clusters Score: Raw -361971.317242 + Penalty 2759.058513 = -359212.258728 nChanged 27 SP:Iteration 39Q (1258.850595 sec): 3 clusters Score: Raw -361985.515461 + Penalty 2759.058513 = -359226.456948 nChanged 36 SP:Iteration 40F (1258.871629 sec): 3 clusters Score: Raw -362002.318374 + Penalty 2759.058513 = -359243.259861 nChanged 28 SP:Iteration 41Q (1258.891425 sec): 3 clusters Score: Raw -362014.258635 + Penalty 2759.058513 = -359255.200121 nChanged 27 SP:Iteration 42Q (1258.911327 sec): 3 clusters Score: Raw -362027.242033 + Penalty 2759.058513 = -359268.183520 nChanged 22 SP:Iteration 43Q (1258.931066 sec): 3 clusters Score: Raw -362034.836211 + Penalty 2759.058513 = -359275.777698 nChanged 17 SP:Iteration 44Q (1258.950762 sec): 3 clusters Score: Raw -362041.742871 + Penalty 2759.058513 = -359282.684358 nChanged 15 SP:Iteration 45Q (1258.970467 sec): 3 clusters Score: Raw -362048.700783 + Penalty 2759.058513 = -359289.642270 nChanged 17 SP:Iteration 46Q (1258.989847 sec): 3 clusters Score: Raw -362054.735179 + Penalty 2759.058513 = -359295.676666 nChanged 17 SP:Iteration 47Q (1259.009341 sec): 3 clusters Score: Raw -362061.073384 + Penalty 2759.058513 = -359302.014871 nChanged 14 SP:Iteration 48Q (1259.028900 sec): 3 clusters Score: Raw -362066.056631 + Penalty 2759.058513 = -359306.998118 nChanged 20 SP:Iteration 49Q (1259.048401 sec): 3 clusters Score: Raw -362074.726994 + Penalty 2759.058513 = -359315.668481 nChanged 25 SP:Iteration 50Q (1259.067842 sec): 3 clusters Score: Raw -362084.587784 + Penalty 2759.058513 = -359325.529270 nChanged 25 SP:Iteration 51Q (1259.087655 sec): 3 clusters Score: Raw -362094.772480 + Penalty 2759.058513 = -359335.713966 nChanged 24 SP:Iteration 52Q (1259.107191 sec): 3 clusters Score: Raw -362107.276441 + Penalty 2759.058513 = -359348.217928 nChanged 25 SP:Iteration 53Q (1259.126728 sec): 3 clusters Score: Raw -362121.845630 + Penalty 2759.058513 = -359362.787117 nChanged 25 SP:Iteration 54Q (1259.146570 sec): 3 clusters Score: Raw -362137.190598 + Penalty 2759.058513 = -359378.132084 nChanged 32 SP:Iteration 55Q (1259.166209 sec): 3 clusters Score: Raw -362151.767634 + Penalty 2759.058513 = -359392.709121 nChanged 29 SP:Iteration 56Q (1259.185924 sec): 3 clusters Score: Raw -362167.546115 + Penalty 2759.058513 = -359408.487601 nChanged 35 SP:Iteration 57Q (1259.205635 sec): 3 clusters Score: Raw -362189.347315 + Penalty 2759.058513 = -359430.288801 nChanged 37 SP:Iteration 58Q (1259.225284 sec): 3 clusters Score: Raw -362207.961189 + Penalty 2759.058513 = -359448.902675 nChanged 37 SP:Iteration 59Q (1259.244941 sec): 3 clusters Score: Raw -362224.603476 + Penalty 2759.058513 = -359465.544962 nChanged 23 SP:Iteration 60F (1259.265692 sec): 3 clusters Score: Raw -362236.970146 + Penalty 2759.058513 = -359477.911633 nChanged 19 SP:Iteration 61Q (1259.296071 sec): 3 clusters Score: Raw -362246.984476 + Penalty 2759.058513 = -359487.925962 nChanged 22 SP:Iteration 62Q (1259.315707 sec): 3 clusters Score: Raw -362257.100500 + Penalty 2759.058513 = -359498.041987 nChanged 22 SP:Iteration 63Q (1259.335572 sec): 3 clusters Score: Raw -362268.328337 + Penalty 2759.058513 = -359509.269823 nChanged 16 SP:Iteration 64Q (1259.355226 sec): 3 clusters Score: Raw -362276.113353 + Penalty 2759.058513 = -359517.054839 nChanged 22 SP:Iteration 65Q (1259.374714 sec): 3 clusters Score: Raw -362285.685176 + Penalty 2759.058513 = -359526.626663 nChanged 27 SP:Iteration 66Q (1259.394451 sec): 3 clusters Score: Raw -362297.474313 + Penalty 2759.058513 = -359538.415800 nChanged 22 SP:Iteration 67Q (1259.413893 sec): 3 clusters Score: Raw -362305.889848 + Penalty 2759.058513 = -359546.831335 nChanged 15 SP:Iteration 68Q (1259.433380 sec): 3 clusters Score: Raw -362310.751242 + Penalty 2759.058513 = -359551.692728 nChanged 16 SP:Iteration 69Q (1259.452762 sec): 3 clusters Score: Raw -362316.025560 + Penalty 2759.058513 = -359556.967046 nChanged 11 SP:Iteration 70Q (1259.472114 sec): 3 clusters Score: Raw -362320.237290 + Penalty 2759.058513 = -359561.178776 nChanged 11 SP:Iteration 71Q (1259.491834 sec): 3 clusters Score: Raw -362324.053144 + Penalty 2759.058513 = -359564.994631 nChanged 15 SP:Iteration 72Q (1259.511337 sec): 3 clusters Score: Raw -362331.177773 + Penalty 2759.058513 = -359572.119259 nChanged 21 SP:Iteration 73Q (1259.530779 sec): 3 clusters Score: Raw -362338.360783 + Penalty 2759.058513 = -359579.302269 nChanged 15 SP:Iteration 74Q (1259.550494 sec): 3 clusters Score: Raw -362342.273188 + Penalty 2759.058513 = -359583.214674 nChanged 12 SP:Iteration 75Q (1259.570158 sec): 3 clusters Score: Raw -362345.271853 + Penalty 2759.058513 = -359586.213340 nChanged 6 SP:Iteration 76Q (1259.589708 sec): 3 clusters Score: Raw -362346.685377 + Penalty 2759.058513 = -359587.626864 nChanged 2 SP:Iteration 77Q (1259.609270 sec): 3 clusters Score: Raw -362347.031595 + Penalty 2759.058513 = -359587.973082 nChanged 0 SP:Iteration 78F (1259.630276 sec): 3 clusters Score: Raw -362347.031595 + Penalty 2759.058513 = -359587.973082 nChanged 0 Trying to split cluster 10 (6808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.651056 sec): 2 clusters Score: Raw -566087.138566 + Penalty 1434.201221 = -564652.937345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.675525 sec): 3 clusters Score: Raw -562339.555961 + Penalty 2868.402443 = -559471.153518 nChanged 2900 SP:Iteration 1F (1259.699418 sec): 3 clusters Score: Raw -564100.171836 + Penalty 2868.402443 = -561231.769393 nChanged 513 SP:Iteration 2F (1259.723314 sec): 3 clusters Score: Raw -564437.078782 + Penalty 2868.402443 = -561568.676339 nChanged 466 SP:Iteration 3F (1259.747406 sec): 3 clusters Score: Raw -564749.748462 + Penalty 2868.402443 = -561881.346020 nChanged 428 SP:Iteration 4F (1259.771187 sec): 3 clusters Score: Raw -565055.355232 + Penalty 2868.402443 = -562186.952789 nChanged 433 SP:Iteration 5F (1259.794856 sec): 3 clusters Score: Raw -565348.776562 + Penalty 2868.402443 = -562480.374119 nChanged 356 SP:Iteration 6F (1259.818776 sec): 3 clusters Score: Raw -565584.793792 + Penalty 2868.402443 = -562716.391349 nChanged 295 SP:Iteration 7Q (1259.842608 sec): 3 clusters Score: Raw -565774.311245 + Penalty 2868.402443 = -562905.908802 nChanged 260 SP:Iteration 8Q (1259.866473 sec): 3 clusters Score: Raw -565925.340430 + Penalty 2868.402443 = -563056.937987 nChanged 203 SP:Iteration 9Q (1259.890329 sec): 3 clusters Score: Raw -566037.491913 + Penalty 2868.402443 = -563169.089471 nChanged 183 SP:Iteration 10Q (1259.913942 sec): 3 clusters Score: Raw -566122.084021 + Penalty 2868.402443 = -563253.681578 nChanged 125 SP:Iteration 11Q (1259.937420 sec): 3 clusters Score: Raw -566177.307399 + Penalty 2868.402443 = -563308.904956 nChanged 89 SP:Iteration 12Q (1259.960878 sec): 3 clusters Score: Raw -566211.641505 + Penalty 2868.402443 = -563343.239062 nChanged 70 SP:Iteration 13Q (1259.984270 sec): 3 clusters Score: Raw -566238.082106 + Penalty 2868.402443 = -563369.679663 nChanged 68 SP:Iteration 14Q (1260.007741 sec): 3 clusters Score: Raw -566260.642526 + Penalty 2868.402443 = -563392.240084 nChanged 63 SP:Iteration 15Q (1260.031301 sec): 3 clusters Score: Raw -566282.756534 + Penalty 2868.402443 = -563414.354091 nChanged 45 SP:Iteration 16Q (1260.054851 sec): 3 clusters Score: Raw -566295.759212 + Penalty 2868.402443 = -563427.356769 nChanged 41 SP:Iteration 17Q (1260.078235 sec): 3 clusters Score: Raw -566310.211324 + Penalty 2868.402443 = -563441.808881 nChanged 40 SP:Iteration 18Q (1260.101662 sec): 3 clusters Score: Raw -566322.624189 + Penalty 2868.402443 = -563454.221746 nChanged 35 SP:Iteration 19Q (1260.125211 sec): 3 clusters Score: Raw -566332.149155 + Penalty 2868.402443 = -563463.746712 nChanged 24 SP:Iteration 20F (1260.148903 sec): 3 clusters Score: Raw -566338.014544 + Penalty 2868.402443 = -563469.612101 nChanged 21 SP:Iteration 21Q (1260.172284 sec): 3 clusters Score: Raw -566342.783372 + Penalty 2868.402443 = -563474.380929 nChanged 17 SP:Iteration 22Q (1260.195418 sec): 3 clusters Score: Raw -566345.496706 + Penalty 2868.402443 = -563477.094263 nChanged 8 SP:Iteration 23Q (1260.218685 sec): 3 clusters Score: Raw -566347.415060 + Penalty 2868.402443 = -563479.012617 nChanged 12 SP:Iteration 24Q (1260.242102 sec): 3 clusters Score: Raw -566350.620993 + Penalty 2868.402443 = -563482.218550 nChanged 11 SP:Iteration 25Q (1260.265525 sec): 3 clusters Score: Raw -566353.637728 + Penalty 2868.402443 = -563485.235285 nChanged 10 SP:Iteration 26Q (1260.288990 sec): 3 clusters Score: Raw -566356.215394 + Penalty 2868.402443 = -563487.812951 nChanged 13 SP:Iteration 27Q (1260.312338 sec): 3 clusters Score: Raw -566358.976470 + Penalty 2868.402443 = -563490.574027 nChanged 9 SP:Iteration 28Q (1260.335615 sec): 3 clusters Score: Raw -566360.890900 + Penalty 2868.402443 = -563492.488457 nChanged 5 SP:Iteration 29Q (1260.359133 sec): 3 clusters Score: Raw -566361.838104 + Penalty 2868.402443 = -563493.435661 nChanged 2 SP:Iteration 30Q (1260.382480 sec): 3 clusters Score: Raw -566362.055705 + Penalty 2868.402443 = -563493.653262 nChanged 3 SP:Iteration 31Q (1260.405815 sec): 3 clusters Score: Raw -566362.509569 + Penalty 2868.402443 = -563494.107126 nChanged 0 SP:Iteration 32F (1260.429698 sec): 3 clusters Score: Raw -566362.509569 + Penalty 2868.402443 = -563494.107126 nChanged 0 Trying to split cluster 11 (7158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1260.449839 sec): 2 clusters Score: Raw -608368.881685 + Penalty 1442.347707 = -606926.533978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1260.473831 sec): 3 clusters Score: Raw -604445.579681 + Penalty 2884.695415 = -601560.884266 nChanged 3012 SP:Iteration 1F (1260.497427 sec): 3 clusters Score: Raw -606177.279705 + Penalty 2884.695415 = -603292.584291 nChanged 561 SP:Iteration 2F (1260.520875 sec): 3 clusters Score: Raw -606579.903228 + Penalty 2884.695415 = -603695.207813 nChanged 527 SP:Iteration 3F (1260.544433 sec): 3 clusters Score: Raw -606978.438177 + Penalty 2884.695415 = -604093.742762 nChanged 468 SP:Iteration 4F (1260.568031 sec): 3 clusters Score: Raw -607335.232478 + Penalty 2884.695415 = -604450.537063 nChanged 449 SP:Iteration 5F (1260.591524 sec): 3 clusters Score: Raw -607672.852938 + Penalty 2884.695415 = -604788.157523 nChanged 399 SP:Iteration 6F (1260.615273 sec): 3 clusters Score: Raw -607942.875021 + Penalty 2884.695415 = -605058.179607 nChanged 327 SP:Iteration 7Q (1260.638821 sec): 3 clusters Score: Raw -608122.882175 + Penalty 2884.695415 = -605238.186760 nChanged 235 SP:Iteration 8Q (1260.662446 sec): 3 clusters Score: Raw -608226.307388 + Penalty 2884.695415 = -605341.611974 nChanged 167 SP:Iteration 9Q (1260.685992 sec): 3 clusters Score: Raw -608286.231714 + Penalty 2884.695415 = -605401.536300 nChanged 118 SP:Iteration 10Q (1260.709358 sec): 3 clusters Score: Raw -608332.384933 + Penalty 2884.695415 = -605447.689518 nChanged 102 SP:Iteration 11Q (1260.732767 sec): 3 clusters Score: Raw -608362.756426 + Penalty 2884.695415 = -605478.061011 nChanged 77 SP:Iteration 12Q (1260.756315 sec): 3 clusters Score: Raw -608384.135562 + Penalty 2884.695415 = -605499.440147 nChanged 60 SP:Iteration 13Q (1260.780008 sec): 3 clusters Score: Raw -608398.848480 + Penalty 2884.695415 = -605514.153066 nChanged 48 SP:Iteration 14Q (1260.803561 sec): 3 clusters Score: Raw -608412.777330 + Penalty 2884.695415 = -605528.081915 nChanged 50 SP:Iteration 15Q (1260.827203 sec): 3 clusters Score: Raw -608425.954831 + Penalty 2884.695415 = -605541.259416 nChanged 37 SP:Iteration 16Q (1260.850767 sec): 3 clusters Score: Raw -608435.000181 + Penalty 2884.695415 = -605550.304766 nChanged 32 SP:Iteration 17Q (1260.874324 sec): 3 clusters Score: Raw -608442.593238 + Penalty 2884.695415 = -605557.897823 nChanged 27 SP:Iteration 18Q (1260.897648 sec): 3 clusters Score: Raw -608447.926384 + Penalty 2884.695415 = -605563.230970 nChanged 20 SP:Iteration 19Q (1260.921179 sec): 3 clusters Score: Raw -608452.064358 + Penalty 2884.695415 = -605567.368944 nChanged 21 SP:Iteration 20F (1260.944785 sec): 3 clusters Score: Raw -608456.336168 + Penalty 2884.695415 = -605571.640753 nChanged 19 SP:Iteration 21Q (1260.968294 sec): 3 clusters Score: Raw -608459.892488 + Penalty 2884.695415 = -605575.197073 nChanged 20 SP:Iteration 22Q (1260.991850 sec): 3 clusters Score: Raw -608463.899243 + Penalty 2884.695415 = -605579.203829 nChanged 20 SP:Iteration 23Q (1261.015270 sec): 3 clusters Score: Raw -608468.801116 + Penalty 2884.695415 = -605584.105702 nChanged 18 SP:Iteration 24Q (1261.038754 sec): 3 clusters Score: Raw -608472.603830 + Penalty 2884.695415 = -605587.908415 nChanged 20 SP:Iteration 25Q (1261.062445 sec): 3 clusters Score: Raw -608476.841960 + Penalty 2884.695415 = -605592.146545 nChanged 20 SP:Iteration 26Q (1261.086176 sec): 3 clusters Score: Raw -608480.873671 + Penalty 2884.695415 = -605596.178256 nChanged 18 SP:Iteration 27Q (1261.109939 sec): 3 clusters Score: Raw -608485.467131 + Penalty 2884.695415 = -605600.771717 nChanged 23 SP:Iteration 28Q (1261.133556 sec): 3 clusters Score: Raw -608490.527488 + Penalty 2884.695415 = -605605.832073 nChanged 23 SP:Iteration 29Q (1261.157307 sec): 3 clusters Score: Raw -608496.780677 + Penalty 2884.695415 = -605612.085263 nChanged 27 SP:Iteration 30Q (1261.180775 sec): 3 clusters Score: Raw -608505.836247 + Penalty 2884.695415 = -605621.140832 nChanged 30 SP:Iteration 31Q (1261.204132 sec): 3 clusters Score: Raw -608512.880403 + Penalty 2884.695415 = -605628.184988 nChanged 25 SP:Iteration 32Q (1261.227845 sec): 3 clusters Score: Raw -608521.161201 + Penalty 2884.695415 = -605636.465787 nChanged 26 SP:Iteration 33Q (1261.251305 sec): 3 clusters Score: Raw -608530.230978 + Penalty 2884.695415 = -605645.535563 nChanged 31 SP:Iteration 34Q (1261.274673 sec): 3 clusters Score: Raw -608540.270571 + Penalty 2884.695415 = -605655.575156 nChanged 29 SP:Iteration 35Q (1261.298028 sec): 3 clusters Score: Raw -608546.322017 + Penalty 2884.695415 = -605661.626602 nChanged 16 SP:Iteration 36Q (1261.321651 sec): 3 clusters Score: Raw -608550.479757 + Penalty 2884.695415 = -605665.784342 nChanged 18 SP:Iteration 37Q (1261.345149 sec): 3 clusters Score: Raw -608554.615243 + Penalty 2884.695415 = -605669.919828 nChanged 14 SP:Iteration 38Q (1261.368560 sec): 3 clusters Score: Raw -608557.764792 + Penalty 2884.695415 = -605673.069377 nChanged 14 SP:Iteration 39Q (1261.392120 sec): 3 clusters Score: Raw -608560.902680 + Penalty 2884.695415 = -605676.207265 nChanged 15 SP:Iteration 40F (1261.415728 sec): 3 clusters Score: Raw -608564.521562 + Penalty 2884.695415 = -605679.826148 nChanged 8 SP:Iteration 41Q (1261.439265 sec): 3 clusters Score: Raw -608567.417274 + Penalty 2884.695415 = -605682.721859 nChanged 12 SP:Iteration 42Q (1261.462904 sec): 3 clusters Score: Raw -608569.903205 + Penalty 2884.695415 = -605685.207791 nChanged 8 SP:Iteration 43Q (1261.486600 sec): 3 clusters Score: Raw -608571.583240 + Penalty 2884.695415 = -605686.887826 nChanged 5 SP:Iteration 44Q (1261.510141 sec): 3 clusters Score: Raw -608572.820799 + Penalty 2884.695415 = -605688.125384 nChanged 5 SP:Iteration 45Q (1261.533367 sec): 3 clusters Score: Raw -608573.924485 + Penalty 2884.695415 = -605689.229070 nChanged 8 SP:Iteration 46Q (1261.556996 sec): 3 clusters Score: Raw -608574.975749 + Penalty 2884.695415 = -605690.280334 nChanged 6 SP:Iteration 47Q (1261.580387 sec): 3 clusters Score: Raw -608575.707994 + Penalty 2884.695415 = -605691.012579 nChanged 1 SP:Iteration 48Q (1261.603855 sec): 3 clusters Score: Raw -608575.777969 + Penalty 2884.695415 = -605691.082554 nChanged 1 SP:Iteration 49Q (1261.627021 sec): 3 clusters Score: Raw -608575.974267 + Penalty 2884.695415 = -605691.278853 nChanged 2 SP:Iteration 50Q (1261.650562 sec): 3 clusters Score: Raw -608576.369539 + Penalty 2884.695415 = -605691.674124 nChanged 3 SP:Iteration 51Q (1261.674172 sec): 3 clusters Score: Raw -608576.969432 + Penalty 2884.695415 = -605692.274017 nChanged 5 SP:Iteration 52Q (1261.697603 sec): 3 clusters Score: Raw -608577.964721 + Penalty 2884.695415 = -605693.269307 nChanged 5 SP:Iteration 53Q (1261.721169 sec): 3 clusters Score: Raw -608578.481838 + Penalty 2884.695415 = -605693.786423 nChanged 5 SP:Iteration 54Q (1261.744629 sec): 3 clusters Score: Raw -608579.118187 + Penalty 2884.695415 = -605694.422772 nChanged 3 SP:Iteration 55Q (1261.768152 sec): 3 clusters Score: Raw -608579.657014 + Penalty 2884.695415 = -605694.961599 nChanged 3 SP:Iteration 56Q (1261.791728 sec): 3 clusters Score: Raw -608580.261428 + Penalty 2884.695415 = -605695.566014 nChanged 2 SP:Iteration 57Q (1261.815362 sec): 3 clusters Score: Raw -608580.895037 + Penalty 2884.695415 = -605696.199623 nChanged 3 SP:Iteration 58Q (1261.838685 sec): 3 clusters Score: Raw -608581.500768 + Penalty 2884.695415 = -605696.805353 nChanged 2 SP:Iteration 59Q (1261.862036 sec): 3 clusters Score: Raw -608581.839921 + Penalty 2884.695415 = -605697.144507 nChanged 2 SP:Iteration 60F (1261.885294 sec): 3 clusters Score: Raw -608582.198173 + Penalty 2884.695415 = -605697.502758 nChanged 2 SP:Iteration 61Q (1261.908621 sec): 3 clusters Score: Raw -608582.504798 + Penalty 2884.695415 = -605697.809384 nChanged 0 SP:Iteration 62F (1261.931921 sec): 3 clusters Score: Raw -608582.504798 + Penalty 2884.695415 = -605697.809384 nChanged 0 Trying to split cluster 12 (2898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1261.947787 sec): 2 clusters Score: Raw -232703.285852 + Penalty 1295.413620 = -231407.872232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1261.962853 sec): 3 clusters Score: Raw -231335.835581 + Penalty 2590.827240 = -228745.008341 nChanged 1080 SP:Iteration 1F (1261.976983 sec): 3 clusters Score: Raw -231949.657746 + Penalty 2590.827240 = -229358.830506 nChanged 215 SP:Iteration 2F (1261.991056 sec): 3 clusters Score: Raw -232087.008037 + Penalty 2590.827240 = -229496.180797 nChanged 142 SP:Iteration 3Q (1262.005301 sec): 3 clusters Score: Raw -232173.814030 + Penalty 2590.827240 = -229582.986790 nChanged 111 SP:Iteration 4Q (1262.019504 sec): 3 clusters Score: Raw -232244.909214 + Penalty 2590.827240 = -229654.081974 nChanged 95 SP:Iteration 5Q (1262.033692 sec): 3 clusters Score: Raw -232296.231341 + Penalty 2590.827240 = -229705.404101 nChanged 64 SP:Iteration 6Q (1262.047824 sec): 3 clusters Score: Raw -232335.051836 + Penalty 2590.827240 = -229744.224597 nChanged 66 SP:Iteration 7Q (1262.061942 sec): 3 clusters Score: Raw -232373.931039 + Penalty 2590.827240 = -229783.103799 nChanged 55 SP:Iteration 8Q (1262.076022 sec): 3 clusters Score: Raw -232408.889114 + Penalty 2590.827240 = -229818.061874 nChanged 57 SP:Iteration 9Q (1262.090088 sec): 3 clusters Score: Raw -232441.349641 + Penalty 2590.827240 = -229850.522401 nChanged 60 SP:Iteration 10Q (1262.104000 sec): 3 clusters Score: Raw -232470.501778 + Penalty 2590.827240 = -229879.674538 nChanged 50 SP:Iteration 11Q (1262.118022 sec): 3 clusters Score: Raw -232501.098606 + Penalty 2590.827240 = -229910.271366 nChanged 61 SP:Iteration 12Q (1262.132061 sec): 3 clusters Score: Raw -232539.111708 + Penalty 2590.827240 = -229948.284468 nChanged 60 SP:Iteration 13Q (1262.146021 sec): 3 clusters Score: Raw -232585.023775 + Penalty 2590.827240 = -229994.196535 nChanged 64 SP:Iteration 14Q (1262.159933 sec): 3 clusters Score: Raw -232632.895654 + Penalty 2590.827240 = -230042.068414 nChanged 61 SP:Iteration 15Q (1262.173633 sec): 3 clusters Score: Raw -232682.178436 + Penalty 2590.827240 = -230091.351196 nChanged 56 SP:Iteration 16Q (1262.214398 sec): 3 clusters Score: Raw -232733.076245 + Penalty 2590.827240 = -230142.249005 nChanged 43 SP:Iteration 17Q (1262.229020 sec): 3 clusters Score: Raw -232775.485556 + Penalty 2590.827240 = -230184.658316 nChanged 28 SP:Iteration 18Q (1262.242644 sec): 3 clusters Score: Raw -232797.951725 + Penalty 2590.827240 = -230207.124485 nChanged 18 SP:Iteration 19Q (1262.256267 sec): 3 clusters Score: Raw -232815.713975 + Penalty 2590.827240 = -230224.886735 nChanged 16 SP:Iteration 20F (1262.270223 sec): 3 clusters Score: Raw -232828.383101 + Penalty 2590.827240 = -230237.555861 nChanged 17 SP:Iteration 21Q (1262.283782 sec): 3 clusters Score: Raw -232845.418756 + Penalty 2590.827240 = -230254.591516 nChanged 13 SP:Iteration 22Q (1262.297278 sec): 3 clusters Score: Raw -232861.517448 + Penalty 2590.827240 = -230270.690208 nChanged 15 SP:Iteration 23Q (1262.310522 sec): 3 clusters Score: Raw -232879.068712 + Penalty 2590.827240 = -230288.241472 nChanged 8 SP:Iteration 24Q (1262.323920 sec): 3 clusters Score: Raw -232889.998193 + Penalty 2590.827240 = -230299.170954 nChanged 10 SP:Iteration 25Q (1262.337309 sec): 3 clusters Score: Raw -232900.455319 + Penalty 2590.827240 = -230309.628079 nChanged 8 SP:Iteration 26Q (1262.350759 sec): 3 clusters Score: Raw -232907.066959 + Penalty 2590.827240 = -230316.239719 nChanged 4 SP:Iteration 27Q (1262.364134 sec): 3 clusters Score: Raw -232910.900043 + Penalty 2590.827240 = -230320.072803 nChanged 3 SP:Iteration 28Q (1262.377507 sec): 3 clusters Score: Raw -232912.604516 + Penalty 2590.827240 = -230321.777276 nChanged 1 SP:Iteration 29Q (1262.390856 sec): 3 clusters Score: Raw -232912.937158 + Penalty 2590.827240 = -230322.109918 nChanged 0 SP:Iteration 30F (1262.404944 sec): 3 clusters Score: Raw -232912.937158 + Penalty 2590.827240 = -230322.109918 nChanged 0 Trying to split cluster 13 (31036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1262.452414 sec): 2 clusters Score: Raw -2653907.179155 + Penalty 1680.721754 = -2652226.457402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1262.512923 sec): 3 clusters Score: Raw -2634664.207687 + Penalty 3361.443508 = -2631302.764179 nChanged 14374 SP:Iteration 1F (1262.569645 sec): 3 clusters Score: Raw -2642816.337705 + Penalty 3361.443508 = -2639454.894197 nChanged 1787 SP:Iteration 2F (1262.626612 sec): 3 clusters Score: Raw -2643699.987957 + Penalty 3361.443508 = -2640338.544449 nChanged 2125 SP:Iteration 3F (1262.683662 sec): 3 clusters Score: Raw -2645085.380692 + Penalty 3361.443508 = -2641723.937184 nChanged 2444 SP:Iteration 4F (1262.740248 sec): 3 clusters Score: Raw -2646906.094387 + Penalty 3361.443508 = -2643544.650879 nChanged 2517 SP:Iteration 5F (1262.797128 sec): 3 clusters Score: Raw -2648759.650102 + Penalty 3361.443508 = -2645398.206595 nChanged 2031 SP:Iteration 6F (1262.853900 sec): 3 clusters Score: Raw -2650156.829453 + Penalty 3361.443508 = -2646795.385945 nChanged 1545 SP:Iteration 7Q (1262.913072 sec): 3 clusters Score: Raw -2651145.386304 + Penalty 3361.443508 = -2647783.942797 nChanged 1169 SP:Iteration 8Q (1262.971512 sec): 3 clusters Score: Raw -2651894.414729 + Penalty 3361.443508 = -2648532.971221 nChanged 850 SP:Iteration 9Q (1263.029522 sec): 3 clusters Score: Raw -2652500.038951 + Penalty 3361.443508 = -2649138.595443 nChanged 692 SP:Iteration 10Q (1263.086258 sec): 3 clusters Score: Raw -2652968.494023 + Penalty 3361.443508 = -2649607.050515 nChanged 554 SP:Iteration 11Q (1263.141560 sec): 3 clusters Score: Raw -2653257.431055 + Penalty 3361.443508 = -2649895.987547 nChanged 431 SP:Iteration 12Q (1263.195759 sec): 3 clusters Score: Raw -2653428.277384 + Penalty 3361.443508 = -2650066.833876 nChanged 314 SP:Iteration 13Q (1263.248600 sec): 3 clusters Score: Raw -2653531.946470 + Penalty 3361.443508 = -2650170.502963 nChanged 289 SP:Iteration 14Q (1263.301562 sec): 3 clusters Score: Raw -2653616.826594 + Penalty 3361.443508 = -2650255.383086 nChanged 233 SP:Iteration 15Q (1263.353997 sec): 3 clusters Score: Raw -2653673.583623 + Penalty 3361.443508 = -2650312.140115 nChanged 207 SP:Iteration 16Q (1263.405808 sec): 3 clusters Score: Raw -2653721.896810 + Penalty 3361.443508 = -2650360.453302 nChanged 206 SP:Iteration 17Q (1263.457756 sec): 3 clusters Score: Raw -2653773.270136 + Penalty 3361.443508 = -2650411.826629 nChanged 185 SP:Iteration 18Q (1263.509491 sec): 3 clusters Score: Raw -2653819.627264 + Penalty 3361.443508 = -2650458.183756 nChanged 175 SP:Iteration 19Q (1263.560848 sec): 3 clusters Score: Raw -2653861.251789 + Penalty 3361.443508 = -2650499.808281 nChanged 160 SP:Iteration 20F (1263.617457 sec): 3 clusters Score: Raw -2653899.822745 + Penalty 3361.443508 = -2650538.379238 nChanged 138 SP:Iteration 21Q (1263.669102 sec): 3 clusters Score: Raw -2653932.593445 + Penalty 3361.443508 = -2650571.149937 nChanged 113 SP:Iteration 22Q (1263.719995 sec): 3 clusters Score: Raw -2653956.265935 + Penalty 3361.443508 = -2650594.822427 nChanged 94 SP:Iteration 23Q (1263.770812 sec): 3 clusters Score: Raw -2653974.792106 + Penalty 3361.443508 = -2650613.348598 nChanged 80 SP:Iteration 24Q (1263.821816 sec): 3 clusters Score: Raw -2653988.805800 + Penalty 3361.443508 = -2650627.362292 nChanged 80 SP:Iteration 25Q (1263.872704 sec): 3 clusters Score: Raw -2654005.528092 + Penalty 3361.443508 = -2650644.084585 nChanged 90 SP:Iteration 26Q (1263.923155 sec): 3 clusters Score: Raw -2654023.575673 + Penalty 3361.443508 = -2650662.132166 nChanged 89 SP:Iteration 27Q (1263.973682 sec): 3 clusters Score: Raw -2654044.636826 + Penalty 3361.443508 = -2650683.193319 nChanged 85 SP:Iteration 28Q (1264.024270 sec): 3 clusters Score: Raw -2654064.196571 + Penalty 3361.443508 = -2650702.753063 nChanged 87 SP:Iteration 29Q (1264.074433 sec): 3 clusters Score: Raw -2654081.247238 + Penalty 3361.443508 = -2650719.803731 nChanged 86 SP:Iteration 30Q (1264.124473 sec): 3 clusters Score: Raw -2654097.407793 + Penalty 3361.443508 = -2650735.964286 nChanged 73 SP:Iteration 31Q (1264.174604 sec): 3 clusters Score: Raw -2654111.057760 + Penalty 3361.443508 = -2650749.614253 nChanged 70 SP:Iteration 32Q (1264.224888 sec): 3 clusters Score: Raw -2654123.720899 + Penalty 3361.443508 = -2650762.277391 nChanged 61 SP:Iteration 33Q (1264.275028 sec): 3 clusters Score: Raw -2654134.555251 + Penalty 3361.443508 = -2650773.111743 nChanged 60 SP:Iteration 34Q (1264.324784 sec): 3 clusters Score: Raw -2654145.965289 + Penalty 3361.443508 = -2650784.521782 nChanged 60 SP:Iteration 35Q (1264.374623 sec): 3 clusters Score: Raw -2654159.534585 + Penalty 3361.443508 = -2650798.091077 nChanged 54 SP:Iteration 36Q (1264.450708 sec): 3 clusters Score: Raw -2654171.623168 + Penalty 3361.443508 = -2650810.179661 nChanged 60 SP:Iteration 37Q (1264.500037 sec): 3 clusters Score: Raw -2654185.466978 + Penalty 3361.443508 = -2650824.023471 nChanged 65 SP:Iteration 38Q (1264.549546 sec): 3 clusters Score: Raw -2654199.136717 + Penalty 3361.443508 = -2650837.693210 nChanged 56 SP:Iteration 39Q (1264.599174 sec): 3 clusters Score: Raw -2654210.145708 + Penalty 3361.443508 = -2650848.702200 nChanged 56 SP:Iteration 40F (1264.655969 sec): 3 clusters Score: Raw -2654221.852775 + Penalty 3361.443508 = -2650860.409267 nChanged 47 SP:Iteration 41Q (1264.705375 sec): 3 clusters Score: Raw -2654229.797055 + Penalty 3361.443508 = -2650868.353547 nChanged 43 SP:Iteration 42Q (1264.754880 sec): 3 clusters Score: Raw -2654236.823988 + Penalty 3361.443508 = -2650875.380481 nChanged 28 SP:Iteration 43Q (1264.804185 sec): 3 clusters Score: Raw -2654240.712259 + Penalty 3361.443508 = -2650879.268751 nChanged 23 SP:Iteration 44Q (1264.853676 sec): 3 clusters Score: Raw -2654245.203892 + Penalty 3361.443508 = -2650883.760385 nChanged 21 SP:Iteration 45Q (1264.902823 sec): 3 clusters Score: Raw -2654249.591492 + Penalty 3361.443508 = -2650888.147984 nChanged 26 SP:Iteration 46Q (1264.952065 sec): 3 clusters Score: Raw -2654254.149120 + Penalty 3361.443508 = -2650892.705613 nChanged 24 SP:Iteration 47Q (1265.001222 sec): 3 clusters Score: Raw -2654258.912013 + Penalty 3361.443508 = -2650897.468505 nChanged 23 SP:Iteration 48Q (1265.050451 sec): 3 clusters Score: Raw -2654262.702712 + Penalty 3361.443508 = -2650901.259204 nChanged 25 SP:Iteration 49Q (1265.099727 sec): 3 clusters Score: Raw -2654267.863047 + Penalty 3361.443508 = -2650906.419540 nChanged 17 SP:Iteration 50Q (1265.148726 sec): 3 clusters Score: Raw -2654270.990022 + Penalty 3361.443508 = -2650909.546514 nChanged 15 SP:Iteration 51Q (1265.197772 sec): 3 clusters Score: Raw -2654274.003911 + Penalty 3361.443508 = -2650912.560403 nChanged 14 SP:Iteration 52Q (1265.246822 sec): 3 clusters Score: Raw -2654276.495153 + Penalty 3361.443508 = -2650915.051646 nChanged 16 SP:Iteration 53Q (1265.295768 sec): 3 clusters Score: Raw -2654278.842978 + Penalty 3361.443508 = -2650917.399470 nChanged 12 SP:Iteration 54Q (1265.344929 sec): 3 clusters Score: Raw -2654280.824257 + Penalty 3361.443508 = -2650919.380750 nChanged 8 SP:Iteration 55Q (1265.393881 sec): 3 clusters Score: Raw -2654281.622355 + Penalty 3361.443508 = -2650920.178847 nChanged 9 SP:Iteration 56Q (1265.442717 sec): 3 clusters Score: Raw -2654282.886001 + Penalty 3361.443508 = -2650921.442493 nChanged 12 SP:Iteration 57Q (1265.491617 sec): 3 clusters Score: Raw -2654284.436678 + Penalty 3361.443508 = -2650922.993170 nChanged 7 SP:Iteration 58Q (1265.540490 sec): 3 clusters Score: Raw -2654285.444768 + Penalty 3361.443508 = -2650924.001261 nChanged 11 SP:Iteration 59Q (1265.589457 sec): 3 clusters Score: Raw -2654286.546643 + Penalty 3361.443508 = -2650925.103135 nChanged 7 SP:Iteration 60F (1265.646123 sec): 3 clusters Score: Raw -2654287.338123 + Penalty 3361.443508 = -2650925.894616 nChanged 7 SP:Iteration 61Q (1265.695033 sec): 3 clusters Score: Raw -2654288.318208 + Penalty 3361.443508 = -2650926.874700 nChanged 9 SP:Iteration 62Q (1265.743879 sec): 3 clusters Score: Raw -2654289.886559 + Penalty 3361.443508 = -2650928.443052 nChanged 15 SP:Iteration 63Q (1265.792691 sec): 3 clusters Score: Raw -2654292.511517 + Penalty 3361.443508 = -2650931.068010 nChanged 18 SP:Iteration 64Q (1265.841446 sec): 3 clusters Score: Raw -2654295.190250 + Penalty 3361.443508 = -2650933.746742 nChanged 13 SP:Iteration 65Q (1265.890251 sec): 3 clusters Score: Raw -2654296.776351 + Penalty 3361.443508 = -2650935.332843 nChanged 6 SP:Iteration 66Q (1265.939042 sec): 3 clusters Score: Raw -2654297.466306 + Penalty 3361.443508 = -2650936.022799 nChanged 7 SP:Iteration 67Q (1265.987947 sec): 3 clusters Score: Raw -2654298.629176 + Penalty 3361.443508 = -2650937.185669 nChanged 10 SP:Iteration 68Q (1266.036971 sec): 3 clusters Score: Raw -2654300.854037 + Penalty 3361.443508 = -2650939.410529 nChanged 11 SP:Iteration 69Q (1266.085540 sec): 3 clusters Score: Raw -2654303.664278 + Penalty 3361.443508 = -2650942.220771 nChanged 17 SP:Iteration 70Q (1266.134145 sec): 3 clusters Score: Raw -2654307.346269 + Penalty 3361.443508 = -2650945.902761 nChanged 18 SP:Iteration 71Q (1266.182693 sec): 3 clusters Score: Raw -2654310.706655 + Penalty 3361.443508 = -2650949.263147 nChanged 9 SP:Iteration 72Q (1266.232825 sec): 3 clusters Score: Raw -2654312.289778 + Penalty 3361.443508 = -2650950.846271 nChanged 10 SP:Iteration 73Q (1266.281995 sec): 3 clusters Score: Raw -2654314.319643 + Penalty 3361.443508 = -2650952.876136 nChanged 14 SP:Iteration 74Q (1266.330673 sec): 3 clusters Score: Raw -2654316.055557 + Penalty 3361.443508 = -2650954.612049 nChanged 7 SP:Iteration 75Q (1266.379662 sec): 3 clusters Score: Raw -2654317.177110 + Penalty 3361.443508 = -2650955.733603 nChanged 8 SP:Iteration 76Q (1266.428442 sec): 3 clusters Score: Raw -2654318.706926 + Penalty 3361.443508 = -2650957.263419 nChanged 7 SP:Iteration 77Q (1266.476839 sec): 3 clusters Score: Raw -2654319.663704 + Penalty 3361.443508 = -2650958.220196 nChanged 6 SP:Iteration 78Q (1266.525372 sec): 3 clusters Score: Raw -2654320.575513 + Penalty 3361.443508 = -2650959.132006 nChanged 6 SP:Iteration 79Q (1266.573976 sec): 3 clusters Score: Raw -2654321.601717 + Penalty 3361.443508 = -2650960.158209 nChanged 5 SP:Iteration 80F (1266.631168 sec): 3 clusters Score: Raw -2654322.468490 + Penalty 3361.443508 = -2650961.024983 nChanged 4 SP:Iteration 81Q (1266.679725 sec): 3 clusters Score: Raw -2654323.203022 + Penalty 3361.443508 = -2650961.759514 nChanged 6 SP:Iteration 82Q (1266.728308 sec): 3 clusters Score: Raw -2654323.828632 + Penalty 3361.443508 = -2650962.385124 nChanged 2 SP:Iteration 83Q (1266.776750 sec): 3 clusters Score: Raw -2654324.090982 + Penalty 3361.443508 = -2650962.647474 nChanged 0 SP:Iteration 84F (1266.833981 sec): 3 clusters Score: Raw -2654324.090982 + Penalty 3361.443508 = -2650962.647474 nChanged 0 Trying to split cluster 14 (8019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1266.852057 sec): 2 clusters Score: Raw -639669.376007 + Penalty 1460.804963 = -638208.571044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1266.877463 sec): 3 clusters Score: Raw -635257.415066 + Penalty 2921.609927 = -632335.805140 nChanged 3400 SP:Iteration 1F (1266.901939 sec): 3 clusters Score: Raw -637166.123802 + Penalty 2921.609927 = -634244.513875 nChanged 508 SP:Iteration 2F (1266.926530 sec): 3 clusters Score: Raw -637432.658708 + Penalty 2921.609927 = -634511.048782 nChanged 453 SP:Iteration 3F (1266.951315 sec): 3 clusters Score: Raw -637713.855533 + Penalty 2921.609927 = -634792.245606 nChanged 459 SP:Iteration 4F (1266.975771 sec): 3 clusters Score: Raw -638018.875057 + Penalty 2921.609927 = -635097.265130 nChanged 461 SP:Iteration 5F (1267.000342 sec): 3 clusters Score: Raw -638323.370467 + Penalty 2921.609927 = -635401.760540 nChanged 446 SP:Iteration 6F (1267.025088 sec): 3 clusters Score: Raw -638612.520641 + Penalty 2921.609927 = -635690.910715 nChanged 398 SP:Iteration 7Q (1267.049843 sec): 3 clusters Score: Raw -638889.612293 + Penalty 2921.609927 = -635968.002367 nChanged 357 SP:Iteration 8Q (1267.096186 sec): 3 clusters Score: Raw -639123.749293 + Penalty 2921.609927 = -636202.139367 nChanged 277 SP:Iteration 9Q (1267.131208 sec): 3 clusters Score: Raw -639288.667599 + Penalty 2921.609927 = -636367.057673 nChanged 214 SP:Iteration 10Q (1267.155887 sec): 3 clusters Score: Raw -639419.402465 + Penalty 2921.609927 = -636497.792538 nChanged 168 SP:Iteration 11Q (1267.180642 sec): 3 clusters Score: Raw -639522.324578 + Penalty 2921.609927 = -636600.714652 nChanged 135 SP:Iteration 12Q (1267.205207 sec): 3 clusters Score: Raw -639603.402595 + Penalty 2921.609927 = -636681.792668 nChanged 126 SP:Iteration 13Q (1267.229949 sec): 3 clusters Score: Raw -639684.791943 + Penalty 2921.609927 = -636763.182017 nChanged 116 SP:Iteration 14Q (1267.254128 sec): 3 clusters Score: Raw -639756.416379 + Penalty 2921.609927 = -636834.806452 nChanged 97 SP:Iteration 15Q (1267.278118 sec): 3 clusters Score: Raw -639814.810825 + Penalty 2921.609927 = -636893.200899 nChanged 80 SP:Iteration 16Q (1267.302131 sec): 3 clusters Score: Raw -639850.626942 + Penalty 2921.609927 = -636929.017015 nChanged 67 SP:Iteration 17Q (1267.325803 sec): 3 clusters Score: Raw -639883.819726 + Penalty 2921.609927 = -636962.209799 nChanged 58 SP:Iteration 18Q (1267.349449 sec): 3 clusters Score: Raw -639912.230093 + Penalty 2921.609927 = -636990.620167 nChanged 61 SP:Iteration 19Q (1267.373123 sec): 3 clusters Score: Raw -639945.153649 + Penalty 2921.609927 = -637023.543723 nChanged 43 SP:Iteration 20F (1267.397714 sec): 3 clusters Score: Raw -639966.486385 + Penalty 2921.609927 = -637044.876458 nChanged 37 SP:Iteration 21Q (1267.455535 sec): 3 clusters Score: Raw -639982.985707 + Penalty 2921.609927 = -637061.375780 nChanged 38 SP:Iteration 22Q (1267.478440 sec): 3 clusters Score: Raw -640002.259199 + Penalty 2921.609927 = -637080.649273 nChanged 41 SP:Iteration 23Q (1267.501623 sec): 3 clusters Score: Raw -640023.097480 + Penalty 2921.609927 = -637101.487553 nChanged 46 SP:Iteration 24Q (1267.525072 sec): 3 clusters Score: Raw -640044.170544 + Penalty 2921.609927 = -637122.560617 nChanged 32 SP:Iteration 25Q (1267.548380 sec): 3 clusters Score: Raw -640056.431945 + Penalty 2921.609927 = -637134.822019 nChanged 36 SP:Iteration 26Q (1267.571675 sec): 3 clusters Score: Raw -640072.588805 + Penalty 2921.609927 = -637150.978879 nChanged 31 SP:Iteration 27Q (1267.594924 sec): 3 clusters Score: Raw -640086.777439 + Penalty 2921.609927 = -637165.167513 nChanged 32 SP:Iteration 28Q (1267.618237 sec): 3 clusters Score: Raw -640100.996021 + Penalty 2921.609927 = -637179.386095 nChanged 37 SP:Iteration 29Q (1267.641363 sec): 3 clusters Score: Raw -640118.560291 + Penalty 2921.609927 = -637196.950365 nChanged 38 SP:Iteration 30Q (1267.664365 sec): 3 clusters Score: Raw -640136.196990 + Penalty 2921.609927 = -637214.587063 nChanged 35 SP:Iteration 31Q (1267.687520 sec): 3 clusters Score: Raw -640149.837462 + Penalty 2921.609927 = -637228.227535 nChanged 32 SP:Iteration 32Q (1267.710458 sec): 3 clusters Score: Raw -640163.457994 + Penalty 2921.609927 = -637241.848067 nChanged 30 SP:Iteration 33Q (1267.733489 sec): 3 clusters Score: Raw -640174.868933 + Penalty 2921.609927 = -637253.259007 nChanged 26 SP:Iteration 34Q (1267.756311 sec): 3 clusters Score: Raw -640185.935728 + Penalty 2921.609927 = -637264.325801 nChanged 34 SP:Iteration 35Q (1267.779207 sec): 3 clusters Score: Raw -640203.169405 + Penalty 2921.609927 = -637281.559478 nChanged 30 SP:Iteration 36Q (1267.802262 sec): 3 clusters Score: Raw -640214.347177 + Penalty 2921.609927 = -637292.737250 nChanged 24 SP:Iteration 37Q (1267.825130 sec): 3 clusters Score: Raw -640226.657537 + Penalty 2921.609927 = -637305.047611 nChanged 30 SP:Iteration 38Q (1267.848174 sec): 3 clusters Score: Raw -640244.500965 + Penalty 2921.609927 = -637322.891038 nChanged 28 SP:Iteration 39Q (1267.871219 sec): 3 clusters Score: Raw -640254.438387 + Penalty 2921.609927 = -637332.828460 nChanged 16 SP:Iteration 40F (1267.895963 sec): 3 clusters Score: Raw -640260.911858 + Penalty 2921.609927 = -637339.301931 nChanged 20 SP:Iteration 41Q (1267.918827 sec): 3 clusters Score: Raw -640267.605096 + Penalty 2921.609927 = -637345.995169 nChanged 18 SP:Iteration 42Q (1267.941624 sec): 3 clusters Score: Raw -640273.373664 + Penalty 2921.609927 = -637351.763738 nChanged 13 SP:Iteration 43Q (1267.964458 sec): 3 clusters Score: Raw -640277.038314 + Penalty 2921.609927 = -637355.428388 nChanged 13 SP:Iteration 44Q (1267.987508 sec): 3 clusters Score: Raw -640281.256673 + Penalty 2921.609927 = -637359.646746 nChanged 12 SP:Iteration 45Q (1268.010526 sec): 3 clusters Score: Raw -640284.870423 + Penalty 2921.609927 = -637363.260496 nChanged 7 SP:Iteration 46Q (1268.033388 sec): 3 clusters Score: Raw -640285.967177 + Penalty 2921.609927 = -637364.357250 nChanged 4 SP:Iteration 47Q (1268.056333 sec): 3 clusters Score: Raw -640287.015835 + Penalty 2921.609927 = -637365.405909 nChanged 7 SP:Iteration 48Q (1268.079089 sec): 3 clusters Score: Raw -640288.502461 + Penalty 2921.609927 = -637366.892534 nChanged 4 SP:Iteration 49Q (1268.101974 sec): 3 clusters Score: Raw -640289.101520 + Penalty 2921.609927 = -637367.491593 nChanged 4 SP:Iteration 50Q (1268.124758 sec): 3 clusters Score: Raw -640289.910140 + Penalty 2921.609927 = -637368.300213 nChanged 6 SP:Iteration 51Q (1268.147666 sec): 3 clusters Score: Raw -640290.944434 + Penalty 2921.609927 = -637369.334507 nChanged 6 SP:Iteration 52Q (1268.170517 sec): 3 clusters Score: Raw -640292.712675 + Penalty 2921.609927 = -637371.102748 nChanged 5 SP:Iteration 53Q (1268.193367 sec): 3 clusters Score: Raw -640294.373318 + Penalty 2921.609927 = -637372.763392 nChanged 5 SP:Iteration 54Q (1268.216447 sec): 3 clusters Score: Raw -640295.543463 + Penalty 2921.609927 = -637373.933537 nChanged 4 SP:Iteration 55Q (1268.239411 sec): 3 clusters Score: Raw -640296.149847 + Penalty 2921.609927 = -637374.539921 nChanged 4 SP:Iteration 56Q (1268.262418 sec): 3 clusters Score: Raw -640296.708191 + Penalty 2921.609927 = -637375.098265 nChanged 1 SP:Iteration 57Q (1268.285346 sec): 3 clusters Score: Raw -640296.858114 + Penalty 2921.609927 = -637375.248187 nChanged 0 SP:Iteration 58F (1268.309972 sec): 3 clusters Score: Raw -640296.858114 + Penalty 2921.609927 = -637375.248187 nChanged 0 Trying to split cluster 15 (6579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1268.329329 sec): 2 clusters Score: Raw -498225.177836 + Penalty 1428.641181 = -496796.536655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1268.352600 sec): 3 clusters Score: Raw -494702.673600 + Penalty 2857.282362 = -491845.391238 nChanged 2786 SP:Iteration 1F (1268.375270 sec): 3 clusters Score: Raw -496213.518529 + Penalty 2857.282362 = -493356.236167 nChanged 468 SP:Iteration 2F (1268.398187 sec): 3 clusters Score: Raw -496482.719883 + Penalty 2857.282362 = -493625.437521 nChanged 379 SP:Iteration 3F (1268.421122 sec): 3 clusters Score: Raw -496712.819121 + Penalty 2857.282362 = -493855.536759 nChanged 343 SP:Iteration 4F (1268.444105 sec): 3 clusters Score: Raw -496933.934484 + Penalty 2857.282362 = -494076.652122 nChanged 324 SP:Iteration 5Q (1268.467000 sec): 3 clusters Score: Raw -497109.679351 + Penalty 2857.282362 = -494252.396989 nChanged 268 SP:Iteration 6Q (1268.489790 sec): 3 clusters Score: Raw -497244.840776 + Penalty 2857.282362 = -494387.558414 nChanged 242 SP:Iteration 7Q (1268.512495 sec): 3 clusters Score: Raw -497376.295808 + Penalty 2857.282362 = -494519.013446 nChanged 243 SP:Iteration 8Q (1268.535408 sec): 3 clusters Score: Raw -497518.173583 + Penalty 2857.282362 = -494660.891221 nChanged 233 SP:Iteration 9Q (1268.558055 sec): 3 clusters Score: Raw -497645.532955 + Penalty 2857.282362 = -494788.250593 nChanged 227 SP:Iteration 10Q (1268.580984 sec): 3 clusters Score: Raw -497786.400966 + Penalty 2857.282362 = -494929.118604 nChanged 236 SP:Iteration 11Q (1268.603866 sec): 3 clusters Score: Raw -497931.097695 + Penalty 2857.282362 = -495073.815333 nChanged 232 SP:Iteration 12Q (1268.626438 sec): 3 clusters Score: Raw -498082.620336 + Penalty 2857.282362 = -495225.337974 nChanged 225 SP:Iteration 13Q (1268.649094 sec): 3 clusters Score: Raw -498244.360621 + Penalty 2857.282362 = -495387.078259 nChanged 216 SP:Iteration 14Q (1268.671882 sec): 3 clusters Score: Raw -498408.223699 + Penalty 2857.282362 = -495550.941337 nChanged 172 SP:Iteration 15Q (1268.694747 sec): 3 clusters Score: Raw -498528.591645 + Penalty 2857.282362 = -495671.309283 nChanged 148 SP:Iteration 16Q (1268.717302 sec): 3 clusters Score: Raw -498636.797375 + Penalty 2857.282362 = -495779.515013 nChanged 128 SP:Iteration 17Q (1268.739970 sec): 3 clusters Score: Raw -498716.153573 + Penalty 2857.282362 = -495858.871211 nChanged 87 SP:Iteration 18Q (1268.762488 sec): 3 clusters Score: Raw -498768.933008 + Penalty 2857.282362 = -495911.650646 nChanged 67 SP:Iteration 19Q (1268.784982 sec): 3 clusters Score: Raw -498804.638962 + Penalty 2857.282362 = -495947.356600 nChanged 47 SP:Iteration 20F (1268.807952 sec): 3 clusters Score: Raw -498883.499077 + Penalty 2857.282362 = -496026.216715 nChanged 45 SP:Iteration 21Q (1268.829970 sec): 3 clusters Score: Raw -498953.450045 + Penalty 2857.282362 = -496096.167683 nChanged 48 SP:Iteration 22Q (1268.851927 sec): 3 clusters Score: Raw -499018.906566 + Penalty 2857.282362 = -496161.624204 nChanged 56 SP:Iteration 23Q (1268.873723 sec): 3 clusters Score: Raw -499065.224139 + Penalty 2857.282362 = -496207.941777 nChanged 49 SP:Iteration 24Q (1268.895430 sec): 3 clusters Score: Raw -499092.225479 + Penalty 2857.282362 = -496234.943117 nChanged 30 SP:Iteration 25Q (1268.917085 sec): 3 clusters Score: Raw -499108.349452 + Penalty 2857.282362 = -496251.067090 nChanged 23 SP:Iteration 26Q (1268.938722 sec): 3 clusters Score: Raw -499121.127359 + Penalty 2857.282362 = -496263.844997 nChanged 15 SP:Iteration 27Q (1268.960332 sec): 3 clusters Score: Raw -499127.736944 + Penalty 2857.282362 = -496270.454582 nChanged 10 SP:Iteration 28Q (1268.981701 sec): 3 clusters Score: Raw -499130.100670 + Penalty 2857.282362 = -496272.818308 nChanged 3 SP:Iteration 29Q (1269.003181 sec): 3 clusters Score: Raw -499131.899858 + Penalty 2857.282362 = -496274.617496 nChanged 3 SP:Iteration 30Q (1269.024772 sec): 3 clusters Score: Raw -499133.772637 + Penalty 2857.282362 = -496276.490275 nChanged 5 SP:Iteration 31Q (1269.046457 sec): 3 clusters Score: Raw -499135.962105 + Penalty 2857.282362 = -496278.679743 nChanged 5 SP:Iteration 32Q (1269.068110 sec): 3 clusters Score: Raw -499136.965559 + Penalty 2857.282362 = -496279.683197 nChanged 2 SP:Iteration 33Q (1269.089532 sec): 3 clusters Score: Raw -499137.492363 + Penalty 2857.282362 = -496280.210001 nChanged 3 SP:Iteration 34Q (1269.111121 sec): 3 clusters Score: Raw -499138.620846 + Penalty 2857.282362 = -496281.338484 nChanged 4 SP:Iteration 35Q (1269.132661 sec): 3 clusters Score: Raw -499140.716524 + Penalty 2857.282362 = -496283.434162 nChanged 3 SP:Iteration 36Q (1269.154176 sec): 3 clusters Score: Raw -499141.407357 + Penalty 2857.282362 = -496284.124995 nChanged 1 SP:Iteration 37Q (1269.175715 sec): 3 clusters Score: Raw -499141.563844 + Penalty 2857.282362 = -496284.281482 nChanged 2 SP:Iteration 38Q (1269.197097 sec): 3 clusters Score: Raw -499142.030331 + Penalty 2857.282362 = -496284.747969 nChanged 4 SP:Iteration 39Q (1269.231949 sec): 3 clusters Score: Raw -499143.345954 + Penalty 2857.282362 = -496286.063592 nChanged 3 SP:Iteration 40F (1269.260302 sec): 3 clusters Score: Raw -499144.684027 + Penalty 2857.282362 = -496287.401665 nChanged 5 SP:Iteration 41Q (1269.287132 sec): 3 clusters Score: Raw -499147.787830 + Penalty 2857.282362 = -496290.505468 nChanged 5 SP:Iteration 42Q (1269.312214 sec): 3 clusters Score: Raw -499149.013699 + Penalty 2857.282362 = -496291.731337 nChanged 2 SP:Iteration 43Q (1269.333735 sec): 3 clusters Score: Raw -499149.245042 + Penalty 2857.282362 = -496291.962680 nChanged 1 SP:Iteration 44Q (1269.355079 sec): 3 clusters Score: Raw -499149.331283 + Penalty 2857.282362 = -496292.048921 nChanged 0 SP:Iteration 45F (1269.377933 sec): 3 clusters Score: Raw -499149.331283 + Penalty 2857.282362 = -496292.048921 nChanged 0 Trying to split cluster 16 (4775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1269.395803 sec): 2 clusters Score: Raw -396991.641463 + Penalty 1376.561754 = -395615.079709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1269.416815 sec): 3 clusters Score: Raw -394565.037471 + Penalty 2753.123507 = -391811.913963 nChanged 1892 SP:Iteration 1F (1269.437457 sec): 3 clusters Score: Raw -395648.741907 + Penalty 2753.123507 = -392895.618400 nChanged 381 SP:Iteration 2F (1269.458274 sec): 3 clusters Score: Raw -395886.096677 + Penalty 2753.123507 = -393132.973170 nChanged 284 SP:Iteration 3F (1269.478960 sec): 3 clusters Score: Raw -396093.550513 + Penalty 2753.123507 = -393340.427006 nChanged 239 SP:Iteration 4F (1269.499519 sec): 3 clusters Score: Raw -396246.938570 + Penalty 2753.123507 = -393493.815062 nChanged 226 SP:Iteration 5Q (1269.520320 sec): 3 clusters Score: Raw -396404.872389 + Penalty 2753.123507 = -393651.748882 nChanged 233 SP:Iteration 6Q (1269.541199 sec): 3 clusters Score: Raw -396572.638775 + Penalty 2753.123507 = -393819.515267 nChanged 224 SP:Iteration 7Q (1269.561884 sec): 3 clusters Score: Raw -396753.904195 + Penalty 2753.123507 = -394000.780688 nChanged 194 SP:Iteration 8Q (1269.582350 sec): 3 clusters Score: Raw -396926.948655 + Penalty 2753.123507 = -394173.825148 nChanged 174 SP:Iteration 9Q (1269.602854 sec): 3 clusters Score: Raw -397069.621206 + Penalty 2753.123507 = -394316.497699 nChanged 154 SP:Iteration 10Q (1269.623163 sec): 3 clusters Score: Raw -397174.489463 + Penalty 2753.123507 = -394421.365956 nChanged 117 SP:Iteration 11Q (1269.643388 sec): 3 clusters Score: Raw -397248.802530 + Penalty 2753.123507 = -394495.679022 nChanged 81 SP:Iteration 12Q (1269.663786 sec): 3 clusters Score: Raw -397291.048396 + Penalty 2753.123507 = -394537.924889 nChanged 66 SP:Iteration 13Q (1269.683797 sec): 3 clusters Score: Raw -397322.751441 + Penalty 2753.123507 = -394569.627934 nChanged 43 SP:Iteration 14Q (1269.704046 sec): 3 clusters Score: Raw -397340.863802 + Penalty 2753.123507 = -394587.740295 nChanged 32 SP:Iteration 15Q (1269.724007 sec): 3 clusters Score: Raw -397354.265063 + Penalty 2753.123507 = -394601.141556 nChanged 25 SP:Iteration 16Q (1269.744116 sec): 3 clusters Score: Raw -397363.682187 + Penalty 2753.123507 = -394610.558680 nChanged 19 SP:Iteration 17Q (1269.764047 sec): 3 clusters Score: Raw -397370.926740 + Penalty 2753.123507 = -394617.803233 nChanged 24 SP:Iteration 18Q (1269.784025 sec): 3 clusters Score: Raw -397378.015357 + Penalty 2753.123507 = -394624.891850 nChanged 14 SP:Iteration 19Q (1269.803940 sec): 3 clusters Score: Raw -397382.413735 + Penalty 2753.123507 = -394629.290228 nChanged 9 SP:Iteration 20F (1269.824702 sec): 3 clusters Score: Raw -397386.166361 + Penalty 2753.123507 = -394633.042854 nChanged 11 SP:Iteration 21Q (1269.844760 sec): 3 clusters Score: Raw -397391.540367 + Penalty 2753.123507 = -394638.416860 nChanged 14 SP:Iteration 22Q (1269.864711 sec): 3 clusters Score: Raw -397396.779963 + Penalty 2753.123507 = -394643.656456 nChanged 13 SP:Iteration 23Q (1269.884633 sec): 3 clusters Score: Raw -397400.658125 + Penalty 2753.123507 = -394647.534618 nChanged 10 SP:Iteration 24Q (1269.904707 sec): 3 clusters Score: Raw -397404.715266 + Penalty 2753.123507 = -394651.591759 nChanged 11 SP:Iteration 25Q (1269.924689 sec): 3 clusters Score: Raw -397408.766058 + Penalty 2753.123507 = -394655.642551 nChanged 6 SP:Iteration 26Q (1269.944402 sec): 3 clusters Score: Raw -397411.445194 + Penalty 2753.123507 = -394658.321687 nChanged 8 SP:Iteration 27Q (1269.964430 sec): 3 clusters Score: Raw -397413.840274 + Penalty 2753.123507 = -394660.716766 nChanged 7 SP:Iteration 28Q (1269.984057 sec): 3 clusters Score: Raw -397415.871422 + Penalty 2753.123507 = -394662.747915 nChanged 7 SP:Iteration 29Q (1270.003835 sec): 3 clusters Score: Raw -397418.051307 + Penalty 2753.123507 = -394664.927800 nChanged 6 SP:Iteration 30Q (1270.023589 sec): 3 clusters Score: Raw -397419.486333 + Penalty 2753.123507 = -394666.362826 nChanged 2 SP:Iteration 31Q (1270.043500 sec): 3 clusters Score: Raw -397419.870302 + Penalty 2753.123507 = -394666.746795 nChanged 4 SP:Iteration 32Q (1270.063598 sec): 3 clusters Score: Raw -397420.743467 + Penalty 2753.123507 = -394667.619960 nChanged 1 SP:Iteration 33Q (1270.083393 sec): 3 clusters Score: Raw -397421.038850 + Penalty 2753.123507 = -394667.915343 nChanged 1 SP:Iteration 34Q (1270.103144 sec): 3 clusters Score: Raw -397421.155055 + Penalty 2753.123507 = -394668.031547 nChanged 1 SP:Iteration 35Q (1270.122989 sec): 3 clusters Score: Raw -397421.323269 + Penalty 2753.123507 = -394668.199762 nChanged 1 SP:Iteration 36Q (1270.142904 sec): 3 clusters Score: Raw -397421.380093 + Penalty 2753.123507 = -394668.256585 nChanged 0 SP:Iteration 37F (1270.163775 sec): 3 clusters Score: Raw -397421.380093 + Penalty 2753.123507 = -394668.256585 nChanged 0 Trying to split cluster 17 (13476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1270.190594 sec): 2 clusters Score: Raw -1125116.570804 + Penalty 1545.158161 = -1123571.412643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1270.223879 sec): 3 clusters Score: Raw -1117297.958459 + Penalty 3090.316321 = -1114207.642138 nChanged 5884 SP:Iteration 1F (1270.255867 sec): 3 clusters Score: Raw -1120483.939429 + Penalty 3090.316321 = -1117393.623107 nChanged 894 SP:Iteration 2F (1270.287835 sec): 3 clusters Score: Raw -1120944.424252 + Penalty 3090.316321 = -1117854.107931 nChanged 878 SP:Iteration 3F (1270.320029 sec): 3 clusters Score: Raw -1121455.982648 + Penalty 3090.316321 = -1118365.666327 nChanged 875 SP:Iteration 4F (1270.351835 sec): 3 clusters Score: Raw -1121982.729076 + Penalty 3090.316321 = -1118892.412755 nChanged 866 SP:Iteration 5F (1270.383970 sec): 3 clusters Score: Raw -1122567.918422 + Penalty 3090.316321 = -1119477.602100 nChanged 816 SP:Iteration 6F (1270.415834 sec): 3 clusters Score: Raw -1123143.986340 + Penalty 3090.316321 = -1120053.670018 nChanged 710 SP:Iteration 7F (1270.447853 sec): 3 clusters Score: Raw -1123684.846767 + Penalty 3090.316321 = -1120594.530446 nChanged 622 SP:Iteration 8Q (1270.480156 sec): 3 clusters Score: Raw -1124147.801467 + Penalty 3090.316321 = -1121057.485146 nChanged 440 SP:Iteration 9Q (1270.511717 sec): 3 clusters Score: Raw -1124446.901895 + Penalty 3090.316321 = -1121356.585573 nChanged 334 SP:Iteration 10Q (1270.543077 sec): 3 clusters Score: Raw -1124649.671281 + Penalty 3090.316321 = -1121559.354960 nChanged 283 SP:Iteration 11Q (1270.573683 sec): 3 clusters Score: Raw -1124832.954639 + Penalty 3090.316321 = -1121742.638317 nChanged 229 SP:Iteration 12Q (1270.603919 sec): 3 clusters Score: Raw -1124967.572541 + Penalty 3090.316321 = -1121877.256220 nChanged 178 SP:Iteration 13Q (1270.633667 sec): 3 clusters Score: Raw -1125060.898332 + Penalty 3090.316321 = -1121970.582011 nChanged 127 SP:Iteration 14Q (1270.663180 sec): 3 clusters Score: Raw -1125120.189840 + Penalty 3090.316321 = -1122029.873518 nChanged 91 SP:Iteration 15Q (1270.692410 sec): 3 clusters Score: Raw -1125161.246248 + Penalty 3090.316321 = -1122070.929927 nChanged 77 SP:Iteration 16Q (1270.721382 sec): 3 clusters Score: Raw -1125190.284669 + Penalty 3090.316321 = -1122099.968347 nChanged 67 SP:Iteration 17Q (1270.750503 sec): 3 clusters Score: Raw -1125212.354621 + Penalty 3090.316321 = -1122122.038299 nChanged 50 SP:Iteration 18Q (1270.779361 sec): 3 clusters Score: Raw -1125231.239119 + Penalty 3090.316321 = -1122140.922798 nChanged 54 SP:Iteration 19Q (1270.808297 sec): 3 clusters Score: Raw -1125252.517771 + Penalty 3090.316321 = -1122162.201450 nChanged 45 SP:Iteration 20F (1270.840192 sec): 3 clusters Score: Raw -1125270.776370 + Penalty 3090.316321 = -1122180.460049 nChanged 39 SP:Iteration 21Q (1270.869133 sec): 3 clusters Score: Raw -1125285.440210 + Penalty 3090.316321 = -1122195.123888 nChanged 41 SP:Iteration 22Q (1270.897954 sec): 3 clusters Score: Raw -1125297.159820 + Penalty 3090.316321 = -1122206.843499 nChanged 38 SP:Iteration 23Q (1270.926861 sec): 3 clusters Score: Raw -1125307.692495 + Penalty 3090.316321 = -1122217.376173 nChanged 26 SP:Iteration 24Q (1270.955432 sec): 3 clusters Score: Raw -1125314.452910 + Penalty 3090.316321 = -1122224.136588 nChanged 18 SP:Iteration 25Q (1270.984295 sec): 3 clusters Score: Raw -1125318.751572 + Penalty 3090.316321 = -1122228.435250 nChanged 18 SP:Iteration 26Q (1271.012974 sec): 3 clusters Score: Raw -1125322.633934 + Penalty 3090.316321 = -1122232.317612 nChanged 12 SP:Iteration 27Q (1271.041582 sec): 3 clusters Score: Raw -1125326.367255 + Penalty 3090.316321 = -1122236.050933 nChanged 12 SP:Iteration 28Q (1271.070294 sec): 3 clusters Score: Raw -1125329.357631 + Penalty 3090.316321 = -1122239.041310 nChanged 10 SP:Iteration 29Q (1271.098974 sec): 3 clusters Score: Raw -1125331.586924 + Penalty 3090.316321 = -1122241.270602 nChanged 9 SP:Iteration 30Q (1271.127604 sec): 3 clusters Score: Raw -1125333.017933 + Penalty 3090.316321 = -1122242.701612 nChanged 3 SP:Iteration 31Q (1271.156143 sec): 3 clusters Score: Raw -1125333.521079 + Penalty 3090.316321 = -1122243.204757 nChanged 3 SP:Iteration 32Q (1271.184658 sec): 3 clusters Score: Raw -1125334.232353 + Penalty 3090.316321 = -1122243.916031 nChanged 8 SP:Iteration 33Q (1271.213242 sec): 3 clusters Score: Raw -1125336.219313 + Penalty 3090.316321 = -1122245.902992 nChanged 9 SP:Iteration 34Q (1271.241867 sec): 3 clusters Score: Raw -1125338.549563 + Penalty 3090.316321 = -1122248.233242 nChanged 9 SP:Iteration 35Q (1271.270273 sec): 3 clusters Score: Raw -1125341.813608 + Penalty 3090.316321 = -1122251.497286 nChanged 11 SP:Iteration 36Q (1271.298832 sec): 3 clusters Score: Raw -1125344.198236 + Penalty 3090.316321 = -1122253.881915 nChanged 11 SP:Iteration 37Q (1271.327297 sec): 3 clusters Score: Raw -1125346.811206 + Penalty 3090.316321 = -1122256.494885 nChanged 10 SP:Iteration 38Q (1271.355705 sec): 3 clusters Score: Raw -1125349.146332 + Penalty 3090.316321 = -1122258.830010 nChanged 9 SP:Iteration 39Q (1271.384154 sec): 3 clusters Score: Raw -1125351.499129 + Penalty 3090.316321 = -1122261.182808 nChanged 9 SP:Iteration 40F (1271.416361 sec): 3 clusters Score: Raw -1125353.739797 + Penalty 3090.316321 = -1122263.423475 nChanged 7 SP:Iteration 41Q (1271.444859 sec): 3 clusters Score: Raw -1125355.398681 + Penalty 3090.316321 = -1122265.082359 nChanged 8 SP:Iteration 42Q (1271.473281 sec): 3 clusters Score: Raw -1125356.881449 + Penalty 3090.316321 = -1122266.565128 nChanged 2 SP:Iteration 43Q (1271.501722 sec): 3 clusters Score: Raw -1125357.726139 + Penalty 3090.316321 = -1122267.409818 nChanged 3 SP:Iteration 44Q (1271.530088 sec): 3 clusters Score: Raw -1125358.413890 + Penalty 3090.316321 = -1122268.097569 nChanged 4 SP:Iteration 45Q (1271.558608 sec): 3 clusters Score: Raw -1125359.914077 + Penalty 3090.316321 = -1122269.597756 nChanged 4 SP:Iteration 46Q (1271.587102 sec): 3 clusters Score: Raw -1125360.786799 + Penalty 3090.316321 = -1122270.470478 nChanged 3 SP:Iteration 47Q (1271.615414 sec): 3 clusters Score: Raw -1125361.417437 + Penalty 3090.316321 = -1122271.101115 nChanged 1 SP:Iteration 48Q (1271.643830 sec): 3 clusters Score: Raw -1125361.508049 + Penalty 3090.316321 = -1122271.191728 nChanged 0 SP:Iteration 49F (1271.706301 sec): 3 clusters Score: Raw -1125361.508049 + Penalty 3090.316321 = -1122271.191728 nChanged 0 Trying to split cluster 18 (6425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1271.725091 sec): 2 clusters Score: Raw -524101.635418 + Penalty 1424.792185 = -522676.843232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1271.748175 sec): 3 clusters Score: Raw -520615.428023 + Penalty 2849.584371 = -517765.843652 nChanged 2645 SP:Iteration 1F (1271.770722 sec): 3 clusters Score: Raw -522186.687515 + Penalty 2849.584371 = -519337.103144 nChanged 514 SP:Iteration 2F (1271.793278 sec): 3 clusters Score: Raw -522488.166241 + Penalty 2849.584371 = -519638.581870 nChanged 383 SP:Iteration 3F (1271.814493 sec): 3 clusters Score: Raw -522705.865032 + Penalty 2849.584371 = -519856.280661 nChanged 330 SP:Iteration 4F (1271.836856 sec): 3 clusters Score: Raw -522902.172756 + Penalty 2849.584371 = -520052.588386 nChanged 317 SP:Iteration 5Q (1271.859529 sec): 3 clusters Score: Raw -523100.315738 + Penalty 2849.584371 = -520250.731367 nChanged 313 SP:Iteration 6Q (1271.882067 sec): 3 clusters Score: Raw -523312.736840 + Penalty 2849.584371 = -520463.152469 nChanged 300 SP:Iteration 7Q (1271.904872 sec): 3 clusters Score: Raw -523512.279419 + Penalty 2849.584371 = -520662.695049 nChanged 268 SP:Iteration 8Q (1271.927549 sec): 3 clusters Score: Raw -523673.859497 + Penalty 2849.584371 = -520824.275127 nChanged 239 SP:Iteration 9Q (1271.950228 sec): 3 clusters Score: Raw -523823.105999 + Penalty 2849.584371 = -520973.521629 nChanged 201 SP:Iteration 10Q (1271.972882 sec): 3 clusters Score: Raw -523934.844989 + Penalty 2849.584371 = -521085.260619 nChanged 180 SP:Iteration 11Q (1271.995658 sec): 3 clusters Score: Raw -524021.852184 + Penalty 2849.584371 = -521172.267813 nChanged 145 SP:Iteration 12Q (1272.018134 sec): 3 clusters Score: Raw -524089.453220 + Penalty 2849.584371 = -521239.868849 nChanged 119 SP:Iteration 13Q (1272.040726 sec): 3 clusters Score: Raw -524141.144496 + Penalty 2849.584371 = -521291.560125 nChanged 93 SP:Iteration 14Q (1272.063271 sec): 3 clusters Score: Raw -524169.291352 + Penalty 2849.584371 = -521319.706982 nChanged 71 SP:Iteration 15Q (1272.085719 sec): 3 clusters Score: Raw -524189.651947 + Penalty 2849.584371 = -521340.067576 nChanged 65 SP:Iteration 16Q (1272.108332 sec): 3 clusters Score: Raw -524207.073673 + Penalty 2849.584371 = -521357.489303 nChanged 54 SP:Iteration 17Q (1272.130976 sec): 3 clusters Score: Raw -524222.645760 + Penalty 2849.584371 = -521373.061390 nChanged 46 SP:Iteration 18Q (1272.153516 sec): 3 clusters Score: Raw -524237.019580 + Penalty 2849.584371 = -521387.435210 nChanged 56 SP:Iteration 19Q (1272.176050 sec): 3 clusters Score: Raw -524251.630146 + Penalty 2849.584371 = -521402.045775 nChanged 46 SP:Iteration 20F (1272.198713 sec): 3 clusters Score: Raw -524262.585775 + Penalty 2849.584371 = -521413.001404 nChanged 38 SP:Iteration 21Q (1272.221228 sec): 3 clusters Score: Raw -524271.768882 + Penalty 2849.584371 = -521422.184511 nChanged 36 SP:Iteration 22Q (1272.243666 sec): 3 clusters Score: Raw -524278.941030 + Penalty 2849.584371 = -521429.356659 nChanged 34 SP:Iteration 23Q (1272.266222 sec): 3 clusters Score: Raw -524284.648613 + Penalty 2849.584371 = -521435.064242 nChanged 31 SP:Iteration 24Q (1272.288321 sec): 3 clusters Score: Raw -524291.330818 + Penalty 2849.584371 = -521441.746447 nChanged 34 SP:Iteration 25Q (1272.310610 sec): 3 clusters Score: Raw -524297.389110 + Penalty 2849.584371 = -521447.804740 nChanged 27 SP:Iteration 26Q (1272.333140 sec): 3 clusters Score: Raw -524302.402100 + Penalty 2849.584371 = -521452.817730 nChanged 28 SP:Iteration 27Q (1272.355631 sec): 3 clusters Score: Raw -524307.507590 + Penalty 2849.584371 = -521457.923220 nChanged 28 SP:Iteration 28Q (1272.378041 sec): 3 clusters Score: Raw -524312.733531 + Penalty 2849.584371 = -521463.149161 nChanged 20 SP:Iteration 29Q (1272.400449 sec): 3 clusters Score: Raw -524315.742286 + Penalty 2849.584371 = -521466.157916 nChanged 20 SP:Iteration 30Q (1272.422797 sec): 3 clusters Score: Raw -524318.843991 + Penalty 2849.584371 = -521469.259620 nChanged 14 SP:Iteration 31Q (1272.445255 sec): 3 clusters Score: Raw -524320.791375 + Penalty 2849.584371 = -521471.207005 nChanged 12 SP:Iteration 32Q (1272.467700 sec): 3 clusters Score: Raw -524323.157148 + Penalty 2849.584371 = -521473.572777 nChanged 10 SP:Iteration 33Q (1272.490032 sec): 3 clusters Score: Raw -524325.836738 + Penalty 2849.584371 = -521476.252367 nChanged 15 SP:Iteration 34Q (1272.512515 sec): 3 clusters Score: Raw -524327.601895 + Penalty 2849.584371 = -521478.017524 nChanged 10 SP:Iteration 35Q (1272.534846 sec): 3 clusters Score: Raw -524328.597051 + Penalty 2849.584371 = -521479.012680 nChanged 6 SP:Iteration 36Q (1272.557446 sec): 3 clusters Score: Raw -524329.451506 + Penalty 2849.584371 = -521479.867136 nChanged 7 SP:Iteration 37Q (1272.579799 sec): 3 clusters Score: Raw -524330.372008 + Penalty 2849.584371 = -521480.787638 nChanged 5 SP:Iteration 38Q (1272.602046 sec): 3 clusters Score: Raw -524331.218551 + Penalty 2849.584371 = -521481.634181 nChanged 4 SP:Iteration 39Q (1272.624382 sec): 3 clusters Score: Raw -524332.583321 + Penalty 2849.584371 = -521482.998950 nChanged 11 SP:Iteration 40F (1272.647109 sec): 3 clusters Score: Raw -524334.814653 + Penalty 2849.584371 = -521485.230282 nChanged 11 SP:Iteration 41Q (1272.669548 sec): 3 clusters Score: Raw -524336.795427 + Penalty 2849.584371 = -521487.211056 nChanged 9 SP:Iteration 42Q (1272.691969 sec): 3 clusters Score: Raw -524338.345994 + Penalty 2849.584371 = -521488.761623 nChanged 10 SP:Iteration 43Q (1272.714076 sec): 3 clusters Score: Raw -524339.831752 + Penalty 2849.584371 = -521490.247381 nChanged 17 SP:Iteration 44Q (1272.736569 sec): 3 clusters Score: Raw -524342.512216 + Penalty 2849.584371 = -521492.927846 nChanged 12 SP:Iteration 45Q (1272.759069 sec): 3 clusters Score: Raw -524344.057933 + Penalty 2849.584371 = -521494.473562 nChanged 8 SP:Iteration 46Q (1272.781276 sec): 3 clusters Score: Raw -524345.279244 + Penalty 2849.584371 = -521495.694873 nChanged 6 SP:Iteration 47Q (1272.803731 sec): 3 clusters Score: Raw -524346.002938 + Penalty 2849.584371 = -521496.418567 nChanged 7 SP:Iteration 48Q (1272.826068 sec): 3 clusters Score: Raw -524346.592774 + Penalty 2849.584371 = -521497.008403 nChanged 2 SP:Iteration 49Q (1272.848390 sec): 3 clusters Score: Raw -524346.774562 + Penalty 2849.584371 = -521497.190191 nChanged 2 SP:Iteration 50Q (1272.870506 sec): 3 clusters Score: Raw -524347.130446 + Penalty 2849.584371 = -521497.546075 nChanged 5 SP:Iteration 51Q (1272.892999 sec): 3 clusters Score: Raw -524348.088570 + Penalty 2849.584371 = -521498.504200 nChanged 3 SP:Iteration 52Q (1272.915342 sec): 3 clusters Score: Raw -524348.580682 + Penalty 2849.584371 = -521498.996311 nChanged 3 SP:Iteration 53Q (1272.937825 sec): 3 clusters Score: Raw -524348.973119 + Penalty 2849.584371 = -521499.388748 nChanged 2 SP:Iteration 54Q (1272.960277 sec): 3 clusters Score: Raw -524349.180710 + Penalty 2849.584371 = -521499.596339 nChanged 3 SP:Iteration 55Q (1272.982632 sec): 3 clusters Score: Raw -524349.570920 + Penalty 2849.584371 = -521499.986549 nChanged 3 SP:Iteration 56Q (1273.005161 sec): 3 clusters Score: Raw -524350.021984 + Penalty 2849.584371 = -521500.437614 nChanged 4 SP:Iteration 57Q (1273.027523 sec): 3 clusters Score: Raw -524350.529520 + Penalty 2849.584371 = -521500.945149 nChanged 6 SP:Iteration 58Q (1273.049941 sec): 3 clusters Score: Raw -524351.680470 + Penalty 2849.584371 = -521502.096099 nChanged 8 SP:Iteration 59Q (1273.072252 sec): 3 clusters Score: Raw -524353.344456 + Penalty 2849.584371 = -521503.760085 nChanged 12 SP:Iteration 60F (1273.094752 sec): 3 clusters Score: Raw -524355.554244 + Penalty 2849.584371 = -521505.969873 nChanged 15 SP:Iteration 61Q (1273.116841 sec): 3 clusters Score: Raw -524359.930377 + Penalty 2849.584371 = -521510.346006 nChanged 13 SP:Iteration 62Q (1273.139226 sec): 3 clusters Score: Raw -524363.799294 + Penalty 2849.584371 = -521514.214923 nChanged 16 SP:Iteration 63Q (1273.161263 sec): 3 clusters Score: Raw -524366.880255 + Penalty 2849.584371 = -521517.295885 nChanged 11 SP:Iteration 64Q (1273.183353 sec): 3 clusters Score: Raw -524369.000914 + Penalty 2849.584371 = -521519.416544 nChanged 8 SP:Iteration 65Q (1273.205574 sec): 3 clusters Score: Raw -524370.950363 + Penalty 2849.584371 = -521521.365992 nChanged 10 SP:Iteration 66Q (1273.227896 sec): 3 clusters Score: Raw -524373.204875 + Penalty 2849.584371 = -521523.620505 nChanged 12 SP:Iteration 67Q (1273.250220 sec): 3 clusters Score: Raw -524375.156259 + Penalty 2849.584371 = -521525.571889 nChanged 4 SP:Iteration 68Q (1273.272194 sec): 3 clusters Score: Raw -524375.768737 + Penalty 2849.584371 = -521526.184366 nChanged 5 SP:Iteration 69Q (1273.294424 sec): 3 clusters Score: Raw -524376.368489 + Penalty 2849.584371 = -521526.784118 nChanged 4 SP:Iteration 70Q (1273.316702 sec): 3 clusters Score: Raw -524376.616849 + Penalty 2849.584371 = -521527.032478 nChanged 2 SP:Iteration 71Q (1273.339163 sec): 3 clusters Score: Raw -524376.863792 + Penalty 2849.584371 = -521527.279421 nChanged 2 SP:Iteration 72Q (1273.361285 sec): 3 clusters Score: Raw -524377.244730 + Penalty 2849.584371 = -521527.660359 nChanged 1 SP:Iteration 73Q (1273.383715 sec): 3 clusters Score: Raw -524377.275892 + Penalty 2849.584371 = -521527.691521 nChanged 0 SP:Iteration 74F (1273.406389 sec): 3 clusters Score: Raw -524377.275892 + Penalty 2849.584371 = -521527.691521 nChanged 0 Trying to split cluster 19 (4695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1273.423975 sec): 2 clusters Score: Raw -390583.187585 + Penalty 1373.816176 = -389209.371409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1273.444992 sec): 3 clusters Score: Raw -388220.556324 + Penalty 2747.632352 = -385472.923971 nChanged 1904 SP:Iteration 1F (1273.465627 sec): 3 clusters Score: Raw -389269.150686 + Penalty 2747.632352 = -386521.518334 nChanged 343 SP:Iteration 2F (1273.486160 sec): 3 clusters Score: Raw -389482.225318 + Penalty 2747.632352 = -386734.592965 nChanged 259 SP:Iteration 3F (1273.506538 sec): 3 clusters Score: Raw -389628.603799 + Penalty 2747.632352 = -386880.971447 nChanged 186 SP:Iteration 4Q (1273.526967 sec): 3 clusters Score: Raw -389728.167783 + Penalty 2747.632352 = -386980.535431 nChanged 154 SP:Iteration 5Q (1273.547449 sec): 3 clusters Score: Raw -389813.069227 + Penalty 2747.632352 = -387065.436874 nChanged 150 SP:Iteration 6Q (1273.568164 sec): 3 clusters Score: Raw -389894.593054 + Penalty 2747.632352 = -387146.960702 nChanged 143 SP:Iteration 7Q (1273.588649 sec): 3 clusters Score: Raw -389968.593027 + Penalty 2747.632352 = -387220.960675 nChanged 140 SP:Iteration 8Q (1273.609033 sec): 3 clusters Score: Raw -390045.464963 + Penalty 2747.632352 = -387297.832611 nChanged 125 SP:Iteration 9Q (1273.629469 sec): 3 clusters Score: Raw -390106.312772 + Penalty 2747.632352 = -387358.680420 nChanged 122 SP:Iteration 10Q (1273.649915 sec): 3 clusters Score: Raw -390167.583206 + Penalty 2747.632352 = -387419.950854 nChanged 121 SP:Iteration 11Q (1273.670513 sec): 3 clusters Score: Raw -390239.580575 + Penalty 2747.632352 = -387491.948222 nChanged 130 SP:Iteration 12Q (1273.690941 sec): 3 clusters Score: Raw -390306.710624 + Penalty 2747.632352 = -387559.078271 nChanged 109 SP:Iteration 13Q (1273.711277 sec): 3 clusters Score: Raw -390365.363094 + Penalty 2747.632352 = -387617.730742 nChanged 125 SP:Iteration 14Q (1273.731810 sec): 3 clusters Score: Raw -390434.268680 + Penalty 2747.632352 = -387686.636328 nChanged 131 SP:Iteration 15Q (1273.752109 sec): 3 clusters Score: Raw -390510.123082 + Penalty 2747.632352 = -387762.490730 nChanged 127 SP:Iteration 16Q (1273.772575 sec): 3 clusters Score: Raw -390590.164900 + Penalty 2747.632352 = -387842.532548 nChanged 107 SP:Iteration 17Q (1273.792696 sec): 3 clusters Score: Raw -390656.226077 + Penalty 2747.632352 = -387908.593725 nChanged 112 SP:Iteration 18Q (1273.812733 sec): 3 clusters Score: Raw -390723.499511 + Penalty 2747.632352 = -387975.867159 nChanged 108 SP:Iteration 19Q (1273.832844 sec): 3 clusters Score: Raw -390786.983284 + Penalty 2747.632352 = -388039.350932 nChanged 85 SP:Iteration 20F (1273.853409 sec): 3 clusters Score: Raw -390826.189248 + Penalty 2747.632352 = -388078.556895 nChanged 70 SP:Iteration 21Q (1273.873341 sec): 3 clusters Score: Raw -390857.619627 + Penalty 2747.632352 = -388109.987275 nChanged 56 SP:Iteration 22Q (1273.893564 sec): 3 clusters Score: Raw -390879.113056 + Penalty 2747.632352 = -388131.480703 nChanged 46 SP:Iteration 23Q (1273.913822 sec): 3 clusters Score: Raw -390897.744488 + Penalty 2747.632352 = -388150.112135 nChanged 44 SP:Iteration 24Q (1273.933672 sec): 3 clusters Score: Raw -390917.599605 + Penalty 2747.632352 = -388169.967253 nChanged 48 SP:Iteration 25Q (1273.953734 sec): 3 clusters Score: Raw -390936.108420 + Penalty 2747.632352 = -388188.476068 nChanged 52 SP:Iteration 26Q (1273.973815 sec): 3 clusters Score: Raw -390961.410702 + Penalty 2747.632352 = -388213.778349 nChanged 52 SP:Iteration 27Q (1273.993857 sec): 3 clusters Score: Raw -390993.270228 + Penalty 2747.632352 = -388245.637875 nChanged 53 SP:Iteration 28Q (1274.013985 sec): 3 clusters Score: Raw -391024.313518 + Penalty 2747.632352 = -388276.681166 nChanged 49 SP:Iteration 29Q (1274.033886 sec): 3 clusters Score: Raw -391048.961066 + Penalty 2747.632352 = -388301.328713 nChanged 49 SP:Iteration 30Q (1274.053581 sec): 3 clusters Score: Raw -391070.120293 + Penalty 2747.632352 = -388322.487940 nChanged 41 SP:Iteration 31Q (1274.073279 sec): 3 clusters Score: Raw -391091.311377 + Penalty 2747.632352 = -388343.679025 nChanged 43 SP:Iteration 32Q (1274.093167 sec): 3 clusters Score: Raw -391107.123353 + Penalty 2747.632352 = -388359.491001 nChanged 28 SP:Iteration 33Q (1274.112984 sec): 3 clusters Score: Raw -391118.500899 + Penalty 2747.632352 = -388370.868547 nChanged 30 SP:Iteration 34Q (1274.132688 sec): 3 clusters Score: Raw -391129.840652 + Penalty 2747.632352 = -388382.208300 nChanged 24 SP:Iteration 35Q (1274.152625 sec): 3 clusters Score: Raw -391136.547196 + Penalty 2747.632352 = -388388.914844 nChanged 21 SP:Iteration 36Q (1274.172513 sec): 3 clusters Score: Raw -391144.394660 + Penalty 2747.632352 = -388396.762307 nChanged 23 SP:Iteration 37Q (1274.192319 sec): 3 clusters Score: Raw -391153.147804 + Penalty 2747.632352 = -388405.515452 nChanged 16 SP:Iteration 38Q (1274.212197 sec): 3 clusters Score: Raw -391157.023575 + Penalty 2747.632352 = -388409.391223 nChanged 11 SP:Iteration 39Q (1274.231749 sec): 3 clusters Score: Raw -391159.114985 + Penalty 2747.632352 = -388411.482633 nChanged 7 SP:Iteration 40F (1274.252477 sec): 3 clusters Score: Raw -391161.402004 + Penalty 2747.632352 = -388413.769652 nChanged 10 SP:Iteration 41Q (1274.272293 sec): 3 clusters Score: Raw -391164.111308 + Penalty 2747.632352 = -388416.478956 nChanged 9 SP:Iteration 42Q (1274.291724 sec): 3 clusters Score: Raw -391166.490458 + Penalty 2747.632352 = -388418.858106 nChanged 6 SP:Iteration 43Q (1274.311540 sec): 3 clusters Score: Raw -391168.537807 + Penalty 2747.632352 = -388420.905455 nChanged 8 SP:Iteration 44Q (1274.331434 sec): 3 clusters Score: Raw -391170.972757 + Penalty 2747.632352 = -388423.340405 nChanged 5 SP:Iteration 45Q (1274.351247 sec): 3 clusters Score: Raw -391173.539464 + Penalty 2747.632352 = -388425.907112 nChanged 9 SP:Iteration 46Q (1274.370957 sec): 3 clusters Score: Raw -391176.209346 + Penalty 2747.632352 = -388428.576993 nChanged 5 SP:Iteration 47Q (1274.390739 sec): 3 clusters Score: Raw -391177.266786 + Penalty 2747.632352 = -388429.634434 nChanged 4 SP:Iteration 48Q (1274.410488 sec): 3 clusters Score: Raw -391178.544102 + Penalty 2747.632352 = -388430.911750 nChanged 6 SP:Iteration 49Q (1274.430157 sec): 3 clusters Score: Raw -391180.067974 + Penalty 2747.632352 = -388432.435622 nChanged 3 SP:Iteration 50Q (1274.450023 sec): 3 clusters Score: Raw -391180.564075 + Penalty 2747.632352 = -388432.931723 nChanged 4 SP:Iteration 51Q (1274.469876 sec): 3 clusters Score: Raw -391181.399421 + Penalty 2747.632352 = -388433.767069 nChanged 4 SP:Iteration 52Q (1274.489482 sec): 3 clusters Score: Raw -391181.993357 + Penalty 2747.632352 = -388434.361005 nChanged 2 SP:Iteration 53Q (1274.509148 sec): 3 clusters Score: Raw -391182.203528 + Penalty 2747.632352 = -388434.571176 nChanged 2 SP:Iteration 54Q (1274.528894 sec): 3 clusters Score: Raw -391182.862022 + Penalty 2747.632352 = -388435.229669 nChanged 1 SP:Iteration 55Q (1274.548487 sec): 3 clusters Score: Raw -391183.475886 + Penalty 2747.632352 = -388435.843534 nChanged 1 SP:Iteration 56Q (1274.568416 sec): 3 clusters Score: Raw -391183.831502 + Penalty 2747.632352 = -388436.199149 nChanged 0 SP:Iteration 57F (1274.588815 sec): 3 clusters Score: Raw -391183.831502 + Penalty 2747.632352 = -388436.199149 nChanged 0 Trying to split cluster 20 (1165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1274.600911 sec): 2 clusters Score: Raw -86182.258328 + Penalty 1147.327409 = -85034.930919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1274.607454 sec): 3 clusters Score: Raw -85806.550112 + Penalty 2294.654819 = -83511.895294 nChanged 362 SP:Iteration 1F (1274.613579 sec): 3 clusters Score: Raw -86119.581223 + Penalty 2294.654819 = -83824.926404 nChanged 84 SP:Iteration 2F (1274.619683 sec): 3 clusters Score: Raw -86185.172236 + Penalty 2294.654819 = -83890.517417 nChanged 42 SP:Iteration 3Q (1274.625789 sec): 3 clusters Score: Raw -86230.496717 + Penalty 2294.654819 = -83935.841898 nChanged 28 SP:Iteration 4Q (1274.631920 sec): 3 clusters Score: Raw -86255.305382 + Penalty 2294.654819 = -83960.650564 nChanged 30 SP:Iteration 5Q (1274.638017 sec): 3 clusters Score: Raw -86290.240824 + Penalty 2294.654819 = -83995.586005 nChanged 31 SP:Iteration 6Q (1274.644114 sec): 3 clusters Score: Raw -86316.110881 + Penalty 2294.654819 = -84021.456062 nChanged 21 SP:Iteration 7Q (1274.650183 sec): 3 clusters Score: Raw -86333.002344 + Penalty 2294.654819 = -84038.347525 nChanged 14 SP:Iteration 8Q (1274.656258 sec): 3 clusters Score: Raw -86350.547619 + Penalty 2294.654819 = -84055.892800 nChanged 18 SP:Iteration 9Q (1274.662347 sec): 3 clusters Score: Raw -86368.740421 + Penalty 2294.654819 = -84074.085602 nChanged 28 SP:Iteration 10Q (1274.668411 sec): 3 clusters Score: Raw -86395.289332 + Penalty 2294.654819 = -84100.634513 nChanged 31 SP:Iteration 11Q (1274.674454 sec): 3 clusters Score: Raw -86425.559474 + Penalty 2294.654819 = -84130.904655 nChanged 23 SP:Iteration 12Q (1274.680506 sec): 3 clusters Score: Raw -86453.449961 + Penalty 2294.654819 = -84158.795142 nChanged 28 SP:Iteration 13Q (1274.686548 sec): 3 clusters Score: Raw -86491.077802 + Penalty 2294.654819 = -84196.422983 nChanged 21 SP:Iteration 14Q (1274.692542 sec): 3 clusters Score: Raw -86510.876420 + Penalty 2294.654819 = -84216.221601 nChanged 14 SP:Iteration 15Q (1274.698508 sec): 3 clusters Score: Raw -86526.280696 + Penalty 2294.654819 = -84231.625878 nChanged 11 SP:Iteration 16Q (1274.704532 sec): 3 clusters Score: Raw -86539.111557 + Penalty 2294.654819 = -84244.456738 nChanged 12 SP:Iteration 17Q (1274.710477 sec): 3 clusters Score: Raw -86550.002459 + Penalty 2294.654819 = -84255.347640 nChanged 5 SP:Iteration 18Q (1274.716459 sec): 3 clusters Score: Raw -86554.849883 + Penalty 2294.654819 = -84260.195064 nChanged 1 SP:Iteration 19Q (1274.722431 sec): 3 clusters Score: Raw -86555.346223 + Penalty 2294.654819 = -84260.691404 nChanged 0 SP:Iteration 20F (1274.728536 sec): 3 clusters Score: Raw -86555.346223 + Penalty 2294.654819 = -84260.691404 nChanged 0 Trying to split cluster 21 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1274.738471 sec): 2 clusters Score: Raw -82112.635702 + Penalty 1125.089652 = -80987.546050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1274.744230 sec): 3 clusters Score: Raw -81782.705776 + Penalty 2250.179304 = -79532.526472 nChanged 337 SP:Iteration 1F (1274.749627 sec): 3 clusters Score: Raw -82057.418798 + Penalty 2250.179304 = -79807.239493 nChanged 81 SP:Iteration 2F (1274.755009 sec): 3 clusters Score: Raw -82127.607200 + Penalty 2250.179304 = -79877.427896 nChanged 38 SP:Iteration 3Q (1274.760405 sec): 3 clusters Score: Raw -82166.156299 + Penalty 2250.179304 = -79915.976994 nChanged 24 SP:Iteration 4Q (1274.765765 sec): 3 clusters Score: Raw -82185.127223 + Penalty 2250.179304 = -79934.947919 nChanged 15 SP:Iteration 5Q (1274.771130 sec): 3 clusters Score: Raw -82196.978522 + Penalty 2250.179304 = -79946.799217 nChanged 7 SP:Iteration 6Q (1274.776490 sec): 3 clusters Score: Raw -82204.114421 + Penalty 2250.179304 = -79953.935117 nChanged 11 SP:Iteration 7Q (1274.781851 sec): 3 clusters Score: Raw -82215.072218 + Penalty 2250.179304 = -79964.892914 nChanged 10 SP:Iteration 8Q (1274.787177 sec): 3 clusters Score: Raw -82224.862209 + Penalty 2250.179304 = -79974.682905 nChanged 9 SP:Iteration 9Q (1274.792561 sec): 3 clusters Score: Raw -82231.751911 + Penalty 2250.179304 = -79981.572607 nChanged 9 SP:Iteration 10Q (1274.797892 sec): 3 clusters Score: Raw -82240.652026 + Penalty 2250.179304 = -79990.472722 nChanged 7 SP:Iteration 11Q (1274.803183 sec): 3 clusters Score: Raw -82245.850791 + Penalty 2250.179304 = -79995.671487 nChanged 2 SP:Iteration 12Q (1274.808521 sec): 3 clusters Score: Raw -82247.941789 + Penalty 2250.179304 = -79997.762485 nChanged 3 SP:Iteration 13Q (1274.813783 sec): 3 clusters Score: Raw -82248.980350 + Penalty 2250.179304 = -79998.801046 nChanged 0 SP:Iteration 14F (1274.819111 sec): 3 clusters Score: Raw -82248.980350 + Penalty 2250.179304 = -79998.801046 nChanged 0 Trying to split cluster 22 (5247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1274.838011 sec): 2 clusters Score: Raw -413941.600019 + Penalty 1391.879412 = -412549.720607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1274.859830 sec): 3 clusters Score: Raw -411226.637634 + Penalty 2783.758823 = -408442.878811 nChanged 2082 SP:Iteration 1F (1274.881099 sec): 3 clusters Score: Raw -412414.943820 + Penalty 2783.758823 = -409631.184997 nChanged 428 SP:Iteration 2F (1274.902597 sec): 3 clusters Score: Raw -412670.252915 + Penalty 2783.758823 = -409886.494092 nChanged 335 SP:Iteration 3F (1274.923784 sec): 3 clusters Score: Raw -412886.030628 + Penalty 2783.758823 = -410102.271805 nChanged 284 SP:Iteration 4F (1274.944935 sec): 3 clusters Score: Raw -413078.850538 + Penalty 2783.758823 = -410295.091715 nChanged 245 SP:Iteration 5Q (1274.966325 sec): 3 clusters Score: Raw -413238.114767 + Penalty 2783.758823 = -410454.355944 nChanged 222 SP:Iteration 6Q (1274.987740 sec): 3 clusters Score: Raw -413373.228804 + Penalty 2783.758823 = -410589.469981 nChanged 191 SP:Iteration 7Q (1275.008776 sec): 3 clusters Score: Raw -413487.167798 + Penalty 2783.758823 = -410703.408975 nChanged 167 SP:Iteration 8Q (1275.030045 sec): 3 clusters Score: Raw -413600.046079 + Penalty 2783.758823 = -410816.287256 nChanged 158 SP:Iteration 9Q (1275.051369 sec): 3 clusters Score: Raw -413708.967609 + Penalty 2783.758823 = -410925.208786 nChanged 151 SP:Iteration 10Q (1275.072427 sec): 3 clusters Score: Raw -413818.154151 + Penalty 2783.758823 = -411034.395328 nChanged 130 SP:Iteration 11Q (1275.093578 sec): 3 clusters Score: Raw -413919.497988 + Penalty 2783.758823 = -411135.739165 nChanged 106 SP:Iteration 12Q (1275.114559 sec): 3 clusters Score: Raw -414001.660886 + Penalty 2783.758823 = -411217.902063 nChanged 67 SP:Iteration 13Q (1275.135223 sec): 3 clusters Score: Raw -414057.988523 + Penalty 2783.758823 = -411274.229700 nChanged 51 SP:Iteration 14Q (1275.156004 sec): 3 clusters Score: Raw -414097.686067 + Penalty 2783.758823 = -411313.927244 nChanged 35 SP:Iteration 15Q (1275.176748 sec): 3 clusters Score: Raw -414123.698360 + Penalty 2783.758823 = -411339.939536 nChanged 43 SP:Iteration 16Q (1275.197237 sec): 3 clusters Score: Raw -414165.840869 + Penalty 2783.758823 = -411382.082046 nChanged 33 SP:Iteration 17Q (1275.217733 sec): 3 clusters Score: Raw -414194.439407 + Penalty 2783.758823 = -411410.680584 nChanged 18 SP:Iteration 18Q (1275.237929 sec): 3 clusters Score: Raw -414206.577404 + Penalty 2783.758823 = -411422.818581 nChanged 17 SP:Iteration 19Q (1275.258399 sec): 3 clusters Score: Raw -414218.089902 + Penalty 2783.758823 = -411434.331078 nChanged 6 SP:Iteration 20F (1275.279771 sec): 3 clusters Score: Raw -414222.675541 + Penalty 2783.758823 = -411438.916717 nChanged 7 SP:Iteration 21Q (1275.299878 sec): 3 clusters Score: Raw -414226.305557 + Penalty 2783.758823 = -411442.546733 nChanged 4 SP:Iteration 22Q (1275.320247 sec): 3 clusters Score: Raw -414227.836927 + Penalty 2783.758823 = -411444.078103 nChanged 1 SP:Iteration 23Q (1275.340496 sec): 3 clusters Score: Raw -414229.131355 + Penalty 2783.758823 = -411445.372532 nChanged 2 SP:Iteration 24Q (1275.360794 sec): 3 clusters Score: Raw -414229.806737 + Penalty 2783.758823 = -411446.047914 nChanged 2 SP:Iteration 25Q (1275.381132 sec): 3 clusters Score: Raw -414231.097047 + Penalty 2783.758823 = -411447.338224 nChanged 1 SP:Iteration 26Q (1275.401547 sec): 3 clusters Score: Raw -414231.446112 + Penalty 2783.758823 = -411447.687288 nChanged 1 SP:Iteration 27Q (1275.421889 sec): 3 clusters Score: Raw -414231.736333 + Penalty 2783.758823 = -411447.977510 nChanged 0 SP:Iteration 28F (1275.443089 sec): 3 clusters Score: Raw -414231.736333 + Penalty 2783.758823 = -411447.977510 nChanged 0 Trying to split cluster 23 (2237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1275.458737 sec): 2 clusters Score: Raw -192156.076541 + Penalty 1253.344781 = -190902.731759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1275.470660 sec): 3 clusters Score: Raw -191136.672598 + Penalty 2506.689562 = -188629.983035 nChanged 807 SP:Iteration 1F (1275.481891 sec): 3 clusters Score: Raw -191632.543075 + Penalty 2506.689562 = -189125.853513 nChanged 162 SP:Iteration 2F (1275.492962 sec): 3 clusters Score: Raw -191733.263476 + Penalty 2506.689562 = -189226.573913 nChanged 96 SP:Iteration 3Q (1275.504250 sec): 3 clusters Score: Raw -191791.476941 + Penalty 2506.689562 = -189284.787379 nChanged 77 SP:Iteration 4Q (1275.515465 sec): 3 clusters Score: Raw -191836.832184 + Penalty 2506.689562 = -189330.142621 nChanged 47 SP:Iteration 5Q (1275.526684 sec): 3 clusters Score: Raw -191860.135158 + Penalty 2506.689562 = -189353.445596 nChanged 46 SP:Iteration 6Q (1275.537926 sec): 3 clusters Score: Raw -191883.979501 + Penalty 2506.689562 = -189377.289939 nChanged 25 SP:Iteration 7Q (1275.549117 sec): 3 clusters Score: Raw -191898.811075 + Penalty 2506.689562 = -189392.121513 nChanged 36 SP:Iteration 8Q (1275.560327 sec): 3 clusters Score: Raw -191919.548018 + Penalty 2506.689562 = -189412.858456 nChanged 29 SP:Iteration 9Q (1275.571570 sec): 3 clusters Score: Raw -191936.795737 + Penalty 2506.689562 = -189430.106175 nChanged 28 SP:Iteration 10Q (1275.582631 sec): 3 clusters Score: Raw -191952.051204 + Penalty 2506.689562 = -189445.361642 nChanged 29 SP:Iteration 11Q (1275.593811 sec): 3 clusters Score: Raw -191966.706720 + Penalty 2506.689562 = -189460.017157 nChanged 29 SP:Iteration 12Q (1275.604994 sec): 3 clusters Score: Raw -191983.428842 + Penalty 2506.689562 = -189476.739280 nChanged 33 SP:Iteration 13Q (1275.616169 sec): 3 clusters Score: Raw -191999.682882 + Penalty 2506.689562 = -189492.993320 nChanged 26 SP:Iteration 14Q (1275.627332 sec): 3 clusters Score: Raw -192013.176771 + Penalty 2506.689562 = -189506.487208 nChanged 19 SP:Iteration 15Q (1275.638363 sec): 3 clusters Score: Raw -192024.688980 + Penalty 2506.689562 = -189517.999418 nChanged 23 SP:Iteration 16Q (1275.649509 sec): 3 clusters Score: Raw -192035.977045 + Penalty 2506.689562 = -189529.287483 nChanged 25 SP:Iteration 17Q (1275.665483 sec): 3 clusters Score: Raw -192049.723467 + Penalty 2506.689562 = -189543.033905 nChanged 20 SP:Iteration 18Q (1275.676649 sec): 3 clusters Score: Raw -192058.466447 + Penalty 2506.689562 = -189551.776885 nChanged 20 SP:Iteration 19Q (1275.687703 sec): 3 clusters Score: Raw -192069.444843 + Penalty 2506.689562 = -189562.755281 nChanged 19 SP:Iteration 20F (1275.698725 sec): 3 clusters Score: Raw -192081.691938 + Penalty 2506.689562 = -189575.002375 nChanged 20 SP:Iteration 21Q (1275.709867 sec): 3 clusters Score: Raw -192093.061866 + Penalty 2506.689562 = -189586.372304 nChanged 17 SP:Iteration 22Q (1275.721002 sec): 3 clusters Score: Raw -192101.011737 + Penalty 2506.689562 = -189594.322175 nChanged 11 SP:Iteration 23Q (1275.732009 sec): 3 clusters Score: Raw -192105.270707 + Penalty 2506.689562 = -189598.581144 nChanged 9 SP:Iteration 24Q (1275.743144 sec): 3 clusters Score: Raw -192109.009633 + Penalty 2506.689562 = -189602.320071 nChanged 9 SP:Iteration 25Q (1275.754311 sec): 3 clusters Score: Raw -192114.727254 + Penalty 2506.689562 = -189608.037691 nChanged 8 SP:Iteration 26Q (1275.765439 sec): 3 clusters Score: Raw -192117.656884 + Penalty 2506.689562 = -189610.967322 nChanged 7 SP:Iteration 27Q (1275.776434 sec): 3 clusters Score: Raw -192122.765981 + Penalty 2506.689562 = -189616.076419 nChanged 12 SP:Iteration 28Q (1275.787608 sec): 3 clusters Score: Raw -192129.224157 + Penalty 2506.689562 = -189622.534595 nChanged 12 SP:Iteration 29Q (1275.798728 sec): 3 clusters Score: Raw -192134.786958 + Penalty 2506.689562 = -189628.097396 nChanged 10 SP:Iteration 30Q (1275.809819 sec): 3 clusters Score: Raw -192140.646399 + Penalty 2506.689562 = -189633.956836 nChanged 13 SP:Iteration 31Q (1275.820950 sec): 3 clusters Score: Raw -192149.647243 + Penalty 2506.689562 = -189642.957681 nChanged 15 SP:Iteration 32Q (1275.832063 sec): 3 clusters Score: Raw -192162.882797 + Penalty 2506.689562 = -189656.193234 nChanged 21 SP:Iteration 33Q (1275.843162 sec): 3 clusters Score: Raw -192174.371067 + Penalty 2506.689562 = -189667.681505 nChanged 8 SP:Iteration 34Q (1275.854243 sec): 3 clusters Score: Raw -192179.426021 + Penalty 2506.689562 = -189672.736459 nChanged 11 SP:Iteration 35Q (1275.865342 sec): 3 clusters Score: Raw -192189.987414 + Penalty 2506.689562 = -189683.297851 nChanged 14 SP:Iteration 36Q (1275.876275 sec): 3 clusters Score: Raw -192200.576618 + Penalty 2506.689562 = -189693.887056 nChanged 14 SP:Iteration 37Q (1275.887248 sec): 3 clusters Score: Raw -192210.270446 + Penalty 2506.689562 = -189703.580883 nChanged 12 SP:Iteration 38Q (1275.898318 sec): 3 clusters Score: Raw -192217.678192 + Penalty 2506.689562 = -189710.988629 nChanged 10 SP:Iteration 39Q (1275.909376 sec): 3 clusters Score: Raw -192223.064780 + Penalty 2506.689562 = -189716.375218 nChanged 6 SP:Iteration 40F (1275.920479 sec): 3 clusters Score: Raw -192225.965118 + Penalty 2506.689562 = -189719.275555 nChanged 3 SP:Iteration 41Q (1275.931412 sec): 3 clusters Score: Raw -192229.110311 + Penalty 2506.689562 = -189722.420749 nChanged 4 SP:Iteration 42Q (1275.942453 sec): 3 clusters Score: Raw -192230.823911 + Penalty 2506.689562 = -189724.134349 nChanged 2 SP:Iteration 43Q (1275.953495 sec): 3 clusters Score: Raw -192232.658624 + Penalty 2506.689562 = -189725.969061 nChanged 5 SP:Iteration 44Q (1275.964538 sec): 3 clusters Score: Raw -192237.115279 + Penalty 2506.689562 = -189730.425717 nChanged 6 SP:Iteration 45Q (1275.975578 sec): 3 clusters Score: Raw -192246.568934 + Penalty 2506.689562 = -189739.879371 nChanged 11 SP:Iteration 46Q (1275.986501 sec): 3 clusters Score: Raw -192256.750967 + Penalty 2506.689562 = -189750.061405 nChanged 7 SP:Iteration 47Q (1275.997504 sec): 3 clusters Score: Raw -192263.178180 + Penalty 2506.689562 = -189756.488618 nChanged 8 SP:Iteration 48Q (1276.008385 sec): 3 clusters Score: Raw -192268.962134 + Penalty 2506.689562 = -189762.272571 nChanged 7 SP:Iteration 49Q (1276.019356 sec): 3 clusters Score: Raw -192273.809917 + Penalty 2506.689562 = -189767.120355 nChanged 7 SP:Iteration 50Q (1276.030292 sec): 3 clusters Score: Raw -192279.867629 + Penalty 2506.689562 = -189773.178067 nChanged 7 SP:Iteration 51Q (1276.041303 sec): 3 clusters Score: Raw -192289.010024 + Penalty 2506.689562 = -189782.320461 nChanged 10 SP:Iteration 52Q (1276.052263 sec): 3 clusters Score: Raw -192296.050406 + Penalty 2506.689562 = -189789.360844 nChanged 5 SP:Iteration 53Q (1276.063176 sec): 3 clusters Score: Raw -192299.400059 + Penalty 2506.689562 = -189792.710496 nChanged 6 SP:Iteration 54Q (1276.074144 sec): 3 clusters Score: Raw -192302.929036 + Penalty 2506.689562 = -189796.239473 nChanged 5 SP:Iteration 55Q (1276.085084 sec): 3 clusters Score: Raw -192305.752475 + Penalty 2506.689562 = -189799.062912 nChanged 2 SP:Iteration 56Q (1276.096010 sec): 3 clusters Score: Raw -192307.199319 + Penalty 2506.689562 = -189800.509756 nChanged 4 SP:Iteration 57Q (1276.106946 sec): 3 clusters Score: Raw -192309.934087 + Penalty 2506.689562 = -189803.244524 nChanged 4 SP:Iteration 58Q (1276.117869 sec): 3 clusters Score: Raw -192311.627804 + Penalty 2506.689562 = -189804.938242 nChanged 3 SP:Iteration 59Q (1276.128677 sec): 3 clusters Score: Raw -192315.875022 + Penalty 2506.689562 = -189809.185460 nChanged 5 SP:Iteration 60F (1276.139814 sec): 3 clusters Score: Raw -192319.122939 + Penalty 2506.689562 = -189812.433376 nChanged 2 SP:Iteration 61Q (1276.150721 sec): 3 clusters Score: Raw -192320.594189 + Penalty 2506.689562 = -189813.904626 nChanged 1 SP:Iteration 62Q (1276.161589 sec): 3 clusters Score: Raw -192320.932033 + Penalty 2506.689562 = -189814.242470 nChanged 0 SP:Iteration 63F (1276.172730 sec): 3 clusters Score: Raw -192320.932033 + Penalty 2506.689562 = -189814.242470 nChanged 0 Trying to split cluster 24 (29519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1276.221561 sec): 2 clusters Score: Raw -2370390.056700 + Penalty 1672.578278 = -2368717.478422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1276.282793 sec): 3 clusters Score: Raw -2352366.776436 + Penalty 3345.156556 = -2349021.619880 nChanged 13505 SP:Iteration 1F (1276.340838 sec): 3 clusters Score: Raw -2359959.525742 + Penalty 3345.156556 = -2356614.369186 nChanged 1550 SP:Iteration 2F (1276.398826 sec): 3 clusters Score: Raw -2360610.647110 + Penalty 3345.156556 = -2357265.490554 nChanged 1570 SP:Iteration 3F (1276.456943 sec): 3 clusters Score: Raw -2361362.890541 + Penalty 3345.156556 = -2358017.733985 nChanged 1684 SP:Iteration 4F (1276.514794 sec): 3 clusters Score: Raw -2362342.439213 + Penalty 3345.156556 = -2358997.282658 nChanged 1845 SP:Iteration 5F (1276.572446 sec): 3 clusters Score: Raw -2363533.495769 + Penalty 3345.156556 = -2360188.339213 nChanged 1866 SP:Iteration 6F (1276.630413 sec): 3 clusters Score: Raw -2364865.153381 + Penalty 3345.156556 = -2361519.996825 nChanged 1760 SP:Iteration 7F (1276.688301 sec): 3 clusters Score: Raw -2366211.067627 + Penalty 3345.156556 = -2362865.911071 nChanged 1516 SP:Iteration 8F (1276.746406 sec): 3 clusters Score: Raw -2367427.400491 + Penalty 3345.156556 = -2364082.243935 nChanged 1181 SP:Iteration 9Q (1276.803518 sec): 3 clusters Score: Raw -2368445.708346 + Penalty 3345.156556 = -2365100.551790 nChanged 886 SP:Iteration 10Q (1276.858679 sec): 3 clusters Score: Raw -2369205.202715 + Penalty 3345.156556 = -2365860.046159 nChanged 603 SP:Iteration 11Q (1276.912169 sec): 3 clusters Score: Raw -2369644.013745 + Penalty 3345.156556 = -2366298.857189 nChanged 405 SP:Iteration 12Q (1276.964606 sec): 3 clusters Score: Raw -2369888.496950 + Penalty 3345.156556 = -2366543.340394 nChanged 334 SP:Iteration 13Q (1277.016517 sec): 3 clusters Score: Raw -2370055.390091 + Penalty 3345.156556 = -2366710.233535 nChanged 247 SP:Iteration 14Q (1277.067858 sec): 3 clusters Score: Raw -2370178.400784 + Penalty 3345.156556 = -2366833.244228 nChanged 203 SP:Iteration 15Q (1277.118706 sec): 3 clusters Score: Raw -2370269.260294 + Penalty 3345.156556 = -2366924.103739 nChanged 177 SP:Iteration 16Q (1277.169074 sec): 3 clusters Score: Raw -2370342.232485 + Penalty 3345.156556 = -2366997.075929 nChanged 147 SP:Iteration 17Q (1277.219433 sec): 3 clusters Score: Raw -2370410.246676 + Penalty 3345.156556 = -2367065.090120 nChanged 130 SP:Iteration 18Q (1277.269414 sec): 3 clusters Score: Raw -2370460.780125 + Penalty 3345.156556 = -2367115.623569 nChanged 111 SP:Iteration 19Q (1277.319447 sec): 3 clusters Score: Raw -2370509.390029 + Penalty 3345.156556 = -2367164.233473 nChanged 99 SP:Iteration 20F (1277.376660 sec): 3 clusters Score: Raw -2370553.762207 + Penalty 3345.156556 = -2367208.605652 nChanged 87 SP:Iteration 21Q (1277.427173 sec): 3 clusters Score: Raw -2370584.445141 + Penalty 3345.156556 = -2367239.288585 nChanged 74 SP:Iteration 22Q (1277.476806 sec): 3 clusters Score: Raw -2370612.820628 + Penalty 3345.156556 = -2367267.664072 nChanged 72 SP:Iteration 23Q (1277.526324 sec): 3 clusters Score: Raw -2370637.584261 + Penalty 3345.156556 = -2367292.427705 nChanged 46 SP:Iteration 24Q (1277.575645 sec): 3 clusters Score: Raw -2370648.706496 + Penalty 3345.156556 = -2367303.549940 nChanged 27 SP:Iteration 25Q (1277.625119 sec): 3 clusters Score: Raw -2370655.556332 + Penalty 3345.156556 = -2367310.399776 nChanged 21 SP:Iteration 26Q (1277.697023 sec): 3 clusters Score: Raw -2370660.933133 + Penalty 3345.156556 = -2367315.776577 nChanged 21 SP:Iteration 27Q (1277.750471 sec): 3 clusters Score: Raw -2370670.194635 + Penalty 3345.156556 = -2367325.038079 nChanged 23 SP:Iteration 28Q (1277.799873 sec): 3 clusters Score: Raw -2370678.036399 + Penalty 3345.156556 = -2367332.879844 nChanged 30 SP:Iteration 29Q (1277.849175 sec): 3 clusters Score: Raw -2370689.579972 + Penalty 3345.156556 = -2367344.423416 nChanged 22 SP:Iteration 30Q (1277.898638 sec): 3 clusters Score: Raw -2370698.244927 + Penalty 3345.156556 = -2367353.088371 nChanged 20 SP:Iteration 31Q (1277.947843 sec): 3 clusters Score: Raw -2370705.767487 + Penalty 3345.156556 = -2367360.610932 nChanged 23 SP:Iteration 32Q (1277.996964 sec): 3 clusters Score: Raw -2370712.241905 + Penalty 3345.156556 = -2367367.085349 nChanged 23 SP:Iteration 33Q (1278.046094 sec): 3 clusters Score: Raw -2370719.480998 + Penalty 3345.156556 = -2367374.324442 nChanged 20 SP:Iteration 34Q (1278.095283 sec): 3 clusters Score: Raw -2370724.177313 + Penalty 3345.156556 = -2367379.020757 nChanged 15 SP:Iteration 35Q (1278.144423 sec): 3 clusters Score: Raw -2370728.273055 + Penalty 3345.156556 = -2367383.116499 nChanged 15 SP:Iteration 36Q (1278.193634 sec): 3 clusters Score: Raw -2370732.169213 + Penalty 3345.156556 = -2367387.012657 nChanged 9 SP:Iteration 37Q (1278.242901 sec): 3 clusters Score: Raw -2370734.283136 + Penalty 3345.156556 = -2367389.126580 nChanged 6 SP:Iteration 38Q (1278.292149 sec): 3 clusters Score: Raw -2370735.575179 + Penalty 3345.156556 = -2367390.418623 nChanged 6 SP:Iteration 39Q (1278.341475 sec): 3 clusters Score: Raw -2370736.742687 + Penalty 3345.156556 = -2367391.586132 nChanged 7 SP:Iteration 40F (1278.398368 sec): 3 clusters Score: Raw -2370738.079377 + Penalty 3345.156556 = -2367392.922821 nChanged 4 SP:Iteration 41Q (1278.448403 sec): 3 clusters Score: Raw -2370739.158530 + Penalty 3345.156556 = -2367394.001974 nChanged 6 SP:Iteration 42Q (1278.497497 sec): 3 clusters Score: Raw -2370740.724100 + Penalty 3345.156556 = -2367395.567544 nChanged 6 SP:Iteration 43Q (1278.546855 sec): 3 clusters Score: Raw -2370742.343835 + Penalty 3345.156556 = -2367397.187279 nChanged 3 SP:Iteration 44Q (1278.595976 sec): 3 clusters Score: Raw -2370742.941766 + Penalty 3345.156556 = -2367397.785210 nChanged 4 SP:Iteration 45Q (1278.645115 sec): 3 clusters Score: Raw -2370743.465538 + Penalty 3345.156556 = -2367398.308982 nChanged 2 SP:Iteration 46Q (1278.694483 sec): 3 clusters Score: Raw -2370744.047238 + Penalty 3345.156556 = -2367398.890682 nChanged 3 SP:Iteration 47Q (1278.743615 sec): 3 clusters Score: Raw -2370744.633698 + Penalty 3345.156556 = -2367399.477142 nChanged 2 SP:Iteration 48Q (1278.792618 sec): 3 clusters Score: Raw -2370744.931226 + Penalty 3345.156556 = -2367399.774671 nChanged 2 SP:Iteration 49Q (1278.841963 sec): 3 clusters Score: Raw -2370745.170611 + Penalty 3345.156556 = -2367400.014055 nChanged 1 SP:Iteration 50Q (1278.890903 sec): 3 clusters Score: Raw -2370745.259471 + Penalty 3345.156556 = -2367400.102915 nChanged 2 SP:Iteration 51Q (1278.940081 sec): 3 clusters Score: Raw -2370745.520468 + Penalty 3345.156556 = -2367400.363912 nChanged 2 SP:Iteration 52Q (1278.989043 sec): 3 clusters Score: Raw -2370745.991918 + Penalty 3345.156556 = -2367400.835362 nChanged 3 SP:Iteration 53Q (1279.038307 sec): 3 clusters Score: Raw -2370746.650721 + Penalty 3345.156556 = -2367401.494165 nChanged 3 SP:Iteration 54Q (1279.087579 sec): 3 clusters Score: Raw -2370747.222352 + Penalty 3345.156556 = -2367402.065796 nChanged 1 SP:Iteration 55Q (1279.136669 sec): 3 clusters Score: Raw -2370747.284414 + Penalty 3345.156556 = -2367402.127858 nChanged 1 SP:Iteration 56Q (1279.185833 sec): 3 clusters Score: Raw -2370747.426555 + Penalty 3345.156556 = -2367402.269999 nChanged 2 SP:Iteration 57Q (1279.234789 sec): 3 clusters Score: Raw -2370747.670129 + Penalty 3345.156556 = -2367402.513573 nChanged 2 SP:Iteration 58Q (1279.284085 sec): 3 clusters Score: Raw -2370748.412430 + Penalty 3345.156556 = -2367403.255874 nChanged 1 SP:Iteration 59Q (1279.333063 sec): 3 clusters Score: Raw -2370748.576955 + Penalty 3345.156556 = -2367403.420399 nChanged 3 SP:Iteration 60F (1279.390190 sec): 3 clusters Score: Raw -2370749.255953 + Penalty 3345.156556 = -2367404.099398 nChanged 4 SP:Iteration 61Q (1279.440084 sec): 3 clusters Score: Raw -2370750.215513 + Penalty 3345.156556 = -2367405.058958 nChanged 1 SP:Iteration 62Q (1279.489323 sec): 3 clusters Score: Raw -2370750.757608 + Penalty 3345.156556 = -2367405.601052 nChanged 2 SP:Iteration 63Q (1279.538461 sec): 3 clusters Score: Raw -2370751.318274 + Penalty 3345.156556 = -2367406.161718 nChanged 3 SP:Iteration 64Q (1279.587613 sec): 3 clusters Score: Raw -2370753.262504 + Penalty 3345.156556 = -2367408.105948 nChanged 4 SP:Iteration 65Q (1279.636602 sec): 3 clusters Score: Raw -2370754.494001 + Penalty 3345.156556 = -2367409.337445 nChanged 5 SP:Iteration 66Q (1279.685501 sec): 3 clusters Score: Raw -2370755.267040 + Penalty 3345.156556 = -2367410.110484 nChanged 5 SP:Iteration 67Q (1279.734371 sec): 3 clusters Score: Raw -2370756.100393 + Penalty 3345.156556 = -2367410.943837 nChanged 1 SP:Iteration 68Q (1279.783105 sec): 3 clusters Score: Raw -2370756.221624 + Penalty 3345.156556 = -2367411.065069 nChanged 0 SP:Iteration 69F (1279.839894 sec): 3 clusters Score: Raw -2370756.221624 + Penalty 3345.156556 = -2367411.065069 nChanged 0 Trying to split cluster 25 (3200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1279.865305 sec): 2 clusters Score: Raw -248761.920213 + Penalty 1311.522239 = -247450.397973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1279.918228 sec): 3 clusters Score: Raw -247276.696154 + Penalty 2623.044479 = -244653.651676 nChanged 1210 SP:Iteration 1F (1279.955799 sec): 3 clusters Score: Raw -248034.243087 + Penalty 2623.044479 = -245411.198608 nChanged 286 SP:Iteration 2F (1279.971256 sec): 3 clusters Score: Raw -248267.459693 + Penalty 2623.044479 = -245644.415215 nChanged 200 SP:Iteration 3F (1279.986686 sec): 3 clusters Score: Raw -248425.346681 + Penalty 2623.044479 = -245802.302202 nChanged 165 SP:Iteration 4F (1280.002142 sec): 3 clusters Score: Raw -248545.780624 + Penalty 2623.044479 = -245922.736145 nChanged 138 SP:Iteration 5Q (1280.017533 sec): 3 clusters Score: Raw -248645.106412 + Penalty 2623.044479 = -246022.061933 nChanged 113 SP:Iteration 6Q (1280.032924 sec): 3 clusters Score: Raw -248723.068663 + Penalty 2623.044479 = -246100.024185 nChanged 93 SP:Iteration 7Q (1280.048102 sec): 3 clusters Score: Raw -248798.556558 + Penalty 2623.044479 = -246175.512079 nChanged 92 SP:Iteration 8Q (1280.063272 sec): 3 clusters Score: Raw -248868.196363 + Penalty 2623.044479 = -246245.151885 nChanged 81 SP:Iteration 9Q (1280.078532 sec): 3 clusters Score: Raw -248949.455131 + Penalty 2623.044479 = -246326.410652 nChanged 91 SP:Iteration 10Q (1280.093895 sec): 3 clusters Score: Raw -249031.487359 + Penalty 2623.044479 = -246408.442881 nChanged 85 SP:Iteration 11Q (1280.109091 sec): 3 clusters Score: Raw -249107.010775 + Penalty 2623.044479 = -246483.966296 nChanged 80 SP:Iteration 12Q (1280.124264 sec): 3 clusters Score: Raw -249168.951766 + Penalty 2623.044479 = -246545.907287 nChanged 63 SP:Iteration 13Q (1280.139402 sec): 3 clusters Score: Raw -249214.880515 + Penalty 2623.044479 = -246591.836036 nChanged 48 SP:Iteration 14Q (1280.154608 sec): 3 clusters Score: Raw -249250.329514 + Penalty 2623.044479 = -246627.285036 nChanged 32 SP:Iteration 15Q (1280.169683 sec): 3 clusters Score: Raw -249270.503058 + Penalty 2623.044479 = -246647.458579 nChanged 33 SP:Iteration 16Q (1280.184699 sec): 3 clusters Score: Raw -249286.295011 + Penalty 2623.044479 = -246663.250532 nChanged 26 SP:Iteration 17Q (1280.199681 sec): 3 clusters Score: Raw -249306.467677 + Penalty 2623.044479 = -246683.423199 nChanged 28 SP:Iteration 18Q (1280.214667 sec): 3 clusters Score: Raw -249328.077206 + Penalty 2623.044479 = -246705.032728 nChanged 30 SP:Iteration 19Q (1280.229589 sec): 3 clusters Score: Raw -249347.822336 + Penalty 2623.044479 = -246724.777857 nChanged 22 SP:Iteration 20F (1280.244793 sec): 3 clusters Score: Raw -249357.594469 + Penalty 2623.044479 = -246734.549991 nChanged 15 SP:Iteration 21Q (1280.259742 sec): 3 clusters Score: Raw -249364.611798 + Penalty 2623.044479 = -246741.567319 nChanged 14 SP:Iteration 22Q (1280.274633 sec): 3 clusters Score: Raw -249375.544229 + Penalty 2623.044479 = -246752.499750 nChanged 19 SP:Iteration 23Q (1280.289527 sec): 3 clusters Score: Raw -249384.919689 + Penalty 2623.044479 = -246761.875210 nChanged 8 SP:Iteration 24Q (1280.304343 sec): 3 clusters Score: Raw -249387.659314 + Penalty 2623.044479 = -246764.614835 nChanged 6 SP:Iteration 25Q (1280.319218 sec): 3 clusters Score: Raw -249391.567058 + Penalty 2623.044479 = -246768.522580 nChanged 9 SP:Iteration 26Q (1280.335400 sec): 3 clusters Score: Raw -249396.980433 + Penalty 2623.044479 = -246773.935954 nChanged 9 SP:Iteration 27Q (1280.350251 sec): 3 clusters Score: Raw -249401.175457 + Penalty 2623.044479 = -246778.130978 nChanged 8 SP:Iteration 28Q (1280.365034 sec): 3 clusters Score: Raw -249406.978305 + Penalty 2623.044479 = -246783.933826 nChanged 10 SP:Iteration 29Q (1280.379838 sec): 3 clusters Score: Raw -249411.488236 + Penalty 2623.044479 = -246788.443758 nChanged 5 SP:Iteration 30Q (1280.394581 sec): 3 clusters Score: Raw -249413.502945 + Penalty 2623.044479 = -246790.458466 nChanged 5 SP:Iteration 31Q (1280.409373 sec): 3 clusters Score: Raw -249417.011373 + Penalty 2623.044479 = -246793.966894 nChanged 6 SP:Iteration 32Q (1280.424169 sec): 3 clusters Score: Raw -249419.663658 + Penalty 2623.044479 = -246796.619179 nChanged 1 SP:Iteration 33Q (1280.438772 sec): 3 clusters Score: Raw -249419.897353 + Penalty 2623.044479 = -246796.852875 nChanged 0 SP:Iteration 34F (1280.454155 sec): 3 clusters Score: Raw -249419.897353 + Penalty 2623.044479 = -246796.852875 nChanged 0 Trying to split cluster 26 (3178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1280.470556 sec): 2 clusters Score: Raw -264355.561161 + Penalty 1310.401194 = -263045.159967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1280.486980 sec): 3 clusters Score: Raw -262889.445403 + Penalty 2620.802388 = -260268.643015 nChanged 1150 SP:Iteration 1F (1280.502476 sec): 3 clusters Score: Raw -263532.845234 + Penalty 2620.802388 = -260912.042847 nChanged 236 SP:Iteration 2F (1280.517936 sec): 3 clusters Score: Raw -263681.709311 + Penalty 2620.802388 = -261060.906923 nChanged 180 SP:Iteration 3F (1280.533246 sec): 3 clusters Score: Raw -263798.674127 + Penalty 2620.802388 = -261177.871739 nChanged 137 SP:Iteration 4Q (1280.548747 sec): 3 clusters Score: Raw -263887.187611 + Penalty 2620.802388 = -261266.385224 nChanged 110 SP:Iteration 5Q (1280.564245 sec): 3 clusters Score: Raw -263946.904464 + Penalty 2620.802388 = -261326.102076 nChanged 104 SP:Iteration 6Q (1280.579988 sec): 3 clusters Score: Raw -264006.530839 + Penalty 2620.802388 = -261385.728451 nChanged 90 SP:Iteration 7Q (1280.595442 sec): 3 clusters Score: Raw -264064.610066 + Penalty 2620.802388 = -261443.807678 nChanged 93 SP:Iteration 8Q (1280.610903 sec): 3 clusters Score: Raw -264116.206546 + Penalty 2620.802388 = -261495.404158 nChanged 85 SP:Iteration 9Q (1280.626362 sec): 3 clusters Score: Raw -264179.239247 + Penalty 2620.802388 = -261558.436859 nChanged 105 SP:Iteration 10Q (1280.641657 sec): 3 clusters Score: Raw -264252.250976 + Penalty 2620.802388 = -261631.448588 nChanged 91 SP:Iteration 11Q (1280.657044 sec): 3 clusters Score: Raw -264311.547205 + Penalty 2620.802388 = -261690.744817 nChanged 81 SP:Iteration 12Q (1280.672383 sec): 3 clusters Score: Raw -264365.363578 + Penalty 2620.802388 = -261744.561190 nChanged 65 SP:Iteration 13Q (1280.687725 sec): 3 clusters Score: Raw -264397.464577 + Penalty 2620.802388 = -261776.662189 nChanged 50 SP:Iteration 14Q (1280.703093 sec): 3 clusters Score: Raw -264426.496739 + Penalty 2620.802388 = -261805.694351 nChanged 37 SP:Iteration 15Q (1280.718277 sec): 3 clusters Score: Raw -264449.384741 + Penalty 2620.802388 = -261828.582353 nChanged 33 SP:Iteration 16Q (1280.733423 sec): 3 clusters Score: Raw -264469.364819 + Penalty 2620.802388 = -261848.562431 nChanged 39 SP:Iteration 17Q (1280.748697 sec): 3 clusters Score: Raw -264493.299629 + Penalty 2620.802388 = -261872.497241 nChanged 34 SP:Iteration 18Q (1280.763967 sec): 3 clusters Score: Raw -264512.857090 + Penalty 2620.802388 = -261892.054702 nChanged 26 SP:Iteration 19Q (1280.779184 sec): 3 clusters Score: Raw -264528.579725 + Penalty 2620.802388 = -261907.777337 nChanged 27 SP:Iteration 20F (1280.794560 sec): 3 clusters Score: Raw -264539.742405 + Penalty 2620.802388 = -261918.940017 nChanged 20 SP:Iteration 21Q (1280.809630 sec): 3 clusters Score: Raw -264548.457245 + Penalty 2620.802388 = -261927.654857 nChanged 21 SP:Iteration 22Q (1280.824868 sec): 3 clusters Score: Raw -264560.027177 + Penalty 2620.802388 = -261939.224789 nChanged 22 SP:Iteration 23Q (1280.840047 sec): 3 clusters Score: Raw -264569.545660 + Penalty 2620.802388 = -261948.743273 nChanged 12 SP:Iteration 24Q (1280.855251 sec): 3 clusters Score: Raw -264574.491914 + Penalty 2620.802388 = -261953.689526 nChanged 9 SP:Iteration 25Q (1280.870386 sec): 3 clusters Score: Raw -264577.195052 + Penalty 2620.802388 = -261956.392664 nChanged 5 SP:Iteration 26Q (1280.885542 sec): 3 clusters Score: Raw -264580.176523 + Penalty 2620.802388 = -261959.374135 nChanged 10 SP:Iteration 27Q (1280.900569 sec): 3 clusters Score: Raw -264584.940419 + Penalty 2620.802388 = -261964.138031 nChanged 12 SP:Iteration 28Q (1280.915584 sec): 3 clusters Score: Raw -264589.460813 + Penalty 2620.802388 = -261968.658426 nChanged 10 SP:Iteration 29Q (1280.930776 sec): 3 clusters Score: Raw -264595.109999 + Penalty 2620.802388 = -261974.307611 nChanged 13 SP:Iteration 30Q (1280.945913 sec): 3 clusters Score: Raw -264603.834265 + Penalty 2620.802388 = -261983.031877 nChanged 16 SP:Iteration 31Q (1280.961084 sec): 3 clusters Score: Raw -264612.224890 + Penalty 2620.802388 = -261991.422502 nChanged 9 SP:Iteration 32Q (1280.976198 sec): 3 clusters Score: Raw -264616.360332 + Penalty 2620.802388 = -261995.557944 nChanged 11 SP:Iteration 33Q (1280.991555 sec): 3 clusters Score: Raw -264620.205589 + Penalty 2620.802388 = -261999.403202 nChanged 11 SP:Iteration 34Q (1281.006645 sec): 3 clusters Score: Raw -264623.911542 + Penalty 2620.802388 = -262003.109154 nChanged 8 SP:Iteration 35Q (1281.021738 sec): 3 clusters Score: Raw -264625.526685 + Penalty 2620.802388 = -262004.724297 nChanged 3 SP:Iteration 36Q (1281.036820 sec): 3 clusters Score: Raw -264626.600847 + Penalty 2620.802388 = -262005.798459 nChanged 0 SP:Iteration 37F (1281.052253 sec): 3 clusters Score: Raw -264626.600847 + Penalty 2620.802388 = -262005.798459 nChanged 0 Trying to split cluster 27 (24650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1281.092884 sec): 2 clusters Score: Raw -2084439.439011 + Penalty 1643.286479 = -2082796.152532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1281.142819 sec): 3 clusters Score: Raw -2069397.987611 + Penalty 3286.572958 = -2066111.414653 nChanged 11259 SP:Iteration 1F (1281.190462 sec): 3 clusters Score: Raw -2075494.189099 + Penalty 3286.572958 = -2072207.616141 nChanged 1134 SP:Iteration 2Q (1281.239721 sec): 3 clusters Score: Raw -2075886.769150 + Penalty 3286.572958 = -2072600.196192 nChanged 1065 SP:Iteration 3Q (1281.288792 sec): 3 clusters Score: Raw -2076263.530882 + Penalty 3286.572958 = -2072976.957924 nChanged 1074 SP:Iteration 4Q (1281.337747 sec): 3 clusters Score: Raw -2076671.642488 + Penalty 3286.572958 = -2073385.069530 nChanged 1124 SP:Iteration 5Q (1281.386604 sec): 3 clusters Score: Raw -2077140.714422 + Penalty 3286.572958 = -2073854.141464 nChanged 1097 SP:Iteration 6Q (1281.435558 sec): 3 clusters Score: Raw -2077647.269901 + Penalty 3286.572958 = -2074360.696943 nChanged 1067 SP:Iteration 7Q (1281.484236 sec): 3 clusters Score: Raw -2078167.400911 + Penalty 3286.572958 = -2074880.827952 nChanged 1117 SP:Iteration 8Q (1281.533068 sec): 3 clusters Score: Raw -2078667.917815 + Penalty 3286.572958 = -2075381.344857 nChanged 1080 SP:Iteration 9Q (1281.581867 sec): 3 clusters Score: Raw -2079127.733848 + Penalty 3286.572958 = -2075841.160889 nChanged 1001 SP:Iteration 10Q (1281.630490 sec): 3 clusters Score: Raw -2079512.843360 + Penalty 3286.572958 = -2076226.270402 nChanged 864 SP:Iteration 11Q (1281.678808 sec): 3 clusters Score: Raw -2079840.731824 + Penalty 3286.572958 = -2076554.158866 nChanged 744 SP:Iteration 12Q (1281.727229 sec): 3 clusters Score: Raw -2080117.736468 + Penalty 3286.572958 = -2076831.163509 nChanged 733 SP:Iteration 13Q (1281.775615 sec): 3 clusters Score: Raw -2080392.962960 + Penalty 3286.572958 = -2077106.390002 nChanged 660 SP:Iteration 14Q (1281.823943 sec): 3 clusters Score: Raw -2080649.224894 + Penalty 3286.572958 = -2077362.651936 nChanged 601 SP:Iteration 15Q (1281.871743 sec): 3 clusters Score: Raw -2080863.607680 + Penalty 3286.572958 = -2077577.034722 nChanged 527 SP:Iteration 16Q (1281.919704 sec): 3 clusters Score: Raw -2081019.316005 + Penalty 3286.572958 = -2077732.743047 nChanged 432 SP:Iteration 17Q (1281.967413 sec): 3 clusters Score: Raw -2081123.359067 + Penalty 3286.572958 = -2077836.786109 nChanged 337 SP:Iteration 18Q (1282.014814 sec): 3 clusters Score: Raw -2081191.849541 + Penalty 3286.572958 = -2077905.276582 nChanged 285 SP:Iteration 19Q (1282.061928 sec): 3 clusters Score: Raw -2081253.189612 + Penalty 3286.572958 = -2077966.616654 nChanged 274 SP:Iteration 20F (1282.109177 sec): 3 clusters Score: Raw -2081313.501969 + Penalty 3286.572958 = -2078026.929010 nChanged 264 SP:Iteration 21Q (1282.156872 sec): 3 clusters Score: Raw -2081371.912823 + Penalty 3286.572958 = -2078085.339865 nChanged 274 SP:Iteration 22Q (1282.203844 sec): 3 clusters Score: Raw -2081446.460767 + Penalty 3286.572958 = -2078159.887808 nChanged 303 SP:Iteration 23Q (1282.250659 sec): 3 clusters Score: Raw -2081527.625270 + Penalty 3286.572958 = -2078241.052312 nChanged 301 SP:Iteration 24Q (1282.297549 sec): 3 clusters Score: Raw -2081607.431942 + Penalty 3286.572958 = -2078320.858984 nChanged 279 SP:Iteration 25Q (1282.379344 sec): 3 clusters Score: Raw -2081673.079026 + Penalty 3286.572958 = -2078386.506067 nChanged 256 SP:Iteration 26Q (1282.425928 sec): 3 clusters Score: Raw -2081733.332539 + Penalty 3286.572958 = -2078446.759580 nChanged 266 SP:Iteration 27Q (1282.472399 sec): 3 clusters Score: Raw -2081798.938418 + Penalty 3286.572958 = -2078512.365460 nChanged 285 SP:Iteration 28Q (1282.518520 sec): 3 clusters Score: Raw -2081876.713339 + Penalty 3286.572958 = -2078590.140381 nChanged 318 SP:Iteration 29Q (1282.564750 sec): 3 clusters Score: Raw -2081971.129839 + Penalty 3286.572958 = -2078684.556880 nChanged 321 SP:Iteration 30Q (1282.610756 sec): 3 clusters Score: Raw -2082074.031483 + Penalty 3286.572958 = -2078787.458525 nChanged 359 SP:Iteration 31Q (1282.656551 sec): 3 clusters Score: Raw -2082202.713375 + Penalty 3286.572958 = -2078916.140417 nChanged 382 SP:Iteration 32Q (1282.702221 sec): 3 clusters Score: Raw -2082344.542278 + Penalty 3286.572958 = -2079057.969320 nChanged 393 SP:Iteration 33Q (1282.747732 sec): 3 clusters Score: Raw -2082494.829690 + Penalty 3286.572958 = -2079208.256732 nChanged 398 SP:Iteration 34Q (1282.792828 sec): 3 clusters Score: Raw -2082643.003549 + Penalty 3286.572958 = -2079356.430591 nChanged 376 SP:Iteration 35Q (1282.837898 sec): 3 clusters Score: Raw -2082796.836224 + Penalty 3286.572958 = -2079510.263266 nChanged 399 SP:Iteration 36Q (1282.882607 sec): 3 clusters Score: Raw -2082976.690508 + Penalty 3286.572958 = -2079690.117549 nChanged 407 SP:Iteration 37Q (1282.927009 sec): 3 clusters Score: Raw -2083161.327023 + Penalty 3286.572958 = -2079874.754065 nChanged 367 SP:Iteration 38Q (1282.971137 sec): 3 clusters Score: Raw -2083315.619527 + Penalty 3286.572958 = -2080029.046569 nChanged 368 SP:Iteration 39Q (1283.014902 sec): 3 clusters Score: Raw -2083468.791887 + Penalty 3286.572958 = -2080182.218929 nChanged 345 SP:Iteration 40F (1283.062224 sec): 3 clusters Score: Raw -2083640.716595 + Penalty 3286.572958 = -2080354.143637 nChanged 352 SP:Iteration 41Q (1283.105765 sec): 3 clusters Score: Raw -2083824.541772 + Penalty 3286.572958 = -2080537.968814 nChanged 328 SP:Iteration 42Q (1283.148603 sec): 3 clusters Score: Raw -2083997.332793 + Penalty 3286.572958 = -2080710.759834 nChanged 287 SP:Iteration 43Q (1283.191304 sec): 3 clusters Score: Raw -2084143.149924 + Penalty 3286.572958 = -2080856.576966 nChanged 252 SP:Iteration 44Q (1283.233630 sec): 3 clusters Score: Raw -2084268.841282 + Penalty 3286.572958 = -2080982.268324 nChanged 228 SP:Iteration 45Q (1283.275851 sec): 3 clusters Score: Raw -2084379.191528 + Penalty 3286.572958 = -2081092.618569 nChanged 184 SP:Iteration 46Q (1283.317421 sec): 3 clusters Score: Raw -2084466.139827 + Penalty 3286.572958 = -2081179.566869 nChanged 148 SP:Iteration 47Q (1283.359101 sec): 3 clusters Score: Raw -2084531.637573 + Penalty 3286.572958 = -2081245.064615 nChanged 140 SP:Iteration 48Q (1283.400592 sec): 3 clusters Score: Raw -2084587.426098 + Penalty 3286.572958 = -2081300.853140 nChanged 97 SP:Iteration 49Q (1283.441703 sec): 3 clusters Score: Raw -2084633.081661 + Penalty 3286.572958 = -2081346.508703 nChanged 95 SP:Iteration 50Q (1283.482613 sec): 3 clusters Score: Raw -2084672.227185 + Penalty 3286.572958 = -2081385.654227 nChanged 97 SP:Iteration 51Q (1283.523453 sec): 3 clusters Score: Raw -2084718.888970 + Penalty 3286.572958 = -2081432.316012 nChanged 80 SP:Iteration 52Q (1283.564250 sec): 3 clusters Score: Raw -2084753.627955 + Penalty 3286.572958 = -2081467.054997 nChanged 61 SP:Iteration 53Q (1283.604947 sec): 3 clusters Score: Raw -2084778.062837 + Penalty 3286.572958 = -2081491.489879 nChanged 62 SP:Iteration 54Q (1283.645686 sec): 3 clusters Score: Raw -2084801.981626 + Penalty 3286.572958 = -2081515.408667 nChanged 56 SP:Iteration 55Q (1283.686295 sec): 3 clusters Score: Raw -2084827.093460 + Penalty 3286.572958 = -2081540.520501 nChanged 55 SP:Iteration 56Q (1283.726848 sec): 3 clusters Score: Raw -2084854.020276 + Penalty 3286.572958 = -2081567.447318 nChanged 55 SP:Iteration 57Q (1283.767418 sec): 3 clusters Score: Raw -2084872.717817 + Penalty 3286.572958 = -2081586.144859 nChanged 48 SP:Iteration 58Q (1283.807570 sec): 3 clusters Score: Raw -2084891.386427 + Penalty 3286.572958 = -2081604.813469 nChanged 35 SP:Iteration 59Q (1283.848075 sec): 3 clusters Score: Raw -2084902.420045 + Penalty 3286.572958 = -2081615.847086 nChanged 34 SP:Iteration 60F (1283.895427 sec): 3 clusters Score: Raw -2084917.134457 + Penalty 3286.572958 = -2081630.561499 nChanged 35 SP:Iteration 61Q (1283.935717 sec): 3 clusters Score: Raw -2084930.654545 + Penalty 3286.572958 = -2081644.081587 nChanged 28 SP:Iteration 62Q (1283.976084 sec): 3 clusters Score: Raw -2084939.095325 + Penalty 3286.572958 = -2081652.522367 nChanged 15 SP:Iteration 63Q (1284.016214 sec): 3 clusters Score: Raw -2084943.985367 + Penalty 3286.572958 = -2081657.412408 nChanged 12 SP:Iteration 64Q (1284.056667 sec): 3 clusters Score: Raw -2084948.267431 + Penalty 3286.572958 = -2081661.694473 nChanged 13 SP:Iteration 65Q (1284.096685 sec): 3 clusters Score: Raw -2084953.709406 + Penalty 3286.572958 = -2081667.136448 nChanged 11 SP:Iteration 66Q (1284.136934 sec): 3 clusters Score: Raw -2084959.181761 + Penalty 3286.572958 = -2081672.608802 nChanged 13 SP:Iteration 67Q (1284.177263 sec): 3 clusters Score: Raw -2084961.876038 + Penalty 3286.572958 = -2081675.303080 nChanged 10 SP:Iteration 68Q (1284.217245 sec): 3 clusters Score: Raw -2084965.235587 + Penalty 3286.572958 = -2081678.662628 nChanged 6 SP:Iteration 69Q (1284.257353 sec): 3 clusters Score: Raw -2084966.765025 + Penalty 3286.572958 = -2081680.192066 nChanged 5 SP:Iteration 70Q (1284.297419 sec): 3 clusters Score: Raw -2084968.509666 + Penalty 3286.572958 = -2081681.936708 nChanged 7 SP:Iteration 71Q (1284.337558 sec): 3 clusters Score: Raw -2084970.421981 + Penalty 3286.572958 = -2081683.849023 nChanged 7 SP:Iteration 72Q (1284.377530 sec): 3 clusters Score: Raw -2084971.636416 + Penalty 3286.572958 = -2081685.063458 nChanged 5 SP:Iteration 73Q (1284.417639 sec): 3 clusters Score: Raw -2084972.375576 + Penalty 3286.572958 = -2081685.802618 nChanged 5 SP:Iteration 74Q (1284.457643 sec): 3 clusters Score: Raw -2084973.644911 + Penalty 3286.572958 = -2081687.071953 nChanged 8 SP:Iteration 75Q (1284.497779 sec): 3 clusters Score: Raw -2084975.058807 + Penalty 3286.572958 = -2081688.485849 nChanged 1 SP:Iteration 76Q (1284.537674 sec): 3 clusters Score: Raw -2084975.638096 + Penalty 3286.572958 = -2081689.065138 nChanged 3 SP:Iteration 77Q (1284.577746 sec): 3 clusters Score: Raw -2084976.372237 + Penalty 3286.572958 = -2081689.799278 nChanged 7 SP:Iteration 78Q (1284.617751 sec): 3 clusters Score: Raw -2084978.451569 + Penalty 3286.572958 = -2081691.878611 nChanged 1 SP:Iteration 79Q (1284.657815 sec): 3 clusters Score: Raw -2084979.308035 + Penalty 3286.572958 = -2081692.735077 nChanged 7 SP:Iteration 80F (1284.705051 sec): 3 clusters Score: Raw -2084983.043031 + Penalty 3286.572958 = -2081696.470072 nChanged 10 SP:Iteration 81Q (1284.745404 sec): 3 clusters Score: Raw -2084987.173341 + Penalty 3286.572958 = -2081700.600383 nChanged 8 SP:Iteration 82Q (1284.785407 sec): 3 clusters Score: Raw -2084990.014074 + Penalty 3286.572958 = -2081703.441116 nChanged 4 SP:Iteration 83Q (1284.825502 sec): 3 clusters Score: Raw -2084990.873122 + Penalty 3286.572958 = -2081704.300164 nChanged 6 SP:Iteration 84Q (1284.865503 sec): 3 clusters Score: Raw -2084992.147422 + Penalty 3286.572958 = -2081705.574464 nChanged 5 SP:Iteration 85Q (1284.905755 sec): 3 clusters Score: Raw -2084993.105288 + Penalty 3286.572958 = -2081706.532330 nChanged 2 SP:Iteration 86Q (1284.945807 sec): 3 clusters Score: Raw -2084993.740826 + Penalty 3286.572958 = -2081707.167868 nChanged 2 SP:Iteration 87Q (1284.986068 sec): 3 clusters Score: Raw -2084994.272515 + Penalty 3286.572958 = -2081707.699556 nChanged 1 SP:Iteration 88Q (1285.025971 sec): 3 clusters Score: Raw -2084994.883637 + Penalty 3286.572958 = -2081708.310679 nChanged 0 SP:Iteration 89F (1285.073490 sec): 3 clusters Score: Raw -2084994.883637 + Penalty 3286.572958 = -2081708.310679 nChanged 0 Trying to split cluster 28 (28924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1285.114519 sec): 2 clusters Score: Raw -2414313.038230 + Penalty 1669.269384 = -2412643.768846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1285.171447 sec): 3 clusters Score: Raw -2396474.695423 + Penalty 3338.538768 = -2393136.156655 nChanged 13390 SP:Iteration 1F (1285.225452 sec): 3 clusters Score: Raw -2404182.527579 + Penalty 3338.538768 = -2400843.988811 nChanged 1683 SP:Iteration 2F (1285.279471 sec): 3 clusters Score: Raw -2405263.175152 + Penalty 3338.538768 = -2401924.636383 nChanged 2161 SP:Iteration 3F (1285.333251 sec): 3 clusters Score: Raw -2407227.140252 + Penalty 3338.538768 = -2403888.601484 nChanged 2618 SP:Iteration 4F (1285.386807 sec): 3 clusters Score: Raw -2409927.602129 + Penalty 3338.538768 = -2406589.063361 nChanged 2760 SP:Iteration 5F (1285.440664 sec): 3 clusters Score: Raw -2412450.169107 + Penalty 3338.538768 = -2409111.630338 nChanged 2152 SP:Iteration 6F (1285.494548 sec): 3 clusters Score: Raw -2413873.415902 + Penalty 3338.538768 = -2410534.877134 nChanged 1327 SP:Iteration 7Q (1285.549685 sec): 3 clusters Score: Raw -2414501.917812 + Penalty 3338.538768 = -2411163.379044 nChanged 842 SP:Iteration 8Q (1285.603670 sec): 3 clusters Score: Raw -2414826.757401 + Penalty 3338.538768 = -2411488.218633 nChanged 610 SP:Iteration 9Q (1285.657681 sec): 3 clusters Score: Raw -2415061.980036 + Penalty 3338.538768 = -2411723.441267 nChanged 486 SP:Iteration 10Q (1285.711792 sec): 3 clusters Score: Raw -2415290.421570 + Penalty 3338.538768 = -2411951.882802 nChanged 470 SP:Iteration 11Q (1285.765392 sec): 3 clusters Score: Raw -2415530.840301 + Penalty 3338.538768 = -2412192.301532 nChanged 430 SP:Iteration 12Q (1285.818580 sec): 3 clusters Score: Raw -2415681.983830 + Penalty 3338.538768 = -2412343.445062 nChanged 363 SP:Iteration 13Q (1285.871562 sec): 3 clusters Score: Raw -2415801.434445 + Penalty 3338.538768 = -2412462.895677 nChanged 322 SP:Iteration 14Q (1285.924124 sec): 3 clusters Score: Raw -2415896.433347 + Penalty 3338.538768 = -2412557.894579 nChanged 293 SP:Iteration 15Q (1285.976400 sec): 3 clusters Score: Raw -2415984.233121 + Penalty 3338.538768 = -2412645.694353 nChanged 250 SP:Iteration 16Q (1286.028541 sec): 3 clusters Score: Raw -2416058.214707 + Penalty 3338.538768 = -2412719.675939 nChanged 220 SP:Iteration 17Q (1286.080301 sec): 3 clusters Score: Raw -2416118.873751 + Penalty 3338.538768 = -2412780.334982 nChanged 192 SP:Iteration 18Q (1286.131817 sec): 3 clusters Score: Raw -2416166.774754 + Penalty 3338.538768 = -2412828.235986 nChanged 166 SP:Iteration 19Q (1286.182852 sec): 3 clusters Score: Raw -2416210.449203 + Penalty 3338.538768 = -2412871.910435 nChanged 177 SP:Iteration 20F (1286.235998 sec): 3 clusters Score: Raw -2416252.455893 + Penalty 3338.538768 = -2412913.917125 nChanged 160 SP:Iteration 21Q (1286.288144 sec): 3 clusters Score: Raw -2416290.600877 + Penalty 3338.538768 = -2412952.062109 nChanged 152 SP:Iteration 22Q (1286.339117 sec): 3 clusters Score: Raw -2416324.479004 + Penalty 3338.538768 = -2412985.940235 nChanged 130 SP:Iteration 23Q (1286.390121 sec): 3 clusters Score: Raw -2416350.539081 + Penalty 3338.538768 = -2413012.000312 nChanged 122 SP:Iteration 24Q (1286.440763 sec): 3 clusters Score: Raw -2416373.929211 + Penalty 3338.538768 = -2413035.390442 nChanged 104 SP:Iteration 25Q (1286.491682 sec): 3 clusters Score: Raw -2416390.751368 + Penalty 3338.538768 = -2413052.212600 nChanged 90 SP:Iteration 26Q (1286.542464 sec): 3 clusters Score: Raw -2416403.424884 + Penalty 3338.538768 = -2413064.886116 nChanged 89 SP:Iteration 27Q (1286.593095 sec): 3 clusters Score: Raw -2416417.058642 + Penalty 3338.538768 = -2413078.519873 nChanged 86 SP:Iteration 28Q (1286.643337 sec): 3 clusters Score: Raw -2416429.927779 + Penalty 3338.538768 = -2413091.389011 nChanged 92 SP:Iteration 29Q (1286.693912 sec): 3 clusters Score: Raw -2416443.660468 + Penalty 3338.538768 = -2413105.121700 nChanged 91 SP:Iteration 30Q (1286.744044 sec): 3 clusters Score: Raw -2416455.834181 + Penalty 3338.538768 = -2413117.295412 nChanged 91 SP:Iteration 31Q (1286.794143 sec): 3 clusters Score: Raw -2416468.056485 + Penalty 3338.538768 = -2413129.517716 nChanged 83 SP:Iteration 32Q (1286.844122 sec): 3 clusters Score: Raw -2416478.227232 + Penalty 3338.538768 = -2413139.688464 nChanged 81 SP:Iteration 33Q (1286.893978 sec): 3 clusters Score: Raw -2416488.755577 + Penalty 3338.538768 = -2413150.216809 nChanged 87 SP:Iteration 34Q (1286.943883 sec): 3 clusters Score: Raw -2416501.356880 + Penalty 3338.538768 = -2413162.818111 nChanged 79 SP:Iteration 35Q (1286.993748 sec): 3 clusters Score: Raw -2416513.868569 + Penalty 3338.538768 = -2413175.329801 nChanged 80 SP:Iteration 36Q (1287.043535 sec): 3 clusters Score: Raw -2416524.932317 + Penalty 3338.538768 = -2413186.393549 nChanged 71 SP:Iteration 37Q (1287.093376 sec): 3 clusters Score: Raw -2416534.895167 + Penalty 3338.538768 = -2413196.356398 nChanged 62 SP:Iteration 38Q (1287.142898 sec): 3 clusters Score: Raw -2416542.012934 + Penalty 3338.538768 = -2413203.474165 nChanged 54 SP:Iteration 39Q (1287.192565 sec): 3 clusters Score: Raw -2416548.402311 + Penalty 3338.538768 = -2413209.863542 nChanged 48 SP:Iteration 40F (1287.245704 sec): 3 clusters Score: Raw -2416553.098625 + Penalty 3338.538768 = -2413214.559857 nChanged 39 SP:Iteration 41Q (1287.296132 sec): 3 clusters Score: Raw -2416556.343775 + Penalty 3338.538768 = -2413217.805007 nChanged 31 SP:Iteration 42Q (1287.345788 sec): 3 clusters Score: Raw -2416558.748092 + Penalty 3338.538768 = -2413220.209324 nChanged 26 SP:Iteration 43Q (1287.395483 sec): 3 clusters Score: Raw -2416561.091051 + Penalty 3338.538768 = -2413222.552283 nChanged 30 SP:Iteration 44Q (1287.445133 sec): 3 clusters Score: Raw -2416563.744257 + Penalty 3338.538768 = -2413225.205488 nChanged 37 SP:Iteration 45Q (1287.494868 sec): 3 clusters Score: Raw -2416567.085425 + Penalty 3338.538768 = -2413228.546656 nChanged 29 SP:Iteration 46Q (1287.544413 sec): 3 clusters Score: Raw -2416569.973058 + Penalty 3338.538768 = -2413231.434290 nChanged 28 SP:Iteration 47Q (1287.594048 sec): 3 clusters Score: Raw -2416572.619254 + Penalty 3338.538768 = -2413234.080486 nChanged 24 SP:Iteration 48Q (1287.643702 sec): 3 clusters Score: Raw -2416574.449463 + Penalty 3338.538768 = -2413235.910695 nChanged 22 SP:Iteration 49Q (1287.693400 sec): 3 clusters Score: Raw -2416576.215745 + Penalty 3338.538768 = -2413237.676977 nChanged 27 SP:Iteration 50Q (1287.742839 sec): 3 clusters Score: Raw -2416578.447229 + Penalty 3338.538768 = -2413239.908460 nChanged 27 SP:Iteration 51Q (1287.792232 sec): 3 clusters Score: Raw -2416580.550356 + Penalty 3338.538768 = -2413242.011588 nChanged 26 SP:Iteration 52Q (1287.841644 sec): 3 clusters Score: Raw -2416583.154957 + Penalty 3338.538768 = -2413244.616189 nChanged 31 SP:Iteration 53Q (1287.891033 sec): 3 clusters Score: Raw -2416586.054418 + Penalty 3338.538768 = -2413247.515650 nChanged 32 SP:Iteration 54Q (1287.940361 sec): 3 clusters Score: Raw -2416588.896678 + Penalty 3338.538768 = -2413250.357910 nChanged 29 SP:Iteration 55Q (1287.989669 sec): 3 clusters Score: Raw -2416592.013489 + Penalty 3338.538768 = -2413253.474721 nChanged 33 SP:Iteration 56Q (1288.038936 sec): 3 clusters Score: Raw -2416595.274674 + Penalty 3338.538768 = -2413256.735906 nChanged 42 SP:Iteration 57Q (1288.088289 sec): 3 clusters Score: Raw -2416598.805805 + Penalty 3338.538768 = -2413260.267037 nChanged 41 SP:Iteration 58Q (1288.137590 sec): 3 clusters Score: Raw -2416603.386526 + Penalty 3338.538768 = -2413264.847757 nChanged 43 SP:Iteration 59Q (1288.186920 sec): 3 clusters Score: Raw -2416607.878720 + Penalty 3338.538768 = -2413269.339952 nChanged 47 SP:Iteration 60F (1288.239956 sec): 3 clusters Score: Raw -2416611.881086 + Penalty 3338.538768 = -2413273.342318 nChanged 34 SP:Iteration 61Q (1288.290158 sec): 3 clusters Score: Raw -2416614.832269 + Penalty 3338.538768 = -2413276.293501 nChanged 31 SP:Iteration 62Q (1288.339376 sec): 3 clusters Score: Raw -2416617.042004 + Penalty 3338.538768 = -2413278.503236 nChanged 22 SP:Iteration 63Q (1288.388645 sec): 3 clusters Score: Raw -2416619.093196 + Penalty 3338.538768 = -2413280.554428 nChanged 33 SP:Iteration 64Q (1288.437658 sec): 3 clusters Score: Raw -2416622.584448 + Penalty 3338.538768 = -2413284.045680 nChanged 34 SP:Iteration 65Q (1288.486679 sec): 3 clusters Score: Raw -2416627.140475 + Penalty 3338.538768 = -2413288.601707 nChanged 39 SP:Iteration 66Q (1288.535791 sec): 3 clusters Score: Raw -2416632.459532 + Penalty 3338.538768 = -2413293.920764 nChanged 42 SP:Iteration 67Q (1288.584778 sec): 3 clusters Score: Raw -2416638.155750 + Penalty 3338.538768 = -2413299.616982 nChanged 41 SP:Iteration 68Q (1288.633841 sec): 3 clusters Score: Raw -2416642.914282 + Penalty 3338.538768 = -2413304.375514 nChanged 36 SP:Iteration 69Q (1288.682894 sec): 3 clusters Score: Raw -2416647.688289 + Penalty 3338.538768 = -2413309.149521 nChanged 38 SP:Iteration 70Q (1288.731829 sec): 3 clusters Score: Raw -2416652.580805 + Penalty 3338.538768 = -2413314.042037 nChanged 24 SP:Iteration 71Q (1288.780709 sec): 3 clusters Score: Raw -2416655.363716 + Penalty 3338.538768 = -2413316.824948 nChanged 35 SP:Iteration 72Q (1288.829570 sec): 3 clusters Score: Raw -2416659.482610 + Penalty 3338.538768 = -2413320.943842 nChanged 35 SP:Iteration 73Q (1288.878526 sec): 3 clusters Score: Raw -2416663.395092 + Penalty 3338.538768 = -2413324.856324 nChanged 39 SP:Iteration 74Q (1288.927582 sec): 3 clusters Score: Raw -2416667.398424 + Penalty 3338.538768 = -2413328.859656 nChanged 35 SP:Iteration 75Q (1288.976531 sec): 3 clusters Score: Raw -2416670.572055 + Penalty 3338.538768 = -2413332.033287 nChanged 35 SP:Iteration 76Q (1289.025135 sec): 3 clusters Score: Raw -2416673.329826 + Penalty 3338.538768 = -2413334.791058 nChanged 32 SP:Iteration 77Q (1289.074005 sec): 3 clusters Score: Raw -2416675.875902 + Penalty 3338.538768 = -2413337.337134 nChanged 24 SP:Iteration 78Q (1289.122767 sec): 3 clusters Score: Raw -2416677.959500 + Penalty 3338.538768 = -2413339.420732 nChanged 25 SP:Iteration 79Q (1289.171624 sec): 3 clusters Score: Raw -2416680.317740 + Penalty 3338.538768 = -2413341.778972 nChanged 17 SP:Iteration 80F (1289.224468 sec): 3 clusters Score: Raw -2416681.660397 + Penalty 3338.538768 = -2413343.121629 nChanged 17 SP:Iteration 81Q (1289.274111 sec): 3 clusters Score: Raw -2416683.206349 + Penalty 3338.538768 = -2413344.667581 nChanged 19 SP:Iteration 82Q (1289.322944 sec): 3 clusters Score: Raw -2416684.212308 + Penalty 3338.538768 = -2413345.673539 nChanged 9 SP:Iteration 83Q (1289.371869 sec): 3 clusters Score: Raw -2416684.712824 + Penalty 3338.538768 = -2413346.174056 nChanged 10 SP:Iteration 84Q (1289.420598 sec): 3 clusters Score: Raw -2416685.387404 + Penalty 3338.538768 = -2413346.848636 nChanged 11 SP:Iteration 85Q (1289.469545 sec): 3 clusters Score: Raw -2416686.407283 + Penalty 3338.538768 = -2413347.868515 nChanged 11 SP:Iteration 86Q (1289.518430 sec): 3 clusters Score: Raw -2416687.290453 + Penalty 3338.538768 = -2413348.751685 nChanged 10 SP:Iteration 87Q (1289.567416 sec): 3 clusters Score: Raw -2416687.812049 + Penalty 3338.538768 = -2413349.273281 nChanged 6 SP:Iteration 88Q (1289.616288 sec): 3 clusters Score: Raw -2416688.067824 + Penalty 3338.538768 = -2413349.529055 nChanged 3 SP:Iteration 89Q (1289.665025 sec): 3 clusters Score: Raw -2416688.211112 + Penalty 3338.538768 = -2413349.672344 nChanged 4 SP:Iteration 90Q (1289.713819 sec): 3 clusters Score: Raw -2416688.621734 + Penalty 3338.538768 = -2413350.082966 nChanged 8 SP:Iteration 91Q (1289.762405 sec): 3 clusters Score: Raw -2416689.273919 + Penalty 3338.538768 = -2413350.735151 nChanged 12 SP:Iteration 92Q (1289.811177 sec): 3 clusters Score: Raw -2416689.958881 + Penalty 3338.538768 = -2413351.420112 nChanged 9 SP:Iteration 93Q (1289.859944 sec): 3 clusters Score: Raw -2416690.759530 + Penalty 3338.538768 = -2413352.220761 nChanged 7 SP:Iteration 94Q (1289.908588 sec): 3 clusters Score: Raw -2416691.227907 + Penalty 3338.538768 = -2413352.689138 nChanged 7 SP:Iteration 95Q (1289.957323 sec): 3 clusters Score: Raw -2416691.760408 + Penalty 3338.538768 = -2413353.221640 nChanged 6 SP:Iteration 96Q (1290.005885 sec): 3 clusters Score: Raw -2416692.101927 + Penalty 3338.538768 = -2413353.563159 nChanged 2 SP:Iteration 97Q (1290.054590 sec): 3 clusters Score: Raw -2416692.203324 + Penalty 3338.538768 = -2413353.664555 nChanged 3 SP:Iteration 98Q (1290.103390 sec): 3 clusters Score: Raw -2416692.445807 + Penalty 3338.538768 = -2413353.907039 nChanged 1 SP:Iteration 99Q (1290.152067 sec): 3 clusters Score: Raw -2416692.512919 + Penalty 3338.538768 = -2413353.974151 nChanged 3 SP:Iteration 100F (1290.205022 sec): 3 clusters Score: Raw -2416692.804442 + Penalty 3338.538768 = -2413354.265673 nChanged 4 SP:Iteration 101Q (1290.254490 sec): 3 clusters Score: Raw -2416693.138966 + Penalty 3338.538768 = -2413354.600198 nChanged 7 SP:Iteration 102Q (1290.303470 sec): 3 clusters Score: Raw -2416693.857130 + Penalty 3338.538768 = -2413355.318362 nChanged 9 SP:Iteration 103Q (1290.352097 sec): 3 clusters Score: Raw -2416694.719547 + Penalty 3338.538768 = -2413356.180779 nChanged 6 SP:Iteration 104Q (1290.400842 sec): 3 clusters Score: Raw -2416695.179125 + Penalty 3338.538768 = -2413356.640357 nChanged 6 SP:Iteration 105Q (1290.449520 sec): 3 clusters Score: Raw -2416695.658780 + Penalty 3338.538768 = -2413357.120012 nChanged 10 SP:Iteration 106Q (1290.498639 sec): 3 clusters Score: Raw -2416696.371083 + Penalty 3338.538768 = -2413357.832314 nChanged 8 SP:Iteration 107Q (1290.547728 sec): 3 clusters Score: Raw -2416697.284253 + Penalty 3338.538768 = -2413358.745485 nChanged 16 SP:Iteration 108Q (1290.596364 sec): 3 clusters Score: Raw -2416698.629670 + Penalty 3338.538768 = -2413360.090902 nChanged 16 SP:Iteration 109Q (1290.645197 sec): 3 clusters Score: Raw -2416699.684102 + Penalty 3338.538768 = -2413361.145334 nChanged 14 SP:Iteration 110Q (1290.694075 sec): 3 clusters Score: Raw -2416700.513291 + Penalty 3338.538768 = -2413361.974523 nChanged 13 SP:Iteration 111Q (1290.742583 sec): 3 clusters Score: Raw -2416701.260071 + Penalty 3338.538768 = -2413362.721303 nChanged 8 SP:Iteration 112Q (1290.791359 sec): 3 clusters Score: Raw -2416702.015804 + Penalty 3338.538768 = -2413363.477036 nChanged 12 SP:Iteration 113Q (1290.839929 sec): 3 clusters Score: Raw -2416703.147894 + Penalty 3338.538768 = -2413364.609126 nChanged 17 SP:Iteration 114Q (1290.888647 sec): 3 clusters Score: Raw -2416704.577239 + Penalty 3338.538768 = -2413366.038471 nChanged 14 SP:Iteration 115Q (1290.937489 sec): 3 clusters Score: Raw -2416705.924885 + Penalty 3338.538768 = -2413367.386117 nChanged 18 SP:Iteration 116Q (1290.986064 sec): 3 clusters Score: Raw -2416707.690695 + Penalty 3338.538768 = -2413369.151926 nChanged 17 SP:Iteration 117Q (1291.034517 sec): 3 clusters Score: Raw -2416708.987369 + Penalty 3338.538768 = -2413370.448601 nChanged 13 SP:Iteration 118Q (1291.082941 sec): 3 clusters Score: Raw -2416709.811360 + Penalty 3338.538768 = -2413371.272591 nChanged 11 SP:Iteration 119Q (1291.131306 sec): 3 clusters Score: Raw -2416710.601158 + Penalty 3338.538768 = -2413372.062390 nChanged 11 SP:Iteration 120F (1291.184138 sec): 3 clusters Score: Raw -2416711.454711 + Penalty 3338.538768 = -2413372.915942 nChanged 11 SP:Iteration 121Q (1291.233555 sec): 3 clusters Score: Raw -2416712.433232 + Penalty 3338.538768 = -2413373.894464 nChanged 14 SP:Iteration 122Q (1291.283334 sec): 3 clusters Score: Raw -2416713.277543 + Penalty 3338.538768 = -2413374.738775 nChanged 11 SP:Iteration 123Q (1291.346390 sec): 3 clusters Score: Raw -2416714.340562 + Penalty 3338.538768 = -2413375.801794 nChanged 17 SP:Iteration 124Q (1291.395190 sec): 3 clusters Score: Raw -2416716.251560 + Penalty 3338.538768 = -2413377.712792 nChanged 24 SP:Iteration 125Q (1291.444493 sec): 3 clusters Score: Raw -2416718.641857 + Penalty 3338.538768 = -2413380.103089 nChanged 29 SP:Iteration 126Q (1291.493718 sec): 3 clusters Score: Raw -2416721.513815 + Penalty 3338.538768 = -2413382.975047 nChanged 31 SP:Iteration 127Q (1291.542542 sec): 3 clusters Score: Raw -2416724.445573 + Penalty 3338.538768 = -2413385.906804 nChanged 29 SP:Iteration 128Q (1291.591061 sec): 3 clusters Score: Raw -2416727.247409 + Penalty 3338.538768 = -2413388.708641 nChanged 28 SP:Iteration 129Q (1291.639421 sec): 3 clusters Score: Raw -2416729.897051 + Penalty 3338.538768 = -2413391.358283 nChanged 34 SP:Iteration 130Q (1291.687615 sec): 3 clusters Score: Raw -2416732.819727 + Penalty 3338.538768 = -2413394.280959 nChanged 19 SP:Iteration 131Q (1291.736277 sec): 3 clusters Score: Raw -2416734.581641 + Penalty 3338.538768 = -2413396.042873 nChanged 25 SP:Iteration 132Q (1291.784709 sec): 3 clusters Score: Raw -2416737.426962 + Penalty 3338.538768 = -2413398.888194 nChanged 32 SP:Iteration 133Q (1291.833053 sec): 3 clusters Score: Raw -2416740.314170 + Penalty 3338.538768 = -2413401.775402 nChanged 19 SP:Iteration 134Q (1291.881324 sec): 3 clusters Score: Raw -2416741.816191 + Penalty 3338.538768 = -2413403.277422 nChanged 15 SP:Iteration 135Q (1291.929638 sec): 3 clusters Score: Raw -2416742.881021 + Penalty 3338.538768 = -2413404.342253 nChanged 16 SP:Iteration 136Q (1291.977874 sec): 3 clusters Score: Raw -2416744.126754 + Penalty 3338.538768 = -2413405.587985 nChanged 20 SP:Iteration 137Q (1292.026168 sec): 3 clusters Score: Raw -2416746.150487 + Penalty 3338.538768 = -2413407.611718 nChanged 24 SP:Iteration 138Q (1292.074622 sec): 3 clusters Score: Raw -2416747.941317 + Penalty 3338.538768 = -2413409.402549 nChanged 18 SP:Iteration 139Q (1292.123024 sec): 3 clusters Score: Raw -2416749.337979 + Penalty 3338.538768 = -2413410.799211 nChanged 24 SP:Iteration 140F (1292.175887 sec): 3 clusters Score: Raw -2416751.691768 + Penalty 3338.538768 = -2413413.153000 nChanged 21 SP:Iteration 141Q (1292.225057 sec): 3 clusters Score: Raw -2416753.213964 + Penalty 3338.538768 = -2413414.675196 nChanged 16 SP:Iteration 142Q (1292.273127 sec): 3 clusters Score: Raw -2416754.730474 + Penalty 3338.538768 = -2413416.191706 nChanged 10 SP:Iteration 143Q (1292.321379 sec): 3 clusters Score: Raw -2416755.669575 + Penalty 3338.538768 = -2413417.130807 nChanged 9 SP:Iteration 144Q (1292.369629 sec): 3 clusters Score: Raw -2416756.213545 + Penalty 3338.538768 = -2413417.674777 nChanged 8 SP:Iteration 145Q (1292.417830 sec): 3 clusters Score: Raw -2416756.817054 + Penalty 3338.538768 = -2413418.278285 nChanged 11 SP:Iteration 146Q (1292.465974 sec): 3 clusters Score: Raw -2416757.551570 + Penalty 3338.538768 = -2413419.012802 nChanged 9 SP:Iteration 147Q (1292.514277 sec): 3 clusters Score: Raw -2416758.063089 + Penalty 3338.538768 = -2413419.524321 nChanged 9 SP:Iteration 148Q (1292.562426 sec): 3 clusters Score: Raw -2416758.528110 + Penalty 3338.538768 = -2413419.989342 nChanged 6 SP:Iteration 149Q (1292.610774 sec): 3 clusters Score: Raw -2416758.823813 + Penalty 3338.538768 = -2413420.285045 nChanged 4 SP:Iteration 150Q (1292.659038 sec): 3 clusters Score: Raw -2416759.079824 + Penalty 3338.538768 = -2413420.541056 nChanged 2 SP:Iteration 151Q (1292.707270 sec): 3 clusters Score: Raw -2416759.166008 + Penalty 3338.538768 = -2413420.627240 nChanged 1 SP:Iteration 152Q (1292.755580 sec): 3 clusters Score: Raw -2416759.218139 + Penalty 3338.538768 = -2413420.679370 nChanged 0 SP:Iteration 153F (1292.808495 sec): 3 clusters Score: Raw -2416759.218139 + Penalty 3338.538768 = -2413420.679370 nChanged 0 Score: Raw -23027818.736126 + Penalty 61283.627149 = -22966535.108977 Splitting cluster 28 changes total score from -22966122.568443 to -22966535.108977 So it's getting split into cluster 30. Trying to split cluster 29 (8652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1297.878732 sec): 2 clusters Score: Raw -737696.270904 + Penalty 1473.151190 = -736223.119714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1297.905004 sec): 3 clusters Score: Raw -732913.236636 + Penalty 2946.302381 = -729966.934255 nChanged 3690 SP:Iteration 1F (1297.930611 sec): 3 clusters Score: Raw -734880.368932 + Penalty 2946.302381 = -731934.066552 nChanged 498 SP:Iteration 2F (1297.956138 sec): 3 clusters Score: Raw -735092.754319 + Penalty 2946.302381 = -732146.451938 nChanged 418 SP:Iteration 3Q (1297.981946 sec): 3 clusters Score: Raw -735251.066453 + Penalty 2946.302381 = -732304.764073 nChanged 317 SP:Iteration 4Q (1298.007606 sec): 3 clusters Score: Raw -735355.292934 + Penalty 2946.302381 = -732408.990553 nChanged 289 SP:Iteration 5Q (1298.033139 sec): 3 clusters Score: Raw -735446.643970 + Penalty 2946.302381 = -732500.341590 nChanged 231 SP:Iteration 6Q (1298.058769 sec): 3 clusters Score: Raw -735522.547288 + Penalty 2946.302381 = -732576.244908 nChanged 225 SP:Iteration 7Q (1298.084435 sec): 3 clusters Score: Raw -735596.288844 + Penalty 2946.302381 = -732649.986463 nChanged 212 SP:Iteration 8Q (1298.110174 sec): 3 clusters Score: Raw -735658.089561 + Penalty 2946.302381 = -732711.787181 nChanged 205 SP:Iteration 9Q (1298.135727 sec): 3 clusters Score: Raw -735718.572940 + Penalty 2946.302381 = -732772.270559 nChanged 185 SP:Iteration 10Q (1298.161572 sec): 3 clusters Score: Raw -735776.669728 + Penalty 2946.302381 = -732830.367347 nChanged 191 SP:Iteration 11Q (1298.187318 sec): 3 clusters Score: Raw -735838.525686 + Penalty 2946.302381 = -732892.223305 nChanged 182 SP:Iteration 12Q (1298.212918 sec): 3 clusters Score: Raw -735896.601202 + Penalty 2946.302381 = -732950.298822 nChanged 164 SP:Iteration 13Q (1298.238682 sec): 3 clusters Score: Raw -735953.656467 + Penalty 2946.302381 = -733007.354086 nChanged 195 SP:Iteration 14Q (1298.264343 sec): 3 clusters Score: Raw -736020.397605 + Penalty 2946.302381 = -733074.095224 nChanged 207 SP:Iteration 15Q (1298.289979 sec): 3 clusters Score: Raw -736098.133141 + Penalty 2946.302381 = -733151.830760 nChanged 219 SP:Iteration 16Q (1298.315436 sec): 3 clusters Score: Raw -736190.912770 + Penalty 2946.302381 = -733244.610389 nChanged 220 SP:Iteration 17Q (1298.340817 sec): 3 clusters Score: Raw -736295.571035 + Penalty 2946.302381 = -733349.268654 nChanged 232 SP:Iteration 18Q (1298.366487 sec): 3 clusters Score: Raw -736414.709116 + Penalty 2946.302381 = -733468.406735 nChanged 239 SP:Iteration 19Q (1298.391943 sec): 3 clusters Score: Raw -736531.297253 + Penalty 2946.302381 = -733584.994872 nChanged 226 SP:Iteration 20F (1298.417343 sec): 3 clusters Score: Raw -736640.451022 + Penalty 2946.302381 = -733694.148641 nChanged 221 SP:Iteration 21Q (1298.442746 sec): 3 clusters Score: Raw -736751.626749 + Penalty 2946.302381 = -733805.324368 nChanged 200 SP:Iteration 22Q (1298.468294 sec): 3 clusters Score: Raw -736860.901265 + Penalty 2946.302381 = -733914.598884 nChanged 189 SP:Iteration 23Q (1298.493597 sec): 3 clusters Score: Raw -736977.946859 + Penalty 2946.302381 = -734031.644478 nChanged 218 SP:Iteration 24Q (1298.518673 sec): 3 clusters Score: Raw -737101.309062 + Penalty 2946.302381 = -734155.006681 nChanged 189 SP:Iteration 25Q (1298.543531 sec): 3 clusters Score: Raw -737215.388081 + Penalty 2946.302381 = -734269.085700 nChanged 176 SP:Iteration 26Q (1298.568138 sec): 3 clusters Score: Raw -737315.142694 + Penalty 2946.302381 = -734368.840313 nChanged 166 SP:Iteration 27Q (1298.592489 sec): 3 clusters Score: Raw -737406.245721 + Penalty 2946.302381 = -734459.943341 nChanged 134 SP:Iteration 28Q (1298.616693 sec): 3 clusters Score: Raw -737474.308122 + Penalty 2946.302381 = -734528.005741 nChanged 100 SP:Iteration 29Q (1298.640679 sec): 3 clusters Score: Raw -737521.311103 + Penalty 2946.302381 = -734575.008722 nChanged 86 SP:Iteration 30Q (1298.664658 sec): 3 clusters Score: Raw -737557.103716 + Penalty 2946.302381 = -734610.801335 nChanged 72 SP:Iteration 31Q (1298.688694 sec): 3 clusters Score: Raw -737587.426639 + Penalty 2946.302381 = -734641.124258 nChanged 64 SP:Iteration 32Q (1298.712621 sec): 3 clusters Score: Raw -737611.414668 + Penalty 2946.302381 = -734665.112287 nChanged 57 SP:Iteration 33Q (1298.736478 sec): 3 clusters Score: Raw -737631.335499 + Penalty 2946.302381 = -734685.033118 nChanged 62 SP:Iteration 34Q (1298.762978 sec): 3 clusters Score: Raw -737653.732720 + Penalty 2946.302381 = -734707.430339 nChanged 51 SP:Iteration 35Q (1298.786850 sec): 3 clusters Score: Raw -737674.811514 + Penalty 2946.302381 = -734728.509133 nChanged 52 SP:Iteration 36Q (1298.810831 sec): 3 clusters Score: Raw -737692.667102 + Penalty 2946.302381 = -734746.364721 nChanged 49 SP:Iteration 37Q (1298.834590 sec): 3 clusters Score: Raw -737710.339698 + Penalty 2946.302381 = -734764.037317 nChanged 57 SP:Iteration 38Q (1298.858221 sec): 3 clusters Score: Raw -737728.309636 + Penalty 2946.302381 = -734782.007255 nChanged 46 SP:Iteration 39Q (1298.882134 sec): 3 clusters Score: Raw -737741.422142 + Penalty 2946.302381 = -734795.119761 nChanged 37 SP:Iteration 40F (1298.907739 sec): 3 clusters Score: Raw -737750.371253 + Penalty 2946.302381 = -734804.068873 nChanged 27 SP:Iteration 41Q (1298.931441 sec): 3 clusters Score: Raw -737758.428724 + Penalty 2946.302381 = -734812.126343 nChanged 30 SP:Iteration 42Q (1298.954986 sec): 3 clusters Score: Raw -737770.191858 + Penalty 2946.302381 = -734823.889478 nChanged 39 SP:Iteration 43Q (1298.978719 sec): 3 clusters Score: Raw -737788.914576 + Penalty 2946.302381 = -734842.612195 nChanged 36 SP:Iteration 44Q (1299.002232 sec): 3 clusters Score: Raw -737801.315040 + Penalty 2946.302381 = -734855.012659 nChanged 34 SP:Iteration 45Q (1299.025852 sec): 3 clusters Score: Raw -737812.979578 + Penalty 2946.302381 = -734866.677198 nChanged 33 SP:Iteration 46Q (1299.049288 sec): 3 clusters Score: Raw -737824.641604 + Penalty 2946.302381 = -734878.339223 nChanged 39 SP:Iteration 47Q (1299.072705 sec): 3 clusters Score: Raw -737840.400582 + Penalty 2946.302381 = -734894.098202 nChanged 39 SP:Iteration 48Q (1299.096249 sec): 3 clusters Score: Raw -737855.099554 + Penalty 2946.302381 = -734908.797173 nChanged 22 SP:Iteration 49Q (1299.119720 sec): 3 clusters Score: Raw -737864.194458 + Penalty 2946.302381 = -734917.892078 nChanged 27 SP:Iteration 50Q (1299.143333 sec): 3 clusters Score: Raw -737874.763023 + Penalty 2946.302381 = -734928.460642 nChanged 28 SP:Iteration 51Q (1299.166790 sec): 3 clusters Score: Raw -737887.237509 + Penalty 2946.302381 = -734940.935128 nChanged 25 SP:Iteration 52Q (1299.190072 sec): 3 clusters Score: Raw -737897.282980 + Penalty 2946.302381 = -734950.980599 nChanged 15 SP:Iteration 53Q (1299.213311 sec): 3 clusters Score: Raw -737903.163062 + Penalty 2946.302381 = -734956.860681 nChanged 14 SP:Iteration 54Q (1299.236678 sec): 3 clusters Score: Raw -737908.960094 + Penalty 2946.302381 = -734962.657713 nChanged 17 SP:Iteration 55Q (1299.259901 sec): 3 clusters Score: Raw -737916.945490 + Penalty 2946.302381 = -734970.643110 nChanged 27 SP:Iteration 56Q (1299.283226 sec): 3 clusters Score: Raw -737928.817040 + Penalty 2946.302381 = -734982.514660 nChanged 22 SP:Iteration 57Q (1299.306529 sec): 3 clusters Score: Raw -737938.042729 + Penalty 2946.302381 = -734991.740348 nChanged 20 SP:Iteration 58Q (1299.329791 sec): 3 clusters Score: Raw -737948.372639 + Penalty 2946.302381 = -735002.070259 nChanged 22 SP:Iteration 59Q (1299.353281 sec): 3 clusters Score: Raw -737957.226765 + Penalty 2946.302381 = -735010.924384 nChanged 17 SP:Iteration 60F (1299.378829 sec): 3 clusters Score: Raw -737962.738954 + Penalty 2946.302381 = -735016.436573 nChanged 14 SP:Iteration 61Q (1299.402088 sec): 3 clusters Score: Raw -737967.621121 + Penalty 2946.302381 = -735021.318741 nChanged 11 SP:Iteration 62Q (1299.425309 sec): 3 clusters Score: Raw -737972.480998 + Penalty 2946.302381 = -735026.178618 nChanged 13 SP:Iteration 63Q (1299.448373 sec): 3 clusters Score: Raw -737979.215352 + Penalty 2946.302381 = -735032.912971 nChanged 13 SP:Iteration 64Q (1299.471586 sec): 3 clusters Score: Raw -737984.086231 + Penalty 2946.302381 = -735037.783851 nChanged 16 SP:Iteration 65Q (1299.494705 sec): 3 clusters Score: Raw -737989.947604 + Penalty 2946.302381 = -735043.645223 nChanged 14 SP:Iteration 66Q (1299.517853 sec): 3 clusters Score: Raw -737994.986434 + Penalty 2946.302381 = -735048.684054 nChanged 10 SP:Iteration 67Q (1299.540906 sec): 3 clusters Score: Raw -737999.841142 + Penalty 2946.302381 = -735053.538761 nChanged 10 SP:Iteration 68Q (1299.563937 sec): 3 clusters Score: Raw -738004.764398 + Penalty 2946.302381 = -735058.462017 nChanged 10 SP:Iteration 69Q (1299.586928 sec): 3 clusters Score: Raw -738007.979799 + Penalty 2946.302381 = -735061.677418 nChanged 7 SP:Iteration 70Q (1299.609880 sec): 3 clusters Score: Raw -738011.984016 + Penalty 2946.302381 = -735065.681636 nChanged 7 SP:Iteration 71Q (1299.633130 sec): 3 clusters Score: Raw -738016.178731 + Penalty 2946.302381 = -735069.876350 nChanged 9 SP:Iteration 72Q (1299.656252 sec): 3 clusters Score: Raw -738020.739726 + Penalty 2946.302381 = -735074.437345 nChanged 12 SP:Iteration 73Q (1299.679220 sec): 3 clusters Score: Raw -738028.349004 + Penalty 2946.302381 = -735082.046623 nChanged 21 SP:Iteration 74Q (1299.702269 sec): 3 clusters Score: Raw -738039.326416 + Penalty 2946.302381 = -735093.024035 nChanged 19 SP:Iteration 75Q (1299.725181 sec): 3 clusters Score: Raw -738047.657076 + Penalty 2946.302381 = -735101.354695 nChanged 11 SP:Iteration 76Q (1299.748214 sec): 3 clusters Score: Raw -738052.851819 + Penalty 2946.302381 = -735106.549438 nChanged 13 SP:Iteration 77Q (1299.771139 sec): 3 clusters Score: Raw -738058.796400 + Penalty 2946.302381 = -735112.494019 nChanged 14 SP:Iteration 78Q (1299.794335 sec): 3 clusters Score: Raw -738064.374100 + Penalty 2946.302381 = -735118.071719 nChanged 10 SP:Iteration 79Q (1299.817454 sec): 3 clusters Score: Raw -738067.373988 + Penalty 2946.302381 = -735121.071608 nChanged 9 SP:Iteration 80F (1299.842869 sec): 3 clusters Score: Raw -738069.932375 + Penalty 2946.302381 = -735123.629994 nChanged 5 SP:Iteration 81Q (1299.865716 sec): 3 clusters Score: Raw -738071.635725 + Penalty 2946.302381 = -735125.333344 nChanged 5 SP:Iteration 82Q (1299.888838 sec): 3 clusters Score: Raw -738073.258659 + Penalty 2946.302381 = -735126.956278 nChanged 2 SP:Iteration 83Q (1299.911747 sec): 3 clusters Score: Raw -738073.720752 + Penalty 2946.302381 = -735127.418371 nChanged 1 SP:Iteration 84Q (1299.934764 sec): 3 clusters Score: Raw -738074.187176 + Penalty 2946.302381 = -735127.884795 nChanged 0 SP:Iteration 85F (1299.960358 sec): 3 clusters Score: Raw -738074.187176 + Penalty 2946.302381 = -735127.884795 nChanged 0 Iteration 99Q (1302.580198 sec): 31 clusters Score: Raw -23028474.546493 + Penalty 61283.627149 = -22967190.919344 nChanged 839 Iteration 100F (1307.632796 sec): 31 clusters Score: Raw -23028811.062036 + Penalty 61283.627149 = -22967527.434887 nChanged 613 Iteration 101Q (1310.013681 sec): 31 clusters Score: Raw -23028942.722352 + Penalty 61283.627149 = -22967659.095203 nChanged 406 Iteration 102Q (1312.385841 sec): 31 clusters Score: Raw -23029031.441312 + Penalty 61283.627149 = -22967747.814163 nChanged 338 Iteration 103Q (1314.761277 sec): 31 clusters Score: Raw -23029105.558606 + Penalty 61283.627149 = -22967821.931457 nChanged 306 Iteration 104Q (1317.124789 sec): 31 clusters Score: Raw -23029163.032206 + Penalty 61283.627149 = -22967879.405057 nChanged 260 Iteration 105Q (1319.488309 sec): 31 clusters Score: Raw -23029209.684528 + Penalty 61283.627149 = -22967926.057379 nChanged 247 Iteration 106Q (1321.867305 sec): 31 clusters Score: Raw -23029251.132214 + Penalty 61283.627149 = -22967967.505065 nChanged 218 Iteration 107Q (1324.237486 sec): 31 clusters Score: Raw -23029287.323985 + Penalty 61283.627149 = -22968003.696836 nChanged 178 Iteration 108Q (1326.623129 sec): 31 clusters Score: Raw -23029316.906513 + Penalty 61283.627149 = -22968033.279364 nChanged 178 Iteration 109Q (1328.985655 sec): 31 clusters Score: Raw -23029343.671668 + Penalty 61283.627149 = -22968060.044519 nChanged 181 Iteration 110Q (1331.348181 sec): 31 clusters Score: Raw -23029376.935690 + Penalty 61283.627149 = -22968093.308541 nChanged 182 Iteration 111Q (1333.739417 sec): 31 clusters Score: Raw -23029413.203667 + Penalty 61283.627149 = -22968129.576518 nChanged 186 Iteration 112Q (1336.117775 sec): 31 clusters Score: Raw -23029454.562074 + Penalty 61283.627149 = -22968170.934925 nChanged 196 Iteration 113Q (1338.483545 sec): 31 clusters Score: Raw -23029493.619256 + Penalty 61283.627149 = -22968209.992107 nChanged 185 Iteration 114Q (1340.844570 sec): 31 clusters Score: Raw -23029536.574739 + Penalty 61283.627149 = -22968252.947590 nChanged 154 Iteration 115Q (1343.205271 sec): 31 clusters Score: Raw -23029566.318179 + Penalty 61283.627149 = -22968282.691030 nChanged 145 Iteration 116Q (1345.566099 sec): 31 clusters Score: Raw -23029597.259236 + Penalty 61283.627149 = -22968313.632087 nChanged 148 Iteration 117Q (1347.962142 sec): 31 clusters Score: Raw -23029631.630184 + Penalty 61283.627149 = -22968348.003036 nChanged 146 Iteration 118Q (1350.319993 sec): 31 clusters Score: Raw -23029661.320459 + Penalty 61283.627149 = -22968377.693310 nChanged 132 Iteration 119Q (1352.680424 sec): 31 clusters Score: Raw -23029684.263079 + Penalty 61283.627149 = -22968400.635930 nChanged 128 Iteration 120F (1357.727715 sec): 31 clusters Score: Raw -23029713.669017 + Penalty 61283.627149 = -22968430.041868 nChanged 136 Iteration 121Q (1360.092030 sec): 31 clusters Score: Raw -23029743.619148 + Penalty 61283.627149 = -22968459.991999 nChanged 142 Iteration 122Q (1362.456354 sec): 31 clusters Score: Raw -23029771.708634 + Penalty 61283.627149 = -22968488.081485 nChanged 148 Iteration 123Q (1364.827618 sec): 31 clusters Score: Raw -23029802.424078 + Penalty 61283.627149 = -22968518.796929 nChanged 153 Iteration 124Q (1367.190245 sec): 31 clusters Score: Raw -23029832.103383 + Penalty 61283.627149 = -22968548.476234 nChanged 146 Iteration 125Q (1369.566385 sec): 31 clusters Score: Raw -23029853.723800 + Penalty 61283.627149 = -22968570.096651 nChanged 118 Iteration 126Q (1371.942952 sec): 31 clusters Score: Raw -23029872.253255 + Penalty 61283.627149 = -22968588.626106 nChanged 120 Iteration 127Q (1374.313782 sec): 31 clusters Score: Raw -23029895.455433 + Penalty 61283.627149 = -22968611.828284 nChanged 150 Iteration 128Q (1376.677423 sec): 31 clusters Score: Raw -23029921.442137 + Penalty 61283.627149 = -22968637.814988 nChanged 148 Iteration 129Q (1379.040096 sec): 31 clusters Score: Raw -23029947.501735 + Penalty 61283.627149 = -22968663.874586 nChanged 159 Iteration 130Q (1381.400945 sec): 31 clusters Score: Raw -23029974.518991 + Penalty 61283.627149 = -22968690.891842 nChanged 143 Iteration 131Q (1383.766932 sec): 31 clusters Score: Raw -23029995.604160 + Penalty 61283.627149 = -22968711.977011 nChanged 131 Iteration 132Q (1386.131674 sec): 31 clusters Score: Raw -23030017.260319 + Penalty 61283.627149 = -22968733.633170 nChanged 152 Iteration 133Q (1388.494396 sec): 31 clusters Score: Raw -23030038.908202 + Penalty 61283.627149 = -22968755.281053 nChanged 125 Iteration 134Q (1390.855896 sec): 31 clusters Score: Raw -23030056.660694 + Penalty 61283.627149 = -22968773.033545 nChanged 119 Iteration 135Q (1393.234971 sec): 31 clusters Score: Raw -23030071.914014 + Penalty 61283.627149 = -22968788.286865 nChanged 111 Iteration 136Q (1395.596429 sec): 31 clusters Score: Raw -23030084.807502 + Penalty 61283.627149 = -22968801.180353 nChanged 89 Iteration 137Q (1397.957409 sec): 31 clusters Score: Raw -23030092.981293 + Penalty 61283.627149 = -22968809.354144 nChanged 69 Iteration 138Q (1400.319746 sec): 31 clusters Score: Raw -23030099.818808 + Penalty 61283.627149 = -22968816.191659 nChanged 54 Writing temp clu file Because OldScore, -22968809.354144, is greater than current (better) Score,-22968816.191659 Compute initial score before splitting: Score: Raw -23030099.818808 + Penalty 61283.627149 = -22968816.191659 Trying to split cluster 1 (52812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1400.435306 sec): 2 clusters Score: Raw -4424190.344785 + Penalty 1767.105229 = -4422423.239556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1400.529443 sec): 3 clusters Score: Raw -4390645.873997 + Penalty 3534.210458 = -4387111.663540 nChanged 24663 SP:Iteration 1F (1400.617863 sec): 3 clusters Score: Raw -4404643.175724 + Penalty 3534.210458 = -4401108.965266 nChanged 2270 SP:Iteration 2Q (1400.711530 sec): 3 clusters Score: Raw -4405456.078816 + Penalty 3534.210458 = -4401921.868358 nChanged 2448 SP:Iteration 3Q (1400.804969 sec): 3 clusters Score: Raw -4406514.428353 + Penalty 3534.210458 = -4402980.217895 nChanged 2748 SP:Iteration 4F (1400.893469 sec): 3 clusters Score: Raw -4407952.392853 + Penalty 3534.210458 = -4404418.182395 nChanged 3102 SP:Iteration 5F (1400.982067 sec): 3 clusters Score: Raw -4409922.062401 + Penalty 3534.210458 = -4406387.851944 nChanged 3399 SP:Iteration 6F (1401.070613 sec): 3 clusters Score: Raw -4412414.363442 + Penalty 3534.210458 = -4408880.152984 nChanged 3441 SP:Iteration 7F (1401.159044 sec): 3 clusters Score: Raw -4414938.448018 + Penalty 3534.210458 = -4411404.237560 nChanged 3151 SP:Iteration 8F (1401.247349 sec): 3 clusters Score: Raw -4417068.445358 + Penalty 3534.210458 = -4413534.234900 nChanged 2588 SP:Iteration 9Q (1401.338234 sec): 3 clusters Score: Raw -4418561.767820 + Penalty 3534.210458 = -4415027.557362 nChanged 1953 SP:Iteration 10Q (1401.427894 sec): 3 clusters Score: Raw -4419468.575507 + Penalty 3534.210458 = -4415934.365049 nChanged 1402 SP:Iteration 11Q (1401.516504 sec): 3 clusters Score: Raw -4419993.378883 + Penalty 3534.210458 = -4416459.168425 nChanged 989 SP:Iteration 12Q (1401.604270 sec): 3 clusters Score: Raw -4420313.247635 + Penalty 3534.210458 = -4416779.037177 nChanged 792 SP:Iteration 13Q (1401.691449 sec): 3 clusters Score: Raw -4420562.096477 + Penalty 3534.210458 = -4417027.886020 nChanged 712 SP:Iteration 14Q (1401.777969 sec): 3 clusters Score: Raw -4420795.201102 + Penalty 3534.210458 = -4417260.990644 nChanged 689 SP:Iteration 15Q (1401.864052 sec): 3 clusters Score: Raw -4421034.045681 + Penalty 3534.210458 = -4417499.835224 nChanged 654 SP:Iteration 16Q (1401.949564 sec): 3 clusters Score: Raw -4421274.529860 + Penalty 3534.210458 = -4417740.319402 nChanged 672 SP:Iteration 17Q (1402.034700 sec): 3 clusters Score: Raw -4421548.712095 + Penalty 3534.210458 = -4418014.501637 nChanged 689 SP:Iteration 18Q (1402.119184 sec): 3 clusters Score: Raw -4421875.309816 + Penalty 3534.210458 = -4418341.099358 nChanged 704 SP:Iteration 19Q (1402.202984 sec): 3 clusters Score: Raw -4422234.849377 + Penalty 3534.210458 = -4418700.638919 nChanged 693 SP:Iteration 20F (1402.291433 sec): 3 clusters Score: Raw -4422629.275992 + Penalty 3534.210458 = -4419095.065534 nChanged 674 SP:Iteration 21Q (1402.382556 sec): 3 clusters Score: Raw -4423021.019586 + Penalty 3534.210458 = -4419486.809128 nChanged 602 SP:Iteration 22Q (1402.464366 sec): 3 clusters Score: Raw -4423326.774263 + Penalty 3534.210458 = -4419792.563805 nChanged 555 SP:Iteration 23Q (1402.545128 sec): 3 clusters Score: Raw -4423579.180476 + Penalty 3534.210458 = -4420044.970018 nChanged 492 SP:Iteration 24Q (1402.625382 sec): 3 clusters Score: Raw -4423778.931226 + Penalty 3534.210458 = -4420244.720768 nChanged 398 SP:Iteration 25Q (1402.705315 sec): 3 clusters Score: Raw -4423918.964259 + Penalty 3534.210458 = -4420384.753801 nChanged 358 SP:Iteration 26Q (1402.784770 sec): 3 clusters Score: Raw -4424029.140449 + Penalty 3534.210458 = -4420494.929992 nChanged 301 SP:Iteration 27Q (1402.863660 sec): 3 clusters Score: Raw -4424106.311255 + Penalty 3534.210458 = -4420572.100797 nChanged 272 SP:Iteration 28Q (1402.942304 sec): 3 clusters Score: Raw -4424174.646187 + Penalty 3534.210458 = -4420640.435729 nChanged 254 SP:Iteration 29Q (1403.020577 sec): 3 clusters Score: Raw -4424234.005451 + Penalty 3534.210458 = -4420699.794993 nChanged 229 SP:Iteration 30Q (1403.098550 sec): 3 clusters Score: Raw -4424283.633377 + Penalty 3534.210458 = -4420749.422919 nChanged 199 SP:Iteration 31Q (1403.176368 sec): 3 clusters Score: Raw -4424321.217583 + Penalty 3534.210458 = -4420787.007126 nChanged 158 SP:Iteration 32Q (1403.253719 sec): 3 clusters Score: Raw -4424350.932681 + Penalty 3534.210458 = -4420816.722224 nChanged 158 SP:Iteration 33Q (1403.331573 sec): 3 clusters Score: Raw -4424379.340223 + Penalty 3534.210458 = -4420845.129765 nChanged 151 SP:Iteration 34Q (1403.408845 sec): 3 clusters Score: Raw -4424404.784251 + Penalty 3534.210458 = -4420870.573793 nChanged 129 SP:Iteration 35Q (1403.486037 sec): 3 clusters Score: Raw -4424425.754427 + Penalty 3534.210458 = -4420891.543969 nChanged 122 SP:Iteration 36Q (1403.563039 sec): 3 clusters Score: Raw -4424445.941346 + Penalty 3534.210458 = -4420911.730888 nChanged 121 SP:Iteration 37Q (1403.639999 sec): 3 clusters Score: Raw -4424464.299832 + Penalty 3534.210458 = -4420930.089374 nChanged 115 SP:Iteration 38Q (1403.716810 sec): 3 clusters Score: Raw -4424480.623087 + Penalty 3534.210458 = -4420946.412629 nChanged 99 SP:Iteration 39Q (1403.793467 sec): 3 clusters Score: Raw -4424494.322245 + Penalty 3534.210458 = -4420960.111787 nChanged 99 SP:Iteration 40F (1403.881603 sec): 3 clusters Score: Raw -4424509.079370 + Penalty 3534.210458 = -4420974.868912 nChanged 91 SP:Iteration 41Q (1403.958257 sec): 3 clusters Score: Raw -4424521.045511 + Penalty 3534.210458 = -4420986.835053 nChanged 82 SP:Iteration 42Q (1404.034773 sec): 3 clusters Score: Raw -4424531.704098 + Penalty 3534.210458 = -4420997.493640 nChanged 86 SP:Iteration 43Q (1404.111367 sec): 3 clusters Score: Raw -4424544.402044 + Penalty 3534.210458 = -4421010.191587 nChanged 87 SP:Iteration 44Q (1404.187837 sec): 3 clusters Score: Raw -4424557.316329 + Penalty 3534.210458 = -4421023.105871 nChanged 84 SP:Iteration 45Q (1404.263943 sec): 3 clusters Score: Raw -4424570.160627 + Penalty 3534.210458 = -4421035.950169 nChanged 84 SP:Iteration 46Q (1404.340135 sec): 3 clusters Score: Raw -4424583.091817 + Penalty 3534.210458 = -4421048.881360 nChanged 77 SP:Iteration 47Q (1404.416107 sec): 3 clusters Score: Raw -4424594.454514 + Penalty 3534.210458 = -4421060.244056 nChanged 80 SP:Iteration 48Q (1404.492052 sec): 3 clusters Score: Raw -4424605.311191 + Penalty 3534.210458 = -4421071.100733 nChanged 72 SP:Iteration 49Q (1404.568030 sec): 3 clusters Score: Raw -4424616.668041 + Penalty 3534.210458 = -4421082.457583 nChanged 70 SP:Iteration 50Q (1404.666663 sec): 3 clusters Score: Raw -4424627.432720 + Penalty 3534.210458 = -4421093.222262 nChanged 66 SP:Iteration 51Q (1404.764052 sec): 3 clusters Score: Raw -4424636.224500 + Penalty 3534.210458 = -4421102.014042 nChanged 60 SP:Iteration 52Q (1404.839708 sec): 3 clusters Score: Raw -4424643.708851 + Penalty 3534.210458 = -4421109.498393 nChanged 61 SP:Iteration 53Q (1404.915210 sec): 3 clusters Score: Raw -4424651.719001 + Penalty 3534.210458 = -4421117.508543 nChanged 61 SP:Iteration 54Q (1404.990893 sec): 3 clusters Score: Raw -4424661.126634 + Penalty 3534.210458 = -4421126.916176 nChanged 61 SP:Iteration 55Q (1405.066183 sec): 3 clusters Score: Raw -4424669.975832 + Penalty 3534.210458 = -4421135.765374 nChanged 54 SP:Iteration 56Q (1405.141486 sec): 3 clusters Score: Raw -4424677.011444 + Penalty 3534.210458 = -4421142.800986 nChanged 44 SP:Iteration 57Q (1405.216862 sec): 3 clusters Score: Raw -4424683.438668 + Penalty 3534.210458 = -4421149.228211 nChanged 57 SP:Iteration 58Q (1405.292169 sec): 3 clusters Score: Raw -4424690.726819 + Penalty 3534.210458 = -4421156.516361 nChanged 43 SP:Iteration 59Q (1405.367394 sec): 3 clusters Score: Raw -4424695.211223 + Penalty 3534.210458 = -4421161.000765 nChanged 36 SP:Iteration 60F (1405.455728 sec): 3 clusters Score: Raw -4424699.214886 + Penalty 3534.210458 = -4421165.004429 nChanged 42 SP:Iteration 61Q (1405.530878 sec): 3 clusters Score: Raw -4424704.242984 + Penalty 3534.210458 = -4421170.032526 nChanged 40 SP:Iteration 62Q (1405.605840 sec): 3 clusters Score: Raw -4424708.115335 + Penalty 3534.210458 = -4421173.904878 nChanged 30 SP:Iteration 63Q (1405.681023 sec): 3 clusters Score: Raw -4424711.726102 + Penalty 3534.210458 = -4421177.515644 nChanged 30 SP:Iteration 64Q (1405.756004 sec): 3 clusters Score: Raw -4424716.003325 + Penalty 3534.210458 = -4421181.792867 nChanged 25 SP:Iteration 65Q (1405.842251 sec): 3 clusters Score: Raw -4424719.487708 + Penalty 3534.210458 = -4421185.277250 nChanged 27 SP:Iteration 66Q (1405.952156 sec): 3 clusters Score: Raw -4424723.067848 + Penalty 3534.210458 = -4421188.857390 nChanged 29 SP:Iteration 67Q (1406.027214 sec): 3 clusters Score: Raw -4424726.397104 + Penalty 3534.210458 = -4421192.186647 nChanged 29 SP:Iteration 68Q (1406.102013 sec): 3 clusters Score: Raw -4424729.549017 + Penalty 3534.210458 = -4421195.338559 nChanged 26 SP:Iteration 69Q (1406.177100 sec): 3 clusters Score: Raw -4424732.116015 + Penalty 3534.210458 = -4421197.905557 nChanged 21 SP:Iteration 70Q (1406.252165 sec): 3 clusters Score: Raw -4424734.503116 + Penalty 3534.210458 = -4421200.292659 nChanged 23 SP:Iteration 71Q (1406.327273 sec): 3 clusters Score: Raw -4424737.231493 + Penalty 3534.210458 = -4421203.021035 nChanged 25 SP:Iteration 72Q (1406.402106 sec): 3 clusters Score: Raw -4424740.820493 + Penalty 3534.210458 = -4421206.610035 nChanged 29 SP:Iteration 73Q (1406.477148 sec): 3 clusters Score: Raw -4424744.801782 + Penalty 3534.210458 = -4421210.591324 nChanged 23 SP:Iteration 74Q (1406.562032 sec): 3 clusters Score: Raw -4424748.145492 + Penalty 3534.210458 = -4421213.935034 nChanged 26 SP:Iteration 75Q (1406.657831 sec): 3 clusters Score: Raw -4424751.796206 + Penalty 3534.210458 = -4421217.585748 nChanged 31 SP:Iteration 76Q (1406.734626 sec): 3 clusters Score: Raw -4424754.836614 + Penalty 3534.210458 = -4421220.626156 nChanged 14 SP:Iteration 77Q (1406.810100 sec): 3 clusters Score: Raw -4424756.377025 + Penalty 3534.210458 = -4421222.166567 nChanged 17 SP:Iteration 78Q (1406.885462 sec): 3 clusters Score: Raw -4424758.861272 + Penalty 3534.210458 = -4421224.650814 nChanged 17 SP:Iteration 79Q (1406.960619 sec): 3 clusters Score: Raw -4424760.780066 + Penalty 3534.210458 = -4421226.569608 nChanged 8 SP:Iteration 80F (1407.049799 sec): 3 clusters Score: Raw -4424761.337839 + Penalty 3534.210458 = -4421227.127381 nChanged 6 SP:Iteration 81Q (1407.124571 sec): 3 clusters Score: Raw -4424761.886944 + Penalty 3534.210458 = -4421227.676486 nChanged 7 SP:Iteration 82Q (1407.199140 sec): 3 clusters Score: Raw -4424762.435524 + Penalty 3534.210458 = -4421228.225066 nChanged 6 SP:Iteration 83Q (1407.273931 sec): 3 clusters Score: Raw -4424763.093094 + Penalty 3534.210458 = -4421228.882636 nChanged 11 SP:Iteration 84Q (1407.348427 sec): 3 clusters Score: Raw -4424764.135964 + Penalty 3534.210458 = -4421229.925507 nChanged 9 SP:Iteration 85Q (1407.423326 sec): 3 clusters Score: Raw -4424765.062078 + Penalty 3534.210458 = -4421230.851620 nChanged 9 SP:Iteration 86Q (1407.497890 sec): 3 clusters Score: Raw -4424765.879533 + Penalty 3534.210458 = -4421231.669075 nChanged 9 SP:Iteration 87Q (1407.572726 sec): 3 clusters Score: Raw -4424766.812615 + Penalty 3534.210458 = -4421232.602157 nChanged 6 SP:Iteration 88Q (1407.647334 sec): 3 clusters Score: Raw -4424767.305048 + Penalty 3534.210458 = -4421233.094590 nChanged 9 SP:Iteration 89Q (1407.722067 sec): 3 clusters Score: Raw -4424768.049194 + Penalty 3534.210458 = -4421233.838736 nChanged 9 SP:Iteration 90Q (1407.796717 sec): 3 clusters Score: Raw -4424768.798778 + Penalty 3534.210458 = -4421234.588320 nChanged 8 SP:Iteration 91Q (1407.871616 sec): 3 clusters Score: Raw -4424769.647080 + Penalty 3534.210458 = -4421235.436622 nChanged 11 SP:Iteration 92Q (1407.946191 sec): 3 clusters Score: Raw -4424770.885147 + Penalty 3534.210458 = -4421236.674689 nChanged 11 SP:Iteration 93Q (1408.020906 sec): 3 clusters Score: Raw -4424772.271400 + Penalty 3534.210458 = -4421238.060943 nChanged 10 SP:Iteration 94Q (1408.095465 sec): 3 clusters Score: Raw -4424773.184381 + Penalty 3534.210458 = -4421238.973923 nChanged 8 SP:Iteration 95Q (1408.170133 sec): 3 clusters Score: Raw -4424773.827934 + Penalty 3534.210458 = -4421239.617476 nChanged 7 SP:Iteration 96Q (1408.244560 sec): 3 clusters Score: Raw -4424774.256059 + Penalty 3534.210458 = -4421240.045601 nChanged 6 SP:Iteration 97Q (1408.319372 sec): 3 clusters Score: Raw -4424774.714206 + Penalty 3534.210458 = -4421240.503748 nChanged 3 SP:Iteration 98Q (1408.393722 sec): 3 clusters Score: Raw -4424775.009096 + Penalty 3534.210458 = -4421240.798638 nChanged 3 SP:Iteration 99Q (1408.468412 sec): 3 clusters Score: Raw -4424775.316313 + Penalty 3534.210458 = -4421241.105855 nChanged 8 SP:Iteration 100F (1408.556814 sec): 3 clusters Score: Raw -4424776.027889 + Penalty 3534.210458 = -4421241.817431 nChanged 7 SP:Iteration 101Q (1408.631287 sec): 3 clusters Score: Raw -4424776.631515 + Penalty 3534.210458 = -4421242.421057 nChanged 5 SP:Iteration 102Q (1408.705880 sec): 3 clusters Score: Raw -4424776.875394 + Penalty 3534.210458 = -4421242.664936 nChanged 1 SP:Iteration 103Q (1408.780622 sec): 3 clusters Score: Raw -4424776.909880 + Penalty 3534.210458 = -4421242.699422 nChanged 2 SP:Iteration 104Q (1408.855287 sec): 3 clusters Score: Raw -4424777.010637 + Penalty 3534.210458 = -4421242.800180 nChanged 0 SP:Iteration 105F (1408.943689 sec): 3 clusters Score: Raw -4424777.010637 + Penalty 3534.210458 = -4421242.800180 nChanged 0 Trying to split cluster 2 (2164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1408.949915 sec): 2 clusters Score: Raw -149164.072552 + Penalty 1247.953466 = -147916.119086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1408.961459 sec): 3 clusters Score: Raw -148257.162187 + Penalty 2495.906933 = -145761.255254 nChanged 792 SP:Iteration 1F (1408.972261 sec): 3 clusters Score: Raw -148860.826838 + Penalty 2495.906933 = -146364.919905 nChanged 210 SP:Iteration 2F (1408.983048 sec): 3 clusters Score: Raw -149116.801774 + Penalty 2495.906933 = -146620.894841 nChanged 175 SP:Iteration 3F (1408.993832 sec): 3 clusters Score: Raw -149400.751986 + Penalty 2495.906933 = -146904.845053 nChanged 189 SP:Iteration 4F (1409.004634 sec): 3 clusters Score: Raw -149728.861826 + Penalty 2495.906933 = -147232.954893 nChanged 154 SP:Iteration 5F (1409.015445 sec): 3 clusters Score: Raw -149970.296437 + Penalty 2495.906933 = -147474.389504 nChanged 116 SP:Iteration 6F (1409.026264 sec): 3 clusters Score: Raw -150100.385918 + Penalty 2495.906933 = -147604.478985 nChanged 69 SP:Iteration 7Q (1409.036836 sec): 3 clusters Score: Raw -150177.378178 + Penalty 2495.906933 = -147681.471245 nChanged 61 SP:Iteration 8Q (1409.047351 sec): 3 clusters Score: Raw -150252.537091 + Penalty 2495.906933 = -147756.630158 nChanged 69 SP:Iteration 9Q (1409.057688 sec): 3 clusters Score: Raw -150325.106495 + Penalty 2495.906933 = -147829.199562 nChanged 43 SP:Iteration 10Q (1409.068101 sec): 3 clusters Score: Raw -150363.208606 + Penalty 2495.906933 = -147867.301673 nChanged 32 SP:Iteration 11Q (1409.078394 sec): 3 clusters Score: Raw -150391.908043 + Penalty 2495.906933 = -147896.001110 nChanged 27 SP:Iteration 12Q (1409.088651 sec): 3 clusters Score: Raw -150411.275160 + Penalty 2495.906933 = -147915.368227 nChanged 17 SP:Iteration 13Q (1409.098938 sec): 3 clusters Score: Raw -150423.167644 + Penalty 2495.906933 = -147927.260711 nChanged 15 SP:Iteration 14Q (1409.109275 sec): 3 clusters Score: Raw -150431.142612 + Penalty 2495.906933 = -147935.235679 nChanged 13 SP:Iteration 15Q (1409.119513 sec): 3 clusters Score: Raw -150440.799881 + Penalty 2495.906933 = -147944.892948 nChanged 17 SP:Iteration 16Q (1409.129900 sec): 3 clusters Score: Raw -150453.142765 + Penalty 2495.906933 = -147957.235832 nChanged 15 SP:Iteration 17Q (1409.140220 sec): 3 clusters Score: Raw -150463.897422 + Penalty 2495.906933 = -147967.990489 nChanged 13 SP:Iteration 18Q (1409.150507 sec): 3 clusters Score: Raw -150473.832085 + Penalty 2495.906933 = -147977.925152 nChanged 8 SP:Iteration 19Q (1409.160832 sec): 3 clusters Score: Raw -150478.706367 + Penalty 2495.906933 = -147982.799434 nChanged 7 SP:Iteration 20F (1409.171646 sec): 3 clusters Score: Raw -150482.284234 + Penalty 2495.906933 = -147986.377301 nChanged 5 SP:Iteration 21Q (1409.181958 sec): 3 clusters Score: Raw -150484.722416 + Penalty 2495.906933 = -147988.815483 nChanged 4 SP:Iteration 22Q (1409.192250 sec): 3 clusters Score: Raw -150486.734314 + Penalty 2495.906933 = -147990.827381 nChanged 5 SP:Iteration 23Q (1409.202534 sec): 3 clusters Score: Raw -150488.608267 + Penalty 2495.906933 = -147992.701334 nChanged 1 SP:Iteration 24Q (1409.212868 sec): 3 clusters Score: Raw -150488.785578 + Penalty 2495.906933 = -147992.878645 nChanged 0 SP:Iteration 25F (1409.223519 sec): 3 clusters Score: Raw -150488.785578 + Penalty 2495.906933 = -147992.878645 nChanged 0 Score: Raw -23031428.759120 + Penalty 63326.414721 = -22968102.344399 Splitting cluster 2 changes total score from -22968816.191659 to -22968102.344399 So it's not getting split. Trying to split cluster 3 (1735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1414.641124 sec): 2 clusters Score: Raw -149077.210132 + Penalty 1212.048938 = -147865.161195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1414.650455 sec): 3 clusters Score: Raw -148369.546081 + Penalty 2424.097875 = -145945.448206 nChanged 614 SP:Iteration 1F (1414.659130 sec): 3 clusters Score: Raw -148780.868582 + Penalty 2424.097875 = -146356.770707 nChanged 113 SP:Iteration 2F (1414.667855 sec): 3 clusters Score: Raw -148855.778403 + Penalty 2424.097875 = -146431.680528 nChanged 63 SP:Iteration 3Q (1414.676644 sec): 3 clusters Score: Raw -148892.723226 + Penalty 2424.097875 = -146468.625351 nChanged 37 SP:Iteration 4Q (1414.685560 sec): 3 clusters Score: Raw -148915.444536 + Penalty 2424.097875 = -146491.346661 nChanged 29 SP:Iteration 5Q (1414.694239 sec): 3 clusters Score: Raw -148936.175851 + Penalty 2424.097875 = -146512.077976 nChanged 24 SP:Iteration 6Q (1414.702989 sec): 3 clusters Score: Raw -148947.612549 + Penalty 2424.097875 = -146523.514674 nChanged 17 SP:Iteration 7Q (1414.711751 sec): 3 clusters Score: Raw -148956.905324 + Penalty 2424.097875 = -146532.807449 nChanged 18 SP:Iteration 8Q (1414.720494 sec): 3 clusters Score: Raw -148964.901952 + Penalty 2424.097875 = -146540.804077 nChanged 8 SP:Iteration 9Q (1414.729243 sec): 3 clusters Score: Raw -148967.856377 + Penalty 2424.097875 = -146543.758502 nChanged 5 SP:Iteration 10Q (1414.737991 sec): 3 clusters Score: Raw -148969.289484 + Penalty 2424.097875 = -146545.191609 nChanged 1 SP:Iteration 11Q (1414.746745 sec): 3 clusters Score: Raw -148969.431170 + Penalty 2424.097875 = -146545.333295 nChanged 0 SP:Iteration 12F (1414.755465 sec): 3 clusters Score: Raw -148969.431170 + Penalty 2424.097875 = -146545.333295 nChanged 0 Trying to split cluster 4 (12251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1414.781933 sec): 2 clusters Score: Raw -1037820.200940 + Penalty 1529.671462 = -1036290.529478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1414.814238 sec): 3 clusters Score: Raw -1030788.039818 + Penalty 3059.342925 = -1027728.696893 nChanged 5358 SP:Iteration 1F (1414.845480 sec): 3 clusters Score: Raw -1033723.915005 + Penalty 3059.342925 = -1030664.572080 nChanged 782 SP:Iteration 2F (1414.876644 sec): 3 clusters Score: Raw -1034117.157343 + Penalty 3059.342925 = -1031057.814419 nChanged 736 SP:Iteration 3F (1414.907811 sec): 3 clusters Score: Raw -1034553.090838 + Penalty 3059.342925 = -1031493.747913 nChanged 771 SP:Iteration 4F (1414.938779 sec): 3 clusters Score: Raw -1035018.579959 + Penalty 3059.342925 = -1031959.237034 nChanged 722 SP:Iteration 5F (1414.970029 sec): 3 clusters Score: Raw -1035497.642137 + Penalty 3059.342925 = -1032438.299212 nChanged 711 SP:Iteration 6F (1415.001277 sec): 3 clusters Score: Raw -1036041.658420 + Penalty 3059.342925 = -1032982.315496 nChanged 754 SP:Iteration 7F (1415.032434 sec): 3 clusters Score: Raw -1036576.104552 + Penalty 3059.342925 = -1033516.761627 nChanged 661 SP:Iteration 8F (1415.063521 sec): 3 clusters Score: Raw -1037009.214185 + Penalty 3059.342925 = -1033949.871261 nChanged 485 SP:Iteration 9Q (1415.094351 sec): 3 clusters Score: Raw -1037287.770536 + Penalty 3059.342925 = -1034228.427611 nChanged 405 SP:Iteration 10Q (1415.125098 sec): 3 clusters Score: Raw -1037472.395630 + Penalty 3059.342925 = -1034413.052706 nChanged 318 SP:Iteration 11Q (1415.155667 sec): 3 clusters Score: Raw -1037610.009743 + Penalty 3059.342925 = -1034550.666818 nChanged 251 SP:Iteration 12Q (1415.186030 sec): 3 clusters Score: Raw -1037695.029189 + Penalty 3059.342925 = -1034635.686264 nChanged 193 SP:Iteration 13Q (1415.216188 sec): 3 clusters Score: Raw -1037756.552027 + Penalty 3059.342925 = -1034697.209102 nChanged 196 SP:Iteration 14Q (1415.246464 sec): 3 clusters Score: Raw -1037820.695804 + Penalty 3059.342925 = -1034761.352880 nChanged 171 SP:Iteration 15Q (1415.276407 sec): 3 clusters Score: Raw -1037876.034117 + Penalty 3059.342925 = -1034816.691192 nChanged 173 SP:Iteration 16Q (1415.306481 sec): 3 clusters Score: Raw -1037929.122477 + Penalty 3059.342925 = -1034869.779553 nChanged 141 SP:Iteration 17Q (1415.336367 sec): 3 clusters Score: Raw -1037968.210991 + Penalty 3059.342925 = -1034908.868066 nChanged 142 SP:Iteration 18Q (1415.366346 sec): 3 clusters Score: Raw -1038013.523084 + Penalty 3059.342925 = -1034954.180160 nChanged 150 SP:Iteration 19Q (1415.396200 sec): 3 clusters Score: Raw -1038063.151651 + Penalty 3059.342925 = -1035003.808726 nChanged 142 SP:Iteration 20F (1415.427150 sec): 3 clusters Score: Raw -1038128.148038 + Penalty 3059.342925 = -1035068.805113 nChanged 161 SP:Iteration 21Q (1415.457027 sec): 3 clusters Score: Raw -1038212.822888 + Penalty 3059.342925 = -1035153.479963 nChanged 175 SP:Iteration 22Q (1415.486530 sec): 3 clusters Score: Raw -1038333.661086 + Penalty 3059.342925 = -1035274.318161 nChanged 184 SP:Iteration 23Q (1415.515967 sec): 3 clusters Score: Raw -1038476.311749 + Penalty 3059.342925 = -1035416.968824 nChanged 180 SP:Iteration 24Q (1415.545247 sec): 3 clusters Score: Raw -1038598.093641 + Penalty 3059.342925 = -1035538.750716 nChanged 135 SP:Iteration 25Q (1415.574323 sec): 3 clusters Score: Raw -1038658.853280 + Penalty 3059.342925 = -1035599.510355 nChanged 86 SP:Iteration 26Q (1415.603212 sec): 3 clusters Score: Raw -1038683.911779 + Penalty 3059.342925 = -1035624.568854 nChanged 64 SP:Iteration 27Q (1415.632045 sec): 3 clusters Score: Raw -1038696.856561 + Penalty 3059.342925 = -1035637.513636 nChanged 47 SP:Iteration 28Q (1415.661000 sec): 3 clusters Score: Raw -1038704.628725 + Penalty 3059.342925 = -1035645.285800 nChanged 29 SP:Iteration 29Q (1415.689700 sec): 3 clusters Score: Raw -1038709.216696 + Penalty 3059.342925 = -1035649.873771 nChanged 20 SP:Iteration 30Q (1415.718459 sec): 3 clusters Score: Raw -1038712.105295 + Penalty 3059.342925 = -1035652.762370 nChanged 19 SP:Iteration 31Q (1415.747249 sec): 3 clusters Score: Raw -1038715.662605 + Penalty 3059.342925 = -1035656.319680 nChanged 15 SP:Iteration 32Q (1415.775972 sec): 3 clusters Score: Raw -1038717.561723 + Penalty 3059.342925 = -1035658.218798 nChanged 15 SP:Iteration 33Q (1415.804715 sec): 3 clusters Score: Raw -1038719.078948 + Penalty 3059.342925 = -1035659.736024 nChanged 16 SP:Iteration 34Q (1415.833504 sec): 3 clusters Score: Raw -1038721.184623 + Penalty 3059.342925 = -1035661.841699 nChanged 11 SP:Iteration 35Q (1415.862072 sec): 3 clusters Score: Raw -1038722.699500 + Penalty 3059.342925 = -1035663.356575 nChanged 8 SP:Iteration 36Q (1415.890876 sec): 3 clusters Score: Raw -1038723.853580 + Penalty 3059.342925 = -1035664.510655 nChanged 12 SP:Iteration 37Q (1415.919596 sec): 3 clusters Score: Raw -1038725.207658 + Penalty 3059.342925 = -1035665.864734 nChanged 7 SP:Iteration 38Q (1415.948486 sec): 3 clusters Score: Raw -1038725.935259 + Penalty 3059.342925 = -1035666.592334 nChanged 3 SP:Iteration 39Q (1415.977242 sec): 3 clusters Score: Raw -1038726.237853 + Penalty 3059.342925 = -1035666.894928 nChanged 2 SP:Iteration 40F (1416.008540 sec): 3 clusters Score: Raw -1038726.469762 + Penalty 3059.342925 = -1035667.126838 nChanged 4 SP:Iteration 41Q (1416.037598 sec): 3 clusters Score: Raw -1038726.910701 + Penalty 3059.342925 = -1035667.567776 nChanged 5 SP:Iteration 42Q (1416.066256 sec): 3 clusters Score: Raw -1038727.583093 + Penalty 3059.342925 = -1035668.240169 nChanged 5 SP:Iteration 43Q (1416.095020 sec): 3 clusters Score: Raw -1038728.094113 + Penalty 3059.342925 = -1035668.751189 nChanged 1 SP:Iteration 44Q (1416.123844 sec): 3 clusters Score: Raw -1038728.212204 + Penalty 3059.342925 = -1035668.869279 nChanged 0 SP:Iteration 45F (1416.154741 sec): 3 clusters Score: Raw -1038728.212204 + Penalty 3059.342925 = -1035668.869279 nChanged 0 Trying to split cluster 5 (1370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1416.168868 sec): 2 clusters Score: Raw -100153.871000 + Penalty 1173.666978 = -98980.204022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1416.176411 sec): 3 clusters Score: Raw -99630.002380 + Penalty 2347.333956 = -97282.668424 nChanged 458 SP:Iteration 1F (1416.183452 sec): 3 clusters Score: Raw -99945.969891 + Penalty 2347.333956 = -97598.635935 nChanged 116 SP:Iteration 2F (1416.190562 sec): 3 clusters Score: Raw -100047.129022 + Penalty 2347.333956 = -97699.795066 nChanged 63 SP:Iteration 3Q (1416.197721 sec): 3 clusters Score: Raw -100099.675223 + Penalty 2347.333956 = -97752.341266 nChanged 46 SP:Iteration 4Q (1416.204785 sec): 3 clusters Score: Raw -100136.425182 + Penalty 2347.333956 = -97789.091226 nChanged 40 SP:Iteration 5Q (1416.211865 sec): 3 clusters Score: Raw -100176.853823 + Penalty 2347.333956 = -97829.519867 nChanged 42 SP:Iteration 6Q (1416.251525 sec): 3 clusters Score: Raw -100215.754884 + Penalty 2347.333956 = -97868.420928 nChanged 25 SP:Iteration 7Q (1416.258806 sec): 3 clusters Score: Raw -100238.625878 + Penalty 2347.333956 = -97891.291922 nChanged 20 SP:Iteration 8Q (1416.265861 sec): 3 clusters Score: Raw -100255.041060 + Penalty 2347.333956 = -97907.707104 nChanged 19 SP:Iteration 9Q (1416.272884 sec): 3 clusters Score: Raw -100269.410898 + Penalty 2347.333956 = -97922.076941 nChanged 20 SP:Iteration 10Q (1416.279893 sec): 3 clusters Score: Raw -100281.798966 + Penalty 2347.333956 = -97934.465010 nChanged 15 SP:Iteration 11Q (1416.287014 sec): 3 clusters Score: Raw -100296.094717 + Penalty 2347.333956 = -97948.760761 nChanged 16 SP:Iteration 12Q (1416.294097 sec): 3 clusters Score: Raw -100309.959583 + Penalty 2347.333956 = -97962.625627 nChanged 9 SP:Iteration 13Q (1416.301128 sec): 3 clusters Score: Raw -100316.103746 + Penalty 2347.333956 = -97968.769790 nChanged 7 SP:Iteration 14Q (1416.308170 sec): 3 clusters Score: Raw -100321.032677 + Penalty 2347.333956 = -97973.698721 nChanged 5 SP:Iteration 15Q (1416.315249 sec): 3 clusters Score: Raw -100324.415554 + Penalty 2347.333956 = -97977.081598 nChanged 6 SP:Iteration 16Q (1416.322257 sec): 3 clusters Score: Raw -100328.997431 + Penalty 2347.333956 = -97981.663475 nChanged 8 SP:Iteration 17Q (1416.329268 sec): 3 clusters Score: Raw -100337.384968 + Penalty 2347.333956 = -97990.051011 nChanged 12 SP:Iteration 18Q (1416.336044 sec): 3 clusters Score: Raw -100345.463813 + Penalty 2347.333956 = -97998.129857 nChanged 5 SP:Iteration 19Q (1416.343078 sec): 3 clusters Score: Raw -100348.071824 + Penalty 2347.333956 = -98000.737868 nChanged 5 SP:Iteration 20F (1416.350189 sec): 3 clusters Score: Raw -100351.297650 + Penalty 2347.333956 = -98003.963694 nChanged 5 SP:Iteration 21Q (1416.357180 sec): 3 clusters Score: Raw -100353.673641 + Penalty 2347.333956 = -98006.339685 nChanged 4 SP:Iteration 22Q (1416.364128 sec): 3 clusters Score: Raw -100355.696981 + Penalty 2347.333956 = -98008.363025 nChanged 5 SP:Iteration 23Q (1416.371120 sec): 3 clusters Score: Raw -100359.613156 + Penalty 2347.333956 = -98012.279200 nChanged 6 SP:Iteration 24Q (1416.378115 sec): 3 clusters Score: Raw -100362.242112 + Penalty 2347.333956 = -98014.908156 nChanged 2 SP:Iteration 25Q (1416.385158 sec): 3 clusters Score: Raw -100363.565701 + Penalty 2347.333956 = -98016.231745 nChanged 3 SP:Iteration 26Q (1416.392152 sec): 3 clusters Score: Raw -100364.996811 + Penalty 2347.333956 = -98017.662855 nChanged 0 SP:Iteration 27F (1416.399154 sec): 3 clusters Score: Raw -100364.996811 + Penalty 2347.333956 = -98017.662855 nChanged 0 Trying to split cluster 6 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1416.412753 sec): 2 clusters Score: Raw -125303.829574 + Penalty 1193.096406 = -124110.733168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1416.421344 sec): 3 clusters Score: Raw -124707.240529 + Penalty 2386.192812 = -122321.047717 nChanged 492 SP:Iteration 1F (1416.429236 sec): 3 clusters Score: Raw -125066.405145 + Penalty 2386.192812 = -122680.212333 nChanged 124 SP:Iteration 2F (1416.437100 sec): 3 clusters Score: Raw -125177.647006 + Penalty 2386.192812 = -122791.454194 nChanged 81 SP:Iteration 3F (1416.445040 sec): 3 clusters Score: Raw -125256.709306 + Penalty 2386.192812 = -122870.516494 nChanged 54 SP:Iteration 4Q (1416.452814 sec): 3 clusters Score: Raw -125316.560896 + Penalty 2386.192812 = -122930.368084 nChanged 50 SP:Iteration 5Q (1416.460606 sec): 3 clusters Score: Raw -125371.715829 + Penalty 2386.192812 = -122985.523016 nChanged 56 SP:Iteration 6Q (1416.468380 sec): 3 clusters Score: Raw -125431.131607 + Penalty 2386.192812 = -123044.938795 nChanged 47 SP:Iteration 7Q (1416.476197 sec): 3 clusters Score: Raw -125479.425866 + Penalty 2386.192812 = -123093.233054 nChanged 52 SP:Iteration 8Q (1416.483961 sec): 3 clusters Score: Raw -125535.027829 + Penalty 2386.192812 = -123148.835016 nChanged 40 SP:Iteration 9Q (1416.491704 sec): 3 clusters Score: Raw -125579.632145 + Penalty 2386.192812 = -123193.439333 nChanged 39 SP:Iteration 10Q (1416.499405 sec): 3 clusters Score: Raw -125614.660898 + Penalty 2386.192812 = -123228.468085 nChanged 27 SP:Iteration 11Q (1416.507149 sec): 3 clusters Score: Raw -125647.356896 + Penalty 2386.192812 = -123261.164084 nChanged 36 SP:Iteration 12Q (1416.514857 sec): 3 clusters Score: Raw -125683.310213 + Penalty 2386.192812 = -123297.117401 nChanged 31 SP:Iteration 13Q (1416.522544 sec): 3 clusters Score: Raw -125717.702588 + Penalty 2386.192812 = -123331.509776 nChanged 29 SP:Iteration 14Q (1416.530194 sec): 3 clusters Score: Raw -125745.102063 + Penalty 2386.192812 = -123358.909251 nChanged 25 SP:Iteration 15Q (1416.537873 sec): 3 clusters Score: Raw -125768.063837 + Penalty 2386.192812 = -123381.871025 nChanged 23 SP:Iteration 16Q (1416.545456 sec): 3 clusters Score: Raw -125789.066920 + Penalty 2386.192812 = -123402.874108 nChanged 20 SP:Iteration 17Q (1416.553081 sec): 3 clusters Score: Raw -125804.442387 + Penalty 2386.192812 = -123418.249574 nChanged 17 SP:Iteration 18Q (1416.560681 sec): 3 clusters Score: Raw -125820.368292 + Penalty 2386.192812 = -123434.175480 nChanged 13 SP:Iteration 19Q (1416.568311 sec): 3 clusters Score: Raw -125829.021447 + Penalty 2386.192812 = -123442.828635 nChanged 10 SP:Iteration 20F (1416.576095 sec): 3 clusters Score: Raw -125834.926575 + Penalty 2386.192812 = -123448.733763 nChanged 5 SP:Iteration 21Q (1416.583665 sec): 3 clusters Score: Raw -125836.996233 + Penalty 2386.192812 = -123450.803421 nChanged 1 SP:Iteration 22Q (1416.591248 sec): 3 clusters Score: Raw -125837.680055 + Penalty 2386.192812 = -123451.487243 nChanged 1 SP:Iteration 23Q (1416.598805 sec): 3 clusters Score: Raw -125838.579673 + Penalty 2386.192812 = -123452.386860 nChanged 1 SP:Iteration 24Q (1416.606528 sec): 3 clusters Score: Raw -125839.162328 + Penalty 2386.192812 = -123452.969516 nChanged 1 SP:Iteration 25Q (1416.614051 sec): 3 clusters Score: Raw -125839.516569 + Penalty 2386.192812 = -123453.323756 nChanged 0 SP:Iteration 26F (1416.621715 sec): 3 clusters Score: Raw -125839.516569 + Penalty 2386.192812 = -123453.323756 nChanged 0 Trying to split cluster 7 (2980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1416.638404 sec): 2 clusters Score: Raw -242067.087588 + Penalty 1299.947769 = -240767.139819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1416.653801 sec): 3 clusters Score: Raw -240672.785753 + Penalty 2599.895538 = -238072.890214 nChanged 1133 SP:Iteration 1F (1416.668316 sec): 3 clusters Score: Raw -241397.318291 + Penalty 2599.895538 = -238797.422752 nChanged 244 SP:Iteration 2F (1416.682791 sec): 3 clusters Score: Raw -241580.709792 + Penalty 2599.895538 = -238980.814254 nChanged 166 SP:Iteration 3F (1416.697177 sec): 3 clusters Score: Raw -241708.577111 + Penalty 2599.895538 = -239108.681572 nChanged 143 SP:Iteration 4Q (1416.711652 sec): 3 clusters Score: Raw -241819.755904 + Penalty 2599.895538 = -239219.860366 nChanged 146 SP:Iteration 5Q (1416.726117 sec): 3 clusters Score: Raw -241962.027987 + Penalty 2599.895538 = -239362.132448 nChanged 141 SP:Iteration 6Q (1416.740550 sec): 3 clusters Score: Raw -242063.855182 + Penalty 2599.895538 = -239463.959644 nChanged 103 SP:Iteration 7Q (1416.754920 sec): 3 clusters Score: Raw -242129.773019 + Penalty 2599.895538 = -239529.877480 nChanged 82 SP:Iteration 8Q (1416.769345 sec): 3 clusters Score: Raw -242182.686590 + Penalty 2599.895538 = -239582.791052 nChanged 68 SP:Iteration 9Q (1416.783642 sec): 3 clusters Score: Raw -242228.033972 + Penalty 2599.895538 = -239628.138433 nChanged 60 SP:Iteration 10Q (1416.798000 sec): 3 clusters Score: Raw -242272.236725 + Penalty 2599.895538 = -239672.341186 nChanged 61 SP:Iteration 11Q (1416.812208 sec): 3 clusters Score: Raw -242318.494857 + Penalty 2599.895538 = -239718.599319 nChanged 51 SP:Iteration 12Q (1416.826441 sec): 3 clusters Score: Raw -242364.277190 + Penalty 2599.895538 = -239764.381651 nChanged 57 SP:Iteration 13Q (1416.840735 sec): 3 clusters Score: Raw -242409.296292 + Penalty 2599.895538 = -239809.400754 nChanged 59 SP:Iteration 14Q (1416.855041 sec): 3 clusters Score: Raw -242455.433071 + Penalty 2599.895538 = -239855.537533 nChanged 55 SP:Iteration 15Q (1416.869300 sec): 3 clusters Score: Raw -242489.719818 + Penalty 2599.895538 = -239889.824280 nChanged 40 SP:Iteration 16Q (1416.883504 sec): 3 clusters Score: Raw -242513.527074 + Penalty 2599.895538 = -239913.631535 nChanged 29 SP:Iteration 17Q (1416.897699 sec): 3 clusters Score: Raw -242531.813669 + Penalty 2599.895538 = -239931.918131 nChanged 22 SP:Iteration 18Q (1416.911894 sec): 3 clusters Score: Raw -242542.732823 + Penalty 2599.895538 = -239942.837284 nChanged 15 SP:Iteration 19Q (1416.926130 sec): 3 clusters Score: Raw -242551.217611 + Penalty 2599.895538 = -239951.322072 nChanged 20 SP:Iteration 20F (1416.940581 sec): 3 clusters Score: Raw -242560.668151 + Penalty 2599.895538 = -239960.772612 nChanged 19 SP:Iteration 21Q (1416.954821 sec): 3 clusters Score: Raw -242567.810583 + Penalty 2599.895538 = -239967.915045 nChanged 15 SP:Iteration 22Q (1416.968885 sec): 3 clusters Score: Raw -242572.455889 + Penalty 2599.895538 = -239972.560350 nChanged 5 SP:Iteration 23Q (1416.983074 sec): 3 clusters Score: Raw -242573.755855 + Penalty 2599.895538 = -239973.860317 nChanged 4 SP:Iteration 24Q (1416.997243 sec): 3 clusters Score: Raw -242574.934034 + Penalty 2599.895538 = -239975.038495 nChanged 4 SP:Iteration 25Q (1417.011277 sec): 3 clusters Score: Raw -242576.226281 + Penalty 2599.895538 = -239976.330743 nChanged 4 SP:Iteration 26Q (1417.025409 sec): 3 clusters Score: Raw -242577.960421 + Penalty 2599.895538 = -239978.064882 nChanged 3 SP:Iteration 27Q (1417.039441 sec): 3 clusters Score: Raw -242579.273089 + Penalty 2599.895538 = -239979.377551 nChanged 8 SP:Iteration 28Q (1417.053625 sec): 3 clusters Score: Raw -242583.939151 + Penalty 2599.895538 = -239984.043613 nChanged 6 SP:Iteration 29Q (1417.067762 sec): 3 clusters Score: Raw -242586.595434 + Penalty 2599.895538 = -239986.699895 nChanged 6 SP:Iteration 30Q (1417.081954 sec): 3 clusters Score: Raw -242590.202482 + Penalty 2599.895538 = -239990.306944 nChanged 11 SP:Iteration 31Q (1417.096103 sec): 3 clusters Score: Raw -242595.712331 + Penalty 2599.895538 = -239995.816793 nChanged 10 SP:Iteration 32Q (1417.110101 sec): 3 clusters Score: Raw -242599.420281 + Penalty 2599.895538 = -239999.524743 nChanged 9 SP:Iteration 33Q (1417.124258 sec): 3 clusters Score: Raw -242602.275975 + Penalty 2599.895538 = -240002.380436 nChanged 6 SP:Iteration 34Q (1417.138428 sec): 3 clusters Score: Raw -242604.999409 + Penalty 2599.895538 = -240005.103871 nChanged 4 SP:Iteration 35Q (1417.152619 sec): 3 clusters Score: Raw -242606.433302 + Penalty 2599.895538 = -240006.537763 nChanged 3 SP:Iteration 36Q (1417.166751 sec): 3 clusters Score: Raw -242607.272807 + Penalty 2599.895538 = -240007.377269 nChanged 3 SP:Iteration 37Q (1417.180806 sec): 3 clusters Score: Raw -242608.109615 + Penalty 2599.895538 = -240008.214076 nChanged 1 SP:Iteration 38Q (1417.194782 sec): 3 clusters Score: Raw -242608.349976 + Penalty 2599.895538 = -240008.454437 nChanged 0 SP:Iteration 39F (1417.209269 sec): 3 clusters Score: Raw -242608.349976 + Penalty 2599.895538 = -240008.454437 nChanged 0 Trying to split cluster 8 (7992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1417.230954 sec): 2 clusters Score: Raw -668838.335000 + Penalty 1460.256902 = -667378.078098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1417.257036 sec): 3 clusters Score: Raw -664455.924575 + Penalty 2920.513804 = -661535.410771 nChanged 3380 SP:Iteration 1F (1417.282088 sec): 3 clusters Score: Raw -666228.974112 + Penalty 2920.513804 = -663308.460308 nChanged 535 SP:Iteration 2F (1417.307351 sec): 3 clusters Score: Raw -666450.028741 + Penalty 2920.513804 = -663529.514937 nChanged 358 SP:Iteration 3Q (1417.332595 sec): 3 clusters Score: Raw -666590.006543 + Penalty 2920.513804 = -663669.492739 nChanged 307 SP:Iteration 4Q (1417.358087 sec): 3 clusters Score: Raw -666697.174245 + Penalty 2920.513804 = -663776.660441 nChanged 258 SP:Iteration 5Q (1417.383609 sec): 3 clusters Score: Raw -666778.436239 + Penalty 2920.513804 = -663857.922435 nChanged 222 SP:Iteration 6Q (1417.409077 sec): 3 clusters Score: Raw -666846.717007 + Penalty 2920.513804 = -663926.203203 nChanged 202 SP:Iteration 7Q (1417.434516 sec): 3 clusters Score: Raw -666921.617979 + Penalty 2920.513804 = -664001.104175 nChanged 213 SP:Iteration 8Q (1417.459805 sec): 3 clusters Score: Raw -667006.280040 + Penalty 2920.513804 = -664085.766236 nChanged 242 SP:Iteration 9Q (1417.485298 sec): 3 clusters Score: Raw -667108.903237 + Penalty 2920.513804 = -664188.389433 nChanged 257 SP:Iteration 10Q (1417.510711 sec): 3 clusters Score: Raw -667226.578497 + Penalty 2920.513804 = -664306.064693 nChanged 271 SP:Iteration 11Q (1417.536127 sec): 3 clusters Score: Raw -667355.953171 + Penalty 2920.513804 = -664435.439366 nChanged 280 SP:Iteration 12Q (1417.561635 sec): 3 clusters Score: Raw -667506.737224 + Penalty 2920.513804 = -664586.223420 nChanged 276 SP:Iteration 13Q (1417.586759 sec): 3 clusters Score: Raw -667672.179374 + Penalty 2920.513804 = -664751.665570 nChanged 308 SP:Iteration 14Q (1417.612016 sec): 3 clusters Score: Raw -667882.570218 + Penalty 2920.513804 = -664962.056414 nChanged 298 SP:Iteration 15Q (1417.637138 sec): 3 clusters Score: Raw -668093.004571 + Penalty 2920.513804 = -665172.490767 nChanged 250 SP:Iteration 16Q (1417.671640 sec): 3 clusters Score: Raw -668269.163144 + Penalty 2920.513804 = -665348.649340 nChanged 198 SP:Iteration 17Q (1417.703392 sec): 3 clusters Score: Raw -668413.851082 + Penalty 2920.513804 = -665493.337278 nChanged 180 SP:Iteration 18Q (1417.727918 sec): 3 clusters Score: Raw -668542.781443 + Penalty 2920.513804 = -665622.267639 nChanged 134 SP:Iteration 19Q (1417.752083 sec): 3 clusters Score: Raw -668635.789224 + Penalty 2920.513804 = -665715.275420 nChanged 114 SP:Iteration 20F (1417.777386 sec): 3 clusters Score: Raw -668713.025549 + Penalty 2920.513804 = -665792.511745 nChanged 87 SP:Iteration 21Q (1417.800875 sec): 3 clusters Score: Raw -668768.773023 + Penalty 2920.513804 = -665848.259219 nChanged 75 SP:Iteration 22Q (1417.824402 sec): 3 clusters Score: Raw -668813.069782 + Penalty 2920.513804 = -665892.555978 nChanged 65 SP:Iteration 23Q (1417.847779 sec): 3 clusters Score: Raw -668847.907760 + Penalty 2920.513804 = -665927.393956 nChanged 56 SP:Iteration 24Q (1417.871013 sec): 3 clusters Score: Raw -668870.909125 + Penalty 2920.513804 = -665950.395321 nChanged 33 SP:Iteration 25Q (1417.894415 sec): 3 clusters Score: Raw -668885.539746 + Penalty 2920.513804 = -665965.025942 nChanged 31 SP:Iteration 26Q (1417.917755 sec): 3 clusters Score: Raw -668897.813810 + Penalty 2920.513804 = -665977.300006 nChanged 25 SP:Iteration 27Q (1417.940873 sec): 3 clusters Score: Raw -668907.888380 + Penalty 2920.513804 = -665987.374576 nChanged 24 SP:Iteration 28Q (1417.963942 sec): 3 clusters Score: Raw -668916.762690 + Penalty 2920.513804 = -665996.248886 nChanged 18 SP:Iteration 29Q (1417.987026 sec): 3 clusters Score: Raw -668925.801851 + Penalty 2920.513804 = -666005.288047 nChanged 19 SP:Iteration 30Q (1418.009935 sec): 3 clusters Score: Raw -668934.321111 + Penalty 2920.513804 = -666013.807306 nChanged 17 SP:Iteration 31Q (1418.032859 sec): 3 clusters Score: Raw -668941.239014 + Penalty 2920.513804 = -666020.725210 nChanged 13 SP:Iteration 32Q (1418.055744 sec): 3 clusters Score: Raw -668948.268868 + Penalty 2920.513804 = -666027.755064 nChanged 19 SP:Iteration 33Q (1418.078524 sec): 3 clusters Score: Raw -668953.729182 + Penalty 2920.513804 = -666033.215378 nChanged 9 SP:Iteration 34Q (1418.101285 sec): 3 clusters Score: Raw -668957.197235 + Penalty 2920.513804 = -666036.683430 nChanged 2 SP:Iteration 35Q (1418.124088 sec): 3 clusters Score: Raw -668957.931127 + Penalty 2920.513804 = -666037.417323 nChanged 4 SP:Iteration 36Q (1418.146923 sec): 3 clusters Score: Raw -668959.000634 + Penalty 2920.513804 = -666038.486830 nChanged 1 SP:Iteration 37Q (1418.169680 sec): 3 clusters Score: Raw -668959.182122 + Penalty 2920.513804 = -666038.668318 nChanged 1 SP:Iteration 38Q (1418.192395 sec): 3 clusters Score: Raw -668959.685298 + Penalty 2920.513804 = -666039.171494 nChanged 0 SP:Iteration 39F (1418.217507 sec): 3 clusters Score: Raw -668959.685298 + Penalty 2920.513804 = -666039.171494 nChanged 0 Trying to split cluster 9 (4987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1418.236186 sec): 2 clusters Score: Raw -369671.936655 + Penalty 1383.620843 = -368288.315811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1418.258007 sec): 3 clusters Score: Raw -367100.983918 + Penalty 2767.241687 = -364333.742231 nChanged 2006 SP:Iteration 1F (1418.279517 sec): 3 clusters Score: Raw -368270.884032 + Penalty 2767.241687 = -365503.642345 nChanged 388 SP:Iteration 2F (1418.300903 sec): 3 clusters Score: Raw -368511.803589 + Penalty 2767.241687 = -365744.561902 nChanged 312 SP:Iteration 3F (1418.322397 sec): 3 clusters Score: Raw -368728.843158 + Penalty 2767.241687 = -365961.601471 nChanged 312 SP:Iteration 4F (1418.343923 sec): 3 clusters Score: Raw -368943.435957 + Penalty 2767.241687 = -366176.194270 nChanged 259 SP:Iteration 5F (1418.365313 sec): 3 clusters Score: Raw -369132.202594 + Penalty 2767.241687 = -366364.960907 nChanged 210 SP:Iteration 6Q (1418.386915 sec): 3 clusters Score: Raw -369270.417611 + Penalty 2767.241687 = -366503.175924 nChanged 175 SP:Iteration 7Q (1418.408365 sec): 3 clusters Score: Raw -369409.496452 + Penalty 2767.241687 = -366642.254766 nChanged 174 SP:Iteration 8Q (1418.429734 sec): 3 clusters Score: Raw -369571.058726 + Penalty 2767.241687 = -366803.817040 nChanged 150 SP:Iteration 9Q (1418.450851 sec): 3 clusters Score: Raw -369693.306381 + Penalty 2767.241687 = -366926.064694 nChanged 123 SP:Iteration 10Q (1418.472120 sec): 3 clusters Score: Raw -369779.243155 + Penalty 2767.241687 = -367012.001468 nChanged 110 SP:Iteration 11Q (1418.493086 sec): 3 clusters Score: Raw -369836.756426 + Penalty 2767.241687 = -367069.514739 nChanged 74 SP:Iteration 12Q (1418.513949 sec): 3 clusters Score: Raw -369874.334389 + Penalty 2767.241687 = -367107.092702 nChanged 56 SP:Iteration 13Q (1418.534911 sec): 3 clusters Score: Raw -369897.561881 + Penalty 2767.241687 = -367130.320194 nChanged 38 SP:Iteration 14Q (1418.555860 sec): 3 clusters Score: Raw -369911.661444 + Penalty 2767.241687 = -367144.419757 nChanged 29 SP:Iteration 15Q (1418.576549 sec): 3 clusters Score: Raw -369921.500071 + Penalty 2767.241687 = -367154.258384 nChanged 27 SP:Iteration 16Q (1418.597363 sec): 3 clusters Score: Raw -369930.058118 + Penalty 2767.241687 = -367162.816431 nChanged 26 SP:Iteration 17Q (1418.618163 sec): 3 clusters Score: Raw -369940.064303 + Penalty 2767.241687 = -367172.822616 nChanged 25 SP:Iteration 18Q (1418.638833 sec): 3 clusters Score: Raw -369949.488482 + Penalty 2767.241687 = -367182.246795 nChanged 28 SP:Iteration 19Q (1418.659717 sec): 3 clusters Score: Raw -369957.098814 + Penalty 2767.241687 = -367189.857128 nChanged 19 SP:Iteration 20F (1418.681291 sec): 3 clusters Score: Raw -369962.648200 + Penalty 2767.241687 = -367195.406513 nChanged 21 SP:Iteration 21Q (1418.701750 sec): 3 clusters Score: Raw -369969.763356 + Penalty 2767.241687 = -367202.521669 nChanged 27 SP:Iteration 22Q (1418.722412 sec): 3 clusters Score: Raw -369980.570950 + Penalty 2767.241687 = -367213.329263 nChanged 27 SP:Iteration 23Q (1418.742998 sec): 3 clusters Score: Raw -369993.542342 + Penalty 2767.241687 = -367226.300655 nChanged 27 SP:Iteration 24Q (1418.763706 sec): 3 clusters Score: Raw -370010.300189 + Penalty 2767.241687 = -367243.058502 nChanged 32 SP:Iteration 25Q (1418.784424 sec): 3 clusters Score: Raw -370032.134828 + Penalty 2767.241687 = -367264.893141 nChanged 36 SP:Iteration 26Q (1418.805069 sec): 3 clusters Score: Raw -370053.254619 + Penalty 2767.241687 = -367286.012932 nChanged 38 SP:Iteration 27Q (1418.825836 sec): 3 clusters Score: Raw -370073.795247 + Penalty 2767.241687 = -367306.553560 nChanged 30 SP:Iteration 28Q (1418.846395 sec): 3 clusters Score: Raw -370091.587917 + Penalty 2767.241687 = -367324.346230 nChanged 43 SP:Iteration 29Q (1418.867110 sec): 3 clusters Score: Raw -370113.915239 + Penalty 2767.241687 = -367346.673552 nChanged 31 SP:Iteration 30Q (1418.887519 sec): 3 clusters Score: Raw -370128.366317 + Penalty 2767.241687 = -367361.124630 nChanged 31 SP:Iteration 31Q (1418.908048 sec): 3 clusters Score: Raw -370143.127494 + Penalty 2767.241687 = -367375.885807 nChanged 28 SP:Iteration 32Q (1418.928409 sec): 3 clusters Score: Raw -370154.188278 + Penalty 2767.241687 = -367386.946591 nChanged 24 SP:Iteration 33Q (1418.948915 sec): 3 clusters Score: Raw -370161.998700 + Penalty 2767.241687 = -367394.757013 nChanged 16 SP:Iteration 34Q (1418.969250 sec): 3 clusters Score: Raw -370170.733934 + Penalty 2767.241687 = -367403.492248 nChanged 14 SP:Iteration 35Q (1418.989808 sec): 3 clusters Score: Raw -370177.317841 + Penalty 2767.241687 = -367410.076154 nChanged 15 SP:Iteration 36Q (1419.010247 sec): 3 clusters Score: Raw -370183.807880 + Penalty 2767.241687 = -367416.566193 nChanged 12 SP:Iteration 37Q (1419.030714 sec): 3 clusters Score: Raw -370193.493261 + Penalty 2767.241687 = -367426.251574 nChanged 18 SP:Iteration 38Q (1419.051099 sec): 3 clusters Score: Raw -370204.879773 + Penalty 2767.241687 = -367437.638086 nChanged 16 SP:Iteration 39Q (1419.071692 sec): 3 clusters Score: Raw -370211.321592 + Penalty 2767.241687 = -367444.079905 nChanged 16 SP:Iteration 40F (1419.093058 sec): 3 clusters Score: Raw -370218.014347 + Penalty 2767.241687 = -367450.772660 nChanged 12 SP:Iteration 41Q (1419.113392 sec): 3 clusters Score: Raw -370224.768444 + Penalty 2767.241687 = -367457.526757 nChanged 15 SP:Iteration 42Q (1419.133737 sec): 3 clusters Score: Raw -370234.640112 + Penalty 2767.241687 = -367467.398425 nChanged 12 SP:Iteration 43Q (1419.154099 sec): 3 clusters Score: Raw -370239.778815 + Penalty 2767.241687 = -367472.537128 nChanged 10 SP:Iteration 44Q (1419.174429 sec): 3 clusters Score: Raw -370242.916332 + Penalty 2767.241687 = -367475.674645 nChanged 7 SP:Iteration 45Q (1419.194511 sec): 3 clusters Score: Raw -370246.387896 + Penalty 2767.241687 = -367479.146209 nChanged 7 SP:Iteration 46Q (1419.214923 sec): 3 clusters Score: Raw -370249.217113 + Penalty 2767.241687 = -367481.975426 nChanged 6 SP:Iteration 47Q (1419.235228 sec): 3 clusters Score: Raw -370252.075848 + Penalty 2767.241687 = -367484.834161 nChanged 8 SP:Iteration 48Q (1419.255527 sec): 3 clusters Score: Raw -370254.853311 + Penalty 2767.241687 = -367487.611625 nChanged 3 SP:Iteration 49Q (1419.275738 sec): 3 clusters Score: Raw -370256.875189 + Penalty 2767.241687 = -367489.633502 nChanged 7 SP:Iteration 50Q (1419.296030 sec): 3 clusters Score: Raw -370260.737922 + Penalty 2767.241687 = -367493.496235 nChanged 9 SP:Iteration 51Q (1419.316240 sec): 3 clusters Score: Raw -370264.153674 + Penalty 2767.241687 = -367496.911987 nChanged 4 SP:Iteration 52Q (1419.336444 sec): 3 clusters Score: Raw -370266.197721 + Penalty 2767.241687 = -367498.956034 nChanged 7 SP:Iteration 53Q (1419.356827 sec): 3 clusters Score: Raw -370268.884998 + Penalty 2767.241687 = -367501.643312 nChanged 3 SP:Iteration 54Q (1419.377180 sec): 3 clusters Score: Raw -370270.177612 + Penalty 2767.241687 = -367502.935925 nChanged 4 SP:Iteration 55Q (1419.397272 sec): 3 clusters Score: Raw -370271.313425 + Penalty 2767.241687 = -367504.071738 nChanged 1 SP:Iteration 56Q (1419.417622 sec): 3 clusters Score: Raw -370271.786514 + Penalty 2767.241687 = -367504.544827 nChanged 0 SP:Iteration 57F (1419.439153 sec): 3 clusters Score: Raw -370271.786514 + Penalty 2767.241687 = -367504.544827 nChanged 0 Trying to split cluster 10 (6747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1419.460009 sec): 2 clusters Score: Raw -560923.664944 + Penalty 1432.738652 = -559490.926292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1419.484162 sec): 3 clusters Score: Raw -557301.741983 + Penalty 2865.477303 = -554436.264680 nChanged 2788 SP:Iteration 1F (1419.507905 sec): 3 clusters Score: Raw -558828.184602 + Penalty 2865.477303 = -555962.707299 nChanged 454 SP:Iteration 2F (1419.531491 sec): 3 clusters Score: Raw -559040.716568 + Penalty 2865.477303 = -556175.239265 nChanged 375 SP:Iteration 3F (1419.555113 sec): 3 clusters Score: Raw -559221.101569 + Penalty 2865.477303 = -556355.624266 nChanged 348 SP:Iteration 4F (1419.578861 sec): 3 clusters Score: Raw -559420.480591 + Penalty 2865.477303 = -556555.003288 nChanged 344 SP:Iteration 5F (1419.602475 sec): 3 clusters Score: Raw -559630.850470 + Penalty 2865.477303 = -556765.373166 nChanged 378 SP:Iteration 6F (1419.626185 sec): 3 clusters Score: Raw -559891.863135 + Penalty 2865.477303 = -557026.385832 nChanged 394 SP:Iteration 7F (1419.649688 sec): 3 clusters Score: Raw -560187.267857 + Penalty 2865.477303 = -557321.790554 nChanged 378 SP:Iteration 8F (1419.673582 sec): 3 clusters Score: Raw -560496.295657 + Penalty 2865.477303 = -557630.818354 nChanged 339 SP:Iteration 9F (1419.697249 sec): 3 clusters Score: Raw -560765.149741 + Penalty 2865.477303 = -557899.672438 nChanged 243 SP:Iteration 10Q (1419.720990 sec): 3 clusters Score: Raw -560963.724787 + Penalty 2865.477303 = -558098.247484 nChanged 160 SP:Iteration 11Q (1419.744630 sec): 3 clusters Score: Raw -561071.863558 + Penalty 2865.477303 = -558206.386255 nChanged 108 SP:Iteration 12Q (1419.768125 sec): 3 clusters Score: Raw -561142.845205 + Penalty 2865.477303 = -558277.367902 nChanged 78 SP:Iteration 13Q (1419.791128 sec): 3 clusters Score: Raw -561188.430464 + Penalty 2865.477303 = -558322.953161 nChanged 47 SP:Iteration 14Q (1419.814025 sec): 3 clusters Score: Raw -561210.892321 + Penalty 2865.477303 = -558345.415017 nChanged 36 SP:Iteration 15Q (1419.836731 sec): 3 clusters Score: Raw -561230.396331 + Penalty 2865.477303 = -558364.919028 nChanged 30 SP:Iteration 16Q (1419.859371 sec): 3 clusters Score: Raw -561244.274035 + Penalty 2865.477303 = -558378.796732 nChanged 28 SP:Iteration 17Q (1419.881865 sec): 3 clusters Score: Raw -561252.411415 + Penalty 2865.477303 = -558386.934112 nChanged 16 SP:Iteration 18Q (1419.904232 sec): 3 clusters Score: Raw -561257.527621 + Penalty 2865.477303 = -558392.050318 nChanged 16 SP:Iteration 19Q (1419.926780 sec): 3 clusters Score: Raw -561264.424557 + Penalty 2865.477303 = -558398.947254 nChanged 16 SP:Iteration 20F (1419.950432 sec): 3 clusters Score: Raw -561271.794228 + Penalty 2865.477303 = -558406.316924 nChanged 15 SP:Iteration 21Q (1419.972649 sec): 3 clusters Score: Raw -561276.151101 + Penalty 2865.477303 = -558410.673798 nChanged 7 SP:Iteration 22Q (1419.994878 sec): 3 clusters Score: Raw -561277.992860 + Penalty 2865.477303 = -558412.515557 nChanged 2 SP:Iteration 23Q (1420.017372 sec): 3 clusters Score: Raw -561278.377135 + Penalty 2865.477303 = -558412.899832 nChanged 3 SP:Iteration 24Q (1420.039558 sec): 3 clusters Score: Raw -561279.018757 + Penalty 2865.477303 = -558413.541454 nChanged 2 SP:Iteration 25Q (1420.061935 sec): 3 clusters Score: Raw -561279.297098 + Penalty 2865.477303 = -558413.819795 nChanged 2 SP:Iteration 26Q (1420.084316 sec): 3 clusters Score: Raw -561279.606221 + Penalty 2865.477303 = -558414.128918 nChanged 1 SP:Iteration 27Q (1420.106798 sec): 3 clusters Score: Raw -561280.167477 + Penalty 2865.477303 = -558414.690174 nChanged 3 SP:Iteration 28Q (1420.129114 sec): 3 clusters Score: Raw -561281.051870 + Penalty 2865.477303 = -558415.574566 nChanged 4 SP:Iteration 29Q (1420.151453 sec): 3 clusters Score: Raw -561282.057344 + Penalty 2865.477303 = -558416.580040 nChanged 6 SP:Iteration 30Q (1420.173654 sec): 3 clusters Score: Raw -561283.905985 + Penalty 2865.477303 = -558418.428681 nChanged 7 SP:Iteration 31Q (1420.196131 sec): 3 clusters Score: Raw -561285.894254 + Penalty 2865.477303 = -558420.416951 nChanged 6 SP:Iteration 32Q (1420.218456 sec): 3 clusters Score: Raw -561287.538002 + Penalty 2865.477303 = -558422.060699 nChanged 11 SP:Iteration 33Q (1420.240790 sec): 3 clusters Score: Raw -561291.122891 + Penalty 2865.477303 = -558425.645588 nChanged 8 SP:Iteration 34Q (1420.263018 sec): 3 clusters Score: Raw -561293.028433 + Penalty 2865.477303 = -558427.551130 nChanged 5 SP:Iteration 35Q (1420.285467 sec): 3 clusters Score: Raw -561294.879569 + Penalty 2865.477303 = -558429.402265 nChanged 3 SP:Iteration 36Q (1420.307443 sec): 3 clusters Score: Raw -561295.221484 + Penalty 2865.477303 = -558429.744181 nChanged 1 SP:Iteration 37Q (1420.329504 sec): 3 clusters Score: Raw -561295.285934 + Penalty 2865.477303 = -558429.808631 nChanged 1 SP:Iteration 38Q (1420.351878 sec): 3 clusters Score: Raw -561295.641447 + Penalty 2865.477303 = -558430.164144 nChanged 6 SP:Iteration 39Q (1420.374269 sec): 3 clusters Score: Raw -561296.975816 + Penalty 2865.477303 = -558431.498513 nChanged 2 SP:Iteration 40F (1420.397898 sec): 3 clusters Score: Raw -561297.783399 + Penalty 2865.477303 = -558432.306096 nChanged 2 SP:Iteration 41Q (1420.420076 sec): 3 clusters Score: Raw -561298.218519 + Penalty 2865.477303 = -558432.741216 nChanged 1 SP:Iteration 42Q (1420.442182 sec): 3 clusters Score: Raw -561298.322201 + Penalty 2865.477303 = -558432.844898 nChanged 0 SP:Iteration 43F (1420.465882 sec): 3 clusters Score: Raw -561298.322201 + Penalty 2865.477303 = -558432.844898 nChanged 0 Trying to split cluster 11 (8494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1420.487547 sec): 2 clusters Score: Raw -721196.022861 + Penalty 1470.156238 = -719725.866623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1420.513729 sec): 3 clusters Score: Raw -716465.208685 + Penalty 2940.312476 = -713524.896209 nChanged 3663 SP:Iteration 1F (1420.538856 sec): 3 clusters Score: Raw -718414.913685 + Penalty 2940.312476 = -715474.601209 nChanged 580 SP:Iteration 2F (1420.564014 sec): 3 clusters Score: Raw -718725.185279 + Penalty 2940.312476 = -715784.872803 nChanged 486 SP:Iteration 3F (1420.589250 sec): 3 clusters Score: Raw -718973.896844 + Penalty 2940.312476 = -716033.584368 nChanged 417 SP:Iteration 4Q (1420.614586 sec): 3 clusters Score: Raw -719200.285812 + Penalty 2940.312476 = -716259.973336 nChanged 393 SP:Iteration 5Q (1420.639922 sec): 3 clusters Score: Raw -719415.065667 + Penalty 2940.312476 = -716474.753191 nChanged 388 SP:Iteration 6Q (1420.665363 sec): 3 clusters Score: Raw -719656.787144 + Penalty 2940.312476 = -716716.474668 nChanged 416 SP:Iteration 7Q (1420.690669 sec): 3 clusters Score: Raw -719886.352015 + Penalty 2940.312476 = -716946.039539 nChanged 369 SP:Iteration 8Q (1420.715856 sec): 3 clusters Score: Raw -720090.047244 + Penalty 2940.312476 = -717149.734768 nChanged 334 SP:Iteration 9Q (1420.741102 sec): 3 clusters Score: Raw -720265.626949 + Penalty 2940.312476 = -717325.314473 nChanged 319 SP:Iteration 10Q (1420.766085 sec): 3 clusters Score: Raw -720439.415372 + Penalty 2940.312476 = -717499.102896 nChanged 319 SP:Iteration 11Q (1420.791281 sec): 3 clusters Score: Raw -720584.241047 + Penalty 2940.312476 = -717643.928571 nChanged 269 SP:Iteration 12Q (1420.816306 sec): 3 clusters Score: Raw -720697.698032 + Penalty 2940.312476 = -717757.385556 nChanged 211 SP:Iteration 13Q (1420.841466 sec): 3 clusters Score: Raw -720779.074605 + Penalty 2940.312476 = -717838.762129 nChanged 183 SP:Iteration 14Q (1420.866649 sec): 3 clusters Score: Raw -720839.895949 + Penalty 2940.312476 = -717899.583473 nChanged 134 SP:Iteration 15Q (1420.891862 sec): 3 clusters Score: Raw -720879.592991 + Penalty 2940.312476 = -717939.280515 nChanged 109 SP:Iteration 16Q (1420.916880 sec): 3 clusters Score: Raw -720910.481006 + Penalty 2940.312476 = -717970.168530 nChanged 109 SP:Iteration 17Q (1420.941812 sec): 3 clusters Score: Raw -720936.840790 + Penalty 2940.312476 = -717996.528314 nChanged 80 SP:Iteration 18Q (1420.966728 sec): 3 clusters Score: Raw -720957.200453 + Penalty 2940.312476 = -718016.887977 nChanged 72 SP:Iteration 19Q (1420.991808 sec): 3 clusters Score: Raw -720977.968917 + Penalty 2940.312476 = -718037.656441 nChanged 69 SP:Iteration 20F (1421.017227 sec): 3 clusters Score: Raw -720995.420808 + Penalty 2940.312476 = -718055.108332 nChanged 64 SP:Iteration 21Q (1421.042294 sec): 3 clusters Score: Raw -721012.362276 + Penalty 2940.312476 = -718072.049800 nChanged 66 SP:Iteration 22Q (1421.067212 sec): 3 clusters Score: Raw -721026.913948 + Penalty 2940.312476 = -718086.601472 nChanged 55 SP:Iteration 23Q (1421.092218 sec): 3 clusters Score: Raw -721037.506512 + Penalty 2940.312476 = -718097.194036 nChanged 46 SP:Iteration 24Q (1421.117287 sec): 3 clusters Score: Raw -721047.230336 + Penalty 2940.312476 = -718106.917860 nChanged 52 SP:Iteration 25Q (1421.142507 sec): 3 clusters Score: Raw -721058.279534 + Penalty 2940.312476 = -718117.967058 nChanged 41 SP:Iteration 26Q (1421.167681 sec): 3 clusters Score: Raw -721066.342159 + Penalty 2940.312476 = -718126.029683 nChanged 35 SP:Iteration 27Q (1421.192607 sec): 3 clusters Score: Raw -721072.187460 + Penalty 2940.312476 = -718131.874984 nChanged 35 SP:Iteration 28Q (1421.217688 sec): 3 clusters Score: Raw -721077.360901 + Penalty 2940.312476 = -718137.048425 nChanged 25 SP:Iteration 29Q (1421.242735 sec): 3 clusters Score: Raw -721081.394468 + Penalty 2940.312476 = -718141.081992 nChanged 24 SP:Iteration 30Q (1421.267617 sec): 3 clusters Score: Raw -721084.071105 + Penalty 2940.312476 = -718143.758629 nChanged 16 SP:Iteration 31Q (1421.292503 sec): 3 clusters Score: Raw -721085.908251 + Penalty 2940.312476 = -718145.595775 nChanged 15 SP:Iteration 32Q (1421.317384 sec): 3 clusters Score: Raw -721088.380079 + Penalty 2940.312476 = -718148.067603 nChanged 15 SP:Iteration 33Q (1421.342604 sec): 3 clusters Score: Raw -721090.060757 + Penalty 2940.312476 = -718149.748281 nChanged 11 SP:Iteration 34Q (1421.367553 sec): 3 clusters Score: Raw -721091.535875 + Penalty 2940.312476 = -718151.223399 nChanged 10 SP:Iteration 35Q (1421.392686 sec): 3 clusters Score: Raw -721092.953712 + Penalty 2940.312476 = -718152.641236 nChanged 10 SP:Iteration 36Q (1421.417655 sec): 3 clusters Score: Raw -721093.774598 + Penalty 2940.312476 = -718153.462122 nChanged 1 SP:Iteration 37Q (1421.442917 sec): 3 clusters Score: Raw -721093.878997 + Penalty 2940.312476 = -718153.566521 nChanged 1 SP:Iteration 38Q (1421.467874 sec): 3 clusters Score: Raw -721094.129994 + Penalty 2940.312476 = -718153.817518 nChanged 4 SP:Iteration 39Q (1421.492864 sec): 3 clusters Score: Raw -721094.868926 + Penalty 2940.312476 = -718154.556450 nChanged 6 SP:Iteration 40F (1421.518325 sec): 3 clusters Score: Raw -721095.686390 + Penalty 2940.312476 = -718155.373914 nChanged 5 SP:Iteration 41Q (1421.543367 sec): 3 clusters Score: Raw -721096.212362 + Penalty 2940.312476 = -718155.899886 nChanged 2 SP:Iteration 42Q (1421.568484 sec): 3 clusters Score: Raw -721096.355715 + Penalty 2940.312476 = -718156.043239 nChanged 1 SP:Iteration 43Q (1421.593741 sec): 3 clusters Score: Raw -721096.487325 + Penalty 2940.312476 = -718156.174849 nChanged 0 SP:Iteration 44F (1421.619201 sec): 3 clusters Score: Raw -721096.487325 + Penalty 2940.312476 = -718156.174849 nChanged 0 Trying to split cluster 12 (2912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1421.634854 sec): 2 clusters Score: Raw -233651.233613 + Penalty 1296.196754 = -232355.036859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1421.650053 sec): 3 clusters Score: Raw -232297.171389 + Penalty 2592.393508 = -229704.777881 nChanged 1091 SP:Iteration 1F (1421.664152 sec): 3 clusters Score: Raw -232910.381144 + Penalty 2592.393508 = -230317.987636 nChanged 206 SP:Iteration 2F (1421.678359 sec): 3 clusters Score: Raw -233021.138478 + Penalty 2592.393508 = -230428.744970 nChanged 125 SP:Iteration 3Q (1421.692696 sec): 3 clusters Score: Raw -233083.230850 + Penalty 2592.393508 = -230490.837341 nChanged 83 SP:Iteration 4Q (1421.706969 sec): 3 clusters Score: Raw -233119.645036 + Penalty 2592.393508 = -230527.251528 nChanged 55 SP:Iteration 5Q (1421.721277 sec): 3 clusters Score: Raw -233141.088897 + Penalty 2592.393508 = -230548.695389 nChanged 43 SP:Iteration 6Q (1421.735435 sec): 3 clusters Score: Raw -233158.612612 + Penalty 2592.393508 = -230566.219104 nChanged 36 SP:Iteration 7Q (1421.749723 sec): 3 clusters Score: Raw -233174.499277 + Penalty 2592.393508 = -230582.105769 nChanged 33 SP:Iteration 8Q (1421.763875 sec): 3 clusters Score: Raw -233189.462359 + Penalty 2592.393508 = -230597.068851 nChanged 29 SP:Iteration 9Q (1421.778038 sec): 3 clusters Score: Raw -233199.807714 + Penalty 2592.393508 = -230607.414206 nChanged 19 SP:Iteration 10Q (1421.792292 sec): 3 clusters Score: Raw -233207.373540 + Penalty 2592.393508 = -230614.980032 nChanged 18 SP:Iteration 11Q (1421.806576 sec): 3 clusters Score: Raw -233212.716311 + Penalty 2592.393508 = -230620.322803 nChanged 19 SP:Iteration 12Q (1421.820699 sec): 3 clusters Score: Raw -233217.256552 + Penalty 2592.393508 = -230624.863044 nChanged 8 SP:Iteration 13Q (1421.834981 sec): 3 clusters Score: Raw -233220.569609 + Penalty 2592.393508 = -230628.176101 nChanged 18 SP:Iteration 14Q (1421.849466 sec): 3 clusters Score: Raw -233224.506136 + Penalty 2592.393508 = -230632.112628 nChanged 12 SP:Iteration 15Q (1421.863718 sec): 3 clusters Score: Raw -233228.219126 + Penalty 2592.393508 = -230635.825618 nChanged 9 SP:Iteration 16Q (1421.878008 sec): 3 clusters Score: Raw -233230.514006 + Penalty 2592.393508 = -230638.120498 nChanged 8 SP:Iteration 17Q (1421.892275 sec): 3 clusters Score: Raw -233233.230261 + Penalty 2592.393508 = -230640.836753 nChanged 10 SP:Iteration 18Q (1421.906537 sec): 3 clusters Score: Raw -233236.574486 + Penalty 2592.393508 = -230644.180978 nChanged 6 SP:Iteration 19Q (1421.920782 sec): 3 clusters Score: Raw -233237.716459 + Penalty 2592.393508 = -230645.322951 nChanged 5 SP:Iteration 20F (1421.935041 sec): 3 clusters Score: Raw -233238.975565 + Penalty 2592.393508 = -230646.582057 nChanged 4 SP:Iteration 21Q (1421.949293 sec): 3 clusters Score: Raw -233239.732896 + Penalty 2592.393508 = -230647.339388 nChanged 1 SP:Iteration 22Q (1421.963548 sec): 3 clusters Score: Raw -233240.094623 + Penalty 2592.393508 = -230647.701115 nChanged 1 SP:Iteration 23Q (1421.977868 sec): 3 clusters Score: Raw -233240.610830 + Penalty 2592.393508 = -230648.217322 nChanged 4 SP:Iteration 24Q (1421.992128 sec): 3 clusters Score: Raw -233241.758842 + Penalty 2592.393508 = -230649.365334 nChanged 3 SP:Iteration 25Q (1422.006299 sec): 3 clusters Score: Raw -233242.514093 + Penalty 2592.393508 = -230650.120585 nChanged 3 SP:Iteration 26Q (1422.020558 sec): 3 clusters Score: Raw -233243.611608 + Penalty 2592.393508 = -230651.218100 nChanged 3 SP:Iteration 27Q (1422.034821 sec): 3 clusters Score: Raw -233244.356213 + Penalty 2592.393508 = -230651.962704 nChanged 4 SP:Iteration 28Q (1422.049070 sec): 3 clusters Score: Raw -233245.623066 + Penalty 2592.393508 = -230653.229558 nChanged 6 SP:Iteration 29Q (1422.063330 sec): 3 clusters Score: Raw -233247.499260 + Penalty 2592.393508 = -230655.105752 nChanged 6 SP:Iteration 30Q (1422.077613 sec): 3 clusters Score: Raw -233249.399418 + Penalty 2592.393508 = -230657.005910 nChanged 9 SP:Iteration 31Q (1422.091744 sec): 3 clusters Score: Raw -233252.058981 + Penalty 2592.393508 = -230659.665473 nChanged 8 SP:Iteration 32Q (1422.106039 sec): 3 clusters Score: Raw -233253.901446 + Penalty 2592.393508 = -230661.507938 nChanged 6 SP:Iteration 33Q (1422.120310 sec): 3 clusters Score: Raw -233255.926590 + Penalty 2592.393508 = -230663.533082 nChanged 5 SP:Iteration 34Q (1422.134611 sec): 3 clusters Score: Raw -233257.798656 + Penalty 2592.393508 = -230665.405148 nChanged 13 SP:Iteration 35Q (1422.148852 sec): 3 clusters Score: Raw -233261.817844 + Penalty 2592.393508 = -230669.424336 nChanged 10 SP:Iteration 36Q (1422.163156 sec): 3 clusters Score: Raw -233264.328921 + Penalty 2592.393508 = -230671.935413 nChanged 10 SP:Iteration 37Q (1422.177254 sec): 3 clusters Score: Raw -233267.729005 + Penalty 2592.393508 = -230675.335497 nChanged 7 SP:Iteration 38Q (1422.191528 sec): 3 clusters Score: Raw -233269.449907 + Penalty 2592.393508 = -230677.056399 nChanged 7 SP:Iteration 39Q (1422.205762 sec): 3 clusters Score: Raw -233270.698899 + Penalty 2592.393508 = -230678.305391 nChanged 2 SP:Iteration 40F (1422.219953 sec): 3 clusters Score: Raw -233271.397135 + Penalty 2592.393508 = -230679.003627 nChanged 5 SP:Iteration 41Q (1422.234223 sec): 3 clusters Score: Raw -233272.728044 + Penalty 2592.393508 = -230680.334536 nChanged 3 SP:Iteration 42Q (1422.248475 sec): 3 clusters Score: Raw -233273.194576 + Penalty 2592.393508 = -230680.801068 nChanged 3 SP:Iteration 43Q (1422.262749 sec): 3 clusters Score: Raw -233273.503172 + Penalty 2592.393508 = -230681.109664 nChanged 0 SP:Iteration 44F (1422.276995 sec): 3 clusters Score: Raw -233273.503172 + Penalty 2592.393508 = -230681.109664 nChanged 0 Trying to split cluster 13 (30950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1422.323920 sec): 2 clusters Score: Raw -2647167.867256 + Penalty 1680.270845 = -2645487.596411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1422.384373 sec): 3 clusters Score: Raw -2628023.105325 + Penalty 3360.541690 = -2624662.563635 nChanged 14297 SP:Iteration 1F (1422.440757 sec): 3 clusters Score: Raw -2636304.090199 + Penalty 3360.541690 = -2632943.548508 nChanged 1791 SP:Iteration 2F (1422.497452 sec): 3 clusters Score: Raw -2637187.687012 + Penalty 3360.541690 = -2633827.145322 nChanged 2099 SP:Iteration 3F (1422.553986 sec): 3 clusters Score: Raw -2638534.053108 + Penalty 3360.541690 = -2635173.511417 nChanged 2444 SP:Iteration 4F (1422.610719 sec): 3 clusters Score: Raw -2640493.528780 + Penalty 3360.541690 = -2637132.987090 nChanged 2491 SP:Iteration 5F (1422.702261 sec): 3 clusters Score: Raw -2642731.160497 + Penalty 3360.541690 = -2639370.618807 nChanged 2114 SP:Iteration 6F (1422.757940 sec): 3 clusters Score: Raw -2644613.762859 + Penalty 3360.541690 = -2641253.221169 nChanged 1466 SP:Iteration 7Q (1422.817080 sec): 3 clusters Score: Raw -2645837.335472 + Penalty 3360.541690 = -2642476.793782 nChanged 915 SP:Iteration 8Q (1422.874138 sec): 3 clusters Score: Raw -2646576.211862 + Penalty 3360.541690 = -2643215.670171 nChanged 540 SP:Iteration 9Q (1422.928691 sec): 3 clusters Score: Raw -2647003.043469 + Penalty 3360.541690 = -2643642.501779 nChanged 330 SP:Iteration 10Q (1422.980948 sec): 3 clusters Score: Raw -2647292.994001 + Penalty 3360.541690 = -2643932.452310 nChanged 210 SP:Iteration 11Q (1423.031089 sec): 3 clusters Score: Raw -2647450.090182 + Penalty 3360.541690 = -2644089.548492 nChanged 148 SP:Iteration 12Q (1423.080126 sec): 3 clusters Score: Raw -2647547.909217 + Penalty 3360.541690 = -2644187.367526 nChanged 113 SP:Iteration 13Q (1423.128486 sec): 3 clusters Score: Raw -2647611.138020 + Penalty 3360.541690 = -2644250.596329 nChanged 89 SP:Iteration 14Q (1423.179031 sec): 3 clusters Score: Raw -2647657.810866 + Penalty 3360.541690 = -2644297.269176 nChanged 72 SP:Iteration 15Q (1423.227025 sec): 3 clusters Score: Raw -2647681.841948 + Penalty 3360.541690 = -2644321.300257 nChanged 41 SP:Iteration 16Q (1423.274778 sec): 3 clusters Score: Raw -2647696.096947 + Penalty 3360.541690 = -2644335.555257 nChanged 27 SP:Iteration 17Q (1423.322585 sec): 3 clusters Score: Raw -2647704.330559 + Penalty 3360.541690 = -2644343.788868 nChanged 23 SP:Iteration 18Q (1423.370371 sec): 3 clusters Score: Raw -2647709.552912 + Penalty 3360.541690 = -2644349.011222 nChanged 14 SP:Iteration 19Q (1423.418091 sec): 3 clusters Score: Raw -2647711.862710 + Penalty 3360.541690 = -2644351.321020 nChanged 7 SP:Iteration 20F (1423.475316 sec): 3 clusters Score: Raw -2647713.333967 + Penalty 3360.541690 = -2644352.792276 nChanged 7 SP:Iteration 21Q (1423.522625 sec): 3 clusters Score: Raw -2647714.693841 + Penalty 3360.541690 = -2644354.152150 nChanged 3 SP:Iteration 22Q (1423.570334 sec): 3 clusters Score: Raw -2647715.221553 + Penalty 3360.541690 = -2644354.679863 nChanged 2 SP:Iteration 23Q (1423.617983 sec): 3 clusters Score: Raw -2647715.422059 + Penalty 3360.541690 = -2644354.880369 nChanged 3 SP:Iteration 24Q (1423.665817 sec): 3 clusters Score: Raw -2647715.882923 + Penalty 3360.541690 = -2644355.341233 nChanged 1 SP:Iteration 25Q (1423.713681 sec): 3 clusters Score: Raw -2647716.256668 + Penalty 3360.541690 = -2644355.714977 nChanged 0 SP:Iteration 26F (1423.770633 sec): 3 clusters Score: Raw -2647716.256668 + Penalty 3360.541690 = -2644355.714977 nChanged 0 Trying to split cluster 14 (7809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1423.788540 sec): 2 clusters Score: Raw -622897.742094 + Penalty 1456.492731 = -621441.249362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1423.813863 sec): 3 clusters Score: Raw -618552.471328 + Penalty 2912.985463 = -615639.485865 nChanged 3334 SP:Iteration 1F (1423.838302 sec): 3 clusters Score: Raw -620552.629177 + Penalty 2912.985463 = -617639.643714 nChanged 580 SP:Iteration 2F (1423.862723 sec): 3 clusters Score: Raw -620907.044464 + Penalty 2912.985463 = -617994.059001 nChanged 479 SP:Iteration 3F (1423.887151 sec): 3 clusters Score: Raw -621183.842482 + Penalty 2912.985463 = -618270.857019 nChanged 424 SP:Iteration 4F (1423.911823 sec): 3 clusters Score: Raw -621408.258230 + Penalty 2912.985463 = -618495.272767 nChanged 378 SP:Iteration 5Q (1423.936078 sec): 3 clusters Score: Raw -621597.939554 + Penalty 2912.985463 = -618684.954091 nChanged 322 SP:Iteration 6Q (1423.960376 sec): 3 clusters Score: Raw -621761.863695 + Penalty 2912.985463 = -618848.878232 nChanged 295 SP:Iteration 7Q (1423.984760 sec): 3 clusters Score: Raw -621914.607766 + Penalty 2912.985463 = -619001.622303 nChanged 248 SP:Iteration 8Q (1424.009086 sec): 3 clusters Score: Raw -622033.203249 + Penalty 2912.985463 = -619120.217786 nChanged 251 SP:Iteration 9Q (1424.033412 sec): 3 clusters Score: Raw -622161.590549 + Penalty 2912.985463 = -619248.605086 nChanged 245 SP:Iteration 10Q (1424.057722 sec): 3 clusters Score: Raw -622284.541559 + Penalty 2912.985463 = -619371.556096 nChanged 227 SP:Iteration 11Q (1424.082136 sec): 3 clusters Score: Raw -622404.117132 + Penalty 2912.985463 = -619491.131669 nChanged 224 SP:Iteration 12Q (1424.106337 sec): 3 clusters Score: Raw -622541.747120 + Penalty 2912.985463 = -619628.761657 nChanged 249 SP:Iteration 13Q (1424.130734 sec): 3 clusters Score: Raw -622696.545235 + Penalty 2912.985463 = -619783.559772 nChanged 244 SP:Iteration 14Q (1424.154892 sec): 3 clusters Score: Raw -622859.678396 + Penalty 2912.985463 = -619946.692933 nChanged 214 SP:Iteration 15Q (1424.179015 sec): 3 clusters Score: Raw -623005.313193 + Penalty 2912.985463 = -620092.327730 nChanged 202 SP:Iteration 16Q (1424.203017 sec): 3 clusters Score: Raw -623130.530736 + Penalty 2912.985463 = -620217.545273 nChanged 188 SP:Iteration 17Q (1424.226976 sec): 3 clusters Score: Raw -623246.213273 + Penalty 2912.985463 = -620333.227810 nChanged 156 SP:Iteration 18Q (1424.250615 sec): 3 clusters Score: Raw -623335.254575 + Penalty 2912.985463 = -620422.269112 nChanged 140 SP:Iteration 19Q (1424.274300 sec): 3 clusters Score: Raw -623404.003252 + Penalty 2912.985463 = -620491.017789 nChanged 114 SP:Iteration 20F (1424.298830 sec): 3 clusters Score: Raw -623454.283130 + Penalty 2912.985463 = -620541.297667 nChanged 80 SP:Iteration 21Q (1424.322403 sec): 3 clusters Score: Raw -623483.473597 + Penalty 2912.985463 = -620570.488134 nChanged 59 SP:Iteration 22Q (1424.345641 sec): 3 clusters Score: Raw -623507.093087 + Penalty 2912.985463 = -620594.107624 nChanged 64 SP:Iteration 23Q (1424.369260 sec): 3 clusters Score: Raw -623535.336976 + Penalty 2912.985463 = -620622.351513 nChanged 75 SP:Iteration 24Q (1424.392678 sec): 3 clusters Score: Raw -623566.717770 + Penalty 2912.985463 = -620653.732307 nChanged 65 SP:Iteration 25Q (1424.415854 sec): 3 clusters Score: Raw -623591.234210 + Penalty 2912.985463 = -620678.248747 nChanged 56 SP:Iteration 26Q (1424.439164 sec): 3 clusters Score: Raw -623610.522741 + Penalty 2912.985463 = -620697.537278 nChanged 54 SP:Iteration 27Q (1424.462386 sec): 3 clusters Score: Raw -623626.084590 + Penalty 2912.985463 = -620713.099127 nChanged 43 SP:Iteration 28Q (1424.485758 sec): 3 clusters Score: Raw -623641.514013 + Penalty 2912.985463 = -620728.528551 nChanged 37 SP:Iteration 29Q (1424.508783 sec): 3 clusters Score: Raw -623655.150188 + Penalty 2912.985463 = -620742.164725 nChanged 35 SP:Iteration 30Q (1424.532011 sec): 3 clusters Score: Raw -623664.451132 + Penalty 2912.985463 = -620751.465669 nChanged 37 SP:Iteration 31Q (1424.555191 sec): 3 clusters Score: Raw -623676.833674 + Penalty 2912.985463 = -620763.848211 nChanged 43 SP:Iteration 32Q (1424.578246 sec): 3 clusters Score: Raw -623687.979300 + Penalty 2912.985463 = -620774.993837 nChanged 32 SP:Iteration 33Q (1424.601369 sec): 3 clusters Score: Raw -623696.881524 + Penalty 2912.985463 = -620783.896061 nChanged 27 SP:Iteration 34Q (1424.624600 sec): 3 clusters Score: Raw -623705.426677 + Penalty 2912.985463 = -620792.441214 nChanged 33 SP:Iteration 35Q (1424.647683 sec): 3 clusters Score: Raw -623714.604862 + Penalty 2912.985463 = -620801.619399 nChanged 24 SP:Iteration 36Q (1424.670594 sec): 3 clusters Score: Raw -623720.430133 + Penalty 2912.985463 = -620807.444670 nChanged 19 SP:Iteration 37Q (1424.693453 sec): 3 clusters Score: Raw -623725.119099 + Penalty 2912.985463 = -620812.133636 nChanged 15 SP:Iteration 38Q (1424.716678 sec): 3 clusters Score: Raw -623727.759759 + Penalty 2912.985463 = -620814.774296 nChanged 14 SP:Iteration 39Q (1424.739828 sec): 3 clusters Score: Raw -623729.879155 + Penalty 2912.985463 = -620816.893692 nChanged 9 SP:Iteration 40F (1424.764116 sec): 3 clusters Score: Raw -623731.841447 + Penalty 2912.985463 = -620818.855984 nChanged 8 SP:Iteration 41Q (1424.787075 sec): 3 clusters Score: Raw -623733.213218 + Penalty 2912.985463 = -620820.227755 nChanged 7 SP:Iteration 42Q (1424.810081 sec): 3 clusters Score: Raw -623735.014281 + Penalty 2912.985463 = -620822.028818 nChanged 10 SP:Iteration 43Q (1424.833184 sec): 3 clusters Score: Raw -623737.105461 + Penalty 2912.985463 = -620824.119998 nChanged 15 SP:Iteration 44Q (1424.856374 sec): 3 clusters Score: Raw -623740.633979 + Penalty 2912.985463 = -620827.648516 nChanged 14 SP:Iteration 45Q (1424.879352 sec): 3 clusters Score: Raw -623743.606762 + Penalty 2912.985463 = -620830.621299 nChanged 14 SP:Iteration 46Q (1424.902407 sec): 3 clusters Score: Raw -623745.554504 + Penalty 2912.985463 = -620832.569041 nChanged 8 SP:Iteration 47Q (1424.925504 sec): 3 clusters Score: Raw -623746.788189 + Penalty 2912.985463 = -620833.802726 nChanged 7 SP:Iteration 48Q (1424.948750 sec): 3 clusters Score: Raw -623747.569234 + Penalty 2912.985463 = -620834.583771 nChanged 4 SP:Iteration 49Q (1424.971826 sec): 3 clusters Score: Raw -623748.115265 + Penalty 2912.985463 = -620835.129802 nChanged 5 SP:Iteration 50Q (1424.994806 sec): 3 clusters Score: Raw -623749.200870 + Penalty 2912.985463 = -620836.215407 nChanged 1 SP:Iteration 51Q (1425.017906 sec): 3 clusters Score: Raw -623749.345347 + Penalty 2912.985463 = -620836.359884 nChanged 2 SP:Iteration 52Q (1425.041118 sec): 3 clusters Score: Raw -623749.690574 + Penalty 2912.985463 = -620836.705111 nChanged 2 SP:Iteration 53Q (1425.064357 sec): 3 clusters Score: Raw -623749.999625 + Penalty 2912.985463 = -620837.014162 nChanged 1 SP:Iteration 54Q (1425.087459 sec): 3 clusters Score: Raw -623750.098989 + Penalty 2912.985463 = -620837.113526 nChanged 0 SP:Iteration 55F (1425.112037 sec): 3 clusters Score: Raw -623750.098989 + Penalty 2912.985463 = -620837.113526 nChanged 0 Trying to split cluster 15 (6955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1425.131605 sec): 2 clusters Score: Raw -527537.377958 + Penalty 1437.672617 = -526099.705341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1425.155630 sec): 3 clusters Score: Raw -523803.837290 + Penalty 2875.345234 = -520928.492057 nChanged 2910 SP:Iteration 1F (1425.178639 sec): 3 clusters Score: Raw -525611.829229 + Penalty 2875.345234 = -522736.483995 nChanged 601 SP:Iteration 2F (1425.201983 sec): 3 clusters Score: Raw -526177.675279 + Penalty 2875.345234 = -523302.330045 nChanged 640 SP:Iteration 3F (1425.225275 sec): 3 clusters Score: Raw -526833.807879 + Penalty 2875.345234 = -523958.462645 nChanged 567 SP:Iteration 4F (1425.248522 sec): 3 clusters Score: Raw -527368.502115 + Penalty 2875.345234 = -524493.156881 nChanged 452 SP:Iteration 5F (1425.271554 sec): 3 clusters Score: Raw -527726.118043 + Penalty 2875.345234 = -524850.772809 nChanged 319 SP:Iteration 6Q (1425.294571 sec): 3 clusters Score: Raw -527967.545717 + Penalty 2875.345234 = -525092.200483 nChanged 244 SP:Iteration 7Q (1425.317688 sec): 3 clusters Score: Raw -528130.346170 + Penalty 2875.345234 = -525255.000936 nChanged 182 SP:Iteration 8Q (1425.340974 sec): 3 clusters Score: Raw -528230.022579 + Penalty 2875.345234 = -525354.677345 nChanged 107 SP:Iteration 9Q (1425.364338 sec): 3 clusters Score: Raw -528278.100988 + Penalty 2875.345234 = -525402.755754 nChanged 80 SP:Iteration 10Q (1425.387868 sec): 3 clusters Score: Raw -528310.388678 + Penalty 2875.345234 = -525435.043444 nChanged 59 SP:Iteration 11Q (1425.411187 sec): 3 clusters Score: Raw -528330.177006 + Penalty 2875.345234 = -525454.831772 nChanged 47 SP:Iteration 12Q (1425.434452 sec): 3 clusters Score: Raw -528346.003157 + Penalty 2875.345234 = -525470.657923 nChanged 34 SP:Iteration 13Q (1425.457807 sec): 3 clusters Score: Raw -528357.169081 + Penalty 2875.345234 = -525481.823847 nChanged 35 SP:Iteration 14Q (1425.481039 sec): 3 clusters Score: Raw -528370.912944 + Penalty 2875.345234 = -525495.567710 nChanged 26 SP:Iteration 15Q (1425.504422 sec): 3 clusters Score: Raw -528378.828916 + Penalty 2875.345234 = -525503.483682 nChanged 19 SP:Iteration 16Q (1425.527511 sec): 3 clusters Score: Raw -528384.162978 + Penalty 2875.345234 = -525508.817744 nChanged 18 SP:Iteration 17Q (1425.550619 sec): 3 clusters Score: Raw -528388.483143 + Penalty 2875.345234 = -525513.137909 nChanged 12 SP:Iteration 18Q (1425.573805 sec): 3 clusters Score: Raw -528391.567694 + Penalty 2875.345234 = -525516.222461 nChanged 7 SP:Iteration 19Q (1425.596958 sec): 3 clusters Score: Raw -528393.138887 + Penalty 2875.345234 = -525517.793653 nChanged 4 SP:Iteration 20F (1425.620138 sec): 3 clusters Score: Raw -528393.694086 + Penalty 2875.345234 = -525518.348852 nChanged 5 SP:Iteration 21Q (1425.643238 sec): 3 clusters Score: Raw -528395.214001 + Penalty 2875.345234 = -525519.868767 nChanged 8 SP:Iteration 22Q (1425.666474 sec): 3 clusters Score: Raw -528397.396082 + Penalty 2875.345234 = -525522.050848 nChanged 4 SP:Iteration 23Q (1425.689763 sec): 3 clusters Score: Raw -528397.893670 + Penalty 2875.345234 = -525522.548436 nChanged 0 SP:Iteration 24F (1425.713165 sec): 3 clusters Score: Raw -528397.893670 + Penalty 2875.345234 = -525522.548436 nChanged 0 Trying to split cluster 16 (4790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1425.731046 sec): 2 clusters Score: Raw -398205.460305 + Penalty 1377.071425 = -396828.388881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1425.752148 sec): 3 clusters Score: Raw -395720.010517 + Penalty 2754.142849 = -392965.867667 nChanged 1899 SP:Iteration 1F (1425.772712 sec): 3 clusters Score: Raw -396747.385017 + Penalty 2754.142849 = -393993.242168 nChanged 384 SP:Iteration 2F (1425.793608 sec): 3 clusters Score: Raw -397012.861418 + Penalty 2754.142849 = -394258.718568 nChanged 318 SP:Iteration 3F (1425.814418 sec): 3 clusters Score: Raw -397240.028706 + Penalty 2754.142849 = -394485.885857 nChanged 267 SP:Iteration 4F (1425.835172 sec): 3 clusters Score: Raw -397439.860202 + Penalty 2754.142849 = -394685.717352 nChanged 267 SP:Iteration 5F (1425.856013 sec): 3 clusters Score: Raw -397645.543860 + Penalty 2754.142849 = -394891.401011 nChanged 243 SP:Iteration 6F (1425.876883 sec): 3 clusters Score: Raw -397848.290490 + Penalty 2754.142849 = -395094.147640 nChanged 242 SP:Iteration 7F (1425.897735 sec): 3 clusters Score: Raw -398032.677028 + Penalty 2754.142849 = -395278.534179 nChanged 220 SP:Iteration 8Q (1425.918258 sec): 3 clusters Score: Raw -398182.724674 + Penalty 2754.142849 = -395428.581824 nChanged 150 SP:Iteration 9Q (1425.938943 sec): 3 clusters Score: Raw -398276.523997 + Penalty 2754.142849 = -395522.381148 nChanged 136 SP:Iteration 10Q (1425.959468 sec): 3 clusters Score: Raw -398338.315474 + Penalty 2754.142849 = -395584.172625 nChanged 94 SP:Iteration 11Q (1425.979564 sec): 3 clusters Score: Raw -398372.153420 + Penalty 2754.142849 = -395618.010571 nChanged 59 SP:Iteration 12Q (1426.000169 sec): 3 clusters Score: Raw -398396.226728 + Penalty 2754.142849 = -395642.083879 nChanged 58 SP:Iteration 13Q (1426.020514 sec): 3 clusters Score: Raw -398418.355598 + Penalty 2754.142849 = -395664.212749 nChanged 58 SP:Iteration 14Q (1426.041011 sec): 3 clusters Score: Raw -398438.729172 + Penalty 2754.142849 = -395684.586323 nChanged 42 SP:Iteration 15Q (1426.061349 sec): 3 clusters Score: Raw -398450.064567 + Penalty 2754.142849 = -395695.921717 nChanged 24 SP:Iteration 16Q (1426.081870 sec): 3 clusters Score: Raw -398457.788039 + Penalty 2754.142849 = -395703.645189 nChanged 25 SP:Iteration 17Q (1426.102313 sec): 3 clusters Score: Raw -398465.264620 + Penalty 2754.142849 = -395711.121771 nChanged 28 SP:Iteration 18Q (1426.122644 sec): 3 clusters Score: Raw -398476.954335 + Penalty 2754.142849 = -395722.811486 nChanged 28 SP:Iteration 19Q (1426.143020 sec): 3 clusters Score: Raw -398488.757730 + Penalty 2754.142849 = -395734.614881 nChanged 28 SP:Iteration 20F (1426.163716 sec): 3 clusters Score: Raw -398495.993737 + Penalty 2754.142849 = -395741.850888 nChanged 22 SP:Iteration 21Q (1426.183979 sec): 3 clusters Score: Raw -398500.999554 + Penalty 2754.142849 = -395746.856704 nChanged 20 SP:Iteration 22Q (1426.204298 sec): 3 clusters Score: Raw -398505.374612 + Penalty 2754.142849 = -395751.231763 nChanged 11 SP:Iteration 23Q (1426.224524 sec): 3 clusters Score: Raw -398507.793037 + Penalty 2754.142849 = -395753.650187 nChanged 14 SP:Iteration 24Q (1426.244819 sec): 3 clusters Score: Raw -398511.365352 + Penalty 2754.142849 = -395757.222503 nChanged 21 SP:Iteration 25Q (1426.264804 sec): 3 clusters Score: Raw -398516.437484 + Penalty 2754.142849 = -395762.294634 nChanged 16 SP:Iteration 26Q (1426.295043 sec): 3 clusters Score: Raw -398519.599817 + Penalty 2754.142849 = -395765.456968 nChanged 12 SP:Iteration 27Q (1426.315125 sec): 3 clusters Score: Raw -398522.286249 + Penalty 2754.142849 = -395768.143399 nChanged 12 SP:Iteration 28Q (1426.335320 sec): 3 clusters Score: Raw -398525.676695 + Penalty 2754.142849 = -395771.533845 nChanged 12 SP:Iteration 29Q (1426.355341 sec): 3 clusters Score: Raw -398528.730262 + Penalty 2754.142849 = -395774.587412 nChanged 13 SP:Iteration 30Q (1426.375604 sec): 3 clusters Score: Raw -398531.966090 + Penalty 2754.142849 = -395777.823240 nChanged 10 SP:Iteration 31Q (1426.395666 sec): 3 clusters Score: Raw -398534.232742 + Penalty 2754.142849 = -395780.089892 nChanged 15 SP:Iteration 32Q (1426.415762 sec): 3 clusters Score: Raw -398537.900075 + Penalty 2754.142849 = -395783.757225 nChanged 14 SP:Iteration 33Q (1426.436154 sec): 3 clusters Score: Raw -398540.984576 + Penalty 2754.142849 = -395786.841727 nChanged 12 SP:Iteration 34Q (1426.456192 sec): 3 clusters Score: Raw -398544.954481 + Penalty 2754.142849 = -395790.811631 nChanged 13 SP:Iteration 35Q (1426.476278 sec): 3 clusters Score: Raw -398547.948274 + Penalty 2754.142849 = -395793.805424 nChanged 11 SP:Iteration 36Q (1426.496549 sec): 3 clusters Score: Raw -398550.991201 + Penalty 2754.142849 = -395796.848352 nChanged 13 SP:Iteration 37Q (1426.516572 sec): 3 clusters Score: Raw -398556.307240 + Penalty 2754.142849 = -395802.164391 nChanged 18 SP:Iteration 38Q (1426.536788 sec): 3 clusters Score: Raw -398564.073362 + Penalty 2754.142849 = -395809.930513 nChanged 21 SP:Iteration 39Q (1426.556697 sec): 3 clusters Score: Raw -398571.581903 + Penalty 2754.142849 = -395817.439054 nChanged 19 SP:Iteration 40F (1426.577578 sec): 3 clusters Score: Raw -398576.372638 + Penalty 2754.142849 = -395822.229789 nChanged 15 SP:Iteration 41Q (1426.597864 sec): 3 clusters Score: Raw -398579.558959 + Penalty 2754.142849 = -395825.416110 nChanged 14 SP:Iteration 42Q (1426.617948 sec): 3 clusters Score: Raw -398582.185736 + Penalty 2754.142849 = -395828.042886 nChanged 15 SP:Iteration 43Q (1426.638269 sec): 3 clusters Score: Raw -398585.709095 + Penalty 2754.142849 = -395831.566246 nChanged 10 SP:Iteration 44Q (1426.658385 sec): 3 clusters Score: Raw -398588.100644 + Penalty 2754.142849 = -395833.957794 nChanged 10 SP:Iteration 45Q (1426.678411 sec): 3 clusters Score: Raw -398590.917228 + Penalty 2754.142849 = -395836.774378 nChanged 13 SP:Iteration 46Q (1426.698404 sec): 3 clusters Score: Raw -398594.718315 + Penalty 2754.142849 = -395840.575465 nChanged 15 SP:Iteration 47Q (1426.718675 sec): 3 clusters Score: Raw -398598.469141 + Penalty 2754.142849 = -395844.326292 nChanged 14 SP:Iteration 48Q (1426.738733 sec): 3 clusters Score: Raw -398601.629027 + Penalty 2754.142849 = -395847.486177 nChanged 10 SP:Iteration 49Q (1426.758615 sec): 3 clusters Score: Raw -398605.143210 + Penalty 2754.142849 = -395851.000361 nChanged 12 SP:Iteration 50Q (1426.778924 sec): 3 clusters Score: Raw -398608.400956 + Penalty 2754.142849 = -395854.258106 nChanged 10 SP:Iteration 51Q (1426.799194 sec): 3 clusters Score: Raw -398610.146178 + Penalty 2754.142849 = -395856.003328 nChanged 7 SP:Iteration 52Q (1426.819255 sec): 3 clusters Score: Raw -398612.169374 + Penalty 2754.142849 = -395858.026525 nChanged 3 SP:Iteration 53Q (1426.839363 sec): 3 clusters Score: Raw -398612.640437 + Penalty 2754.142849 = -395858.497588 nChanged 3 SP:Iteration 54Q (1426.859368 sec): 3 clusters Score: Raw -398613.156850 + Penalty 2754.142849 = -395859.014001 nChanged 0 SP:Iteration 55F (1426.879869 sec): 3 clusters Score: Raw -398613.156850 + Penalty 2754.142849 = -395859.014001 nChanged 0 Trying to split cluster 17 (13515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1426.907070 sec): 2 clusters Score: Raw -1128251.745465 + Penalty 1545.627762 = -1126706.117703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1426.940985 sec): 3 clusters Score: Raw -1120420.835142 + Penalty 3091.255524 = -1117329.579618 nChanged 5963 SP:Iteration 1F (1426.973849 sec): 3 clusters Score: Raw -1123811.263868 + Penalty 3091.255524 = -1120720.008344 nChanged 892 SP:Iteration 2F (1427.006687 sec): 3 clusters Score: Raw -1124303.773397 + Penalty 3091.255524 = -1121212.517873 nChanged 910 SP:Iteration 3F (1427.039441 sec): 3 clusters Score: Raw -1124888.420424 + Penalty 3091.255524 = -1121797.164900 nChanged 926 SP:Iteration 4F (1427.072295 sec): 3 clusters Score: Raw -1125548.581461 + Penalty 3091.255524 = -1122457.325937 nChanged 877 SP:Iteration 5F (1427.105004 sec): 3 clusters Score: Raw -1126131.712827 + Penalty 3091.255524 = -1123040.457303 nChanged 743 SP:Iteration 6F (1427.137869 sec): 3 clusters Score: Raw -1126582.744150 + Penalty 3091.255524 = -1123491.488626 nChanged 687 SP:Iteration 7F (1427.170682 sec): 3 clusters Score: Raw -1126973.260992 + Penalty 3091.255524 = -1123882.005468 nChanged 521 SP:Iteration 8Q (1427.203506 sec): 3 clusters Score: Raw -1127250.589857 + Penalty 3091.255524 = -1124159.334333 nChanged 416 SP:Iteration 9Q (1427.236456 sec): 3 clusters Score: Raw -1127436.528048 + Penalty 3091.255524 = -1124345.272524 nChanged 312 SP:Iteration 10Q (1427.269112 sec): 3 clusters Score: Raw -1127572.986906 + Penalty 3091.255524 = -1124481.731382 nChanged 250 SP:Iteration 11Q (1427.301766 sec): 3 clusters Score: Raw -1127677.371450 + Penalty 3091.255524 = -1124586.115926 nChanged 222 SP:Iteration 12Q (1427.334351 sec): 3 clusters Score: Raw -1127762.736135 + Penalty 3091.255524 = -1124671.480611 nChanged 187 SP:Iteration 13Q (1427.366762 sec): 3 clusters Score: Raw -1127839.969877 + Penalty 3091.255524 = -1124748.714353 nChanged 179 SP:Iteration 14Q (1427.399136 sec): 3 clusters Score: Raw -1127904.490298 + Penalty 3091.255524 = -1124813.234774 nChanged 145 SP:Iteration 15Q (1427.431422 sec): 3 clusters Score: Raw -1127956.602302 + Penalty 3091.255524 = -1124865.346778 nChanged 133 SP:Iteration 16Q (1427.463554 sec): 3 clusters Score: Raw -1127999.300731 + Penalty 3091.255524 = -1124908.045207 nChanged 115 SP:Iteration 17Q (1427.495532 sec): 3 clusters Score: Raw -1128031.539740 + Penalty 3091.255524 = -1124940.284216 nChanged 106 SP:Iteration 18Q (1427.527618 sec): 3 clusters Score: Raw -1128060.910936 + Penalty 3091.255524 = -1124969.655412 nChanged 108 SP:Iteration 19Q (1427.559515 sec): 3 clusters Score: Raw -1128087.494643 + Penalty 3091.255524 = -1124996.239119 nChanged 122 SP:Iteration 20F (1427.592143 sec): 3 clusters Score: Raw -1128118.156826 + Penalty 3091.255524 = -1125026.901302 nChanged 97 SP:Iteration 21Q (1427.624165 sec): 3 clusters Score: Raw -1128142.461075 + Penalty 3091.255524 = -1125051.205551 nChanged 93 SP:Iteration 22Q (1427.655711 sec): 3 clusters Score: Raw -1128165.504780 + Penalty 3091.255524 = -1125074.249256 nChanged 80 SP:Iteration 23Q (1427.687346 sec): 3 clusters Score: Raw -1128185.282642 + Penalty 3091.255524 = -1125094.027118 nChanged 82 SP:Iteration 24Q (1427.718704 sec): 3 clusters Score: Raw -1128208.267911 + Penalty 3091.255524 = -1125117.012387 nChanged 80 SP:Iteration 25Q (1427.750139 sec): 3 clusters Score: Raw -1128231.714707 + Penalty 3091.255524 = -1125140.459182 nChanged 81 SP:Iteration 26Q (1427.781429 sec): 3 clusters Score: Raw -1128255.971845 + Penalty 3091.255524 = -1125164.716321 nChanged 71 SP:Iteration 27Q (1427.812590 sec): 3 clusters Score: Raw -1128278.292860 + Penalty 3091.255524 = -1125187.037336 nChanged 79 SP:Iteration 28Q (1427.843576 sec): 3 clusters Score: Raw -1128304.933325 + Penalty 3091.255524 = -1125213.677801 nChanged 77 SP:Iteration 29Q (1427.874658 sec): 3 clusters Score: Raw -1128336.868280 + Penalty 3091.255524 = -1125245.612756 nChanged 78 SP:Iteration 30Q (1427.905601 sec): 3 clusters Score: Raw -1128375.914050 + Penalty 3091.255524 = -1125284.658526 nChanged 99 SP:Iteration 31Q (1427.936424 sec): 3 clusters Score: Raw -1128417.816374 + Penalty 3091.255524 = -1125326.560850 nChanged 94 SP:Iteration 32Q (1427.967063 sec): 3 clusters Score: Raw -1128456.736823 + Penalty 3091.255524 = -1125365.481299 nChanged 76 SP:Iteration 33Q (1427.997645 sec): 3 clusters Score: Raw -1128484.887246 + Penalty 3091.255524 = -1125393.631722 nChanged 76 SP:Iteration 34Q (1428.028050 sec): 3 clusters Score: Raw -1128508.953949 + Penalty 3091.255524 = -1125417.698425 nChanged 65 SP:Iteration 35Q (1428.058566 sec): 3 clusters Score: Raw -1128530.575757 + Penalty 3091.255524 = -1125439.320233 nChanged 61 SP:Iteration 36Q (1428.101243 sec): 3 clusters Score: Raw -1128549.472774 + Penalty 3091.255524 = -1125458.217250 nChanged 52 SP:Iteration 37Q (1428.141519 sec): 3 clusters Score: Raw -1128565.463880 + Penalty 3091.255524 = -1125474.208356 nChanged 59 SP:Iteration 38Q (1428.171861 sec): 3 clusters Score: Raw -1128582.026635 + Penalty 3091.255524 = -1125490.771111 nChanged 64 SP:Iteration 39Q (1428.201923 sec): 3 clusters Score: Raw -1128597.501670 + Penalty 3091.255524 = -1125506.246146 nChanged 53 SP:Iteration 40F (1428.234821 sec): 3 clusters Score: Raw -1128608.213000 + Penalty 3091.255524 = -1125516.957476 nChanged 38 SP:Iteration 41Q (1428.265038 sec): 3 clusters Score: Raw -1128614.828047 + Penalty 3091.255524 = -1125523.572523 nChanged 29 SP:Iteration 42Q (1428.295133 sec): 3 clusters Score: Raw -1128619.788138 + Penalty 3091.255524 = -1125528.532614 nChanged 23 SP:Iteration 43Q (1428.325182 sec): 3 clusters Score: Raw -1128623.639299 + Penalty 3091.255524 = -1125532.383775 nChanged 30 SP:Iteration 44Q (1428.355147 sec): 3 clusters Score: Raw -1128628.828805 + Penalty 3091.255524 = -1125537.573281 nChanged 23 SP:Iteration 45Q (1428.385161 sec): 3 clusters Score: Raw -1128632.172738 + Penalty 3091.255524 = -1125540.917214 nChanged 18 SP:Iteration 46Q (1428.415079 sec): 3 clusters Score: Raw -1128635.287032 + Penalty 3091.255524 = -1125544.031508 nChanged 22 SP:Iteration 47Q (1428.445086 sec): 3 clusters Score: Raw -1128638.763827 + Penalty 3091.255524 = -1125547.508302 nChanged 22 SP:Iteration 48Q (1428.474835 sec): 3 clusters Score: Raw -1128642.517233 + Penalty 3091.255524 = -1125551.261709 nChanged 14 SP:Iteration 49Q (1428.504835 sec): 3 clusters Score: Raw -1128644.943980 + Penalty 3091.255524 = -1125553.688456 nChanged 17 SP:Iteration 50Q (1428.534685 sec): 3 clusters Score: Raw -1128647.271442 + Penalty 3091.255524 = -1125556.015918 nChanged 11 SP:Iteration 51Q (1428.564813 sec): 3 clusters Score: Raw -1128648.857206 + Penalty 3091.255524 = -1125557.601682 nChanged 11 SP:Iteration 52Q (1428.594629 sec): 3 clusters Score: Raw -1128650.285562 + Penalty 3091.255524 = -1125559.030038 nChanged 6 SP:Iteration 53Q (1428.624480 sec): 3 clusters Score: Raw -1128651.064896 + Penalty 3091.255524 = -1125559.809372 nChanged 4 SP:Iteration 54Q (1428.654350 sec): 3 clusters Score: Raw -1128651.511438 + Penalty 3091.255524 = -1125560.255914 nChanged 6 SP:Iteration 55Q (1428.684447 sec): 3 clusters Score: Raw -1128652.256103 + Penalty 3091.255524 = -1125561.000579 nChanged 8 SP:Iteration 56Q (1428.714244 sec): 3 clusters Score: Raw -1128653.305871 + Penalty 3091.255524 = -1125562.050347 nChanged 6 SP:Iteration 57Q (1428.744241 sec): 3 clusters Score: Raw -1128653.924038 + Penalty 3091.255524 = -1125562.668514 nChanged 9 SP:Iteration 58Q (1428.773963 sec): 3 clusters Score: Raw -1128655.006768 + Penalty 3091.255524 = -1125563.751244 nChanged 8 SP:Iteration 59Q (1428.803734 sec): 3 clusters Score: Raw -1128656.430482 + Penalty 3091.255524 = -1125565.174958 nChanged 5 SP:Iteration 60F (1428.836519 sec): 3 clusters Score: Raw -1128657.103030 + Penalty 3091.255524 = -1125565.847506 nChanged 4 SP:Iteration 61Q (1428.866533 sec): 3 clusters Score: Raw -1128657.532496 + Penalty 3091.255524 = -1125566.276972 nChanged 2 SP:Iteration 62Q (1428.896344 sec): 3 clusters Score: Raw -1128657.749378 + Penalty 3091.255524 = -1125566.493854 nChanged 4 SP:Iteration 63Q (1428.926219 sec): 3 clusters Score: Raw -1128658.296069 + Penalty 3091.255524 = -1125567.040545 nChanged 4 SP:Iteration 64Q (1428.955987 sec): 3 clusters Score: Raw -1128658.839640 + Penalty 3091.255524 = -1125567.584116 nChanged 7 SP:Iteration 65Q (1428.985992 sec): 3 clusters Score: Raw -1128659.467962 + Penalty 3091.255524 = -1125568.212438 nChanged 5 SP:Iteration 66Q (1429.015779 sec): 3 clusters Score: Raw -1128660.031954 + Penalty 3091.255524 = -1125568.776430 nChanged 7 SP:Iteration 67Q (1429.045702 sec): 3 clusters Score: Raw -1128660.870547 + Penalty 3091.255524 = -1125569.615023 nChanged 1 SP:Iteration 68Q (1429.075687 sec): 3 clusters Score: Raw -1128660.983217 + Penalty 3091.255524 = -1125569.727693 nChanged 1 SP:Iteration 69Q (1429.105715 sec): 3 clusters Score: Raw -1128661.015820 + Penalty 3091.255524 = -1125569.760295 nChanged 1 SP:Iteration 70Q (1429.135536 sec): 3 clusters Score: Raw -1128661.049629 + Penalty 3091.255524 = -1125569.794104 nChanged 0 SP:Iteration 71F (1429.168475 sec): 3 clusters Score: Raw -1128661.049629 + Penalty 3091.255524 = -1125569.794104 nChanged 0 Trying to split cluster 18 (6424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1429.187995 sec): 2 clusters Score: Raw -524038.326767 + Penalty 1424.766892 = -522613.559875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1429.210915 sec): 3 clusters Score: Raw -520612.761807 + Penalty 2849.533783 = -517763.228024 nChanged 2691 SP:Iteration 1F (1429.233353 sec): 3 clusters Score: Raw -522125.877073 + Penalty 2849.533783 = -519276.343290 nChanged 475 SP:Iteration 2F (1429.255980 sec): 3 clusters Score: Raw -522422.810758 + Penalty 2849.533783 = -519573.276975 nChanged 414 SP:Iteration 3F (1429.278642 sec): 3 clusters Score: Raw -522720.054478 + Penalty 2849.533783 = -519870.520694 nChanged 380 SP:Iteration 4F (1429.301134 sec): 3 clusters Score: Raw -522984.188283 + Penalty 2849.533783 = -520134.654500 nChanged 383 SP:Iteration 5F (1429.323545 sec): 3 clusters Score: Raw -523262.837815 + Penalty 2849.533783 = -520413.304031 nChanged 352 SP:Iteration 6F (1429.346081 sec): 3 clusters Score: Raw -523510.901894 + Penalty 2849.533783 = -520661.368111 nChanged 292 SP:Iteration 7Q (1429.368659 sec): 3 clusters Score: Raw -523694.775347 + Penalty 2849.533783 = -520845.241564 nChanged 224 SP:Iteration 8Q (1429.391184 sec): 3 clusters Score: Raw -523830.626125 + Penalty 2849.533783 = -520981.092342 nChanged 182 SP:Iteration 9Q (1429.413895 sec): 3 clusters Score: Raw -523955.100698 + Penalty 2849.533783 = -521105.566915 nChanged 178 SP:Iteration 10Q (1429.436470 sec): 3 clusters Score: Raw -524081.237741 + Penalty 2849.533783 = -521231.703958 nChanged 131 SP:Iteration 11Q (1429.459232 sec): 3 clusters Score: Raw -524165.504344 + Penalty 2849.533783 = -521315.970561 nChanged 84 SP:Iteration 12Q (1429.481386 sec): 3 clusters Score: Raw -524216.377150 + Penalty 2849.533783 = -521366.843367 nChanged 71 SP:Iteration 13Q (1429.503883 sec): 3 clusters Score: Raw -524256.604184 + Penalty 2849.533783 = -521407.070401 nChanged 60 SP:Iteration 14Q (1429.526380 sec): 3 clusters Score: Raw -524283.658673 + Penalty 2849.533783 = -521434.124890 nChanged 43 SP:Iteration 15Q (1429.548756 sec): 3 clusters Score: Raw -524302.246488 + Penalty 2849.533783 = -521452.712705 nChanged 35 SP:Iteration 16Q (1429.571105 sec): 3 clusters Score: Raw -524317.212264 + Penalty 2849.533783 = -521467.678481 nChanged 35 SP:Iteration 17Q (1429.593404 sec): 3 clusters Score: Raw -524329.757320 + Penalty 2849.533783 = -521480.223537 nChanged 19 SP:Iteration 18Q (1429.615652 sec): 3 clusters Score: Raw -524336.121169 + Penalty 2849.533783 = -521486.587386 nChanged 23 SP:Iteration 19Q (1429.637682 sec): 3 clusters Score: Raw -524344.438783 + Penalty 2849.533783 = -521494.905000 nChanged 18 SP:Iteration 20F (1429.660338 sec): 3 clusters Score: Raw -524349.559757 + Penalty 2849.533783 = -521500.025974 nChanged 18 SP:Iteration 21Q (1429.682339 sec): 3 clusters Score: Raw -524354.281463 + Penalty 2849.533783 = -521504.747680 nChanged 12 SP:Iteration 22Q (1429.704424 sec): 3 clusters Score: Raw -524357.957541 + Penalty 2849.533783 = -521508.423758 nChanged 13 SP:Iteration 23Q (1429.726101 sec): 3 clusters Score: Raw -524361.001344 + Penalty 2849.533783 = -521511.467561 nChanged 10 SP:Iteration 24Q (1429.748089 sec): 3 clusters Score: Raw -524363.002723 + Penalty 2849.533783 = -521513.468940 nChanged 1 SP:Iteration 25Q (1429.770172 sec): 3 clusters Score: Raw -524363.372191 + Penalty 2849.533783 = -521513.838408 nChanged 2 SP:Iteration 26Q (1429.792310 sec): 3 clusters Score: Raw -524363.936651 + Penalty 2849.533783 = -521514.402868 nChanged 3 SP:Iteration 27Q (1429.814162 sec): 3 clusters Score: Raw -524364.670422 + Penalty 2849.533783 = -521515.136639 nChanged 3 SP:Iteration 28Q (1429.836298 sec): 3 clusters Score: Raw -524365.539051 + Penalty 2849.533783 = -521516.005268 nChanged 2 SP:Iteration 29Q (1429.858058 sec): 3 clusters Score: Raw -524365.931455 + Penalty 2849.533783 = -521516.397672 nChanged 2 SP:Iteration 30Q (1429.880020 sec): 3 clusters Score: Raw -524366.084963 + Penalty 2849.533783 = -521516.551180 nChanged 0 SP:Iteration 31F (1429.902502 sec): 3 clusters Score: Raw -524366.084963 + Penalty 2849.533783 = -521516.551180 nChanged 0 Trying to split cluster 19 (5400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1429.921054 sec): 2 clusters Score: Raw -449610.286020 + Penalty 1396.550063 = -448213.735957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1429.942733 sec): 3 clusters Score: Raw -446738.986657 + Penalty 2793.100126 = -443945.886532 nChanged 2242 SP:Iteration 1F (1429.963893 sec): 3 clusters Score: Raw -447948.688578 + Penalty 2793.100126 = -445155.588452 nChanged 381 SP:Iteration 2F (1429.984873 sec): 3 clusters Score: Raw -448142.541896 + Penalty 2793.100126 = -445349.441771 nChanged 301 SP:Iteration 3F (1430.005789 sec): 3 clusters Score: Raw -448276.073140 + Penalty 2793.100126 = -445482.973014 nChanged 231 SP:Iteration 4Q (1430.027112 sec): 3 clusters Score: Raw -448375.075147 + Penalty 2793.100126 = -445581.975022 nChanged 178 SP:Iteration 5Q (1430.048439 sec): 3 clusters Score: Raw -448466.606758 + Penalty 2793.100126 = -445673.506633 nChanged 174 SP:Iteration 6Q (1430.069749 sec): 3 clusters Score: Raw -448562.417665 + Penalty 2793.100126 = -445769.317539 nChanged 187 SP:Iteration 7Q (1430.091020 sec): 3 clusters Score: Raw -448680.046820 + Penalty 2793.100126 = -445886.946694 nChanged 201 SP:Iteration 8Q (1430.112257 sec): 3 clusters Score: Raw -448808.816397 + Penalty 2793.100126 = -446015.716271 nChanged 190 SP:Iteration 9Q (1430.133645 sec): 3 clusters Score: Raw -448949.613214 + Penalty 2793.100126 = -446156.513088 nChanged 196 SP:Iteration 10Q (1430.154802 sec): 3 clusters Score: Raw -449082.172986 + Penalty 2793.100126 = -446289.072860 nChanged 193 SP:Iteration 11Q (1430.175847 sec): 3 clusters Score: Raw -449205.128913 + Penalty 2793.100126 = -446412.028787 nChanged 176 SP:Iteration 12Q (1430.196982 sec): 3 clusters Score: Raw -449310.273600 + Penalty 2793.100126 = -446517.173474 nChanged 153 SP:Iteration 13Q (1430.217904 sec): 3 clusters Score: Raw -449384.383792 + Penalty 2793.100126 = -446591.283666 nChanged 126 SP:Iteration 14Q (1430.238795 sec): 3 clusters Score: Raw -449446.979750 + Penalty 2793.100126 = -446653.879624 nChanged 100 SP:Iteration 15Q (1430.260006 sec): 3 clusters Score: Raw -449495.380807 + Penalty 2793.100126 = -446702.280681 nChanged 86 SP:Iteration 16Q (1430.280916 sec): 3 clusters Score: Raw -449530.069531 + Penalty 2793.100126 = -446736.969405 nChanged 81 SP:Iteration 17Q (1430.301587 sec): 3 clusters Score: Raw -449563.997255 + Penalty 2793.100126 = -446770.897130 nChanged 74 SP:Iteration 18Q (1430.322477 sec): 3 clusters Score: Raw -449591.107909 + Penalty 2793.100126 = -446798.007783 nChanged 50 SP:Iteration 19Q (1430.343265 sec): 3 clusters Score: Raw -449609.921920 + Penalty 2793.100126 = -446816.821794 nChanged 47 SP:Iteration 20F (1430.364505 sec): 3 clusters Score: Raw -449625.910478 + Penalty 2793.100126 = -446832.810353 nChanged 47 SP:Iteration 21Q (1430.385300 sec): 3 clusters Score: Raw -449639.238920 + Penalty 2793.100126 = -446846.138795 nChanged 43 SP:Iteration 22Q (1430.406204 sec): 3 clusters Score: Raw -449651.009276 + Penalty 2793.100126 = -446857.909150 nChanged 31 SP:Iteration 23Q (1430.427100 sec): 3 clusters Score: Raw -449660.398618 + Penalty 2793.100126 = -446867.298493 nChanged 24 SP:Iteration 24Q (1430.447552 sec): 3 clusters Score: Raw -449667.165972 + Penalty 2793.100126 = -446874.065847 nChanged 18 SP:Iteration 25Q (1430.467977 sec): 3 clusters Score: Raw -449671.330301 + Penalty 2793.100126 = -446878.230175 nChanged 22 SP:Iteration 26Q (1430.488911 sec): 3 clusters Score: Raw -449677.406864 + Penalty 2793.100126 = -446884.306739 nChanged 25 SP:Iteration 27Q (1430.509701 sec): 3 clusters Score: Raw -449684.699158 + Penalty 2793.100126 = -446891.599032 nChanged 19 SP:Iteration 28Q (1430.530433 sec): 3 clusters Score: Raw -449688.025235 + Penalty 2793.100126 = -446894.925110 nChanged 15 SP:Iteration 29Q (1430.551227 sec): 3 clusters Score: Raw -449690.856566 + Penalty 2793.100126 = -446897.756440 nChanged 12 SP:Iteration 30Q (1430.571980 sec): 3 clusters Score: Raw -449693.436241 + Penalty 2793.100126 = -446900.336116 nChanged 13 SP:Iteration 31Q (1430.592498 sec): 3 clusters Score: Raw -449696.611212 + Penalty 2793.100126 = -446903.511086 nChanged 10 SP:Iteration 32Q (1430.613345 sec): 3 clusters Score: Raw -449699.226378 + Penalty 2793.100126 = -446906.126252 nChanged 11 SP:Iteration 33Q (1430.634072 sec): 3 clusters Score: Raw -449701.569678 + Penalty 2793.100126 = -446908.469553 nChanged 14 SP:Iteration 34Q (1430.654805 sec): 3 clusters Score: Raw -449705.321077 + Penalty 2793.100126 = -446912.220951 nChanged 13 SP:Iteration 35Q (1430.675295 sec): 3 clusters Score: Raw -449709.437103 + Penalty 2793.100126 = -446916.336977 nChanged 15 SP:Iteration 36Q (1430.696012 sec): 3 clusters Score: Raw -449712.549003 + Penalty 2793.100126 = -446919.448877 nChanged 11 SP:Iteration 37Q (1430.716780 sec): 3 clusters Score: Raw -449714.560926 + Penalty 2793.100126 = -446921.460800 nChanged 9 SP:Iteration 38Q (1430.737576 sec): 3 clusters Score: Raw -449716.993751 + Penalty 2793.100126 = -446923.893625 nChanged 7 SP:Iteration 39Q (1430.758294 sec): 3 clusters Score: Raw -449718.064900 + Penalty 2793.100126 = -446924.964774 nChanged 5 SP:Iteration 40F (1430.779505 sec): 3 clusters Score: Raw -449718.978703 + Penalty 2793.100126 = -446925.878577 nChanged 4 SP:Iteration 41Q (1430.800367 sec): 3 clusters Score: Raw -449719.357680 + Penalty 2793.100126 = -446926.257555 nChanged 2 SP:Iteration 42Q (1430.820856 sec): 3 clusters Score: Raw -449719.579625 + Penalty 2793.100126 = -446926.479500 nChanged 3 SP:Iteration 43Q (1430.841419 sec): 3 clusters Score: Raw -449720.098093 + Penalty 2793.100126 = -446926.997967 nChanged 6 SP:Iteration 44Q (1430.862166 sec): 3 clusters Score: Raw -449721.668493 + Penalty 2793.100126 = -446928.568367 nChanged 4 SP:Iteration 45Q (1430.882859 sec): 3 clusters Score: Raw -449722.465347 + Penalty 2793.100126 = -446929.365221 nChanged 6 SP:Iteration 46Q (1430.903382 sec): 3 clusters Score: Raw -449723.351260 + Penalty 2793.100126 = -446930.251134 nChanged 5 SP:Iteration 47Q (1430.923953 sec): 3 clusters Score: Raw -449724.398092 + Penalty 2793.100126 = -446931.297966 nChanged 9 SP:Iteration 48Q (1430.944667 sec): 3 clusters Score: Raw -449725.872413 + Penalty 2793.100126 = -446932.772287 nChanged 8 SP:Iteration 49Q (1430.965277 sec): 3 clusters Score: Raw -449728.017094 + Penalty 2793.100126 = -446934.916969 nChanged 12 SP:Iteration 50Q (1430.985900 sec): 3 clusters Score: Raw -449730.697770 + Penalty 2793.100126 = -446937.597645 nChanged 14 SP:Iteration 51Q (1431.006478 sec): 3 clusters Score: Raw -449733.848400 + Penalty 2793.100126 = -446940.748274 nChanged 9 SP:Iteration 52Q (1431.026841 sec): 3 clusters Score: Raw -449735.458728 + Penalty 2793.100126 = -446942.358602 nChanged 4 SP:Iteration 53Q (1431.047469 sec): 3 clusters Score: Raw -449735.805556 + Penalty 2793.100126 = -446942.705431 nChanged 4 SP:Iteration 54Q (1431.068318 sec): 3 clusters Score: Raw -449736.516347 + Penalty 2793.100126 = -446943.416222 nChanged 5 SP:Iteration 55Q (1431.088869 sec): 3 clusters Score: Raw -449737.002181 + Penalty 2793.100126 = -446943.902056 nChanged 4 SP:Iteration 56Q (1431.109571 sec): 3 clusters Score: Raw -449738.132249 + Penalty 2793.100126 = -446945.032124 nChanged 7 SP:Iteration 57Q (1431.130197 sec): 3 clusters Score: Raw -449739.539663 + Penalty 2793.100126 = -446946.439538 nChanged 7 SP:Iteration 58Q (1431.150880 sec): 3 clusters Score: Raw -449740.838602 + Penalty 2793.100126 = -446947.738477 nChanged 11 SP:Iteration 59Q (1431.171580 sec): 3 clusters Score: Raw -449743.479618 + Penalty 2793.100126 = -446950.379492 nChanged 10 SP:Iteration 60F (1431.192935 sec): 3 clusters Score: Raw -449745.940303 + Penalty 2793.100126 = -446952.840178 nChanged 11 SP:Iteration 61Q (1431.213397 sec): 3 clusters Score: Raw -449747.777223 + Penalty 2793.100126 = -446954.677098 nChanged 10 SP:Iteration 62Q (1431.234106 sec): 3 clusters Score: Raw -449749.369361 + Penalty 2793.100126 = -446956.269236 nChanged 10 SP:Iteration 63Q (1431.254813 sec): 3 clusters Score: Raw -449752.154494 + Penalty 2793.100126 = -446959.054368 nChanged 17 SP:Iteration 64Q (1431.275685 sec): 3 clusters Score: Raw -449757.057129 + Penalty 2793.100126 = -446963.957004 nChanged 22 SP:Iteration 65Q (1431.296229 sec): 3 clusters Score: Raw -449763.499991 + Penalty 2793.100126 = -446970.399866 nChanged 16 SP:Iteration 66Q (1431.316836 sec): 3 clusters Score: Raw -449767.402048 + Penalty 2793.100126 = -446974.301923 nChanged 14 SP:Iteration 67Q (1431.337488 sec): 3 clusters Score: Raw -449771.240800 + Penalty 2793.100126 = -446978.140674 nChanged 18 SP:Iteration 68Q (1431.370026 sec): 3 clusters Score: Raw -449777.264418 + Penalty 2793.100126 = -446984.164293 nChanged 26 SP:Iteration 69Q (1431.390510 sec): 3 clusters Score: Raw -449787.132231 + Penalty 2793.100126 = -446994.032105 nChanged 33 SP:Iteration 70Q (1431.411293 sec): 3 clusters Score: Raw -449798.456406 + Penalty 2793.100126 = -447005.356280 nChanged 27 SP:Iteration 71Q (1431.432506 sec): 3 clusters Score: Raw -449806.303999 + Penalty 2793.100126 = -447013.203874 nChanged 18 SP:Iteration 72Q (1431.453556 sec): 3 clusters Score: Raw -449810.682575 + Penalty 2793.100126 = -447017.582449 nChanged 13 SP:Iteration 73Q (1431.474664 sec): 3 clusters Score: Raw -449813.410886 + Penalty 2793.100126 = -447020.310760 nChanged 14 SP:Iteration 74Q (1431.495604 sec): 3 clusters Score: Raw -449816.914970 + Penalty 2793.100126 = -447023.814845 nChanged 13 SP:Iteration 75Q (1431.516024 sec): 3 clusters Score: Raw -449821.015615 + Penalty 2793.100126 = -447027.915490 nChanged 14 SP:Iteration 76Q (1431.536295 sec): 3 clusters Score: Raw -449824.002539 + Penalty 2793.100126 = -447030.902413 nChanged 6 SP:Iteration 77Q (1431.556868 sec): 3 clusters Score: Raw -449825.280569 + Penalty 2793.100126 = -447032.180444 nChanged 8 SP:Iteration 78Q (1431.577301 sec): 3 clusters Score: Raw -449826.823451 + Penalty 2793.100126 = -447033.723325 nChanged 6 SP:Iteration 79Q (1431.597955 sec): 3 clusters Score: Raw -449827.867647 + Penalty 2793.100126 = -447034.767522 nChanged 7 SP:Iteration 80F (1431.619260 sec): 3 clusters Score: Raw -449829.379248 + Penalty 2793.100126 = -447036.279123 nChanged 8 SP:Iteration 81Q (1431.639734 sec): 3 clusters Score: Raw -449831.111298 + Penalty 2793.100126 = -447038.011172 nChanged 10 SP:Iteration 82Q (1431.660313 sec): 3 clusters Score: Raw -449833.468299 + Penalty 2793.100126 = -447040.368173 nChanged 11 SP:Iteration 83Q (1431.680916 sec): 3 clusters Score: Raw -449835.651191 + Penalty 2793.100126 = -447042.551065 nChanged 7 SP:Iteration 84Q (1431.701345 sec): 3 clusters Score: Raw -449837.063200 + Penalty 2793.100126 = -447043.963075 nChanged 11 SP:Iteration 85Q (1431.722003 sec): 3 clusters Score: Raw -449839.769640 + Penalty 2793.100126 = -447046.669515 nChanged 9 SP:Iteration 86Q (1431.742747 sec): 3 clusters Score: Raw -449841.724057 + Penalty 2793.100126 = -447048.623931 nChanged 9 SP:Iteration 87Q (1431.763289 sec): 3 clusters Score: Raw -449843.347296 + Penalty 2793.100126 = -447050.247170 nChanged 8 SP:Iteration 88Q (1431.783681 sec): 3 clusters Score: Raw -449845.046788 + Penalty 2793.100126 = -447051.946662 nChanged 14 SP:Iteration 89Q (1431.804199 sec): 3 clusters Score: Raw -449848.778901 + Penalty 2793.100126 = -447055.678775 nChanged 17 SP:Iteration 90Q (1431.824717 sec): 3 clusters Score: Raw -449853.190483 + Penalty 2793.100126 = -447060.090358 nChanged 13 SP:Iteration 91Q (1431.845024 sec): 3 clusters Score: Raw -449856.315960 + Penalty 2793.100126 = -447063.215834 nChanged 11 SP:Iteration 92Q (1431.865480 sec): 3 clusters Score: Raw -449858.997604 + Penalty 2793.100126 = -447065.897478 nChanged 11 SP:Iteration 93Q (1431.886122 sec): 3 clusters Score: Raw -449861.585063 + Penalty 2793.100126 = -447068.484937 nChanged 7 SP:Iteration 94Q (1431.906378 sec): 3 clusters Score: Raw -449864.228932 + Penalty 2793.100126 = -447071.128807 nChanged 15 SP:Iteration 95Q (1431.926848 sec): 3 clusters Score: Raw -449871.209859 + Penalty 2793.100126 = -447078.109734 nChanged 17 SP:Iteration 96Q (1431.947185 sec): 3 clusters Score: Raw -449877.954191 + Penalty 2793.100126 = -447084.854065 nChanged 25 SP:Iteration 97Q (1431.967663 sec): 3 clusters Score: Raw -449886.122719 + Penalty 2793.100126 = -447093.022594 nChanged 16 SP:Iteration 98Q (1431.988078 sec): 3 clusters Score: Raw -449890.401585 + Penalty 2793.100126 = -447097.301459 nChanged 17 SP:Iteration 99Q (1432.008531 sec): 3 clusters Score: Raw -449894.405910 + Penalty 2793.100126 = -447101.305785 nChanged 14 SP:Iteration 100F (1432.029685 sec): 3 clusters Score: Raw -449900.531325 + Penalty 2793.100126 = -447107.431200 nChanged 17 SP:Iteration 101Q (1432.050176 sec): 3 clusters Score: Raw -449907.569057 + Penalty 2793.100126 = -447114.468932 nChanged 19 SP:Iteration 102Q (1432.070384 sec): 3 clusters Score: Raw -449913.333756 + Penalty 2793.100126 = -447120.233630 nChanged 19 SP:Iteration 103Q (1432.090544 sec): 3 clusters Score: Raw -449919.253355 + Penalty 2793.100126 = -447126.153230 nChanged 12 SP:Iteration 104Q (1432.110923 sec): 3 clusters Score: Raw -449922.469778 + Penalty 2793.100126 = -447129.369652 nChanged 12 SP:Iteration 105Q (1432.131151 sec): 3 clusters Score: Raw -449925.573048 + Penalty 2793.100126 = -447132.472922 nChanged 9 SP:Iteration 106Q (1432.151524 sec): 3 clusters Score: Raw -449927.902952 + Penalty 2793.100126 = -447134.802826 nChanged 6 SP:Iteration 107Q (1432.171887 sec): 3 clusters Score: Raw -449929.826270 + Penalty 2793.100126 = -447136.726144 nChanged 6 SP:Iteration 108Q (1432.192245 sec): 3 clusters Score: Raw -449931.477726 + Penalty 2793.100126 = -447138.377600 nChanged 9 SP:Iteration 109Q (1432.212530 sec): 3 clusters Score: Raw -449934.318250 + Penalty 2793.100126 = -447141.218124 nChanged 10 SP:Iteration 110Q (1432.233018 sec): 3 clusters Score: Raw -449938.685909 + Penalty 2793.100126 = -447145.585783 nChanged 13 SP:Iteration 111Q (1432.253142 sec): 3 clusters Score: Raw -449943.074085 + Penalty 2793.100126 = -447149.973960 nChanged 16 SP:Iteration 112Q (1432.273453 sec): 3 clusters Score: Raw -449948.567013 + Penalty 2793.100126 = -447155.466887 nChanged 8 SP:Iteration 113Q (1432.293800 sec): 3 clusters Score: Raw -449951.936734 + Penalty 2793.100126 = -447158.836608 nChanged 8 SP:Iteration 114Q (1432.314092 sec): 3 clusters Score: Raw -449955.124004 + Penalty 2793.100126 = -447162.023878 nChanged 8 SP:Iteration 115Q (1432.334390 sec): 3 clusters Score: Raw -449957.773673 + Penalty 2793.100126 = -447164.673548 nChanged 9 SP:Iteration 116Q (1432.354656 sec): 3 clusters Score: Raw -449960.505522 + Penalty 2793.100126 = -447167.405396 nChanged 3 SP:Iteration 117Q (1432.374706 sec): 3 clusters Score: Raw -449961.386887 + Penalty 2793.100126 = -447168.286762 nChanged 2 SP:Iteration 118Q (1432.394891 sec): 3 clusters Score: Raw -449962.654361 + Penalty 2793.100126 = -447169.554235 nChanged 2 SP:Iteration 119Q (1432.414872 sec): 3 clusters Score: Raw -449963.232173 + Penalty 2793.100126 = -447170.132048 nChanged 4 SP:Iteration 120F (1432.435997 sec): 3 clusters Score: Raw -449964.798074 + Penalty 2793.100126 = -447171.697948 nChanged 2 SP:Iteration 121Q (1432.456123 sec): 3 clusters Score: Raw -449965.401687 + Penalty 2793.100126 = -447172.301562 nChanged 6 SP:Iteration 122Q (1432.476401 sec): 3 clusters Score: Raw -449967.041896 + Penalty 2793.100126 = -447173.941771 nChanged 3 SP:Iteration 123Q (1432.496792 sec): 3 clusters Score: Raw -449967.764051 + Penalty 2793.100126 = -447174.663926 nChanged 1 SP:Iteration 124Q (1432.516808 sec): 3 clusters Score: Raw -449968.121237 + Penalty 2793.100126 = -447175.021111 nChanged 0 SP:Iteration 125F (1432.537708 sec): 3 clusters Score: Raw -449968.121237 + Penalty 2793.100126 = -447175.021111 nChanged 0 Trying to split cluster 20 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1432.550167 sec): 2 clusters Score: Raw -85808.016713 + Penalty 1146.628484 = -84661.388229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1432.556721 sec): 3 clusters Score: Raw -85435.613148 + Penalty 2293.256967 = -83142.356181 nChanged 362 SP:Iteration 1F (1432.562790 sec): 3 clusters Score: Raw -85722.175891 + Penalty 2293.256967 = -83428.918923 nChanged 75 SP:Iteration 2F (1432.568903 sec): 3 clusters Score: Raw -85809.823422 + Penalty 2293.256967 = -83516.566455 nChanged 54 SP:Iteration 3Q (1432.575002 sec): 3 clusters Score: Raw -85895.577870 + Penalty 2293.256967 = -83602.320902 nChanged 53 SP:Iteration 4Q (1432.581084 sec): 3 clusters Score: Raw -85957.545276 + Penalty 2293.256967 = -83664.288309 nChanged 42 SP:Iteration 5Q (1432.587239 sec): 3 clusters Score: Raw -86022.375921 + Penalty 2293.256967 = -83729.118954 nChanged 51 SP:Iteration 6Q (1432.593302 sec): 3 clusters Score: Raw -86095.407490 + Penalty 2293.256967 = -83802.150523 nChanged 42 SP:Iteration 7Q (1432.599342 sec): 3 clusters Score: Raw -86144.953581 + Penalty 2293.256967 = -83851.696614 nChanged 28 SP:Iteration 8Q (1432.605372 sec): 3 clusters Score: Raw -86176.274922 + Penalty 2293.256967 = -83883.017955 nChanged 25 SP:Iteration 9Q (1432.611390 sec): 3 clusters Score: Raw -86210.475923 + Penalty 2293.256967 = -83917.218956 nChanged 24 SP:Iteration 10Q (1432.617440 sec): 3 clusters Score: Raw -86259.987917 + Penalty 2293.256967 = -83966.730950 nChanged 26 SP:Iteration 11Q (1432.623471 sec): 3 clusters Score: Raw -86289.639863 + Penalty 2293.256967 = -83996.382896 nChanged 20 SP:Iteration 12Q (1432.629468 sec): 3 clusters Score: Raw -86311.226925 + Penalty 2293.256967 = -84017.969958 nChanged 10 SP:Iteration 13Q (1432.635411 sec): 3 clusters Score: Raw -86324.406023 + Penalty 2293.256967 = -84031.149056 nChanged 8 SP:Iteration 14Q (1432.641351 sec): 3 clusters Score: Raw -86332.856620 + Penalty 2293.256967 = -84039.599652 nChanged 5 SP:Iteration 15Q (1432.647365 sec): 3 clusters Score: Raw -86338.880015 + Penalty 2293.256967 = -84045.623048 nChanged 5 SP:Iteration 16Q (1432.653303 sec): 3 clusters Score: Raw -86345.560462 + Penalty 2293.256967 = -84052.303494 nChanged 5 SP:Iteration 17Q (1432.659276 sec): 3 clusters Score: Raw -86348.787357 + Penalty 2293.256967 = -84055.530390 nChanged 3 SP:Iteration 18Q (1432.665245 sec): 3 clusters Score: Raw -86350.359048 + Penalty 2293.256967 = -84057.102081 nChanged 0 SP:Iteration 19F (1432.671338 sec): 3 clusters Score: Raw -86350.359048 + Penalty 2293.256967 = -84057.102081 nChanged 0 Trying to split cluster 21 (1017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1432.681361 sec): 2 clusters Score: Raw -82190.700481 + Penalty 1125.249514 = -81065.450966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1432.687159 sec): 3 clusters Score: Raw -81888.285605 + Penalty 2250.499029 = -79637.786576 nChanged 294 SP:Iteration 1F (1432.692565 sec): 3 clusters Score: Raw -82145.070854 + Penalty 2250.499029 = -79894.571826 nChanged 80 SP:Iteration 2F (1432.697961 sec): 3 clusters Score: Raw -82219.488929 + Penalty 2250.499029 = -79968.989900 nChanged 35 SP:Iteration 3Q (1432.703360 sec): 3 clusters Score: Raw -82257.035070 + Penalty 2250.499029 = -80006.536042 nChanged 29 SP:Iteration 4Q (1432.708747 sec): 3 clusters Score: Raw -82280.418832 + Penalty 2250.499029 = -80029.919804 nChanged 10 SP:Iteration 5Q (1432.714097 sec): 3 clusters Score: Raw -82288.045300 + Penalty 2250.499029 = -80037.546271 nChanged 13 SP:Iteration 6Q (1432.719416 sec): 3 clusters Score: Raw -82297.869160 + Penalty 2250.499029 = -80047.370131 nChanged 6 SP:Iteration 7Q (1432.724759 sec): 3 clusters Score: Raw -82301.364916 + Penalty 2250.499029 = -80050.865888 nChanged 4 SP:Iteration 8Q (1432.730113 sec): 3 clusters Score: Raw -82306.558577 + Penalty 2250.499029 = -80056.059548 nChanged 7 SP:Iteration 9Q (1432.735412 sec): 3 clusters Score: Raw -82313.588533 + Penalty 2250.499029 = -80063.089504 nChanged 7 SP:Iteration 10Q (1432.740762 sec): 3 clusters Score: Raw -82318.960490 + Penalty 2250.499029 = -80068.461461 nChanged 6 SP:Iteration 11Q (1432.746114 sec): 3 clusters Score: Raw -82325.271475 + Penalty 2250.499029 = -80074.772446 nChanged 6 SP:Iteration 12Q (1432.751418 sec): 3 clusters Score: Raw -82331.308608 + Penalty 2250.499029 = -80080.809579 nChanged 3 SP:Iteration 13Q (1432.756761 sec): 3 clusters Score: Raw -82335.583014 + Penalty 2250.499029 = -80085.083986 nChanged 4 SP:Iteration 14Q (1432.762096 sec): 3 clusters Score: Raw -82339.099198 + Penalty 2250.499029 = -80088.600169 nChanged 2 SP:Iteration 15Q (1432.767421 sec): 3 clusters Score: Raw -82340.109432 + Penalty 2250.499029 = -80089.610403 nChanged 3 SP:Iteration 16Q (1432.772752 sec): 3 clusters Score: Raw -82342.853535 + Penalty 2250.499029 = -80092.354507 nChanged 1 SP:Iteration 17Q (1432.778108 sec): 3 clusters Score: Raw -82343.184886 + Penalty 2250.499029 = -80092.685858 nChanged 2 SP:Iteration 18Q (1432.783445 sec): 3 clusters Score: Raw -82344.114797 + Penalty 2250.499029 = -80093.615768 nChanged 2 SP:Iteration 19Q (1432.788767 sec): 3 clusters Score: Raw -82345.640972 + Penalty 2250.499029 = -80095.141944 nChanged 1 SP:Iteration 20F (1432.794172 sec): 3 clusters Score: Raw -82346.061828 + Penalty 2250.499029 = -80095.562800 nChanged 0 Trying to split cluster 22 (5058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1432.813059 sec): 2 clusters Score: Raw -399843.564637 + Penalty 1385.918044 = -398457.646593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1432.834376 sec): 3 clusters Score: Raw -397173.697514 + Penalty 2771.836089 = -394401.861426 nChanged 2105 SP:Iteration 1F (1432.855167 sec): 3 clusters Score: Raw -398409.132591 + Penalty 2771.836089 = -395637.296502 nChanged 419 SP:Iteration 2F (1432.876313 sec): 3 clusters Score: Raw -398698.385086 + Penalty 2771.836089 = -395926.548997 nChanged 330 SP:Iteration 3F (1432.897339 sec): 3 clusters Score: Raw -398946.404917 + Penalty 2771.836089 = -396174.568829 nChanged 276 SP:Iteration 4F (1432.918425 sec): 3 clusters Score: Raw -399133.075930 + Penalty 2771.836089 = -396361.239841 nChanged 238 SP:Iteration 5Q (1432.940252 sec): 3 clusters Score: Raw -399305.416173 + Penalty 2771.836089 = -396533.580084 nChanged 218 SP:Iteration 6Q (1432.961138 sec): 3 clusters Score: Raw -399440.583551 + Penalty 2771.836089 = -396668.747462 nChanged 173 SP:Iteration 7Q (1432.981959 sec): 3 clusters Score: Raw -399532.285834 + Penalty 2771.836089 = -396760.449745 nChanged 137 SP:Iteration 8Q (1433.002691 sec): 3 clusters Score: Raw -399598.059128 + Penalty 2771.836089 = -396826.223039 nChanged 138 SP:Iteration 9Q (1433.023318 sec): 3 clusters Score: Raw -399671.505283 + Penalty 2771.836089 = -396899.669195 nChanged 126 SP:Iteration 10Q (1433.043790 sec): 3 clusters Score: Raw -399737.135185 + Penalty 2771.836089 = -396965.299097 nChanged 111 SP:Iteration 11Q (1433.064604 sec): 3 clusters Score: Raw -399787.211347 + Penalty 2771.836089 = -397015.375258 nChanged 89 SP:Iteration 12Q (1433.085438 sec): 3 clusters Score: Raw -399822.268675 + Penalty 2771.836089 = -397050.432586 nChanged 83 SP:Iteration 13Q (1433.106264 sec): 3 clusters Score: Raw -399856.847271 + Penalty 2771.836089 = -397085.011182 nChanged 72 SP:Iteration 14Q (1433.126993 sec): 3 clusters Score: Raw -399883.365702 + Penalty 2771.836089 = -397111.529613 nChanged 65 SP:Iteration 15Q (1433.147663 sec): 3 clusters Score: Raw -399913.095799 + Penalty 2771.836089 = -397141.259710 nChanged 71 SP:Iteration 16Q (1433.168529 sec): 3 clusters Score: Raw -399948.009099 + Penalty 2771.836089 = -397176.173010 nChanged 79 SP:Iteration 17Q (1433.189266 sec): 3 clusters Score: Raw -399987.283532 + Penalty 2771.836089 = -397215.447444 nChanged 69 SP:Iteration 18Q (1433.209912 sec): 3 clusters Score: Raw -400019.113270 + Penalty 2771.836089 = -397247.277182 nChanged 72 SP:Iteration 19Q (1433.230614 sec): 3 clusters Score: Raw -400050.286175 + Penalty 2771.836089 = -397278.450086 nChanged 61 SP:Iteration 20F (1433.251647 sec): 3 clusters Score: Raw -400070.843968 + Penalty 2771.836089 = -397299.007879 nChanged 57 SP:Iteration 21Q (1433.272294 sec): 3 clusters Score: Raw -400093.198301 + Penalty 2771.836089 = -397321.362212 nChanged 52 SP:Iteration 22Q (1433.293017 sec): 3 clusters Score: Raw -400112.968584 + Penalty 2771.836089 = -397341.132495 nChanged 58 SP:Iteration 23Q (1433.313732 sec): 3 clusters Score: Raw -400136.541697 + Penalty 2771.836089 = -397364.705608 nChanged 61 SP:Iteration 24Q (1433.334417 sec): 3 clusters Score: Raw -400165.472991 + Penalty 2771.836089 = -397393.636903 nChanged 59 SP:Iteration 25Q (1433.355148 sec): 3 clusters Score: Raw -400187.654122 + Penalty 2771.836089 = -397415.818033 nChanged 42 SP:Iteration 26Q (1433.375787 sec): 3 clusters Score: Raw -400200.120360 + Penalty 2771.836089 = -397428.284271 nChanged 37 SP:Iteration 27Q (1433.396605 sec): 3 clusters Score: Raw -400209.521063 + Penalty 2771.836089 = -397437.684974 nChanged 25 SP:Iteration 28Q (1433.417000 sec): 3 clusters Score: Raw -400215.347014 + Penalty 2771.836089 = -397443.510925 nChanged 16 SP:Iteration 29Q (1433.437689 sec): 3 clusters Score: Raw -400219.435057 + Penalty 2771.836089 = -397447.598968 nChanged 12 SP:Iteration 30Q (1433.458401 sec): 3 clusters Score: Raw -400222.464304 + Penalty 2771.836089 = -397450.628215 nChanged 14 SP:Iteration 31Q (1433.479073 sec): 3 clusters Score: Raw -400225.683132 + Penalty 2771.836089 = -397453.847043 nChanged 10 SP:Iteration 32Q (1433.499776 sec): 3 clusters Score: Raw -400228.662360 + Penalty 2771.836089 = -397456.826271 nChanged 14 SP:Iteration 33Q (1433.520085 sec): 3 clusters Score: Raw -400231.198994 + Penalty 2771.836089 = -397459.362905 nChanged 8 SP:Iteration 34Q (1433.540711 sec): 3 clusters Score: Raw -400232.606350 + Penalty 2771.836089 = -397460.770262 nChanged 6 SP:Iteration 35Q (1433.561238 sec): 3 clusters Score: Raw -400234.573741 + Penalty 2771.836089 = -397462.737652 nChanged 13 SP:Iteration 36Q (1433.581949 sec): 3 clusters Score: Raw -400238.727305 + Penalty 2771.836089 = -397466.891216 nChanged 23 SP:Iteration 37Q (1433.602734 sec): 3 clusters Score: Raw -400244.730618 + Penalty 2771.836089 = -397472.894529 nChanged 18 SP:Iteration 38Q (1433.623081 sec): 3 clusters Score: Raw -400249.178473 + Penalty 2771.836089 = -397477.342384 nChanged 15 SP:Iteration 39Q (1433.643625 sec): 3 clusters Score: Raw -400253.599692 + Penalty 2771.836089 = -397481.763603 nChanged 22 SP:Iteration 40F (1433.664764 sec): 3 clusters Score: Raw -400259.649722 + Penalty 2771.836089 = -397487.813633 nChanged 22 SP:Iteration 41Q (1433.685429 sec): 3 clusters Score: Raw -400265.326589 + Penalty 2771.836089 = -397493.490501 nChanged 25 SP:Iteration 42Q (1433.706046 sec): 3 clusters Score: Raw -400271.539353 + Penalty 2771.836089 = -397499.703265 nChanged 24 SP:Iteration 43Q (1433.726809 sec): 3 clusters Score: Raw -400276.828362 + Penalty 2771.836089 = -397504.992273 nChanged 22 SP:Iteration 44Q (1433.747243 sec): 3 clusters Score: Raw -400281.850216 + Penalty 2771.836089 = -397510.014127 nChanged 15 SP:Iteration 45Q (1433.767884 sec): 3 clusters Score: Raw -400285.248223 + Penalty 2771.836089 = -397513.412134 nChanged 15 SP:Iteration 46Q (1433.788382 sec): 3 clusters Score: Raw -400288.711772 + Penalty 2771.836089 = -397516.875683 nChanged 15 SP:Iteration 47Q (1433.808897 sec): 3 clusters Score: Raw -400291.763607 + Penalty 2771.836089 = -397519.927519 nChanged 15 SP:Iteration 48Q (1433.829538 sec): 3 clusters Score: Raw -400296.239642 + Penalty 2771.836089 = -397524.403553 nChanged 16 SP:Iteration 49Q (1433.850247 sec): 3 clusters Score: Raw -400301.322229 + Penalty 2771.836089 = -397529.486140 nChanged 15 SP:Iteration 50Q (1433.870777 sec): 3 clusters Score: Raw -400305.446600 + Penalty 2771.836089 = -397533.610511 nChanged 14 SP:Iteration 51Q (1433.891538 sec): 3 clusters Score: Raw -400308.419629 + Penalty 2771.836089 = -397536.583540 nChanged 12 SP:Iteration 52Q (1433.912117 sec): 3 clusters Score: Raw -400310.689941 + Penalty 2771.836089 = -397538.853852 nChanged 10 SP:Iteration 53Q (1433.932364 sec): 3 clusters Score: Raw -400312.888500 + Penalty 2771.836089 = -397541.052411 nChanged 7 SP:Iteration 54Q (1433.953097 sec): 3 clusters Score: Raw -400315.475886 + Penalty 2771.836089 = -397543.639797 nChanged 12 SP:Iteration 55Q (1433.973846 sec): 3 clusters Score: Raw -400319.659780 + Penalty 2771.836089 = -397547.823691 nChanged 18 SP:Iteration 56Q (1433.994370 sec): 3 clusters Score: Raw -400324.651572 + Penalty 2771.836089 = -397552.815484 nChanged 17 SP:Iteration 57Q (1434.014833 sec): 3 clusters Score: Raw -400330.018936 + Penalty 2771.836089 = -397558.182847 nChanged 14 SP:Iteration 58Q (1434.035408 sec): 3 clusters Score: Raw -400335.002706 + Penalty 2771.836089 = -397563.166617 nChanged 22 SP:Iteration 59Q (1434.056041 sec): 3 clusters Score: Raw -400342.941137 + Penalty 2771.836089 = -397571.105048 nChanged 25 SP:Iteration 60F (1434.077239 sec): 3 clusters Score: Raw -400351.015046 + Penalty 2771.836089 = -397579.178958 nChanged 29 SP:Iteration 61Q (1434.097718 sec): 3 clusters Score: Raw -400361.100701 + Penalty 2771.836089 = -397589.264612 nChanged 32 SP:Iteration 62Q (1434.118194 sec): 3 clusters Score: Raw -400371.661290 + Penalty 2771.836089 = -397599.825201 nChanged 33 SP:Iteration 63Q (1434.138842 sec): 3 clusters Score: Raw -400382.761426 + Penalty 2771.836089 = -397610.925337 nChanged 28 SP:Iteration 64Q (1434.159407 sec): 3 clusters Score: Raw -400391.316395 + Penalty 2771.836089 = -397619.480306 nChanged 24 SP:Iteration 65Q (1434.179799 sec): 3 clusters Score: Raw -400398.090401 + Penalty 2771.836089 = -397626.254313 nChanged 22 SP:Iteration 66Q (1434.200430 sec): 3 clusters Score: Raw -400403.815051 + Penalty 2771.836089 = -397631.978962 nChanged 15 SP:Iteration 67Q (1434.220666 sec): 3 clusters Score: Raw -400407.505211 + Penalty 2771.836089 = -397635.669122 nChanged 15 SP:Iteration 68Q (1434.241266 sec): 3 clusters Score: Raw -400411.058961 + Penalty 2771.836089 = -397639.222872 nChanged 14 SP:Iteration 69Q (1434.261985 sec): 3 clusters Score: Raw -400414.353809 + Penalty 2771.836089 = -397642.517720 nChanged 15 SP:Iteration 70Q (1434.282457 sec): 3 clusters Score: Raw -400418.412990 + Penalty 2771.836089 = -397646.576901 nChanged 10 SP:Iteration 71Q (1434.302712 sec): 3 clusters Score: Raw -400421.039562 + Penalty 2771.836089 = -397649.203473 nChanged 9 SP:Iteration 72Q (1434.323210 sec): 3 clusters Score: Raw -400422.417532 + Penalty 2771.836089 = -397650.581443 nChanged 7 SP:Iteration 73Q (1434.343351 sec): 3 clusters Score: Raw -400423.993589 + Penalty 2771.836089 = -397652.157500 nChanged 8 SP:Iteration 74Q (1434.363998 sec): 3 clusters Score: Raw -400425.238787 + Penalty 2771.836089 = -397653.402698 nChanged 4 SP:Iteration 75Q (1434.384545 sec): 3 clusters Score: Raw -400425.907093 + Penalty 2771.836089 = -397654.071004 nChanged 2 SP:Iteration 76Q (1434.405128 sec): 3 clusters Score: Raw -400426.188507 + Penalty 2771.836089 = -397654.352418 nChanged 2 SP:Iteration 77Q (1434.425758 sec): 3 clusters Score: Raw -400426.346711 + Penalty 2771.836089 = -397654.510622 nChanged 0 SP:Iteration 78F (1434.446672 sec): 3 clusters Score: Raw -400426.346711 + Penalty 2771.836089 = -397654.510622 nChanged 0 Trying to split cluster 23 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1434.461329 sec): 2 clusters Score: Raw -129421.927714 + Penalty 1191.828519 = -128230.099194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1434.469854 sec): 3 clusters Score: Raw -128815.401206 + Penalty 2383.657039 = -126431.744167 nChanged 510 SP:Iteration 1F (1434.477772 sec): 3 clusters Score: Raw -129172.408099 + Penalty 2383.657039 = -126788.751060 nChanged 107 SP:Iteration 2F (1434.485737 sec): 3 clusters Score: Raw -129247.172414 + Penalty 2383.657039 = -126863.515375 nChanged 59 SP:Iteration 3Q (1434.493738 sec): 3 clusters Score: Raw -129287.855911 + Penalty 2383.657039 = -126904.198873 nChanged 42 SP:Iteration 4Q (1434.501708 sec): 3 clusters Score: Raw -129322.150238 + Penalty 2383.657039 = -126938.493200 nChanged 35 SP:Iteration 5Q (1434.509620 sec): 3 clusters Score: Raw -129351.631351 + Penalty 2383.657039 = -126967.974312 nChanged 29 SP:Iteration 6Q (1434.517506 sec): 3 clusters Score: Raw -129379.434781 + Penalty 2383.657039 = -126995.777742 nChanged 36 SP:Iteration 7Q (1434.525492 sec): 3 clusters Score: Raw -129415.598328 + Penalty 2383.657039 = -127031.941290 nChanged 30 SP:Iteration 8Q (1434.533426 sec): 3 clusters Score: Raw -129445.684472 + Penalty 2383.657039 = -127062.027433 nChanged 29 SP:Iteration 9Q (1434.541374 sec): 3 clusters Score: Raw -129466.899739 + Penalty 2383.657039 = -127083.242700 nChanged 20 SP:Iteration 10Q (1434.549218 sec): 3 clusters Score: Raw -129477.332112 + Penalty 2383.657039 = -127093.675074 nChanged 13 SP:Iteration 11Q (1434.557096 sec): 3 clusters Score: Raw -129486.998623 + Penalty 2383.657039 = -127103.341584 nChanged 22 SP:Iteration 12Q (1434.565012 sec): 3 clusters Score: Raw -129504.698816 + Penalty 2383.657039 = -127121.041777 nChanged 21 SP:Iteration 13Q (1434.572949 sec): 3 clusters Score: Raw -129517.283496 + Penalty 2383.657039 = -127133.626457 nChanged 21 SP:Iteration 14Q (1434.580797 sec): 3 clusters Score: Raw -129530.013293 + Penalty 2383.657039 = -127146.356254 nChanged 14 SP:Iteration 15Q (1434.588718 sec): 3 clusters Score: Raw -129542.842164 + Penalty 2383.657039 = -127159.185125 nChanged 21 SP:Iteration 16Q (1434.596631 sec): 3 clusters Score: Raw -129563.007815 + Penalty 2383.657039 = -127179.350776 nChanged 14 SP:Iteration 17Q (1434.604505 sec): 3 clusters Score: Raw -129571.425745 + Penalty 2383.657039 = -127187.768706 nChanged 11 SP:Iteration 18Q (1434.612402 sec): 3 clusters Score: Raw -129578.148272 + Penalty 2383.657039 = -127194.491234 nChanged 12 SP:Iteration 19Q (1434.620308 sec): 3 clusters Score: Raw -129586.609222 + Penalty 2383.657039 = -127202.952183 nChanged 9 SP:Iteration 20F (1434.628249 sec): 3 clusters Score: Raw -129591.179001 + Penalty 2383.657039 = -127207.521962 nChanged 10 SP:Iteration 21Q (1434.636153 sec): 3 clusters Score: Raw -129595.180091 + Penalty 2383.657039 = -127211.523052 nChanged 5 SP:Iteration 22Q (1434.644050 sec): 3 clusters Score: Raw -129598.103737 + Penalty 2383.657039 = -127214.446698 nChanged 5 SP:Iteration 23Q (1434.651948 sec): 3 clusters Score: Raw -129603.393033 + Penalty 2383.657039 = -127219.735994 nChanged 8 SP:Iteration 24Q (1434.659846 sec): 3 clusters Score: Raw -129607.606803 + Penalty 2383.657039 = -127223.949764 nChanged 4 SP:Iteration 25Q (1434.667719 sec): 3 clusters Score: Raw -129610.376154 + Penalty 2383.657039 = -127226.719115 nChanged 4 SP:Iteration 26Q (1434.675585 sec): 3 clusters Score: Raw -129612.500868 + Penalty 2383.657039 = -127228.843829 nChanged 3 SP:Iteration 27Q (1434.717570 sec): 3 clusters Score: Raw -129614.193858 + Penalty 2383.657039 = -127230.536819 nChanged 1 SP:Iteration 28Q (1434.725861 sec): 3 clusters Score: Raw -129614.631844 + Penalty 2383.657039 = -127230.974805 nChanged 2 SP:Iteration 29Q (1434.733749 sec): 3 clusters Score: Raw -129615.969453 + Penalty 2383.657039 = -127232.312414 nChanged 3 SP:Iteration 30Q (1434.741689 sec): 3 clusters Score: Raw -129619.891179 + Penalty 2383.657039 = -127236.234140 nChanged 5 SP:Iteration 31Q (1434.749554 sec): 3 clusters Score: Raw -129621.899962 + Penalty 2383.657039 = -127238.242923 nChanged 5 SP:Iteration 32Q (1434.757435 sec): 3 clusters Score: Raw -129625.054675 + Penalty 2383.657039 = -127241.397636 nChanged 4 SP:Iteration 33Q (1434.765255 sec): 3 clusters Score: Raw -129628.354857 + Penalty 2383.657039 = -127244.697818 nChanged 12 SP:Iteration 34Q (1434.773174 sec): 3 clusters Score: Raw -129634.004612 + Penalty 2383.657039 = -127250.347573 nChanged 9 SP:Iteration 35Q (1434.781088 sec): 3 clusters Score: Raw -129639.080984 + Penalty 2383.657039 = -127255.423945 nChanged 10 SP:Iteration 36Q (1434.788916 sec): 3 clusters Score: Raw -129646.182837 + Penalty 2383.657039 = -127262.525798 nChanged 9 SP:Iteration 37Q (1434.796548 sec): 3 clusters Score: Raw -129651.699219 + Penalty 2383.657039 = -127268.042180 nChanged 7 SP:Iteration 38Q (1434.804508 sec): 3 clusters Score: Raw -129655.473163 + Penalty 2383.657039 = -127271.816124 nChanged 11 SP:Iteration 39Q (1434.812416 sec): 3 clusters Score: Raw -129662.782719 + Penalty 2383.657039 = -127279.125680 nChanged 11 SP:Iteration 40F (1434.820293 sec): 3 clusters Score: Raw -129670.044235 + Penalty 2383.657039 = -127286.387196 nChanged 12 SP:Iteration 41Q (1434.828176 sec): 3 clusters Score: Raw -129677.820999 + Penalty 2383.657039 = -127294.163960 nChanged 6 SP:Iteration 42Q (1434.836014 sec): 3 clusters Score: Raw -129681.801332 + Penalty 2383.657039 = -127298.144293 nChanged 5 SP:Iteration 43Q (1434.843886 sec): 3 clusters Score: Raw -129684.478339 + Penalty 2383.657039 = -127300.821300 nChanged 4 SP:Iteration 44Q (1434.851744 sec): 3 clusters Score: Raw -129686.404838 + Penalty 2383.657039 = -127302.747800 nChanged 2 SP:Iteration 45Q (1434.859594 sec): 3 clusters Score: Raw -129687.306189 + Penalty 2383.657039 = -127303.649151 nChanged 6 SP:Iteration 46Q (1434.867482 sec): 3 clusters Score: Raw -129690.405350 + Penalty 2383.657039 = -127306.748311 nChanged 7 SP:Iteration 47Q (1434.875347 sec): 3 clusters Score: Raw -129693.467057 + Penalty 2383.657039 = -127309.810018 nChanged 2 SP:Iteration 48Q (1434.883201 sec): 3 clusters Score: Raw -129694.471922 + Penalty 2383.657039 = -127310.814883 nChanged 0 SP:Iteration 49F (1434.891128 sec): 3 clusters Score: Raw -129694.471922 + Penalty 2383.657039 = -127310.814883 nChanged 0 Trying to split cluster 24 (29136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1434.937007 sec): 2 clusters Score: Raw -2342215.344766 + Penalty 1670.456093 = -2340544.888673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1434.994503 sec): 3 clusters Score: Raw -2324104.753284 + Penalty 3340.912186 = -2320763.841099 nChanged 13426 SP:Iteration 1F (1435.048624 sec): 3 clusters Score: Raw -2331608.753187 + Penalty 3340.912186 = -2328267.841002 nChanged 1562 SP:Iteration 2F (1435.102699 sec): 3 clusters Score: Raw -2332174.011307 + Penalty 3340.912186 = -2328833.099121 nChanged 1468 SP:Iteration 3F (1435.156758 sec): 3 clusters Score: Raw -2332733.761995 + Penalty 3340.912186 = -2329392.849810 nChanged 1464 SP:Iteration 4F (1435.211174 sec): 3 clusters Score: Raw -2333345.799443 + Penalty 3340.912186 = -2330004.887258 nChanged 1494 SP:Iteration 5F (1435.265339 sec): 3 clusters Score: Raw -2333926.041354 + Penalty 3340.912186 = -2330585.129169 nChanged 1367 SP:Iteration 6Q (1435.321687 sec): 3 clusters Score: Raw -2334400.618140 + Penalty 3340.912186 = -2331059.705954 nChanged 1141 SP:Iteration 7Q (1435.377427 sec): 3 clusters Score: Raw -2334771.597097 + Penalty 3340.912186 = -2331430.684911 nChanged 1022 SP:Iteration 8Q (1435.433028 sec): 3 clusters Score: Raw -2335073.889720 + Penalty 3340.912186 = -2331732.977535 nChanged 943 SP:Iteration 9Q (1435.488339 sec): 3 clusters Score: Raw -2335352.804366 + Penalty 3340.912186 = -2332011.892180 nChanged 845 SP:Iteration 10Q (1435.543827 sec): 3 clusters Score: Raw -2335595.181587 + Penalty 3340.912186 = -2332254.269402 nChanged 809 SP:Iteration 11Q (1435.599302 sec): 3 clusters Score: Raw -2335818.922872 + Penalty 3340.912186 = -2332478.010686 nChanged 724 SP:Iteration 12Q (1435.655761 sec): 3 clusters Score: Raw -2336027.461101 + Penalty 3340.912186 = -2332686.548915 nChanged 734 SP:Iteration 13Q (1435.712433 sec): 3 clusters Score: Raw -2336269.719161 + Penalty 3340.912186 = -2332928.806976 nChanged 791 SP:Iteration 14Q (1435.768406 sec): 3 clusters Score: Raw -2336551.303367 + Penalty 3340.912186 = -2333210.391181 nChanged 902 SP:Iteration 15Q (1435.824476 sec): 3 clusters Score: Raw -2336949.932894 + Penalty 3340.912186 = -2333609.020709 nChanged 1053 SP:Iteration 16Q (1435.880259 sec): 3 clusters Score: Raw -2337478.827548 + Penalty 3340.912186 = -2334137.915362 nChanged 1127 SP:Iteration 17Q (1435.935808 sec): 3 clusters Score: Raw -2338129.445272 + Penalty 3340.912186 = -2334788.533086 nChanged 1180 SP:Iteration 18Q (1435.991179 sec): 3 clusters Score: Raw -2338904.469631 + Penalty 3340.912186 = -2335563.557446 nChanged 1171 SP:Iteration 19Q (1436.046271 sec): 3 clusters Score: Raw -2339744.182294 + Penalty 3340.912186 = -2336403.270108 nChanged 1066 SP:Iteration 20F (1436.099311 sec): 3 clusters Score: Raw -2340570.890699 + Penalty 3340.912186 = -2337229.978513 nChanged 876 SP:Iteration 21Q (1436.153859 sec): 3 clusters Score: Raw -2341273.542582 + Penalty 3340.912186 = -2337932.630397 nChanged 598 SP:Iteration 22Q (1436.205444 sec): 3 clusters Score: Raw -2341729.881435 + Penalty 3340.912186 = -2338388.969250 nChanged 405 SP:Iteration 23Q (1436.255599 sec): 3 clusters Score: Raw -2342023.816932 + Penalty 3340.912186 = -2338682.904746 nChanged 250 SP:Iteration 24Q (1436.304350 sec): 3 clusters Score: Raw -2342207.885447 + Penalty 3340.912186 = -2338866.973262 nChanged 163 SP:Iteration 25Q (1436.352089 sec): 3 clusters Score: Raw -2342307.680665 + Penalty 3340.912186 = -2338966.768479 nChanged 119 SP:Iteration 26Q (1436.399248 sec): 3 clusters Score: Raw -2342380.824841 + Penalty 3340.912186 = -2339039.912655 nChanged 85 SP:Iteration 27Q (1436.445702 sec): 3 clusters Score: Raw -2342430.391824 + Penalty 3340.912186 = -2339089.479639 nChanged 65 SP:Iteration 28Q (1436.491817 sec): 3 clusters Score: Raw -2342465.501022 + Penalty 3340.912186 = -2339124.588836 nChanged 54 SP:Iteration 29Q (1436.537763 sec): 3 clusters Score: Raw -2342494.744235 + Penalty 3340.912186 = -2339153.832049 nChanged 37 SP:Iteration 30Q (1436.583588 sec): 3 clusters Score: Raw -2342513.719476 + Penalty 3340.912186 = -2339172.807290 nChanged 32 SP:Iteration 31Q (1436.629374 sec): 3 clusters Score: Raw -2342528.291877 + Penalty 3340.912186 = -2339187.379692 nChanged 22 SP:Iteration 32Q (1436.675023 sec): 3 clusters Score: Raw -2342539.083095 + Penalty 3340.912186 = -2339198.170909 nChanged 17 SP:Iteration 33Q (1436.720416 sec): 3 clusters Score: Raw -2342544.895336 + Penalty 3340.912186 = -2339203.983151 nChanged 12 SP:Iteration 34Q (1436.765864 sec): 3 clusters Score: Raw -2342549.852341 + Penalty 3340.912186 = -2339208.940155 nChanged 12 SP:Iteration 35Q (1436.811416 sec): 3 clusters Score: Raw -2342554.815870 + Penalty 3340.912186 = -2339213.903684 nChanged 9 SP:Iteration 36Q (1436.885405 sec): 3 clusters Score: Raw -2342559.952011 + Penalty 3340.912186 = -2339219.039826 nChanged 12 SP:Iteration 37Q (1436.931371 sec): 3 clusters Score: Raw -2342565.042478 + Penalty 3340.912186 = -2339224.130292 nChanged 8 SP:Iteration 38Q (1436.976771 sec): 3 clusters Score: Raw -2342569.492462 + Penalty 3340.912186 = -2339228.580276 nChanged 9 SP:Iteration 39Q (1437.022131 sec): 3 clusters Score: Raw -2342574.118456 + Penalty 3340.912186 = -2339233.206271 nChanged 13 SP:Iteration 40F (1437.074770 sec): 3 clusters Score: Raw -2342579.520633 + Penalty 3340.912186 = -2339238.608447 nChanged 7 SP:Iteration 41Q (1437.121313 sec): 3 clusters Score: Raw -2342582.572016 + Penalty 3340.912186 = -2339241.659831 nChanged 4 SP:Iteration 42Q (1437.166695 sec): 3 clusters Score: Raw -2342584.428906 + Penalty 3340.912186 = -2339243.516720 nChanged 4 SP:Iteration 43Q (1437.212006 sec): 3 clusters Score: Raw -2342585.843565 + Penalty 3340.912186 = -2339244.931379 nChanged 6 SP:Iteration 44Q (1437.257264 sec): 3 clusters Score: Raw -2342587.038453 + Penalty 3340.912186 = -2339246.126267 nChanged 2 SP:Iteration 45Q (1437.302439 sec): 3 clusters Score: Raw -2342587.300912 + Penalty 3340.912186 = -2339246.388726 nChanged 0 SP:Iteration 46F (1437.355128 sec): 3 clusters Score: Raw -2342587.300912 + Penalty 3340.912186 = -2339246.388726 nChanged 0 Trying to split cluster 25 (3183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1437.368766 sec): 2 clusters Score: Raw -247229.685707 + Penalty 1310.656657 = -245919.029050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1437.385102 sec): 3 clusters Score: Raw -245697.219377 + Penalty 2621.313314 = -243075.906063 nChanged 1242 SP:Iteration 1F (1437.400761 sec): 3 clusters Score: Raw -246538.597949 + Penalty 2621.313314 = -243917.284635 nChanged 293 SP:Iteration 2F (1437.416266 sec): 3 clusters Score: Raw -246812.810460 + Penalty 2621.313314 = -244191.497146 nChanged 209 SP:Iteration 3F (1437.431763 sec): 3 clusters Score: Raw -247009.865624 + Penalty 2621.313314 = -244388.552311 nChanged 164 SP:Iteration 4F (1437.447224 sec): 3 clusters Score: Raw -247157.101190 + Penalty 2621.313314 = -244535.787877 nChanged 157 SP:Iteration 5Q (1437.462674 sec): 3 clusters Score: Raw -247299.488858 + Penalty 2621.313314 = -244678.175544 nChanged 143 SP:Iteration 6Q (1437.478081 sec): 3 clusters Score: Raw -247408.471473 + Penalty 2621.313314 = -244787.158159 nChanged 122 SP:Iteration 7Q (1437.493407 sec): 3 clusters Score: Raw -247504.197171 + Penalty 2621.313314 = -244882.883857 nChanged 100 SP:Iteration 8Q (1437.508691 sec): 3 clusters Score: Raw -247572.425432 + Penalty 2621.313314 = -244951.112118 nChanged 88 SP:Iteration 9Q (1437.523979 sec): 3 clusters Score: Raw -247635.554121 + Penalty 2621.313314 = -245014.240807 nChanged 71 SP:Iteration 10Q (1437.539231 sec): 3 clusters Score: Raw -247678.169740 + Penalty 2621.313314 = -245056.856426 nChanged 56 SP:Iteration 11Q (1437.554457 sec): 3 clusters Score: Raw -247710.676452 + Penalty 2621.313314 = -245089.363138 nChanged 41 SP:Iteration 12Q (1437.569633 sec): 3 clusters Score: Raw -247733.352258 + Penalty 2621.313314 = -245112.038944 nChanged 41 SP:Iteration 13Q (1437.584821 sec): 3 clusters Score: Raw -247749.586771 + Penalty 2621.313314 = -245128.273457 nChanged 26 SP:Iteration 14Q (1437.599980 sec): 3 clusters Score: Raw -247761.257764 + Penalty 2621.313314 = -245139.944450 nChanged 23 SP:Iteration 15Q (1437.615102 sec): 3 clusters Score: Raw -247771.882748 + Penalty 2621.313314 = -245150.569434 nChanged 18 SP:Iteration 16Q (1437.630169 sec): 3 clusters Score: Raw -247777.258329 + Penalty 2621.313314 = -245155.945015 nChanged 11 SP:Iteration 17Q (1437.645218 sec): 3 clusters Score: Raw -247782.228488 + Penalty 2621.313314 = -245160.915174 nChanged 16 SP:Iteration 18Q (1437.660301 sec): 3 clusters Score: Raw -247786.755060 + Penalty 2621.313314 = -245165.441746 nChanged 8 SP:Iteration 19Q (1437.675227 sec): 3 clusters Score: Raw -247788.651217 + Penalty 2621.313314 = -245167.337903 nChanged 6 SP:Iteration 20F (1437.711753 sec): 3 clusters Score: Raw -247790.550832 + Penalty 2621.313314 = -245169.237518 nChanged 6 SP:Iteration 21Q (1437.726701 sec): 3 clusters Score: Raw -247792.478124 + Penalty 2621.313314 = -245171.164810 nChanged 9 SP:Iteration 22Q (1437.741777 sec): 3 clusters Score: Raw -247796.225529 + Penalty 2621.313314 = -245174.912215 nChanged 8 SP:Iteration 23Q (1437.756837 sec): 3 clusters Score: Raw -247798.003133 + Penalty 2621.313314 = -245176.689819 nChanged 8 SP:Iteration 24Q (1437.771741 sec): 3 clusters Score: Raw -247800.141738 + Penalty 2621.313314 = -245178.828424 nChanged 3 SP:Iteration 25Q (1437.786838 sec): 3 clusters Score: Raw -247801.630297 + Penalty 2621.313314 = -245180.316983 nChanged 6 SP:Iteration 26Q (1437.801855 sec): 3 clusters Score: Raw -247803.012161 + Penalty 2621.313314 = -245181.698847 nChanged 2 SP:Iteration 27Q (1437.816933 sec): 3 clusters Score: Raw -247803.470010 + Penalty 2621.313314 = -245182.156696 nChanged 3 SP:Iteration 28Q (1437.831788 sec): 3 clusters Score: Raw -247804.855602 + Penalty 2621.313314 = -245183.542288 nChanged 7 SP:Iteration 29Q (1437.846741 sec): 3 clusters Score: Raw -247807.940689 + Penalty 2621.313314 = -245186.627375 nChanged 9 SP:Iteration 30Q (1437.861778 sec): 3 clusters Score: Raw -247810.887687 + Penalty 2621.313314 = -245189.574373 nChanged 4 SP:Iteration 31Q (1437.876819 sec): 3 clusters Score: Raw -247811.888075 + Penalty 2621.313314 = -245190.574761 nChanged 2 SP:Iteration 32Q (1437.891693 sec): 3 clusters Score: Raw -247812.567517 + Penalty 2621.313314 = -245191.254203 nChanged 1 SP:Iteration 33Q (1437.906612 sec): 3 clusters Score: Raw -247813.052261 + Penalty 2621.313314 = -245191.738947 nChanged 2 SP:Iteration 34Q (1437.921460 sec): 3 clusters Score: Raw -247814.433846 + Penalty 2621.313314 = -245193.120532 nChanged 6 SP:Iteration 35Q (1437.936453 sec): 3 clusters Score: Raw -247817.412309 + Penalty 2621.313314 = -245196.098996 nChanged 4 SP:Iteration 36Q (1437.951461 sec): 3 clusters Score: Raw -247818.471518 + Penalty 2621.313314 = -245197.158204 nChanged 3 SP:Iteration 37Q (1437.966450 sec): 3 clusters Score: Raw -247820.599097 + Penalty 2621.313314 = -245199.285783 nChanged 6 SP:Iteration 38Q (1437.981458 sec): 3 clusters Score: Raw -247821.972469 + Penalty 2621.313314 = -245200.659155 nChanged 5 SP:Iteration 39Q (1437.996328 sec): 3 clusters Score: Raw -247822.961829 + Penalty 2621.313314 = -245201.648515 nChanged 2 SP:Iteration 40F (1438.011669 sec): 3 clusters Score: Raw -247823.132458 + Penalty 2621.313314 = -245201.819144 nChanged 1 SP:Iteration 41Q (1438.026556 sec): 3 clusters Score: Raw -247823.231082 + Penalty 2621.313314 = -245201.917768 nChanged 0 SP:Iteration 42F (1438.042005 sec): 3 clusters Score: Raw -247823.231082 + Penalty 2621.313314 = -245201.917768 nChanged 0 Trying to split cluster 26 (3182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1438.058653 sec): 2 clusters Score: Raw -264660.865428 + Penalty 1310.605596 = -263350.259831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1438.075096 sec): 3 clusters Score: Raw -263131.605784 + Penalty 2621.211193 = -260510.394591 nChanged 1202 SP:Iteration 1F (1438.090578 sec): 3 clusters Score: Raw -263830.599300 + Penalty 2621.211193 = -261209.388107 nChanged 257 SP:Iteration 2F (1438.106058 sec): 3 clusters Score: Raw -263963.156883 + Penalty 2621.211193 = -261341.945690 nChanged 158 SP:Iteration 3Q (1438.121786 sec): 3 clusters Score: Raw -264055.655531 + Penalty 2621.211193 = -261434.444338 nChanged 107 SP:Iteration 4Q (1438.137273 sec): 3 clusters Score: Raw -264110.027013 + Penalty 2621.211193 = -261488.815820 nChanged 84 SP:Iteration 5Q (1438.152771 sec): 3 clusters Score: Raw -264146.628721 + Penalty 2621.211193 = -261525.417529 nChanged 69 SP:Iteration 6Q (1438.168300 sec): 3 clusters Score: Raw -264175.399734 + Penalty 2621.211193 = -261554.188541 nChanged 59 SP:Iteration 7Q (1438.183646 sec): 3 clusters Score: Raw -264204.144485 + Penalty 2621.211193 = -261582.933292 nChanged 66 SP:Iteration 8Q (1438.199186 sec): 3 clusters Score: Raw -264232.816700 + Penalty 2621.211193 = -261611.605507 nChanged 63 SP:Iteration 9Q (1438.214648 sec): 3 clusters Score: Raw -264268.301723 + Penalty 2621.211193 = -261647.090530 nChanged 66 SP:Iteration 10Q (1438.230118 sec): 3 clusters Score: Raw -264305.823260 + Penalty 2621.211193 = -261684.612067 nChanged 63 SP:Iteration 11Q (1438.245570 sec): 3 clusters Score: Raw -264347.791531 + Penalty 2621.211193 = -261726.580338 nChanged 67 SP:Iteration 12Q (1438.261064 sec): 3 clusters Score: Raw -264394.277108 + Penalty 2621.211193 = -261773.065915 nChanged 73 SP:Iteration 13Q (1438.276332 sec): 3 clusters Score: Raw -264445.405201 + Penalty 2621.211193 = -261824.194008 nChanged 65 SP:Iteration 14Q (1438.291213 sec): 3 clusters Score: Raw -264494.940606 + Penalty 2621.211193 = -261873.729413 nChanged 60 SP:Iteration 15Q (1438.306400 sec): 3 clusters Score: Raw -264531.692154 + Penalty 2621.211193 = -261910.480961 nChanged 45 SP:Iteration 16Q (1438.321735 sec): 3 clusters Score: Raw -264561.033019 + Penalty 2621.211193 = -261939.821826 nChanged 33 SP:Iteration 17Q (1438.336872 sec): 3 clusters Score: Raw -264582.131604 + Penalty 2621.211193 = -261960.920411 nChanged 31 SP:Iteration 18Q (1438.352139 sec): 3 clusters Score: Raw -264600.994972 + Penalty 2621.211193 = -261979.783779 nChanged 35 SP:Iteration 19Q (1438.367356 sec): 3 clusters Score: Raw -264620.022273 + Penalty 2621.211193 = -261998.811080 nChanged 30 SP:Iteration 20F (1438.382754 sec): 3 clusters Score: Raw -264633.140181 + Penalty 2621.211193 = -262011.928988 nChanged 26 SP:Iteration 21Q (1438.397776 sec): 3 clusters Score: Raw -264641.189648 + Penalty 2621.211193 = -262019.978455 nChanged 11 SP:Iteration 22Q (1438.412942 sec): 3 clusters Score: Raw -264645.857966 + Penalty 2621.211193 = -262024.646773 nChanged 19 SP:Iteration 23Q (1438.427958 sec): 3 clusters Score: Raw -264656.378570 + Penalty 2621.211193 = -262035.167377 nChanged 16 SP:Iteration 24Q (1438.443126 sec): 3 clusters Score: Raw -264666.370489 + Penalty 2621.211193 = -262045.159296 nChanged 19 SP:Iteration 25Q (1438.458225 sec): 3 clusters Score: Raw -264680.205481 + Penalty 2621.211193 = -262058.994288 nChanged 20 SP:Iteration 26Q (1438.473365 sec): 3 clusters Score: Raw -264690.499615 + Penalty 2621.211193 = -262069.288423 nChanged 20 SP:Iteration 27Q (1438.488340 sec): 3 clusters Score: Raw -264702.763159 + Penalty 2621.211193 = -262081.551966 nChanged 25 SP:Iteration 28Q (1438.503263 sec): 3 clusters Score: Raw -264719.353932 + Penalty 2621.211193 = -262098.142739 nChanged 12 SP:Iteration 29Q (1438.518177 sec): 3 clusters Score: Raw -264726.580987 + Penalty 2621.211193 = -262105.369794 nChanged 12 SP:Iteration 30Q (1438.533197 sec): 3 clusters Score: Raw -264732.756231 + Penalty 2621.211193 = -262111.545038 nChanged 10 SP:Iteration 31Q (1438.548248 sec): 3 clusters Score: Raw -264738.929438 + Penalty 2621.211193 = -262117.718245 nChanged 11 SP:Iteration 32Q (1438.563249 sec): 3 clusters Score: Raw -264743.186217 + Penalty 2621.211193 = -262121.975024 nChanged 10 SP:Iteration 33Q (1438.578288 sec): 3 clusters Score: Raw -264748.676439 + Penalty 2621.211193 = -262127.465247 nChanged 6 SP:Iteration 34Q (1438.593274 sec): 3 clusters Score: Raw -264751.401506 + Penalty 2621.211193 = -262130.190313 nChanged 5 SP:Iteration 35Q (1438.608267 sec): 3 clusters Score: Raw -264753.962774 + Penalty 2621.211193 = -262132.751581 nChanged 5 SP:Iteration 36Q (1438.623267 sec): 3 clusters Score: Raw -264756.650940 + Penalty 2621.211193 = -262135.439747 nChanged 4 SP:Iteration 37Q (1438.638270 sec): 3 clusters Score: Raw -264757.638768 + Penalty 2621.211193 = -262136.427575 nChanged 3 SP:Iteration 38Q (1438.653112 sec): 3 clusters Score: Raw -264758.801059 + Penalty 2621.211193 = -262137.589866 nChanged 3 SP:Iteration 39Q (1438.668081 sec): 3 clusters Score: Raw -264761.047423 + Penalty 2621.211193 = -262139.836230 nChanged 3 SP:Iteration 40F (1438.683465 sec): 3 clusters Score: Raw -264761.822501 + Penalty 2621.211193 = -262140.611308 nChanged 2 SP:Iteration 41Q (1438.698437 sec): 3 clusters Score: Raw -264763.014331 + Penalty 2621.211193 = -262141.803138 nChanged 4 SP:Iteration 42Q (1438.713402 sec): 3 clusters Score: Raw -264764.792986 + Penalty 2621.211193 = -262143.581793 nChanged 0 SP:Iteration 43F (1438.728797 sec): 3 clusters Score: Raw -264764.792986 + Penalty 2621.211193 = -262143.581793 nChanged 0 Trying to split cluster 27 (24661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1438.768587 sec): 2 clusters Score: Raw -2085298.956816 + Penalty 1643.358978 = -2083655.597838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1438.818705 sec): 3 clusters Score: Raw -2070169.246784 + Penalty 3286.717956 = -2066882.528827 nChanged 11319 SP:Iteration 1F (1438.866211 sec): 3 clusters Score: Raw -2076436.662698 + Penalty 3286.717956 = -2073149.944741 nChanged 1213 SP:Iteration 2Q (1438.915578 sec): 3 clusters Score: Raw -2076922.638547 + Penalty 3286.717956 = -2073635.920591 nChanged 1275 SP:Iteration 3F (1438.962814 sec): 3 clusters Score: Raw -2077538.109406 + Penalty 3286.717956 = -2074251.391449 nChanged 1469 SP:Iteration 4F (1439.010238 sec): 3 clusters Score: Raw -2078435.946435 + Penalty 3286.717956 = -2075149.228479 nChanged 1693 SP:Iteration 5F (1439.057849 sec): 3 clusters Score: Raw -2079698.434402 + Penalty 3286.717956 = -2076411.716445 nChanged 1738 SP:Iteration 6F (1439.105525 sec): 3 clusters Score: Raw -2081164.460337 + Penalty 3286.717956 = -2077877.742381 nChanged 1588 SP:Iteration 7F (1439.153224 sec): 3 clusters Score: Raw -2082637.825666 + Penalty 3286.717956 = -2079351.107710 nChanged 1235 SP:Iteration 8F (1439.200700 sec): 3 clusters Score: Raw -2083781.954334 + Penalty 3286.717956 = -2080495.236378 nChanged 811 SP:Iteration 9Q (1439.246341 sec): 3 clusters Score: Raw -2084500.035778 + Penalty 3286.717956 = -2081213.317821 nChanged 518 SP:Iteration 10Q (1439.290232 sec): 3 clusters Score: Raw -2084902.758323 + Penalty 3286.717956 = -2081616.040366 nChanged 329 SP:Iteration 11Q (1439.332529 sec): 3 clusters Score: Raw -2085138.450296 + Penalty 3286.717956 = -2081851.732340 nChanged 211 SP:Iteration 12Q (1439.374325 sec): 3 clusters Score: Raw -2085267.658503 + Penalty 3286.717956 = -2081980.940546 nChanged 159 SP:Iteration 13Q (1439.415605 sec): 3 clusters Score: Raw -2085360.328546 + Penalty 3286.717956 = -2082073.610589 nChanged 122 SP:Iteration 14Q (1439.456753 sec): 3 clusters Score: Raw -2085421.613317 + Penalty 3286.717956 = -2082134.895361 nChanged 85 SP:Iteration 15Q (1439.509817 sec): 3 clusters Score: Raw -2085473.669091 + Penalty 3286.717956 = -2082186.951135 nChanged 70 SP:Iteration 16Q (1439.553590 sec): 3 clusters Score: Raw -2085507.365174 + Penalty 3286.717956 = -2082220.647218 nChanged 50 SP:Iteration 17Q (1439.596238 sec): 3 clusters Score: Raw -2085535.871925 + Penalty 3286.717956 = -2082249.153968 nChanged 44 SP:Iteration 18Q (1439.636623 sec): 3 clusters Score: Raw -2085555.474939 + Penalty 3286.717956 = -2082268.756982 nChanged 25 SP:Iteration 19Q (1439.677210 sec): 3 clusters Score: Raw -2085565.710470 + Penalty 3286.717956 = -2082278.992513 nChanged 18 SP:Iteration 20F (1439.724532 sec): 3 clusters Score: Raw -2085574.738841 + Penalty 3286.717956 = -2082288.020884 nChanged 16 SP:Iteration 21Q (1439.765192 sec): 3 clusters Score: Raw -2085583.103699 + Penalty 3286.717956 = -2082296.385742 nChanged 19 SP:Iteration 22Q (1439.805443 sec): 3 clusters Score: Raw -2085596.001547 + Penalty 3286.717956 = -2082309.283590 nChanged 21 SP:Iteration 23Q (1439.845562 sec): 3 clusters Score: Raw -2085611.694928 + Penalty 3286.717956 = -2082324.976972 nChanged 27 SP:Iteration 24Q (1439.885288 sec): 3 clusters Score: Raw -2085629.001529 + Penalty 3286.717956 = -2082342.283573 nChanged 28 SP:Iteration 25Q (1439.925335 sec): 3 clusters Score: Raw -2085642.612968 + Penalty 3286.717956 = -2082355.895011 nChanged 28 SP:Iteration 26Q (1439.965015 sec): 3 clusters Score: Raw -2085653.638320 + Penalty 3286.717956 = -2082366.920363 nChanged 22 SP:Iteration 27Q (1440.004880 sec): 3 clusters Score: Raw -2085665.483844 + Penalty 3286.717956 = -2082378.765888 nChanged 22 SP:Iteration 28Q (1440.044616 sec): 3 clusters Score: Raw -2085676.762488 + Penalty 3286.717956 = -2082390.044531 nChanged 19 SP:Iteration 29Q (1440.084434 sec): 3 clusters Score: Raw -2085686.595017 + Penalty 3286.717956 = -2082399.877060 nChanged 13 SP:Iteration 30Q (1440.124005 sec): 3 clusters Score: Raw -2085693.776443 + Penalty 3286.717956 = -2082407.058486 nChanged 15 SP:Iteration 31Q (1440.163789 sec): 3 clusters Score: Raw -2085700.719903 + Penalty 3286.717956 = -2082414.001947 nChanged 11 SP:Iteration 32Q (1440.203391 sec): 3 clusters Score: Raw -2085705.572778 + Penalty 3286.717956 = -2082418.854821 nChanged 7 SP:Iteration 33Q (1440.242926 sec): 3 clusters Score: Raw -2085707.546615 + Penalty 3286.717956 = -2082420.828658 nChanged 2 SP:Iteration 34Q (1440.282660 sec): 3 clusters Score: Raw -2085708.978272 + Penalty 3286.717956 = -2082422.260316 nChanged 1 SP:Iteration 35Q (1440.322203 sec): 3 clusters Score: Raw -2085709.403329 + Penalty 3286.717956 = -2082422.685373 nChanged 0 SP:Iteration 36F (1440.369535 sec): 3 clusters Score: Raw -2085709.403329 + Penalty 3286.717956 = -2082422.685373 nChanged 0 Trying to split cluster 28 (5125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1440.386394 sec): 2 clusters Score: Raw -424333.509566 + Penalty 1388.056443 = -422945.453123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1440.407655 sec): 3 clusters Score: Raw -421680.325486 + Penalty 2776.112886 = -418904.212600 nChanged 2085 SP:Iteration 1F (1440.428607 sec): 3 clusters Score: Raw -422762.637550 + Penalty 2776.112886 = -419986.524664 nChanged 382 SP:Iteration 2F (1440.449638 sec): 3 clusters Score: Raw -422980.073669 + Penalty 2776.112886 = -420203.960783 nChanged 301 SP:Iteration 3F (1440.470208 sec): 3 clusters Score: Raw -423150.332791 + Penalty 2776.112886 = -420374.219904 nChanged 249 SP:Iteration 4Q (1440.491147 sec): 3 clusters Score: Raw -423294.028428 + Penalty 2776.112886 = -420517.915542 nChanged 242 SP:Iteration 5Q (1440.512104 sec): 3 clusters Score: Raw -423421.835234 + Penalty 2776.112886 = -420645.722348 nChanged 210 SP:Iteration 6Q (1440.532989 sec): 3 clusters Score: Raw -423539.805021 + Penalty 2776.112886 = -420763.692135 nChanged 186 SP:Iteration 7Q (1440.554112 sec): 3 clusters Score: Raw -423657.374287 + Penalty 2776.112886 = -420881.261401 nChanged 188 SP:Iteration 8Q (1440.575145 sec): 3 clusters Score: Raw -423777.168701 + Penalty 2776.112886 = -421001.055815 nChanged 181 SP:Iteration 9Q (1440.595935 sec): 3 clusters Score: Raw -423879.498360 + Penalty 2776.112886 = -421103.385474 nChanged 148 SP:Iteration 10Q (1440.616855 sec): 3 clusters Score: Raw -423944.622026 + Penalty 2776.112886 = -421168.509140 nChanged 113 SP:Iteration 11Q (1440.637772 sec): 3 clusters Score: Raw -423988.037101 + Penalty 2776.112886 = -421211.924215 nChanged 82 SP:Iteration 12Q (1440.658626 sec): 3 clusters Score: Raw -424018.743570 + Penalty 2776.112886 = -421242.630684 nChanged 63 SP:Iteration 13Q (1440.707654 sec): 3 clusters Score: Raw -424042.664268 + Penalty 2776.112886 = -421266.551381 nChanged 64 SP:Iteration 14Q (1440.755827 sec): 3 clusters Score: Raw -424068.089042 + Penalty 2776.112886 = -421291.976155 nChanged 57 SP:Iteration 15Q (1440.784081 sec): 3 clusters Score: Raw -424097.930902 + Penalty 2776.112886 = -421321.818015 nChanged 59 SP:Iteration 16Q (1440.804748 sec): 3 clusters Score: Raw -424123.656778 + Penalty 2776.112886 = -421347.543892 nChanged 54 SP:Iteration 17Q (1440.825552 sec): 3 clusters Score: Raw -424144.659792 + Penalty 2776.112886 = -421368.546906 nChanged 45 SP:Iteration 18Q (1440.846429 sec): 3 clusters Score: Raw -424161.104785 + Penalty 2776.112886 = -421384.991899 nChanged 43 SP:Iteration 19Q (1440.867129 sec): 3 clusters Score: Raw -424178.142321 + Penalty 2776.112886 = -421402.029434 nChanged 48 SP:Iteration 20F (1440.888057 sec): 3 clusters Score: Raw -424194.692205 + Penalty 2776.112886 = -421418.579319 nChanged 40 SP:Iteration 21Q (1440.908741 sec): 3 clusters Score: Raw -424207.797442 + Penalty 2776.112886 = -421431.684555 nChanged 36 SP:Iteration 22Q (1440.929085 sec): 3 clusters Score: Raw -424219.985123 + Penalty 2776.112886 = -421443.872236 nChanged 42 SP:Iteration 23Q (1440.949729 sec): 3 clusters Score: Raw -424235.108559 + Penalty 2776.112886 = -421458.995672 nChanged 30 SP:Iteration 24Q (1440.970276 sec): 3 clusters Score: Raw -424245.738194 + Penalty 2776.112886 = -421469.625308 nChanged 30 SP:Iteration 25Q (1440.990989 sec): 3 clusters Score: Raw -424256.464826 + Penalty 2776.112886 = -421480.351939 nChanged 30 SP:Iteration 26Q (1441.011625 sec): 3 clusters Score: Raw -424264.811642 + Penalty 2776.112886 = -421488.698755 nChanged 25 SP:Iteration 27Q (1441.032170 sec): 3 clusters Score: Raw -424273.266482 + Penalty 2776.112886 = -421497.153596 nChanged 20 SP:Iteration 28Q (1441.052761 sec): 3 clusters Score: Raw -424278.571678 + Penalty 2776.112886 = -421502.458792 nChanged 10 SP:Iteration 29Q (1441.073328 sec): 3 clusters Score: Raw -424281.391370 + Penalty 2776.112886 = -421505.278484 nChanged 8 SP:Iteration 30Q (1441.093696 sec): 3 clusters Score: Raw -424283.450782 + Penalty 2776.112886 = -421507.337895 nChanged 9 SP:Iteration 31Q (1441.114217 sec): 3 clusters Score: Raw -424285.504737 + Penalty 2776.112886 = -421509.391851 nChanged 10 SP:Iteration 32Q (1441.134684 sec): 3 clusters Score: Raw -424288.145987 + Penalty 2776.112886 = -421512.033101 nChanged 7 SP:Iteration 33Q (1441.155223 sec): 3 clusters Score: Raw -424290.066518 + Penalty 2776.112886 = -421513.953631 nChanged 9 SP:Iteration 34Q (1441.175715 sec): 3 clusters Score: Raw -424292.269502 + Penalty 2776.112886 = -421516.156615 nChanged 9 SP:Iteration 35Q (1441.196089 sec): 3 clusters Score: Raw -424294.672368 + Penalty 2776.112886 = -421518.559482 nChanged 6 SP:Iteration 36Q (1441.216669 sec): 3 clusters Score: Raw -424296.619510 + Penalty 2776.112886 = -421520.506623 nChanged 8 SP:Iteration 37Q (1441.237157 sec): 3 clusters Score: Raw -424298.293895 + Penalty 2776.112886 = -421522.181008 nChanged 6 SP:Iteration 38Q (1441.257493 sec): 3 clusters Score: Raw -424299.776573 + Penalty 2776.112886 = -421523.663687 nChanged 6 SP:Iteration 39Q (1441.277931 sec): 3 clusters Score: Raw -424301.058761 + Penalty 2776.112886 = -421524.945875 nChanged 6 SP:Iteration 40F (1441.298923 sec): 3 clusters Score: Raw -424301.976012 + Penalty 2776.112886 = -421525.863126 nChanged 4 SP:Iteration 41Q (1441.319310 sec): 3 clusters Score: Raw -424302.580084 + Penalty 2776.112886 = -421526.467197 nChanged 3 SP:Iteration 42Q (1441.339662 sec): 3 clusters Score: Raw -424303.171053 + Penalty 2776.112886 = -421527.058167 nChanged 3 SP:Iteration 43Q (1441.360059 sec): 3 clusters Score: Raw -424303.795034 + Penalty 2776.112886 = -421527.682148 nChanged 4 SP:Iteration 44Q (1441.380728 sec): 3 clusters Score: Raw -424305.307794 + Penalty 2776.112886 = -421529.194907 nChanged 7 SP:Iteration 45Q (1441.401310 sec): 3 clusters Score: Raw -424307.448228 + Penalty 2776.112886 = -421531.335341 nChanged 10 SP:Iteration 46Q (1441.421790 sec): 3 clusters Score: Raw -424310.342169 + Penalty 2776.112886 = -421534.229282 nChanged 9 SP:Iteration 47Q (1441.442260 sec): 3 clusters Score: Raw -424311.924150 + Penalty 2776.112886 = -421535.811264 nChanged 4 SP:Iteration 48Q (1441.462870 sec): 3 clusters Score: Raw -424312.765546 + Penalty 2776.112886 = -421536.652660 nChanged 4 SP:Iteration 49Q (1441.483573 sec): 3 clusters Score: Raw -424313.423658 + Penalty 2776.112886 = -421537.310772 nChanged 0 SP:Iteration 50F (1441.504188 sec): 3 clusters Score: Raw -424313.423658 + Penalty 2776.112886 = -421537.310772 nChanged 0 Trying to split cluster 29 (8644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1441.526169 sec): 2 clusters Score: Raw -737253.959207 + Penalty 1473.000867 = -735780.958341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1441.552627 sec): 3 clusters Score: Raw -732505.536877 + Penalty 2946.001733 = -729559.535144 nChanged 3663 SP:Iteration 1F (1441.577907 sec): 3 clusters Score: Raw -734338.921288 + Penalty 2946.001733 = -731392.919555 nChanged 542 SP:Iteration 2F (1441.603319 sec): 3 clusters Score: Raw -734588.517790 + Penalty 2946.001733 = -731642.516057 nChanged 467 SP:Iteration 3F (1441.628737 sec): 3 clusters Score: Raw -734806.039433 + Penalty 2946.001733 = -731860.037700 nChanged 429 SP:Iteration 4Q (1441.654529 sec): 3 clusters Score: Raw -735046.828989 + Penalty 2946.001733 = -732100.827256 nChanged 450 SP:Iteration 5F (1441.679805 sec): 3 clusters Score: Raw -735316.275101 + Penalty 2946.001733 = -732370.273367 nChanged 458 SP:Iteration 6F (1441.705106 sec): 3 clusters Score: Raw -735626.823216 + Penalty 2946.001733 = -732680.821482 nChanged 479 SP:Iteration 7F (1441.730496 sec): 3 clusters Score: Raw -735990.125983 + Penalty 2946.001733 = -733044.124249 nChanged 466 SP:Iteration 8F (1441.756081 sec): 3 clusters Score: Raw -736373.604903 + Penalty 2946.001733 = -733427.603170 nChanged 373 SP:Iteration 9Q (1441.781313 sec): 3 clusters Score: Raw -736696.680406 + Penalty 2946.001733 = -733750.678673 nChanged 285 SP:Iteration 10Q (1441.806118 sec): 3 clusters Score: Raw -736950.568613 + Penalty 2946.001733 = -734004.566879 nChanged 180 SP:Iteration 11Q (1441.830425 sec): 3 clusters Score: Raw -737098.772961 + Penalty 2946.001733 = -734152.771228 nChanged 121 SP:Iteration 12Q (1441.854523 sec): 3 clusters Score: Raw -737207.024361 + Penalty 2946.001733 = -734261.022627 nChanged 81 SP:Iteration 13Q (1441.878147 sec): 3 clusters Score: Raw -737290.681935 + Penalty 2946.001733 = -734344.680201 nChanged 41 SP:Iteration 14Q (1441.901437 sec): 3 clusters Score: Raw -737331.366264 + Penalty 2946.001733 = -734385.364531 nChanged 25 SP:Iteration 15Q (1441.924666 sec): 3 clusters Score: Raw -737355.969891 + Penalty 2946.001733 = -734409.968158 nChanged 18 SP:Iteration 16Q (1441.947815 sec): 3 clusters Score: Raw -737374.266937 + Penalty 2946.001733 = -734428.265203 nChanged 19 SP:Iteration 17Q (1441.970790 sec): 3 clusters Score: Raw -737396.444646 + Penalty 2946.001733 = -734450.442912 nChanged 13 SP:Iteration 18Q (1441.993642 sec): 3 clusters Score: Raw -737411.017228 + Penalty 2946.001733 = -734465.015495 nChanged 8 SP:Iteration 19Q (1442.016394 sec): 3 clusters Score: Raw -737416.648311 + Penalty 2946.001733 = -734470.646578 nChanged 7 SP:Iteration 20F (1442.041849 sec): 3 clusters Score: Raw -737424.584782 + Penalty 2946.001733 = -734478.583049 nChanged 2 SP:Iteration 21Q (1442.064627 sec): 3 clusters Score: Raw -737427.632286 + Penalty 2946.001733 = -734481.630553 nChanged 3 SP:Iteration 22Q (1442.087466 sec): 3 clusters Score: Raw -737429.831518 + Penalty 2946.001733 = -734483.829785 nChanged 1 SP:Iteration 23Q (1442.110250 sec): 3 clusters Score: Raw -737431.372459 + Penalty 2946.001733 = -734485.370726 nChanged 1 SP:Iteration 24Q (1442.133018 sec): 3 clusters Score: Raw -737433.129837 + Penalty 2946.001733 = -734487.128104 nChanged 2 SP:Iteration 25Q (1442.155781 sec): 3 clusters Score: Raw -737436.706845 + Penalty 2946.001733 = -734490.705112 nChanged 5 SP:Iteration 26Q (1442.178563 sec): 3 clusters Score: Raw -737441.909139 + Penalty 2946.001733 = -734495.907406 nChanged 4 SP:Iteration 27Q (1442.201250 sec): 3 clusters Score: Raw -737445.849410 + Penalty 2946.001733 = -734499.847677 nChanged 4 SP:Iteration 28Q (1442.224069 sec): 3 clusters Score: Raw -737450.554536 + Penalty 2946.001733 = -734504.552803 nChanged 6 SP:Iteration 29Q (1442.246858 sec): 3 clusters Score: Raw -737456.978857 + Penalty 2946.001733 = -734510.977123 nChanged 2 SP:Iteration 30Q (1442.269449 sec): 3 clusters Score: Raw -737459.718524 + Penalty 2946.001733 = -734513.716790 nChanged 4 SP:Iteration 31Q (1442.292132 sec): 3 clusters Score: Raw -737465.469565 + Penalty 2946.001733 = -734519.467832 nChanged 3 SP:Iteration 32Q (1442.314628 sec): 3 clusters Score: Raw -737468.495100 + Penalty 2946.001733 = -734522.493367 nChanged 3 SP:Iteration 33Q (1442.337108 sec): 3 clusters Score: Raw -737471.347258 + Penalty 2946.001733 = -734525.345524 nChanged 2 SP:Iteration 34Q (1442.359692 sec): 3 clusters Score: Raw -737473.410242 + Penalty 2946.001733 = -734527.408509 nChanged 0 SP:Iteration 35F (1442.384989 sec): 3 clusters Score: Raw -737473.410242 + Penalty 2946.001733 = -734527.408509 nChanged 0 Trying to split cluster 30 (23537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1442.422831 sec): 2 clusters Score: Raw -1983054.668355 + Penalty 1635.778451 = -1981418.889904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1442.471307 sec): 3 clusters Score: Raw -1968621.021183 + Penalty 3271.556902 = -1965349.464281 nChanged 10817 SP:Iteration 1F (1442.517445 sec): 3 clusters Score: Raw -1974792.229413 + Penalty 3271.556902 = -1971520.672511 nChanged 1220 SP:Iteration 2F (1442.563491 sec): 3 clusters Score: Raw -1975296.688134 + Penalty 3271.556902 = -1972025.131231 nChanged 1201 SP:Iteration 3F (1442.609698 sec): 3 clusters Score: Raw -1975866.628033 + Penalty 3271.556902 = -1972595.071130 nChanged 1235 SP:Iteration 4F (1442.655744 sec): 3 clusters Score: Raw -1976504.283895 + Penalty 3271.556902 = -1973232.726993 nChanged 1265 SP:Iteration 5F (1442.701836 sec): 3 clusters Score: Raw -1977227.376065 + Penalty 3271.556902 = -1973955.819163 nChanged 1281 SP:Iteration 6F (1442.748028 sec): 3 clusters Score: Raw -1977992.224328 + Penalty 3271.556902 = -1974720.667426 nChanged 1271 SP:Iteration 7F (1442.794013 sec): 3 clusters Score: Raw -1978779.167845 + Penalty 3271.556902 = -1975507.610942 nChanged 1216 SP:Iteration 8F (1442.839952 sec): 3 clusters Score: Raw -1979606.480264 + Penalty 3271.556902 = -1976334.923362 nChanged 1091 SP:Iteration 9Q (1442.886427 sec): 3 clusters Score: Raw -1980317.750090 + Penalty 3271.556902 = -1977046.193188 nChanged 938 SP:Iteration 10Q (1442.932084 sec): 3 clusters Score: Raw -1980843.923650 + Penalty 3271.556902 = -1977572.366748 nChanged 770 SP:Iteration 11Q (1442.977354 sec): 3 clusters Score: Raw -1981231.169080 + Penalty 3271.556902 = -1977959.612178 nChanged 630 SP:Iteration 12Q (1443.021749 sec): 3 clusters Score: Raw -1981521.017182 + Penalty 3271.556902 = -1978249.460279 nChanged 533 SP:Iteration 13Q (1443.065856 sec): 3 clusters Score: Raw -1981749.656880 + Penalty 3271.556902 = -1978478.099978 nChanged 440 SP:Iteration 14Q (1443.109333 sec): 3 clusters Score: Raw -1981936.227827 + Penalty 3271.556902 = -1978664.670925 nChanged 374 SP:Iteration 15Q (1443.152250 sec): 3 clusters Score: Raw -1982089.460160 + Penalty 3271.556902 = -1978817.903258 nChanged 351 SP:Iteration 16Q (1443.194882 sec): 3 clusters Score: Raw -1982235.030095 + Penalty 3271.556902 = -1978963.473193 nChanged 303 SP:Iteration 17Q (1443.237157 sec): 3 clusters Score: Raw -1982354.440618 + Penalty 3271.556902 = -1979082.883716 nChanged 257 SP:Iteration 18Q (1443.279004 sec): 3 clusters Score: Raw -1982456.957345 + Penalty 3271.556902 = -1979185.400443 nChanged 232 SP:Iteration 19Q (1443.320637 sec): 3 clusters Score: Raw -1982550.270768 + Penalty 3271.556902 = -1979278.713866 nChanged 228 SP:Iteration 20F (1443.366363 sec): 3 clusters Score: Raw -1982630.988416 + Penalty 3271.556902 = -1979359.431513 nChanged 198 SP:Iteration 21Q (1443.407838 sec): 3 clusters Score: Raw -1982692.788574 + Penalty 3271.556902 = -1979421.231672 nChanged 144 SP:Iteration 22Q (1443.448834 sec): 3 clusters Score: Raw -1982733.388259 + Penalty 3271.556902 = -1979461.831357 nChanged 142 SP:Iteration 23Q (1443.489844 sec): 3 clusters Score: Raw -1982774.400169 + Penalty 3271.556902 = -1979502.843267 nChanged 134 SP:Iteration 24Q (1443.530484 sec): 3 clusters Score: Raw -1982811.713707 + Penalty 3271.556902 = -1979540.156805 nChanged 116 SP:Iteration 25Q (1443.571094 sec): 3 clusters Score: Raw -1982841.684921 + Penalty 3271.556902 = -1979570.128019 nChanged 103 SP:Iteration 26Q (1443.611775 sec): 3 clusters Score: Raw -1982868.007049 + Penalty 3271.556902 = -1979596.450147 nChanged 78 SP:Iteration 27Q (1443.651970 sec): 3 clusters Score: Raw -1982887.354096 + Penalty 3271.556902 = -1979615.797194 nChanged 83 SP:Iteration 28Q (1443.692538 sec): 3 clusters Score: Raw -1982908.410438 + Penalty 3271.556902 = -1979636.853535 nChanged 87 SP:Iteration 29Q (1443.732723 sec): 3 clusters Score: Raw -1982931.075223 + Penalty 3271.556902 = -1979659.518321 nChanged 81 SP:Iteration 30Q (1443.772982 sec): 3 clusters Score: Raw -1982953.386931 + Penalty 3271.556902 = -1979681.830029 nChanged 77 SP:Iteration 31Q (1443.813087 sec): 3 clusters Score: Raw -1982973.656162 + Penalty 3271.556902 = -1979702.099260 nChanged 77 SP:Iteration 32Q (1443.852921 sec): 3 clusters Score: Raw -1982996.467612 + Penalty 3271.556902 = -1979724.910710 nChanged 70 SP:Iteration 33Q (1443.892997 sec): 3 clusters Score: Raw -1983017.522634 + Penalty 3271.556902 = -1979745.965732 nChanged 75 SP:Iteration 34Q (1443.932818 sec): 3 clusters Score: Raw -1983038.424605 + Penalty 3271.556902 = -1979766.867703 nChanged 66 SP:Iteration 35Q (1443.972685 sec): 3 clusters Score: Raw -1983056.762862 + Penalty 3271.556902 = -1979785.205960 nChanged 57 SP:Iteration 36Q (1444.012538 sec): 3 clusters Score: Raw -1983071.866952 + Penalty 3271.556902 = -1979800.310050 nChanged 49 SP:Iteration 37Q (1444.052210 sec): 3 clusters Score: Raw -1983083.813831 + Penalty 3271.556902 = -1979812.256928 nChanged 37 SP:Iteration 38Q (1444.091906 sec): 3 clusters Score: Raw -1983093.174603 + Penalty 3271.556902 = -1979821.617701 nChanged 31 SP:Iteration 39Q (1444.131453 sec): 3 clusters Score: Raw -1983098.347239 + Penalty 3271.556902 = -1979826.790337 nChanged 21 SP:Iteration 40F (1444.177305 sec): 3 clusters Score: Raw -1983102.743141 + Penalty 3271.556902 = -1979831.186238 nChanged 26 SP:Iteration 41Q (1444.216957 sec): 3 clusters Score: Raw -1983108.629399 + Penalty 3271.556902 = -1979837.072496 nChanged 27 SP:Iteration 42Q (1444.256450 sec): 3 clusters Score: Raw -1983114.885174 + Penalty 3271.556902 = -1979843.328272 nChanged 32 SP:Iteration 43Q (1444.296006 sec): 3 clusters Score: Raw -1983122.291449 + Penalty 3271.556902 = -1979850.734547 nChanged 24 SP:Iteration 44Q (1444.335363 sec): 3 clusters Score: Raw -1983126.851857 + Penalty 3271.556902 = -1979855.294955 nChanged 20 SP:Iteration 45Q (1444.406110 sec): 3 clusters Score: Raw -1983130.481811 + Penalty 3271.556902 = -1979858.924909 nChanged 18 SP:Iteration 46Q (1444.444386 sec): 3 clusters Score: Raw -1983135.057714 + Penalty 3271.556902 = -1979863.500811 nChanged 24 SP:Iteration 47Q (1444.483926 sec): 3 clusters Score: Raw -1983140.849484 + Penalty 3271.556902 = -1979869.292582 nChanged 28 SP:Iteration 48Q (1444.523231 sec): 3 clusters Score: Raw -1983147.269478 + Penalty 3271.556902 = -1979875.712576 nChanged 24 SP:Iteration 49Q (1444.562572 sec): 3 clusters Score: Raw -1983152.881946 + Penalty 3271.556902 = -1979881.325044 nChanged 25 SP:Iteration 50Q (1444.602055 sec): 3 clusters Score: Raw -1983158.573345 + Penalty 3271.556902 = -1979887.016442 nChanged 22 SP:Iteration 51Q (1444.641290 sec): 3 clusters Score: Raw -1983165.093352 + Penalty 3271.556902 = -1979893.536450 nChanged 31 SP:Iteration 52Q (1444.680570 sec): 3 clusters Score: Raw -1983173.306067 + Penalty 3271.556902 = -1979901.749165 nChanged 28 SP:Iteration 53Q (1444.719934 sec): 3 clusters Score: Raw -1983179.873481 + Penalty 3271.556902 = -1979908.316579 nChanged 23 SP:Iteration 54Q (1444.759247 sec): 3 clusters Score: Raw -1983186.124637 + Penalty 3271.556902 = -1979914.567735 nChanged 25 SP:Iteration 55Q (1444.798601 sec): 3 clusters Score: Raw -1983192.779643 + Penalty 3271.556902 = -1979921.222741 nChanged 25 SP:Iteration 56Q (1444.837803 sec): 3 clusters Score: Raw -1983199.059804 + Penalty 3271.556902 = -1979927.502901 nChanged 21 SP:Iteration 57Q (1444.876977 sec): 3 clusters Score: Raw -1983206.288292 + Penalty 3271.556902 = -1979934.731390 nChanged 24 SP:Iteration 58Q (1444.916287 sec): 3 clusters Score: Raw -1983212.955507 + Penalty 3271.556902 = -1979941.398605 nChanged 24 SP:Iteration 59Q (1444.955428 sec): 3 clusters Score: Raw -1983220.599886 + Penalty 3271.556902 = -1979949.042983 nChanged 24 SP:Iteration 60F (1445.001367 sec): 3 clusters Score: Raw -1983227.616955 + Penalty 3271.556902 = -1979956.060052 nChanged 24 SP:Iteration 61Q (1445.040819 sec): 3 clusters Score: Raw -1983233.962668 + Penalty 3271.556902 = -1979962.405766 nChanged 24 SP:Iteration 62Q (1445.079921 sec): 3 clusters Score: Raw -1983240.873850 + Penalty 3271.556902 = -1979969.316947 nChanged 24 SP:Iteration 63Q (1445.119238 sec): 3 clusters Score: Raw -1983246.517354 + Penalty 3271.556902 = -1979974.960452 nChanged 21 SP:Iteration 64Q (1445.158205 sec): 3 clusters Score: Raw -1983251.911253 + Penalty 3271.556902 = -1979980.354350 nChanged 13 SP:Iteration 65Q (1445.197330 sec): 3 clusters Score: Raw -1983254.988242 + Penalty 3271.556902 = -1979983.431340 nChanged 13 SP:Iteration 66Q (1445.236190 sec): 3 clusters Score: Raw -1983258.456271 + Penalty 3271.556902 = -1979986.899369 nChanged 15 SP:Iteration 67Q (1445.275212 sec): 3 clusters Score: Raw -1983263.525577 + Penalty 3271.556902 = -1979991.968674 nChanged 19 SP:Iteration 68Q (1445.314439 sec): 3 clusters Score: Raw -1983269.637055 + Penalty 3271.556902 = -1979998.080153 nChanged 27 SP:Iteration 69Q (1445.353476 sec): 3 clusters Score: Raw -1983277.332217 + Penalty 3271.556902 = -1980005.775315 nChanged 19 SP:Iteration 70Q (1445.392401 sec): 3 clusters Score: Raw -1983283.013630 + Penalty 3271.556902 = -1980011.456728 nChanged 17 SP:Iteration 71Q (1445.431374 sec): 3 clusters Score: Raw -1983287.295256 + Penalty 3271.556902 = -1980015.738354 nChanged 18 SP:Iteration 72Q (1445.470374 sec): 3 clusters Score: Raw -1983292.422009 + Penalty 3271.556902 = -1980020.865107 nChanged 16 SP:Iteration 73Q (1445.509491 sec): 3 clusters Score: Raw -1983296.147279 + Penalty 3271.556902 = -1980024.590377 nChanged 13 SP:Iteration 74Q (1445.548389 sec): 3 clusters Score: Raw -1983301.332310 + Penalty 3271.556902 = -1980029.775407 nChanged 9 SP:Iteration 75Q (1445.587241 sec): 3 clusters Score: Raw -1983304.555241 + Penalty 3271.556902 = -1980032.998339 nChanged 14 SP:Iteration 76Q (1445.626205 sec): 3 clusters Score: Raw -1983309.284412 + Penalty 3271.556902 = -1980037.727510 nChanged 9 SP:Iteration 77Q (1445.665048 sec): 3 clusters Score: Raw -1983310.995910 + Penalty 3271.556902 = -1980039.439008 nChanged 9 SP:Iteration 78Q (1445.703744 sec): 3 clusters Score: Raw -1983313.396087 + Penalty 3271.556902 = -1980041.839185 nChanged 4 SP:Iteration 79Q (1445.742908 sec): 3 clusters Score: Raw -1983314.986171 + Penalty 3271.556902 = -1980043.429269 nChanged 5 SP:Iteration 80F (1445.788559 sec): 3 clusters Score: Raw -1983316.165858 + Penalty 3271.556902 = -1980044.608956 nChanged 4 SP:Iteration 81Q (1445.827768 sec): 3 clusters Score: Raw -1983317.666563 + Penalty 3271.556902 = -1980046.109660 nChanged 9 SP:Iteration 82Q (1445.866682 sec): 3 clusters Score: Raw -1983319.562587 + Penalty 3271.556902 = -1980048.005685 nChanged 5 SP:Iteration 83Q (1445.905605 sec): 3 clusters Score: Raw -1983320.494422 + Penalty 3271.556902 = -1980048.937519 nChanged 4 SP:Iteration 84Q (1445.944549 sec): 3 clusters Score: Raw -1983321.717372 + Penalty 3271.556902 = -1980050.160470 nChanged 3 SP:Iteration 85Q (1445.983349 sec): 3 clusters Score: Raw -1983322.539029 + Penalty 3271.556902 = -1980050.982126 nChanged 3 SP:Iteration 86Q (1446.022286 sec): 3 clusters Score: Raw -1983323.091499 + Penalty 3271.556902 = -1980051.534597 nChanged 3 SP:Iteration 87Q (1446.061070 sec): 3 clusters Score: Raw -1983324.053059 + Penalty 3271.556902 = -1980052.496157 nChanged 2 SP:Iteration 88Q (1446.099928 sec): 3 clusters Score: Raw -1983324.370626 + Penalty 3271.556902 = -1980052.813723 nChanged 3 SP:Iteration 89Q (1446.139020 sec): 3 clusters Score: Raw -1983325.326241 + Penalty 3271.556902 = -1980053.769338 nChanged 5 SP:Iteration 90Q (1446.177919 sec): 3 clusters Score: Raw -1983326.331875 + Penalty 3271.556902 = -1980054.774972 nChanged 5 SP:Iteration 91Q (1446.216844 sec): 3 clusters Score: Raw -1983327.241791 + Penalty 3271.556902 = -1980055.684889 nChanged 2 SP:Iteration 92Q (1446.255601 sec): 3 clusters Score: Raw -1983327.714720 + Penalty 3271.556902 = -1980056.157818 nChanged 4 SP:Iteration 93Q (1446.294364 sec): 3 clusters Score: Raw -1983328.448679 + Penalty 3271.556902 = -1980056.891777 nChanged 1 SP:Iteration 94Q (1446.333313 sec): 3 clusters Score: Raw -1983328.692899 + Penalty 3271.556902 = -1980057.135997 nChanged 1 SP:Iteration 95Q (1446.373500 sec): 3 clusters Score: Raw -1983328.871856 + Penalty 3271.556902 = -1980057.314954 nChanged 1 SP:Iteration 96Q (1446.412072 sec): 3 clusters Score: Raw -1983328.930986 + Penalty 3271.556902 = -1980057.374083 nChanged 0 SP:Iteration 97F (1446.458056 sec): 3 clusters Score: Raw -1983328.930986 + Penalty 3271.556902 = -1980057.374083 nChanged 0 Iteration 139Q (1448.826394 sec): 31 clusters Score: Raw -23030104.931018 + Penalty 61283.627149 = -22968821.303869 nChanged 43 Iteration 140F (1453.879230 sec): 31 clusters Score: Raw -23030111.642116 + Penalty 61283.627149 = -22968828.014967 nChanged 46 Iteration 141Q (1456.244039 sec): 31 clusters Score: Raw -23030123.502980 + Penalty 61283.627149 = -22968839.875831 nChanged 64 Iteration 142Q (1458.608672 sec): 31 clusters Score: Raw -23030135.512874 + Penalty 61283.627149 = -22968851.885725 nChanged 62 Iteration 143Q (1460.972314 sec): 31 clusters Score: Raw -23030147.424599 + Penalty 61283.627149 = -22968863.797450 nChanged 51 Iteration 144Q (1463.340721 sec): 31 clusters Score: Raw -23030156.316466 + Penalty 61283.627149 = -22968872.689317 nChanged 48 Iteration 145Q (1465.740478 sec): 31 clusters Score: Raw -23030166.121039 + Penalty 61283.627149 = -22968882.493890 nChanged 65 Iteration 146Q (1468.125050 sec): 31 clusters Score: Raw -23030177.366533 + Penalty 61283.627149 = -22968893.739384 nChanged 68 Iteration 147Q (1470.488710 sec): 31 clusters Score: Raw -23030190.222119 + Penalty 61283.627149 = -22968906.594970 nChanged 60 Iteration 148Q (1472.851950 sec): 31 clusters Score: Raw -23030201.253909 + Penalty 61283.627149 = -22968917.626760 nChanged 61 Iteration 149Q (1475.212626 sec): 31 clusters Score: Raw -23030210.840759 + Penalty 61283.627149 = -22968927.213610 nChanged 69 Iteration 150Q (1477.576049 sec): 31 clusters Score: Raw -23030226.118925 + Penalty 61283.627149 = -22968942.491776 nChanged 73 Iteration 151Q (1479.948048 sec): 31 clusters Score: Raw -23030241.297621 + Penalty 61283.627149 = -22968957.670472 nChanged 81 Iteration 152Q (1482.311235 sec): 31 clusters Score: Raw -23030257.934366 + Penalty 61283.627149 = -22968974.307217 nChanged 66 Iteration 153Q (1484.673093 sec): 31 clusters Score: Raw -23030265.181777 + Penalty 61283.627149 = -22968981.554628 nChanged 59 Iteration 154Q (1487.050653 sec): 31 clusters Score: Raw -23030273.993356 + Penalty 61283.627149 = -22968990.366207 nChanged 61 Iteration 155Q (1489.413533 sec): 31 clusters Score: Raw -23030280.926031 + Penalty 61283.627149 = -22968997.298882 nChanged 44 Iteration 156Q (1491.779014 sec): 31 clusters Score: Raw -23030287.739104 + Penalty 61283.627149 = -22969004.111955 nChanged 46 Iteration 157Q (1494.140751 sec): 31 clusters Score: Raw -23030294.930284 + Penalty 61283.627149 = -22969011.303135 nChanged 40 Iteration 158Q (1496.505453 sec): 31 clusters Score: Raw -23030302.161947 + Penalty 61283.627149 = -22969018.534798 nChanged 44 Iteration 159Q (1498.865765 sec): 31 clusters Score: Raw -23030313.758733 + Penalty 61283.627149 = -22969030.131584 nChanged 58 Iteration 160F (1503.919229 sec): 31 clusters Score: Raw -23030326.971165 + Penalty 61283.627149 = -22969043.344016 nChanged 55 Iteration 161Q (1506.285202 sec): 31 clusters Score: Raw -23030341.274042 + Penalty 61283.627149 = -22969057.646893 nChanged 45 Iteration 162Q (1508.673405 sec): 31 clusters Score: Raw -23030354.660195 + Penalty 61283.627149 = -22969071.033046 nChanged 49 Iteration 163Q (1511.035211 sec): 31 clusters Score: Raw -23030365.208751 + Penalty 61283.627149 = -22969081.581602 nChanged 45 Iteration 164Q (1513.399272 sec): 31 clusters Score: Raw -23030376.312192 + Penalty 61283.627149 = -22969092.685043 nChanged 53 Iteration 165Q (1515.762300 sec): 31 clusters Score: Raw -23030387.905565 + Penalty 61283.627149 = -22969104.278416 nChanged 51 Iteration 166Q (1518.126871 sec): 31 clusters Score: Raw -23030398.310682 + Penalty 61283.627149 = -22969114.683533 nChanged 51 Iteration 167Q (1520.513711 sec): 31 clusters Score: Raw -23030408.814893 + Penalty 61283.627149 = -22969125.187744 nChanged 57 Iteration 168Q (1522.876408 sec): 31 clusters Score: Raw -23030417.630123 + Penalty 61283.627149 = -22969134.002974 nChanged 51 Iteration 169Q (1525.244663 sec): 31 clusters Score: Raw -23030427.897477 + Penalty 61283.627149 = -22969144.270328 nChanged 58 Iteration 170Q (1527.608463 sec): 31 clusters Score: Raw -23030436.548580 + Penalty 61283.627149 = -22969152.921431 nChanged 45 Iteration 171Q (1529.973811 sec): 31 clusters Score: Raw -23030442.734529 + Penalty 61283.627149 = -22969159.107380 nChanged 44 Iteration 172Q (1532.358544 sec): 31 clusters Score: Raw -23030448.363890 + Penalty 61283.627149 = -22969164.736741 nChanged 41 Iteration 173Q (1534.724087 sec): 31 clusters Score: Raw -23030453.746546 + Penalty 61283.627149 = -22969170.119397 nChanged 40 Iteration 174Q (1537.085547 sec): 31 clusters Score: Raw -23030459.571841 + Penalty 61283.627149 = -22969175.944693 nChanged 43 Iteration 175Q (1539.448467 sec): 31 clusters Score: Raw -23030466.309440 + Penalty 61283.627149 = -22969182.682291 nChanged 43 Iteration 176Q (1541.812185 sec): 31 clusters Score: Raw -23030472.000051 + Penalty 61283.627149 = -22969188.372902 nChanged 38 Iteration 177Q (1544.175114 sec): 31 clusters Score: Raw -23030478.969127 + Penalty 61283.627149 = -22969195.341978 nChanged 32 Iteration 178Q (1546.558226 sec): 31 clusters Score: Raw -23030484.849066 + Penalty 61283.627149 = -22969201.221917 nChanged 33 Writing temp clu file Because OldScore, -22969195.341978, is greater than current (better) Score,-22969201.221917 Compute initial score before splitting: Score: Raw -23030484.849066 + Penalty 61283.627149 = -22969201.221917 Trying to split cluster 1 (52742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1546.673259 sec): 2 clusters Score: Raw -4418330.715767 + Penalty 1766.889699 = -4416563.826068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1546.767381 sec): 3 clusters Score: Raw -4384792.404439 + Penalty 3533.779399 = -4381258.625040 nChanged 24853 SP:Iteration 1F (1546.855899 sec): 3 clusters Score: Raw -4399419.915478 + Penalty 3533.779399 = -4395886.136079 nChanged 2380 SP:Iteration 2Q (1546.949517 sec): 3 clusters Score: Raw -4400258.741991 + Penalty 3533.779399 = -4396724.962592 nChanged 2496 SP:Iteration 3Q (1547.043001 sec): 3 clusters Score: Raw -4401333.079404 + Penalty 3533.779399 = -4397799.300005 nChanged 2792 SP:Iteration 4F (1547.131245 sec): 3 clusters Score: Raw -4402737.735033 + Penalty 3533.779399 = -4399203.955634 nChanged 3097 SP:Iteration 5F (1547.219438 sec): 3 clusters Score: Raw -4404515.284828 + Penalty 3533.779399 = -4400981.505429 nChanged 3232 SP:Iteration 6F (1547.307533 sec): 3 clusters Score: Raw -4406616.344600 + Penalty 3533.779399 = -4403082.565202 nChanged 3264 SP:Iteration 7F (1547.395849 sec): 3 clusters Score: Raw -4409011.243159 + Penalty 3533.779399 = -4405477.463760 nChanged 2982 SP:Iteration 8F (1547.484237 sec): 3 clusters Score: Raw -4411339.810334 + Penalty 3533.779399 = -4407806.030936 nChanged 2616 SP:Iteration 9Q (1547.574584 sec): 3 clusters Score: Raw -4413389.644027 + Penalty 3533.779399 = -4409855.864628 nChanged 2039 SP:Iteration 10Q (1547.662604 sec): 3 clusters Score: Raw -4414971.083963 + Penalty 3533.779399 = -4411437.304564 nChanged 1563 SP:Iteration 11Q (1547.747693 sec): 3 clusters Score: Raw -4416179.119181 + Penalty 3533.779399 = -4412645.339783 nChanged 1150 SP:Iteration 12Q (1547.830148 sec): 3 clusters Score: Raw -4417035.504262 + Penalty 3533.779399 = -4413501.724863 nChanged 798 SP:Iteration 13Q (1547.910665 sec): 3 clusters Score: Raw -4417606.738577 + Penalty 3533.779399 = -4414072.959179 nChanged 582 SP:Iteration 14Q (1547.993066 sec): 3 clusters Score: Raw -4418045.399433 + Penalty 3533.779399 = -4414511.620034 nChanged 474 SP:Iteration 15Q (1548.070502 sec): 3 clusters Score: Raw -4418363.103841 + Penalty 3533.779399 = -4414829.324443 nChanged 314 SP:Iteration 16Q (1548.146856 sec): 3 clusters Score: Raw -4418575.127968 + Penalty 3533.779399 = -4415041.348569 nChanged 259 SP:Iteration 17Q (1548.222245 sec): 3 clusters Score: Raw -4418768.543114 + Penalty 3533.779399 = -4415234.763715 nChanged 205 SP:Iteration 18Q (1548.296730 sec): 3 clusters Score: Raw -4418919.070171 + Penalty 3533.779399 = -4415385.290772 nChanged 181 SP:Iteration 19Q (1548.370472 sec): 3 clusters Score: Raw -4419040.339446 + Penalty 3533.779399 = -4415506.560047 nChanged 127 SP:Iteration 20F (1548.457953 sec): 3 clusters Score: Raw -4419121.215363 + Penalty 3533.779399 = -4415587.435964 nChanged 107 SP:Iteration 21Q (1548.531011 sec): 3 clusters Score: Raw -4419172.195748 + Penalty 3533.779399 = -4415638.416349 nChanged 86 SP:Iteration 22Q (1548.604242 sec): 3 clusters Score: Raw -4419212.781037 + Penalty 3533.779399 = -4415679.001638 nChanged 63 SP:Iteration 23Q (1548.677258 sec): 3 clusters Score: Raw -4419244.155207 + Penalty 3533.779399 = -4415710.375808 nChanged 54 SP:Iteration 24Q (1548.750448 sec): 3 clusters Score: Raw -4419263.901672 + Penalty 3533.779399 = -4415730.122273 nChanged 55 SP:Iteration 25Q (1548.823117 sec): 3 clusters Score: Raw -4419286.856233 + Penalty 3533.779399 = -4415753.076834 nChanged 56 SP:Iteration 26Q (1548.895869 sec): 3 clusters Score: Raw -4419308.436823 + Penalty 3533.779399 = -4415774.657425 nChanged 42 SP:Iteration 27Q (1548.968487 sec): 3 clusters Score: Raw -4419325.012955 + Penalty 3533.779399 = -4415791.233557 nChanged 36 SP:Iteration 28Q (1549.041158 sec): 3 clusters Score: Raw -4419335.741401 + Penalty 3533.779399 = -4415801.962002 nChanged 19 SP:Iteration 29Q (1549.113962 sec): 3 clusters Score: Raw -4419340.707453 + Penalty 3533.779399 = -4415806.928054 nChanged 21 SP:Iteration 30Q (1549.186354 sec): 3 clusters Score: Raw -4419346.085900 + Penalty 3533.779399 = -4415812.306501 nChanged 15 SP:Iteration 31Q (1549.271155 sec): 3 clusters Score: Raw -4419349.360180 + Penalty 3533.779399 = -4415815.580781 nChanged 7 SP:Iteration 32Q (1549.343447 sec): 3 clusters Score: Raw -4419350.967142 + Penalty 3533.779399 = -4415817.187743 nChanged 7 SP:Iteration 33Q (1549.416705 sec): 3 clusters Score: Raw -4419351.855974 + Penalty 3533.779399 = -4415818.076575 nChanged 4 SP:Iteration 34Q (1549.489256 sec): 3 clusters Score: Raw -4419352.513124 + Penalty 3533.779399 = -4415818.733725 nChanged 7 SP:Iteration 35Q (1549.561899 sec): 3 clusters Score: Raw -4419354.618824 + Penalty 3533.779399 = -4415820.839425 nChanged 8 SP:Iteration 36Q (1549.634616 sec): 3 clusters Score: Raw -4419356.014618 + Penalty 3533.779399 = -4415822.235219 nChanged 6 SP:Iteration 37Q (1549.707014 sec): 3 clusters Score: Raw -4419357.511797 + Penalty 3533.779399 = -4415823.732398 nChanged 5 SP:Iteration 38Q (1549.779573 sec): 3 clusters Score: Raw -4419358.268871 + Penalty 3533.779399 = -4415824.489472 nChanged 2 SP:Iteration 39Q (1549.852243 sec): 3 clusters Score: Raw -4419359.124043 + Penalty 3533.779399 = -4415825.344645 nChanged 3 SP:Iteration 40F (1549.940062 sec): 3 clusters Score: Raw -4419359.766138 + Penalty 3533.779399 = -4415825.986739 nChanged 1 SP:Iteration 41Q (1550.014821 sec): 3 clusters Score: Raw -4419359.898177 + Penalty 3533.779399 = -4415826.118778 nChanged 1 SP:Iteration 42Q (1550.088880 sec): 3 clusters Score: Raw -4419359.998680 + Penalty 3533.779399 = -4415826.219281 nChanged 0 SP:Iteration 43F (1550.176820 sec): 3 clusters Score: Raw -4419359.998680 + Penalty 3533.779399 = -4415826.219281 nChanged 0 Trying to split cluster 2 (2166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1550.183160 sec): 2 clusters Score: Raw -149131.488749 + Penalty 1248.103582 = -147883.385167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1550.194611 sec): 3 clusters Score: Raw -148212.782258 + Penalty 2496.207164 = -145716.575094 nChanged 812 SP:Iteration 1F (1550.205437 sec): 3 clusters Score: Raw -148916.325641 + Penalty 2496.207164 = -146420.118477 nChanged 230 SP:Iteration 2F (1550.216191 sec): 3 clusters Score: Raw -149190.369021 + Penalty 2496.207164 = -146694.161857 nChanged 168 SP:Iteration 3F (1550.226916 sec): 3 clusters Score: Raw -149371.895389 + Penalty 2496.207164 = -146875.688225 nChanged 135 SP:Iteration 4F (1550.237534 sec): 3 clusters Score: Raw -149518.278016 + Penalty 2496.207164 = -147022.070852 nChanged 117 SP:Iteration 5F (1550.248035 sec): 3 clusters Score: Raw -149671.254864 + Penalty 2496.207164 = -147175.047700 nChanged 120 SP:Iteration 6F (1550.258693 sec): 3 clusters Score: Raw -149858.981801 + Penalty 2496.207164 = -147362.774637 nChanged 86 SP:Iteration 7Q (1550.269043 sec): 3 clusters Score: Raw -149978.634102 + Penalty 2496.207164 = -147482.426938 nChanged 65 SP:Iteration 8Q (1550.279457 sec): 3 clusters Score: Raw -150051.787762 + Penalty 2496.207164 = -147555.580598 nChanged 46 SP:Iteration 9Q (1550.289895 sec): 3 clusters Score: Raw -150094.947557 + Penalty 2496.207164 = -147598.740393 nChanged 43 SP:Iteration 10Q (1550.300341 sec): 3 clusters Score: Raw -150137.418688 + Penalty 2496.207164 = -147641.211524 nChanged 32 SP:Iteration 11Q (1550.310615 sec): 3 clusters Score: Raw -150190.520758 + Penalty 2496.207164 = -147694.313594 nChanged 29 SP:Iteration 12Q (1550.320966 sec): 3 clusters Score: Raw -150221.781203 + Penalty 2496.207164 = -147725.574039 nChanged 25 SP:Iteration 13Q (1550.331365 sec): 3 clusters Score: Raw -150254.135828 + Penalty 2496.207164 = -147757.928664 nChanged 21 SP:Iteration 14Q (1550.341679 sec): 3 clusters Score: Raw -150298.720833 + Penalty 2496.207164 = -147802.513669 nChanged 23 SP:Iteration 15Q (1550.352031 sec): 3 clusters Score: Raw -150363.193070 + Penalty 2496.207164 = -147866.985906 nChanged 31 SP:Iteration 16Q (1550.362363 sec): 3 clusters Score: Raw -150422.779447 + Penalty 2496.207164 = -147926.572283 nChanged 28 SP:Iteration 17Q (1550.372673 sec): 3 clusters Score: Raw -150465.950599 + Penalty 2496.207164 = -147969.743435 nChanged 22 SP:Iteration 18Q (1550.382978 sec): 3 clusters Score: Raw -150486.448699 + Penalty 2496.207164 = -147990.241535 nChanged 13 SP:Iteration 19Q (1550.392793 sec): 3 clusters Score: Raw -150495.207928 + Penalty 2496.207164 = -147999.000764 nChanged 12 SP:Iteration 20F (1550.403357 sec): 3 clusters Score: Raw -150502.200349 + Penalty 2496.207164 = -148005.993185 nChanged 7 SP:Iteration 21Q (1550.413513 sec): 3 clusters Score: Raw -150506.012433 + Penalty 2496.207164 = -148009.805269 nChanged 5 SP:Iteration 22Q (1550.423845 sec): 3 clusters Score: Raw -150509.260371 + Penalty 2496.207164 = -148013.053207 nChanged 6 SP:Iteration 23Q (1550.434095 sec): 3 clusters Score: Raw -150511.846248 + Penalty 2496.207164 = -148015.639084 nChanged 4 SP:Iteration 24Q (1550.444325 sec): 3 clusters Score: Raw -150513.410461 + Penalty 2496.207164 = -148017.203297 nChanged 2 SP:Iteration 25Q (1550.454647 sec): 3 clusters Score: Raw -150513.775700 + Penalty 2496.207164 = -148017.568536 nChanged 1 SP:Iteration 26Q (1550.464804 sec): 3 clusters Score: Raw -150514.016595 + Penalty 2496.207164 = -148017.809431 nChanged 0 SP:Iteration 27F (1550.475379 sec): 3 clusters Score: Raw -150514.016595 + Penalty 2496.207164 = -148017.809431 nChanged 0 Score: Raw -23031871.158563 + Penalty 63326.414721 = -22968544.743843 Splitting cluster 2 changes total score from -22969201.221917 to -22968544.743843 So it's not getting split. Trying to split cluster 3 (1735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1555.875842 sec): 2 clusters Score: Raw -149077.210132 + Penalty 1212.048938 = -147865.161195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1555.885142 sec): 3 clusters Score: Raw -148364.175461 + Penalty 2424.097875 = -145940.077586 nChanged 607 SP:Iteration 1F (1555.893895 sec): 3 clusters Score: Raw -148721.519687 + Penalty 2424.097875 = -146297.421812 nChanged 124 SP:Iteration 2F (1555.902682 sec): 3 clusters Score: Raw -148803.637434 + Penalty 2424.097875 = -146379.539559 nChanged 63 SP:Iteration 3Q (1555.911464 sec): 3 clusters Score: Raw -148843.641549 + Penalty 2424.097875 = -146419.543674 nChanged 50 SP:Iteration 4Q (1555.920223 sec): 3 clusters Score: Raw -148875.530382 + Penalty 2424.097875 = -146451.432507 nChanged 27 SP:Iteration 5Q (1555.928985 sec): 3 clusters Score: Raw -148896.489944 + Penalty 2424.097875 = -146472.392069 nChanged 27 SP:Iteration 6Q (1555.937772 sec): 3 clusters Score: Raw -148913.318700 + Penalty 2424.097875 = -146489.220824 nChanged 25 SP:Iteration 7Q (1555.946527 sec): 3 clusters Score: Raw -148926.759427 + Penalty 2424.097875 = -146502.661552 nChanged 21 SP:Iteration 8Q (1555.955277 sec): 3 clusters Score: Raw -148937.702752 + Penalty 2424.097875 = -146513.604877 nChanged 13 SP:Iteration 9Q (1555.964035 sec): 3 clusters Score: Raw -148943.274959 + Penalty 2424.097875 = -146519.177084 nChanged 6 SP:Iteration 10Q (1555.972734 sec): 3 clusters Score: Raw -148946.206188 + Penalty 2424.097875 = -146522.108313 nChanged 7 SP:Iteration 11Q (1555.981406 sec): 3 clusters Score: Raw -148948.836240 + Penalty 2424.097875 = -146524.738365 nChanged 6 SP:Iteration 12Q (1555.990162 sec): 3 clusters Score: Raw -148953.306702 + Penalty 2424.097875 = -146529.208827 nChanged 6 SP:Iteration 13Q (1555.998932 sec): 3 clusters Score: Raw -148956.186992 + Penalty 2424.097875 = -146532.089117 nChanged 5 SP:Iteration 14Q (1556.007597 sec): 3 clusters Score: Raw -148958.377145 + Penalty 2424.097875 = -146534.279270 nChanged 5 SP:Iteration 15Q (1556.016407 sec): 3 clusters Score: Raw -148961.314942 + Penalty 2424.097875 = -146537.217067 nChanged 2 SP:Iteration 16Q (1556.025146 sec): 3 clusters Score: Raw -148962.816517 + Penalty 2424.097875 = -146538.718642 nChanged 3 SP:Iteration 17Q (1556.033904 sec): 3 clusters Score: Raw -148964.305529 + Penalty 2424.097875 = -146540.207654 nChanged 0 SP:Iteration 18F (1556.042614 sec): 3 clusters Score: Raw -148964.305529 + Penalty 2424.097875 = -146540.207654 nChanged 0 Trying to split cluster 4 (12216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1556.068706 sec): 2 clusters Score: Raw -1035039.407576 + Penalty 1529.206550 = -1033510.201025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1556.100247 sec): 3 clusters Score: Raw -1028014.471777 + Penalty 3058.413100 = -1024956.058677 nChanged 5338 SP:Iteration 1F (1556.130752 sec): 3 clusters Score: Raw -1030946.614213 + Penalty 3058.413100 = -1027888.201112 nChanged 801 SP:Iteration 2F (1556.161222 sec): 3 clusters Score: Raw -1031388.896650 + Penalty 3058.413100 = -1028330.483550 nChanged 794 SP:Iteration 3F (1556.191421 sec): 3 clusters Score: Raw -1031866.593792 + Penalty 3058.413100 = -1028808.180692 nChanged 824 SP:Iteration 4F (1556.221968 sec): 3 clusters Score: Raw -1032459.336741 + Penalty 3058.413100 = -1029400.923641 nChanged 846 SP:Iteration 5F (1556.252411 sec): 3 clusters Score: Raw -1033095.509788 + Penalty 3058.413100 = -1030037.096688 nChanged 782 SP:Iteration 6F (1556.282768 sec): 3 clusters Score: Raw -1033701.816496 + Penalty 3058.413100 = -1030643.403395 nChanged 617 SP:Iteration 7F (1556.313204 sec): 3 clusters Score: Raw -1034163.519707 + Penalty 3058.413100 = -1031105.106607 nChanged 475 SP:Iteration 8Q (1556.343751 sec): 3 clusters Score: Raw -1034501.233214 + Penalty 3058.413100 = -1031442.820114 nChanged 373 SP:Iteration 9Q (1556.374051 sec): 3 clusters Score: Raw -1034744.389726 + Penalty 3058.413100 = -1031685.976626 nChanged 264 SP:Iteration 10Q (1556.404230 sec): 3 clusters Score: Raw -1034912.903439 + Penalty 3058.413100 = -1031854.490339 nChanged 210 SP:Iteration 11Q (1556.433893 sec): 3 clusters Score: Raw -1035063.450599 + Penalty 3058.413100 = -1032005.037499 nChanged 158 SP:Iteration 12Q (1556.463166 sec): 3 clusters Score: Raw -1035173.147988 + Penalty 3058.413100 = -1032114.734888 nChanged 107 SP:Iteration 13Q (1556.491978 sec): 3 clusters Score: Raw -1035243.580159 + Penalty 3058.413100 = -1032185.167059 nChanged 78 SP:Iteration 14Q (1556.520457 sec): 3 clusters Score: Raw -1035288.051145 + Penalty 3058.413100 = -1032229.638045 nChanged 54 SP:Iteration 15Q (1556.548741 sec): 3 clusters Score: Raw -1035323.108473 + Penalty 3058.413100 = -1032264.695372 nChanged 38 SP:Iteration 16Q (1556.576771 sec): 3 clusters Score: Raw -1035344.150186 + Penalty 3058.413100 = -1032285.737085 nChanged 26 SP:Iteration 17Q (1556.604671 sec): 3 clusters Score: Raw -1035357.585187 + Penalty 3058.413100 = -1032299.172087 nChanged 22 SP:Iteration 18Q (1556.632754 sec): 3 clusters Score: Raw -1035368.291837 + Penalty 3058.413100 = -1032309.878737 nChanged 15 SP:Iteration 19Q (1556.660429 sec): 3 clusters Score: Raw -1035375.659154 + Penalty 3058.413100 = -1032317.246053 nChanged 6 SP:Iteration 20F (1556.690731 sec): 3 clusters Score: Raw -1035377.633646 + Penalty 3058.413100 = -1032319.220545 nChanged 8 SP:Iteration 21Q (1556.718809 sec): 3 clusters Score: Raw -1035381.440435 + Penalty 3058.413100 = -1032323.027335 nChanged 6 SP:Iteration 22Q (1556.746605 sec): 3 clusters Score: Raw -1035385.682638 + Penalty 3058.413100 = -1032327.269537 nChanged 5 SP:Iteration 23Q (1556.774243 sec): 3 clusters Score: Raw -1035389.087662 + Penalty 3058.413100 = -1032330.674562 nChanged 8 SP:Iteration 24Q (1556.801993 sec): 3 clusters Score: Raw -1035393.430078 + Penalty 3058.413100 = -1032335.016978 nChanged 8 SP:Iteration 25Q (1556.829538 sec): 3 clusters Score: Raw -1035397.909200 + Penalty 3058.413100 = -1032339.496100 nChanged 7 SP:Iteration 26Q (1556.857172 sec): 3 clusters Score: Raw -1035401.559175 + Penalty 3058.413100 = -1032343.146074 nChanged 4 SP:Iteration 27Q (1556.884922 sec): 3 clusters Score: Raw -1035404.077956 + Penalty 3058.413100 = -1032345.664855 nChanged 5 SP:Iteration 28Q (1556.912504 sec): 3 clusters Score: Raw -1035406.549720 + Penalty 3058.413100 = -1032348.136620 nChanged 3 SP:Iteration 29Q (1556.939846 sec): 3 clusters Score: Raw -1035407.737271 + Penalty 3058.413100 = -1032349.324171 nChanged 1 SP:Iteration 30Q (1556.967474 sec): 3 clusters Score: Raw -1035407.946791 + Penalty 3058.413100 = -1032349.533691 nChanged 1 SP:Iteration 31Q (1556.994992 sec): 3 clusters Score: Raw -1035408.198206 + Penalty 3058.413100 = -1032349.785105 nChanged 0 SP:Iteration 32F (1557.025308 sec): 3 clusters Score: Raw -1035408.198206 + Penalty 3058.413100 = -1032349.785105 nChanged 0 Trying to split cluster 5 (1369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1557.039535 sec): 2 clusters Score: Raw -100041.137194 + Penalty 1173.548322 = -98867.588873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1557.047213 sec): 3 clusters Score: Raw -99553.696832 + Penalty 2347.096643 = -97206.600189 nChanged 427 SP:Iteration 1F (1557.054402 sec): 3 clusters Score: Raw -99840.758037 + Penalty 2347.096643 = -97493.661394 nChanged 91 SP:Iteration 2F (1557.061525 sec): 3 clusters Score: Raw -99922.733130 + Penalty 2347.096643 = -97575.636487 nChanged 51 SP:Iteration 3Q (1557.068638 sec): 3 clusters Score: Raw -99967.142738 + Penalty 2347.096643 = -97620.046095 nChanged 42 SP:Iteration 4Q (1557.075736 sec): 3 clusters Score: Raw -100004.100334 + Penalty 2347.096643 = -97657.003691 nChanged 37 SP:Iteration 5Q (1557.082885 sec): 3 clusters Score: Raw -100034.065033 + Penalty 2347.096643 = -97686.968390 nChanged 29 SP:Iteration 6Q (1557.090017 sec): 3 clusters Score: Raw -100055.476267 + Penalty 2347.096643 = -97708.379624 nChanged 26 SP:Iteration 7Q (1557.097129 sec): 3 clusters Score: Raw -100071.902768 + Penalty 2347.096643 = -97724.806125 nChanged 24 SP:Iteration 8Q (1557.104233 sec): 3 clusters Score: Raw -100084.309862 + Penalty 2347.096643 = -97737.213219 nChanged 14 SP:Iteration 9Q (1557.111360 sec): 3 clusters Score: Raw -100095.740670 + Penalty 2347.096643 = -97748.644027 nChanged 15 SP:Iteration 10Q (1557.118404 sec): 3 clusters Score: Raw -100106.565330 + Penalty 2347.096643 = -97759.468687 nChanged 14 SP:Iteration 11Q (1557.125522 sec): 3 clusters Score: Raw -100117.459883 + Penalty 2347.096643 = -97770.363240 nChanged 16 SP:Iteration 12Q (1557.132629 sec): 3 clusters Score: Raw -100126.752786 + Penalty 2347.096643 = -97779.656143 nChanged 17 SP:Iteration 13Q (1557.139655 sec): 3 clusters Score: Raw -100137.519542 + Penalty 2347.096643 = -97790.422899 nChanged 12 SP:Iteration 14Q (1557.146786 sec): 3 clusters Score: Raw -100150.078452 + Penalty 2347.096643 = -97802.981809 nChanged 9 SP:Iteration 15Q (1557.153889 sec): 3 clusters Score: Raw -100155.327682 + Penalty 2347.096643 = -97808.231039 nChanged 7 SP:Iteration 16Q (1557.160996 sec): 3 clusters Score: Raw -100158.700541 + Penalty 2347.096643 = -97811.603898 nChanged 1 SP:Iteration 17Q (1557.168035 sec): 3 clusters Score: Raw -100159.000482 + Penalty 2347.096643 = -97811.903839 nChanged 0 SP:Iteration 18F (1557.175173 sec): 3 clusters Score: Raw -100159.000482 + Penalty 2347.096643 = -97811.903839 nChanged 0 Trying to split cluster 6 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1557.188625 sec): 2 clusters Score: Raw -125303.829574 + Penalty 1193.096406 = -124110.733168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1557.197118 sec): 3 clusters Score: Raw -124735.397757 + Penalty 2386.192812 = -122349.204945 nChanged 520 SP:Iteration 1F (1557.205020 sec): 3 clusters Score: Raw -125110.533611 + Penalty 2386.192812 = -122724.340798 nChanged 107 SP:Iteration 2F (1557.212927 sec): 3 clusters Score: Raw -125198.926272 + Penalty 2386.192812 = -122812.733459 nChanged 63 SP:Iteration 3Q (1557.220811 sec): 3 clusters Score: Raw -125254.737238 + Penalty 2386.192812 = -122868.544425 nChanged 43 SP:Iteration 4Q (1557.228561 sec): 3 clusters Score: Raw -125296.780015 + Penalty 2386.192812 = -122910.587202 nChanged 29 SP:Iteration 5Q (1557.236360 sec): 3 clusters Score: Raw -125327.633249 + Penalty 2386.192812 = -122941.440436 nChanged 38 SP:Iteration 6Q (1557.244208 sec): 3 clusters Score: Raw -125367.727673 + Penalty 2386.192812 = -122981.534860 nChanged 32 SP:Iteration 7Q (1557.251999 sec): 3 clusters Score: Raw -125396.977823 + Penalty 2386.192812 = -123010.785010 nChanged 37 SP:Iteration 8Q (1557.259761 sec): 3 clusters Score: Raw -125435.509235 + Penalty 2386.192812 = -123049.316422 nChanged 31 SP:Iteration 9Q (1557.267527 sec): 3 clusters Score: Raw -125463.708708 + Penalty 2386.192812 = -123077.515896 nChanged 25 SP:Iteration 10Q (1557.275231 sec): 3 clusters Score: Raw -125480.602942 + Penalty 2386.192812 = -123094.410129 nChanged 23 SP:Iteration 11Q (1557.282979 sec): 3 clusters Score: Raw -125504.959506 + Penalty 2386.192812 = -123118.766694 nChanged 32 SP:Iteration 12Q (1557.290740 sec): 3 clusters Score: Raw -125539.994216 + Penalty 2386.192812 = -123153.801404 nChanged 34 SP:Iteration 13Q (1557.298484 sec): 3 clusters Score: Raw -125577.675275 + Penalty 2386.192812 = -123191.482462 nChanged 47 SP:Iteration 14Q (1557.306268 sec): 3 clusters Score: Raw -125617.928330 + Penalty 2386.192812 = -123231.735518 nChanged 36 SP:Iteration 15Q (1557.313986 sec): 3 clusters Score: Raw -125646.646393 + Penalty 2386.192812 = -123260.453581 nChanged 37 SP:Iteration 16Q (1557.321689 sec): 3 clusters Score: Raw -125691.127843 + Penalty 2386.192812 = -123304.935031 nChanged 37 SP:Iteration 17Q (1557.329383 sec): 3 clusters Score: Raw -125731.080507 + Penalty 2386.192812 = -123344.887695 nChanged 28 SP:Iteration 18Q (1557.337049 sec): 3 clusters Score: Raw -125754.782295 + Penalty 2386.192812 = -123368.589482 nChanged 24 SP:Iteration 19Q (1557.344671 sec): 3 clusters Score: Raw -125773.342437 + Penalty 2386.192812 = -123387.149625 nChanged 17 SP:Iteration 20F (1557.352456 sec): 3 clusters Score: Raw -125785.773925 + Penalty 2386.192812 = -123399.581113 nChanged 10 SP:Iteration 21Q (1557.360102 sec): 3 clusters Score: Raw -125793.390311 + Penalty 2386.192812 = -123407.197499 nChanged 12 SP:Iteration 22Q (1557.367792 sec): 3 clusters Score: Raw -125803.385155 + Penalty 2386.192812 = -123417.192343 nChanged 9 SP:Iteration 23Q (1557.375451 sec): 3 clusters Score: Raw -125810.673813 + Penalty 2386.192812 = -123424.481001 nChanged 7 SP:Iteration 24Q (1557.383096 sec): 3 clusters Score: Raw -125815.773844 + Penalty 2386.192812 = -123429.581032 nChanged 8 SP:Iteration 25Q (1557.390736 sec): 3 clusters Score: Raw -125820.045792 + Penalty 2386.192812 = -123433.852980 nChanged 5 SP:Iteration 26Q (1557.398411 sec): 3 clusters Score: Raw -125822.956239 + Penalty 2386.192812 = -123436.763426 nChanged 4 SP:Iteration 27Q (1557.406060 sec): 3 clusters Score: Raw -125824.600199 + Penalty 2386.192812 = -123438.407387 nChanged 2 SP:Iteration 28Q (1557.413705 sec): 3 clusters Score: Raw -125826.172146 + Penalty 2386.192812 = -123439.979333 nChanged 1 SP:Iteration 29Q (1557.421341 sec): 3 clusters Score: Raw -125826.502592 + Penalty 2386.192812 = -123440.309780 nChanged 0 SP:Iteration 30F (1557.429110 sec): 3 clusters Score: Raw -125826.502592 + Penalty 2386.192812 = -123440.309780 nChanged 0 Trying to split cluster 7 (2797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1557.445671 sec): 2 clusters Score: Raw -228306.780541 + Penalty 1289.649188 = -227017.131354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1557.460272 sec): 3 clusters Score: Raw -227025.622906 + Penalty 2579.298375 = -224446.324531 nChanged 1032 SP:Iteration 1F (1557.473863 sec): 3 clusters Score: Raw -227661.430444 + Penalty 2579.298375 = -225082.132068 nChanged 221 SP:Iteration 2F (1557.487549 sec): 3 clusters Score: Raw -227816.234820 + Penalty 2579.298375 = -225236.936445 nChanged 151 SP:Iteration 3F (1557.501273 sec): 3 clusters Score: Raw -227923.656904 + Penalty 2579.298375 = -225344.358529 nChanged 125 SP:Iteration 4Q (1557.514987 sec): 3 clusters Score: Raw -228018.341656 + Penalty 2579.298375 = -225439.043280 nChanged 106 SP:Iteration 5Q (1557.528605 sec): 3 clusters Score: Raw -228109.568224 + Penalty 2579.298375 = -225530.269848 nChanged 93 SP:Iteration 6Q (1557.542278 sec): 3 clusters Score: Raw -228195.413658 + Penalty 2579.298375 = -225616.115283 nChanged 93 SP:Iteration 7Q (1557.555833 sec): 3 clusters Score: Raw -228279.933315 + Penalty 2579.298375 = -225700.634940 nChanged 97 SP:Iteration 8Q (1557.569484 sec): 3 clusters Score: Raw -228348.755796 + Penalty 2579.298375 = -225769.457421 nChanged 75 SP:Iteration 9Q (1557.582966 sec): 3 clusters Score: Raw -228391.471002 + Penalty 2579.298375 = -225812.172627 nChanged 64 SP:Iteration 10Q (1557.596592 sec): 3 clusters Score: Raw -228432.558173 + Penalty 2579.298375 = -225853.259798 nChanged 46 SP:Iteration 11Q (1557.610162 sec): 3 clusters Score: Raw -228462.964592 + Penalty 2579.298375 = -225883.666217 nChanged 45 SP:Iteration 12Q (1557.623754 sec): 3 clusters Score: Raw -228494.449539 + Penalty 2579.298375 = -225915.151164 nChanged 51 SP:Iteration 13Q (1557.637318 sec): 3 clusters Score: Raw -228523.108812 + Penalty 2579.298375 = -225943.810437 nChanged 43 SP:Iteration 14Q (1557.650950 sec): 3 clusters Score: Raw -228547.634723 + Penalty 2579.298375 = -225968.336347 nChanged 37 SP:Iteration 15Q (1557.664535 sec): 3 clusters Score: Raw -228576.148730 + Penalty 2579.298375 = -225996.850355 nChanged 41 SP:Iteration 16Q (1557.678100 sec): 3 clusters Score: Raw -228599.727008 + Penalty 2579.298375 = -226020.428633 nChanged 46 SP:Iteration 17Q (1557.691537 sec): 3 clusters Score: Raw -228624.305890 + Penalty 2579.298375 = -226045.007514 nChanged 39 SP:Iteration 18Q (1557.705047 sec): 3 clusters Score: Raw -228650.097706 + Penalty 2579.298375 = -226070.799331 nChanged 41 SP:Iteration 19Q (1557.718476 sec): 3 clusters Score: Raw -228675.393308 + Penalty 2579.298375 = -226096.094933 nChanged 35 SP:Iteration 20F (1557.732179 sec): 3 clusters Score: Raw -228695.565227 + Penalty 2579.298375 = -226116.266851 nChanged 28 SP:Iteration 21Q (1557.745707 sec): 3 clusters Score: Raw -228709.013742 + Penalty 2579.298375 = -226129.715366 nChanged 26 SP:Iteration 22Q (1557.759113 sec): 3 clusters Score: Raw -228723.401047 + Penalty 2579.298375 = -226144.102672 nChanged 26 SP:Iteration 23Q (1557.772610 sec): 3 clusters Score: Raw -228737.973104 + Penalty 2579.298375 = -226158.674729 nChanged 16 SP:Iteration 24Q (1557.786115 sec): 3 clusters Score: Raw -228744.134019 + Penalty 2579.298375 = -226164.835644 nChanged 12 SP:Iteration 25Q (1557.799602 sec): 3 clusters Score: Raw -228746.941995 + Penalty 2579.298375 = -226167.643619 nChanged 1 SP:Iteration 26Q (1557.813057 sec): 3 clusters Score: Raw -228747.001988 + Penalty 2579.298375 = -226167.703613 nChanged 0 SP:Iteration 27F (1557.826724 sec): 3 clusters Score: Raw -228747.001988 + Penalty 2579.298375 = -226167.703613 nChanged 0 Trying to split cluster 8 (7992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1557.848372 sec): 2 clusters Score: Raw -668838.335000 + Penalty 1460.256902 = -667378.078098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1557.874554 sec): 3 clusters Score: Raw -664390.830093 + Penalty 2920.513804 = -661470.316288 nChanged 3443 SP:Iteration 1F (1557.899805 sec): 3 clusters Score: Raw -666209.798428 + Penalty 2920.513804 = -663289.284624 nChanged 505 SP:Iteration 2F (1557.924941 sec): 3 clusters Score: Raw -666439.122561 + Penalty 2920.513804 = -663518.608757 nChanged 426 SP:Iteration 3F (1557.950298 sec): 3 clusters Score: Raw -666651.024552 + Penalty 2920.513804 = -663730.510748 nChanged 379 SP:Iteration 4Q (1557.975565 sec): 3 clusters Score: Raw -666842.778107 + Penalty 2920.513804 = -663922.264303 nChanged 330 SP:Iteration 5Q (1558.001098 sec): 3 clusters Score: Raw -667002.382546 + Penalty 2920.513804 = -664081.868742 nChanged 305 SP:Iteration 6Q (1558.026400 sec): 3 clusters Score: Raw -667159.186577 + Penalty 2920.513804 = -664238.672772 nChanged 311 SP:Iteration 7Q (1558.051655 sec): 3 clusters Score: Raw -667318.133031 + Penalty 2920.513804 = -664397.619227 nChanged 314 SP:Iteration 8Q (1558.077196 sec): 3 clusters Score: Raw -667501.477610 + Penalty 2920.513804 = -664580.963806 nChanged 322 SP:Iteration 9Q (1558.102578 sec): 3 clusters Score: Raw -667693.251986 + Penalty 2920.513804 = -664772.738182 nChanged 307 SP:Iteration 10Q (1558.127718 sec): 3 clusters Score: Raw -667877.724922 + Penalty 2920.513804 = -664957.211118 nChanged 264 SP:Iteration 11Q (1558.152804 sec): 3 clusters Score: Raw -668017.454827 + Penalty 2920.513804 = -665096.941023 nChanged 227 SP:Iteration 12Q (1558.177867 sec): 3 clusters Score: Raw -668133.569766 + Penalty 2920.513804 = -665213.055962 nChanged 206 SP:Iteration 13Q (1558.202790 sec): 3 clusters Score: Raw -668251.017810 + Penalty 2920.513804 = -665330.504006 nChanged 213 SP:Iteration 14Q (1558.227845 sec): 3 clusters Score: Raw -668375.547644 + Penalty 2920.513804 = -665455.033840 nChanged 172 SP:Iteration 15Q (1558.252640 sec): 3 clusters Score: Raw -668459.011295 + Penalty 2920.513804 = -665538.497491 nChanged 144 SP:Iteration 16Q (1558.277212 sec): 3 clusters Score: Raw -668522.723146 + Penalty 2920.513804 = -665602.209342 nChanged 123 SP:Iteration 17Q (1558.302011 sec): 3 clusters Score: Raw -668578.370828 + Penalty 2920.513804 = -665657.857024 nChanged 102 SP:Iteration 18Q (1558.326218 sec): 3 clusters Score: Raw -668618.410244 + Penalty 2920.513804 = -665697.896440 nChanged 74 SP:Iteration 19Q (1558.350637 sec): 3 clusters Score: Raw -668641.075111 + Penalty 2920.513804 = -665720.561307 nChanged 64 SP:Iteration 20F (1558.375898 sec): 3 clusters Score: Raw -668659.553202 + Penalty 2920.513804 = -665739.039398 nChanged 53 SP:Iteration 21Q (1558.400265 sec): 3 clusters Score: Raw -668677.931730 + Penalty 2920.513804 = -665757.417926 nChanged 62 SP:Iteration 22Q (1558.424683 sec): 3 clusters Score: Raw -668699.403910 + Penalty 2920.513804 = -665778.890106 nChanged 53 SP:Iteration 23Q (1558.449112 sec): 3 clusters Score: Raw -668716.844860 + Penalty 2920.513804 = -665796.331055 nChanged 52 SP:Iteration 24Q (1558.473509 sec): 3 clusters Score: Raw -668737.187092 + Penalty 2920.513804 = -665816.673288 nChanged 53 SP:Iteration 25Q (1558.497809 sec): 3 clusters Score: Raw -668752.639858 + Penalty 2920.513804 = -665832.126054 nChanged 45 SP:Iteration 26Q (1558.521899 sec): 3 clusters Score: Raw -668769.352431 + Penalty 2920.513804 = -665848.838627 nChanged 54 SP:Iteration 27Q (1558.546056 sec): 3 clusters Score: Raw -668785.925822 + Penalty 2920.513804 = -665865.412018 nChanged 52 SP:Iteration 28Q (1558.570124 sec): 3 clusters Score: Raw -668803.982000 + Penalty 2920.513804 = -665883.468196 nChanged 50 SP:Iteration 29Q (1558.594350 sec): 3 clusters Score: Raw -668820.783182 + Penalty 2920.513804 = -665900.269378 nChanged 42 SP:Iteration 30Q (1558.618726 sec): 3 clusters Score: Raw -668838.914189 + Penalty 2920.513804 = -665918.400385 nChanged 47 SP:Iteration 31Q (1558.642643 sec): 3 clusters Score: Raw -668854.013884 + Penalty 2920.513804 = -665933.500080 nChanged 39 SP:Iteration 32Q (1558.666662 sec): 3 clusters Score: Raw -668865.821811 + Penalty 2920.513804 = -665945.308007 nChanged 38 SP:Iteration 33Q (1558.690930 sec): 3 clusters Score: Raw -668876.708811 + Penalty 2920.513804 = -665956.195007 nChanged 32 SP:Iteration 34Q (1558.715121 sec): 3 clusters Score: Raw -668883.917293 + Penalty 2920.513804 = -665963.403489 nChanged 25 SP:Iteration 35Q (1558.739035 sec): 3 clusters Score: Raw -668889.374123 + Penalty 2920.513804 = -665968.860319 nChanged 16 SP:Iteration 36Q (1558.763055 sec): 3 clusters Score: Raw -668892.837476 + Penalty 2920.513804 = -665972.323672 nChanged 14 SP:Iteration 37Q (1558.786907 sec): 3 clusters Score: Raw -668894.768901 + Penalty 2920.513804 = -665974.255097 nChanged 7 SP:Iteration 38Q (1558.810997 sec): 3 clusters Score: Raw -668895.831804 + Penalty 2920.513804 = -665975.318000 nChanged 7 SP:Iteration 39Q (1558.834753 sec): 3 clusters Score: Raw -668896.767456 + Penalty 2920.513804 = -665976.253652 nChanged 9 SP:Iteration 40F (1558.859964 sec): 3 clusters Score: Raw -668898.503378 + Penalty 2920.513804 = -665977.989574 nChanged 8 SP:Iteration 41Q (1558.884068 sec): 3 clusters Score: Raw -668899.792379 + Penalty 2920.513804 = -665979.278575 nChanged 10 SP:Iteration 42Q (1558.908135 sec): 3 clusters Score: Raw -668901.488520 + Penalty 2920.513804 = -665980.974716 nChanged 7 SP:Iteration 43Q (1558.932180 sec): 3 clusters Score: Raw -668902.591026 + Penalty 2920.513804 = -665982.077222 nChanged 8 SP:Iteration 44Q (1558.956024 sec): 3 clusters Score: Raw -668903.876596 + Penalty 2920.513804 = -665983.362792 nChanged 5 SP:Iteration 45Q (1558.980065 sec): 3 clusters Score: Raw -668904.787265 + Penalty 2920.513804 = -665984.273461 nChanged 3 SP:Iteration 46Q (1559.004136 sec): 3 clusters Score: Raw -668905.053634 + Penalty 2920.513804 = -665984.539830 nChanged 2 SP:Iteration 47Q (1559.028099 sec): 3 clusters Score: Raw -668905.315712 + Penalty 2920.513804 = -665984.801908 nChanged 1 SP:Iteration 48Q (1559.051984 sec): 3 clusters Score: Raw -668905.374817 + Penalty 2920.513804 = -665984.861013 nChanged 0 SP:Iteration 49F (1559.077103 sec): 3 clusters Score: Raw -668905.374817 + Penalty 2920.513804 = -665984.861013 nChanged 0 Trying to split cluster 9 (5028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1559.096009 sec): 2 clusters Score: Raw -372827.212895 + Penalty 1384.951355 = -371442.261540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1559.117887 sec): 3 clusters Score: Raw -370239.474027 + Penalty 2769.902710 = -367469.571317 nChanged 2014 SP:Iteration 1F (1559.139350 sec): 3 clusters Score: Raw -371431.062075 + Penalty 2769.902710 = -368661.159365 nChanged 410 SP:Iteration 2F (1559.160739 sec): 3 clusters Score: Raw -371719.815363 + Penalty 2769.902710 = -368949.912653 nChanged 338 SP:Iteration 3F (1559.182457 sec): 3 clusters Score: Raw -371995.405629 + Penalty 2769.902710 = -369225.502919 nChanged 326 SP:Iteration 4F (1559.204165 sec): 3 clusters Score: Raw -372280.129495 + Penalty 2769.902710 = -369510.226785 nChanged 311 SP:Iteration 5F (1559.225868 sec): 3 clusters Score: Raw -372552.877022 + Penalty 2769.902710 = -369782.974312 nChanged 267 SP:Iteration 6F (1559.247442 sec): 3 clusters Score: Raw -372749.144281 + Penalty 2769.902710 = -369979.241571 nChanged 236 SP:Iteration 7Q (1559.268751 sec): 3 clusters Score: Raw -372911.018913 + Penalty 2769.902710 = -370141.116203 nChanged 181 SP:Iteration 8Q (1559.290161 sec): 3 clusters Score: Raw -373017.430114 + Penalty 2769.902710 = -370247.527404 nChanged 140 SP:Iteration 9Q (1559.311453 sec): 3 clusters Score: Raw -373086.086214 + Penalty 2769.902710 = -370316.183504 nChanged 112 SP:Iteration 10Q (1559.332815 sec): 3 clusters Score: Raw -373140.232726 + Penalty 2769.902710 = -370370.330016 nChanged 92 SP:Iteration 11Q (1559.354240 sec): 3 clusters Score: Raw -373178.126708 + Penalty 2769.902710 = -370408.223998 nChanged 64 SP:Iteration 12Q (1559.375474 sec): 3 clusters Score: Raw -373206.068359 + Penalty 2769.902710 = -370436.165649 nChanged 62 SP:Iteration 13Q (1559.396666 sec): 3 clusters Score: Raw -373229.767288 + Penalty 2769.902710 = -370459.864578 nChanged 54 SP:Iteration 14Q (1559.418065 sec): 3 clusters Score: Raw -373247.690469 + Penalty 2769.902710 = -370477.787758 nChanged 43 SP:Iteration 15Q (1559.439593 sec): 3 clusters Score: Raw -373259.103349 + Penalty 2769.902710 = -370489.200639 nChanged 38 SP:Iteration 16Q (1559.460852 sec): 3 clusters Score: Raw -373270.399137 + Penalty 2769.902710 = -370500.496427 nChanged 37 SP:Iteration 17Q (1559.482110 sec): 3 clusters Score: Raw -373281.514039 + Penalty 2769.902710 = -370511.611329 nChanged 31 SP:Iteration 18Q (1559.503492 sec): 3 clusters Score: Raw -373289.959297 + Penalty 2769.902710 = -370520.056587 nChanged 23 SP:Iteration 19Q (1559.524849 sec): 3 clusters Score: Raw -373296.107706 + Penalty 2769.902710 = -370526.204996 nChanged 25 SP:Iteration 20F (1559.546480 sec): 3 clusters Score: Raw -373301.972663 + Penalty 2769.902710 = -370532.069953 nChanged 27 SP:Iteration 21Q (1559.567795 sec): 3 clusters Score: Raw -373308.650448 + Penalty 2769.902710 = -370538.747738 nChanged 23 SP:Iteration 22Q (1559.588985 sec): 3 clusters Score: Raw -373314.237499 + Penalty 2769.902710 = -370544.334789 nChanged 13 SP:Iteration 23Q (1559.610475 sec): 3 clusters Score: Raw -373317.468321 + Penalty 2769.902710 = -370547.565611 nChanged 15 SP:Iteration 24Q (1559.631625 sec): 3 clusters Score: Raw -373320.317982 + Penalty 2769.902710 = -370550.415272 nChanged 14 SP:Iteration 25Q (1559.652895 sec): 3 clusters Score: Raw -373324.582579 + Penalty 2769.902710 = -370554.679868 nChanged 13 SP:Iteration 26Q (1559.674216 sec): 3 clusters Score: Raw -373327.412698 + Penalty 2769.902710 = -370557.509988 nChanged 8 SP:Iteration 27Q (1559.695675 sec): 3 clusters Score: Raw -373328.755587 + Penalty 2769.902710 = -370558.852877 nChanged 7 SP:Iteration 28Q (1559.716753 sec): 3 clusters Score: Raw -373329.732965 + Penalty 2769.902710 = -370559.830255 nChanged 2 SP:Iteration 29Q (1559.738106 sec): 3 clusters Score: Raw -373330.194289 + Penalty 2769.902710 = -370560.291579 nChanged 2 SP:Iteration 30Q (1559.759109 sec): 3 clusters Score: Raw -373330.711433 + Penalty 2769.902710 = -370560.808722 nChanged 5 SP:Iteration 31Q (1559.780268 sec): 3 clusters Score: Raw -373331.944285 + Penalty 2769.902710 = -370562.041575 nChanged 3 SP:Iteration 32Q (1559.801605 sec): 3 clusters Score: Raw -373332.677906 + Penalty 2769.902710 = -370562.775196 nChanged 4 SP:Iteration 33Q (1559.823021 sec): 3 clusters Score: Raw -373333.353039 + Penalty 2769.902710 = -370563.450329 nChanged 3 SP:Iteration 34Q (1559.844121 sec): 3 clusters Score: Raw -373333.788355 + Penalty 2769.902710 = -370563.885645 nChanged 2 SP:Iteration 35Q (1559.865466 sec): 3 clusters Score: Raw -373333.939858 + Penalty 2769.902710 = -370564.037148 nChanged 0 SP:Iteration 36F (1559.887090 sec): 3 clusters Score: Raw -373333.939858 + Penalty 2769.902710 = -370564.037148 nChanged 0 Trying to split cluster 10 (6747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1559.907676 sec): 2 clusters Score: Raw -560916.612597 + Penalty 1432.738652 = -559483.873946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1559.931941 sec): 3 clusters Score: Raw -557266.991549 + Penalty 2865.477303 = -554401.514245 nChanged 2825 SP:Iteration 1F (1559.955755 sec): 3 clusters Score: Raw -558703.978607 + Penalty 2865.477303 = -555838.501303 nChanged 442 SP:Iteration 2F (1559.979462 sec): 3 clusters Score: Raw -558929.273672 + Penalty 2865.477303 = -556063.796368 nChanged 375 SP:Iteration 3F (1560.003189 sec): 3 clusters Score: Raw -559130.500962 + Penalty 2865.477303 = -556265.023659 nChanged 345 SP:Iteration 4F (1560.026847 sec): 3 clusters Score: Raw -559343.794924 + Penalty 2865.477303 = -556478.317620 nChanged 353 SP:Iteration 5F (1560.050615 sec): 3 clusters Score: Raw -559563.242679 + Penalty 2865.477303 = -556697.765376 nChanged 348 SP:Iteration 6F (1560.074367 sec): 3 clusters Score: Raw -559800.812848 + Penalty 2865.477303 = -556935.335544 nChanged 287 SP:Iteration 7Q (1560.098274 sec): 3 clusters Score: Raw -559991.617168 + Penalty 2865.477303 = -557126.139865 nChanged 269 SP:Iteration 8Q (1560.121859 sec): 3 clusters Score: Raw -560193.090113 + Penalty 2865.477303 = -557327.612810 nChanged 246 SP:Iteration 9Q (1560.145230 sec): 3 clusters Score: Raw -560407.540919 + Penalty 2865.477303 = -557542.063615 nChanged 214 SP:Iteration 10Q (1560.168628 sec): 3 clusters Score: Raw -560584.397361 + Penalty 2865.477303 = -557718.920057 nChanged 174 SP:Iteration 11Q (1560.191493 sec): 3 clusters Score: Raw -560723.454154 + Penalty 2865.477303 = -557857.976851 nChanged 140 SP:Iteration 12Q (1560.214172 sec): 3 clusters Score: Raw -560848.620079 + Penalty 2865.477303 = -557983.142776 nChanged 105 SP:Iteration 13Q (1560.236770 sec): 3 clusters Score: Raw -560929.204196 + Penalty 2865.477303 = -558063.726893 nChanged 83 SP:Iteration 14Q (1560.259143 sec): 3 clusters Score: Raw -560992.356513 + Penalty 2865.477303 = -558126.879210 nChanged 59 SP:Iteration 15Q (1560.281547 sec): 3 clusters Score: Raw -561037.930802 + Penalty 2865.477303 = -558172.453499 nChanged 45 SP:Iteration 16Q (1560.303893 sec): 3 clusters Score: Raw -561065.307286 + Penalty 2865.477303 = -558199.829983 nChanged 30 SP:Iteration 17Q (1560.326144 sec): 3 clusters Score: Raw -561080.381973 + Penalty 2865.477303 = -558214.904670 nChanged 16 SP:Iteration 18Q (1560.348219 sec): 3 clusters Score: Raw -561090.174330 + Penalty 2865.477303 = -558224.697027 nChanged 11 SP:Iteration 19Q (1560.370386 sec): 3 clusters Score: Raw -561097.948933 + Penalty 2865.477303 = -558232.471630 nChanged 9 SP:Iteration 20F (1560.394213 sec): 3 clusters Score: Raw -561103.716659 + Penalty 2865.477303 = -558238.239355 nChanged 7 SP:Iteration 21Q (1560.416062 sec): 3 clusters Score: Raw -561108.620118 + Penalty 2865.477303 = -558243.142814 nChanged 9 SP:Iteration 22Q (1560.438191 sec): 3 clusters Score: Raw -561112.651338 + Penalty 2865.477303 = -558247.174034 nChanged 11 SP:Iteration 23Q (1560.460247 sec): 3 clusters Score: Raw -561118.356978 + Penalty 2865.477303 = -558252.879674 nChanged 8 SP:Iteration 24Q (1560.482286 sec): 3 clusters Score: Raw -561121.496446 + Penalty 2865.477303 = -558256.019143 nChanged 5 SP:Iteration 25Q (1560.504442 sec): 3 clusters Score: Raw -561124.035188 + Penalty 2865.477303 = -558258.557884 nChanged 2 SP:Iteration 26Q (1560.526346 sec): 3 clusters Score: Raw -561124.908168 + Penalty 2865.477303 = -558259.430865 nChanged 2 SP:Iteration 27Q (1560.548600 sec): 3 clusters Score: Raw -561126.462250 + Penalty 2865.477303 = -558260.984947 nChanged 2 SP:Iteration 28Q (1560.570434 sec): 3 clusters Score: Raw -561127.614606 + Penalty 2865.477303 = -558262.137303 nChanged 1 SP:Iteration 29Q (1560.592459 sec): 3 clusters Score: Raw -561127.997381 + Penalty 2865.477303 = -558262.520077 nChanged 0 SP:Iteration 30F (1560.616337 sec): 3 clusters Score: Raw -561127.997381 + Penalty 2865.477303 = -558262.520077 nChanged 0 Trying to split cluster 11 (8727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1560.638166 sec): 2 clusters Score: Raw -740455.488551 + Penalty 1474.553754 = -738980.934797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1560.664578 sec): 3 clusters Score: Raw -735597.528335 + Penalty 2949.107508 = -732648.420827 nChanged 3715 SP:Iteration 1F (1560.690077 sec): 3 clusters Score: Raw -737787.968833 + Penalty 2949.107508 = -734838.861325 nChanged 623 SP:Iteration 2F (1560.715736 sec): 3 clusters Score: Raw -738199.796336 + Penalty 2949.107508 = -735250.688828 nChanged 650 SP:Iteration 3F (1560.741102 sec): 3 clusters Score: Raw -738698.646262 + Penalty 2949.107508 = -735749.538754 nChanged 638 SP:Iteration 4F (1560.766630 sec): 3 clusters Score: Raw -739214.626480 + Penalty 2949.107508 = -736265.518973 nChanged 570 SP:Iteration 5F (1560.792178 sec): 3 clusters Score: Raw -739688.106297 + Penalty 2949.107508 = -736738.998789 nChanged 443 SP:Iteration 6F (1560.817588 sec): 3 clusters Score: Raw -740018.960600 + Penalty 2949.107508 = -737069.853092 nChanged 323 SP:Iteration 7Q (1560.843225 sec): 3 clusters Score: Raw -740240.823311 + Penalty 2949.107508 = -737291.715803 nChanged 231 SP:Iteration 8Q (1560.868613 sec): 3 clusters Score: Raw -740395.805683 + Penalty 2949.107508 = -737446.698175 nChanged 168 SP:Iteration 9Q (1560.894054 sec): 3 clusters Score: Raw -740519.278676 + Penalty 2949.107508 = -737570.171168 nChanged 146 SP:Iteration 10Q (1560.919167 sec): 3 clusters Score: Raw -740626.723615 + Penalty 2949.107508 = -737677.616108 nChanged 122 SP:Iteration 11Q (1560.943967 sec): 3 clusters Score: Raw -740700.564392 + Penalty 2949.107508 = -737751.456884 nChanged 80 SP:Iteration 12Q (1560.968370 sec): 3 clusters Score: Raw -740737.623430 + Penalty 2949.107508 = -737788.515922 nChanged 62 SP:Iteration 13Q (1560.992992 sec): 3 clusters Score: Raw -740764.275311 + Penalty 2949.107508 = -737815.167803 nChanged 55 SP:Iteration 14Q (1561.017280 sec): 3 clusters Score: Raw -740787.984793 + Penalty 2949.107508 = -737838.877286 nChanged 38 SP:Iteration 15Q (1561.041461 sec): 3 clusters Score: Raw -740804.183627 + Penalty 2949.107508 = -737855.076119 nChanged 35 SP:Iteration 16Q (1561.065413 sec): 3 clusters Score: Raw -740814.704953 + Penalty 2949.107508 = -737865.597445 nChanged 22 SP:Iteration 17Q (1561.089575 sec): 3 clusters Score: Raw -740820.784430 + Penalty 2949.107508 = -737871.676922 nChanged 19 SP:Iteration 18Q (1561.113576 sec): 3 clusters Score: Raw -740826.524708 + Penalty 2949.107508 = -737877.417200 nChanged 15 SP:Iteration 19Q (1561.137472 sec): 3 clusters Score: Raw -740830.985454 + Penalty 2949.107508 = -737881.877946 nChanged 10 SP:Iteration 20F (1561.162849 sec): 3 clusters Score: Raw -740833.798364 + Penalty 2949.107508 = -737884.690856 nChanged 7 SP:Iteration 21Q (1561.186686 sec): 3 clusters Score: Raw -740835.816592 + Penalty 2949.107508 = -737886.709084 nChanged 9 SP:Iteration 22Q (1561.210461 sec): 3 clusters Score: Raw -740837.988397 + Penalty 2949.107508 = -737888.880889 nChanged 6 SP:Iteration 23Q (1561.234349 sec): 3 clusters Score: Raw -740839.920501 + Penalty 2949.107508 = -737890.812993 nChanged 3 SP:Iteration 24Q (1561.258112 sec): 3 clusters Score: Raw -740840.381376 + Penalty 2949.107508 = -737891.273868 nChanged 2 SP:Iteration 25Q (1561.281860 sec): 3 clusters Score: Raw -740840.733451 + Penalty 2949.107508 = -737891.625943 nChanged 1 SP:Iteration 26Q (1561.305643 sec): 3 clusters Score: Raw -740841.050008 + Penalty 2949.107508 = -737891.942500 nChanged 1 SP:Iteration 27Q (1561.329580 sec): 3 clusters Score: Raw -740841.229240 + Penalty 2949.107508 = -737892.121732 nChanged 2 SP:Iteration 28Q (1561.353332 sec): 3 clusters Score: Raw -740841.631756 + Penalty 2949.107508 = -737892.524248 nChanged 1 SP:Iteration 29Q (1561.377050 sec): 3 clusters Score: Raw -740841.742002 + Penalty 2949.107508 = -737892.634494 nChanged 0 SP:Iteration 30F (1561.402569 sec): 3 clusters Score: Raw -740841.742002 + Penalty 2949.107508 = -737892.634494 nChanged 0 Trying to split cluster 12 (2929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1561.418402 sec): 2 clusters Score: Raw -235029.008932 + Penalty 1297.142656 = -233731.866275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1561.433646 sec): 3 clusters Score: Raw -233616.535800 + Penalty 2594.285313 = -231022.250487 nChanged 1143 SP:Iteration 1F (1561.447854 sec): 3 clusters Score: Raw -234263.315192 + Penalty 2594.285313 = -231669.029879 nChanged 230 SP:Iteration 2F (1561.462171 sec): 3 clusters Score: Raw -234411.675307 + Penalty 2594.285313 = -231817.389994 nChanged 128 SP:Iteration 3Q (1561.476566 sec): 3 clusters Score: Raw -234485.591299 + Penalty 2594.285313 = -231891.305987 nChanged 98 SP:Iteration 4Q (1561.490797 sec): 3 clusters Score: Raw -234541.474823 + Penalty 2594.285313 = -231947.189511 nChanged 70 SP:Iteration 5Q (1561.505152 sec): 3 clusters Score: Raw -234587.584237 + Penalty 2594.285313 = -231993.298924 nChanged 62 SP:Iteration 6Q (1561.519536 sec): 3 clusters Score: Raw -234624.558651 + Penalty 2594.285313 = -232030.273338 nChanged 61 SP:Iteration 7Q (1561.533746 sec): 3 clusters Score: Raw -234665.941045 + Penalty 2594.285313 = -232071.655732 nChanged 58 SP:Iteration 8Q (1561.547923 sec): 3 clusters Score: Raw -234701.269719 + Penalty 2594.285313 = -232106.984406 nChanged 57 SP:Iteration 9Q (1561.562227 sec): 3 clusters Score: Raw -234743.194913 + Penalty 2594.285313 = -232148.909601 nChanged 60 SP:Iteration 10Q (1561.576510 sec): 3 clusters Score: Raw -234794.791508 + Penalty 2594.285313 = -232200.506195 nChanged 56 SP:Iteration 11Q (1561.590750 sec): 3 clusters Score: Raw -234854.911859 + Penalty 2594.285313 = -232260.626547 nChanged 74 SP:Iteration 12Q (1561.604979 sec): 3 clusters Score: Raw -234937.999151 + Penalty 2594.285313 = -232343.713838 nChanged 73 SP:Iteration 13Q (1561.619134 sec): 3 clusters Score: Raw -235029.687846 + Penalty 2594.285313 = -232435.402533 nChanged 60 SP:Iteration 14Q (1561.633041 sec): 3 clusters Score: Raw -235082.837857 + Penalty 2594.285313 = -232488.552544 nChanged 42 SP:Iteration 15Q (1561.647027 sec): 3 clusters Score: Raw -235104.762685 + Penalty 2594.285313 = -232510.477372 nChanged 37 SP:Iteration 16Q (1561.660979 sec): 3 clusters Score: Raw -235120.653928 + Penalty 2594.285313 = -232526.368615 nChanged 20 SP:Iteration 17Q (1561.674931 sec): 3 clusters Score: Raw -235129.565599 + Penalty 2594.285313 = -232535.280287 nChanged 13 SP:Iteration 18Q (1561.688740 sec): 3 clusters Score: Raw -235136.269992 + Penalty 2594.285313 = -232541.984679 nChanged 12 SP:Iteration 19Q (1561.702674 sec): 3 clusters Score: Raw -235140.470189 + Penalty 2594.285313 = -232546.184876 nChanged 11 SP:Iteration 20F (1561.716908 sec): 3 clusters Score: Raw -235144.263648 + Penalty 2594.285313 = -232549.978335 nChanged 4 SP:Iteration 21Q (1561.766182 sec): 3 clusters Score: Raw -235146.987904 + Penalty 2594.285313 = -232552.702591 nChanged 7 SP:Iteration 22Q (1561.779672 sec): 3 clusters Score: Raw -235149.213177 + Penalty 2594.285313 = -232554.927864 nChanged 9 SP:Iteration 23Q (1561.793684 sec): 3 clusters Score: Raw -235152.151123 + Penalty 2594.285313 = -232557.865810 nChanged 13 SP:Iteration 24Q (1561.807492 sec): 3 clusters Score: Raw -235158.773008 + Penalty 2594.285313 = -232564.487695 nChanged 12 SP:Iteration 25Q (1561.821302 sec): 3 clusters Score: Raw -235162.349599 + Penalty 2594.285313 = -232568.064286 nChanged 5 SP:Iteration 26Q (1561.835180 sec): 3 clusters Score: Raw -235163.574234 + Penalty 2594.285313 = -232569.288921 nChanged 0 SP:Iteration 27F (1561.849275 sec): 3 clusters Score: Raw -235163.574234 + Penalty 2594.285313 = -232569.288921 nChanged 0 Trying to split cluster 13 (30937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1561.896134 sec): 2 clusters Score: Raw -2646122.821985 + Penalty 1680.202576 = -2644442.619410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1561.956742 sec): 3 clusters Score: Raw -2626958.367878 + Penalty 3360.405151 = -2623597.962727 nChanged 14255 SP:Iteration 1F (1562.013571 sec): 3 clusters Score: Raw -2635173.914852 + Penalty 3360.405151 = -2631813.509700 nChanged 1515 SP:Iteration 2Q (1562.072980 sec): 3 clusters Score: Raw -2635749.881146 + Penalty 3360.405151 = -2632389.475994 nChanged 1520 SP:Iteration 3Q (1562.131403 sec): 3 clusters Score: Raw -2636369.659853 + Penalty 3360.405151 = -2633009.254702 nChanged 1537 SP:Iteration 4Q (1562.189777 sec): 3 clusters Score: Raw -2637075.804192 + Penalty 3360.405151 = -2633715.399041 nChanged 1649 SP:Iteration 5F (1562.245709 sec): 3 clusters Score: Raw -2637977.701625 + Penalty 3360.405151 = -2634617.296474 nChanged 1781 SP:Iteration 6F (1562.302449 sec): 3 clusters Score: Raw -2639006.781733 + Penalty 3360.405151 = -2635646.376582 nChanged 1675 SP:Iteration 7F (1562.359218 sec): 3 clusters Score: Raw -2639987.140636 + Penalty 3360.405151 = -2636626.735485 nChanged 1590 SP:Iteration 8F (1562.416024 sec): 3 clusters Score: Raw -2640790.805425 + Penalty 3360.405151 = -2637430.400274 nChanged 1298 SP:Iteration 9Q (1562.474746 sec): 3 clusters Score: Raw -2641376.872795 + Penalty 3360.405151 = -2638016.467644 nChanged 1028 SP:Iteration 10Q (1562.532774 sec): 3 clusters Score: Raw -2641819.037318 + Penalty 3360.405151 = -2638458.632167 nChanged 902 SP:Iteration 11Q (1562.590393 sec): 3 clusters Score: Raw -2642181.045744 + Penalty 3360.405151 = -2638820.640593 nChanged 754 SP:Iteration 12Q (1562.648039 sec): 3 clusters Score: Raw -2642489.280798 + Penalty 3360.405151 = -2639128.875646 nChanged 631 SP:Iteration 13Q (1562.705051 sec): 3 clusters Score: Raw -2642739.650269 + Penalty 3360.405151 = -2639379.245118 nChanged 560 SP:Iteration 14Q (1562.762016 sec): 3 clusters Score: Raw -2642953.592731 + Penalty 3360.405151 = -2639593.187580 nChanged 526 SP:Iteration 15Q (1562.818254 sec): 3 clusters Score: Raw -2643143.871106 + Penalty 3360.405151 = -2639783.465954 nChanged 491 SP:Iteration 16Q (1562.874614 sec): 3 clusters Score: Raw -2643319.254568 + Penalty 3360.405151 = -2639958.849417 nChanged 444 SP:Iteration 17Q (1562.930252 sec): 3 clusters Score: Raw -2643465.787280 + Penalty 3360.405151 = -2640105.382128 nChanged 420 SP:Iteration 18Q (1562.986029 sec): 3 clusters Score: Raw -2643594.485400 + Penalty 3360.405151 = -2640234.080249 nChanged 395 SP:Iteration 19Q (1563.041363 sec): 3 clusters Score: Raw -2643710.062730 + Penalty 3360.405151 = -2640349.657579 nChanged 346 SP:Iteration 20F (1563.096996 sec): 3 clusters Score: Raw -2643798.366859 + Penalty 3360.405151 = -2640437.961708 nChanged 343 SP:Iteration 21Q (1563.153128 sec): 3 clusters Score: Raw -2643890.318772 + Penalty 3360.405151 = -2640529.913620 nChanged 346 SP:Iteration 22Q (1563.207954 sec): 3 clusters Score: Raw -2643982.378129 + Penalty 3360.405151 = -2640621.972978 nChanged 376 SP:Iteration 23Q (1563.262690 sec): 3 clusters Score: Raw -2644085.313796 + Penalty 3360.405151 = -2640724.908645 nChanged 376 SP:Iteration 24Q (1563.317052 sec): 3 clusters Score: Raw -2644181.423685 + Penalty 3360.405151 = -2640821.018534 nChanged 356 SP:Iteration 25Q (1563.371210 sec): 3 clusters Score: Raw -2644272.400909 + Penalty 3360.405151 = -2640911.995758 nChanged 356 SP:Iteration 26Q (1563.425448 sec): 3 clusters Score: Raw -2644369.674306 + Penalty 3360.405151 = -2641009.269155 nChanged 385 SP:Iteration 27Q (1563.479119 sec): 3 clusters Score: Raw -2644485.870577 + Penalty 3360.405151 = -2641125.465425 nChanged 427 SP:Iteration 28Q (1563.534410 sec): 3 clusters Score: Raw -2644617.957238 + Penalty 3360.405151 = -2641257.552087 nChanged 402 SP:Iteration 29Q (1563.587678 sec): 3 clusters Score: Raw -2644744.092713 + Penalty 3360.405151 = -2641383.687562 nChanged 382 SP:Iteration 30Q (1563.640247 sec): 3 clusters Score: Raw -2644858.820928 + Penalty 3360.405151 = -2641498.415776 nChanged 371 SP:Iteration 31Q (1563.692556 sec): 3 clusters Score: Raw -2644975.300213 + Penalty 3360.405151 = -2641614.895062 nChanged 348 SP:Iteration 32Q (1563.744519 sec): 3 clusters Score: Raw -2645083.068662 + Penalty 3360.405151 = -2641722.663511 nChanged 346 SP:Iteration 33Q (1563.796100 sec): 3 clusters Score: Raw -2645190.475748 + Penalty 3360.405151 = -2641830.070597 nChanged 307 SP:Iteration 34Q (1563.847489 sec): 3 clusters Score: Raw -2645290.657751 + Penalty 3360.405151 = -2641930.252600 nChanged 321 SP:Iteration 35Q (1563.898651 sec): 3 clusters Score: Raw -2645400.016922 + Penalty 3360.405151 = -2642039.611771 nChanged 316 SP:Iteration 36Q (1563.949384 sec): 3 clusters Score: Raw -2645505.205094 + Penalty 3360.405151 = -2642144.799943 nChanged 290 SP:Iteration 37Q (1563.999805 sec): 3 clusters Score: Raw -2645612.195495 + Penalty 3360.405151 = -2642251.790344 nChanged 272 SP:Iteration 38Q (1564.050249 sec): 3 clusters Score: Raw -2645716.902715 + Penalty 3360.405151 = -2642356.497564 nChanged 235 SP:Iteration 39Q (1564.100403 sec): 3 clusters Score: Raw -2645800.809235 + Penalty 3360.405151 = -2642440.404084 nChanged 203 SP:Iteration 40F (1564.155696 sec): 3 clusters Score: Raw -2645870.351102 + Penalty 3360.405151 = -2642509.945951 nChanged 207 SP:Iteration 41Q (1564.206475 sec): 3 clusters Score: Raw -2645946.116040 + Penalty 3360.405151 = -2642585.710889 nChanged 195 SP:Iteration 42Q (1564.256262 sec): 3 clusters Score: Raw -2646018.625492 + Penalty 3360.405151 = -2642658.220341 nChanged 171 SP:Iteration 43Q (1564.305618 sec): 3 clusters Score: Raw -2646082.407068 + Penalty 3360.405151 = -2642722.001917 nChanged 143 SP:Iteration 44Q (1564.354678 sec): 3 clusters Score: Raw -2646135.141543 + Penalty 3360.405151 = -2642774.736392 nChanged 148 SP:Iteration 45Q (1564.403457 sec): 3 clusters Score: Raw -2646186.014013 + Penalty 3360.405151 = -2642825.608862 nChanged 116 SP:Iteration 46Q (1564.452180 sec): 3 clusters Score: Raw -2646229.515269 + Penalty 3360.405151 = -2642869.110118 nChanged 110 SP:Iteration 47Q (1564.500861 sec): 3 clusters Score: Raw -2646267.843657 + Penalty 3360.405151 = -2642907.438506 nChanged 109 SP:Iteration 48Q (1564.549531 sec): 3 clusters Score: Raw -2646305.645669 + Penalty 3360.405151 = -2642945.240518 nChanged 84 SP:Iteration 49Q (1564.597701 sec): 3 clusters Score: Raw -2646339.867839 + Penalty 3360.405151 = -2642979.462688 nChanged 70 SP:Iteration 50Q (1564.645807 sec): 3 clusters Score: Raw -2646372.249408 + Penalty 3360.405151 = -2643011.844257 nChanged 65 SP:Iteration 51Q (1564.694070 sec): 3 clusters Score: Raw -2646398.314891 + Penalty 3360.405151 = -2643037.909740 nChanged 60 SP:Iteration 52Q (1564.742047 sec): 3 clusters Score: Raw -2646423.373141 + Penalty 3360.405151 = -2643062.967989 nChanged 70 SP:Iteration 53Q (1564.789904 sec): 3 clusters Score: Raw -2646451.696472 + Penalty 3360.405151 = -2643091.291321 nChanged 53 SP:Iteration 54Q (1564.849616 sec): 3 clusters Score: Raw -2646468.812374 + Penalty 3360.405151 = -2643108.407223 nChanged 40 SP:Iteration 55Q (1564.896644 sec): 3 clusters Score: Raw -2646480.049715 + Penalty 3360.405151 = -2643119.644564 nChanged 33 SP:Iteration 56Q (1564.943986 sec): 3 clusters Score: Raw -2646489.434797 + Penalty 3360.405151 = -2643129.029645 nChanged 21 SP:Iteration 57Q (1564.991282 sec): 3 clusters Score: Raw -2646496.012310 + Penalty 3360.405151 = -2643135.607159 nChanged 16 SP:Iteration 58Q (1565.038312 sec): 3 clusters Score: Raw -2646501.023762 + Penalty 3360.405151 = -2643140.618611 nChanged 12 SP:Iteration 59Q (1565.085390 sec): 3 clusters Score: Raw -2646505.034990 + Penalty 3360.405151 = -2643144.629839 nChanged 14 SP:Iteration 60F (1565.140219 sec): 3 clusters Score: Raw -2646508.354273 + Penalty 3360.405151 = -2643147.949122 nChanged 10 SP:Iteration 61Q (1565.188661 sec): 3 clusters Score: Raw -2646510.858269 + Penalty 3360.405151 = -2643150.453118 nChanged 9 SP:Iteration 62Q (1565.235981 sec): 3 clusters Score: Raw -2646513.674050 + Penalty 3360.405151 = -2643153.268899 nChanged 10 SP:Iteration 63Q (1565.283068 sec): 3 clusters Score: Raw -2646517.549505 + Penalty 3360.405151 = -2643157.144354 nChanged 8 SP:Iteration 64Q (1565.330086 sec): 3 clusters Score: Raw -2646520.643772 + Penalty 3360.405151 = -2643160.238621 nChanged 7 SP:Iteration 65Q (1565.377015 sec): 3 clusters Score: Raw -2646523.404132 + Penalty 3360.405151 = -2643162.998981 nChanged 13 SP:Iteration 66Q (1565.423925 sec): 3 clusters Score: Raw -2646528.641845 + Penalty 3360.405151 = -2643168.236694 nChanged 10 SP:Iteration 67Q (1565.471061 sec): 3 clusters Score: Raw -2646531.332869 + Penalty 3360.405151 = -2643170.927718 nChanged 13 SP:Iteration 68Q (1565.518115 sec): 3 clusters Score: Raw -2646536.534041 + Penalty 3360.405151 = -2643176.128890 nChanged 14 SP:Iteration 69Q (1565.565184 sec): 3 clusters Score: Raw -2646544.029800 + Penalty 3360.405151 = -2643183.624649 nChanged 21 SP:Iteration 70Q (1565.612231 sec): 3 clusters Score: Raw -2646550.894596 + Penalty 3360.405151 = -2643190.489445 nChanged 21 SP:Iteration 71Q (1565.659195 sec): 3 clusters Score: Raw -2646559.369918 + Penalty 3360.405151 = -2643198.964767 nChanged 15 SP:Iteration 72Q (1565.705931 sec): 3 clusters Score: Raw -2646565.590990 + Penalty 3360.405151 = -2643205.185839 nChanged 10 SP:Iteration 73Q (1565.753164 sec): 3 clusters Score: Raw -2646570.297154 + Penalty 3360.405151 = -2643209.892003 nChanged 12 SP:Iteration 74Q (1565.800239 sec): 3 clusters Score: Raw -2646576.924688 + Penalty 3360.405151 = -2643216.519537 nChanged 8 SP:Iteration 75Q (1565.847131 sec): 3 clusters Score: Raw -2646580.068881 + Penalty 3360.405151 = -2643219.663730 nChanged 7 SP:Iteration 76Q (1565.894043 sec): 3 clusters Score: Raw -2646582.719383 + Penalty 3360.405151 = -2643222.314232 nChanged 3 SP:Iteration 77Q (1565.940734 sec): 3 clusters Score: Raw -2646583.330022 + Penalty 3360.405151 = -2643222.924870 nChanged 3 SP:Iteration 78Q (1565.987620 sec): 3 clusters Score: Raw -2646584.744981 + Penalty 3360.405151 = -2643224.339830 nChanged 3 SP:Iteration 79Q (1566.034196 sec): 3 clusters Score: Raw -2646586.798540 + Penalty 3360.405151 = -2643226.393389 nChanged 6 SP:Iteration 80F (1566.089284 sec): 3 clusters Score: Raw -2646588.445554 + Penalty 3360.405151 = -2643228.040403 nChanged 1 SP:Iteration 81Q (1566.137730 sec): 3 clusters Score: Raw -2646588.692563 + Penalty 3360.405151 = -2643228.287412 nChanged 2 SP:Iteration 82Q (1566.185592 sec): 3 clusters Score: Raw -2646589.105494 + Penalty 3360.405151 = -2643228.700343 nChanged 1 SP:Iteration 83Q (1566.232430 sec): 3 clusters Score: Raw -2646589.432970 + Penalty 3360.405151 = -2643229.027819 nChanged 1 SP:Iteration 84Q (1566.279179 sec): 3 clusters Score: Raw -2646589.683900 + Penalty 3360.405151 = -2643229.278749 nChanged 0 SP:Iteration 85F (1566.334165 sec): 3 clusters Score: Raw -2646589.683900 + Penalty 3360.405151 = -2643229.278749 nChanged 0 Trying to split cluster 14 (7481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1566.351799 sec): 2 clusters Score: Raw -596364.930684 + Penalty 1449.519785 = -594915.410899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1566.376453 sec): 3 clusters Score: Raw -592282.929107 + Penalty 2899.039569 = -589383.889538 nChanged 3167 SP:Iteration 1F (1566.400244 sec): 3 clusters Score: Raw -594000.600508 + Penalty 2899.039569 = -591101.560939 nChanged 520 SP:Iteration 2F (1566.424285 sec): 3 clusters Score: Raw -594267.256548 + Penalty 2899.039569 = -591368.216978 nChanged 415 SP:Iteration 3F (1566.448169 sec): 3 clusters Score: Raw -594489.962027 + Penalty 2899.039569 = -591590.922457 nChanged 390 SP:Iteration 4F (1566.472103 sec): 3 clusters Score: Raw -594714.091282 + Penalty 2899.039569 = -591815.051713 nChanged 382 SP:Iteration 5F (1566.496296 sec): 3 clusters Score: Raw -594949.997699 + Penalty 2899.039569 = -592050.958130 nChanged 385 SP:Iteration 6F (1566.520310 sec): 3 clusters Score: Raw -595190.500071 + Penalty 2899.039569 = -592291.460501 nChanged 343 SP:Iteration 7Q (1566.544399 sec): 3 clusters Score: Raw -595417.891316 + Penalty 2899.039569 = -592518.851747 nChanged 345 SP:Iteration 8Q (1566.568378 sec): 3 clusters Score: Raw -595674.099974 + Penalty 2899.039569 = -592775.060405 nChanged 321 SP:Iteration 9Q (1566.592239 sec): 3 clusters Score: Raw -595923.393527 + Penalty 2899.039569 = -593024.353958 nChanged 293 SP:Iteration 10Q (1566.616181 sec): 3 clusters Score: Raw -596163.981739 + Penalty 2899.039569 = -593264.942170 nChanged 274 SP:Iteration 11Q (1566.639735 sec): 3 clusters Score: Raw -596376.576811 + Penalty 2899.039569 = -593477.537241 nChanged 228 SP:Iteration 12Q (1566.663100 sec): 3 clusters Score: Raw -596521.414005 + Penalty 2899.039569 = -593622.374435 nChanged 167 SP:Iteration 13Q (1566.686516 sec): 3 clusters Score: Raw -596613.706531 + Penalty 2899.039569 = -593714.666962 nChanged 127 SP:Iteration 14Q (1566.709898 sec): 3 clusters Score: Raw -596671.450418 + Penalty 2899.039569 = -593772.410849 nChanged 97 SP:Iteration 15Q (1566.733190 sec): 3 clusters Score: Raw -596713.872858 + Penalty 2899.039569 = -593814.833289 nChanged 76 SP:Iteration 16Q (1566.756168 sec): 3 clusters Score: Raw -596748.918697 + Penalty 2899.039569 = -593849.879127 nChanged 77 SP:Iteration 17Q (1566.779205 sec): 3 clusters Score: Raw -596775.939756 + Penalty 2899.039569 = -593876.900187 nChanged 52 SP:Iteration 18Q (1566.802051 sec): 3 clusters Score: Raw -596790.790218 + Penalty 2899.039569 = -593891.750649 nChanged 38 SP:Iteration 19Q (1566.824906 sec): 3 clusters Score: Raw -596800.653470 + Penalty 2899.039569 = -593901.613901 nChanged 30 SP:Iteration 20F (1566.848914 sec): 3 clusters Score: Raw -596809.126249 + Penalty 2899.039569 = -593910.086680 nChanged 27 SP:Iteration 21Q (1566.871854 sec): 3 clusters Score: Raw -596817.703421 + Penalty 2899.039569 = -593918.663852 nChanged 26 SP:Iteration 22Q (1566.894975 sec): 3 clusters Score: Raw -596825.266006 + Penalty 2899.039569 = -593926.226436 nChanged 30 SP:Iteration 23Q (1566.917827 sec): 3 clusters Score: Raw -596834.439933 + Penalty 2899.039569 = -593935.400363 nChanged 49 SP:Iteration 24Q (1566.940942 sec): 3 clusters Score: Raw -596848.697660 + Penalty 2899.039569 = -593949.658091 nChanged 33 SP:Iteration 25Q (1566.963906 sec): 3 clusters Score: Raw -596859.081662 + Penalty 2899.039569 = -593960.042093 nChanged 37 SP:Iteration 26Q (1566.986918 sec): 3 clusters Score: Raw -596871.639178 + Penalty 2899.039569 = -593972.599608 nChanged 36 SP:Iteration 27Q (1567.009531 sec): 3 clusters Score: Raw -596883.272363 + Penalty 2899.039569 = -593984.232794 nChanged 34 SP:Iteration 28Q (1567.032258 sec): 3 clusters Score: Raw -596891.696477 + Penalty 2899.039569 = -593992.656908 nChanged 22 SP:Iteration 29Q (1567.055324 sec): 3 clusters Score: Raw -596896.946573 + Penalty 2899.039569 = -593997.907004 nChanged 12 SP:Iteration 30Q (1567.077992 sec): 3 clusters Score: Raw -596899.901753 + Penalty 2899.039569 = -594000.862184 nChanged 10 SP:Iteration 31Q (1567.101121 sec): 3 clusters Score: Raw -596902.485125 + Penalty 2899.039569 = -594003.445556 nChanged 11 SP:Iteration 32Q (1567.123804 sec): 3 clusters Score: Raw -596904.495898 + Penalty 2899.039569 = -594005.456329 nChanged 13 SP:Iteration 33Q (1567.146511 sec): 3 clusters Score: Raw -596906.857843 + Penalty 2899.039569 = -594007.818273 nChanged 8 SP:Iteration 34Q (1567.169365 sec): 3 clusters Score: Raw -596908.083053 + Penalty 2899.039569 = -594009.043484 nChanged 6 SP:Iteration 35Q (1567.192206 sec): 3 clusters Score: Raw -596908.613268 + Penalty 2899.039569 = -594009.573699 nChanged 2 SP:Iteration 36Q (1567.215092 sec): 3 clusters Score: Raw -596908.953821 + Penalty 2899.039569 = -594009.914251 nChanged 0 SP:Iteration 37F (1567.239335 sec): 3 clusters Score: Raw -596908.953821 + Penalty 2899.039569 = -594009.914251 nChanged 0 Trying to split cluster 15 (7033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1567.259136 sec): 2 clusters Score: Raw -533749.126541 + Penalty 1439.484903 = -532309.641638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1567.283256 sec): 3 clusters Score: Raw -529903.799262 + Penalty 2878.969807 = -527024.829456 nChanged 2986 SP:Iteration 1F (1567.306621 sec): 3 clusters Score: Raw -531612.142392 + Penalty 2878.969807 = -528733.172585 nChanged 542 SP:Iteration 2F (1567.330239 sec): 3 clusters Score: Raw -531925.720175 + Penalty 2878.969807 = -529046.750369 nChanged 454 SP:Iteration 3F (1567.353672 sec): 3 clusters Score: Raw -532197.852843 + Penalty 2878.969807 = -529318.883036 nChanged 421 SP:Iteration 4F (1567.376913 sec): 3 clusters Score: Raw -532456.882604 + Penalty 2878.969807 = -529577.912797 nChanged 409 SP:Iteration 5F (1567.400302 sec): 3 clusters Score: Raw -532736.357736 + Penalty 2878.969807 = -529857.387929 nChanged 395 SP:Iteration 6F (1567.423854 sec): 3 clusters Score: Raw -533071.247714 + Penalty 2878.969807 = -530192.277907 nChanged 390 SP:Iteration 7F (1567.447430 sec): 3 clusters Score: Raw -533376.522195 + Penalty 2878.969807 = -530497.552388 nChanged 355 SP:Iteration 8F (1567.470877 sec): 3 clusters Score: Raw -533668.608896 + Penalty 2878.969807 = -530789.639089 nChanged 353 SP:Iteration 9F (1567.494430 sec): 3 clusters Score: Raw -533947.836754 + Penalty 2878.969807 = -531068.866947 nChanged 289 SP:Iteration 10Q (1567.517797 sec): 3 clusters Score: Raw -534144.050028 + Penalty 2878.969807 = -531265.080221 nChanged 202 SP:Iteration 11Q (1567.541337 sec): 3 clusters Score: Raw -534262.393336 + Penalty 2878.969807 = -531383.423529 nChanged 171 SP:Iteration 12Q (1567.564754 sec): 3 clusters Score: Raw -534370.969729 + Penalty 2878.969807 = -531491.999922 nChanged 138 SP:Iteration 13Q (1567.588258 sec): 3 clusters Score: Raw -534449.224862 + Penalty 2878.969807 = -531570.255055 nChanged 90 SP:Iteration 14Q (1567.611552 sec): 3 clusters Score: Raw -534485.743082 + Penalty 2878.969807 = -531606.773276 nChanged 63 SP:Iteration 15Q (1567.634906 sec): 3 clusters Score: Raw -534506.486838 + Penalty 2878.969807 = -531627.517031 nChanged 44 SP:Iteration 16Q (1567.658212 sec): 3 clusters Score: Raw -534518.681094 + Penalty 2878.969807 = -531639.711287 nChanged 30 SP:Iteration 17Q (1567.681598 sec): 3 clusters Score: Raw -534527.513678 + Penalty 2878.969807 = -531648.543871 nChanged 31 SP:Iteration 18Q (1567.704615 sec): 3 clusters Score: Raw -534536.738259 + Penalty 2878.969807 = -531657.768453 nChanged 22 SP:Iteration 19Q (1567.727810 sec): 3 clusters Score: Raw -534542.604109 + Penalty 2878.969807 = -531663.634302 nChanged 18 SP:Iteration 20F (1567.751400 sec): 3 clusters Score: Raw -534548.763045 + Penalty 2878.969807 = -531669.793238 nChanged 26 SP:Iteration 21Q (1567.774526 sec): 3 clusters Score: Raw -534558.159471 + Penalty 2878.969807 = -531679.189664 nChanged 27 SP:Iteration 22Q (1567.797769 sec): 3 clusters Score: Raw -534568.648778 + Penalty 2878.969807 = -531689.678971 nChanged 25 SP:Iteration 23Q (1567.821117 sec): 3 clusters Score: Raw -534577.949725 + Penalty 2878.969807 = -531698.979919 nChanged 18 SP:Iteration 24Q (1567.844428 sec): 3 clusters Score: Raw -534584.775606 + Penalty 2878.969807 = -531705.805799 nChanged 20 SP:Iteration 25Q (1567.867744 sec): 3 clusters Score: Raw -534592.313370 + Penalty 2878.969807 = -531713.343563 nChanged 16 SP:Iteration 26Q (1567.891143 sec): 3 clusters Score: Raw -534597.174096 + Penalty 2878.969807 = -531718.204289 nChanged 14 SP:Iteration 27Q (1567.914268 sec): 3 clusters Score: Raw -534600.496845 + Penalty 2878.969807 = -531721.527039 nChanged 8 SP:Iteration 28Q (1567.937431 sec): 3 clusters Score: Raw -534603.025844 + Penalty 2878.969807 = -531724.056038 nChanged 9 SP:Iteration 29Q (1567.960616 sec): 3 clusters Score: Raw -534604.964302 + Penalty 2878.969807 = -531725.994495 nChanged 6 SP:Iteration 30Q (1567.983593 sec): 3 clusters Score: Raw -534606.711506 + Penalty 2878.969807 = -531727.741699 nChanged 6 SP:Iteration 31Q (1568.006981 sec): 3 clusters Score: Raw -534608.082810 + Penalty 2878.969807 = -531729.113003 nChanged 5 SP:Iteration 32Q (1568.030059 sec): 3 clusters Score: Raw -534609.252452 + Penalty 2878.969807 = -531730.282646 nChanged 5 SP:Iteration 33Q (1568.053095 sec): 3 clusters Score: Raw -534610.638799 + Penalty 2878.969807 = -531731.668992 nChanged 4 SP:Iteration 34Q (1568.076295 sec): 3 clusters Score: Raw -534611.318781 + Penalty 2878.969807 = -531732.348974 nChanged 3 SP:Iteration 35Q (1568.099427 sec): 3 clusters Score: Raw -534612.063096 + Penalty 2878.969807 = -531733.093290 nChanged 3 SP:Iteration 36Q (1568.122581 sec): 3 clusters Score: Raw -534612.392393 + Penalty 2878.969807 = -531733.422586 nChanged 1 SP:Iteration 37Q (1568.145863 sec): 3 clusters Score: Raw -534612.862874 + Penalty 2878.969807 = -531733.893068 nChanged 4 SP:Iteration 38Q (1568.169083 sec): 3 clusters Score: Raw -534613.961983 + Penalty 2878.969807 = -531734.992176 nChanged 4 SP:Iteration 39Q (1568.192141 sec): 3 clusters Score: Raw -534615.160318 + Penalty 2878.969807 = -531736.190511 nChanged 2 SP:Iteration 40F (1568.215630 sec): 3 clusters Score: Raw -534615.619618 + Penalty 2878.969807 = -531736.649811 nChanged 0 Trying to split cluster 16 (4789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1568.233534 sec): 2 clusters Score: Raw -398125.333120 + Penalty 1377.037496 = -396748.295624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1568.254453 sec): 3 clusters Score: Raw -395618.746804 + Penalty 2754.074993 = -392864.671812 nChanged 1969 SP:Iteration 1F (1568.274801 sec): 3 clusters Score: Raw -396790.779636 + Penalty 2754.074993 = -394036.704644 nChanged 380 SP:Iteration 2F (1568.295208 sec): 3 clusters Score: Raw -397054.911404 + Penalty 2754.074993 = -394300.836411 nChanged 292 SP:Iteration 3F (1568.315442 sec): 3 clusters Score: Raw -397249.476012 + Penalty 2754.074993 = -394495.401019 nChanged 233 SP:Iteration 4Q (1568.335589 sec): 3 clusters Score: Raw -397399.423302 + Penalty 2754.074993 = -394645.348309 nChanged 209 SP:Iteration 5Q (1568.356122 sec): 3 clusters Score: Raw -397549.075326 + Penalty 2754.074993 = -394795.000333 nChanged 204 SP:Iteration 6Q (1568.376570 sec): 3 clusters Score: Raw -397693.966995 + Penalty 2754.074993 = -394939.892003 nChanged 191 SP:Iteration 7Q (1568.396925 sec): 3 clusters Score: Raw -397841.660138 + Penalty 2754.074993 = -395087.585145 nChanged 177 SP:Iteration 8Q (1568.417281 sec): 3 clusters Score: Raw -397962.725838 + Penalty 2754.074993 = -395208.650845 nChanged 162 SP:Iteration 9Q (1568.437573 sec): 3 clusters Score: Raw -398063.558515 + Penalty 2754.074993 = -395309.483522 nChanged 145 SP:Iteration 10Q (1568.457528 sec): 3 clusters Score: Raw -398154.764739 + Penalty 2754.074993 = -395400.689746 nChanged 127 SP:Iteration 11Q (1568.477738 sec): 3 clusters Score: Raw -398231.986057 + Penalty 2754.074993 = -395477.911065 nChanged 105 SP:Iteration 12Q (1568.497899 sec): 3 clusters Score: Raw -398294.902741 + Penalty 2754.074993 = -395540.827749 nChanged 96 SP:Iteration 13Q (1568.517913 sec): 3 clusters Score: Raw -398350.581782 + Penalty 2754.074993 = -395596.506790 nChanged 77 SP:Iteration 14Q (1568.537874 sec): 3 clusters Score: Raw -398390.013709 + Penalty 2754.074993 = -395635.938717 nChanged 62 SP:Iteration 15Q (1568.557454 sec): 3 clusters Score: Raw -398414.990241 + Penalty 2754.074993 = -395660.915248 nChanged 50 SP:Iteration 16Q (1568.577569 sec): 3 clusters Score: Raw -398429.872940 + Penalty 2754.074993 = -395675.797947 nChanged 42 SP:Iteration 17Q (1568.597348 sec): 3 clusters Score: Raw -398442.842274 + Penalty 2754.074993 = -395688.767281 nChanged 28 SP:Iteration 18Q (1568.617402 sec): 3 clusters Score: Raw -398449.033684 + Penalty 2754.074993 = -395694.958692 nChanged 15 SP:Iteration 19Q (1568.637342 sec): 3 clusters Score: Raw -398452.449247 + Penalty 2754.074993 = -395698.374255 nChanged 16 SP:Iteration 20F (1568.657733 sec): 3 clusters Score: Raw -398456.786589 + Penalty 2754.074993 = -395702.711596 nChanged 15 SP:Iteration 21Q (1568.677534 sec): 3 clusters Score: Raw -398460.833095 + Penalty 2754.074993 = -395706.758102 nChanged 20 SP:Iteration 22Q (1568.709667 sec): 3 clusters Score: Raw -398465.531898 + Penalty 2754.074993 = -395711.456906 nChanged 11 SP:Iteration 23Q (1568.729528 sec): 3 clusters Score: Raw -398468.144933 + Penalty 2754.074993 = -395714.069940 nChanged 10 SP:Iteration 24Q (1568.749385 sec): 3 clusters Score: Raw -398470.266082 + Penalty 2754.074993 = -395716.191090 nChanged 5 SP:Iteration 25Q (1568.769075 sec): 3 clusters Score: Raw -398471.274179 + Penalty 2754.074993 = -395717.199186 nChanged 0 SP:Iteration 26F (1568.789469 sec): 3 clusters Score: Raw -398471.274179 + Penalty 2754.074993 = -395717.199186 nChanged 0 Trying to split cluster 17 (13522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1568.816600 sec): 2 clusters Score: Raw -1128821.166656 + Penalty 1545.711906 = -1127275.454750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1568.850589 sec): 3 clusters Score: Raw -1121011.293098 + Penalty 3091.423812 = -1117919.869286 nChanged 5869 SP:Iteration 1F (1568.883328 sec): 3 clusters Score: Raw -1124334.790891 + Penalty 3091.423812 = -1121243.367079 nChanged 792 SP:Iteration 2F (1568.916446 sec): 3 clusters Score: Raw -1124672.871952 + Penalty 3091.423812 = -1121581.448140 nChanged 684 SP:Iteration 3F (1568.949161 sec): 3 clusters Score: Raw -1124966.299275 + Penalty 3091.423812 = -1121874.875463 nChanged 653 SP:Iteration 4Q (1568.982398 sec): 3 clusters Score: Raw -1125277.114219 + Penalty 3091.423812 = -1122185.690407 nChanged 640 SP:Iteration 5Q (1569.015377 sec): 3 clusters Score: Raw -1125653.228473 + Penalty 3091.423812 = -1122561.804661 nChanged 715 SP:Iteration 6F (1569.048099 sec): 3 clusters Score: Raw -1126130.170140 + Penalty 3091.423812 = -1123038.746328 nChanged 747 SP:Iteration 7F (1569.080907 sec): 3 clusters Score: Raw -1126680.796777 + Penalty 3091.423812 = -1123589.372965 nChanged 753 SP:Iteration 8F (1569.113653 sec): 3 clusters Score: Raw -1127293.924588 + Penalty 3091.423812 = -1124202.500776 nChanged 677 SP:Iteration 9F (1569.146328 sec): 3 clusters Score: Raw -1127937.087377 + Penalty 3091.423812 = -1124845.663565 nChanged 496 SP:Iteration 10Q (1569.178297 sec): 3 clusters Score: Raw -1128399.318896 + Penalty 3091.423812 = -1125307.895084 nChanged 302 SP:Iteration 11Q (1569.209415 sec): 3 clusters Score: Raw -1128679.790392 + Penalty 3091.423812 = -1125588.366580 nChanged 202 SP:Iteration 12Q (1569.239728 sec): 3 clusters Score: Raw -1128859.100854 + Penalty 3091.423812 = -1125767.677042 nChanged 146 SP:Iteration 13Q (1569.269368 sec): 3 clusters Score: Raw -1128999.303389 + Penalty 3091.423812 = -1125907.879577 nChanged 106 SP:Iteration 14Q (1569.298599 sec): 3 clusters Score: Raw -1129098.868048 + Penalty 3091.423812 = -1126007.444236 nChanged 93 SP:Iteration 15Q (1569.327631 sec): 3 clusters Score: Raw -1129172.419228 + Penalty 3091.423812 = -1126080.995416 nChanged 66 SP:Iteration 16Q (1569.356340 sec): 3 clusters Score: Raw -1129218.660823 + Penalty 3091.423812 = -1126127.237011 nChanged 49 SP:Iteration 17Q (1569.384849 sec): 3 clusters Score: Raw -1129246.406504 + Penalty 3091.423812 = -1126154.982692 nChanged 36 SP:Iteration 18Q (1569.413213 sec): 3 clusters Score: Raw -1129273.267204 + Penalty 3091.423812 = -1126181.843392 nChanged 30 SP:Iteration 19Q (1569.441776 sec): 3 clusters Score: Raw -1129288.274821 + Penalty 3091.423812 = -1126196.851009 nChanged 15 SP:Iteration 20F (1569.474391 sec): 3 clusters Score: Raw -1129297.636455 + Penalty 3091.423812 = -1126206.212643 nChanged 16 SP:Iteration 21Q (1569.502830 sec): 3 clusters Score: Raw -1129305.815732 + Penalty 3091.423812 = -1126214.391920 nChanged 10 SP:Iteration 22Q (1569.531066 sec): 3 clusters Score: Raw -1129308.870637 + Penalty 3091.423812 = -1126217.446825 nChanged 4 SP:Iteration 23Q (1569.559329 sec): 3 clusters Score: Raw -1129310.490758 + Penalty 3091.423812 = -1126219.066946 nChanged 3 SP:Iteration 24Q (1569.587729 sec): 3 clusters Score: Raw -1129311.937263 + Penalty 3091.423812 = -1126220.513451 nChanged 1 SP:Iteration 25Q (1569.616073 sec): 3 clusters Score: Raw -1129312.791617 + Penalty 3091.423812 = -1126221.367805 nChanged 1 SP:Iteration 26Q (1569.644416 sec): 3 clusters Score: Raw -1129313.071334 + Penalty 3091.423812 = -1126221.647522 nChanged 1 SP:Iteration 27Q (1569.672679 sec): 3 clusters Score: Raw -1129313.449672 + Penalty 3091.423812 = -1126222.025860 nChanged 0 SP:Iteration 28F (1569.705575 sec): 3 clusters Score: Raw -1129313.449672 + Penalty 3091.423812 = -1126222.025860 nChanged 0 Trying to split cluster 18 (6419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1569.725187 sec): 2 clusters Score: Raw -523647.476067 + Penalty 1424.640363 = -522222.835703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1569.748367 sec): 3 clusters Score: Raw -520225.611004 + Penalty 2849.280727 = -517376.330277 nChanged 2589 SP:Iteration 1F (1569.770734 sec): 3 clusters Score: Raw -521629.822607 + Penalty 2849.280727 = -518780.541880 nChanged 476 SP:Iteration 2F (1569.793500 sec): 3 clusters Score: Raw -521880.435181 + Penalty 2849.280727 = -519031.154454 nChanged 357 SP:Iteration 3F (1569.816149 sec): 3 clusters Score: Raw -522046.524573 + Penalty 2849.280727 = -519197.243846 nChanged 306 SP:Iteration 4Q (1569.838674 sec): 3 clusters Score: Raw -522189.504482 + Penalty 2849.280727 = -519340.223755 nChanged 281 SP:Iteration 5Q (1569.861541 sec): 3 clusters Score: Raw -522336.663747 + Penalty 2849.280727 = -519487.383020 nChanged 283 SP:Iteration 6Q (1569.884360 sec): 3 clusters Score: Raw -522483.988875 + Penalty 2849.280727 = -519634.708148 nChanged 263 SP:Iteration 7Q (1569.908834 sec): 3 clusters Score: Raw -522626.817714 + Penalty 2849.280727 = -519777.536987 nChanged 266 SP:Iteration 8Q (1569.931684 sec): 3 clusters Score: Raw -522808.403364 + Penalty 2849.280727 = -519959.122637 nChanged 281 SP:Iteration 9Q (1569.954087 sec): 3 clusters Score: Raw -523019.372618 + Penalty 2849.280727 = -520170.091891 nChanged 251 SP:Iteration 10Q (1569.976628 sec): 3 clusters Score: Raw -523196.167028 + Penalty 2849.280727 = -520346.886301 nChanged 233 SP:Iteration 11Q (1569.999277 sec): 3 clusters Score: Raw -523345.791346 + Penalty 2849.280727 = -520496.510619 nChanged 193 SP:Iteration 12Q (1570.021782 sec): 3 clusters Score: Raw -523470.545618 + Penalty 2849.280727 = -520621.264891 nChanged 169 SP:Iteration 13Q (1570.044103 sec): 3 clusters Score: Raw -523577.457142 + Penalty 2849.280727 = -520728.176415 nChanged 127 SP:Iteration 14Q (1570.066361 sec): 3 clusters Score: Raw -523682.263192 + Penalty 2849.280727 = -520832.982465 nChanged 123 SP:Iteration 15Q (1570.088424 sec): 3 clusters Score: Raw -523768.146693 + Penalty 2849.280727 = -520918.865966 nChanged 80 SP:Iteration 16Q (1570.110312 sec): 3 clusters Score: Raw -523814.314239 + Penalty 2849.280727 = -520965.033512 nChanged 69 SP:Iteration 17Q (1570.132113 sec): 3 clusters Score: Raw -523860.580323 + Penalty 2849.280727 = -521011.299596 nChanged 78 SP:Iteration 18Q (1570.154147 sec): 3 clusters Score: Raw -523904.772607 + Penalty 2849.280727 = -521055.491880 nChanged 62 SP:Iteration 19Q (1570.175959 sec): 3 clusters Score: Raw -523933.853431 + Penalty 2849.280727 = -521084.572704 nChanged 46 SP:Iteration 20F (1570.198701 sec): 3 clusters Score: Raw -523954.393201 + Penalty 2849.280727 = -521105.112474 nChanged 30 SP:Iteration 21Q (1570.220322 sec): 3 clusters Score: Raw -523966.964665 + Penalty 2849.280727 = -521117.683938 nChanged 29 SP:Iteration 22Q (1570.242055 sec): 3 clusters Score: Raw -523980.187444 + Penalty 2849.280727 = -521130.906717 nChanged 32 SP:Iteration 23Q (1570.263708 sec): 3 clusters Score: Raw -523995.762779 + Penalty 2849.280727 = -521146.482052 nChanged 33 SP:Iteration 24Q (1570.285360 sec): 3 clusters Score: Raw -524007.681952 + Penalty 2849.280727 = -521158.401225 nChanged 31 SP:Iteration 25Q (1570.307117 sec): 3 clusters Score: Raw -524017.957829 + Penalty 2849.280727 = -521168.677102 nChanged 29 SP:Iteration 26Q (1570.328771 sec): 3 clusters Score: Raw -524028.287572 + Penalty 2849.280727 = -521179.006845 nChanged 19 SP:Iteration 27Q (1570.350448 sec): 3 clusters Score: Raw -524035.570545 + Penalty 2849.280727 = -521186.289818 nChanged 26 SP:Iteration 28Q (1570.372158 sec): 3 clusters Score: Raw -524044.999359 + Penalty 2849.280727 = -521195.718632 nChanged 26 SP:Iteration 29Q (1570.393517 sec): 3 clusters Score: Raw -524057.718302 + Penalty 2849.280727 = -521208.437575 nChanged 24 SP:Iteration 30Q (1570.415189 sec): 3 clusters Score: Raw -524069.683230 + Penalty 2849.280727 = -521220.402503 nChanged 17 SP:Iteration 31Q (1570.436697 sec): 3 clusters Score: Raw -524075.803510 + Penalty 2849.280727 = -521226.522783 nChanged 18 SP:Iteration 32Q (1570.458029 sec): 3 clusters Score: Raw -524081.341055 + Penalty 2849.280727 = -521232.060328 nChanged 16 SP:Iteration 33Q (1570.479613 sec): 3 clusters Score: Raw -524087.730683 + Penalty 2849.280727 = -521238.449956 nChanged 15 SP:Iteration 34Q (1570.501085 sec): 3 clusters Score: Raw -524092.584928 + Penalty 2849.280727 = -521243.304201 nChanged 14 SP:Iteration 35Q (1570.522464 sec): 3 clusters Score: Raw -524095.809770 + Penalty 2849.280727 = -521246.529043 nChanged 9 SP:Iteration 36Q (1570.543835 sec): 3 clusters Score: Raw -524098.024964 + Penalty 2849.280727 = -521248.744238 nChanged 7 SP:Iteration 37Q (1570.565174 sec): 3 clusters Score: Raw -524099.626827 + Penalty 2849.280727 = -521250.346100 nChanged 4 SP:Iteration 38Q (1570.586439 sec): 3 clusters Score: Raw -524100.669346 + Penalty 2849.280727 = -521251.388619 nChanged 6 SP:Iteration 39Q (1570.606389 sec): 3 clusters Score: Raw -524102.629062 + Penalty 2849.280727 = -521253.348335 nChanged 9 SP:Iteration 40F (1570.629130 sec): 3 clusters Score: Raw -524106.205232 + Penalty 2849.280727 = -521256.924505 nChanged 9 SP:Iteration 41Q (1570.650491 sec): 3 clusters Score: Raw -524110.590884 + Penalty 2849.280727 = -521261.310157 nChanged 9 SP:Iteration 42Q (1570.671765 sec): 3 clusters Score: Raw -524113.818456 + Penalty 2849.280727 = -521264.537729 nChanged 9 SP:Iteration 43Q (1570.693062 sec): 3 clusters Score: Raw -524116.195087 + Penalty 2849.280727 = -521266.914360 nChanged 9 SP:Iteration 44Q (1570.714452 sec): 3 clusters Score: Raw -524118.374347 + Penalty 2849.280727 = -521269.093620 nChanged 4 SP:Iteration 45Q (1570.735823 sec): 3 clusters Score: Raw -524119.515414 + Penalty 2849.280727 = -521270.234687 nChanged 3 SP:Iteration 46Q (1570.756912 sec): 3 clusters Score: Raw -524120.673201 + Penalty 2849.280727 = -521271.392474 nChanged 2 SP:Iteration 47Q (1570.778107 sec): 3 clusters Score: Raw -524121.356852 + Penalty 2849.280727 = -521272.076125 nChanged 1 SP:Iteration 48Q (1570.799513 sec): 3 clusters Score: Raw -524121.596133 + Penalty 2849.280727 = -521272.315406 nChanged 1 SP:Iteration 49Q (1570.820723 sec): 3 clusters Score: Raw -524121.762657 + Penalty 2849.280727 = -521272.481930 nChanged 1 SP:Iteration 50Q (1570.841978 sec): 3 clusters Score: Raw -524121.887542 + Penalty 2849.280727 = -521272.606815 nChanged 0 SP:Iteration 51F (1570.864481 sec): 3 clusters Score: Raw -524121.887542 + Penalty 2849.280727 = -521272.606815 nChanged 0 Trying to split cluster 19 (5387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1570.882929 sec): 2 clusters Score: Raw -448418.521832 + Penalty 1396.158387 = -447022.363445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1570.904736 sec): 3 clusters Score: Raw -445578.847320 + Penalty 2792.316775 = -442786.530545 nChanged 2173 SP:Iteration 1F (1570.926210 sec): 3 clusters Score: Raw -446770.117925 + Penalty 2792.316775 = -443977.801150 nChanged 405 SP:Iteration 2F (1570.947709 sec): 3 clusters Score: Raw -447002.851769 + Penalty 2792.316775 = -444210.534994 nChanged 331 SP:Iteration 3F (1570.969157 sec): 3 clusters Score: Raw -447181.122684 + Penalty 2792.316775 = -444388.805909 nChanged 266 SP:Iteration 4Q (1570.990575 sec): 3 clusters Score: Raw -447329.383411 + Penalty 2792.316775 = -444537.066636 nChanged 259 SP:Iteration 5Q (1571.012044 sec): 3 clusters Score: Raw -447468.901072 + Penalty 2792.316775 = -444676.584297 nChanged 232 SP:Iteration 6Q (1571.033800 sec): 3 clusters Score: Raw -447594.418474 + Penalty 2792.316775 = -444802.101699 nChanged 217 SP:Iteration 7Q (1571.055365 sec): 3 clusters Score: Raw -447718.953705 + Penalty 2792.316775 = -444926.636930 nChanged 215 SP:Iteration 8Q (1571.076662 sec): 3 clusters Score: Raw -447842.779382 + Penalty 2792.316775 = -445050.462607 nChanged 205 SP:Iteration 9Q (1571.098134 sec): 3 clusters Score: Raw -447964.790255 + Penalty 2792.316775 = -445172.473480 nChanged 180 SP:Iteration 10Q (1571.119758 sec): 3 clusters Score: Raw -448062.350861 + Penalty 2792.316775 = -445270.034086 nChanged 153 SP:Iteration 11Q (1571.141273 sec): 3 clusters Score: Raw -448145.709577 + Penalty 2792.316775 = -445353.392802 nChanged 137 SP:Iteration 12Q (1571.162575 sec): 3 clusters Score: Raw -448210.966090 + Penalty 2792.316775 = -445418.649315 nChanged 105 SP:Iteration 13Q (1571.184250 sec): 3 clusters Score: Raw -448259.917548 + Penalty 2792.316775 = -445467.600773 nChanged 92 SP:Iteration 14Q (1571.205755 sec): 3 clusters Score: Raw -448298.763507 + Penalty 2792.316775 = -445506.446733 nChanged 66 SP:Iteration 15Q (1571.227143 sec): 3 clusters Score: Raw -448322.994015 + Penalty 2792.316775 = -445530.677240 nChanged 55 SP:Iteration 16Q (1571.248618 sec): 3 clusters Score: Raw -448343.174189 + Penalty 2792.316775 = -445550.857415 nChanged 45 SP:Iteration 17Q (1571.270157 sec): 3 clusters Score: Raw -448358.091600 + Penalty 2792.316775 = -445565.774825 nChanged 42 SP:Iteration 18Q (1571.291669 sec): 3 clusters Score: Raw -448376.569179 + Penalty 2792.316775 = -445584.252404 nChanged 42 SP:Iteration 19Q (1571.313070 sec): 3 clusters Score: Raw -448395.678864 + Penalty 2792.316775 = -445603.362089 nChanged 43 SP:Iteration 20F (1571.334633 sec): 3 clusters Score: Raw -448413.082754 + Penalty 2792.316775 = -445620.765979 nChanged 47 SP:Iteration 21Q (1571.356271 sec): 3 clusters Score: Raw -448432.692005 + Penalty 2792.316775 = -445640.375230 nChanged 38 SP:Iteration 22Q (1571.377683 sec): 3 clusters Score: Raw -448444.481318 + Penalty 2792.316775 = -445652.164543 nChanged 23 SP:Iteration 23Q (1571.399243 sec): 3 clusters Score: Raw -448452.490310 + Penalty 2792.316775 = -445660.173535 nChanged 20 SP:Iteration 24Q (1571.420797 sec): 3 clusters Score: Raw -448459.520955 + Penalty 2792.316775 = -445667.204180 nChanged 12 SP:Iteration 25Q (1571.442436 sec): 3 clusters Score: Raw -448462.289375 + Penalty 2792.316775 = -445669.972600 nChanged 10 SP:Iteration 26Q (1571.476042 sec): 3 clusters Score: Raw -448465.199058 + Penalty 2792.316775 = -445672.882283 nChanged 11 SP:Iteration 27Q (1571.506533 sec): 3 clusters Score: Raw -448467.845882 + Penalty 2792.316775 = -445675.529107 nChanged 13 SP:Iteration 28Q (1571.527847 sec): 3 clusters Score: Raw -448470.124807 + Penalty 2792.316775 = -445677.808032 nChanged 5 SP:Iteration 29Q (1571.549957 sec): 3 clusters Score: Raw -448471.306377 + Penalty 2792.316775 = -445678.989602 nChanged 5 SP:Iteration 30Q (1571.573135 sec): 3 clusters Score: Raw -448472.801535 + Penalty 2792.316775 = -445680.484761 nChanged 6 SP:Iteration 31Q (1571.596601 sec): 3 clusters Score: Raw -448474.703578 + Penalty 2792.316775 = -445682.386803 nChanged 5 SP:Iteration 32Q (1571.620123 sec): 3 clusters Score: Raw -448476.405919 + Penalty 2792.316775 = -445684.089145 nChanged 6 SP:Iteration 33Q (1571.642677 sec): 3 clusters Score: Raw -448478.433925 + Penalty 2792.316775 = -445686.117150 nChanged 7 SP:Iteration 34Q (1571.664290 sec): 3 clusters Score: Raw -448479.965798 + Penalty 2792.316775 = -445687.649023 nChanged 5 SP:Iteration 35Q (1571.685711 sec): 3 clusters Score: Raw -448481.025615 + Penalty 2792.316775 = -445688.708840 nChanged 4 SP:Iteration 36Q (1571.707134 sec): 3 clusters Score: Raw -448482.322733 + Penalty 2792.316775 = -445690.005958 nChanged 2 SP:Iteration 37Q (1571.728507 sec): 3 clusters Score: Raw -448482.767608 + Penalty 2792.316775 = -445690.450833 nChanged 7 SP:Iteration 38Q (1571.749955 sec): 3 clusters Score: Raw -448484.347215 + Penalty 2792.316775 = -445692.030440 nChanged 5 SP:Iteration 39Q (1571.771344 sec): 3 clusters Score: Raw -448486.496847 + Penalty 2792.316775 = -445694.180072 nChanged 6 SP:Iteration 40F (1571.792453 sec): 3 clusters Score: Raw -448487.640536 + Penalty 2792.316775 = -445695.323761 nChanged 4 SP:Iteration 41Q (1571.813825 sec): 3 clusters Score: Raw -448488.649091 + Penalty 2792.316775 = -445696.332316 nChanged 4 SP:Iteration 42Q (1571.835252 sec): 3 clusters Score: Raw -448490.265499 + Penalty 2792.316775 = -445697.948724 nChanged 7 SP:Iteration 43Q (1571.856567 sec): 3 clusters Score: Raw -448492.585944 + Penalty 2792.316775 = -445700.269169 nChanged 9 SP:Iteration 44Q (1571.877879 sec): 3 clusters Score: Raw -448496.626951 + Penalty 2792.316775 = -445704.310176 nChanged 13 SP:Iteration 45Q (1571.899013 sec): 3 clusters Score: Raw -448501.523926 + Penalty 2792.316775 = -445709.207151 nChanged 14 SP:Iteration 46Q (1571.920302 sec): 3 clusters Score: Raw -448505.349582 + Penalty 2792.316775 = -445713.032807 nChanged 14 SP:Iteration 47Q (1571.941892 sec): 3 clusters Score: Raw -448510.936013 + Penalty 2792.316775 = -445718.619238 nChanged 15 SP:Iteration 48Q (1571.963151 sec): 3 clusters Score: Raw -448516.596193 + Penalty 2792.316775 = -445724.279418 nChanged 15 SP:Iteration 49Q (1571.984629 sec): 3 clusters Score: Raw -448523.282708 + Penalty 2792.316775 = -445730.965933 nChanged 21 SP:Iteration 50Q (1572.006108 sec): 3 clusters Score: Raw -448533.987436 + Penalty 2792.316775 = -445741.670661 nChanged 22 SP:Iteration 51Q (1572.027627 sec): 3 clusters Score: Raw -448542.316155 + Penalty 2792.316775 = -445749.999380 nChanged 20 SP:Iteration 52Q (1572.048988 sec): 3 clusters Score: Raw -448550.832315 + Penalty 2792.316775 = -445758.515540 nChanged 13 SP:Iteration 53Q (1572.070158 sec): 3 clusters Score: Raw -448556.325270 + Penalty 2792.316775 = -445764.008495 nChanged 16 SP:Iteration 54Q (1572.091514 sec): 3 clusters Score: Raw -448563.260004 + Penalty 2792.316775 = -445770.943229 nChanged 16 SP:Iteration 55Q (1572.112608 sec): 3 clusters Score: Raw -448568.108713 + Penalty 2792.316775 = -445775.791939 nChanged 9 SP:Iteration 56Q (1572.133947 sec): 3 clusters Score: Raw -448570.289272 + Penalty 2792.316775 = -445777.972497 nChanged 8 SP:Iteration 57Q (1572.155217 sec): 3 clusters Score: Raw -448571.985733 + Penalty 2792.316775 = -445779.668958 nChanged 7 SP:Iteration 58Q (1572.176914 sec): 3 clusters Score: Raw -448574.151133 + Penalty 2792.316775 = -445781.834358 nChanged 5 SP:Iteration 59Q (1572.198076 sec): 3 clusters Score: Raw -448575.512810 + Penalty 2792.316775 = -445783.196035 nChanged 5 SP:Iteration 60F (1572.219437 sec): 3 clusters Score: Raw -448576.891834 + Penalty 2792.316775 = -445784.575059 nChanged 4 SP:Iteration 61Q (1572.240671 sec): 3 clusters Score: Raw -448578.352319 + Penalty 2792.316775 = -445786.035544 nChanged 5 SP:Iteration 62Q (1572.261147 sec): 3 clusters Score: Raw -448579.313889 + Penalty 2792.316775 = -445786.997114 nChanged 5 SP:Iteration 63Q (1572.282394 sec): 3 clusters Score: Raw -448579.991149 + Penalty 2792.316775 = -445787.674374 nChanged 3 SP:Iteration 64Q (1572.303772 sec): 3 clusters Score: Raw -448580.598428 + Penalty 2792.316775 = -445788.281653 nChanged 3 SP:Iteration 65Q (1572.325149 sec): 3 clusters Score: Raw -448581.175835 + Penalty 2792.316775 = -445788.859060 nChanged 3 SP:Iteration 66Q (1572.346423 sec): 3 clusters Score: Raw -448582.267867 + Penalty 2792.316775 = -445789.951092 nChanged 5 SP:Iteration 67Q (1572.403123 sec): 3 clusters Score: Raw -448583.683589 + Penalty 2792.316775 = -445791.366814 nChanged 4 SP:Iteration 68Q (1572.440695 sec): 3 clusters Score: Raw -448584.611031 + Penalty 2792.316775 = -445792.294256 nChanged 4 SP:Iteration 69Q (1572.461938 sec): 3 clusters Score: Raw -448586.079519 + Penalty 2792.316775 = -445793.762744 nChanged 9 SP:Iteration 70Q (1572.483083 sec): 3 clusters Score: Raw -448588.337578 + Penalty 2792.316775 = -445796.020804 nChanged 8 SP:Iteration 71Q (1572.504379 sec): 3 clusters Score: Raw -448590.085197 + Penalty 2792.316775 = -445797.768422 nChanged 10 SP:Iteration 72Q (1572.525700 sec): 3 clusters Score: Raw -448593.031523 + Penalty 2792.316775 = -445800.714748 nChanged 12 SP:Iteration 73Q (1572.546791 sec): 3 clusters Score: Raw -448595.632446 + Penalty 2792.316775 = -445803.315671 nChanged 6 SP:Iteration 74Q (1572.567909 sec): 3 clusters Score: Raw -448597.733665 + Penalty 2792.316775 = -445805.416890 nChanged 9 SP:Iteration 75Q (1572.588977 sec): 3 clusters Score: Raw -448599.923260 + Penalty 2792.316775 = -445807.606485 nChanged 7 SP:Iteration 76Q (1572.610004 sec): 3 clusters Score: Raw -448601.608436 + Penalty 2792.316775 = -445809.291661 nChanged 7 SP:Iteration 77Q (1572.631240 sec): 3 clusters Score: Raw -448603.355814 + Penalty 2792.316775 = -445811.039039 nChanged 9 SP:Iteration 78Q (1572.652091 sec): 3 clusters Score: Raw -448605.666761 + Penalty 2792.316775 = -445813.349987 nChanged 5 SP:Iteration 79Q (1572.673291 sec): 3 clusters Score: Raw -448606.447466 + Penalty 2792.316775 = -445814.130691 nChanged 6 SP:Iteration 80F (1572.694963 sec): 3 clusters Score: Raw -448607.873652 + Penalty 2792.316775 = -445815.556877 nChanged 5 SP:Iteration 81Q (1572.715981 sec): 3 clusters Score: Raw -448608.611474 + Penalty 2792.316775 = -445816.294700 nChanged 3 SP:Iteration 82Q (1572.737305 sec): 3 clusters Score: Raw -448609.133468 + Penalty 2792.316775 = -445816.816693 nChanged 2 SP:Iteration 83Q (1572.758416 sec): 3 clusters Score: Raw -448609.771934 + Penalty 2792.316775 = -445817.455159 nChanged 2 SP:Iteration 84Q (1572.779654 sec): 3 clusters Score: Raw -448610.027249 + Penalty 2792.316775 = -445817.710475 nChanged 0 SP:Iteration 85F (1572.801024 sec): 3 clusters Score: Raw -448610.027249 + Penalty 2792.316775 = -445817.710475 nChanged 0 Trying to split cluster 20 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.813611 sec): 2 clusters Score: Raw -85801.970697 + Penalty 1146.628484 = -84655.342213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1572.820155 sec): 3 clusters Score: Raw -85413.562462 + Penalty 2293.256967 = -83120.305494 nChanged 370 SP:Iteration 1F (1572.826253 sec): 3 clusters Score: Raw -85715.604712 + Penalty 2293.256967 = -83422.347745 nChanged 91 SP:Iteration 2F (1572.832368 sec): 3 clusters Score: Raw -85807.588932 + Penalty 2293.256967 = -83514.331965 nChanged 58 SP:Iteration 3Q (1572.838496 sec): 3 clusters Score: Raw -85860.231188 + Penalty 2293.256967 = -83566.974221 nChanged 23 SP:Iteration 4Q (1572.844585 sec): 3 clusters Score: Raw -85875.597001 + Penalty 2293.256967 = -83582.340034 nChanged 16 SP:Iteration 5Q (1572.850656 sec): 3 clusters Score: Raw -85884.929959 + Penalty 2293.256967 = -83591.672991 nChanged 8 SP:Iteration 6Q (1572.856729 sec): 3 clusters Score: Raw -85893.116574 + Penalty 2293.256967 = -83599.859607 nChanged 8 SP:Iteration 7Q (1572.862800 sec): 3 clusters Score: Raw -85898.286102 + Penalty 2293.256967 = -83605.029135 nChanged 7 SP:Iteration 8Q (1572.868934 sec): 3 clusters Score: Raw -85908.455972 + Penalty 2293.256967 = -83615.199005 nChanged 9 SP:Iteration 9Q (1572.875008 sec): 3 clusters Score: Raw -85916.781800 + Penalty 2293.256967 = -83623.524832 nChanged 6 SP:Iteration 10Q (1572.881073 sec): 3 clusters Score: Raw -85919.850429 + Penalty 2293.256967 = -83626.593461 nChanged 3 SP:Iteration 11Q (1572.887128 sec): 3 clusters Score: Raw -85923.035614 + Penalty 2293.256967 = -83629.778647 nChanged 5 SP:Iteration 12Q (1572.893189 sec): 3 clusters Score: Raw -85925.865348 + Penalty 2293.256967 = -83632.608381 nChanged 2 SP:Iteration 13Q (1572.899307 sec): 3 clusters Score: Raw -85926.988165 + Penalty 2293.256967 = -83633.731198 nChanged 1 SP:Iteration 14Q (1572.905377 sec): 3 clusters Score: Raw -85928.167592 + Penalty 2293.256967 = -83634.910624 nChanged 2 SP:Iteration 15Q (1572.911387 sec): 3 clusters Score: Raw -85929.306285 + Penalty 2293.256967 = -83636.049317 nChanged 4 SP:Iteration 16Q (1572.917446 sec): 3 clusters Score: Raw -85932.025273 + Penalty 2293.256967 = -83638.768306 nChanged 4 SP:Iteration 17Q (1572.923451 sec): 3 clusters Score: Raw -85936.362538 + Penalty 2293.256967 = -83643.105570 nChanged 6 SP:Iteration 18Q (1572.929555 sec): 3 clusters Score: Raw -85942.470298 + Penalty 2293.256967 = -83649.213331 nChanged 3 SP:Iteration 19Q (1572.935603 sec): 3 clusters Score: Raw -85943.908163 + Penalty 2293.256967 = -83650.651196 nChanged 2 SP:Iteration 20F (1572.941672 sec): 3 clusters Score: Raw -85945.111995 + Penalty 2293.256967 = -83651.855028 nChanged 4 SP:Iteration 21Q (1572.947725 sec): 3 clusters Score: Raw -85949.173333 + Penalty 2293.256967 = -83655.916366 nChanged 5 SP:Iteration 22Q (1572.953780 sec): 3 clusters Score: Raw -85954.553901 + Penalty 2293.256967 = -83661.296933 nChanged 4 SP:Iteration 23Q (1572.959778 sec): 3 clusters Score: Raw -85957.304310 + Penalty 2293.256967 = -83664.047343 nChanged 2 SP:Iteration 24Q (1572.965874 sec): 3 clusters Score: Raw -85958.489760 + Penalty 2293.256967 = -83665.232793 nChanged 0 SP:Iteration 25F (1572.971896 sec): 3 clusters Score: Raw -85958.489760 + Penalty 2293.256967 = -83665.232793 nChanged 0 Trying to split cluster 21 (1017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.981978 sec): 2 clusters Score: Raw -82190.700481 + Penalty 1125.249514 = -81065.450966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1572.987722 sec): 3 clusters Score: Raw -81890.371504 + Penalty 2250.499029 = -79639.872475 nChanged 308 SP:Iteration 1F (1572.993135 sec): 3 clusters Score: Raw -82155.646940 + Penalty 2250.499029 = -79905.147912 nChanged 74 SP:Iteration 2F (1572.998594 sec): 3 clusters Score: Raw -82239.738902 + Penalty 2250.499029 = -79989.239874 nChanged 50 SP:Iteration 3Q (1573.003922 sec): 3 clusters Score: Raw -82289.537137 + Penalty 2250.499029 = -80039.038108 nChanged 34 SP:Iteration 4Q (1573.009289 sec): 3 clusters Score: Raw -82325.664360 + Penalty 2250.499029 = -80075.165332 nChanged 31 SP:Iteration 5Q (1573.014628 sec): 3 clusters Score: Raw -82363.258659 + Penalty 2250.499029 = -80112.759630 nChanged 35 SP:Iteration 6Q (1573.019962 sec): 3 clusters Score: Raw -82417.929914 + Penalty 2250.499029 = -80167.430885 nChanged 36 SP:Iteration 7Q (1573.025276 sec): 3 clusters Score: Raw -82465.335539 + Penalty 2250.499029 = -80214.836510 nChanged 21 SP:Iteration 8Q (1573.030591 sec): 3 clusters Score: Raw -82489.595069 + Penalty 2250.499029 = -80239.096041 nChanged 18 SP:Iteration 9Q (1573.035911 sec): 3 clusters Score: Raw -82515.348332 + Penalty 2250.499029 = -80264.849303 nChanged 18 SP:Iteration 10Q (1573.041218 sec): 3 clusters Score: Raw -82537.845762 + Penalty 2250.499029 = -80287.346734 nChanged 12 SP:Iteration 11Q (1573.046497 sec): 3 clusters Score: Raw -82549.212241 + Penalty 2250.499029 = -80298.713212 nChanged 10 SP:Iteration 12Q (1573.051770 sec): 3 clusters Score: Raw -82557.415124 + Penalty 2250.499029 = -80306.916095 nChanged 8 SP:Iteration 13Q (1573.057043 sec): 3 clusters Score: Raw -82567.735626 + Penalty 2250.499029 = -80317.236597 nChanged 9 SP:Iteration 14Q (1573.062327 sec): 3 clusters Score: Raw -82579.956048 + Penalty 2250.499029 = -80329.457019 nChanged 13 SP:Iteration 15Q (1573.067552 sec): 3 clusters Score: Raw -82591.639387 + Penalty 2250.499029 = -80341.140358 nChanged 9 SP:Iteration 16Q (1573.072800 sec): 3 clusters Score: Raw -82603.766355 + Penalty 2250.499029 = -80353.267326 nChanged 6 SP:Iteration 17Q (1573.078051 sec): 3 clusters Score: Raw -82610.628684 + Penalty 2250.499029 = -80360.129655 nChanged 4 SP:Iteration 18Q (1573.083288 sec): 3 clusters Score: Raw -82616.988674 + Penalty 2250.499029 = -80366.489645 nChanged 7 SP:Iteration 19Q (1573.088546 sec): 3 clusters Score: Raw -82629.141532 + Penalty 2250.499029 = -80378.642503 nChanged 10 SP:Iteration 20F (1573.093977 sec): 3 clusters Score: Raw -82648.670768 + Penalty 2250.499029 = -80398.171739 nChanged 8 SP:Iteration 21Q (1573.099173 sec): 3 clusters Score: Raw -82657.399636 + Penalty 2250.499029 = -80406.900607 nChanged 4 SP:Iteration 22Q (1573.104397 sec): 3 clusters Score: Raw -82662.555310 + Penalty 2250.499029 = -80412.056281 nChanged 2 SP:Iteration 23Q (1573.109609 sec): 3 clusters Score: Raw -82665.133148 + Penalty 2250.499029 = -80414.634120 nChanged 2 SP:Iteration 24Q (1573.114784 sec): 3 clusters Score: Raw -82666.013031 + Penalty 2250.499029 = -80415.514002 nChanged 0 SP:Iteration 25F (1573.120154 sec): 3 clusters Score: Raw -82666.013031 + Penalty 2250.499029 = -80415.514002 nChanged 0 Trying to split cluster 22 (5021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1573.138936 sec): 2 clusters Score: Raw -396985.630898 + Penalty 1384.724964 = -395600.905933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1573.160083 sec): 3 clusters Score: Raw -394407.707721 + Penalty 2769.449929 = -391638.257793 nChanged 2024 SP:Iteration 1F (1573.180955 sec): 3 clusters Score: Raw -395523.496734 + Penalty 2769.449929 = -392754.046805 nChanged 358 SP:Iteration 2F (1573.201738 sec): 3 clusters Score: Raw -395709.297673 + Penalty 2769.449929 = -392939.847744 nChanged 261 SP:Iteration 3F (1573.222340 sec): 3 clusters Score: Raw -395846.431332 + Penalty 2769.449929 = -393076.981403 nChanged 219 SP:Iteration 4Q (1573.243076 sec): 3 clusters Score: Raw -395992.805984 + Penalty 2769.449929 = -393223.356056 nChanged 217 SP:Iteration 5Q (1573.263846 sec): 3 clusters Score: Raw -396150.446021 + Penalty 2769.449929 = -393380.996092 nChanged 233 SP:Iteration 6Q (1573.284732 sec): 3 clusters Score: Raw -396304.482364 + Penalty 2769.449929 = -393535.032435 nChanged 200 SP:Iteration 7Q (1573.305386 sec): 3 clusters Score: Raw -396429.544277 + Penalty 2769.449929 = -393660.094348 nChanged 218 SP:Iteration 8Q (1573.326371 sec): 3 clusters Score: Raw -396545.585461 + Penalty 2769.449929 = -393776.135533 nChanged 176 SP:Iteration 9Q (1573.347313 sec): 3 clusters Score: Raw -396633.567183 + Penalty 2769.449929 = -393864.117255 nChanged 155 SP:Iteration 10Q (1573.367932 sec): 3 clusters Score: Raw -396718.104996 + Penalty 2769.449929 = -393948.655067 nChanged 157 SP:Iteration 11Q (1573.388877 sec): 3 clusters Score: Raw -396799.263739 + Penalty 2769.449929 = -394029.813811 nChanged 120 SP:Iteration 12Q (1573.409453 sec): 3 clusters Score: Raw -396857.414672 + Penalty 2769.449929 = -394087.964744 nChanged 95 SP:Iteration 13Q (1573.430255 sec): 3 clusters Score: Raw -396901.450069 + Penalty 2769.449929 = -394132.000140 nChanged 86 SP:Iteration 14Q (1573.450868 sec): 3 clusters Score: Raw -396942.863601 + Penalty 2769.449929 = -394173.413672 nChanged 73 SP:Iteration 15Q (1573.471605 sec): 3 clusters Score: Raw -396973.310289 + Penalty 2769.449929 = -394203.860360 nChanged 54 SP:Iteration 16Q (1573.492126 sec): 3 clusters Score: Raw -396994.997276 + Penalty 2769.449929 = -394225.547347 nChanged 59 SP:Iteration 17Q (1573.512776 sec): 3 clusters Score: Raw -397020.105024 + Penalty 2769.449929 = -394250.655095 nChanged 58 SP:Iteration 18Q (1573.533508 sec): 3 clusters Score: Raw -397049.377447 + Penalty 2769.449929 = -394279.927518 nChanged 60 SP:Iteration 19Q (1573.554375 sec): 3 clusters Score: Raw -397080.685014 + Penalty 2769.449929 = -394311.235086 nChanged 49 SP:Iteration 20F (1573.575271 sec): 3 clusters Score: Raw -397105.201291 + Penalty 2769.449929 = -394335.751363 nChanged 45 SP:Iteration 21Q (1573.596096 sec): 3 clusters Score: Raw -397125.897338 + Penalty 2769.449929 = -394356.447409 nChanged 47 SP:Iteration 22Q (1573.616739 sec): 3 clusters Score: Raw -397147.023081 + Penalty 2769.449929 = -394377.573152 nChanged 47 SP:Iteration 23Q (1573.637470 sec): 3 clusters Score: Raw -397180.056237 + Penalty 2769.449929 = -394410.606308 nChanged 59 SP:Iteration 24Q (1573.658287 sec): 3 clusters Score: Raw -397225.196289 + Penalty 2769.449929 = -394455.746360 nChanged 59 SP:Iteration 25Q (1573.678866 sec): 3 clusters Score: Raw -397267.661229 + Penalty 2769.449929 = -394498.211300 nChanged 61 SP:Iteration 26Q (1573.699399 sec): 3 clusters Score: Raw -397314.552349 + Penalty 2769.449929 = -394545.102421 nChanged 66 SP:Iteration 27Q (1573.720199 sec): 3 clusters Score: Raw -397357.859930 + Penalty 2769.449929 = -394588.410001 nChanged 41 SP:Iteration 28Q (1573.740691 sec): 3 clusters Score: Raw -397383.769488 + Penalty 2769.449929 = -394614.319559 nChanged 44 SP:Iteration 29Q (1573.761251 sec): 3 clusters Score: Raw -397418.688023 + Penalty 2769.449929 = -394649.238095 nChanged 43 SP:Iteration 30Q (1573.781765 sec): 3 clusters Score: Raw -397451.806628 + Penalty 2769.449929 = -394682.356700 nChanged 40 SP:Iteration 31Q (1573.801889 sec): 3 clusters Score: Raw -397480.095390 + Penalty 2769.449929 = -394710.645462 nChanged 28 SP:Iteration 32Q (1573.822023 sec): 3 clusters Score: Raw -397499.959116 + Penalty 2769.449929 = -394730.509187 nChanged 27 SP:Iteration 33Q (1573.842310 sec): 3 clusters Score: Raw -397515.756806 + Penalty 2769.449929 = -394746.306877 nChanged 27 SP:Iteration 34Q (1573.862306 sec): 3 clusters Score: Raw -397533.578641 + Penalty 2769.449929 = -394764.128712 nChanged 27 SP:Iteration 35Q (1573.882272 sec): 3 clusters Score: Raw -397553.504717 + Penalty 2769.449929 = -394784.054789 nChanged 30 SP:Iteration 36Q (1573.902263 sec): 3 clusters Score: Raw -397579.197394 + Penalty 2769.449929 = -394809.747465 nChanged 35 SP:Iteration 37Q (1573.922118 sec): 3 clusters Score: Raw -397604.321366 + Penalty 2769.449929 = -394834.871438 nChanged 36 SP:Iteration 38Q (1573.942126 sec): 3 clusters Score: Raw -397634.471263 + Penalty 2769.449929 = -394865.021334 nChanged 31 SP:Iteration 39Q (1573.961819 sec): 3 clusters Score: Raw -397663.409823 + Penalty 2769.449929 = -394893.959895 nChanged 28 SP:Iteration 40F (1573.982404 sec): 3 clusters Score: Raw -397682.926219 + Penalty 2769.449929 = -394913.476291 nChanged 21 SP:Iteration 41Q (1574.001997 sec): 3 clusters Score: Raw -397706.306042 + Penalty 2769.449929 = -394936.856113 nChanged 22 SP:Iteration 42Q (1574.021474 sec): 3 clusters Score: Raw -397719.589880 + Penalty 2769.449929 = -394950.139951 nChanged 11 SP:Iteration 43Q (1574.041172 sec): 3 clusters Score: Raw -397728.192782 + Penalty 2769.449929 = -394958.742853 nChanged 11 SP:Iteration 44Q (1574.060544 sec): 3 clusters Score: Raw -397733.955520 + Penalty 2769.449929 = -394964.505592 nChanged 10 SP:Iteration 45Q (1574.080063 sec): 3 clusters Score: Raw -397738.490737 + Penalty 2769.449929 = -394969.040809 nChanged 7 SP:Iteration 46Q (1574.099658 sec): 3 clusters Score: Raw -397742.174518 + Penalty 2769.449929 = -394972.724590 nChanged 3 SP:Iteration 47Q (1574.119141 sec): 3 clusters Score: Raw -397743.239779 + Penalty 2769.449929 = -394973.789851 nChanged 0 SP:Iteration 48F (1574.139939 sec): 3 clusters Score: Raw -397743.239779 + Penalty 2769.449929 = -394973.789851 nChanged 0 Trying to split cluster 23 (1924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1574.155207 sec): 2 clusters Score: Raw -160475.489777 + Penalty 1228.851265 = -159246.638512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1574.165528 sec): 3 clusters Score: Raw -159686.080154 + Penalty 2457.702530 = -157228.377624 nChanged 668 SP:Iteration 1F (1574.175219 sec): 3 clusters Score: Raw -160151.386030 + Penalty 2457.702530 = -157693.683500 nChanged 147 SP:Iteration 2F (1574.184966 sec): 3 clusters Score: Raw -160265.854643 + Penalty 2457.702530 = -157808.152113 nChanged 85 SP:Iteration 3Q (1574.194684 sec): 3 clusters Score: Raw -160325.631028 + Penalty 2457.702530 = -157867.928498 nChanged 54 SP:Iteration 4Q (1574.204395 sec): 3 clusters Score: Raw -160364.679049 + Penalty 2457.702530 = -157906.976519 nChanged 55 SP:Iteration 5Q (1574.214120 sec): 3 clusters Score: Raw -160398.929828 + Penalty 2457.702530 = -157941.227298 nChanged 35 SP:Iteration 6Q (1574.223713 sec): 3 clusters Score: Raw -160423.001655 + Penalty 2457.702530 = -157965.299125 nChanged 31 SP:Iteration 7Q (1574.233384 sec): 3 clusters Score: Raw -160445.492317 + Penalty 2457.702530 = -157987.789787 nChanged 26 SP:Iteration 8Q (1574.243019 sec): 3 clusters Score: Raw -160461.987294 + Penalty 2457.702530 = -158004.284764 nChanged 21 SP:Iteration 9Q (1574.252657 sec): 3 clusters Score: Raw -160475.836831 + Penalty 2457.702530 = -158018.134301 nChanged 19 SP:Iteration 10Q (1574.262318 sec): 3 clusters Score: Raw -160490.303861 + Penalty 2457.702530 = -158032.601331 nChanged 18 SP:Iteration 11Q (1574.271953 sec): 3 clusters Score: Raw -160509.431235 + Penalty 2457.702530 = -158051.728705 nChanged 26 SP:Iteration 12Q (1574.281587 sec): 3 clusters Score: Raw -160528.431234 + Penalty 2457.702530 = -158070.728704 nChanged 26 SP:Iteration 13Q (1574.291207 sec): 3 clusters Score: Raw -160543.435341 + Penalty 2457.702530 = -158085.732811 nChanged 21 SP:Iteration 14Q (1574.300789 sec): 3 clusters Score: Raw -160553.819284 + Penalty 2457.702530 = -158096.116753 nChanged 15 SP:Iteration 15Q (1574.310398 sec): 3 clusters Score: Raw -160559.519601 + Penalty 2457.702530 = -158101.817070 nChanged 17 SP:Iteration 16Q (1574.320072 sec): 3 clusters Score: Raw -160567.640995 + Penalty 2457.702530 = -158109.938465 nChanged 15 SP:Iteration 17Q (1574.329692 sec): 3 clusters Score: Raw -160574.786455 + Penalty 2457.702530 = -158117.083925 nChanged 18 SP:Iteration 18Q (1574.339244 sec): 3 clusters Score: Raw -160585.648456 + Penalty 2457.702530 = -158127.945926 nChanged 16 SP:Iteration 19Q (1574.348812 sec): 3 clusters Score: Raw -160595.721003 + Penalty 2457.702530 = -158138.018473 nChanged 28 SP:Iteration 20F (1574.358508 sec): 3 clusters Score: Raw -160613.587128 + Penalty 2457.702530 = -158155.884598 nChanged 20 SP:Iteration 21Q (1574.368105 sec): 3 clusters Score: Raw -160624.285317 + Penalty 2457.702530 = -158166.582787 nChanged 20 SP:Iteration 22Q (1574.377666 sec): 3 clusters Score: Raw -160635.632274 + Penalty 2457.702530 = -158177.929744 nChanged 29 SP:Iteration 23Q (1574.387272 sec): 3 clusters Score: Raw -160652.664616 + Penalty 2457.702530 = -158194.962086 nChanged 34 SP:Iteration 24Q (1574.396854 sec): 3 clusters Score: Raw -160671.339087 + Penalty 2457.702530 = -158213.636557 nChanged 25 SP:Iteration 25Q (1574.406438 sec): 3 clusters Score: Raw -160683.215417 + Penalty 2457.702530 = -158225.512886 nChanged 18 SP:Iteration 26Q (1574.415993 sec): 3 clusters Score: Raw -160693.341329 + Penalty 2457.702530 = -158235.638799 nChanged 17 SP:Iteration 27Q (1574.425534 sec): 3 clusters Score: Raw -160702.200619 + Penalty 2457.702530 = -158244.498089 nChanged 18 SP:Iteration 28Q (1574.435111 sec): 3 clusters Score: Raw -160711.862962 + Penalty 2457.702530 = -158254.160432 nChanged 15 SP:Iteration 29Q (1574.444588 sec): 3 clusters Score: Raw -160721.191561 + Penalty 2457.702530 = -158263.489031 nChanged 12 SP:Iteration 30Q (1574.454116 sec): 3 clusters Score: Raw -160727.995640 + Penalty 2457.702530 = -158270.293110 nChanged 8 SP:Iteration 31Q (1574.463529 sec): 3 clusters Score: Raw -160733.566959 + Penalty 2457.702530 = -158275.864429 nChanged 10 SP:Iteration 32Q (1574.473064 sec): 3 clusters Score: Raw -160737.353859 + Penalty 2457.702530 = -158279.651329 nChanged 9 SP:Iteration 33Q (1574.482650 sec): 3 clusters Score: Raw -160740.933819 + Penalty 2457.702530 = -158283.231289 nChanged 10 SP:Iteration 34Q (1574.492204 sec): 3 clusters Score: Raw -160748.820198 + Penalty 2457.702530 = -158291.117668 nChanged 13 SP:Iteration 35Q (1574.501749 sec): 3 clusters Score: Raw -160759.124268 + Penalty 2457.702530 = -158301.421738 nChanged 17 SP:Iteration 36Q (1574.511180 sec): 3 clusters Score: Raw -160769.650869 + Penalty 2457.702530 = -158311.948338 nChanged 18 SP:Iteration 37Q (1574.520569 sec): 3 clusters Score: Raw -160782.662726 + Penalty 2457.702530 = -158324.960196 nChanged 18 SP:Iteration 38Q (1574.529955 sec): 3 clusters Score: Raw -160793.756504 + Penalty 2457.702530 = -158336.053973 nChanged 17 SP:Iteration 39Q (1574.539543 sec): 3 clusters Score: Raw -160806.576050 + Penalty 2457.702530 = -158348.873520 nChanged 12 SP:Iteration 40F (1574.549169 sec): 3 clusters Score: Raw -160814.465716 + Penalty 2457.702530 = -158356.763185 nChanged 10 SP:Iteration 41Q (1574.558680 sec): 3 clusters Score: Raw -160822.200434 + Penalty 2457.702530 = -158364.497904 nChanged 6 SP:Iteration 42Q (1574.568179 sec): 3 clusters Score: Raw -160826.460668 + Penalty 2457.702530 = -158368.758138 nChanged 2 SP:Iteration 43Q (1574.577637 sec): 3 clusters Score: Raw -160827.633145 + Penalty 2457.702530 = -158369.930615 nChanged 1 SP:Iteration 44Q (1574.587115 sec): 3 clusters Score: Raw -160827.934545 + Penalty 2457.702530 = -158370.232015 nChanged 0 SP:Iteration 45F (1574.596824 sec): 3 clusters Score: Raw -160827.934545 + Penalty 2457.702530 = -158370.232015 nChanged 0 Trying to split cluster 24 (29073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1574.641337 sec): 2 clusters Score: Raw -2337966.684183 + Penalty 1670.104343 = -2336296.579840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1574.701623 sec): 3 clusters Score: Raw -2320046.856236 + Penalty 3340.208686 = -2316706.647550 nChanged 13362 SP:Iteration 1F (1574.755753 sec): 3 clusters Score: Raw -2327810.921138 + Penalty 3340.208686 = -2324470.712452 nChanged 1585 SP:Iteration 2F (1574.809532 sec): 3 clusters Score: Raw -2328515.962007 + Penalty 3340.208686 = -2325175.753321 nChanged 1704 SP:Iteration 3F (1574.863652 sec): 3 clusters Score: Raw -2329438.607230 + Penalty 3340.208686 = -2326098.398544 nChanged 1899 SP:Iteration 4F (1574.917437 sec): 3 clusters Score: Raw -2330697.569629 + Penalty 3340.208686 = -2327357.360944 nChanged 2057 SP:Iteration 5F (1574.971386 sec): 3 clusters Score: Raw -2332323.466052 + Penalty 3340.208686 = -2328983.257366 nChanged 1983 SP:Iteration 6F (1575.025288 sec): 3 clusters Score: Raw -2334027.352276 + Penalty 3340.208686 = -2330687.143590 nChanged 1643 SP:Iteration 7F (1575.079441 sec): 3 clusters Score: Raw -2335506.824417 + Penalty 3340.208686 = -2332166.615731 nChanged 1166 SP:Iteration 8Q (1575.133435 sec): 3 clusters Score: Raw -2336510.659126 + Penalty 3340.208686 = -2333170.450441 nChanged 764 SP:Iteration 9Q (1575.184418 sec): 3 clusters Score: Raw -2337077.278551 + Penalty 3340.208686 = -2333737.069865 nChanged 533 SP:Iteration 10Q (1575.233637 sec): 3 clusters Score: Raw -2337374.320135 + Penalty 3340.208686 = -2334034.111449 nChanged 351 SP:Iteration 11Q (1575.282072 sec): 3 clusters Score: Raw -2337544.793634 + Penalty 3340.208686 = -2334204.584948 nChanged 272 SP:Iteration 12Q (1575.329736 sec): 3 clusters Score: Raw -2337680.084885 + Penalty 3340.208686 = -2334339.876199 nChanged 211 SP:Iteration 13Q (1575.377109 sec): 3 clusters Score: Raw -2337773.606009 + Penalty 3340.208686 = -2334433.397324 nChanged 163 SP:Iteration 14Q (1575.424273 sec): 3 clusters Score: Raw -2337836.617073 + Penalty 3340.208686 = -2334496.408387 nChanged 128 SP:Iteration 15Q (1575.471280 sec): 3 clusters Score: Raw -2337880.759642 + Penalty 3340.208686 = -2334540.550956 nChanged 134 SP:Iteration 16Q (1575.518116 sec): 3 clusters Score: Raw -2337932.980490 + Penalty 3340.208686 = -2334592.771804 nChanged 137 SP:Iteration 17Q (1575.564793 sec): 3 clusters Score: Raw -2337983.765265 + Penalty 3340.208686 = -2334643.556579 nChanged 123 SP:Iteration 18Q (1575.611339 sec): 3 clusters Score: Raw -2338030.745774 + Penalty 3340.208686 = -2334690.537089 nChanged 104 SP:Iteration 19Q (1575.657818 sec): 3 clusters Score: Raw -2338067.176798 + Penalty 3340.208686 = -2334726.968112 nChanged 105 SP:Iteration 20F (1575.710694 sec): 3 clusters Score: Raw -2338097.927065 + Penalty 3340.208686 = -2334757.718379 nChanged 87 SP:Iteration 21Q (1575.757703 sec): 3 clusters Score: Raw -2338122.079976 + Penalty 3340.208686 = -2334781.871290 nChanged 73 SP:Iteration 22Q (1575.803607 sec): 3 clusters Score: Raw -2338141.226577 + Penalty 3340.208686 = -2334801.017892 nChanged 57 SP:Iteration 23Q (1575.849649 sec): 3 clusters Score: Raw -2338156.096468 + Penalty 3340.208686 = -2334815.887783 nChanged 55 SP:Iteration 24Q (1575.895570 sec): 3 clusters Score: Raw -2338171.966497 + Penalty 3340.208686 = -2334831.757811 nChanged 56 SP:Iteration 25Q (1575.941473 sec): 3 clusters Score: Raw -2338192.187480 + Penalty 3340.208686 = -2334851.978794 nChanged 49 SP:Iteration 26Q (1576.024597 sec): 3 clusters Score: Raw -2338206.843817 + Penalty 3340.208686 = -2334866.635131 nChanged 46 SP:Iteration 27Q (1576.069967 sec): 3 clusters Score: Raw -2338220.640769 + Penalty 3340.208686 = -2334880.432083 nChanged 53 SP:Iteration 28Q (1576.115615 sec): 3 clusters Score: Raw -2338237.412542 + Penalty 3340.208686 = -2334897.203856 nChanged 54 SP:Iteration 29Q (1576.161217 sec): 3 clusters Score: Raw -2338253.452010 + Penalty 3340.208686 = -2334913.243324 nChanged 45 SP:Iteration 30Q (1576.206697 sec): 3 clusters Score: Raw -2338267.459593 + Penalty 3340.208686 = -2334927.250907 nChanged 38 SP:Iteration 31Q (1576.252059 sec): 3 clusters Score: Raw -2338282.571378 + Penalty 3340.208686 = -2334942.362692 nChanged 36 SP:Iteration 32Q (1576.297529 sec): 3 clusters Score: Raw -2338294.173983 + Penalty 3340.208686 = -2334953.965297 nChanged 31 SP:Iteration 33Q (1576.342794 sec): 3 clusters Score: Raw -2338305.917803 + Penalty 3340.208686 = -2334965.709117 nChanged 30 SP:Iteration 34Q (1576.388178 sec): 3 clusters Score: Raw -2338315.320006 + Penalty 3340.208686 = -2334975.111320 nChanged 26 SP:Iteration 35Q (1576.433579 sec): 3 clusters Score: Raw -2338322.730521 + Penalty 3340.208686 = -2334982.521835 nChanged 25 SP:Iteration 36Q (1576.478785 sec): 3 clusters Score: Raw -2338330.240933 + Penalty 3340.208686 = -2334990.032248 nChanged 13 SP:Iteration 37Q (1576.524158 sec): 3 clusters Score: Raw -2338333.531961 + Penalty 3340.208686 = -2334993.323275 nChanged 19 SP:Iteration 38Q (1576.569512 sec): 3 clusters Score: Raw -2338337.603390 + Penalty 3340.208686 = -2334997.394704 nChanged 13 SP:Iteration 39Q (1576.614701 sec): 3 clusters Score: Raw -2338341.737164 + Penalty 3340.208686 = -2335001.528479 nChanged 14 SP:Iteration 40F (1576.667379 sec): 3 clusters Score: Raw -2338348.232966 + Penalty 3340.208686 = -2335008.024280 nChanged 17 SP:Iteration 41Q (1576.713732 sec): 3 clusters Score: Raw -2338353.122997 + Penalty 3340.208686 = -2335012.914311 nChanged 10 SP:Iteration 42Q (1576.759004 sec): 3 clusters Score: Raw -2338356.837925 + Penalty 3340.208686 = -2335016.629239 nChanged 11 SP:Iteration 43Q (1576.804408 sec): 3 clusters Score: Raw -2338360.713068 + Penalty 3340.208686 = -2335020.504382 nChanged 10 SP:Iteration 44Q (1576.878684 sec): 3 clusters Score: Raw -2338363.827159 + Penalty 3340.208686 = -2335023.618473 nChanged 15 SP:Iteration 45Q (1576.924423 sec): 3 clusters Score: Raw -2338367.370697 + Penalty 3340.208686 = -2335027.162011 nChanged 12 SP:Iteration 46Q (1576.969341 sec): 3 clusters Score: Raw -2338369.731891 + Penalty 3340.208686 = -2335029.523206 nChanged 11 SP:Iteration 47Q (1577.014535 sec): 3 clusters Score: Raw -2338372.182444 + Penalty 3340.208686 = -2335031.973758 nChanged 8 SP:Iteration 48Q (1577.059673 sec): 3 clusters Score: Raw -2338375.277194 + Penalty 3340.208686 = -2335035.068508 nChanged 10 SP:Iteration 49Q (1577.104650 sec): 3 clusters Score: Raw -2338378.417656 + Penalty 3340.208686 = -2335038.208970 nChanged 11 SP:Iteration 50Q (1577.149885 sec): 3 clusters Score: Raw -2338381.486918 + Penalty 3340.208686 = -2335041.278233 nChanged 12 SP:Iteration 51Q (1577.194952 sec): 3 clusters Score: Raw -2338385.352158 + Penalty 3340.208686 = -2335045.143472 nChanged 9 SP:Iteration 52Q (1577.240068 sec): 3 clusters Score: Raw -2338387.072608 + Penalty 3340.208686 = -2335046.863922 nChanged 6 SP:Iteration 53Q (1577.285325 sec): 3 clusters Score: Raw -2338387.944905 + Penalty 3340.208686 = -2335047.736219 nChanged 4 SP:Iteration 54Q (1577.330472 sec): 3 clusters Score: Raw -2338388.570714 + Penalty 3340.208686 = -2335048.362028 nChanged 0 SP:Iteration 55F (1577.383312 sec): 3 clusters Score: Raw -2338388.570714 + Penalty 3340.208686 = -2335048.362028 nChanged 0 Trying to split cluster 25 (3187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.396987 sec): 2 clusters Score: Raw -247531.227677 + Penalty 1310.860739 = -246220.366938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.413544 sec): 3 clusters Score: Raw -245993.259277 + Penalty 2621.721477 = -243371.537799 nChanged 1251 SP:Iteration 1F (1577.429086 sec): 3 clusters Score: Raw -246832.593846 + Penalty 2621.721477 = -244210.872368 nChanged 292 SP:Iteration 2F (1577.444600 sec): 3 clusters Score: Raw -247051.342279 + Penalty 2621.721477 = -244429.620802 nChanged 176 SP:Iteration 3F (1577.459919 sec): 3 clusters Score: Raw -247164.568725 + Penalty 2621.721477 = -244542.847248 nChanged 118 SP:Iteration 4Q (1577.475443 sec): 3 clusters Score: Raw -247243.366330 + Penalty 2621.721477 = -244621.644853 nChanged 99 SP:Iteration 5Q (1577.490896 sec): 3 clusters Score: Raw -247311.145311 + Penalty 2621.721477 = -244689.423833 nChanged 104 SP:Iteration 6Q (1577.506407 sec): 3 clusters Score: Raw -247381.430670 + Penalty 2621.721477 = -244759.709192 nChanged 85 SP:Iteration 7Q (1577.521867 sec): 3 clusters Score: Raw -247438.742994 + Penalty 2621.721477 = -244817.021517 nChanged 81 SP:Iteration 8Q (1577.537323 sec): 3 clusters Score: Raw -247485.391526 + Penalty 2621.721477 = -244863.670049 nChanged 65 SP:Iteration 9Q (1577.552735 sec): 3 clusters Score: Raw -247518.722615 + Penalty 2621.721477 = -244897.001138 nChanged 56 SP:Iteration 10Q (1577.568172 sec): 3 clusters Score: Raw -247546.959231 + Penalty 2621.721477 = -244925.237753 nChanged 41 SP:Iteration 11Q (1577.583563 sec): 3 clusters Score: Raw -247564.217935 + Penalty 2621.721477 = -244942.496458 nChanged 26 SP:Iteration 12Q (1577.598972 sec): 3 clusters Score: Raw -247574.408067 + Penalty 2621.721477 = -244952.686590 nChanged 19 SP:Iteration 13Q (1577.614350 sec): 3 clusters Score: Raw -247581.435439 + Penalty 2621.721477 = -244959.713961 nChanged 15 SP:Iteration 14Q (1577.629771 sec): 3 clusters Score: Raw -247585.448658 + Penalty 2621.721477 = -244963.727180 nChanged 14 SP:Iteration 15Q (1577.645154 sec): 3 clusters Score: Raw -247590.038510 + Penalty 2621.721477 = -244968.317032 nChanged 15 SP:Iteration 16Q (1577.660548 sec): 3 clusters Score: Raw -247595.536214 + Penalty 2621.721477 = -244973.814737 nChanged 17 SP:Iteration 17Q (1577.675763 sec): 3 clusters Score: Raw -247601.972452 + Penalty 2621.721477 = -244980.250975 nChanged 16 SP:Iteration 18Q (1577.690973 sec): 3 clusters Score: Raw -247607.735620 + Penalty 2621.721477 = -244986.014143 nChanged 15 SP:Iteration 19Q (1577.706333 sec): 3 clusters Score: Raw -247613.800147 + Penalty 2621.721477 = -244992.078670 nChanged 14 SP:Iteration 20F (1577.721805 sec): 3 clusters Score: Raw -247622.025574 + Penalty 2621.721477 = -245000.304097 nChanged 22 SP:Iteration 21Q (1577.737162 sec): 3 clusters Score: Raw -247636.648070 + Penalty 2621.721477 = -245014.926593 nChanged 21 SP:Iteration 22Q (1577.752404 sec): 3 clusters Score: Raw -247653.733241 + Penalty 2621.721477 = -245032.011763 nChanged 31 SP:Iteration 23Q (1577.767641 sec): 3 clusters Score: Raw -247667.482416 + Penalty 2621.721477 = -245045.760939 nChanged 29 SP:Iteration 24Q (1577.782977 sec): 3 clusters Score: Raw -247680.257573 + Penalty 2621.721477 = -245058.536095 nChanged 31 SP:Iteration 25Q (1577.798227 sec): 3 clusters Score: Raw -247694.834337 + Penalty 2621.721477 = -245073.112859 nChanged 30 SP:Iteration 26Q (1577.813521 sec): 3 clusters Score: Raw -247713.041859 + Penalty 2621.721477 = -245091.320382 nChanged 37 SP:Iteration 27Q (1577.828839 sec): 3 clusters Score: Raw -247744.292638 + Penalty 2621.721477 = -245122.571161 nChanged 53 SP:Iteration 28Q (1577.844058 sec): 3 clusters Score: Raw -247775.032773 + Penalty 2621.721477 = -245153.311296 nChanged 50 SP:Iteration 29Q (1577.859405 sec): 3 clusters Score: Raw -247804.824414 + Penalty 2621.721477 = -245183.102937 nChanged 54 SP:Iteration 30Q (1577.874696 sec): 3 clusters Score: Raw -247839.639237 + Penalty 2621.721477 = -245217.917760 nChanged 55 SP:Iteration 31Q (1577.894495 sec): 3 clusters Score: Raw -247886.961522 + Penalty 2621.721477 = -245265.240045 nChanged 62 SP:Iteration 32Q (1577.910109 sec): 3 clusters Score: Raw -247926.054127 + Penalty 2621.721477 = -245304.332649 nChanged 61 SP:Iteration 33Q (1577.925236 sec): 3 clusters Score: Raw -247969.356715 + Penalty 2621.721477 = -245347.635238 nChanged 53 SP:Iteration 34Q (1577.940315 sec): 3 clusters Score: Raw -248000.776402 + Penalty 2621.721477 = -245379.054925 nChanged 38 SP:Iteration 35Q (1577.955480 sec): 3 clusters Score: Raw -248022.848134 + Penalty 2621.721477 = -245401.126656 nChanged 37 SP:Iteration 36Q (1577.970676 sec): 3 clusters Score: Raw -248046.383042 + Penalty 2621.721477 = -245424.661565 nChanged 37 SP:Iteration 37Q (1577.985585 sec): 3 clusters Score: Raw -248065.245421 + Penalty 2621.721477 = -245443.523944 nChanged 30 SP:Iteration 38Q (1578.000530 sec): 3 clusters Score: Raw -248078.930912 + Penalty 2621.721477 = -245457.209435 nChanged 16 SP:Iteration 39Q (1578.015487 sec): 3 clusters Score: Raw -248083.384584 + Penalty 2621.721477 = -245461.663107 nChanged 7 SP:Iteration 40F (1578.031403 sec): 3 clusters Score: Raw -248085.456786 + Penalty 2621.721477 = -245463.735309 nChanged 5 SP:Iteration 41Q (1578.046396 sec): 3 clusters Score: Raw -248086.858137 + Penalty 2621.721477 = -245465.136659 nChanged 3 SP:Iteration 42Q (1578.061348 sec): 3 clusters Score: Raw -248087.505092 + Penalty 2621.721477 = -245465.783615 nChanged 3 SP:Iteration 43Q (1578.076505 sec): 3 clusters Score: Raw -248088.809890 + Penalty 2621.721477 = -245467.088413 nChanged 6 SP:Iteration 44Q (1578.091618 sec): 3 clusters Score: Raw -248092.185795 + Penalty 2621.721477 = -245470.464318 nChanged 6 SP:Iteration 45Q (1578.106790 sec): 3 clusters Score: Raw -248094.601170 + Penalty 2621.721477 = -245472.879693 nChanged 10 SP:Iteration 46Q (1578.121977 sec): 3 clusters Score: Raw -248097.151374 + Penalty 2621.721477 = -245475.429896 nChanged 5 SP:Iteration 47Q (1578.137106 sec): 3 clusters Score: Raw -248099.963640 + Penalty 2621.721477 = -245478.242163 nChanged 5 SP:Iteration 48Q (1578.152253 sec): 3 clusters Score: Raw -248102.303729 + Penalty 2621.721477 = -245480.582252 nChanged 3 SP:Iteration 49Q (1578.167238 sec): 3 clusters Score: Raw -248104.145388 + Penalty 2621.721477 = -245482.423911 nChanged 9 SP:Iteration 50Q (1578.182329 sec): 3 clusters Score: Raw -248108.008971 + Penalty 2621.721477 = -245486.287494 nChanged 9 SP:Iteration 51Q (1578.197524 sec): 3 clusters Score: Raw -248111.417570 + Penalty 2621.721477 = -245489.696093 nChanged 7 SP:Iteration 52Q (1578.212599 sec): 3 clusters Score: Raw -248113.089002 + Penalty 2621.721477 = -245491.367525 nChanged 5 SP:Iteration 53Q (1578.227760 sec): 3 clusters Score: Raw -248114.293605 + Penalty 2621.721477 = -245492.572127 nChanged 5 SP:Iteration 54Q (1578.242888 sec): 3 clusters Score: Raw -248115.258032 + Penalty 2621.721477 = -245493.536555 nChanged 3 SP:Iteration 55Q (1578.257880 sec): 3 clusters Score: Raw -248115.621242 + Penalty 2621.721477 = -245493.899764 nChanged 4 SP:Iteration 56Q (1578.272964 sec): 3 clusters Score: Raw -248117.131671 + Penalty 2621.721477 = -245495.410194 nChanged 3 SP:Iteration 57Q (1578.288133 sec): 3 clusters Score: Raw -248118.322973 + Penalty 2621.721477 = -245496.601496 nChanged 1 SP:Iteration 58Q (1578.303221 sec): 3 clusters Score: Raw -248118.487319 + Penalty 2621.721477 = -245496.765841 nChanged 1 SP:Iteration 59Q (1578.318368 sec): 3 clusters Score: Raw -248118.613434 + Penalty 2621.721477 = -245496.891957 nChanged 1 SP:Iteration 60F (1578.333831 sec): 3 clusters Score: Raw -248118.847722 + Penalty 2621.721477 = -245497.126245 nChanged 1 SP:Iteration 61Q (1578.348984 sec): 3 clusters Score: Raw -248120.009017 + Penalty 2621.721477 = -245498.287540 nChanged 2 SP:Iteration 62Q (1578.364099 sec): 3 clusters Score: Raw -248120.402855 + Penalty 2621.721477 = -245498.681377 nChanged 1 SP:Iteration 63Q (1578.379181 sec): 3 clusters Score: Raw -248120.609153 + Penalty 2621.721477 = -245498.887676 nChanged 3 SP:Iteration 64Q (1578.394269 sec): 3 clusters Score: Raw -248121.810372 + Penalty 2621.721477 = -245500.088894 nChanged 4 SP:Iteration 65Q (1578.409232 sec): 3 clusters Score: Raw -248123.229740 + Penalty 2621.721477 = -245501.508263 nChanged 1 SP:Iteration 66Q (1578.424268 sec): 3 clusters Score: Raw -248123.452495 + Penalty 2621.721477 = -245501.731017 nChanged 0 SP:Iteration 67F (1578.439647 sec): 3 clusters Score: Raw -248123.452495 + Penalty 2621.721477 = -245501.731017 nChanged 0 Trying to split cluster 26 (3182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1578.456155 sec): 2 clusters Score: Raw -264660.865428 + Penalty 1310.605596 = -263350.259831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1578.472526 sec): 3 clusters Score: Raw -263119.422068 + Penalty 2621.211193 = -260498.210875 nChanged 1215 SP:Iteration 1F (1578.487881 sec): 3 clusters Score: Raw -263823.080667 + Penalty 2621.211193 = -261201.869474 nChanged 244 SP:Iteration 2F (1578.503358 sec): 3 clusters Score: Raw -263992.527907 + Penalty 2621.211193 = -261371.316714 nChanged 173 SP:Iteration 3F (1578.519021 sec): 3 clusters Score: Raw -264118.278832 + Penalty 2621.211193 = -261497.067639 nChanged 135 SP:Iteration 4Q (1578.534242 sec): 3 clusters Score: Raw -264227.126907 + Penalty 2621.211193 = -261605.915714 nChanged 124 SP:Iteration 5Q (1578.549161 sec): 3 clusters Score: Raw -264312.690417 + Penalty 2621.211193 = -261691.479224 nChanged 94 SP:Iteration 6Q (1578.564632 sec): 3 clusters Score: Raw -264368.187720 + Penalty 2621.211193 = -261746.976527 nChanged 90 SP:Iteration 7Q (1578.579963 sec): 3 clusters Score: Raw -264420.070940 + Penalty 2621.211193 = -261798.859747 nChanged 82 SP:Iteration 8Q (1578.595379 sec): 3 clusters Score: Raw -264474.983477 + Penalty 2621.211193 = -261853.772284 nChanged 83 SP:Iteration 9Q (1578.610681 sec): 3 clusters Score: Raw -264517.900945 + Penalty 2621.211193 = -261896.689752 nChanged 71 SP:Iteration 10Q (1578.626075 sec): 3 clusters Score: Raw -264548.358560 + Penalty 2621.211193 = -261927.147367 nChanged 53 SP:Iteration 11Q (1578.641484 sec): 3 clusters Score: Raw -264573.004128 + Penalty 2621.211193 = -261951.792935 nChanged 50 SP:Iteration 12Q (1578.656805 sec): 3 clusters Score: Raw -264593.389696 + Penalty 2621.211193 = -261972.178503 nChanged 43 SP:Iteration 13Q (1578.672190 sec): 3 clusters Score: Raw -264613.456281 + Penalty 2621.211193 = -261992.245088 nChanged 48 SP:Iteration 14Q (1578.687545 sec): 3 clusters Score: Raw -264637.021826 + Penalty 2621.211193 = -262015.810633 nChanged 51 SP:Iteration 15Q (1578.702939 sec): 3 clusters Score: Raw -264660.178366 + Penalty 2621.211193 = -262038.967173 nChanged 46 SP:Iteration 16Q (1578.718217 sec): 3 clusters Score: Raw -264682.120633 + Penalty 2621.211193 = -262060.909440 nChanged 37 SP:Iteration 17Q (1578.733543 sec): 3 clusters Score: Raw -264699.740226 + Penalty 2621.211193 = -262078.529033 nChanged 41 SP:Iteration 18Q (1578.748835 sec): 3 clusters Score: Raw -264718.994176 + Penalty 2621.211193 = -262097.782983 nChanged 44 SP:Iteration 19Q (1578.764212 sec): 3 clusters Score: Raw -264739.910193 + Penalty 2621.211193 = -262118.699000 nChanged 37 SP:Iteration 20F (1578.779678 sec): 3 clusters Score: Raw -264759.117222 + Penalty 2621.211193 = -262137.906030 nChanged 35 SP:Iteration 21Q (1578.794984 sec): 3 clusters Score: Raw -264777.503524 + Penalty 2621.211193 = -262156.292331 nChanged 34 SP:Iteration 22Q (1578.810139 sec): 3 clusters Score: Raw -264792.434795 + Penalty 2621.211193 = -262171.223602 nChanged 30 SP:Iteration 23Q (1578.825431 sec): 3 clusters Score: Raw -264804.854677 + Penalty 2621.211193 = -262183.643484 nChanged 27 SP:Iteration 24Q (1578.840676 sec): 3 clusters Score: Raw -264816.397079 + Penalty 2621.211193 = -262195.185886 nChanged 26 SP:Iteration 25Q (1578.855932 sec): 3 clusters Score: Raw -264826.409403 + Penalty 2621.211193 = -262205.198210 nChanged 17 SP:Iteration 26Q (1578.871040 sec): 3 clusters Score: Raw -264834.120163 + Penalty 2621.211193 = -262212.908970 nChanged 16 SP:Iteration 27Q (1578.886229 sec): 3 clusters Score: Raw -264842.053261 + Penalty 2621.211193 = -262220.842068 nChanged 21 SP:Iteration 28Q (1578.901485 sec): 3 clusters Score: Raw -264850.788359 + Penalty 2621.211193 = -262229.577166 nChanged 22 SP:Iteration 29Q (1578.916717 sec): 3 clusters Score: Raw -264857.604264 + Penalty 2621.211193 = -262236.393071 nChanged 15 SP:Iteration 30Q (1578.931826 sec): 3 clusters Score: Raw -264861.830093 + Penalty 2621.211193 = -262240.618900 nChanged 11 SP:Iteration 31Q (1578.946972 sec): 3 clusters Score: Raw -264865.039109 + Penalty 2621.211193 = -262243.827916 nChanged 6 SP:Iteration 32Q (1578.962195 sec): 3 clusters Score: Raw -264867.829936 + Penalty 2621.211193 = -262246.618743 nChanged 5 SP:Iteration 33Q (1578.977393 sec): 3 clusters Score: Raw -264869.342536 + Penalty 2621.211193 = -262248.131343 nChanged 4 SP:Iteration 34Q (1578.992619 sec): 3 clusters Score: Raw -264871.475114 + Penalty 2621.211193 = -262250.263921 nChanged 2 SP:Iteration 35Q (1579.007639 sec): 3 clusters Score: Raw -264871.795854 + Penalty 2621.211193 = -262250.584661 nChanged 2 SP:Iteration 36Q (1579.022718 sec): 3 clusters Score: Raw -264872.639092 + Penalty 2621.211193 = -262251.427899 nChanged 2 SP:Iteration 37Q (1579.037744 sec): 3 clusters Score: Raw -264873.021071 + Penalty 2621.211193 = -262251.809878 nChanged 2 SP:Iteration 38Q (1579.052853 sec): 3 clusters Score: Raw -264873.481664 + Penalty 2621.211193 = -262252.270471 nChanged 2 SP:Iteration 39Q (1579.067978 sec): 3 clusters Score: Raw -264874.175495 + Penalty 2621.211193 = -262252.964303 nChanged 1 SP:Iteration 40F (1579.083456 sec): 3 clusters Score: Raw -264874.508699 + Penalty 2621.211193 = -262253.297506 nChanged 0 Trying to split cluster 27 (24666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1579.124032 sec): 2 clusters Score: Raw -2085710.138015 + Penalty 1643.391922 = -2084066.746093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1579.173968 sec): 3 clusters Score: Raw -2070726.852611 + Penalty 3286.783843 = -2067440.068768 nChanged 11180 SP:Iteration 1F (1579.221825 sec): 3 clusters Score: Raw -2076869.386827 + Penalty 3286.783843 = -2073582.602983 nChanged 1346 SP:Iteration 2F (1579.269402 sec): 3 clusters Score: Raw -2077344.263565 + Penalty 3286.783843 = -2074057.479722 nChanged 1213 SP:Iteration 3Q (1579.318949 sec): 3 clusters Score: Raw -2077794.672108 + Penalty 3286.783843 = -2074507.888265 nChanged 1139 SP:Iteration 4Q (1579.367734 sec): 3 clusters Score: Raw -2078252.393517 + Penalty 3286.783843 = -2074965.609674 nChanged 1223 SP:Iteration 5Q (1579.416575 sec): 3 clusters Score: Raw -2078856.454570 + Penalty 3286.783843 = -2075569.670727 nChanged 1347 SP:Iteration 6F (1579.463624 sec): 3 clusters Score: Raw -2079614.984085 + Penalty 3286.783843 = -2076328.200242 nChanged 1428 SP:Iteration 7F (1579.511243 sec): 3 clusters Score: Raw -2080495.465157 + Penalty 3286.783843 = -2077208.681314 nChanged 1462 SP:Iteration 8F (1579.558836 sec): 3 clusters Score: Raw -2081429.872620 + Penalty 3286.783843 = -2078143.088777 nChanged 1371 SP:Iteration 9F (1579.606653 sec): 3 clusters Score: Raw -2082353.330567 + Penalty 3286.783843 = -2079066.546723 nChanged 1236 SP:Iteration 10F (1579.654327 sec): 3 clusters Score: Raw -2083185.345881 + Penalty 3286.783843 = -2079898.562038 nChanged 1022 SP:Iteration 11Q (1579.702928 sec): 3 clusters Score: Raw -2083899.958350 + Penalty 3286.783843 = -2080613.174507 nChanged 836 SP:Iteration 12Q (1579.750480 sec): 3 clusters Score: Raw -2084491.432801 + Penalty 3286.783843 = -2081204.648958 nChanged 667 SP:Iteration 13Q (1579.797299 sec): 3 clusters Score: Raw -2084975.888586 + Penalty 3286.783843 = -2081689.104743 nChanged 518 SP:Iteration 14Q (1579.842718 sec): 3 clusters Score: Raw -2085306.367321 + Penalty 3286.783843 = -2082019.583478 nChanged 373 SP:Iteration 15Q (1579.887304 sec): 3 clusters Score: Raw -2085529.153743 + Penalty 3286.783843 = -2082242.369900 nChanged 284 SP:Iteration 16Q (1579.930621 sec): 3 clusters Score: Raw -2085697.186238 + Penalty 3286.783843 = -2082410.402395 nChanged 227 SP:Iteration 17Q (1579.973442 sec): 3 clusters Score: Raw -2085813.626633 + Penalty 3286.783843 = -2082526.842789 nChanged 165 SP:Iteration 18Q (1580.015836 sec): 3 clusters Score: Raw -2085900.208961 + Penalty 3286.783843 = -2082613.425118 nChanged 136 SP:Iteration 19Q (1580.057718 sec): 3 clusters Score: Raw -2085965.116347 + Penalty 3286.783843 = -2082678.332504 nChanged 97 SP:Iteration 20F (1580.105210 sec): 3 clusters Score: Raw -2086013.115456 + Penalty 3286.783843 = -2082726.331613 nChanged 81 SP:Iteration 21Q (1580.146791 sec): 3 clusters Score: Raw -2086056.849938 + Penalty 3286.783843 = -2082770.066095 nChanged 73 SP:Iteration 22Q (1580.188179 sec): 3 clusters Score: Raw -2086092.008271 + Penalty 3286.783843 = -2082805.224428 nChanged 51 SP:Iteration 23Q (1580.228998 sec): 3 clusters Score: Raw -2086116.990701 + Penalty 3286.783843 = -2082830.206858 nChanged 41 SP:Iteration 24Q (1580.269854 sec): 3 clusters Score: Raw -2086133.224193 + Penalty 3286.783843 = -2082846.440349 nChanged 28 SP:Iteration 25Q (1580.310274 sec): 3 clusters Score: Raw -2086148.052224 + Penalty 3286.783843 = -2082861.268381 nChanged 20 SP:Iteration 26Q (1580.350842 sec): 3 clusters Score: Raw -2086156.826088 + Penalty 3286.783843 = -2082870.042245 nChanged 14 SP:Iteration 27Q (1580.391230 sec): 3 clusters Score: Raw -2086162.254115 + Penalty 3286.783843 = -2082875.470272 nChanged 6 SP:Iteration 28Q (1580.431802 sec): 3 clusters Score: Raw -2086164.596375 + Penalty 3286.783843 = -2082877.812532 nChanged 8 SP:Iteration 29Q (1580.472117 sec): 3 clusters Score: Raw -2086170.922288 + Penalty 3286.783843 = -2082884.138444 nChanged 10 SP:Iteration 30Q (1580.512604 sec): 3 clusters Score: Raw -2086175.391438 + Penalty 3286.783843 = -2082888.607595 nChanged 6 SP:Iteration 31Q (1580.552817 sec): 3 clusters Score: Raw -2086178.401193 + Penalty 3286.783843 = -2082891.617350 nChanged 5 SP:Iteration 32Q (1580.593255 sec): 3 clusters Score: Raw -2086181.508979 + Penalty 3286.783843 = -2082894.725135 nChanged 2 SP:Iteration 33Q (1580.633763 sec): 3 clusters Score: Raw -2086182.662930 + Penalty 3286.783843 = -2082895.879087 nChanged 5 SP:Iteration 34Q (1580.674059 sec): 3 clusters Score: Raw -2086184.170725 + Penalty 3286.783843 = -2082897.386882 nChanged 3 SP:Iteration 35Q (1580.714254 sec): 3 clusters Score: Raw -2086185.173291 + Penalty 3286.783843 = -2082898.389448 nChanged 4 SP:Iteration 36Q (1580.754678 sec): 3 clusters Score: Raw -2086186.595359 + Penalty 3286.783843 = -2082899.811515 nChanged 4 SP:Iteration 37Q (1580.794785 sec): 3 clusters Score: Raw -2086188.515825 + Penalty 3286.783843 = -2082901.731982 nChanged 6 SP:Iteration 38Q (1580.835050 sec): 3 clusters Score: Raw -2086191.699958 + Penalty 3286.783843 = -2082904.916115 nChanged 5 SP:Iteration 39Q (1580.875327 sec): 3 clusters Score: Raw -2086193.086949 + Penalty 3286.783843 = -2082906.303105 nChanged 3 SP:Iteration 40F (1580.922411 sec): 3 clusters Score: Raw -2086194.111946 + Penalty 3286.783843 = -2082907.328103 nChanged 2 SP:Iteration 41Q (1580.962850 sec): 3 clusters Score: Raw -2086194.659517 + Penalty 3286.783843 = -2082907.875673 nChanged 3 SP:Iteration 42Q (1581.003241 sec): 3 clusters Score: Raw -2086195.696617 + Penalty 3286.783843 = -2082908.912773 nChanged 3 SP:Iteration 43Q (1581.043481 sec): 3 clusters Score: Raw -2086197.371057 + Penalty 3286.783843 = -2082910.587213 nChanged 3 SP:Iteration 44Q (1581.083867 sec): 3 clusters Score: Raw -2086198.735626 + Penalty 3286.783843 = -2082911.951783 nChanged 3 SP:Iteration 45Q (1581.123928 sec): 3 clusters Score: Raw -2086199.398515 + Penalty 3286.783843 = -2082912.614671 nChanged 1 SP:Iteration 46Q (1581.164208 sec): 3 clusters Score: Raw -2086200.297849 + Penalty 3286.783843 = -2082913.514006 nChanged 2 SP:Iteration 47Q (1581.204383 sec): 3 clusters Score: Raw -2086200.570725 + Penalty 3286.783843 = -2082913.786882 nChanged 1 SP:Iteration 48Q (1581.244723 sec): 3 clusters Score: Raw -2086200.675601 + Penalty 3286.783843 = -2082913.891757 nChanged 0 SP:Iteration 49F (1581.291824 sec): 3 clusters Score: Raw -2086200.675601 + Penalty 3286.783843 = -2082913.891757 nChanged 0 Trying to split cluster 28 (5129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1581.308428 sec): 2 clusters Score: Raw -424677.593352 + Penalty 1388.183223 = -423289.410129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1581.329812 sec): 3 clusters Score: Raw -421992.550587 + Penalty 2776.366446 = -419216.184141 nChanged 2097 SP:Iteration 1F (1581.350725 sec): 3 clusters Score: Raw -423149.404884 + Penalty 2776.366446 = -420373.038438 nChanged 345 SP:Iteration 2F (1581.371455 sec): 3 clusters Score: Raw -423315.257130 + Penalty 2776.366446 = -420538.890684 nChanged 263 SP:Iteration 3F (1581.392160 sec): 3 clusters Score: Raw -423451.897439 + Penalty 2776.366446 = -420675.530993 nChanged 214 SP:Iteration 4Q (1581.413125 sec): 3 clusters Score: Raw -423566.230399 + Penalty 2776.366446 = -420789.863953 nChanged 182 SP:Iteration 5Q (1581.434051 sec): 3 clusters Score: Raw -423644.536286 + Penalty 2776.366446 = -420868.169840 nChanged 147 SP:Iteration 6Q (1581.455194 sec): 3 clusters Score: Raw -423701.925767 + Penalty 2776.366446 = -420925.559321 nChanged 120 SP:Iteration 7Q (1581.476326 sec): 3 clusters Score: Raw -423750.375477 + Penalty 2776.366446 = -420974.009032 nChanged 102 SP:Iteration 8Q (1581.497197 sec): 3 clusters Score: Raw -423785.949445 + Penalty 2776.366446 = -421009.582999 nChanged 102 SP:Iteration 9Q (1581.518122 sec): 3 clusters Score: Raw -423828.113750 + Penalty 2776.366446 = -421051.747305 nChanged 109 SP:Iteration 10Q (1581.539020 sec): 3 clusters Score: Raw -423869.299192 + Penalty 2776.366446 = -421092.932746 nChanged 103 SP:Iteration 11Q (1581.559988 sec): 3 clusters Score: Raw -423906.403139 + Penalty 2776.366446 = -421130.036693 nChanged 93 SP:Iteration 12Q (1581.580880 sec): 3 clusters Score: Raw -423947.966999 + Penalty 2776.366446 = -421171.600553 nChanged 103 SP:Iteration 13Q (1581.601791 sec): 3 clusters Score: Raw -423994.174948 + Penalty 2776.366446 = -421217.808502 nChanged 99 SP:Iteration 14Q (1581.622829 sec): 3 clusters Score: Raw -424038.532732 + Penalty 2776.366446 = -421262.166286 nChanged 104 SP:Iteration 15Q (1581.643937 sec): 3 clusters Score: Raw -424087.268949 + Penalty 2776.366446 = -421310.902503 nChanged 116 SP:Iteration 16Q (1581.664798 sec): 3 clusters Score: Raw -424152.894599 + Penalty 2776.366446 = -421376.528153 nChanged 121 SP:Iteration 17Q (1581.685717 sec): 3 clusters Score: Raw -424228.038997 + Penalty 2776.366446 = -421451.672551 nChanged 127 SP:Iteration 18Q (1581.706598 sec): 3 clusters Score: Raw -424301.110295 + Penalty 2776.366446 = -421524.743849 nChanged 124 SP:Iteration 19Q (1581.727516 sec): 3 clusters Score: Raw -424387.256073 + Penalty 2776.366446 = -421610.889627 nChanged 118 SP:Iteration 20F (1581.748098 sec): 3 clusters Score: Raw -424460.508346 + Penalty 2776.366446 = -421684.141900 nChanged 120 SP:Iteration 21Q (1581.768727 sec): 3 clusters Score: Raw -424523.879079 + Penalty 2776.366446 = -421747.512634 nChanged 106 SP:Iteration 22Q (1581.789216 sec): 3 clusters Score: Raw -424572.981255 + Penalty 2776.366446 = -421796.614809 nChanged 73 SP:Iteration 23Q (1581.809768 sec): 3 clusters Score: Raw -424604.448070 + Penalty 2776.366446 = -421828.081624 nChanged 64 SP:Iteration 24Q (1581.830330 sec): 3 clusters Score: Raw -424629.472894 + Penalty 2776.366446 = -421853.106448 nChanged 46 SP:Iteration 25Q (1581.850775 sec): 3 clusters Score: Raw -424648.590446 + Penalty 2776.366446 = -421872.224000 nChanged 48 SP:Iteration 26Q (1581.871148 sec): 3 clusters Score: Raw -424668.696374 + Penalty 2776.366446 = -421892.329928 nChanged 39 SP:Iteration 27Q (1581.891712 sec): 3 clusters Score: Raw -424686.054490 + Penalty 2776.366446 = -421909.688044 nChanged 40 SP:Iteration 28Q (1581.912170 sec): 3 clusters Score: Raw -424702.370289 + Penalty 2776.366446 = -421926.003843 nChanged 38 SP:Iteration 29Q (1581.932544 sec): 3 clusters Score: Raw -424717.788181 + Penalty 2776.366446 = -421941.421735 nChanged 41 SP:Iteration 30Q (1581.952723 sec): 3 clusters Score: Raw -424736.533792 + Penalty 2776.366446 = -421960.167346 nChanged 39 SP:Iteration 31Q (1581.972958 sec): 3 clusters Score: Raw -424756.270670 + Penalty 2776.366446 = -421979.904224 nChanged 48 SP:Iteration 32Q (1581.993306 sec): 3 clusters Score: Raw -424779.618744 + Penalty 2776.366446 = -422003.252298 nChanged 39 SP:Iteration 33Q (1582.013596 sec): 3 clusters Score: Raw -424797.800215 + Penalty 2776.366446 = -422021.433770 nChanged 41 SP:Iteration 34Q (1582.033883 sec): 3 clusters Score: Raw -424814.800069 + Penalty 2776.366446 = -422038.433623 nChanged 33 SP:Iteration 35Q (1582.053867 sec): 3 clusters Score: Raw -424829.131232 + Penalty 2776.366446 = -422052.764786 nChanged 33 SP:Iteration 36Q (1582.108611 sec): 3 clusters Score: Raw -424843.716305 + Penalty 2776.366446 = -422067.349859 nChanged 33 SP:Iteration 37Q (1582.149204 sec): 3 clusters Score: Raw -424857.037366 + Penalty 2776.366446 = -422080.670921 nChanged 33 SP:Iteration 38Q (1582.169928 sec): 3 clusters Score: Raw -424876.781729 + Penalty 2776.366446 = -422100.415283 nChanged 34 SP:Iteration 39Q (1582.190215 sec): 3 clusters Score: Raw -424897.422494 + Penalty 2776.366446 = -422121.056049 nChanged 41 SP:Iteration 40F (1582.211073 sec): 3 clusters Score: Raw -424919.557410 + Penalty 2776.366446 = -422143.190964 nChanged 28 SP:Iteration 41Q (1582.231030 sec): 3 clusters Score: Raw -424932.297868 + Penalty 2776.366446 = -422155.931422 nChanged 22 SP:Iteration 42Q (1582.250941 sec): 3 clusters Score: Raw -424940.784508 + Penalty 2776.366446 = -422164.418062 nChanged 19 SP:Iteration 43Q (1582.270910 sec): 3 clusters Score: Raw -424947.749062 + Penalty 2776.366446 = -422171.382616 nChanged 14 SP:Iteration 44Q (1582.290783 sec): 3 clusters Score: Raw -424953.517966 + Penalty 2776.366446 = -422177.151520 nChanged 12 SP:Iteration 45Q (1582.310542 sec): 3 clusters Score: Raw -424957.363605 + Penalty 2776.366446 = -422180.997159 nChanged 20 SP:Iteration 46Q (1582.330298 sec): 3 clusters Score: Raw -424964.619215 + Penalty 2776.366446 = -422188.252769 nChanged 19 SP:Iteration 47Q (1582.350317 sec): 3 clusters Score: Raw -424970.279530 + Penalty 2776.366446 = -422193.913085 nChanged 11 SP:Iteration 48Q (1582.370256 sec): 3 clusters Score: Raw -424973.929519 + Penalty 2776.366446 = -422197.563073 nChanged 8 SP:Iteration 49Q (1582.390069 sec): 3 clusters Score: Raw -424976.139285 + Penalty 2776.366446 = -422199.772839 nChanged 8 SP:Iteration 50Q (1582.409796 sec): 3 clusters Score: Raw -424978.465291 + Penalty 2776.366446 = -422202.098845 nChanged 4 SP:Iteration 51Q (1582.429438 sec): 3 clusters Score: Raw -424979.215153 + Penalty 2776.366446 = -422202.848707 nChanged 3 SP:Iteration 52Q (1582.449336 sec): 3 clusters Score: Raw -424980.382903 + Penalty 2776.366446 = -422204.016457 nChanged 3 SP:Iteration 53Q (1582.469108 sec): 3 clusters Score: Raw -424981.552261 + Penalty 2776.366446 = -422205.185815 nChanged 6 SP:Iteration 54Q (1582.488763 sec): 3 clusters Score: Raw -424983.764821 + Penalty 2776.366446 = -422207.398375 nChanged 6 SP:Iteration 55Q (1582.508654 sec): 3 clusters Score: Raw -424986.431732 + Penalty 2776.366446 = -422210.065286 nChanged 5 SP:Iteration 56Q (1582.528394 sec): 3 clusters Score: Raw -424988.547404 + Penalty 2776.366446 = -422212.180958 nChanged 9 SP:Iteration 57Q (1582.548277 sec): 3 clusters Score: Raw -424993.007060 + Penalty 2776.366446 = -422216.640614 nChanged 14 SP:Iteration 58Q (1582.568177 sec): 3 clusters Score: Raw -424999.506363 + Penalty 2776.366446 = -422223.139917 nChanged 15 SP:Iteration 59Q (1582.587903 sec): 3 clusters Score: Raw -425008.861545 + Penalty 2776.366446 = -422232.495099 nChanged 18 SP:Iteration 60F (1582.608925 sec): 3 clusters Score: Raw -425022.152078 + Penalty 2776.366446 = -422245.785632 nChanged 19 SP:Iteration 61Q (1582.628764 sec): 3 clusters Score: Raw -425032.492325 + Penalty 2776.366446 = -422256.125879 nChanged 16 SP:Iteration 62Q (1582.648591 sec): 3 clusters Score: Raw -425040.408722 + Penalty 2776.366446 = -422264.042276 nChanged 10 SP:Iteration 63Q (1582.668284 sec): 3 clusters Score: Raw -425044.720992 + Penalty 2776.366446 = -422268.354546 nChanged 9 SP:Iteration 64Q (1582.687926 sec): 3 clusters Score: Raw -425047.156587 + Penalty 2776.366446 = -422270.790141 nChanged 4 SP:Iteration 65Q (1582.707644 sec): 3 clusters Score: Raw -425048.259986 + Penalty 2776.366446 = -422271.893540 nChanged 3 SP:Iteration 66Q (1582.727435 sec): 3 clusters Score: Raw -425049.074199 + Penalty 2776.366446 = -422272.707753 nChanged 1 SP:Iteration 67Q (1582.747331 sec): 3 clusters Score: Raw -425050.111620 + Penalty 2776.366446 = -422273.745174 nChanged 5 SP:Iteration 68Q (1582.767163 sec): 3 clusters Score: Raw -425051.603928 + Penalty 2776.366446 = -422275.237482 nChanged 5 SP:Iteration 69Q (1582.786726 sec): 3 clusters Score: Raw -425053.218273 + Penalty 2776.366446 = -422276.851827 nChanged 1 SP:Iteration 70Q (1582.806456 sec): 3 clusters Score: Raw -425053.585639 + Penalty 2776.366446 = -422277.219193 nChanged 0 SP:Iteration 71F (1582.827074 sec): 3 clusters Score: Raw -425053.585639 + Penalty 2776.366446 = -422277.219193 nChanged 0 Trying to split cluster 29 (8665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1582.850277 sec): 2 clusters Score: Raw -739013.548546 + Penalty 1473.395170 = -737540.153375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1582.877392 sec): 3 clusters Score: Raw -734201.122453 + Penalty 2946.790341 = -731254.332112 nChanged 3706 SP:Iteration 1F (1582.903770 sec): 3 clusters Score: Raw -736129.984468 + Penalty 2946.790341 = -733183.194127 nChanged 520 SP:Iteration 2F (1582.930312 sec): 3 clusters Score: Raw -736368.932261 + Penalty 2946.790341 = -733422.141920 nChanged 471 SP:Iteration 3F (1582.956936 sec): 3 clusters Score: Raw -736590.645460 + Penalty 2946.790341 = -733643.855120 nChanged 400 SP:Iteration 4Q (1582.983494 sec): 3 clusters Score: Raw -736780.448504 + Penalty 2946.790341 = -733833.658163 nChanged 377 SP:Iteration 5Q (1583.010031 sec): 3 clusters Score: Raw -736959.616961 + Penalty 2946.790341 = -734012.826620 nChanged 368 SP:Iteration 6Q (1583.036787 sec): 3 clusters Score: Raw -737130.732006 + Penalty 2946.790341 = -734183.941665 nChanged 348 SP:Iteration 7Q (1583.063526 sec): 3 clusters Score: Raw -737298.922241 + Penalty 2946.790341 = -734352.131900 nChanged 324 SP:Iteration 8Q (1583.090050 sec): 3 clusters Score: Raw -737445.778786 + Penalty 2946.790341 = -734498.988445 nChanged 272 SP:Iteration 9Q (1583.116440 sec): 3 clusters Score: Raw -737594.808555 + Penalty 2946.790341 = -734648.018214 nChanged 277 SP:Iteration 10Q (1583.142847 sec): 3 clusters Score: Raw -737754.784863 + Penalty 2946.790341 = -734807.994523 nChanged 260 SP:Iteration 11Q (1583.169213 sec): 3 clusters Score: Raw -737911.821044 + Penalty 2946.790341 = -734965.030703 nChanged 248 SP:Iteration 12Q (1583.195551 sec): 3 clusters Score: Raw -738056.225055 + Penalty 2946.790341 = -735109.434715 nChanged 209 SP:Iteration 13Q (1583.221614 sec): 3 clusters Score: Raw -738167.270525 + Penalty 2946.790341 = -735220.480185 nChanged 181 SP:Iteration 14Q (1583.247420 sec): 3 clusters Score: Raw -738255.195667 + Penalty 2946.790341 = -735308.405326 nChanged 175 SP:Iteration 15Q (1583.273046 sec): 3 clusters Score: Raw -738345.939533 + Penalty 2946.790341 = -735399.149192 nChanged 171 SP:Iteration 16Q (1583.298486 sec): 3 clusters Score: Raw -738440.501395 + Penalty 2946.790341 = -735493.711055 nChanged 152 SP:Iteration 17Q (1583.323645 sec): 3 clusters Score: Raw -738518.485560 + Penalty 2946.790341 = -735571.695220 nChanged 132 SP:Iteration 18Q (1583.348556 sec): 3 clusters Score: Raw -738588.024199 + Penalty 2946.790341 = -735641.233859 nChanged 115 SP:Iteration 19Q (1583.373242 sec): 3 clusters Score: Raw -738648.429451 + Penalty 2946.790341 = -735701.639110 nChanged 106 SP:Iteration 20F (1583.399601 sec): 3 clusters Score: Raw -738707.709395 + Penalty 2946.790341 = -735760.919054 nChanged 94 SP:Iteration 21Q (1583.423918 sec): 3 clusters Score: Raw -738753.690218 + Penalty 2946.790341 = -735806.899878 nChanged 94 SP:Iteration 22Q (1583.448002 sec): 3 clusters Score: Raw -738799.896344 + Penalty 2946.790341 = -735853.106004 nChanged 72 SP:Iteration 23Q (1583.472187 sec): 3 clusters Score: Raw -738831.230665 + Penalty 2946.790341 = -735884.440324 nChanged 59 SP:Iteration 24Q (1583.496286 sec): 3 clusters Score: Raw -738856.755034 + Penalty 2946.790341 = -735909.964693 nChanged 57 SP:Iteration 25Q (1583.520119 sec): 3 clusters Score: Raw -738881.746592 + Penalty 2946.790341 = -735934.956252 nChanged 49 SP:Iteration 26Q (1583.543990 sec): 3 clusters Score: Raw -738907.012359 + Penalty 2946.790341 = -735960.222018 nChanged 47 SP:Iteration 27Q (1583.567742 sec): 3 clusters Score: Raw -738929.385760 + Penalty 2946.790341 = -735982.595419 nChanged 46 SP:Iteration 28Q (1583.591354 sec): 3 clusters Score: Raw -738952.610564 + Penalty 2946.790341 = -736005.820223 nChanged 38 SP:Iteration 29Q (1583.614925 sec): 3 clusters Score: Raw -738971.720956 + Penalty 2946.790341 = -736024.930616 nChanged 36 SP:Iteration 30Q (1583.638578 sec): 3 clusters Score: Raw -738987.796063 + Penalty 2946.790341 = -736041.005722 nChanged 27 SP:Iteration 31Q (1583.662028 sec): 3 clusters Score: Raw -738998.800130 + Penalty 2946.790341 = -736052.009790 nChanged 23 SP:Iteration 32Q (1583.685535 sec): 3 clusters Score: Raw -739010.721324 + Penalty 2946.790341 = -736063.930983 nChanged 25 SP:Iteration 33Q (1583.708885 sec): 3 clusters Score: Raw -739026.953991 + Penalty 2946.790341 = -736080.163650 nChanged 24 SP:Iteration 34Q (1583.732192 sec): 3 clusters Score: Raw -739042.923351 + Penalty 2946.790341 = -736096.133011 nChanged 24 SP:Iteration 35Q (1583.755619 sec): 3 clusters Score: Raw -739056.661480 + Penalty 2946.790341 = -736109.871139 nChanged 28 SP:Iteration 36Q (1583.778918 sec): 3 clusters Score: Raw -739071.149489 + Penalty 2946.790341 = -736124.359148 nChanged 25 SP:Iteration 37Q (1583.801827 sec): 3 clusters Score: Raw -739084.359241 + Penalty 2946.790341 = -736137.568900 nChanged 18 SP:Iteration 38Q (1583.824922 sec): 3 clusters Score: Raw -739090.531406 + Penalty 2946.790341 = -736143.741065 nChanged 6 SP:Iteration 39Q (1583.848011 sec): 3 clusters Score: Raw -739092.562074 + Penalty 2946.790341 = -736145.771733 nChanged 8 SP:Iteration 40F (1583.874401 sec): 3 clusters Score: Raw -739095.610764 + Penalty 2946.790341 = -736148.820423 nChanged 6 SP:Iteration 41Q (1583.897347 sec): 3 clusters Score: Raw -739098.316731 + Penalty 2946.790341 = -736151.526390 nChanged 6 SP:Iteration 42Q (1583.920215 sec): 3 clusters Score: Raw -739100.978668 + Penalty 2946.790341 = -736154.188328 nChanged 6 SP:Iteration 43Q (1583.943113 sec): 3 clusters Score: Raw -739103.298832 + Penalty 2946.790341 = -736156.508491 nChanged 7 SP:Iteration 44Q (1583.965980 sec): 3 clusters Score: Raw -739105.869803 + Penalty 2946.790341 = -736159.079462 nChanged 6 SP:Iteration 45Q (1583.989027 sec): 3 clusters Score: Raw -739108.608476 + Penalty 2946.790341 = -736161.818135 nChanged 6 SP:Iteration 46Q (1584.012084 sec): 3 clusters Score: Raw -739110.660519 + Penalty 2946.790341 = -736163.870178 nChanged 5 SP:Iteration 47Q (1584.034983 sec): 3 clusters Score: Raw -739112.893837 + Penalty 2946.790341 = -736166.103497 nChanged 5 SP:Iteration 48Q (1584.057821 sec): 3 clusters Score: Raw -739114.837303 + Penalty 2946.790341 = -736168.046963 nChanged 2 SP:Iteration 49Q (1584.080659 sec): 3 clusters Score: Raw -739117.303015 + Penalty 2946.790341 = -736170.512674 nChanged 4 SP:Iteration 50Q (1584.103566 sec): 3 clusters Score: Raw -739120.548283 + Penalty 2946.790341 = -736173.757943 nChanged 4 SP:Iteration 51Q (1584.126395 sec): 3 clusters Score: Raw -739122.488079 + Penalty 2946.790341 = -736175.697738 nChanged 3 SP:Iteration 52Q (1584.149282 sec): 3 clusters Score: Raw -739123.676331 + Penalty 2946.790341 = -736176.885990 nChanged 5 SP:Iteration 53Q (1584.172210 sec): 3 clusters Score: Raw -739125.800128 + Penalty 2946.790341 = -736179.009787 nChanged 3 SP:Iteration 54Q (1584.195045 sec): 3 clusters Score: Raw -739126.978725 + Penalty 2946.790341 = -736180.188385 nChanged 2 SP:Iteration 55Q (1584.217901 sec): 3 clusters Score: Raw -739127.917020 + Penalty 2946.790341 = -736181.126679 nChanged 5 SP:Iteration 56Q (1584.240806 sec): 3 clusters Score: Raw -739130.655649 + Penalty 2946.790341 = -736183.865308 nChanged 3 SP:Iteration 57Q (1584.263720 sec): 3 clusters Score: Raw -739132.164298 + Penalty 2946.790341 = -736185.373957 nChanged 0 SP:Iteration 58F (1584.290069 sec): 3 clusters Score: Raw -739132.164298 + Penalty 2946.790341 = -736185.373957 nChanged 0 Trying to split cluster 30 (23483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1584.327748 sec): 2 clusters Score: Raw -1978601.215412 + Penalty 1635.405206 = -1976965.810207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1584.375968 sec): 3 clusters Score: Raw -1964410.174204 + Penalty 3270.810411 = -1961139.363793 nChanged 10644 SP:Iteration 1F (1584.421771 sec): 3 clusters Score: Raw -1970046.137870 + Penalty 3270.810411 = -1966775.327459 nChanged 1265 SP:Iteration 2F (1584.468007 sec): 3 clusters Score: Raw -1970572.204396 + Penalty 3270.810411 = -1967301.393984 nChanged 1290 SP:Iteration 3F (1584.513804 sec): 3 clusters Score: Raw -1971205.473020 + Penalty 3270.810411 = -1967934.662609 nChanged 1388 SP:Iteration 4F (1584.559965 sec): 3 clusters Score: Raw -1971960.240835 + Penalty 3270.810411 = -1968689.430424 nChanged 1494 SP:Iteration 5F (1584.605839 sec): 3 clusters Score: Raw -1972841.661940 + Penalty 3270.810411 = -1969570.851529 nChanged 1467 SP:Iteration 6F (1584.651834 sec): 3 clusters Score: Raw -1973714.785366 + Penalty 3270.810411 = -1970443.974955 nChanged 1346 SP:Iteration 7F (1584.697578 sec): 3 clusters Score: Raw -1974456.113107 + Penalty 3270.810411 = -1971185.302696 nChanged 1202 SP:Iteration 8F (1584.743363 sec): 3 clusters Score: Raw -1975086.040912 + Penalty 3270.810411 = -1971815.230501 nChanged 1013 SP:Iteration 9Q (1584.790293 sec): 3 clusters Score: Raw -1975576.452179 + Penalty 3270.810411 = -1972305.641768 nChanged 877 SP:Iteration 10Q (1584.836915 sec): 3 clusters Score: Raw -1976002.135727 + Penalty 3270.810411 = -1972731.325316 nChanged 725 SP:Iteration 11Q (1584.883453 sec): 3 clusters Score: Raw -1976346.059897 + Penalty 3270.810411 = -1973075.249486 nChanged 643 SP:Iteration 12Q (1584.929855 sec): 3 clusters Score: Raw -1976660.710357 + Penalty 3270.810411 = -1973389.899946 nChanged 615 SP:Iteration 13Q (1584.975872 sec): 3 clusters Score: Raw -1976988.975965 + Penalty 3270.810411 = -1973718.165554 nChanged 585 SP:Iteration 14Q (1585.021921 sec): 3 clusters Score: Raw -1977360.709398 + Penalty 3270.810411 = -1974089.898987 nChanged 539 SP:Iteration 15Q (1585.072392 sec): 3 clusters Score: Raw -1977696.035309 + Penalty 3270.810411 = -1974425.224898 nChanged 475 SP:Iteration 16Q (1585.116806 sec): 3 clusters Score: Raw -1978084.564548 + Penalty 3270.810411 = -1974813.754137 nChanged 384 SP:Iteration 17Q (1585.160401 sec): 3 clusters Score: Raw -1978415.567883 + Penalty 3270.810411 = -1975144.757472 nChanged 268 SP:Iteration 18Q (1585.202709 sec): 3 clusters Score: Raw -1978602.082903 + Penalty 3270.810411 = -1975331.272492 nChanged 191 SP:Iteration 19Q (1585.244346 sec): 3 clusters Score: Raw -1978706.441046 + Penalty 3270.810411 = -1975435.630635 nChanged 148 SP:Iteration 20F (1585.290034 sec): 3 clusters Score: Raw -1978779.244688 + Penalty 3270.810411 = -1975508.434277 nChanged 115 SP:Iteration 21Q (1585.331139 sec): 3 clusters Score: Raw -1978834.673716 + Penalty 3270.810411 = -1975563.863305 nChanged 114 SP:Iteration 22Q (1585.371707 sec): 3 clusters Score: Raw -1978886.926763 + Penalty 3270.810411 = -1975616.116352 nChanged 96 SP:Iteration 23Q (1585.412524 sec): 3 clusters Score: Raw -1978934.069293 + Penalty 3270.810411 = -1975663.258882 nChanged 83 SP:Iteration 24Q (1585.452613 sec): 3 clusters Score: Raw -1978965.257415 + Penalty 3270.810411 = -1975694.447004 nChanged 64 SP:Iteration 25Q (1585.492767 sec): 3 clusters Score: Raw -1978986.982939 + Penalty 3270.810411 = -1975716.172527 nChanged 51 SP:Iteration 26Q (1585.532618 sec): 3 clusters Score: Raw -1979008.740535 + Penalty 3270.810411 = -1975737.930124 nChanged 63 SP:Iteration 27Q (1585.572428 sec): 3 clusters Score: Raw -1979032.993555 + Penalty 3270.810411 = -1975762.183144 nChanged 46 SP:Iteration 28Q (1585.612356 sec): 3 clusters Score: Raw -1979051.214658 + Penalty 3270.810411 = -1975780.404247 nChanged 43 SP:Iteration 29Q (1585.651863 sec): 3 clusters Score: Raw -1979070.310492 + Penalty 3270.810411 = -1975799.500081 nChanged 36 SP:Iteration 30Q (1585.691512 sec): 3 clusters Score: Raw -1979081.935543 + Penalty 3270.810411 = -1975811.125132 nChanged 34 SP:Iteration 31Q (1585.731143 sec): 3 clusters Score: Raw -1979094.406914 + Penalty 3270.810411 = -1975823.596503 nChanged 22 SP:Iteration 32Q (1585.770570 sec): 3 clusters Score: Raw -1979100.797574 + Penalty 3270.810411 = -1975829.987163 nChanged 19 SP:Iteration 33Q (1585.810110 sec): 3 clusters Score: Raw -1979106.733260 + Penalty 3270.810411 = -1975835.922849 nChanged 16 SP:Iteration 34Q (1585.849536 sec): 3 clusters Score: Raw -1979112.585565 + Penalty 3270.810411 = -1975841.775154 nChanged 13 SP:Iteration 35Q (1585.888836 sec): 3 clusters Score: Raw -1979116.179962 + Penalty 3270.810411 = -1975845.369551 nChanged 10 SP:Iteration 36Q (1585.928303 sec): 3 clusters Score: Raw -1979118.446723 + Penalty 3270.810411 = -1975847.636312 nChanged 8 SP:Iteration 37Q (1585.967602 sec): 3 clusters Score: Raw -1979120.825662 + Penalty 3270.810411 = -1975850.015251 nChanged 3 SP:Iteration 38Q (1586.007011 sec): 3 clusters Score: Raw -1979121.181441 + Penalty 3270.810411 = -1975850.371030 nChanged 0 SP:Iteration 39F (1586.052741 sec): 3 clusters Score: Raw -1979121.181441 + Penalty 3270.810411 = -1975850.371030 nChanged 0 Iteration 179Q (1588.422734 sec): 31 clusters Score: Raw -23030489.301349 + Penalty 61283.627149 = -22969205.674200 nChanged 37 Iteration 180F (1593.473640 sec): 31 clusters Score: Raw -23030497.363461 + Penalty 61283.627149 = -22969213.736312 nChanged 42 Iteration 181Q (1595.838978 sec): 31 clusters Score: Raw -23030506.295866 + Penalty 61283.627149 = -22969222.668717 nChanged 50 Iteration 182Q (1598.203972 sec): 31 clusters Score: Raw -23030516.647128 + Penalty 61283.627149 = -22969233.019979 nChanged 45 Iteration 183Q (1600.590536 sec): 31 clusters Score: Raw -23030523.273198 + Penalty 61283.627149 = -22969239.646049 nChanged 39 Iteration 184Q (1602.954949 sec): 31 clusters Score: Raw -23030528.432218 + Penalty 61283.627149 = -22969244.805069 nChanged 35 Iteration 185Q (1605.319989 sec): 31 clusters Score: Raw -23030532.990219 + Penalty 61283.627149 = -22969249.363070 nChanged 35 Iteration 186Q (1607.683282 sec): 31 clusters Score: Raw -23030537.065793 + Penalty 61283.627149 = -22969253.438644 nChanged 36 Iteration 187Q (1610.047631 sec): 31 clusters Score: Raw -23030541.701167 + Penalty 61283.627149 = -22969258.074018 nChanged 38 Iteration 188Q (1612.418538 sec): 31 clusters Score: Raw -23030546.405477 + Penalty 61283.627149 = -22969262.778328 nChanged 39 Iteration 189Q (1614.781831 sec): 31 clusters Score: Raw -23030552.545444 + Penalty 61283.627149 = -22969268.918295 nChanged 44 Iteration 190Q (1617.145568 sec): 31 clusters Score: Raw -23030557.577750 + Penalty 61283.627149 = -22969273.950601 nChanged 47 Iteration 191Q (1619.507911 sec): 31 clusters Score: Raw -23030562.367137 + Penalty 61283.627149 = -22969278.739988 nChanged 36 Iteration 192Q (1621.870519 sec): 31 clusters Score: Raw -23030565.597644 + Penalty 61283.627149 = -22969281.970495 nChanged 41 Iteration 193Q (1624.288001 sec): 31 clusters Score: Raw -23030568.391948 + Penalty 61283.627149 = -22969284.764799 nChanged 30 Iteration 194Q (1626.655162 sec): 31 clusters Score: Raw -23030570.502109 + Penalty 61283.627149 = -22969286.874960 nChanged 26 Iteration 195Q (1629.018620 sec): 31 clusters Score: Raw -23030572.297685 + Penalty 61283.627149 = -22969288.670536 nChanged 25 Iteration 196Q (1631.383299 sec): 31 clusters Score: Raw -23030573.956261 + Penalty 61283.627149 = -22969290.329112 nChanged 25 Iteration 197Q (1633.748673 sec): 31 clusters Score: Raw -23030575.973917 + Penalty 61283.627149 = -22969292.346768 nChanged 24 Iteration 198Q (1636.111350 sec): 31 clusters Score: Raw -23030577.903281 + Penalty 61283.627149 = -22969294.276132 nChanged 25 Iteration 199Q (1638.475406 sec): 31 clusters Score: Raw -23030579.800488 + Penalty 61283.627149 = -22969296.173339 nChanged 21 Iteration 200F (1643.545355 sec): 31 clusters Score: Raw -23030581.037668 + Penalty 61283.627149 = -22969297.410519 nChanged 20 Iteration 201Q (1645.917524 sec): 31 clusters Score: Raw -23030582.225449 + Penalty 61283.627149 = -22969298.598300 nChanged 21 Iteration 202Q (1648.302416 sec): 31 clusters Score: Raw -23030583.434360 + Penalty 61283.627149 = -22969299.807211 nChanged 18 Iteration 203Q (1650.666440 sec): 31 clusters Score: Raw -23030584.565438 + Penalty 61283.627149 = -22969300.938289 nChanged 17 Iteration 204Q (1653.028655 sec): 31 clusters Score: Raw -23030585.692410 + Penalty 61283.627149 = -22969302.065261 nChanged 11 Iteration 205Q (1655.405899 sec): 31 clusters Score: Raw -23030586.260734 + Penalty 61283.627149 = -22969302.633585 nChanged 7 Iteration 206Q (1657.769046 sec): 31 clusters Score: Raw -23030586.676605 + Penalty 61283.627149 = -22969303.049456 nChanged 7 Iteration 207Q (1660.171596 sec): 31 clusters Score: Raw -23030586.910609 + Penalty 61283.627149 = -22969303.283460 nChanged 7 Iteration 208Q (1662.535410 sec): 31 clusters Score: Raw -23030587.213405 + Penalty 61283.627149 = -22969303.586256 nChanged 12 Iteration 209Q (1664.899309 sec): 31 clusters Score: Raw -23030587.629938 + Penalty 61283.627149 = -22969304.002789 nChanged 7 Iteration 210Q (1667.260952 sec): 31 clusters Score: Raw -23030587.961577 + Penalty 61283.627149 = -22969304.334428 nChanged 3 Iteration 211Q (1669.625534 sec): 31 clusters Score: Raw -23030588.053554 + Penalty 61283.627149 = -22969304.426405 nChanged 3 Iteration 212Q (1672.002988 sec): 31 clusters Score: Raw -23030588.258523 + Penalty 61283.627149 = -22969304.631374 nChanged 3 Iteration 213Q (1674.366418 sec): 31 clusters Score: Raw -23030588.419673 + Penalty 61283.627149 = -22969304.792524 nChanged 5 Iteration 214Q (1676.729079 sec): 31 clusters Score: Raw -23030588.683720 + Penalty 61283.627149 = -22969305.056571 nChanged 5 Iteration 215Q (1679.114391 sec): 31 clusters Score: Raw -23030589.017532 + Penalty 61283.627149 = -22969305.390383 nChanged 4 Iteration 216Q (1681.477460 sec): 31 clusters Score: Raw -23030589.234294 + Penalty 61283.627149 = -22969305.607145 nChanged 3 Iteration 217Q (1683.891068 sec): 31 clusters Score: Raw -23030589.363074 + Penalty 61283.627149 = -22969305.735925 nChanged 4 Iteration 218Q (1686.254675 sec): 31 clusters Score: Raw -23030589.773725 + Penalty 61283.627149 = -22969306.146576 nChanged 4 Writing temp clu file Because OldScore, -22969305.735925, is greater than current (better) Score,-22969306.146576 Compute initial score before splitting: Score: Raw -23030589.773725 + Penalty 61283.627149 = -22969306.146576 Trying to split cluster 1 (52730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1686.370115 sec): 2 clusters Score: Raw -4417175.077985 + Penalty 1766.852723 = -4415408.225262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1686.464054 sec): 3 clusters Score: Raw -4383720.940468 + Penalty 3533.705446 = -4380187.235023 nChanged 24770 SP:Iteration 1F (1686.552439 sec): 3 clusters Score: Raw -4397784.793773 + Penalty 3533.705446 = -4394251.088327 nChanged 2108 SP:Iteration 2Q (1686.645725 sec): 3 clusters Score: Raw -4398413.060498 + Penalty 3533.705446 = -4394879.355052 nChanged 2085 SP:Iteration 3Q (1686.739089 sec): 3 clusters Score: Raw -4399117.190497 + Penalty 3533.705446 = -4395583.485052 nChanged 2254 SP:Iteration 4Q (1686.832537 sec): 3 clusters Score: Raw -4399982.458857 + Penalty 3533.705446 = -4396448.753411 nChanged 2479 SP:Iteration 5Q (1686.926186 sec): 3 clusters Score: Raw -4401122.595159 + Penalty 3533.705446 = -4397588.889713 nChanged 2832 SP:Iteration 6F (1687.014522 sec): 3 clusters Score: Raw -4402698.165747 + Penalty 3533.705446 = -4399164.460301 nChanged 3007 SP:Iteration 7F (1687.102731 sec): 3 clusters Score: Raw -4404709.253053 + Penalty 3533.705446 = -4401175.547607 nChanged 3228 SP:Iteration 8F (1687.191140 sec): 3 clusters Score: Raw -4406960.307352 + Penalty 3533.705446 = -4403426.601906 nChanged 3007 SP:Iteration 9F (1687.279344 sec): 3 clusters Score: Raw -4408841.260396 + Penalty 3533.705446 = -4405307.554951 nChanged 2475 SP:Iteration 10Q (1687.371515 sec): 3 clusters Score: Raw -4410052.273345 + Penalty 3533.705446 = -4406518.567899 nChanged 1806 SP:Iteration 11Q (1687.463069 sec): 3 clusters Score: Raw -4410695.498902 + Penalty 3533.705446 = -4407161.793457 nChanged 1204 SP:Iteration 12Q (1687.553945 sec): 3 clusters Score: Raw -4411008.063365 + Penalty 3533.705446 = -4407474.357919 nChanged 878 SP:Iteration 13Q (1687.644150 sec): 3 clusters Score: Raw -4411208.463813 + Penalty 3533.705446 = -4407674.758368 nChanged 715 SP:Iteration 14Q (1687.734049 sec): 3 clusters Score: Raw -4411354.929742 + Penalty 3533.705446 = -4407821.224296 nChanged 607 SP:Iteration 15Q (1687.823861 sec): 3 clusters Score: Raw -4411470.593316 + Penalty 3533.705446 = -4407936.887870 nChanged 564 SP:Iteration 16Q (1687.913619 sec): 3 clusters Score: Raw -4411573.526300 + Penalty 3533.705446 = -4408039.820854 nChanged 527 SP:Iteration 17Q (1688.003116 sec): 3 clusters Score: Raw -4411659.762859 + Penalty 3533.705446 = -4408126.057413 nChanged 457 SP:Iteration 18Q (1688.093170 sec): 3 clusters Score: Raw -4411732.987701 + Penalty 3533.705446 = -4408199.282256 nChanged 437 SP:Iteration 19Q (1688.182238 sec): 3 clusters Score: Raw -4411806.314207 + Penalty 3533.705446 = -4408272.608761 nChanged 447 SP:Iteration 20F (1688.270615 sec): 3 clusters Score: Raw -4411879.711712 + Penalty 3533.705446 = -4408346.006266 nChanged 408 SP:Iteration 21Q (1688.359971 sec): 3 clusters Score: Raw -4411938.563189 + Penalty 3533.705446 = -4408404.857743 nChanged 364 SP:Iteration 22Q (1688.449166 sec): 3 clusters Score: Raw -4411984.205955 + Penalty 3533.705446 = -4408450.500509 nChanged 347 SP:Iteration 23Q (1688.538028 sec): 3 clusters Score: Raw -4412027.944084 + Penalty 3533.705446 = -4408494.238638 nChanged 330 SP:Iteration 24Q (1688.626899 sec): 3 clusters Score: Raw -4412068.483440 + Penalty 3533.705446 = -4408534.777995 nChanged 312 SP:Iteration 25Q (1688.715680 sec): 3 clusters Score: Raw -4412109.179203 + Penalty 3533.705446 = -4408575.473757 nChanged 352 SP:Iteration 26Q (1688.804278 sec): 3 clusters Score: Raw -4412159.946730 + Penalty 3533.705446 = -4408626.241285 nChanged 357 SP:Iteration 27Q (1688.892983 sec): 3 clusters Score: Raw -4412214.187812 + Penalty 3533.705446 = -4408680.482366 nChanged 347 SP:Iteration 28Q (1688.981434 sec): 3 clusters Score: Raw -4412262.469234 + Penalty 3533.705446 = -4408728.763788 nChanged 330 SP:Iteration 29Q (1689.069718 sec): 3 clusters Score: Raw -4412305.903167 + Penalty 3533.705446 = -4408772.197721 nChanged 334 SP:Iteration 30Q (1689.157999 sec): 3 clusters Score: Raw -4412348.039816 + Penalty 3533.705446 = -4408814.334371 nChanged 336 SP:Iteration 31Q (1689.245890 sec): 3 clusters Score: Raw -4412394.570497 + Penalty 3533.705446 = -4408860.865052 nChanged 337 SP:Iteration 32Q (1689.333604 sec): 3 clusters Score: Raw -4412441.200701 + Penalty 3533.705446 = -4408907.495255 nChanged 345 SP:Iteration 33Q (1689.421351 sec): 3 clusters Score: Raw -4412493.194119 + Penalty 3533.705446 = -4408959.488674 nChanged 379 SP:Iteration 34Q (1689.508972 sec): 3 clusters Score: Raw -4412551.283281 + Penalty 3533.705446 = -4409017.577835 nChanged 397 SP:Iteration 35Q (1689.596273 sec): 3 clusters Score: Raw -4412609.314312 + Penalty 3533.705446 = -4409075.608866 nChanged 370 SP:Iteration 36Q (1689.683453 sec): 3 clusters Score: Raw -4412662.257397 + Penalty 3533.705446 = -4409128.551951 nChanged 395 SP:Iteration 37Q (1689.770387 sec): 3 clusters Score: Raw -4412720.669728 + Penalty 3533.705446 = -4409186.964282 nChanged 402 SP:Iteration 38Q (1689.857077 sec): 3 clusters Score: Raw -4412781.066025 + Penalty 3533.705446 = -4409247.360579 nChanged 418 SP:Iteration 39Q (1689.943571 sec): 3 clusters Score: Raw -4412845.953792 + Penalty 3533.705446 = -4409312.248346 nChanged 409 SP:Iteration 40F (1690.052198 sec): 3 clusters Score: Raw -4412909.242705 + Penalty 3533.705446 = -4409375.537259 nChanged 435 SP:Iteration 41Q (1690.140082 sec): 3 clusters Score: Raw -4412980.136519 + Penalty 3533.705446 = -4409446.431073 nChanged 443 SP:Iteration 42Q (1690.226465 sec): 3 clusters Score: Raw -4413056.784808 + Penalty 3533.705446 = -4409523.079362 nChanged 466 SP:Iteration 43Q (1690.312618 sec): 3 clusters Score: Raw -4413140.751922 + Penalty 3533.705446 = -4409607.046476 nChanged 489 SP:Iteration 44Q (1690.398634 sec): 3 clusters Score: Raw -4413234.661245 + Penalty 3533.705446 = -4409700.955800 nChanged 518 SP:Iteration 45Q (1690.484268 sec): 3 clusters Score: Raw -4413348.831629 + Penalty 3533.705446 = -4409815.126183 nChanged 589 SP:Iteration 46Q (1690.569376 sec): 3 clusters Score: Raw -4413496.187129 + Penalty 3533.705446 = -4409962.481683 nChanged 624 SP:Iteration 47Q (1690.654114 sec): 3 clusters Score: Raw -4413668.325641 + Penalty 3533.705446 = -4410134.620195 nChanged 702 SP:Iteration 48Q (1690.738530 sec): 3 clusters Score: Raw -4413870.116376 + Penalty 3533.705446 = -4410336.410931 nChanged 713 SP:Iteration 49Q (1690.844061 sec): 3 clusters Score: Raw -4414085.353805 + Penalty 3533.705446 = -4410551.648360 nChanged 736 SP:Iteration 50Q (1690.927717 sec): 3 clusters Score: Raw -4414320.833091 + Penalty 3533.705446 = -4410787.127646 nChanged 701 SP:Iteration 51Q (1691.010436 sec): 3 clusters Score: Raw -4414536.942220 + Penalty 3533.705446 = -4411003.236775 nChanged 687 SP:Iteration 52Q (1691.092446 sec): 3 clusters Score: Raw -4414771.150432 + Penalty 3533.705446 = -4411237.444987 nChanged 640 SP:Iteration 53Q (1691.174357 sec): 3 clusters Score: Raw -4415004.217506 + Penalty 3533.705446 = -4411470.512061 nChanged 667 SP:Iteration 54Q (1691.255388 sec): 3 clusters Score: Raw -4415250.261435 + Penalty 3533.705446 = -4411716.555990 nChanged 653 SP:Iteration 55Q (1691.336012 sec): 3 clusters Score: Raw -4415512.790613 + Penalty 3533.705446 = -4411979.085167 nChanged 644 SP:Iteration 56Q (1691.416052 sec): 3 clusters Score: Raw -4415805.789389 + Penalty 3533.705446 = -4412272.083943 nChanged 600 SP:Iteration 57Q (1691.495372 sec): 3 clusters Score: Raw -4416073.459666 + Penalty 3533.705446 = -4412539.754221 nChanged 549 SP:Iteration 58Q (1691.573943 sec): 3 clusters Score: Raw -4416316.715305 + Penalty 3533.705446 = -4412783.009860 nChanged 467 SP:Iteration 59Q (1691.651860 sec): 3 clusters Score: Raw -4416507.793819 + Penalty 3533.705446 = -4412974.088374 nChanged 424 SP:Iteration 60F (1691.740899 sec): 3 clusters Score: Raw -4416682.332536 + Penalty 3533.705446 = -4413148.627091 nChanged 375 SP:Iteration 61Q (1691.818122 sec): 3 clusters Score: Raw -4416846.284359 + Penalty 3533.705446 = -4413312.578913 nChanged 342 SP:Iteration 62Q (1691.894548 sec): 3 clusters Score: Raw -4416999.560431 + Penalty 3533.705446 = -4413465.854985 nChanged 271 SP:Iteration 63Q (1691.970634 sec): 3 clusters Score: Raw -4417115.994172 + Penalty 3533.705446 = -4413582.288726 nChanged 252 SP:Iteration 64Q (1692.046196 sec): 3 clusters Score: Raw -4417228.685588 + Penalty 3533.705446 = -4413694.980142 nChanged 215 SP:Iteration 65Q (1692.121420 sec): 3 clusters Score: Raw -4417323.185688 + Penalty 3533.705446 = -4413789.480243 nChanged 179 SP:Iteration 66Q (1692.196199 sec): 3 clusters Score: Raw -4417403.180776 + Penalty 3533.705446 = -4413869.475330 nChanged 142 SP:Iteration 67Q (1692.270769 sec): 3 clusters Score: Raw -4417462.422088 + Penalty 3533.705446 = -4413928.716642 nChanged 129 SP:Iteration 68Q (1692.345482 sec): 3 clusters Score: Raw -4417515.994716 + Penalty 3533.705446 = -4413982.289271 nChanged 109 SP:Iteration 69Q (1692.420628 sec): 3 clusters Score: Raw -4417561.391115 + Penalty 3533.705446 = -4414027.685669 nChanged 98 SP:Iteration 70Q (1692.495630 sec): 3 clusters Score: Raw -4417594.187284 + Penalty 3533.705446 = -4414060.481838 nChanged 86 SP:Iteration 71Q (1692.569924 sec): 3 clusters Score: Raw -4417627.140618 + Penalty 3533.705446 = -4414093.435172 nChanged 71 SP:Iteration 72Q (1692.643471 sec): 3 clusters Score: Raw -4417651.762394 + Penalty 3533.705446 = -4414118.056949 nChanged 70 SP:Iteration 73Q (1692.717569 sec): 3 clusters Score: Raw -4417678.992393 + Penalty 3533.705446 = -4414145.286948 nChanged 68 SP:Iteration 74Q (1692.791195 sec): 3 clusters Score: Raw -4417711.457318 + Penalty 3533.705446 = -4414177.751872 nChanged 69 SP:Iteration 75Q (1692.863989 sec): 3 clusters Score: Raw -4417748.959862 + Penalty 3533.705446 = -4414215.254416 nChanged 53 SP:Iteration 76Q (1692.936534 sec): 3 clusters Score: Raw -4417773.881277 + Penalty 3533.705446 = -4414240.175832 nChanged 49 SP:Iteration 77Q (1693.009061 sec): 3 clusters Score: Raw -4417790.277582 + Penalty 3533.705446 = -4414256.572136 nChanged 36 SP:Iteration 78Q (1693.081529 sec): 3 clusters Score: Raw -4417808.247068 + Penalty 3533.705446 = -4414274.541622 nChanged 44 SP:Iteration 79Q (1693.153801 sec): 3 clusters Score: Raw -4417824.793447 + Penalty 3533.705446 = -4414291.088001 nChanged 23 SP:Iteration 80F (1693.240729 sec): 3 clusters Score: Raw -4417832.344448 + Penalty 3533.705446 = -4414298.639002 nChanged 28 SP:Iteration 81Q (1693.313346 sec): 3 clusters Score: Raw -4417842.290671 + Penalty 3533.705446 = -4414308.585225 nChanged 28 SP:Iteration 82Q (1693.385758 sec): 3 clusters Score: Raw -4417850.468679 + Penalty 3533.705446 = -4414316.763233 nChanged 23 SP:Iteration 83Q (1693.458057 sec): 3 clusters Score: Raw -4417857.551813 + Penalty 3533.705446 = -4414323.846367 nChanged 23 SP:Iteration 84Q (1693.530571 sec): 3 clusters Score: Raw -4417863.369852 + Penalty 3533.705446 = -4414329.664407 nChanged 23 SP:Iteration 85Q (1693.602931 sec): 3 clusters Score: Raw -4417869.135733 + Penalty 3533.705446 = -4414335.430288 nChanged 12 SP:Iteration 86Q (1693.675324 sec): 3 clusters Score: Raw -4417871.930205 + Penalty 3533.705446 = -4414338.224759 nChanged 12 SP:Iteration 87Q (1693.747738 sec): 3 clusters Score: Raw -4417875.404614 + Penalty 3533.705446 = -4414341.699169 nChanged 17 SP:Iteration 88Q (1693.819983 sec): 3 clusters Score: Raw -4417879.617233 + Penalty 3533.705446 = -4414345.911787 nChanged 14 SP:Iteration 89Q (1693.892881 sec): 3 clusters Score: Raw -4417882.138554 + Penalty 3533.705446 = -4414348.433108 nChanged 6 SP:Iteration 90Q (1693.975062 sec): 3 clusters Score: Raw -4417884.084646 + Penalty 3533.705446 = -4414350.379201 nChanged 7 SP:Iteration 91Q (1694.048413 sec): 3 clusters Score: Raw -4417886.262441 + Penalty 3533.705446 = -4414352.556995 nChanged 6 SP:Iteration 92Q (1694.120648 sec): 3 clusters Score: Raw -4417887.394198 + Penalty 3533.705446 = -4414353.688753 nChanged 3 SP:Iteration 93Q (1694.193114 sec): 3 clusters Score: Raw -4417888.136396 + Penalty 3533.705446 = -4414354.430951 nChanged 5 SP:Iteration 94Q (1694.265101 sec): 3 clusters Score: Raw -4417888.966157 + Penalty 3533.705446 = -4414355.260711 nChanged 6 SP:Iteration 95Q (1694.337751 sec): 3 clusters Score: Raw -4417889.856473 + Penalty 3533.705446 = -4414356.151028 nChanged 4 SP:Iteration 96Q (1694.410070 sec): 3 clusters Score: Raw -4417890.521441 + Penalty 3533.705446 = -4414356.815996 nChanged 5 SP:Iteration 97Q (1694.482298 sec): 3 clusters Score: Raw -4417892.558424 + Penalty 3533.705446 = -4414358.852979 nChanged 11 SP:Iteration 98Q (1694.554598 sec): 3 clusters Score: Raw -4417896.504039 + Penalty 3533.705446 = -4414362.798594 nChanged 15 SP:Iteration 99Q (1694.626814 sec): 3 clusters Score: Raw -4417901.062351 + Penalty 3533.705446 = -4414367.356905 nChanged 21 SP:Iteration 100F (1694.713896 sec): 3 clusters Score: Raw -4417909.961130 + Penalty 3533.705446 = -4414376.255685 nChanged 18 SP:Iteration 101Q (1694.786550 sec): 3 clusters Score: Raw -4417914.446663 + Penalty 3533.705446 = -4414380.741217 nChanged 13 SP:Iteration 102Q (1694.859079 sec): 3 clusters Score: Raw -4417917.568590 + Penalty 3533.705446 = -4414383.863144 nChanged 11 SP:Iteration 103Q (1694.931560 sec): 3 clusters Score: Raw -4417920.719551 + Penalty 3533.705446 = -4414387.014105 nChanged 7 SP:Iteration 104Q (1695.003966 sec): 3 clusters Score: Raw -4417923.072717 + Penalty 3533.705446 = -4414389.367272 nChanged 7 SP:Iteration 105Q (1695.108560 sec): 3 clusters Score: Raw -4417925.157566 + Penalty 3533.705446 = -4414391.452120 nChanged 7 SP:Iteration 106Q (1695.192213 sec): 3 clusters Score: Raw -4417928.521368 + Penalty 3533.705446 = -4414394.815922 nChanged 7 SP:Iteration 107Q (1695.264531 sec): 3 clusters Score: Raw -4417930.170514 + Penalty 3533.705446 = -4414396.465069 nChanged 10 SP:Iteration 108Q (1695.336893 sec): 3 clusters Score: Raw -4417932.944157 + Penalty 3533.705446 = -4414399.238711 nChanged 6 SP:Iteration 109Q (1695.409037 sec): 3 clusters Score: Raw -4417933.773208 + Penalty 3533.705446 = -4414400.067762 nChanged 3 SP:Iteration 110Q (1695.481375 sec): 3 clusters Score: Raw -4417934.515450 + Penalty 3533.705446 = -4414400.810004 nChanged 4 SP:Iteration 111Q (1695.553695 sec): 3 clusters Score: Raw -4417935.263721 + Penalty 3533.705446 = -4414401.558276 nChanged 2 SP:Iteration 112Q (1695.626055 sec): 3 clusters Score: Raw -4417935.571447 + Penalty 3533.705446 = -4414401.866002 nChanged 2 SP:Iteration 113Q (1695.698645 sec): 3 clusters Score: Raw -4417935.848875 + Penalty 3533.705446 = -4414402.143429 nChanged 1 SP:Iteration 114Q (1695.770857 sec): 3 clusters Score: Raw -4417935.963670 + Penalty 3533.705446 = -4414402.258224 nChanged 0 SP:Iteration 115F (1695.857762 sec): 3 clusters Score: Raw -4417935.963670 + Penalty 3533.705446 = -4414402.258224 nChanged 0 Trying to split cluster 2 (2166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1695.864037 sec): 2 clusters Score: Raw -149122.524964 + Penalty 1248.103582 = -147874.421382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1695.875403 sec): 3 clusters Score: Raw -148238.022587 + Penalty 2496.207164 = -145741.815423 nChanged 820 SP:Iteration 1F (1695.886163 sec): 3 clusters Score: Raw -148923.779946 + Penalty 2496.207164 = -146427.572782 nChanged 233 SP:Iteration 2F (1695.897060 sec): 3 clusters Score: Raw -149280.703030 + Penalty 2496.207164 = -146784.495866 nChanged 201 SP:Iteration 3F (1695.907828 sec): 3 clusters Score: Raw -149610.620156 + Penalty 2496.207164 = -147114.412992 nChanged 165 SP:Iteration 4F (1695.918529 sec): 3 clusters Score: Raw -149846.949986 + Penalty 2496.207164 = -147350.742822 nChanged 138 SP:Iteration 5F (1695.929108 sec): 3 clusters Score: Raw -150090.155208 + Penalty 2496.207164 = -147593.948044 nChanged 124 SP:Iteration 6F (1695.939869 sec): 3 clusters Score: Raw -150281.009776 + Penalty 2496.207164 = -147784.802612 nChanged 103 SP:Iteration 7Q (1695.950316 sec): 3 clusters Score: Raw -150411.566969 + Penalty 2496.207164 = -147915.359805 nChanged 68 SP:Iteration 8Q (1695.960707 sec): 3 clusters Score: Raw -150478.120300 + Penalty 2496.207164 = -147981.913136 nChanged 43 SP:Iteration 9Q (1695.970986 sec): 3 clusters Score: Raw -150519.576664 + Penalty 2496.207164 = -148023.369500 nChanged 30 SP:Iteration 10Q (1695.982141 sec): 3 clusters Score: Raw -150536.544019 + Penalty 2496.207164 = -148040.336855 nChanged 15 SP:Iteration 11Q (1695.992459 sec): 3 clusters Score: Raw -150542.710154 + Penalty 2496.207164 = -148046.502990 nChanged 10 SP:Iteration 12Q (1696.002685 sec): 3 clusters Score: Raw -150546.588811 + Penalty 2496.207164 = -148050.381647 nChanged 8 SP:Iteration 13Q (1696.013025 sec): 3 clusters Score: Raw -150549.297816 + Penalty 2496.207164 = -148053.090652 nChanged 5 SP:Iteration 14Q (1696.023287 sec): 3 clusters Score: Raw -150551.087606 + Penalty 2496.207164 = -148054.880442 nChanged 1 SP:Iteration 15Q (1696.033776 sec): 3 clusters Score: Raw -150551.704346 + Penalty 2496.207164 = -148055.497182 nChanged 0 SP:Iteration 16F (1696.044492 sec): 3 clusters Score: Raw -150551.704346 + Penalty 2496.207164 = -148055.497182 nChanged 0 Score: Raw -23032019.123808 + Penalty 63326.414721 = -22968692.709087 Splitting cluster 2 changes total score from -22969306.146576 to -22968692.709087 So it's not getting split. Trying to split cluster 3 (1735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1701.378454 sec): 2 clusters Score: Raw -149077.210132 + Penalty 1212.048938 = -147865.161195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1701.388345 sec): 3 clusters Score: Raw -148360.043434 + Penalty 2424.097875 = -145935.945559 nChanged 607 SP:Iteration 1F (1701.397038 sec): 3 clusters Score: Raw -148802.972187 + Penalty 2424.097875 = -146378.874312 nChanged 138 SP:Iteration 2F (1701.405797 sec): 3 clusters Score: Raw -148913.504663 + Penalty 2424.097875 = -146489.406788 nChanged 81 SP:Iteration 3Q (1701.414507 sec): 3 clusters Score: Raw -148972.229163 + Penalty 2424.097875 = -146548.131288 nChanged 31 SP:Iteration 4Q (1701.423283 sec): 3 clusters Score: Raw -148989.402380 + Penalty 2424.097875 = -146565.304505 nChanged 9 SP:Iteration 5Q (1701.431950 sec): 3 clusters Score: Raw -148994.318352 + Penalty 2424.097875 = -146570.220476 nChanged 11 SP:Iteration 6Q (1701.440707 sec): 3 clusters Score: Raw -148999.367472 + Penalty 2424.097875 = -146575.269597 nChanged 6 SP:Iteration 7Q (1701.449370 sec): 3 clusters Score: Raw -149001.702560 + Penalty 2424.097875 = -146577.604685 nChanged 7 SP:Iteration 8Q (1701.458021 sec): 3 clusters Score: Raw -149006.795011 + Penalty 2424.097875 = -146582.697136 nChanged 11 SP:Iteration 9Q (1701.466735 sec): 3 clusters Score: Raw -149012.370229 + Penalty 2424.097875 = -146588.272354 nChanged 10 SP:Iteration 10Q (1701.475499 sec): 3 clusters Score: Raw -149017.038937 + Penalty 2424.097875 = -146592.941062 nChanged 6 SP:Iteration 11Q (1701.484224 sec): 3 clusters Score: Raw -149019.481744 + Penalty 2424.097875 = -146595.383869 nChanged 3 SP:Iteration 12Q (1701.492940 sec): 3 clusters Score: Raw -149021.030573 + Penalty 2424.097875 = -146596.932698 nChanged 0 SP:Iteration 13F (1701.501666 sec): 3 clusters Score: Raw -149021.030573 + Penalty 2424.097875 = -146596.932698 nChanged 0 Trying to split cluster 4 (12204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1701.529110 sec): 2 clusters Score: Raw -1034098.200135 + Penalty 1529.046845 = -1032569.153290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1701.562932 sec): 3 clusters Score: Raw -1027027.072203 + Penalty 3058.093690 = -1023968.978513 nChanged 5434 SP:Iteration 1F (1701.595578 sec): 3 clusters Score: Raw -1030239.406804 + Penalty 3058.093690 = -1027181.313114 nChanged 794 SP:Iteration 2F (1701.628372 sec): 3 clusters Score: Raw -1030715.711123 + Penalty 3058.093690 = -1027657.617433 nChanged 789 SP:Iteration 3F (1701.660926 sec): 3 clusters Score: Raw -1031190.233063 + Penalty 3058.093690 = -1028132.139373 nChanged 797 SP:Iteration 4F (1701.693646 sec): 3 clusters Score: Raw -1031685.877929 + Penalty 3058.093690 = -1028627.784239 nChanged 721 SP:Iteration 5F (1701.726294 sec): 3 clusters Score: Raw -1032145.777011 + Penalty 3058.093690 = -1029087.683321 nChanged 678 SP:Iteration 6F (1701.758925 sec): 3 clusters Score: Raw -1032553.935471 + Penalty 3058.093690 = -1029495.841781 nChanged 560 SP:Iteration 7Q (1701.791814 sec): 3 clusters Score: Raw -1032882.840663 + Penalty 3058.093690 = -1029824.746973 nChanged 445 SP:Iteration 8Q (1701.824510 sec): 3 clusters Score: Raw -1033124.135429 + Penalty 3058.093690 = -1030066.041739 nChanged 396 SP:Iteration 9Q (1701.857177 sec): 3 clusters Score: Raw -1033352.376779 + Penalty 3058.093690 = -1030294.283089 nChanged 353 SP:Iteration 10Q (1701.889800 sec): 3 clusters Score: Raw -1033546.959028 + Penalty 3058.093690 = -1030488.865338 nChanged 297 SP:Iteration 11Q (1701.922136 sec): 3 clusters Score: Raw -1033678.678471 + Penalty 3058.093690 = -1030620.584781 nChanged 223 SP:Iteration 12Q (1701.954412 sec): 3 clusters Score: Raw -1033779.228944 + Penalty 3058.093690 = -1030721.135254 nChanged 190 SP:Iteration 13Q (1701.986225 sec): 3 clusters Score: Raw -1033855.157186 + Penalty 3058.093690 = -1030797.063496 nChanged 172 SP:Iteration 14Q (1702.017874 sec): 3 clusters Score: Raw -1033910.857169 + Penalty 3058.093690 = -1030852.763479 nChanged 155 SP:Iteration 15Q (1702.049578 sec): 3 clusters Score: Raw -1033954.354242 + Penalty 3058.093690 = -1030896.260552 nChanged 123 SP:Iteration 16Q (1702.081037 sec): 3 clusters Score: Raw -1033984.421692 + Penalty 3058.093690 = -1030926.328003 nChanged 102 SP:Iteration 17Q (1702.112270 sec): 3 clusters Score: Raw -1034012.893547 + Penalty 3058.093690 = -1030954.799857 nChanged 121 SP:Iteration 18Q (1702.143670 sec): 3 clusters Score: Raw -1034048.398257 + Penalty 3058.093690 = -1030990.304567 nChanged 136 SP:Iteration 19Q (1702.174709 sec): 3 clusters Score: Raw -1034094.069710 + Penalty 3058.093690 = -1031035.976020 nChanged 136 SP:Iteration 20F (1702.207210 sec): 3 clusters Score: Raw -1034142.827362 + Penalty 3058.093690 = -1031084.733672 nChanged 124 SP:Iteration 21Q (1702.238242 sec): 3 clusters Score: Raw -1034190.492696 + Penalty 3058.093690 = -1031132.399006 nChanged 140 SP:Iteration 22Q (1702.269195 sec): 3 clusters Score: Raw -1034248.531253 + Penalty 3058.093690 = -1031190.437563 nChanged 170 SP:Iteration 23Q (1702.300184 sec): 3 clusters Score: Raw -1034327.008757 + Penalty 3058.093690 = -1031268.915067 nChanged 184 SP:Iteration 24Q (1702.331090 sec): 3 clusters Score: Raw -1034411.589997 + Penalty 3058.093690 = -1031353.496307 nChanged 171 SP:Iteration 25Q (1702.362009 sec): 3 clusters Score: Raw -1034487.115322 + Penalty 3058.093690 = -1031429.021632 nChanged 154 SP:Iteration 26Q (1702.392620 sec): 3 clusters Score: Raw -1034544.759596 + Penalty 3058.093690 = -1031486.665906 nChanged 130 SP:Iteration 27Q (1702.423409 sec): 3 clusters Score: Raw -1034592.985414 + Penalty 3058.093690 = -1031534.891724 nChanged 124 SP:Iteration 28Q (1702.454167 sec): 3 clusters Score: Raw -1034640.059057 + Penalty 3058.093690 = -1031581.965367 nChanged 126 SP:Iteration 29Q (1702.485038 sec): 3 clusters Score: Raw -1034687.733475 + Penalty 3058.093690 = -1031629.639785 nChanged 140 SP:Iteration 30Q (1702.515574 sec): 3 clusters Score: Raw -1034749.399825 + Penalty 3058.093690 = -1031691.306136 nChanged 142 SP:Iteration 31Q (1702.546263 sec): 3 clusters Score: Raw -1034807.942074 + Penalty 3058.093690 = -1031749.848385 nChanged 127 SP:Iteration 32Q (1702.576863 sec): 3 clusters Score: Raw -1034860.685371 + Penalty 3058.093690 = -1031802.591681 nChanged 107 SP:Iteration 33Q (1702.607235 sec): 3 clusters Score: Raw -1034901.655371 + Penalty 3058.093690 = -1031843.561681 nChanged 102 SP:Iteration 34Q (1702.637599 sec): 3 clusters Score: Raw -1034937.407703 + Penalty 3058.093690 = -1031879.314013 nChanged 94 SP:Iteration 35Q (1702.667766 sec): 3 clusters Score: Raw -1034972.803010 + Penalty 3058.093690 = -1031914.709320 nChanged 91 SP:Iteration 36Q (1702.697901 sec): 3 clusters Score: Raw -1035004.190482 + Penalty 3058.093690 = -1031946.096792 nChanged 80 SP:Iteration 37Q (1702.727919 sec): 3 clusters Score: Raw -1035025.519411 + Penalty 3058.093690 = -1031967.425721 nChanged 63 SP:Iteration 38Q (1702.758066 sec): 3 clusters Score: Raw -1035040.983229 + Penalty 3058.093690 = -1031982.889539 nChanged 42 SP:Iteration 39Q (1702.787996 sec): 3 clusters Score: Raw -1035050.172428 + Penalty 3058.093690 = -1031992.078738 nChanged 40 SP:Iteration 40F (1702.820497 sec): 3 clusters Score: Raw -1035059.783355 + Penalty 3058.093690 = -1032001.689665 nChanged 40 SP:Iteration 41Q (1702.851400 sec): 3 clusters Score: Raw -1035067.792691 + Penalty 3058.093690 = -1032009.699001 nChanged 35 SP:Iteration 42Q (1702.882213 sec): 3 clusters Score: Raw -1035074.100867 + Penalty 3058.093690 = -1032016.007177 nChanged 32 SP:Iteration 43Q (1702.913062 sec): 3 clusters Score: Raw -1035079.025175 + Penalty 3058.093690 = -1032020.931485 nChanged 31 SP:Iteration 44Q (1702.943747 sec): 3 clusters Score: Raw -1035083.642748 + Penalty 3058.093690 = -1032025.549058 nChanged 29 SP:Iteration 45Q (1702.974632 sec): 3 clusters Score: Raw -1035088.442701 + Penalty 3058.093690 = -1032030.349011 nChanged 15 SP:Iteration 46Q (1703.005211 sec): 3 clusters Score: Raw -1035090.170945 + Penalty 3058.093690 = -1032032.077255 nChanged 18 SP:Iteration 47Q (1703.036018 sec): 3 clusters Score: Raw -1035092.173558 + Penalty 3058.093690 = -1032034.079868 nChanged 17 SP:Iteration 48Q (1703.066701 sec): 3 clusters Score: Raw -1035094.277695 + Penalty 3058.093690 = -1032036.184005 nChanged 14 SP:Iteration 49Q (1703.097332 sec): 3 clusters Score: Raw -1035096.595437 + Penalty 3058.093690 = -1032038.501747 nChanged 13 SP:Iteration 50Q (1703.128058 sec): 3 clusters Score: Raw -1035098.353639 + Penalty 3058.093690 = -1032040.259949 nChanged 6 SP:Iteration 51Q (1703.158595 sec): 3 clusters Score: Raw -1035098.861508 + Penalty 3058.093690 = -1032040.767818 nChanged 3 SP:Iteration 52Q (1703.189340 sec): 3 clusters Score: Raw -1035099.224316 + Penalty 3058.093690 = -1032041.130626 nChanged 3 SP:Iteration 53Q (1703.220004 sec): 3 clusters Score: Raw -1035099.556106 + Penalty 3058.093690 = -1032041.462416 nChanged 3 SP:Iteration 54Q (1703.250800 sec): 3 clusters Score: Raw -1035099.738636 + Penalty 3058.093690 = -1032041.644946 nChanged 1 SP:Iteration 55Q (1703.281593 sec): 3 clusters Score: Raw -1035099.826090 + Penalty 3058.093690 = -1032041.732400 nChanged 2 SP:Iteration 56Q (1703.312194 sec): 3 clusters Score: Raw -1035099.965912 + Penalty 3058.093690 = -1032041.872222 nChanged 1 SP:Iteration 57Q (1703.342873 sec): 3 clusters Score: Raw -1035100.031045 + Penalty 3058.093690 = -1032041.937355 nChanged 0 SP:Iteration 58F (1703.375485 sec): 3 clusters Score: Raw -1035100.031045 + Penalty 3058.093690 = -1032041.937355 nChanged 0 Trying to split cluster 5 (1368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1703.389467 sec): 2 clusters Score: Raw -99967.247667 + Penalty 1173.429578 = -98793.818088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1703.397141 sec): 3 clusters Score: Raw -99476.346524 + Penalty 2346.859157 = -97129.487367 nChanged 452 SP:Iteration 1F (1703.404363 sec): 3 clusters Score: Raw -99783.891442 + Penalty 2346.859157 = -97437.032285 nChanged 101 SP:Iteration 2F (1703.411542 sec): 3 clusters Score: Raw -99867.441595 + Penalty 2346.859157 = -97520.582438 nChanged 60 SP:Iteration 3Q (1703.418676 sec): 3 clusters Score: Raw -99915.360807 + Penalty 2346.859157 = -97568.501650 nChanged 33 SP:Iteration 4Q (1703.425769 sec): 3 clusters Score: Raw -99940.216474 + Penalty 2346.859157 = -97593.357317 nChanged 23 SP:Iteration 5Q (1703.432874 sec): 3 clusters Score: Raw -99955.573613 + Penalty 2346.859157 = -97608.714456 nChanged 18 SP:Iteration 6Q (1703.440004 sec): 3 clusters Score: Raw -99967.263373 + Penalty 2346.859157 = -97620.404216 nChanged 9 SP:Iteration 7Q (1703.447102 sec): 3 clusters Score: Raw -99973.631675 + Penalty 2346.859157 = -97626.772519 nChanged 13 SP:Iteration 8Q (1703.454288 sec): 3 clusters Score: Raw -99983.703013 + Penalty 2346.859157 = -97636.843856 nChanged 10 SP:Iteration 9Q (1703.461312 sec): 3 clusters Score: Raw -99993.911659 + Penalty 2346.859157 = -97647.052502 nChanged 11 SP:Iteration 10Q (1703.468456 sec): 3 clusters Score: Raw -100002.383783 + Penalty 2346.859157 = -97655.524626 nChanged 13 SP:Iteration 11Q (1703.475582 sec): 3 clusters Score: Raw -100010.694580 + Penalty 2346.859157 = -97663.835423 nChanged 9 SP:Iteration 12Q (1703.482666 sec): 3 clusters Score: Raw -100017.075716 + Penalty 2346.859157 = -97670.216559 nChanged 10 SP:Iteration 13Q (1703.489715 sec): 3 clusters Score: Raw -100025.144636 + Penalty 2346.859157 = -97678.285479 nChanged 9 SP:Iteration 14Q (1703.496784 sec): 3 clusters Score: Raw -100031.290229 + Penalty 2346.859157 = -97684.431072 nChanged 6 SP:Iteration 15Q (1703.503847 sec): 3 clusters Score: Raw -100034.404877 + Penalty 2346.859157 = -97687.545720 nChanged 5 SP:Iteration 16Q (1703.510919 sec): 3 clusters Score: Raw -100038.161422 + Penalty 2346.859157 = -97691.302265 nChanged 6 SP:Iteration 17Q (1703.517969 sec): 3 clusters Score: Raw -100043.576603 + Penalty 2346.859157 = -97696.717446 nChanged 10 SP:Iteration 18Q (1703.525028 sec): 3 clusters Score: Raw -100048.054110 + Penalty 2346.859157 = -97701.194953 nChanged 9 SP:Iteration 19Q (1703.532122 sec): 3 clusters Score: Raw -100054.126755 + Penalty 2346.859157 = -97707.267598 nChanged 7 SP:Iteration 20F (1703.539249 sec): 3 clusters Score: Raw -100058.360236 + Penalty 2346.859157 = -97711.501079 nChanged 6 SP:Iteration 21Q (1703.546305 sec): 3 clusters Score: Raw -100062.900534 + Penalty 2346.859157 = -97716.041378 nChanged 7 SP:Iteration 22Q (1703.553368 sec): 3 clusters Score: Raw -100065.867359 + Penalty 2346.859157 = -97719.008202 nChanged 5 SP:Iteration 23Q (1703.560407 sec): 3 clusters Score: Raw -100068.379823 + Penalty 2346.859157 = -97721.520666 nChanged 3 SP:Iteration 24Q (1703.567506 sec): 3 clusters Score: Raw -100069.274035 + Penalty 2346.859157 = -97722.414878 nChanged 0 SP:Iteration 25F (1703.574607 sec): 3 clusters Score: Raw -100069.274035 + Penalty 2346.859157 = -97722.414878 nChanged 0 Trying to split cluster 6 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1703.588078 sec): 2 clusters Score: Raw -125303.829574 + Penalty 1193.096406 = -124110.733168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1703.596704 sec): 3 clusters Score: Raw -124702.588425 + Penalty 2386.192812 = -122316.395612 nChanged 487 SP:Iteration 1F (1703.604527 sec): 3 clusters Score: Raw -125044.586348 + Penalty 2386.192812 = -122658.393536 nChanged 111 SP:Iteration 2F (1703.612399 sec): 3 clusters Score: Raw -125149.688867 + Penalty 2386.192812 = -122763.496054 nChanged 81 SP:Iteration 3F (1703.620279 sec): 3 clusters Score: Raw -125251.495870 + Penalty 2386.192812 = -122865.303058 nChanged 73 SP:Iteration 4Q (1703.628049 sec): 3 clusters Score: Raw -125327.752849 + Penalty 2386.192812 = -122941.560036 nChanged 52 SP:Iteration 5Q (1703.635832 sec): 3 clusters Score: Raw -125380.255817 + Penalty 2386.192812 = -122994.063005 nChanged 33 SP:Iteration 6Q (1703.643582 sec): 3 clusters Score: Raw -125412.176679 + Penalty 2386.192812 = -123025.983866 nChanged 27 SP:Iteration 7Q (1703.651329 sec): 3 clusters Score: Raw -125433.938869 + Penalty 2386.192812 = -123047.746057 nChanged 24 SP:Iteration 8Q (1703.659054 sec): 3 clusters Score: Raw -125450.725230 + Penalty 2386.192812 = -123064.532418 nChanged 16 SP:Iteration 9Q (1703.666809 sec): 3 clusters Score: Raw -125465.418592 + Penalty 2386.192812 = -123079.225780 nChanged 25 SP:Iteration 10Q (1703.674464 sec): 3 clusters Score: Raw -125481.942708 + Penalty 2386.192812 = -123095.749896 nChanged 16 SP:Iteration 11Q (1703.682198 sec): 3 clusters Score: Raw -125500.550558 + Penalty 2386.192812 = -123114.357746 nChanged 30 SP:Iteration 12Q (1703.689839 sec): 3 clusters Score: Raw -125532.317922 + Penalty 2386.192812 = -123146.125110 nChanged 31 SP:Iteration 13Q (1703.697594 sec): 3 clusters Score: Raw -125555.449706 + Penalty 2386.192812 = -123169.256893 nChanged 26 SP:Iteration 14Q (1703.705273 sec): 3 clusters Score: Raw -125581.405964 + Penalty 2386.192812 = -123195.213152 nChanged 30 SP:Iteration 15Q (1703.712944 sec): 3 clusters Score: Raw -125609.667651 + Penalty 2386.192812 = -123223.474839 nChanged 27 SP:Iteration 16Q (1703.720677 sec): 3 clusters Score: Raw -125630.827357 + Penalty 2386.192812 = -123244.634544 nChanged 20 SP:Iteration 17Q (1703.728311 sec): 3 clusters Score: Raw -125644.794882 + Penalty 2386.192812 = -123258.602070 nChanged 14 SP:Iteration 18Q (1703.735975 sec): 3 clusters Score: Raw -125652.302291 + Penalty 2386.192812 = -123266.109479 nChanged 14 SP:Iteration 19Q (1703.743637 sec): 3 clusters Score: Raw -125661.706539 + Penalty 2386.192812 = -123275.513727 nChanged 11 SP:Iteration 20F (1703.751411 sec): 3 clusters Score: Raw -125668.755658 + Penalty 2386.192812 = -123282.562845 nChanged 8 SP:Iteration 21Q (1703.759092 sec): 3 clusters Score: Raw -125674.115099 + Penalty 2386.192812 = -123287.922286 nChanged 14 SP:Iteration 22Q (1703.766691 sec): 3 clusters Score: Raw -125684.666355 + Penalty 2386.192812 = -123298.473543 nChanged 14 SP:Iteration 23Q (1703.774304 sec): 3 clusters Score: Raw -125697.064944 + Penalty 2386.192812 = -123310.872131 nChanged 16 SP:Iteration 24Q (1703.781883 sec): 3 clusters Score: Raw -125709.002301 + Penalty 2386.192812 = -123322.809489 nChanged 19 SP:Iteration 25Q (1703.789572 sec): 3 clusters Score: Raw -125719.419773 + Penalty 2386.192812 = -123333.226961 nChanged 10 SP:Iteration 26Q (1703.797237 sec): 3 clusters Score: Raw -125728.296921 + Penalty 2386.192812 = -123342.104108 nChanged 19 SP:Iteration 27Q (1703.804890 sec): 3 clusters Score: Raw -125743.053444 + Penalty 2386.192812 = -123356.860631 nChanged 19 SP:Iteration 28Q (1703.812535 sec): 3 clusters Score: Raw -125757.388595 + Penalty 2386.192812 = -123371.195783 nChanged 14 SP:Iteration 29Q (1703.820134 sec): 3 clusters Score: Raw -125769.036381 + Penalty 2386.192812 = -123382.843569 nChanged 10 SP:Iteration 30Q (1703.827721 sec): 3 clusters Score: Raw -125775.640564 + Penalty 2386.192812 = -123389.447752 nChanged 4 SP:Iteration 31Q (1703.835357 sec): 3 clusters Score: Raw -125777.933943 + Penalty 2386.192812 = -123391.741130 nChanged 5 SP:Iteration 32Q (1703.842933 sec): 3 clusters Score: Raw -125779.962292 + Penalty 2386.192812 = -123393.769480 nChanged 4 SP:Iteration 33Q (1703.850569 sec): 3 clusters Score: Raw -125782.182392 + Penalty 2386.192812 = -123395.989580 nChanged 4 SP:Iteration 34Q (1703.858264 sec): 3 clusters Score: Raw -125784.008695 + Penalty 2386.192812 = -123397.815883 nChanged 2 SP:Iteration 35Q (1703.865833 sec): 3 clusters Score: Raw -125785.265571 + Penalty 2386.192812 = -123399.072759 nChanged 1 SP:Iteration 36Q (1703.873471 sec): 3 clusters Score: Raw -125785.834494 + Penalty 2386.192812 = -123399.641681 nChanged 0 SP:Iteration 37F (1703.881237 sec): 3 clusters Score: Raw -125785.834494 + Penalty 2386.192812 = -123399.641681 nChanged 0 Trying to split cluster 7 (2790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1703.897814 sec): 2 clusters Score: Raw -227991.040181 + Penalty 1289.241992 = -226701.798189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1703.912328 sec): 3 clusters Score: Raw -226688.841673 + Penalty 2578.483984 = -224110.357689 nChanged 1021 SP:Iteration 1F (1703.926071 sec): 3 clusters Score: Raw -227296.728828 + Penalty 2578.483984 = -224718.244844 nChanged 235 SP:Iteration 2F (1703.939742 sec): 3 clusters Score: Raw -227467.248550 + Penalty 2578.483984 = -224888.764565 nChanged 158 SP:Iteration 3F (1703.953308 sec): 3 clusters Score: Raw -227605.105835 + Penalty 2578.483984 = -225026.621851 nChanged 156 SP:Iteration 4F (1703.966840 sec): 3 clusters Score: Raw -227747.451872 + Penalty 2578.483984 = -225168.967888 nChanged 145 SP:Iteration 5F (1703.980412 sec): 3 clusters Score: Raw -227875.812031 + Penalty 2578.483984 = -225297.328047 nChanged 142 SP:Iteration 6F (1703.994039 sec): 3 clusters Score: Raw -228015.694609 + Penalty 2578.483984 = -225437.210624 nChanged 116 SP:Iteration 7Q (1704.007670 sec): 3 clusters Score: Raw -228144.726677 + Penalty 2578.483984 = -225566.242692 nChanged 103 SP:Iteration 8Q (1704.021284 sec): 3 clusters Score: Raw -228229.150690 + Penalty 2578.483984 = -225650.666706 nChanged 101 SP:Iteration 9Q (1704.034850 sec): 3 clusters Score: Raw -228327.601276 + Penalty 2578.483984 = -225749.117292 nChanged 75 SP:Iteration 10Q (1704.048301 sec): 3 clusters Score: Raw -228382.413144 + Penalty 2578.483984 = -225803.929159 nChanged 56 SP:Iteration 11Q (1704.061816 sec): 3 clusters Score: Raw -228422.528152 + Penalty 2578.483984 = -225844.044167 nChanged 50 SP:Iteration 12Q (1704.075274 sec): 3 clusters Score: Raw -228453.790205 + Penalty 2578.483984 = -225875.306221 nChanged 33 SP:Iteration 13Q (1704.088589 sec): 3 clusters Score: Raw -228471.844701 + Penalty 2578.483984 = -225893.360717 nChanged 23 SP:Iteration 14Q (1704.102018 sec): 3 clusters Score: Raw -228481.181601 + Penalty 2578.483984 = -225902.697617 nChanged 18 SP:Iteration 15Q (1704.115485 sec): 3 clusters Score: Raw -228489.944185 + Penalty 2578.483984 = -225911.460201 nChanged 16 SP:Iteration 16Q (1704.128908 sec): 3 clusters Score: Raw -228497.433023 + Penalty 2578.483984 = -225918.949039 nChanged 12 SP:Iteration 17Q (1704.142350 sec): 3 clusters Score: Raw -228503.903271 + Penalty 2578.483984 = -225925.419286 nChanged 12 SP:Iteration 18Q (1704.155755 sec): 3 clusters Score: Raw -228512.837318 + Penalty 2578.483984 = -225934.353334 nChanged 18 SP:Iteration 19Q (1704.169173 sec): 3 clusters Score: Raw -228524.763629 + Penalty 2578.483984 = -225946.279645 nChanged 15 SP:Iteration 20F (1704.182808 sec): 3 clusters Score: Raw -228531.125353 + Penalty 2578.483984 = -225952.641369 nChanged 9 SP:Iteration 21Q (1704.196197 sec): 3 clusters Score: Raw -228534.749790 + Penalty 2578.483984 = -225956.265806 nChanged 7 SP:Iteration 22Q (1704.209532 sec): 3 clusters Score: Raw -228537.513035 + Penalty 2578.483984 = -225959.029051 nChanged 9 SP:Iteration 23Q (1704.222966 sec): 3 clusters Score: Raw -228540.776855 + Penalty 2578.483984 = -225962.292871 nChanged 4 SP:Iteration 24Q (1704.236405 sec): 3 clusters Score: Raw -228542.230940 + Penalty 2578.483984 = -225963.746956 nChanged 3 SP:Iteration 25Q (1704.249910 sec): 3 clusters Score: Raw -228542.967110 + Penalty 2578.483984 = -225964.483126 nChanged 5 SP:Iteration 26Q (1704.263358 sec): 3 clusters Score: Raw -228544.471434 + Penalty 2578.483984 = -225965.987449 nChanged 5 SP:Iteration 27Q (1704.276774 sec): 3 clusters Score: Raw -228546.501899 + Penalty 2578.483984 = -225968.017915 nChanged 5 SP:Iteration 28Q (1704.290194 sec): 3 clusters Score: Raw -228548.064976 + Penalty 2578.483984 = -225969.580992 nChanged 5 SP:Iteration 29Q (1704.303627 sec): 3 clusters Score: Raw -228550.017475 + Penalty 2578.483984 = -225971.533491 nChanged 3 SP:Iteration 30Q (1704.317032 sec): 3 clusters Score: Raw -228550.600098 + Penalty 2578.483984 = -225972.116114 nChanged 2 SP:Iteration 31Q (1704.330444 sec): 3 clusters Score: Raw -228551.204281 + Penalty 2578.483984 = -225972.720297 nChanged 0 SP:Iteration 32F (1704.343943 sec): 3 clusters Score: Raw -228551.204281 + Penalty 2578.483984 = -225972.720297 nChanged 0 Trying to split cluster 8 (7993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1704.365629 sec): 2 clusters Score: Raw -668912.104325 + Penalty 1460.277234 = -667451.827092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1704.391795 sec): 3 clusters Score: Raw -664523.050566 + Penalty 2920.554467 = -661602.496099 nChanged 3401 SP:Iteration 1F (1704.416908 sec): 3 clusters Score: Raw -666394.597867 + Penalty 2920.554467 = -663474.043400 nChanged 516 SP:Iteration 2F (1704.442268 sec): 3 clusters Score: Raw -666616.330040 + Penalty 2920.554467 = -663695.775573 nChanged 345 SP:Iteration 3Q (1704.467573 sec): 3 clusters Score: Raw -666742.593298 + Penalty 2920.554467 = -663822.038831 nChanged 287 SP:Iteration 4Q (1704.492830 sec): 3 clusters Score: Raw -666846.948855 + Penalty 2920.554467 = -663926.394388 nChanged 235 SP:Iteration 5Q (1704.531141 sec): 3 clusters Score: Raw -666929.230717 + Penalty 2920.554467 = -664008.676250 nChanged 204 SP:Iteration 6Q (1704.556361 sec): 3 clusters Score: Raw -666995.593836 + Penalty 2920.554467 = -664075.039369 nChanged 188 SP:Iteration 7Q (1704.585846 sec): 3 clusters Score: Raw -667063.497052 + Penalty 2920.554467 = -664142.942585 nChanged 191 SP:Iteration 8Q (1704.615222 sec): 3 clusters Score: Raw -667130.957719 + Penalty 2920.554467 = -664210.403252 nChanged 173 SP:Iteration 9Q (1704.642653 sec): 3 clusters Score: Raw -667192.532535 + Penalty 2920.554467 = -664271.978068 nChanged 190 SP:Iteration 10Q (1704.667979 sec): 3 clusters Score: Raw -667273.476920 + Penalty 2920.554467 = -664352.922453 nChanged 218 SP:Iteration 11Q (1704.693503 sec): 3 clusters Score: Raw -667365.943286 + Penalty 2920.554467 = -664445.388818 nChanged 214 SP:Iteration 12Q (1704.719020 sec): 3 clusters Score: Raw -667469.960609 + Penalty 2920.554467 = -664549.406142 nChanged 241 SP:Iteration 13Q (1704.744266 sec): 3 clusters Score: Raw -667587.255790 + Penalty 2920.554467 = -664666.701323 nChanged 245 SP:Iteration 14Q (1704.769469 sec): 3 clusters Score: Raw -667730.625361 + Penalty 2920.554467 = -664810.070894 nChanged 271 SP:Iteration 15Q (1704.794724 sec): 3 clusters Score: Raw -667877.650249 + Penalty 2920.554467 = -664957.095782 nChanged 256 SP:Iteration 16Q (1704.819943 sec): 3 clusters Score: Raw -668030.638723 + Penalty 2920.554467 = -665110.084255 nChanged 276 SP:Iteration 17Q (1704.845068 sec): 3 clusters Score: Raw -668179.891170 + Penalty 2920.554467 = -665259.336703 nChanged 245 SP:Iteration 18Q (1704.870171 sec): 3 clusters Score: Raw -668304.043024 + Penalty 2920.554467 = -665383.488557 nChanged 206 SP:Iteration 19Q (1704.894961 sec): 3 clusters Score: Raw -668395.878226 + Penalty 2920.554467 = -665475.323758 nChanged 179 SP:Iteration 20F (1704.920268 sec): 3 clusters Score: Raw -668478.636240 + Penalty 2920.554467 = -665558.081773 nChanged 145 SP:Iteration 21Q (1704.944981 sec): 3 clusters Score: Raw -668541.063337 + Penalty 2920.554467 = -665620.508870 nChanged 140 SP:Iteration 22Q (1704.969753 sec): 3 clusters Score: Raw -668587.852132 + Penalty 2920.554467 = -665667.297664 nChanged 106 SP:Iteration 23Q (1704.994387 sec): 3 clusters Score: Raw -668615.452401 + Penalty 2920.554467 = -665694.897933 nChanged 96 SP:Iteration 24Q (1705.018794 sec): 3 clusters Score: Raw -668640.870127 + Penalty 2920.554467 = -665720.315660 nChanged 83 SP:Iteration 25Q (1705.043440 sec): 3 clusters Score: Raw -668664.976214 + Penalty 2920.554467 = -665744.421747 nChanged 76 SP:Iteration 26Q (1705.068068 sec): 3 clusters Score: Raw -668686.001666 + Penalty 2920.554467 = -665765.447199 nChanged 71 SP:Iteration 27Q (1705.092520 sec): 3 clusters Score: Raw -668708.768892 + Penalty 2920.554467 = -665788.214425 nChanged 72 SP:Iteration 28Q (1705.116881 sec): 3 clusters Score: Raw -668735.404237 + Penalty 2920.554467 = -665814.849770 nChanged 71 SP:Iteration 29Q (1705.141165 sec): 3 clusters Score: Raw -668762.713074 + Penalty 2920.554467 = -665842.158607 nChanged 64 SP:Iteration 30Q (1705.165586 sec): 3 clusters Score: Raw -668785.085988 + Penalty 2920.554467 = -665864.531520 nChanged 62 SP:Iteration 31Q (1705.189614 sec): 3 clusters Score: Raw -668805.777195 + Penalty 2920.554467 = -665885.222727 nChanged 47 SP:Iteration 32Q (1705.213853 sec): 3 clusters Score: Raw -668818.764576 + Penalty 2920.554467 = -665898.210109 nChanged 44 SP:Iteration 33Q (1705.238027 sec): 3 clusters Score: Raw -668829.933860 + Penalty 2920.554467 = -665909.379393 nChanged 37 SP:Iteration 34Q (1705.262099 sec): 3 clusters Score: Raw -668840.246394 + Penalty 2920.554467 = -665919.691927 nChanged 38 SP:Iteration 35Q (1705.286180 sec): 3 clusters Score: Raw -668849.869156 + Penalty 2920.554467 = -665929.314689 nChanged 35 SP:Iteration 36Q (1705.310059 sec): 3 clusters Score: Raw -668859.719614 + Penalty 2920.554467 = -665939.165146 nChanged 32 SP:Iteration 37Q (1705.334142 sec): 3 clusters Score: Raw -668868.360345 + Penalty 2920.554467 = -665947.805878 nChanged 35 SP:Iteration 38Q (1705.358222 sec): 3 clusters Score: Raw -668876.714464 + Penalty 2920.554467 = -665956.159997 nChanged 31 SP:Iteration 39Q (1705.382304 sec): 3 clusters Score: Raw -668884.117212 + Penalty 2920.554467 = -665963.562745 nChanged 29 SP:Iteration 40F (1705.407536 sec): 3 clusters Score: Raw -668891.091477 + Penalty 2920.554467 = -665970.537010 nChanged 26 SP:Iteration 41Q (1705.431352 sec): 3 clusters Score: Raw -668899.209879 + Penalty 2920.554467 = -665978.655412 nChanged 30 SP:Iteration 42Q (1705.455155 sec): 3 clusters Score: Raw -668906.161106 + Penalty 2920.554467 = -665985.606639 nChanged 17 SP:Iteration 43Q (1705.479078 sec): 3 clusters Score: Raw -668909.971506 + Penalty 2920.554467 = -665989.417039 nChanged 15 SP:Iteration 44Q (1705.503073 sec): 3 clusters Score: Raw -668913.049677 + Penalty 2920.554467 = -665992.495210 nChanged 12 SP:Iteration 45Q (1705.526767 sec): 3 clusters Score: Raw -668915.358092 + Penalty 2920.554467 = -665994.803625 nChanged 17 SP:Iteration 46Q (1705.550428 sec): 3 clusters Score: Raw -668918.835478 + Penalty 2920.554467 = -665998.281011 nChanged 14 SP:Iteration 47Q (1705.574405 sec): 3 clusters Score: Raw -668922.812367 + Penalty 2920.554467 = -666002.257899 nChanged 24 SP:Iteration 48Q (1705.597999 sec): 3 clusters Score: Raw -668930.297814 + Penalty 2920.554467 = -666009.743347 nChanged 25 SP:Iteration 49Q (1705.621706 sec): 3 clusters Score: Raw -668936.872833 + Penalty 2920.554467 = -666016.318366 nChanged 15 SP:Iteration 50Q (1705.645552 sec): 3 clusters Score: Raw -668940.506816 + Penalty 2920.554467 = -666019.952349 nChanged 16 SP:Iteration 51Q (1705.669579 sec): 3 clusters Score: Raw -668945.595908 + Penalty 2920.554467 = -666025.041441 nChanged 11 SP:Iteration 52Q (1705.693353 sec): 3 clusters Score: Raw -668948.040478 + Penalty 2920.554467 = -666027.486010 nChanged 9 SP:Iteration 53Q (1705.716870 sec): 3 clusters Score: Raw -668950.630464 + Penalty 2920.554467 = -666030.075997 nChanged 12 SP:Iteration 54Q (1705.740553 sec): 3 clusters Score: Raw -668954.270682 + Penalty 2920.554467 = -666033.716215 nChanged 11 SP:Iteration 55Q (1705.764419 sec): 3 clusters Score: Raw -668956.171004 + Penalty 2920.554467 = -666035.616537 nChanged 4 SP:Iteration 56Q (1705.788239 sec): 3 clusters Score: Raw -668957.323306 + Penalty 2920.554467 = -666036.768839 nChanged 6 SP:Iteration 57Q (1705.812049 sec): 3 clusters Score: Raw -668959.201193 + Penalty 2920.554467 = -666038.646726 nChanged 10 SP:Iteration 58Q (1705.835644 sec): 3 clusters Score: Raw -668961.315789 + Penalty 2920.554467 = -666040.761322 nChanged 10 SP:Iteration 59Q (1705.859332 sec): 3 clusters Score: Raw -668964.257756 + Penalty 2920.554467 = -666043.703289 nChanged 12 SP:Iteration 60F (1705.884702 sec): 3 clusters Score: Raw -668967.094338 + Penalty 2920.554467 = -666046.539871 nChanged 12 SP:Iteration 61Q (1705.908806 sec): 3 clusters Score: Raw -668969.353139 + Penalty 2920.554467 = -666048.798671 nChanged 8 SP:Iteration 62Q (1705.931740 sec): 3 clusters Score: Raw -668970.942181 + Penalty 2920.554467 = -666050.387714 nChanged 4 SP:Iteration 63Q (1705.955453 sec): 3 clusters Score: Raw -668972.297603 + Penalty 2920.554467 = -666051.743136 nChanged 5 SP:Iteration 64Q (1705.979149 sec): 3 clusters Score: Raw -668973.356422 + Penalty 2920.554467 = -666052.801954 nChanged 3 SP:Iteration 65Q (1706.002935 sec): 3 clusters Score: Raw -668973.881740 + Penalty 2920.554467 = -666053.327272 nChanged 2 SP:Iteration 66Q (1706.026486 sec): 3 clusters Score: Raw -668974.247320 + Penalty 2920.554467 = -666053.692853 nChanged 1 SP:Iteration 67Q (1706.049978 sec): 3 clusters Score: Raw -668975.045400 + Penalty 2920.554467 = -666054.490933 nChanged 2 SP:Iteration 68Q (1706.073663 sec): 3 clusters Score: Raw -668975.621924 + Penalty 2920.554467 = -666055.067457 nChanged 6 SP:Iteration 69Q (1706.097150 sec): 3 clusters Score: Raw -668977.274982 + Penalty 2920.554467 = -666056.720514 nChanged 3 SP:Iteration 70Q (1706.120820 sec): 3 clusters Score: Raw -668978.018734 + Penalty 2920.554467 = -666057.464266 nChanged 6 SP:Iteration 71Q (1706.144367 sec): 3 clusters Score: Raw -668980.079378 + Penalty 2920.554467 = -666059.524910 nChanged 3 SP:Iteration 72Q (1706.167852 sec): 3 clusters Score: Raw -668981.973812 + Penalty 2920.554467 = -666061.419344 nChanged 5 SP:Iteration 73Q (1706.191546 sec): 3 clusters Score: Raw -668983.600387 + Penalty 2920.554467 = -666063.045920 nChanged 8 SP:Iteration 74Q (1706.215037 sec): 3 clusters Score: Raw -668986.214484 + Penalty 2920.554467 = -666065.660017 nChanged 9 SP:Iteration 75Q (1706.238874 sec): 3 clusters Score: Raw -668988.839885 + Penalty 2920.554467 = -666068.285418 nChanged 11 SP:Iteration 76Q (1706.262267 sec): 3 clusters Score: Raw -668993.276950 + Penalty 2920.554467 = -666072.722483 nChanged 12 SP:Iteration 77Q (1706.285892 sec): 3 clusters Score: Raw -668997.753082 + Penalty 2920.554467 = -666077.198615 nChanged 13 SP:Iteration 78Q (1706.309699 sec): 3 clusters Score: Raw -669002.528419 + Penalty 2920.554467 = -666081.973951 nChanged 12 SP:Iteration 79Q (1706.333004 sec): 3 clusters Score: Raw -669005.842094 + Penalty 2920.554467 = -666085.287627 nChanged 9 SP:Iteration 80F (1706.358343 sec): 3 clusters Score: Raw -669007.825194 + Penalty 2920.554467 = -666087.270727 nChanged 7 SP:Iteration 81Q (1706.381886 sec): 3 clusters Score: Raw -669009.911700 + Penalty 2920.554467 = -666089.357232 nChanged 10 SP:Iteration 82Q (1706.405370 sec): 3 clusters Score: Raw -669012.310951 + Penalty 2920.554467 = -666091.756484 nChanged 3 SP:Iteration 83Q (1706.428962 sec): 3 clusters Score: Raw -669012.818401 + Penalty 2920.554467 = -666092.263933 nChanged 3 SP:Iteration 84Q (1706.452771 sec): 3 clusters Score: Raw -669013.570629 + Penalty 2920.554467 = -666093.016162 nChanged 5 SP:Iteration 85Q (1706.476288 sec): 3 clusters Score: Raw -669015.102213 + Penalty 2920.554467 = -666094.547746 nChanged 4 SP:Iteration 86Q (1706.499597 sec): 3 clusters Score: Raw -669016.201355 + Penalty 2920.554467 = -666095.646888 nChanged 5 SP:Iteration 87Q (1706.522949 sec): 3 clusters Score: Raw -669017.301556 + Penalty 2920.554467 = -666096.747089 nChanged 5 SP:Iteration 88Q (1706.546606 sec): 3 clusters Score: Raw -669018.295839 + Penalty 2920.554467 = -666097.741372 nChanged 3 SP:Iteration 89Q (1706.570034 sec): 3 clusters Score: Raw -669019.069129 + Penalty 2920.554467 = -666098.514661 nChanged 5 SP:Iteration 90Q (1706.593566 sec): 3 clusters Score: Raw -669020.339147 + Penalty 2920.554467 = -666099.784680 nChanged 9 SP:Iteration 91Q (1706.617231 sec): 3 clusters Score: Raw -669022.508968 + Penalty 2920.554467 = -666101.954501 nChanged 2 SP:Iteration 92Q (1706.640747 sec): 3 clusters Score: Raw -669022.806592 + Penalty 2920.554467 = -666102.252124 nChanged 0 SP:Iteration 93F (1706.665980 sec): 3 clusters Score: Raw -669022.806592 + Penalty 2920.554467 = -666102.252124 nChanged 0 Trying to split cluster 9 (5036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1706.685002 sec): 2 clusters Score: Raw -373432.808013 + Penalty 1385.209702 = -372047.598311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1706.707135 sec): 3 clusters Score: Raw -370867.002393 + Penalty 2770.419403 = -368096.582990 nChanged 2028 SP:Iteration 1F (1706.728504 sec): 3 clusters Score: Raw -372168.443495 + Penalty 2770.419403 = -369398.024092 nChanged 417 SP:Iteration 2F (1706.750002 sec): 3 clusters Score: Raw -372462.109838 + Penalty 2770.419403 = -369691.690435 nChanged 300 SP:Iteration 3F (1706.771748 sec): 3 clusters Score: Raw -372657.046130 + Penalty 2770.419403 = -369886.626726 nChanged 268 SP:Iteration 4F (1706.793221 sec): 3 clusters Score: Raw -372844.429693 + Penalty 2770.419403 = -370074.010290 nChanged 222 SP:Iteration 5Q (1706.814904 sec): 3 clusters Score: Raw -373013.294767 + Penalty 2770.419403 = -370242.875363 nChanged 226 SP:Iteration 6Q (1706.836628 sec): 3 clusters Score: Raw -373188.378731 + Penalty 2770.419403 = -370417.959327 nChanged 209 SP:Iteration 7Q (1706.858320 sec): 3 clusters Score: Raw -373351.963090 + Penalty 2770.419403 = -370581.543687 nChanged 179 SP:Iteration 8Q (1706.879849 sec): 3 clusters Score: Raw -373468.957708 + Penalty 2770.419403 = -370698.538304 nChanged 149 SP:Iteration 9Q (1706.901338 sec): 3 clusters Score: Raw -373554.394883 + Penalty 2770.419403 = -370783.975479 nChanged 113 SP:Iteration 10Q (1706.922710 sec): 3 clusters Score: Raw -373615.161185 + Penalty 2770.419403 = -370844.741781 nChanged 81 SP:Iteration 11Q (1706.944185 sec): 3 clusters Score: Raw -373652.012689 + Penalty 2770.419403 = -370881.593285 nChanged 83 SP:Iteration 12Q (1706.965487 sec): 3 clusters Score: Raw -373686.683499 + Penalty 2770.419403 = -370916.264096 nChanged 63 SP:Iteration 13Q (1706.986897 sec): 3 clusters Score: Raw -373712.603240 + Penalty 2770.419403 = -370942.183837 nChanged 67 SP:Iteration 14Q (1707.008372 sec): 3 clusters Score: Raw -373746.926304 + Penalty 2770.419403 = -370976.506901 nChanged 61 SP:Iteration 15Q (1707.029598 sec): 3 clusters Score: Raw -373770.685597 + Penalty 2770.419403 = -371000.266193 nChanged 58 SP:Iteration 16Q (1707.050911 sec): 3 clusters Score: Raw -373794.027784 + Penalty 2770.419403 = -371023.608381 nChanged 49 SP:Iteration 17Q (1707.072098 sec): 3 clusters Score: Raw -373809.577407 + Penalty 2770.419403 = -371039.158004 nChanged 37 SP:Iteration 18Q (1707.093416 sec): 3 clusters Score: Raw -373819.950522 + Penalty 2770.419403 = -371049.531119 nChanged 31 SP:Iteration 19Q (1707.114715 sec): 3 clusters Score: Raw -373830.685278 + Penalty 2770.419403 = -371060.265874 nChanged 25 SP:Iteration 20F (1707.136415 sec): 3 clusters Score: Raw -373837.353183 + Penalty 2770.419403 = -371066.933779 nChanged 20 SP:Iteration 21Q (1707.157428 sec): 3 clusters Score: Raw -373842.681213 + Penalty 2770.419403 = -371072.261809 nChanged 18 SP:Iteration 22Q (1707.178725 sec): 3 clusters Score: Raw -373848.113832 + Penalty 2770.419403 = -371077.694429 nChanged 17 SP:Iteration 23Q (1707.200033 sec): 3 clusters Score: Raw -373852.724273 + Penalty 2770.419403 = -371082.304869 nChanged 15 SP:Iteration 24Q (1707.221263 sec): 3 clusters Score: Raw -373856.756799 + Penalty 2770.419403 = -371086.337396 nChanged 13 SP:Iteration 25Q (1707.242364 sec): 3 clusters Score: Raw -373859.775056 + Penalty 2770.419403 = -371089.355653 nChanged 14 SP:Iteration 26Q (1707.263670 sec): 3 clusters Score: Raw -373864.278839 + Penalty 2770.419403 = -371093.859436 nChanged 12 SP:Iteration 27Q (1707.284956 sec): 3 clusters Score: Raw -373868.312827 + Penalty 2770.419403 = -371097.893424 nChanged 14 SP:Iteration 28Q (1707.306258 sec): 3 clusters Score: Raw -373871.895221 + Penalty 2770.419403 = -371101.475817 nChanged 18 SP:Iteration 29Q (1707.327523 sec): 3 clusters Score: Raw -373878.652469 + Penalty 2770.419403 = -371108.233066 nChanged 27 SP:Iteration 30Q (1707.348886 sec): 3 clusters Score: Raw -373887.735378 + Penalty 2770.419403 = -371117.315975 nChanged 20 SP:Iteration 31Q (1707.369923 sec): 3 clusters Score: Raw -373895.082448 + Penalty 2770.419403 = -371124.663045 nChanged 24 SP:Iteration 32Q (1707.391138 sec): 3 clusters Score: Raw -373905.014669 + Penalty 2770.419403 = -371134.595266 nChanged 29 SP:Iteration 33Q (1707.412375 sec): 3 clusters Score: Raw -373916.346012 + Penalty 2770.419403 = -371145.926609 nChanged 21 SP:Iteration 34Q (1707.465545 sec): 3 clusters Score: Raw -373923.531442 + Penalty 2770.419403 = -371153.112039 nChanged 21 SP:Iteration 35Q (1707.520373 sec): 3 clusters Score: Raw -373929.257659 + Penalty 2770.419403 = -371158.838256 nChanged 20 SP:Iteration 36Q (1707.540107 sec): 3 clusters Score: Raw -373935.460859 + Penalty 2770.419403 = -371165.041456 nChanged 21 SP:Iteration 37Q (1707.561101 sec): 3 clusters Score: Raw -373940.677322 + Penalty 2770.419403 = -371170.257918 nChanged 16 SP:Iteration 38Q (1707.582101 sec): 3 clusters Score: Raw -373944.320436 + Penalty 2770.419403 = -371173.901033 nChanged 14 SP:Iteration 39Q (1707.603030 sec): 3 clusters Score: Raw -373946.622266 + Penalty 2770.419403 = -371176.202863 nChanged 5 SP:Iteration 40F (1707.624686 sec): 3 clusters Score: Raw -373948.202842 + Penalty 2770.419403 = -371177.783438 nChanged 9 SP:Iteration 41Q (1707.645656 sec): 3 clusters Score: Raw -373949.399142 + Penalty 2770.419403 = -371178.979738 nChanged 5 SP:Iteration 42Q (1707.666541 sec): 3 clusters Score: Raw -373950.467131 + Penalty 2770.419403 = -371180.047727 nChanged 4 SP:Iteration 43Q (1707.687769 sec): 3 clusters Score: Raw -373951.386935 + Penalty 2770.419403 = -371180.967532 nChanged 4 SP:Iteration 44Q (1707.709077 sec): 3 clusters Score: Raw -373952.127013 + Penalty 2770.419403 = -371181.707609 nChanged 3 SP:Iteration 45Q (1707.730248 sec): 3 clusters Score: Raw -373953.086767 + Penalty 2770.419403 = -371182.667363 nChanged 3 SP:Iteration 46Q (1707.751150 sec): 3 clusters Score: Raw -373953.769137 + Penalty 2770.419403 = -371183.349733 nChanged 3 SP:Iteration 47Q (1707.771978 sec): 3 clusters Score: Raw -373954.426039 + Penalty 2770.419403 = -371184.006635 nChanged 4 SP:Iteration 48Q (1707.793140 sec): 3 clusters Score: Raw -373955.157846 + Penalty 2770.419403 = -371184.738443 nChanged 3 SP:Iteration 49Q (1707.814283 sec): 3 clusters Score: Raw -373955.563879 + Penalty 2770.419403 = -371185.144475 nChanged 3 SP:Iteration 50Q (1707.835180 sec): 3 clusters Score: Raw -373956.265753 + Penalty 2770.419403 = -371185.846350 nChanged 3 SP:Iteration 51Q (1707.856458 sec): 3 clusters Score: Raw -373956.753366 + Penalty 2770.419403 = -371186.333962 nChanged 4 SP:Iteration 52Q (1707.877768 sec): 3 clusters Score: Raw -373958.599498 + Penalty 2770.419403 = -371188.180095 nChanged 5 SP:Iteration 53Q (1707.899053 sec): 3 clusters Score: Raw -373959.586316 + Penalty 2770.419403 = -371189.166913 nChanged 4 SP:Iteration 54Q (1707.920073 sec): 3 clusters Score: Raw -373960.404740 + Penalty 2770.419403 = -371189.985336 nChanged 7 SP:Iteration 55Q (1707.941229 sec): 3 clusters Score: Raw -373962.502408 + Penalty 2770.419403 = -371192.083005 nChanged 7 SP:Iteration 56Q (1707.962343 sec): 3 clusters Score: Raw -373964.909546 + Penalty 2770.419403 = -371194.490142 nChanged 4 SP:Iteration 57Q (1707.983567 sec): 3 clusters Score: Raw -373965.928568 + Penalty 2770.419403 = -371195.509164 nChanged 9 SP:Iteration 58Q (1708.004662 sec): 3 clusters Score: Raw -373968.378356 + Penalty 2770.419403 = -371197.958952 nChanged 8 SP:Iteration 59Q (1708.025942 sec): 3 clusters Score: Raw -373970.470104 + Penalty 2770.419403 = -371200.050701 nChanged 5 SP:Iteration 60F (1708.047729 sec): 3 clusters Score: Raw -373971.323939 + Penalty 2770.419403 = -371200.904536 nChanged 5 SP:Iteration 61Q (1708.068853 sec): 3 clusters Score: Raw -373972.530945 + Penalty 2770.419403 = -371202.111542 nChanged 7 SP:Iteration 62Q (1708.089985 sec): 3 clusters Score: Raw -373973.959068 + Penalty 2770.419403 = -371203.539665 nChanged 4 SP:Iteration 63Q (1708.111303 sec): 3 clusters Score: Raw -373975.422444 + Penalty 2770.419403 = -371205.003040 nChanged 5 SP:Iteration 64Q (1708.132234 sec): 3 clusters Score: Raw -373976.162283 + Penalty 2770.419403 = -371205.742879 nChanged 1 SP:Iteration 65Q (1708.153162 sec): 3 clusters Score: Raw -373976.549466 + Penalty 2770.419403 = -371206.130062 nChanged 1 SP:Iteration 66Q (1708.174402 sec): 3 clusters Score: Raw -373976.671366 + Penalty 2770.419403 = -371206.251963 nChanged 1 SP:Iteration 67Q (1708.195563 sec): 3 clusters Score: Raw -373976.755646 + Penalty 2770.419403 = -371206.336243 nChanged 0 SP:Iteration 68F (1708.217082 sec): 3 clusters Score: Raw -373976.755646 + Penalty 2770.419403 = -371206.336243 nChanged 0 Trying to split cluster 10 (6741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1708.237835 sec): 2 clusters Score: Raw -560437.361618 + Penalty 1432.594079 = -559004.767539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1708.262298 sec): 3 clusters Score: Raw -556782.845729 + Penalty 2865.188157 = -553917.657572 nChanged 2853 SP:Iteration 1F (1708.286178 sec): 3 clusters Score: Raw -558371.343306 + Penalty 2865.188157 = -555506.155148 nChanged 459 SP:Iteration 2F (1708.309779 sec): 3 clusters Score: Raw -558639.298565 + Penalty 2865.188157 = -555774.110408 nChanged 394 SP:Iteration 3F (1708.333499 sec): 3 clusters Score: Raw -558864.332457 + Penalty 2865.188157 = -555999.144300 nChanged 331 SP:Iteration 4Q (1708.357544 sec): 3 clusters Score: Raw -559031.710702 + Penalty 2865.188157 = -556166.522545 nChanged 261 SP:Iteration 5Q (1708.381616 sec): 3 clusters Score: Raw -559160.649330 + Penalty 2865.188157 = -556295.461172 nChanged 245 SP:Iteration 6Q (1708.405455 sec): 3 clusters Score: Raw -559281.585218 + Penalty 2865.188157 = -556416.397061 nChanged 230 SP:Iteration 7Q (1708.429419 sec): 3 clusters Score: Raw -559392.520384 + Penalty 2865.188157 = -556527.332226 nChanged 217 SP:Iteration 8Q (1708.453325 sec): 3 clusters Score: Raw -559506.158147 + Penalty 2865.188157 = -556640.969990 nChanged 209 SP:Iteration 9Q (1708.477026 sec): 3 clusters Score: Raw -559605.106328 + Penalty 2865.188157 = -556739.918171 nChanged 169 SP:Iteration 10Q (1708.500749 sec): 3 clusters Score: Raw -559679.315436 + Penalty 2865.188157 = -556814.127279 nChanged 176 SP:Iteration 11Q (1708.524348 sec): 3 clusters Score: Raw -559766.093076 + Penalty 2865.188157 = -556900.904919 nChanged 172 SP:Iteration 12Q (1708.548110 sec): 3 clusters Score: Raw -559853.017507 + Penalty 2865.188157 = -556987.829349 nChanged 159 SP:Iteration 13Q (1708.571586 sec): 3 clusters Score: Raw -559931.789296 + Penalty 2865.188157 = -557066.601139 nChanged 152 SP:Iteration 14Q (1708.595151 sec): 3 clusters Score: Raw -559987.444471 + Penalty 2865.188157 = -557122.256314 nChanged 119 SP:Iteration 15Q (1708.618733 sec): 3 clusters Score: Raw -560032.167454 + Penalty 2865.188157 = -557166.979297 nChanged 93 SP:Iteration 16Q (1708.642197 sec): 3 clusters Score: Raw -560068.588444 + Penalty 2865.188157 = -557203.400287 nChanged 104 SP:Iteration 17Q (1708.665569 sec): 3 clusters Score: Raw -560106.241601 + Penalty 2865.188157 = -557241.053444 nChanged 78 SP:Iteration 18Q (1708.689031 sec): 3 clusters Score: Raw -560135.512988 + Penalty 2865.188157 = -557270.324830 nChanged 69 SP:Iteration 19Q (1708.712525 sec): 3 clusters Score: Raw -560155.327853 + Penalty 2865.188157 = -557290.139696 nChanged 53 SP:Iteration 20F (1708.736368 sec): 3 clusters Score: Raw -560169.227269 + Penalty 2865.188157 = -557304.039112 nChanged 45 SP:Iteration 21Q (1708.759761 sec): 3 clusters Score: Raw -560182.159248 + Penalty 2865.188157 = -557316.971090 nChanged 53 SP:Iteration 22Q (1708.783322 sec): 3 clusters Score: Raw -560195.688381 + Penalty 2865.188157 = -557330.500224 nChanged 34 SP:Iteration 23Q (1708.806794 sec): 3 clusters Score: Raw -560204.500942 + Penalty 2865.188157 = -557339.312784 nChanged 37 SP:Iteration 24Q (1708.830000 sec): 3 clusters Score: Raw -560213.209272 + Penalty 2865.188157 = -557348.021115 nChanged 32 SP:Iteration 25Q (1708.853521 sec): 3 clusters Score: Raw -560219.433071 + Penalty 2865.188157 = -557354.244913 nChanged 24 SP:Iteration 26Q (1708.877073 sec): 3 clusters Score: Raw -560224.408977 + Penalty 2865.188157 = -557359.220820 nChanged 24 SP:Iteration 27Q (1708.900616 sec): 3 clusters Score: Raw -560228.923350 + Penalty 2865.188157 = -557363.735193 nChanged 19 SP:Iteration 28Q (1708.923923 sec): 3 clusters Score: Raw -560232.613583 + Penalty 2865.188157 = -557367.425425 nChanged 25 SP:Iteration 29Q (1708.947216 sec): 3 clusters Score: Raw -560237.225094 + Penalty 2865.188157 = -557372.036937 nChanged 19 SP:Iteration 30Q (1708.970561 sec): 3 clusters Score: Raw -560240.446533 + Penalty 2865.188157 = -557375.258376 nChanged 19 SP:Iteration 31Q (1708.993972 sec): 3 clusters Score: Raw -560243.392654 + Penalty 2865.188157 = -557378.204496 nChanged 18 SP:Iteration 32Q (1709.017166 sec): 3 clusters Score: Raw -560246.571263 + Penalty 2865.188157 = -557381.383106 nChanged 18 SP:Iteration 33Q (1709.040524 sec): 3 clusters Score: Raw -560249.432243 + Penalty 2865.188157 = -557384.244086 nChanged 8 SP:Iteration 34Q (1709.063955 sec): 3 clusters Score: Raw -560250.661737 + Penalty 2865.188157 = -557385.473579 nChanged 5 SP:Iteration 35Q (1709.087185 sec): 3 clusters Score: Raw -560251.049048 + Penalty 2865.188157 = -557385.860891 nChanged 3 SP:Iteration 36Q (1709.110685 sec): 3 clusters Score: Raw -560251.309671 + Penalty 2865.188157 = -557386.121514 nChanged 2 SP:Iteration 37Q (1709.134136 sec): 3 clusters Score: Raw -560251.468044 + Penalty 2865.188157 = -557386.279887 nChanged 2 SP:Iteration 38Q (1709.157613 sec): 3 clusters Score: Raw -560251.619078 + Penalty 2865.188157 = -557386.430921 nChanged 3 SP:Iteration 39Q (1709.181017 sec): 3 clusters Score: Raw -560251.869170 + Penalty 2865.188157 = -557386.681012 nChanged 3 SP:Iteration 40F (1709.204886 sec): 3 clusters Score: Raw -560252.142242 + Penalty 2865.188157 = -557386.954085 nChanged 2 SP:Iteration 41Q (1709.228350 sec): 3 clusters Score: Raw -560252.289139 + Penalty 2865.188157 = -557387.100982 nChanged 2 SP:Iteration 42Q (1709.251770 sec): 3 clusters Score: Raw -560252.457277 + Penalty 2865.188157 = -557387.269120 nChanged 0 SP:Iteration 43F (1709.275457 sec): 3 clusters Score: Raw -560252.457277 + Penalty 2865.188157 = -557387.269120 nChanged 0 Trying to split cluster 11 (8804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1709.297255 sec): 2 clusters Score: Raw -746774.374302 + Penalty 1475.981234 = -745298.393068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1709.323713 sec): 3 clusters Score: Raw -741847.126919 + Penalty 2951.962469 = -738895.164450 nChanged 3745 SP:Iteration 1F (1709.349319 sec): 3 clusters Score: Raw -743699.045575 + Penalty 2951.962469 = -740747.083106 nChanged 541 SP:Iteration 2F (1709.374858 sec): 3 clusters Score: Raw -743949.678491 + Penalty 2951.962469 = -740997.716022 nChanged 497 SP:Iteration 3F (1709.400503 sec): 3 clusters Score: Raw -744195.380325 + Penalty 2951.962469 = -741243.417857 nChanged 482 SP:Iteration 4F (1709.426222 sec): 3 clusters Score: Raw -744496.162623 + Penalty 2951.962469 = -741544.200154 nChanged 558 SP:Iteration 5F (1709.451915 sec): 3 clusters Score: Raw -744893.724509 + Penalty 2951.962469 = -741941.762040 nChanged 603 SP:Iteration 6F (1709.477421 sec): 3 clusters Score: Raw -745360.738008 + Penalty 2951.962469 = -742408.775539 nChanged 616 SP:Iteration 7F (1709.503194 sec): 3 clusters Score: Raw -745876.421444 + Penalty 2951.962469 = -742924.458975 nChanged 475 SP:Iteration 8F (1709.528772 sec): 3 clusters Score: Raw -746244.852741 + Penalty 2951.962469 = -743292.890272 nChanged 319 SP:Iteration 9Q (1709.554516 sec): 3 clusters Score: Raw -746495.047116 + Penalty 2951.962469 = -743543.084647 nChanged 228 SP:Iteration 10Q (1709.580267 sec): 3 clusters Score: Raw -746670.443432 + Penalty 2951.962469 = -743718.480963 nChanged 176 SP:Iteration 11Q (1709.605790 sec): 3 clusters Score: Raw -746802.300155 + Penalty 2951.962469 = -743850.337686 nChanged 109 SP:Iteration 12Q (1709.631252 sec): 3 clusters Score: Raw -746881.989003 + Penalty 2951.962469 = -743930.026534 nChanged 88 SP:Iteration 13Q (1709.656443 sec): 3 clusters Score: Raw -746947.405158 + Penalty 2951.962469 = -743995.442689 nChanged 53 SP:Iteration 14Q (1709.681125 sec): 3 clusters Score: Raw -746980.866478 + Penalty 2951.962469 = -744028.904009 nChanged 31 SP:Iteration 15Q (1709.705576 sec): 3 clusters Score: Raw -746999.115122 + Penalty 2951.962469 = -744047.152653 nChanged 27 SP:Iteration 16Q (1709.729829 sec): 3 clusters Score: Raw -747013.789240 + Penalty 2951.962469 = -744061.826771 nChanged 24 SP:Iteration 17Q (1709.754191 sec): 3 clusters Score: Raw -747028.914437 + Penalty 2951.962469 = -744076.951968 nChanged 23 SP:Iteration 18Q (1709.778400 sec): 3 clusters Score: Raw -747046.486068 + Penalty 2951.962469 = -744094.523599 nChanged 28 SP:Iteration 19Q (1709.802818 sec): 3 clusters Score: Raw -747066.288708 + Penalty 2951.962469 = -744114.326239 nChanged 27 SP:Iteration 20F (1709.828471 sec): 3 clusters Score: Raw -747090.257236 + Penalty 2951.962469 = -744138.294767 nChanged 24 SP:Iteration 21Q (1709.852289 sec): 3 clusters Score: Raw -747107.320112 + Penalty 2951.962469 = -744155.357644 nChanged 19 SP:Iteration 22Q (1709.876034 sec): 3 clusters Score: Raw -747120.477881 + Penalty 2951.962469 = -744168.515412 nChanged 19 SP:Iteration 23Q (1709.899813 sec): 3 clusters Score: Raw -747135.014639 + Penalty 2951.962469 = -744183.052170 nChanged 17 SP:Iteration 24Q (1709.923343 sec): 3 clusters Score: Raw -747151.355679 + Penalty 2951.962469 = -744199.393210 nChanged 19 SP:Iteration 25Q (1709.946868 sec): 3 clusters Score: Raw -747172.949984 + Penalty 2951.962469 = -744220.987516 nChanged 22 SP:Iteration 26Q (1709.970526 sec): 3 clusters Score: Raw -747187.648593 + Penalty 2951.962469 = -744235.686124 nChanged 16 SP:Iteration 27Q (1709.993870 sec): 3 clusters Score: Raw -747205.442887 + Penalty 2951.962469 = -744253.480418 nChanged 17 SP:Iteration 28Q (1710.017538 sec): 3 clusters Score: Raw -747218.318039 + Penalty 2951.962469 = -744266.355570 nChanged 16 SP:Iteration 29Q (1710.040675 sec): 3 clusters Score: Raw -747229.719877 + Penalty 2951.962469 = -744277.757408 nChanged 7 SP:Iteration 30Q (1710.063796 sec): 3 clusters Score: Raw -747235.624033 + Penalty 2951.962469 = -744283.661564 nChanged 6 SP:Iteration 31Q (1710.086999 sec): 3 clusters Score: Raw -747237.776933 + Penalty 2951.962469 = -744285.814464 nChanged 5 SP:Iteration 32Q (1710.110174 sec): 3 clusters Score: Raw -747241.074990 + Penalty 2951.962469 = -744289.112521 nChanged 7 SP:Iteration 33Q (1710.133502 sec): 3 clusters Score: Raw -747243.199120 + Penalty 2951.962469 = -744291.236651 nChanged 4 SP:Iteration 34Q (1710.156550 sec): 3 clusters Score: Raw -747246.177943 + Penalty 2951.962469 = -744294.215474 nChanged 4 SP:Iteration 35Q (1710.179716 sec): 3 clusters Score: Raw -747249.507705 + Penalty 2951.962469 = -744297.545236 nChanged 3 SP:Iteration 36Q (1710.202975 sec): 3 clusters Score: Raw -747251.064510 + Penalty 2951.962469 = -744299.102041 nChanged 4 SP:Iteration 37Q (1710.225917 sec): 3 clusters Score: Raw -747252.691715 + Penalty 2951.962469 = -744300.729247 nChanged 1 SP:Iteration 38Q (1710.248851 sec): 3 clusters Score: Raw -747253.022738 + Penalty 2951.962469 = -744301.060270 nChanged 1 SP:Iteration 39Q (1710.271789 sec): 3 clusters Score: Raw -747253.874719 + Penalty 2951.962469 = -744301.912250 nChanged 3 SP:Iteration 40F (1710.297294 sec): 3 clusters Score: Raw -747255.622811 + Penalty 2951.962469 = -744303.660342 nChanged 2 SP:Iteration 41Q (1710.320279 sec): 3 clusters Score: Raw -747257.435691 + Penalty 2951.962469 = -744305.473222 nChanged 3 SP:Iteration 42Q (1710.343492 sec): 3 clusters Score: Raw -747259.052887 + Penalty 2951.962469 = -744307.090418 nChanged 1 SP:Iteration 43Q (1710.366746 sec): 3 clusters Score: Raw -747259.789271 + Penalty 2951.962469 = -744307.826802 nChanged 0 SP:Iteration 44F (1710.392349 sec): 3 clusters Score: Raw -747259.789271 + Penalty 2951.962469 = -744307.826802 nChanged 0 Trying to split cluster 12 (2931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1710.408261 sec): 2 clusters Score: Raw -235193.294093 + Penalty 1297.253578 = -233896.040516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1710.423467 sec): 3 clusters Score: Raw -233771.000066 + Penalty 2594.507156 = -231176.492910 nChanged 1119 SP:Iteration 1F (1710.437855 sec): 3 clusters Score: Raw -234400.001452 + Penalty 2594.507156 = -231805.494296 nChanged 222 SP:Iteration 2F (1710.452204 sec): 3 clusters Score: Raw -234529.761952 + Penalty 2594.507156 = -231935.254796 nChanged 145 SP:Iteration 3Q (1710.466714 sec): 3 clusters Score: Raw -234615.645556 + Penalty 2594.507156 = -232021.138400 nChanged 94 SP:Iteration 4Q (1710.480988 sec): 3 clusters Score: Raw -234663.640632 + Penalty 2594.507156 = -232069.133476 nChanged 88 SP:Iteration 5Q (1710.495349 sec): 3 clusters Score: Raw -234714.721389 + Penalty 2594.507156 = -232120.214233 nChanged 86 SP:Iteration 6Q (1710.509744 sec): 3 clusters Score: Raw -234767.338196 + Penalty 2594.507156 = -232172.831040 nChanged 70 SP:Iteration 7Q (1710.524102 sec): 3 clusters Score: Raw -234809.151977 + Penalty 2594.507156 = -232214.644822 nChanged 61 SP:Iteration 8Q (1710.538462 sec): 3 clusters Score: Raw -234843.168139 + Penalty 2594.507156 = -232248.660984 nChanged 73 SP:Iteration 9Q (1710.552796 sec): 3 clusters Score: Raw -234906.920609 + Penalty 2594.507156 = -232312.413453 nChanged 81 SP:Iteration 10Q (1710.567138 sec): 3 clusters Score: Raw -235015.106064 + Penalty 2594.507156 = -232420.598909 nChanged 104 SP:Iteration 11Q (1710.581488 sec): 3 clusters Score: Raw -235144.468226 + Penalty 2594.507156 = -232549.961071 nChanged 96 SP:Iteration 12Q (1710.595702 sec): 3 clusters Score: Raw -235225.007598 + Penalty 2594.507156 = -232630.500443 nChanged 82 SP:Iteration 13Q (1710.609712 sec): 3 clusters Score: Raw -235265.533150 + Penalty 2594.507156 = -232671.025995 nChanged 57 SP:Iteration 14Q (1710.623840 sec): 3 clusters Score: Raw -235288.740553 + Penalty 2594.507156 = -232694.233398 nChanged 44 SP:Iteration 15Q (1710.638141 sec): 3 clusters Score: Raw -235312.457749 + Penalty 2594.507156 = -232717.950593 nChanged 38 SP:Iteration 16Q (1710.652229 sec): 3 clusters Score: Raw -235333.797233 + Penalty 2594.507156 = -232739.290077 nChanged 35 SP:Iteration 17Q (1710.666389 sec): 3 clusters Score: Raw -235348.972806 + Penalty 2594.507156 = -232754.465651 nChanged 28 SP:Iteration 18Q (1710.680481 sec): 3 clusters Score: Raw -235363.592423 + Penalty 2594.507156 = -232769.085268 nChanged 27 SP:Iteration 19Q (1710.694619 sec): 3 clusters Score: Raw -235376.136403 + Penalty 2594.507156 = -232781.629247 nChanged 21 SP:Iteration 20F (1710.708960 sec): 3 clusters Score: Raw -235386.139183 + Penalty 2594.507156 = -232791.632027 nChanged 20 SP:Iteration 21Q (1710.723061 sec): 3 clusters Score: Raw -235393.374289 + Penalty 2594.507156 = -232798.867133 nChanged 17 SP:Iteration 22Q (1710.737177 sec): 3 clusters Score: Raw -235398.900644 + Penalty 2594.507156 = -232804.393488 nChanged 18 SP:Iteration 23Q (1710.751287 sec): 3 clusters Score: Raw -235405.601282 + Penalty 2594.507156 = -232811.094127 nChanged 17 SP:Iteration 24Q (1710.765729 sec): 3 clusters Score: Raw -235411.884982 + Penalty 2594.507156 = -232817.377826 nChanged 14 SP:Iteration 25Q (1710.779726 sec): 3 clusters Score: Raw -235418.563255 + Penalty 2594.507156 = -232824.056099 nChanged 21 SP:Iteration 26Q (1710.793840 sec): 3 clusters Score: Raw -235429.067662 + Penalty 2594.507156 = -232834.560506 nChanged 13 SP:Iteration 27Q (1710.807936 sec): 3 clusters Score: Raw -235434.089989 + Penalty 2594.507156 = -232839.582833 nChanged 10 SP:Iteration 28Q (1710.822039 sec): 3 clusters Score: Raw -235439.593756 + Penalty 2594.507156 = -232845.086600 nChanged 14 SP:Iteration 29Q (1710.836122 sec): 3 clusters Score: Raw -235444.096126 + Penalty 2594.507156 = -232849.588970 nChanged 15 SP:Iteration 30Q (1710.850261 sec): 3 clusters Score: Raw -235450.981154 + Penalty 2594.507156 = -232856.473998 nChanged 14 SP:Iteration 31Q (1710.864265 sec): 3 clusters Score: Raw -235456.396840 + Penalty 2594.507156 = -232861.889684 nChanged 17 SP:Iteration 32Q (1710.878219 sec): 3 clusters Score: Raw -235465.104043 + Penalty 2594.507156 = -232870.596887 nChanged 24 SP:Iteration 33Q (1710.892316 sec): 3 clusters Score: Raw -235478.856596 + Penalty 2594.507156 = -232884.349440 nChanged 20 SP:Iteration 34Q (1710.906383 sec): 3 clusters Score: Raw -235491.089638 + Penalty 2594.507156 = -232896.582482 nChanged 24 SP:Iteration 35Q (1710.920498 sec): 3 clusters Score: Raw -235504.087828 + Penalty 2594.507156 = -232909.580672 nChanged 18 SP:Iteration 36Q (1710.934562 sec): 3 clusters Score: Raw -235513.391446 + Penalty 2594.507156 = -232918.884290 nChanged 19 SP:Iteration 37Q (1710.948613 sec): 3 clusters Score: Raw -235522.636805 + Penalty 2594.507156 = -232928.129650 nChanged 16 SP:Iteration 38Q (1710.962694 sec): 3 clusters Score: Raw -235529.661122 + Penalty 2594.507156 = -232935.153966 nChanged 2 SP:Iteration 39Q (1710.976742 sec): 3 clusters Score: Raw -235530.230185 + Penalty 2594.507156 = -232935.723029 nChanged 0 SP:Iteration 40F (1710.991022 sec): 3 clusters Score: Raw -235530.230185 + Penalty 2594.507156 = -232935.723029 nChanged 0 Trying to split cluster 13 (30927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1711.037926 sec): 2 clusters Score: Raw -2645368.538740 + Penalty 1680.150041 = -2643688.388699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1711.098607 sec): 3 clusters Score: Raw -2626300.760940 + Penalty 3360.300082 = -2622940.460858 nChanged 14208 SP:Iteration 1F (1711.155182 sec): 3 clusters Score: Raw -2634715.059722 + Penalty 3360.300082 = -2631354.759640 nChanged 1663 SP:Iteration 2F (1711.211865 sec): 3 clusters Score: Raw -2635528.821705 + Penalty 3360.300082 = -2632168.521623 nChanged 1831 SP:Iteration 3F (1711.268589 sec): 3 clusters Score: Raw -2636569.166121 + Penalty 3360.300082 = -2633208.866039 nChanged 1951 SP:Iteration 4F (1711.325271 sec): 3 clusters Score: Raw -2637911.304970 + Penalty 3360.300082 = -2634551.004888 nChanged 1982 SP:Iteration 5F (1711.382007 sec): 3 clusters Score: Raw -2639303.889737 + Penalty 3360.300082 = -2635943.589655 nChanged 1891 SP:Iteration 6F (1711.438561 sec): 3 clusters Score: Raw -2640434.237794 + Penalty 3360.300082 = -2637073.937712 nChanged 1495 SP:Iteration 7Q (1711.496884 sec): 3 clusters Score: Raw -2641182.391360 + Penalty 3360.300082 = -2637822.091278 nChanged 1191 SP:Iteration 8Q (1711.553417 sec): 3 clusters Score: Raw -2641663.170051 + Penalty 3360.300082 = -2638302.869969 nChanged 907 SP:Iteration 9Q (1711.609849 sec): 3 clusters Score: Raw -2641954.787223 + Penalty 3360.300082 = -2638594.487141 nChanged 657 SP:Iteration 10Q (1711.665997 sec): 3 clusters Score: Raw -2642116.341357 + Penalty 3360.300082 = -2638756.041275 nChanged 464 SP:Iteration 11Q (1711.721897 sec): 3 clusters Score: Raw -2642219.844275 + Penalty 3360.300082 = -2638859.544193 nChanged 441 SP:Iteration 12Q (1711.777430 sec): 3 clusters Score: Raw -2642320.456310 + Penalty 3360.300082 = -2638960.156228 nChanged 427 SP:Iteration 13Q (1711.832956 sec): 3 clusters Score: Raw -2642423.549623 + Penalty 3360.300082 = -2639063.249541 nChanged 416 SP:Iteration 14Q (1711.888187 sec): 3 clusters Score: Raw -2642529.134746 + Penalty 3360.300082 = -2639168.834664 nChanged 412 SP:Iteration 15Q (1711.943252 sec): 3 clusters Score: Raw -2642637.501583 + Penalty 3360.300082 = -2639277.201501 nChanged 438 SP:Iteration 16Q (1711.998379 sec): 3 clusters Score: Raw -2642752.919738 + Penalty 3360.300082 = -2639392.619656 nChanged 457 SP:Iteration 17Q (1712.053088 sec): 3 clusters Score: Raw -2642889.064302 + Penalty 3360.300082 = -2639528.764220 nChanged 489 SP:Iteration 18Q (1712.107404 sec): 3 clusters Score: Raw -2643044.885654 + Penalty 3360.300082 = -2639684.585572 nChanged 477 SP:Iteration 19Q (1712.161650 sec): 3 clusters Score: Raw -2643208.634723 + Penalty 3360.300082 = -2639848.334641 nChanged 499 SP:Iteration 20F (1712.217135 sec): 3 clusters Score: Raw -2643390.737074 + Penalty 3360.300082 = -2640030.436992 nChanged 514 SP:Iteration 21Q (1712.271661 sec): 3 clusters Score: Raw -2643589.178251 + Penalty 3360.300082 = -2640228.878169 nChanged 458 SP:Iteration 22Q (1712.324833 sec): 3 clusters Score: Raw -2643768.493026 + Penalty 3360.300082 = -2640408.192944 nChanged 466 SP:Iteration 23Q (1712.377666 sec): 3 clusters Score: Raw -2643950.316901 + Penalty 3360.300082 = -2640590.016819 nChanged 429 SP:Iteration 24Q (1712.430144 sec): 3 clusters Score: Raw -2644111.535353 + Penalty 3360.300082 = -2640751.235271 nChanged 412 SP:Iteration 25Q (1712.482550 sec): 3 clusters Score: Raw -2644268.913402 + Penalty 3360.300082 = -2640908.613320 nChanged 402 SP:Iteration 26Q (1712.534207 sec): 3 clusters Score: Raw -2644426.831277 + Penalty 3360.300082 = -2641066.531195 nChanged 383 SP:Iteration 27Q (1712.585824 sec): 3 clusters Score: Raw -2644578.785412 + Penalty 3360.300082 = -2641218.485330 nChanged 358 SP:Iteration 28Q (1712.636925 sec): 3 clusters Score: Raw -2644714.483139 + Penalty 3360.300082 = -2641354.183057 nChanged 318 SP:Iteration 29Q (1712.687679 sec): 3 clusters Score: Raw -2644833.550568 + Penalty 3360.300082 = -2641473.250486 nChanged 279 SP:Iteration 30Q (1712.738176 sec): 3 clusters Score: Raw -2644937.106104 + Penalty 3360.300082 = -2641576.806022 nChanged 236 SP:Iteration 31Q (1712.788627 sec): 3 clusters Score: Raw -2645019.475374 + Penalty 3360.300082 = -2641659.175292 nChanged 217 SP:Iteration 32Q (1712.838868 sec): 3 clusters Score: Raw -2645085.984931 + Penalty 3360.300082 = -2641725.684849 nChanged 167 SP:Iteration 33Q (1712.889027 sec): 3 clusters Score: Raw -2645137.703755 + Penalty 3360.300082 = -2641777.403673 nChanged 167 SP:Iteration 34Q (1712.938583 sec): 3 clusters Score: Raw -2645191.381540 + Penalty 3360.300082 = -2641831.081458 nChanged 156 SP:Iteration 35Q (1712.988101 sec): 3 clusters Score: Raw -2645245.395817 + Penalty 3360.300082 = -2641885.095735 nChanged 132 SP:Iteration 36Q (1713.037306 sec): 3 clusters Score: Raw -2645286.756084 + Penalty 3360.300082 = -2641926.456002 nChanged 114 SP:Iteration 37Q (1713.086227 sec): 3 clusters Score: Raw -2645321.339987 + Penalty 3360.300082 = -2641961.039905 nChanged 115 SP:Iteration 38Q (1713.135064 sec): 3 clusters Score: Raw -2645358.085146 + Penalty 3360.300082 = -2641997.785064 nChanged 109 SP:Iteration 39Q (1713.183875 sec): 3 clusters Score: Raw -2645396.930953 + Penalty 3360.300082 = -2642036.630871 nChanged 101 SP:Iteration 40F (1713.239472 sec): 3 clusters Score: Raw -2645434.596943 + Penalty 3360.300082 = -2642074.296861 nChanged 110 SP:Iteration 41Q (1713.289302 sec): 3 clusters Score: Raw -2645480.038045 + Penalty 3360.300082 = -2642119.737963 nChanged 95 SP:Iteration 42Q (1713.337657 sec): 3 clusters Score: Raw -2645520.728437 + Penalty 3360.300082 = -2642160.428355 nChanged 76 SP:Iteration 43Q (1713.386002 sec): 3 clusters Score: Raw -2645543.472915 + Penalty 3360.300082 = -2642183.172833 nChanged 51 SP:Iteration 44Q (1713.434412 sec): 3 clusters Score: Raw -2645560.016162 + Penalty 3360.300082 = -2642199.716080 nChanged 60 SP:Iteration 45Q (1713.482786 sec): 3 clusters Score: Raw -2645579.983368 + Penalty 3360.300082 = -2642219.683286 nChanged 52 SP:Iteration 46Q (1713.531148 sec): 3 clusters Score: Raw -2645597.634862 + Penalty 3360.300082 = -2642237.334780 nChanged 46 SP:Iteration 47Q (1713.579039 sec): 3 clusters Score: Raw -2645611.875821 + Penalty 3360.300082 = -2642251.575739 nChanged 41 SP:Iteration 48Q (1713.627162 sec): 3 clusters Score: Raw -2645626.819583 + Penalty 3360.300082 = -2642266.519501 nChanged 38 SP:Iteration 49Q (1713.675228 sec): 3 clusters Score: Raw -2645640.221626 + Penalty 3360.300082 = -2642279.921544 nChanged 38 SP:Iteration 50Q (1713.723227 sec): 3 clusters Score: Raw -2645652.062990 + Penalty 3360.300082 = -2642291.762908 nChanged 32 SP:Iteration 51Q (1713.771259 sec): 3 clusters Score: Raw -2645660.937746 + Penalty 3360.300082 = -2642300.637664 nChanged 33 SP:Iteration 52Q (1713.819228 sec): 3 clusters Score: Raw -2645670.489154 + Penalty 3360.300082 = -2642310.189072 nChanged 28 SP:Iteration 53Q (1713.867121 sec): 3 clusters Score: Raw -2645678.108527 + Penalty 3360.300082 = -2642317.808445 nChanged 27 SP:Iteration 54Q (1713.914998 sec): 3 clusters Score: Raw -2645686.814020 + Penalty 3360.300082 = -2642326.513938 nChanged 26 SP:Iteration 55Q (1713.962907 sec): 3 clusters Score: Raw -2645695.106194 + Penalty 3360.300082 = -2642334.806112 nChanged 22 SP:Iteration 56Q (1714.010762 sec): 3 clusters Score: Raw -2645703.875178 + Penalty 3360.300082 = -2642343.575096 nChanged 23 SP:Iteration 57Q (1714.058525 sec): 3 clusters Score: Raw -2645713.222881 + Penalty 3360.300082 = -2642352.922799 nChanged 23 SP:Iteration 58Q (1714.106291 sec): 3 clusters Score: Raw -2645722.155458 + Penalty 3360.300082 = -2642361.855376 nChanged 27 SP:Iteration 59Q (1714.153836 sec): 3 clusters Score: Raw -2645732.315356 + Penalty 3360.300082 = -2642372.015274 nChanged 24 SP:Iteration 60F (1714.209348 sec): 3 clusters Score: Raw -2645738.880743 + Penalty 3360.300082 = -2642378.580661 nChanged 18 SP:Iteration 61Q (1714.258306 sec): 3 clusters Score: Raw -2645744.293517 + Penalty 3360.300082 = -2642383.993435 nChanged 13 SP:Iteration 62Q (1714.306388 sec): 3 clusters Score: Raw -2645747.970892 + Penalty 3360.300082 = -2642387.670810 nChanged 14 SP:Iteration 63Q (1714.353858 sec): 3 clusters Score: Raw -2645751.304854 + Penalty 3360.300082 = -2642391.004772 nChanged 9 SP:Iteration 64Q (1714.401319 sec): 3 clusters Score: Raw -2645753.619028 + Penalty 3360.300082 = -2642393.318946 nChanged 7 SP:Iteration 65Q (1714.448930 sec): 3 clusters Score: Raw -2645755.463748 + Penalty 3360.300082 = -2642395.163666 nChanged 10 SP:Iteration 66Q (1714.496473 sec): 3 clusters Score: Raw -2645758.094364 + Penalty 3360.300082 = -2642397.794282 nChanged 9 SP:Iteration 67Q (1714.543979 sec): 3 clusters Score: Raw -2645760.232280 + Penalty 3360.300082 = -2642399.932198 nChanged 6 SP:Iteration 68Q (1714.591558 sec): 3 clusters Score: Raw -2645761.739815 + Penalty 3360.300082 = -2642401.439733 nChanged 6 SP:Iteration 69Q (1714.639162 sec): 3 clusters Score: Raw -2645763.503500 + Penalty 3360.300082 = -2642403.203418 nChanged 6 SP:Iteration 70Q (1714.686577 sec): 3 clusters Score: Raw -2645765.619073 + Penalty 3360.300082 = -2642405.318991 nChanged 8 SP:Iteration 71Q (1714.734018 sec): 3 clusters Score: Raw -2645769.374959 + Penalty 3360.300082 = -2642409.074877 nChanged 12 SP:Iteration 72Q (1714.781365 sec): 3 clusters Score: Raw -2645772.648999 + Penalty 3360.300082 = -2642412.348917 nChanged 10 SP:Iteration 73Q (1714.828927 sec): 3 clusters Score: Raw -2645776.058606 + Penalty 3360.300082 = -2642415.758524 nChanged 9 SP:Iteration 74Q (1714.876077 sec): 3 clusters Score: Raw -2645779.442141 + Penalty 3360.300082 = -2642419.142059 nChanged 15 SP:Iteration 75Q (1714.923153 sec): 3 clusters Score: Raw -2645784.629159 + Penalty 3360.300082 = -2642424.329077 nChanged 12 SP:Iteration 76Q (1714.970284 sec): 3 clusters Score: Raw -2645788.931446 + Penalty 3360.300082 = -2642428.631364 nChanged 10 SP:Iteration 77Q (1715.017180 sec): 3 clusters Score: Raw -2645792.828081 + Penalty 3360.300082 = -2642432.527999 nChanged 12 SP:Iteration 78Q (1715.064277 sec): 3 clusters Score: Raw -2645797.426039 + Penalty 3360.300082 = -2642437.125957 nChanged 11 SP:Iteration 79Q (1715.111198 sec): 3 clusters Score: Raw -2645801.339652 + Penalty 3360.300082 = -2642441.039570 nChanged 9 SP:Iteration 80F (1715.166074 sec): 3 clusters Score: Raw -2645803.636264 + Penalty 3360.300082 = -2642443.336182 nChanged 5 SP:Iteration 81Q (1715.214522 sec): 3 clusters Score: Raw -2645805.412514 + Penalty 3360.300082 = -2642445.112432 nChanged 6 SP:Iteration 82Q (1715.261500 sec): 3 clusters Score: Raw -2645806.886831 + Penalty 3360.300082 = -2642446.586749 nChanged 1 SP:Iteration 83Q (1715.308417 sec): 3 clusters Score: Raw -2645807.057849 + Penalty 3360.300082 = -2642446.757767 nChanged 0 SP:Iteration 84F (1715.363548 sec): 3 clusters Score: Raw -2645807.057849 + Penalty 3360.300082 = -2642446.757767 nChanged 0 Trying to split cluster 14 (7324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1715.380957 sec): 2 clusters Score: Raw -583536.510511 + Penalty 1446.073185 = -582090.437326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1715.405392 sec): 3 clusters Score: Raw -579538.334079 + Penalty 2892.146369 = -576646.187710 nChanged 3056 SP:Iteration 1F (1715.429018 sec): 3 clusters Score: Raw -581254.152477 + Penalty 2892.146369 = -578362.006108 nChanged 521 SP:Iteration 2F (1715.452603 sec): 3 clusters Score: Raw -581562.074489 + Penalty 2892.146369 = -578669.928120 nChanged 453 SP:Iteration 3F (1715.476338 sec): 3 clusters Score: Raw -581844.446925 + Penalty 2892.146369 = -578952.300555 nChanged 410 SP:Iteration 4F (1715.499888 sec): 3 clusters Score: Raw -582105.299543 + Penalty 2892.146369 = -579213.153174 nChanged 355 SP:Iteration 5Q (1715.523526 sec): 3 clusters Score: Raw -582341.835854 + Penalty 2892.146369 = -579449.689485 nChanged 345 SP:Iteration 6Q (1715.547403 sec): 3 clusters Score: Raw -582568.059730 + Penalty 2892.146369 = -579675.913361 nChanged 307 SP:Iteration 7Q (1715.570977 sec): 3 clusters Score: Raw -582725.206749 + Penalty 2892.146369 = -579833.060380 nChanged 243 SP:Iteration 8Q (1715.594404 sec): 3 clusters Score: Raw -582850.923314 + Penalty 2892.146369 = -579958.776945 nChanged 247 SP:Iteration 9Q (1715.618325 sec): 3 clusters Score: Raw -582991.294678 + Penalty 2892.146369 = -580099.148308 nChanged 233 SP:Iteration 10Q (1715.641985 sec): 3 clusters Score: Raw -583123.606859 + Penalty 2892.146369 = -580231.460490 nChanged 210 SP:Iteration 11Q (1715.665683 sec): 3 clusters Score: Raw -583222.991525 + Penalty 2892.146369 = -580330.845156 nChanged 183 SP:Iteration 12Q (1715.689291 sec): 3 clusters Score: Raw -583307.835691 + Penalty 2892.146369 = -580415.689322 nChanged 150 SP:Iteration 13Q (1715.712779 sec): 3 clusters Score: Raw -583371.355376 + Penalty 2892.146369 = -580479.209007 nChanged 123 SP:Iteration 14Q (1715.736056 sec): 3 clusters Score: Raw -583417.491875 + Penalty 2892.146369 = -580525.345506 nChanged 97 SP:Iteration 15Q (1715.759415 sec): 3 clusters Score: Raw -583451.210575 + Penalty 2892.146369 = -580559.064206 nChanged 68 SP:Iteration 16Q (1715.782842 sec): 3 clusters Score: Raw -583471.020637 + Penalty 2892.146369 = -580578.874267 nChanged 57 SP:Iteration 17Q (1715.806002 sec): 3 clusters Score: Raw -583488.054868 + Penalty 2892.146369 = -580595.908499 nChanged 54 SP:Iteration 18Q (1715.829376 sec): 3 clusters Score: Raw -583503.681730 + Penalty 2892.146369 = -580611.535361 nChanged 40 SP:Iteration 19Q (1715.852685 sec): 3 clusters Score: Raw -583513.588699 + Penalty 2892.146369 = -580621.442330 nChanged 40 SP:Iteration 20F (1715.876385 sec): 3 clusters Score: Raw -583522.884319 + Penalty 2892.146369 = -580630.737950 nChanged 37 SP:Iteration 21Q (1715.899832 sec): 3 clusters Score: Raw -583530.736287 + Penalty 2892.146369 = -580638.589918 nChanged 31 SP:Iteration 22Q (1715.923117 sec): 3 clusters Score: Raw -583537.012572 + Penalty 2892.146369 = -580644.866203 nChanged 24 SP:Iteration 23Q (1715.946275 sec): 3 clusters Score: Raw -583541.732391 + Penalty 2892.146369 = -580649.586022 nChanged 18 SP:Iteration 24Q (1715.969614 sec): 3 clusters Score: Raw -583545.882282 + Penalty 2892.146369 = -580653.735912 nChanged 21 SP:Iteration 25Q (1715.992832 sec): 3 clusters Score: Raw -583549.701622 + Penalty 2892.146369 = -580657.555253 nChanged 19 SP:Iteration 26Q (1716.016177 sec): 3 clusters Score: Raw -583554.095765 + Penalty 2892.146369 = -580661.949396 nChanged 26 SP:Iteration 27Q (1716.039303 sec): 3 clusters Score: Raw -583559.381965 + Penalty 2892.146369 = -580667.235595 nChanged 36 SP:Iteration 28Q (1716.062604 sec): 3 clusters Score: Raw -583565.754799 + Penalty 2892.146369 = -580673.608430 nChanged 25 SP:Iteration 29Q (1716.085895 sec): 3 clusters Score: Raw -583570.281316 + Penalty 2892.146369 = -580678.134947 nChanged 19 SP:Iteration 30Q (1716.109196 sec): 3 clusters Score: Raw -583574.020236 + Penalty 2892.146369 = -580681.873867 nChanged 23 SP:Iteration 31Q (1716.132241 sec): 3 clusters Score: Raw -583578.811950 + Penalty 2892.146369 = -580686.665580 nChanged 19 SP:Iteration 32Q (1716.155722 sec): 3 clusters Score: Raw -583583.838547 + Penalty 2892.146369 = -580691.692177 nChanged 23 SP:Iteration 33Q (1716.179098 sec): 3 clusters Score: Raw -583592.321070 + Penalty 2892.146369 = -580700.174701 nChanged 41 SP:Iteration 34Q (1716.202380 sec): 3 clusters Score: Raw -583604.224383 + Penalty 2892.146369 = -580712.078014 nChanged 35 SP:Iteration 35Q (1716.225546 sec): 3 clusters Score: Raw -583613.709973 + Penalty 2892.146369 = -580721.563604 nChanged 31 SP:Iteration 36Q (1716.248767 sec): 3 clusters Score: Raw -583620.334656 + Penalty 2892.146369 = -580728.188286 nChanged 29 SP:Iteration 37Q (1716.271681 sec): 3 clusters Score: Raw -583626.267177 + Penalty 2892.146369 = -580734.120807 nChanged 27 SP:Iteration 38Q (1716.294955 sec): 3 clusters Score: Raw -583631.562525 + Penalty 2892.146369 = -580739.416156 nChanged 29 SP:Iteration 39Q (1716.317997 sec): 3 clusters Score: Raw -583639.546992 + Penalty 2892.146369 = -580747.400623 nChanged 25 SP:Iteration 40F (1716.341827 sec): 3 clusters Score: Raw -583647.149061 + Penalty 2892.146369 = -580755.002691 nChanged 36 SP:Iteration 41Q (1716.365039 sec): 3 clusters Score: Raw -583656.559122 + Penalty 2892.146369 = -580764.412753 nChanged 37 SP:Iteration 42Q (1716.388030 sec): 3 clusters Score: Raw -583666.943573 + Penalty 2892.146369 = -580774.797203 nChanged 45 SP:Iteration 43Q (1716.411101 sec): 3 clusters Score: Raw -583678.860210 + Penalty 2892.146369 = -580786.713840 nChanged 45 SP:Iteration 44Q (1716.434177 sec): 3 clusters Score: Raw -583690.798406 + Penalty 2892.146369 = -580798.652036 nChanged 44 SP:Iteration 45Q (1716.457368 sec): 3 clusters Score: Raw -583704.426063 + Penalty 2892.146369 = -580812.279694 nChanged 55 SP:Iteration 46Q (1716.480338 sec): 3 clusters Score: Raw -583726.330833 + Penalty 2892.146369 = -580834.184464 nChanged 59 SP:Iteration 47Q (1716.503108 sec): 3 clusters Score: Raw -583755.113130 + Penalty 2892.146369 = -580862.966761 nChanged 77 SP:Iteration 48Q (1716.526056 sec): 3 clusters Score: Raw -583793.224692 + Penalty 2892.146369 = -580901.078323 nChanged 85 SP:Iteration 49Q (1716.548786 sec): 3 clusters Score: Raw -583837.681589 + Penalty 2892.146369 = -580945.535220 nChanged 92 SP:Iteration 50Q (1716.571887 sec): 3 clusters Score: Raw -583890.741326 + Penalty 2892.146369 = -580998.594957 nChanged 104 SP:Iteration 51Q (1716.594531 sec): 3 clusters Score: Raw -583957.652358 + Penalty 2892.146369 = -581065.505989 nChanged 108 SP:Iteration 52Q (1716.617091 sec): 3 clusters Score: Raw -584041.403667 + Penalty 2892.146369 = -581149.257298 nChanged 97 SP:Iteration 53Q (1716.639810 sec): 3 clusters Score: Raw -584120.810927 + Penalty 2892.146369 = -581228.664558 nChanged 102 SP:Iteration 54Q (1716.662250 sec): 3 clusters Score: Raw -584198.037900 + Penalty 2892.146369 = -581305.891531 nChanged 81 SP:Iteration 55Q (1716.684620 sec): 3 clusters Score: Raw -584250.492200 + Penalty 2892.146369 = -581358.345830 nChanged 66 SP:Iteration 56Q (1716.707049 sec): 3 clusters Score: Raw -584283.677207 + Penalty 2892.146369 = -581391.530838 nChanged 50 SP:Iteration 57Q (1716.729511 sec): 3 clusters Score: Raw -584312.133389 + Penalty 2892.146369 = -581419.987020 nChanged 46 SP:Iteration 58Q (1716.751986 sec): 3 clusters Score: Raw -584334.711425 + Penalty 2892.146369 = -581442.565056 nChanged 37 SP:Iteration 59Q (1716.774354 sec): 3 clusters Score: Raw -584352.297410 + Penalty 2892.146369 = -581460.151040 nChanged 36 SP:Iteration 60F (1716.798026 sec): 3 clusters Score: Raw -584367.846632 + Penalty 2892.146369 = -581475.700262 nChanged 35 SP:Iteration 61Q (1716.820360 sec): 3 clusters Score: Raw -584383.054960 + Penalty 2892.146369 = -581490.908591 nChanged 37 SP:Iteration 62Q (1716.842469 sec): 3 clusters Score: Raw -584406.270035 + Penalty 2892.146369 = -581514.123665 nChanged 36 SP:Iteration 63Q (1716.864712 sec): 3 clusters Score: Raw -584432.586512 + Penalty 2892.146369 = -581540.440142 nChanged 33 SP:Iteration 64Q (1716.886868 sec): 3 clusters Score: Raw -584450.268415 + Penalty 2892.146369 = -581558.122046 nChanged 32 SP:Iteration 65Q (1716.909214 sec): 3 clusters Score: Raw -584465.739036 + Penalty 2892.146369 = -581573.592667 nChanged 16 SP:Iteration 66Q (1716.931242 sec): 3 clusters Score: Raw -584471.062262 + Penalty 2892.146369 = -581578.915893 nChanged 10 SP:Iteration 67Q (1716.953356 sec): 3 clusters Score: Raw -584474.550274 + Penalty 2892.146369 = -581582.403905 nChanged 7 SP:Iteration 68Q (1716.975205 sec): 3 clusters Score: Raw -584476.803574 + Penalty 2892.146369 = -581584.657205 nChanged 8 SP:Iteration 69Q (1716.997056 sec): 3 clusters Score: Raw -584478.798648 + Penalty 2892.146369 = -581586.652278 nChanged 7 SP:Iteration 70Q (1717.018877 sec): 3 clusters Score: Raw -584481.835819 + Penalty 2892.146369 = -581589.689449 nChanged 14 SP:Iteration 71Q (1717.040985 sec): 3 clusters Score: Raw -584487.917434 + Penalty 2892.146369 = -581595.771065 nChanged 15 SP:Iteration 72Q (1717.062735 sec): 3 clusters Score: Raw -584493.811026 + Penalty 2892.146369 = -581601.664656 nChanged 16 SP:Iteration 73Q (1717.084744 sec): 3 clusters Score: Raw -584500.860990 + Penalty 2892.146369 = -581608.714621 nChanged 14 SP:Iteration 74Q (1717.106478 sec): 3 clusters Score: Raw -584507.186512 + Penalty 2892.146369 = -581615.040143 nChanged 17 SP:Iteration 75Q (1717.128490 sec): 3 clusters Score: Raw -584514.406646 + Penalty 2892.146369 = -581622.260277 nChanged 13 SP:Iteration 76Q (1717.150310 sec): 3 clusters Score: Raw -584518.369177 + Penalty 2892.146369 = -581626.222808 nChanged 7 SP:Iteration 77Q (1717.172223 sec): 3 clusters Score: Raw -584520.550841 + Penalty 2892.146369 = -581628.404471 nChanged 5 SP:Iteration 78Q (1717.194042 sec): 3 clusters Score: Raw -584522.854710 + Penalty 2892.146369 = -581630.708341 nChanged 4 SP:Iteration 79Q (1717.215765 sec): 3 clusters Score: Raw -584524.821961 + Penalty 2892.146369 = -581632.675591 nChanged 1 SP:Iteration 80F (1717.239645 sec): 3 clusters Score: Raw -584525.108931 + Penalty 2892.146369 = -581632.962562 nChanged 0 Trying to split cluster 15 (7084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1717.259562 sec): 2 clusters Score: Raw -537684.893110 + Penalty 1440.659025 = -536244.234086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1717.283781 sec): 3 clusters Score: Raw -533836.211246 + Penalty 2881.318050 = -530954.893196 nChanged 2948 SP:Iteration 1F (1717.307265 sec): 3 clusters Score: Raw -535503.308242 + Penalty 2881.318050 = -532621.990193 nChanged 519 SP:Iteration 2F (1717.330671 sec): 3 clusters Score: Raw -535826.687949 + Penalty 2881.318050 = -532945.369899 nChanged 439 SP:Iteration 3F (1717.354152 sec): 3 clusters Score: Raw -536146.228689 + Penalty 2881.318050 = -533264.910639 nChanged 475 SP:Iteration 4F (1717.410869 sec): 3 clusters Score: Raw -536606.361397 + Penalty 2881.318050 = -533725.043347 nChanged 512 SP:Iteration 5F (1717.433920 sec): 3 clusters Score: Raw -537081.309868 + Penalty 2881.318050 = -534199.991819 nChanged 489 SP:Iteration 6F (1717.457198 sec): 3 clusters Score: Raw -537535.707666 + Penalty 2881.318050 = -534654.389616 nChanged 437 SP:Iteration 7F (1717.486847 sec): 3 clusters Score: Raw -537902.377365 + Penalty 2881.318050 = -535021.059316 nChanged 338 SP:Iteration 8Q (1717.510186 sec): 3 clusters Score: Raw -538153.636095 + Penalty 2881.318050 = -535272.318045 nChanged 247 SP:Iteration 9Q (1717.533634 sec): 3 clusters Score: Raw -538295.791580 + Penalty 2881.318050 = -535414.473531 nChanged 141 SP:Iteration 10Q (1717.557121 sec): 3 clusters Score: Raw -538365.859548 + Penalty 2881.318050 = -535484.541498 nChanged 89 SP:Iteration 11Q (1717.580584 sec): 3 clusters Score: Raw -538404.902541 + Penalty 2881.318050 = -535523.584492 nChanged 68 SP:Iteration 12Q (1717.604034 sec): 3 clusters Score: Raw -538429.440199 + Penalty 2881.318050 = -535548.122149 nChanged 43 SP:Iteration 13Q (1717.627429 sec): 3 clusters Score: Raw -538447.118134 + Penalty 2881.318050 = -535565.800084 nChanged 44 SP:Iteration 14Q (1717.650949 sec): 3 clusters Score: Raw -538465.414781 + Penalty 2881.318050 = -535584.096731 nChanged 41 SP:Iteration 15Q (1717.674514 sec): 3 clusters Score: Raw -538479.654903 + Penalty 2881.318050 = -535598.336854 nChanged 31 SP:Iteration 16Q (1717.697865 sec): 3 clusters Score: Raw -538490.552722 + Penalty 2881.318050 = -535609.234673 nChanged 30 SP:Iteration 17Q (1717.721438 sec): 3 clusters Score: Raw -538501.792519 + Penalty 2881.318050 = -535620.474470 nChanged 32 SP:Iteration 18Q (1717.744974 sec): 3 clusters Score: Raw -538513.242247 + Penalty 2881.318050 = -535631.924197 nChanged 29 SP:Iteration 19Q (1717.768482 sec): 3 clusters Score: Raw -538523.073248 + Penalty 2881.318050 = -535641.755199 nChanged 17 SP:Iteration 20F (1717.792090 sec): 3 clusters Score: Raw -538528.061724 + Penalty 2881.318050 = -535646.743674 nChanged 17 SP:Iteration 21Q (1717.815316 sec): 3 clusters Score: Raw -538533.003646 + Penalty 2881.318050 = -535651.685597 nChanged 11 SP:Iteration 22Q (1717.838851 sec): 3 clusters Score: Raw -538535.150129 + Penalty 2881.318050 = -535653.832079 nChanged 8 SP:Iteration 23Q (1717.862416 sec): 3 clusters Score: Raw -538537.891980 + Penalty 2881.318050 = -535656.573931 nChanged 7 SP:Iteration 24Q (1717.885759 sec): 3 clusters Score: Raw -538539.651435 + Penalty 2881.318050 = -535658.333385 nChanged 8 SP:Iteration 25Q (1717.909135 sec): 3 clusters Score: Raw -538541.672067 + Penalty 2881.318050 = -535660.354017 nChanged 6 SP:Iteration 26Q (1717.932337 sec): 3 clusters Score: Raw -538543.033325 + Penalty 2881.318050 = -535661.715275 nChanged 5 SP:Iteration 27Q (1717.955711 sec): 3 clusters Score: Raw -538544.496764 + Penalty 2881.318050 = -535663.178714 nChanged 2 SP:Iteration 28Q (1717.979180 sec): 3 clusters Score: Raw -538545.044564 + Penalty 2881.318050 = -535663.726514 nChanged 6 SP:Iteration 29Q (1718.002494 sec): 3 clusters Score: Raw -538546.394366 + Penalty 2881.318050 = -535665.076316 nChanged 3 SP:Iteration 30Q (1718.025961 sec): 3 clusters Score: Raw -538546.886662 + Penalty 2881.318050 = -535665.568612 nChanged 4 SP:Iteration 31Q (1718.049400 sec): 3 clusters Score: Raw -538547.711621 + Penalty 2881.318050 = -535666.393572 nChanged 3 SP:Iteration 32Q (1718.072738 sec): 3 clusters Score: Raw -538548.388922 + Penalty 2881.318050 = -535667.070873 nChanged 5 SP:Iteration 33Q (1718.095919 sec): 3 clusters Score: Raw -538549.943949 + Penalty 2881.318050 = -535668.625899 nChanged 6 SP:Iteration 34Q (1718.118983 sec): 3 clusters Score: Raw -538551.155852 + Penalty 2881.318050 = -535669.837802 nChanged 3 SP:Iteration 35Q (1718.142341 sec): 3 clusters Score: Raw -538552.104417 + Penalty 2881.318050 = -535670.786368 nChanged 3 SP:Iteration 36Q (1718.165689 sec): 3 clusters Score: Raw -538552.494171 + Penalty 2881.318050 = -535671.176121 nChanged 2 SP:Iteration 37Q (1718.188898 sec): 3 clusters Score: Raw -538552.792269 + Penalty 2881.318050 = -535671.474219 nChanged 2 SP:Iteration 38Q (1718.212185 sec): 3 clusters Score: Raw -538553.332335 + Penalty 2881.318050 = -535672.014285 nChanged 1 SP:Iteration 39Q (1718.235307 sec): 3 clusters Score: Raw -538553.795145 + Penalty 2881.318050 = -535672.477096 nChanged 2 SP:Iteration 40F (1718.258584 sec): 3 clusters Score: Raw -538554.330612 + Penalty 2881.318050 = -535673.012562 nChanged 3 SP:Iteration 41Q (1718.281739 sec): 3 clusters Score: Raw -538555.140916 + Penalty 2881.318050 = -535673.822866 nChanged 3 SP:Iteration 42Q (1718.304910 sec): 3 clusters Score: Raw -538556.416225 + Penalty 2881.318050 = -535675.098175 nChanged 2 SP:Iteration 43Q (1718.328137 sec): 3 clusters Score: Raw -538556.893483 + Penalty 2881.318050 = -535675.575433 nChanged 3 SP:Iteration 44Q (1718.351400 sec): 3 clusters Score: Raw -538557.259180 + Penalty 2881.318050 = -535675.941130 nChanged 3 SP:Iteration 45Q (1718.374631 sec): 3 clusters Score: Raw -538558.091924 + Penalty 2881.318050 = -535676.773875 nChanged 2 SP:Iteration 46Q (1718.397904 sec): 3 clusters Score: Raw -538558.828119 + Penalty 2881.318050 = -535677.510069 nChanged 2 SP:Iteration 47Q (1718.420963 sec): 3 clusters Score: Raw -538559.372637 + Penalty 2881.318050 = -535678.054587 nChanged 4 SP:Iteration 48Q (1718.444123 sec): 3 clusters Score: Raw -538560.310951 + Penalty 2881.318050 = -535678.992902 nChanged 3 SP:Iteration 49Q (1718.467121 sec): 3 clusters Score: Raw -538560.923310 + Penalty 2881.318050 = -535679.605260 nChanged 2 SP:Iteration 50Q (1718.490340 sec): 3 clusters Score: Raw -538561.513770 + Penalty 2881.318050 = -535680.195721 nChanged 1 SP:Iteration 51Q (1718.512656 sec): 3 clusters Score: Raw -538561.859374 + Penalty 2881.318050 = -535680.541324 nChanged 0 SP:Iteration 52F (1718.535986 sec): 3 clusters Score: Raw -538561.859374 + Penalty 2881.318050 = -535680.541324 nChanged 0 Trying to split cluster 16 (4788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1718.553808 sec): 2 clusters Score: Raw -398047.942988 + Penalty 1377.003561 = -396670.939427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1718.610452 sec): 3 clusters Score: Raw -395592.259814 + Penalty 2754.007122 = -392838.252692 nChanged 1875 SP:Iteration 1F (1718.663956 sec): 3 clusters Score: Raw -396644.161819 + Penalty 2754.007122 = -393890.154698 nChanged 348 SP:Iteration 2F (1718.714534 sec): 3 clusters Score: Raw -396858.592796 + Penalty 2754.007122 = -394104.585674 nChanged 282 SP:Iteration 3F (1718.755718 sec): 3 clusters Score: Raw -397056.984939 + Penalty 2754.007122 = -394302.977817 nChanged 269 SP:Iteration 4F (1718.776456 sec): 3 clusters Score: Raw -397236.995243 + Penalty 2754.007122 = -394482.988121 nChanged 233 SP:Iteration 5Q (1718.796661 sec): 3 clusters Score: Raw -397391.305182 + Penalty 2754.007122 = -394637.298060 nChanged 230 SP:Iteration 6Q (1718.817106 sec): 3 clusters Score: Raw -397532.355565 + Penalty 2754.007122 = -394778.348443 nChanged 189 SP:Iteration 7Q (1718.837694 sec): 3 clusters Score: Raw -397654.582011 + Penalty 2754.007122 = -394900.574889 nChanged 170 SP:Iteration 8Q (1718.857938 sec): 3 clusters Score: Raw -397771.471569 + Penalty 2754.007122 = -395017.464447 nChanged 182 SP:Iteration 9Q (1718.878265 sec): 3 clusters Score: Raw -397892.318653 + Penalty 2754.007122 = -395138.311531 nChanged 160 SP:Iteration 10Q (1718.898388 sec): 3 clusters Score: Raw -397995.615744 + Penalty 2754.007122 = -395241.608622 nChanged 129 SP:Iteration 11Q (1718.918594 sec): 3 clusters Score: Raw -398063.855432 + Penalty 2754.007122 = -395309.848310 nChanged 114 SP:Iteration 12Q (1718.938603 sec): 3 clusters Score: Raw -398126.736057 + Penalty 2754.007122 = -395372.728935 nChanged 95 SP:Iteration 13Q (1718.958576 sec): 3 clusters Score: Raw -398169.469559 + Penalty 2754.007122 = -395415.462438 nChanged 75 SP:Iteration 14Q (1718.978764 sec): 3 clusters Score: Raw -398199.351842 + Penalty 2754.007122 = -395445.344720 nChanged 61 SP:Iteration 15Q (1718.998902 sec): 3 clusters Score: Raw -398224.985211 + Penalty 2754.007122 = -395470.978090 nChanged 58 SP:Iteration 16Q (1719.018706 sec): 3 clusters Score: Raw -398244.415733 + Penalty 2754.007122 = -395490.408611 nChanged 51 SP:Iteration 17Q (1719.038451 sec): 3 clusters Score: Raw -398262.389951 + Penalty 2754.007122 = -395508.382829 nChanged 45 SP:Iteration 18Q (1719.058725 sec): 3 clusters Score: Raw -398275.202107 + Penalty 2754.007122 = -395521.194985 nChanged 36 SP:Iteration 19Q (1719.078968 sec): 3 clusters Score: Raw -398283.846153 + Penalty 2754.007122 = -395529.839032 nChanged 30 SP:Iteration 20F (1719.099398 sec): 3 clusters Score: Raw -398293.487926 + Penalty 2754.007122 = -395539.480804 nChanged 27 SP:Iteration 21Q (1719.119457 sec): 3 clusters Score: Raw -398301.084962 + Penalty 2754.007122 = -395547.077841 nChanged 26 SP:Iteration 22Q (1719.139530 sec): 3 clusters Score: Raw -398307.035670 + Penalty 2754.007122 = -395553.028548 nChanged 23 SP:Iteration 23Q (1719.159533 sec): 3 clusters Score: Raw -398312.624818 + Penalty 2754.007122 = -395558.617697 nChanged 29 SP:Iteration 24Q (1719.179598 sec): 3 clusters Score: Raw -398319.827685 + Penalty 2754.007122 = -395565.820564 nChanged 26 SP:Iteration 25Q (1719.199618 sec): 3 clusters Score: Raw -398326.662304 + Penalty 2754.007122 = -395572.655182 nChanged 24 SP:Iteration 26Q (1719.219606 sec): 3 clusters Score: Raw -398333.059283 + Penalty 2754.007122 = -395579.052161 nChanged 22 SP:Iteration 27Q (1719.239741 sec): 3 clusters Score: Raw -398336.954540 + Penalty 2754.007122 = -395582.947418 nChanged 10 SP:Iteration 28Q (1719.259567 sec): 3 clusters Score: Raw -398338.646544 + Penalty 2754.007122 = -395584.639422 nChanged 10 SP:Iteration 29Q (1719.279433 sec): 3 clusters Score: Raw -398340.331194 + Penalty 2754.007122 = -395586.324072 nChanged 9 SP:Iteration 30Q (1719.299640 sec): 3 clusters Score: Raw -398342.667088 + Penalty 2754.007122 = -395588.659966 nChanged 13 SP:Iteration 31Q (1719.319808 sec): 3 clusters Score: Raw -398345.759389 + Penalty 2754.007122 = -395591.752267 nChanged 15 SP:Iteration 32Q (1719.339528 sec): 3 clusters Score: Raw -398349.461817 + Penalty 2754.007122 = -395595.454695 nChanged 17 SP:Iteration 33Q (1719.359747 sec): 3 clusters Score: Raw -398352.534385 + Penalty 2754.007122 = -395598.527263 nChanged 15 SP:Iteration 34Q (1719.379646 sec): 3 clusters Score: Raw -398355.800567 + Penalty 2754.007122 = -395601.793446 nChanged 18 SP:Iteration 35Q (1719.399596 sec): 3 clusters Score: Raw -398360.122387 + Penalty 2754.007122 = -395606.115265 nChanged 17 SP:Iteration 36Q (1719.419775 sec): 3 clusters Score: Raw -398363.590198 + Penalty 2754.007122 = -395609.583076 nChanged 14 SP:Iteration 37Q (1719.439619 sec): 3 clusters Score: Raw -398366.525835 + Penalty 2754.007122 = -395612.518714 nChanged 12 SP:Iteration 38Q (1719.459546 sec): 3 clusters Score: Raw -398368.130684 + Penalty 2754.007122 = -395614.123563 nChanged 7 SP:Iteration 39Q (1719.479582 sec): 3 clusters Score: Raw -398369.543608 + Penalty 2754.007122 = -395615.536486 nChanged 7 SP:Iteration 40F (1719.499906 sec): 3 clusters Score: Raw -398371.172285 + Penalty 2754.007122 = -395617.165163 nChanged 9 SP:Iteration 41Q (1719.519731 sec): 3 clusters Score: Raw -398373.653864 + Penalty 2754.007122 = -395619.646742 nChanged 14 SP:Iteration 42Q (1719.539703 sec): 3 clusters Score: Raw -398378.141050 + Penalty 2754.007122 = -395624.133928 nChanged 13 SP:Iteration 43Q (1719.559551 sec): 3 clusters Score: Raw -398380.980193 + Penalty 2754.007122 = -395626.973071 nChanged 9 SP:Iteration 44Q (1719.579447 sec): 3 clusters Score: Raw -398382.819942 + Penalty 2754.007122 = -395628.812820 nChanged 9 SP:Iteration 45Q (1719.599166 sec): 3 clusters Score: Raw -398384.393662 + Penalty 2754.007122 = -395630.386540 nChanged 7 SP:Iteration 46Q (1719.619235 sec): 3 clusters Score: Raw -398385.939433 + Penalty 2754.007122 = -395631.932311 nChanged 10 SP:Iteration 47Q (1719.639067 sec): 3 clusters Score: Raw -398388.323491 + Penalty 2754.007122 = -395634.316369 nChanged 12 SP:Iteration 48Q (1719.658822 sec): 3 clusters Score: Raw -398390.599448 + Penalty 2754.007122 = -395636.592326 nChanged 8 SP:Iteration 49Q (1719.678666 sec): 3 clusters Score: Raw -398392.904367 + Penalty 2754.007122 = -395638.897246 nChanged 7 SP:Iteration 50Q (1719.698635 sec): 3 clusters Score: Raw -398394.623323 + Penalty 2754.007122 = -395640.616201 nChanged 4 SP:Iteration 51Q (1719.718662 sec): 3 clusters Score: Raw -398395.176163 + Penalty 2754.007122 = -395641.169041 nChanged 2 SP:Iteration 52Q (1719.738780 sec): 3 clusters Score: Raw -398395.545868 + Penalty 2754.007122 = -395641.538746 nChanged 1 SP:Iteration 53Q (1719.758595 sec): 3 clusters Score: Raw -398395.650780 + Penalty 2754.007122 = -395641.643659 nChanged 0 SP:Iteration 54F (1719.778981 sec): 3 clusters Score: Raw -398395.650780 + Penalty 2754.007122 = -395641.643659 nChanged 0 Trying to split cluster 17 (13525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1719.805786 sec): 2 clusters Score: Raw -1129076.080796 + Penalty 1545.747954 = -1127530.332842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1719.839024 sec): 3 clusters Score: Raw -1121176.336199 + Penalty 3091.495909 = -1118084.840290 nChanged 5981 SP:Iteration 1F (1719.871169 sec): 3 clusters Score: Raw -1124456.913162 + Penalty 3091.495909 = -1121365.417253 nChanged 818 SP:Iteration 2F (1719.903221 sec): 3 clusters Score: Raw -1124853.743395 + Penalty 3091.495909 = -1121762.247486 nChanged 771 SP:Iteration 3F (1719.935159 sec): 3 clusters Score: Raw -1125236.360715 + Penalty 3091.495909 = -1122144.864807 nChanged 717 SP:Iteration 4F (1719.967359 sec): 3 clusters Score: Raw -1125611.329898 + Penalty 3091.495909 = -1122519.833990 nChanged 658 SP:Iteration 5Q (1719.999802 sec): 3 clusters Score: Raw -1125977.852230 + Penalty 3091.495909 = -1122886.356321 nChanged 669 SP:Iteration 6Q (1720.032349 sec): 3 clusters Score: Raw -1126366.058582 + Penalty 3091.495909 = -1123274.562673 nChanged 678 SP:Iteration 7F (1720.064238 sec): 3 clusters Score: Raw -1126780.766069 + Penalty 3091.495909 = -1123689.270161 nChanged 693 SP:Iteration 8F (1720.096348 sec): 3 clusters Score: Raw -1127237.903894 + Penalty 3091.495909 = -1124146.407986 nChanged 656 SP:Iteration 9Q (1720.128182 sec): 3 clusters Score: Raw -1127719.307633 + Penalty 3091.495909 = -1124627.811724 nChanged 611 SP:Iteration 10Q (1720.159842 sec): 3 clusters Score: Raw -1128166.266952 + Penalty 3091.495909 = -1125074.771043 nChanged 505 SP:Iteration 11Q (1720.191322 sec): 3 clusters Score: Raw -1128534.419735 + Penalty 3091.495909 = -1125442.923826 nChanged 394 SP:Iteration 12Q (1720.222158 sec): 3 clusters Score: Raw -1128808.358181 + Penalty 3091.495909 = -1125716.862273 nChanged 314 SP:Iteration 13Q (1720.252614 sec): 3 clusters Score: Raw -1129014.097566 + Penalty 3091.495909 = -1125922.601658 nChanged 247 SP:Iteration 14Q (1720.282628 sec): 3 clusters Score: Raw -1129150.229609 + Penalty 3091.495909 = -1126058.733700 nChanged 167 SP:Iteration 15Q (1720.312470 sec): 3 clusters Score: Raw -1129229.532237 + Penalty 3091.495909 = -1126138.036329 nChanged 130 SP:Iteration 16Q (1720.341824 sec): 3 clusters Score: Raw -1129283.376139 + Penalty 3091.495909 = -1126191.880230 nChanged 91 SP:Iteration 17Q (1720.371118 sec): 3 clusters Score: Raw -1129322.254418 + Penalty 3091.495909 = -1126230.758509 nChanged 83 SP:Iteration 18Q (1720.400201 sec): 3 clusters Score: Raw -1129352.518990 + Penalty 3091.495909 = -1126261.023082 nChanged 71 SP:Iteration 19Q (1720.429491 sec): 3 clusters Score: Raw -1129376.313599 + Penalty 3091.495909 = -1126284.817691 nChanged 52 SP:Iteration 20F (1720.461554 sec): 3 clusters Score: Raw -1129393.698399 + Penalty 3091.495909 = -1126302.202490 nChanged 43 SP:Iteration 21Q (1720.491520 sec): 3 clusters Score: Raw -1129409.032518 + Penalty 3091.495909 = -1126317.536609 nChanged 36 SP:Iteration 22Q (1720.520397 sec): 3 clusters Score: Raw -1129420.560916 + Penalty 3091.495909 = -1126329.065007 nChanged 33 SP:Iteration 23Q (1720.549218 sec): 3 clusters Score: Raw -1129430.585146 + Penalty 3091.495909 = -1126339.089237 nChanged 32 SP:Iteration 24Q (1720.578217 sec): 3 clusters Score: Raw -1129440.136594 + Penalty 3091.495909 = -1126348.640685 nChanged 28 SP:Iteration 25Q (1720.606895 sec): 3 clusters Score: Raw -1129447.827615 + Penalty 3091.495909 = -1126356.331706 nChanged 26 SP:Iteration 26Q (1720.635668 sec): 3 clusters Score: Raw -1129453.883617 + Penalty 3091.495909 = -1126362.387708 nChanged 21 SP:Iteration 27Q (1720.664470 sec): 3 clusters Score: Raw -1129459.720499 + Penalty 3091.495909 = -1126368.224590 nChanged 11 SP:Iteration 28Q (1720.692851 sec): 3 clusters Score: Raw -1129462.166956 + Penalty 3091.495909 = -1126370.671047 nChanged 10 SP:Iteration 29Q (1720.721545 sec): 3 clusters Score: Raw -1129464.742168 + Penalty 3091.495909 = -1126373.246259 nChanged 10 SP:Iteration 30Q (1720.750356 sec): 3 clusters Score: Raw -1129466.413657 + Penalty 3091.495909 = -1126374.917748 nChanged 5 SP:Iteration 31Q (1720.778994 sec): 3 clusters Score: Raw -1129467.227713 + Penalty 3091.495909 = -1126375.731804 nChanged 3 SP:Iteration 32Q (1720.807770 sec): 3 clusters Score: Raw -1129467.744805 + Penalty 3091.495909 = -1126376.248896 nChanged 6 SP:Iteration 33Q (1720.836299 sec): 3 clusters Score: Raw -1129469.244107 + Penalty 3091.495909 = -1126377.748198 nChanged 5 SP:Iteration 34Q (1720.864842 sec): 3 clusters Score: Raw -1129470.880264 + Penalty 3091.495909 = -1126379.384356 nChanged 9 SP:Iteration 35Q (1720.893457 sec): 3 clusters Score: Raw -1129472.892219 + Penalty 3091.495909 = -1126381.396310 nChanged 7 SP:Iteration 36Q (1720.922097 sec): 3 clusters Score: Raw -1129474.012716 + Penalty 3091.495909 = -1126382.516807 nChanged 7 SP:Iteration 37Q (1720.950800 sec): 3 clusters Score: Raw -1129475.444190 + Penalty 3091.495909 = -1126383.948282 nChanged 8 SP:Iteration 38Q (1720.979397 sec): 3 clusters Score: Raw -1129477.504662 + Penalty 3091.495909 = -1126386.008754 nChanged 12 SP:Iteration 39Q (1721.008028 sec): 3 clusters Score: Raw -1129480.330344 + Penalty 3091.495909 = -1126388.834435 nChanged 8 SP:Iteration 40F (1721.040199 sec): 3 clusters Score: Raw -1129482.127835 + Penalty 3091.495909 = -1126390.631926 nChanged 7 SP:Iteration 41Q (1721.069091 sec): 3 clusters Score: Raw -1129483.727740 + Penalty 3091.495909 = -1126392.231831 nChanged 9 SP:Iteration 42Q (1721.097599 sec): 3 clusters Score: Raw -1129485.796591 + Penalty 3091.495909 = -1126394.300682 nChanged 9 SP:Iteration 43Q (1721.126276 sec): 3 clusters Score: Raw -1129487.260003 + Penalty 3091.495909 = -1126395.764094 nChanged 8 SP:Iteration 44Q (1721.154793 sec): 3 clusters Score: Raw -1129489.384370 + Penalty 3091.495909 = -1126397.888461 nChanged 7 SP:Iteration 45Q (1721.183357 sec): 3 clusters Score: Raw -1129490.645332 + Penalty 3091.495909 = -1126399.149423 nChanged 8 SP:Iteration 46Q (1721.211912 sec): 3 clusters Score: Raw -1129492.385404 + Penalty 3091.495909 = -1126400.889496 nChanged 6 SP:Iteration 47Q (1721.240406 sec): 3 clusters Score: Raw -1129493.624479 + Penalty 3091.495909 = -1126402.128570 nChanged 4 SP:Iteration 48Q (1721.268989 sec): 3 clusters Score: Raw -1129494.141841 + Penalty 3091.495909 = -1126402.645932 nChanged 3 SP:Iteration 49Q (1721.297471 sec): 3 clusters Score: Raw -1129494.682424 + Penalty 3091.495909 = -1126403.186516 nChanged 3 SP:Iteration 50Q (1721.326039 sec): 3 clusters Score: Raw -1129495.361892 + Penalty 3091.495909 = -1126403.865984 nChanged 3 SP:Iteration 51Q (1721.354494 sec): 3 clusters Score: Raw -1129496.153406 + Penalty 3091.495909 = -1126404.657498 nChanged 5 SP:Iteration 52Q (1721.383086 sec): 3 clusters Score: Raw -1129496.883081 + Penalty 3091.495909 = -1126405.387172 nChanged 5 SP:Iteration 53Q (1721.411629 sec): 3 clusters Score: Raw -1129497.592723 + Penalty 3091.495909 = -1126406.096814 nChanged 2 SP:Iteration 54Q (1721.440092 sec): 3 clusters Score: Raw -1129497.788721 + Penalty 3091.495909 = -1126406.292812 nChanged 3 SP:Iteration 55Q (1721.468739 sec): 3 clusters Score: Raw -1129498.206892 + Penalty 3091.495909 = -1126406.710984 nChanged 4 SP:Iteration 56Q (1721.497140 sec): 3 clusters Score: Raw -1129499.303692 + Penalty 3091.495909 = -1126407.807783 nChanged 5 SP:Iteration 57Q (1721.525650 sec): 3 clusters Score: Raw -1129500.097682 + Penalty 3091.495909 = -1126408.601774 nChanged 4 SP:Iteration 58Q (1721.554059 sec): 3 clusters Score: Raw -1129500.784548 + Penalty 3091.495909 = -1126409.288639 nChanged 2 SP:Iteration 59Q (1721.582659 sec): 3 clusters Score: Raw -1129501.140558 + Penalty 3091.495909 = -1126409.644649 nChanged 3 SP:Iteration 60F (1721.614583 sec): 3 clusters Score: Raw -1129501.794511 + Penalty 3091.495909 = -1126410.298602 nChanged 3 SP:Iteration 61Q (1721.643228 sec): 3 clusters Score: Raw -1129502.597837 + Penalty 3091.495909 = -1126411.101929 nChanged 2 SP:Iteration 62Q (1721.671677 sec): 3 clusters Score: Raw -1129503.028274 + Penalty 3091.495909 = -1126411.532365 nChanged 2 SP:Iteration 63Q (1721.700263 sec): 3 clusters Score: Raw -1129503.503551 + Penalty 3091.495909 = -1126412.007642 nChanged 1 SP:Iteration 64Q (1721.728666 sec): 3 clusters Score: Raw -1129503.686962 + Penalty 3091.495909 = -1126412.191053 nChanged 0 SP:Iteration 65F (1721.760651 sec): 3 clusters Score: Raw -1129503.686962 + Penalty 3091.495909 = -1126412.191053 nChanged 0 Trying to split cluster 18 (6419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1721.780263 sec): 2 clusters Score: Raw -523647.476067 + Penalty 1424.640363 = -522222.835703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1721.803296 sec): 3 clusters Score: Raw -520185.382180 + Penalty 2849.280727 = -517336.101453 nChanged 2708 SP:Iteration 1F (1721.825940 sec): 3 clusters Score: Raw -521713.296525 + Penalty 2849.280727 = -518864.015798 nChanged 474 SP:Iteration 2F (1721.848507 sec): 3 clusters Score: Raw -521963.875113 + Penalty 2849.280727 = -519114.594386 nChanged 355 SP:Iteration 3F (1721.871003 sec): 3 clusters Score: Raw -522136.742388 + Penalty 2849.280727 = -519287.461661 nChanged 287 SP:Iteration 4Q (1721.893564 sec): 3 clusters Score: Raw -522295.105100 + Penalty 2849.280727 = -519445.824373 nChanged 282 SP:Iteration 5Q (1721.916092 sec): 3 clusters Score: Raw -522453.138105 + Penalty 2849.280727 = -519603.857378 nChanged 267 SP:Iteration 6Q (1721.938858 sec): 3 clusters Score: Raw -522607.639449 + Penalty 2849.280727 = -519758.358722 nChanged 269 SP:Iteration 7Q (1721.961609 sec): 3 clusters Score: Raw -522770.120731 + Penalty 2849.280727 = -519920.840004 nChanged 264 SP:Iteration 8Q (1721.984073 sec): 3 clusters Score: Raw -522956.015982 + Penalty 2849.280727 = -520106.735255 nChanged 245 SP:Iteration 9Q (1722.006796 sec): 3 clusters Score: Raw -523124.523870 + Penalty 2849.280727 = -520275.243143 nChanged 229 SP:Iteration 10Q (1722.029311 sec): 3 clusters Score: Raw -523272.045503 + Penalty 2849.280727 = -520422.764776 nChanged 194 SP:Iteration 11Q (1722.051797 sec): 3 clusters Score: Raw -523409.063840 + Penalty 2849.280727 = -520559.783113 nChanged 174 SP:Iteration 12Q (1722.074139 sec): 3 clusters Score: Raw -523529.363224 + Penalty 2849.280727 = -520680.082497 nChanged 148 SP:Iteration 13Q (1722.096440 sec): 3 clusters Score: Raw -523644.628314 + Penalty 2849.280727 = -520795.347587 nChanged 144 SP:Iteration 14Q (1722.118557 sec): 3 clusters Score: Raw -523753.642586 + Penalty 2849.280727 = -520904.361859 nChanged 118 SP:Iteration 15Q (1722.140392 sec): 3 clusters Score: Raw -523832.151650 + Penalty 2849.280727 = -520982.870923 nChanged 76 SP:Iteration 16Q (1722.161979 sec): 3 clusters Score: Raw -523883.938026 + Penalty 2849.280727 = -521034.657299 nChanged 66 SP:Iteration 17Q (1722.183438 sec): 3 clusters Score: Raw -523939.352096 + Penalty 2849.280727 = -521090.071369 nChanged 56 SP:Iteration 18Q (1722.204706 sec): 3 clusters Score: Raw -523983.713593 + Penalty 2849.280727 = -521134.432866 nChanged 58 SP:Iteration 19Q (1722.225868 sec): 3 clusters Score: Raw -524029.754091 + Penalty 2849.280727 = -521180.473364 nChanged 54 SP:Iteration 20F (1722.248404 sec): 3 clusters Score: Raw -524060.215012 + Penalty 2849.280727 = -521210.934285 nChanged 30 SP:Iteration 21Q (1722.269410 sec): 3 clusters Score: Raw -524071.930182 + Penalty 2849.280727 = -521222.649455 nChanged 20 SP:Iteration 22Q (1722.290482 sec): 3 clusters Score: Raw -524083.484577 + Penalty 2849.280727 = -521234.203850 nChanged 14 SP:Iteration 23Q (1722.311335 sec): 3 clusters Score: Raw -524090.001518 + Penalty 2849.280727 = -521240.720791 nChanged 8 SP:Iteration 24Q (1722.332342 sec): 3 clusters Score: Raw -524092.737933 + Penalty 2849.280727 = -521243.457206 nChanged 5 SP:Iteration 25Q (1722.353353 sec): 3 clusters Score: Raw -524094.483033 + Penalty 2849.280727 = -521245.202306 nChanged 6 SP:Iteration 26Q (1722.374354 sec): 3 clusters Score: Raw -524095.540134 + Penalty 2849.280727 = -521246.259407 nChanged 2 SP:Iteration 27Q (1722.395308 sec): 3 clusters Score: Raw -524096.396764 + Penalty 2849.280727 = -521247.116037 nChanged 5 SP:Iteration 28Q (1722.416352 sec): 3 clusters Score: Raw -524098.478410 + Penalty 2849.280727 = -521249.197683 nChanged 7 SP:Iteration 29Q (1722.437312 sec): 3 clusters Score: Raw -524102.835521 + Penalty 2849.280727 = -521253.554794 nChanged 5 SP:Iteration 30Q (1722.458250 sec): 3 clusters Score: Raw -524104.764485 + Penalty 2849.280727 = -521255.483758 nChanged 2 SP:Iteration 31Q (1722.479170 sec): 3 clusters Score: Raw -524105.310422 + Penalty 2849.280727 = -521256.029695 nChanged 2 SP:Iteration 32Q (1722.499895 sec): 3 clusters Score: Raw -524105.704946 + Penalty 2849.280727 = -521256.424219 nChanged 1 SP:Iteration 33Q (1722.520830 sec): 3 clusters Score: Raw -524105.852401 + Penalty 2849.280727 = -521256.571674 nChanged 0 SP:Iteration 34F (1722.543409 sec): 3 clusters Score: Raw -524105.852401 + Penalty 2849.280727 = -521256.571674 nChanged 0 Trying to split cluster 19 (5371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1722.561833 sec): 2 clusters Score: Raw -447056.916239 + Penalty 1395.675026 = -445661.241213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1722.583599 sec): 3 clusters Score: Raw -444210.193297 + Penalty 2791.350052 = -441418.843245 nChanged 2228 SP:Iteration 1F (1722.605092 sec): 3 clusters Score: Raw -445482.790022 + Penalty 2791.350052 = -442691.439970 nChanged 460 SP:Iteration 2F (1722.626578 sec): 3 clusters Score: Raw -445772.713420 + Penalty 2791.350052 = -442981.363368 nChanged 337 SP:Iteration 3F (1722.647686 sec): 3 clusters Score: Raw -445994.625609 + Penalty 2791.350052 = -443203.275557 nChanged 305 SP:Iteration 4F (1722.692418 sec): 3 clusters Score: Raw -446226.658791 + Penalty 2791.350052 = -443435.308739 nChanged 322 SP:Iteration 5F (1722.702402 sec): 3 clusters Score: Raw -446502.194697 + Penalty 2791.350052 = -443710.844645 nChanged 266 SP:Iteration 6Q (1722.723758 sec): 3 clusters Score: Raw -446699.770651 + Penalty 2791.350052 = -443908.420600 nChanged 204 SP:Iteration 7Q (1722.745397 sec): 3 clusters Score: Raw -446847.584878 + Penalty 2791.350052 = -444056.234826 nChanged 178 SP:Iteration 8Q (1722.767013 sec): 3 clusters Score: Raw -446988.815456 + Penalty 2791.350052 = -444197.465404 nChanged 139 SP:Iteration 9Q (1722.788646 sec): 3 clusters Score: Raw -447088.602084 + Penalty 2791.350052 = -444297.252032 nChanged 88 SP:Iteration 10Q (1722.809913 sec): 3 clusters Score: Raw -447140.015403 + Penalty 2791.350052 = -444348.665351 nChanged 70 SP:Iteration 11Q (1722.831017 sec): 3 clusters Score: Raw -447186.217168 + Penalty 2791.350052 = -444394.867117 nChanged 61 SP:Iteration 12Q (1722.851811 sec): 3 clusters Score: Raw -447215.994113 + Penalty 2791.350052 = -444424.644061 nChanged 40 SP:Iteration 13Q (1722.872711 sec): 3 clusters Score: Raw -447232.094652 + Penalty 2791.350052 = -444440.744600 nChanged 27 SP:Iteration 14Q (1722.893672 sec): 3 clusters Score: Raw -447245.995692 + Penalty 2791.350052 = -444454.645640 nChanged 26 SP:Iteration 15Q (1722.914591 sec): 3 clusters Score: Raw -447259.238284 + Penalty 2791.350052 = -444467.888232 nChanged 25 SP:Iteration 16Q (1722.935422 sec): 3 clusters Score: Raw -447271.715991 + Penalty 2791.350052 = -444480.365939 nChanged 22 SP:Iteration 17Q (1722.956365 sec): 3 clusters Score: Raw -447281.852940 + Penalty 2791.350052 = -444490.502888 nChanged 24 SP:Iteration 18Q (1722.977156 sec): 3 clusters Score: Raw -447294.810290 + Penalty 2791.350052 = -444503.460239 nChanged 16 SP:Iteration 19Q (1722.997760 sec): 3 clusters Score: Raw -447301.483076 + Penalty 2791.350052 = -444510.133024 nChanged 12 SP:Iteration 20F (1723.019035 sec): 3 clusters Score: Raw -447305.928161 + Penalty 2791.350052 = -444514.578109 nChanged 8 SP:Iteration 21Q (1723.039451 sec): 3 clusters Score: Raw -447308.447211 + Penalty 2791.350052 = -444517.097160 nChanged 8 SP:Iteration 22Q (1723.060132 sec): 3 clusters Score: Raw -447310.991181 + Penalty 2791.350052 = -444519.641129 nChanged 6 SP:Iteration 23Q (1723.080665 sec): 3 clusters Score: Raw -447312.895909 + Penalty 2791.350052 = -444521.545858 nChanged 6 SP:Iteration 24Q (1723.101158 sec): 3 clusters Score: Raw -447315.533677 + Penalty 2791.350052 = -444524.183625 nChanged 8 SP:Iteration 25Q (1723.121705 sec): 3 clusters Score: Raw -447317.407568 + Penalty 2791.350052 = -444526.057516 nChanged 5 SP:Iteration 26Q (1723.141929 sec): 3 clusters Score: Raw -447318.886550 + Penalty 2791.350052 = -444527.536499 nChanged 3 SP:Iteration 27Q (1723.162413 sec): 3 clusters Score: Raw -447320.458086 + Penalty 2791.350052 = -444529.108034 nChanged 5 SP:Iteration 28Q (1723.183052 sec): 3 clusters Score: Raw -447322.398391 + Penalty 2791.350052 = -444531.048339 nChanged 7 SP:Iteration 29Q (1723.203455 sec): 3 clusters Score: Raw -447324.752399 + Penalty 2791.350052 = -444533.402348 nChanged 5 SP:Iteration 30Q (1723.223997 sec): 3 clusters Score: Raw -447326.304781 + Penalty 2791.350052 = -444534.954730 nChanged 3 SP:Iteration 31Q (1723.244448 sec): 3 clusters Score: Raw -447327.464819 + Penalty 2791.350052 = -444536.114768 nChanged 3 SP:Iteration 32Q (1723.264952 sec): 3 clusters Score: Raw -447328.465512 + Penalty 2791.350052 = -444537.115460 nChanged 5 SP:Iteration 33Q (1723.285524 sec): 3 clusters Score: Raw -447329.601359 + Penalty 2791.350052 = -444538.251308 nChanged 0 SP:Iteration 34F (1723.306909 sec): 3 clusters Score: Raw -447329.601359 + Penalty 2791.350052 = -444538.251308 nChanged 0 Trying to split cluster 20 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1723.319386 sec): 2 clusters Score: Raw -85804.088319 + Penalty 1146.628484 = -84657.459835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1723.325939 sec): 3 clusters Score: Raw -85421.941285 + Penalty 2293.256967 = -83128.684317 nChanged 346 SP:Iteration 1F (1723.332067 sec): 3 clusters Score: Raw -85711.940528 + Penalty 2293.256967 = -83418.683561 nChanged 97 SP:Iteration 2F (1723.338168 sec): 3 clusters Score: Raw -85831.717115 + Penalty 2293.256967 = -83538.460147 nChanged 56 SP:Iteration 3Q (1723.344279 sec): 3 clusters Score: Raw -85892.962426 + Penalty 2293.256967 = -83599.705458 nChanged 38 SP:Iteration 4Q (1723.350397 sec): 3 clusters Score: Raw -85930.588875 + Penalty 2293.256967 = -83637.331908 nChanged 23 SP:Iteration 5Q (1723.356472 sec): 3 clusters Score: Raw -85957.078179 + Penalty 2293.256967 = -83663.821212 nChanged 22 SP:Iteration 6Q (1723.362524 sec): 3 clusters Score: Raw -85980.651601 + Penalty 2293.256967 = -83687.394634 nChanged 19 SP:Iteration 7Q (1723.368575 sec): 3 clusters Score: Raw -86002.056255 + Penalty 2293.256967 = -83708.799288 nChanged 18 SP:Iteration 8Q (1723.410110 sec): 3 clusters Score: Raw -86015.507792 + Penalty 2293.256967 = -83722.250824 nChanged 12 SP:Iteration 9Q (1723.460581 sec): 3 clusters Score: Raw -86027.189420 + Penalty 2293.256967 = -83733.932453 nChanged 10 SP:Iteration 10Q (1723.510895 sec): 3 clusters Score: Raw -86037.915794 + Penalty 2293.256967 = -83744.658827 nChanged 15 SP:Iteration 11Q (1723.561606 sec): 3 clusters Score: Raw -86053.712261 + Penalty 2293.256967 = -83760.455294 nChanged 15 SP:Iteration 12Q (1723.611099 sec): 3 clusters Score: Raw -86065.974688 + Penalty 2293.256967 = -83772.717721 nChanged 11 SP:Iteration 13Q (1723.652642 sec): 3 clusters Score: Raw -86074.315144 + Penalty 2293.256967 = -83781.058176 nChanged 7 SP:Iteration 14Q (1723.696576 sec): 3 clusters Score: Raw -86078.833814 + Penalty 2293.256967 = -83785.576846 nChanged 4 SP:Iteration 15Q (1723.746815 sec): 3 clusters Score: Raw -86082.447861 + Penalty 2293.256967 = -83789.190893 nChanged 5 SP:Iteration 16Q (1723.758579 sec): 3 clusters Score: Raw -86085.909267 + Penalty 2293.256967 = -83792.652299 nChanged 6 SP:Iteration 17Q (1723.764599 sec): 3 clusters Score: Raw -86091.671975 + Penalty 2293.256967 = -83798.415008 nChanged 7 SP:Iteration 18Q (1723.770568 sec): 3 clusters Score: Raw -86099.253201 + Penalty 2293.256967 = -83805.996234 nChanged 6 SP:Iteration 19Q (1723.776582 sec): 3 clusters Score: Raw -86104.651384 + Penalty 2293.256967 = -83811.394417 nChanged 6 SP:Iteration 20F (1723.782677 sec): 3 clusters Score: Raw -86115.362611 + Penalty 2293.256967 = -83822.105644 nChanged 9 SP:Iteration 21Q (1723.788662 sec): 3 clusters Score: Raw -86129.029680 + Penalty 2293.256967 = -83835.772713 nChanged 3 SP:Iteration 22Q (1723.794668 sec): 3 clusters Score: Raw -86132.682180 + Penalty 2293.256967 = -83839.425212 nChanged 5 SP:Iteration 23Q (1723.800682 sec): 3 clusters Score: Raw -86136.125305 + Penalty 2293.256967 = -83842.868337 nChanged 3 SP:Iteration 24Q (1723.806678 sec): 3 clusters Score: Raw -86137.859875 + Penalty 2293.256967 = -83844.602907 nChanged 3 SP:Iteration 25Q (1723.812673 sec): 3 clusters Score: Raw -86138.948804 + Penalty 2293.256967 = -83845.691837 nChanged 0 SP:Iteration 26F (1723.818783 sec): 3 clusters Score: Raw -86138.948804 + Penalty 2293.256967 = -83845.691837 nChanged 0 Trying to split cluster 21 (1017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1723.829131 sec): 2 clusters Score: Raw -82190.700481 + Penalty 1125.249514 = -81065.450966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1723.834918 sec): 3 clusters Score: Raw -81863.546242 + Penalty 2250.499029 = -79613.047213 nChanged 293 SP:Iteration 1F (1723.840346 sec): 3 clusters Score: Raw -82124.643371 + Penalty 2250.499029 = -79874.144342 nChanged 75 SP:Iteration 2F (1723.845723 sec): 3 clusters Score: Raw -82191.776093 + Penalty 2250.499029 = -79941.277064 nChanged 31 SP:Iteration 3Q (1723.851118 sec): 3 clusters Score: Raw -82220.978948 + Penalty 2250.499029 = -79970.479919 nChanged 23 SP:Iteration 4Q (1723.856501 sec): 3 clusters Score: Raw -82238.405903 + Penalty 2250.499029 = -79987.906875 nChanged 21 SP:Iteration 5Q (1723.861837 sec): 3 clusters Score: Raw -82255.059304 + Penalty 2250.499029 = -80004.560275 nChanged 16 SP:Iteration 6Q (1723.867226 sec): 3 clusters Score: Raw -82272.538855 + Penalty 2250.499029 = -80022.039827 nChanged 18 SP:Iteration 7Q (1723.872589 sec): 3 clusters Score: Raw -82286.449900 + Penalty 2250.499029 = -80035.950872 nChanged 11 SP:Iteration 8Q (1723.877950 sec): 3 clusters Score: Raw -82295.399746 + Penalty 2250.499029 = -80044.900718 nChanged 11 SP:Iteration 9Q (1723.883342 sec): 3 clusters Score: Raw -82304.651808 + Penalty 2250.499029 = -80054.152779 nChanged 4 SP:Iteration 10Q (1723.888689 sec): 3 clusters Score: Raw -82306.570990 + Penalty 2250.499029 = -80056.071961 nChanged 0 SP:Iteration 11F (1723.894071 sec): 3 clusters Score: Raw -82306.570990 + Penalty 2250.499029 = -80056.071961 nChanged 0 Trying to split cluster 22 (5015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1723.912736 sec): 2 clusters Score: Raw -396517.341569 + Penalty 1384.530664 = -395132.810905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1723.934092 sec): 3 clusters Score: Raw -393916.684693 + Penalty 2769.061328 = -391147.623365 nChanged 2005 SP:Iteration 1F (1723.954789 sec): 3 clusters Score: Raw -395092.016380 + Penalty 2769.061328 = -392322.955052 nChanged 387 SP:Iteration 2F (1723.975703 sec): 3 clusters Score: Raw -395336.745509 + Penalty 2769.061328 = -392567.684182 nChanged 286 SP:Iteration 3F (1723.996585 sec): 3 clusters Score: Raw -395492.619563 + Penalty 2769.061328 = -392723.558235 nChanged 229 SP:Iteration 4Q (1724.017597 sec): 3 clusters Score: Raw -395629.401069 + Penalty 2769.061328 = -392860.339741 nChanged 199 SP:Iteration 5Q (1724.038640 sec): 3 clusters Score: Raw -395746.435656 + Penalty 2769.061328 = -392977.374329 nChanged 186 SP:Iteration 6Q (1724.059565 sec): 3 clusters Score: Raw -395850.037046 + Penalty 2769.061328 = -393080.975719 nChanged 177 SP:Iteration 7Q (1724.080598 sec): 3 clusters Score: Raw -395946.350122 + Penalty 2769.061328 = -393177.288794 nChanged 157 SP:Iteration 8Q (1724.101380 sec): 3 clusters Score: Raw -396033.284592 + Penalty 2769.061328 = -393264.223264 nChanged 146 SP:Iteration 9Q (1724.122270 sec): 3 clusters Score: Raw -396110.180355 + Penalty 2769.061328 = -393341.119028 nChanged 133 SP:Iteration 10Q (1724.143221 sec): 3 clusters Score: Raw -396175.147330 + Penalty 2769.061328 = -393406.086002 nChanged 128 SP:Iteration 11Q (1724.164266 sec): 3 clusters Score: Raw -396237.371941 + Penalty 2769.061328 = -393468.310613 nChanged 116 SP:Iteration 12Q (1724.184898 sec): 3 clusters Score: Raw -396298.884194 + Penalty 2769.061328 = -393529.822867 nChanged 117 SP:Iteration 13Q (1724.205532 sec): 3 clusters Score: Raw -396365.781683 + Penalty 2769.061328 = -393596.720355 nChanged 119 SP:Iteration 14Q (1724.226302 sec): 3 clusters Score: Raw -396426.315641 + Penalty 2769.061328 = -393657.254314 nChanged 113 SP:Iteration 15Q (1724.247116 sec): 3 clusters Score: Raw -396482.663499 + Penalty 2769.061328 = -393713.602171 nChanged 121 SP:Iteration 16Q (1724.267713 sec): 3 clusters Score: Raw -396548.711088 + Penalty 2769.061328 = -393779.649761 nChanged 115 SP:Iteration 17Q (1724.288434 sec): 3 clusters Score: Raw -396622.521584 + Penalty 2769.061328 = -393853.460256 nChanged 124 SP:Iteration 18Q (1724.309092 sec): 3 clusters Score: Raw -396696.409916 + Penalty 2769.061328 = -393927.348588 nChanged 100 SP:Iteration 19Q (1724.329859 sec): 3 clusters Score: Raw -396761.360748 + Penalty 2769.061328 = -393992.299420 nChanged 97 SP:Iteration 20F (1724.350814 sec): 3 clusters Score: Raw -396817.205378 + Penalty 2769.061328 = -394048.144050 nChanged 93 SP:Iteration 21Q (1724.371223 sec): 3 clusters Score: Raw -396861.711756 + Penalty 2769.061328 = -394092.650429 nChanged 76 SP:Iteration 22Q (1724.391597 sec): 3 clusters Score: Raw -396895.383699 + Penalty 2769.061328 = -394126.322372 nChanged 54 SP:Iteration 23Q (1724.412047 sec): 3 clusters Score: Raw -396916.961377 + Penalty 2769.061328 = -394147.900049 nChanged 46 SP:Iteration 24Q (1724.432419 sec): 3 clusters Score: Raw -396937.676783 + Penalty 2769.061328 = -394168.615456 nChanged 41 SP:Iteration 25Q (1724.452643 sec): 3 clusters Score: Raw -396952.719073 + Penalty 2769.061328 = -394183.657745 nChanged 35 SP:Iteration 26Q (1724.472980 sec): 3 clusters Score: Raw -396963.831298 + Penalty 2769.061328 = -394194.769970 nChanged 28 SP:Iteration 27Q (1724.493403 sec): 3 clusters Score: Raw -396974.520995 + Penalty 2769.061328 = -394205.459667 nChanged 23 SP:Iteration 28Q (1724.513663 sec): 3 clusters Score: Raw -396982.432283 + Penalty 2769.061328 = -394213.370955 nChanged 23 SP:Iteration 29Q (1724.534297 sec): 3 clusters Score: Raw -396990.363018 + Penalty 2769.061328 = -394221.301690 nChanged 27 SP:Iteration 30Q (1724.554763 sec): 3 clusters Score: Raw -397001.573457 + Penalty 2769.061328 = -394232.512130 nChanged 27 SP:Iteration 31Q (1724.574933 sec): 3 clusters Score: Raw -397012.530574 + Penalty 2769.061328 = -394243.469246 nChanged 28 SP:Iteration 32Q (1724.595287 sec): 3 clusters Score: Raw -397021.239082 + Penalty 2769.061328 = -394252.177754 nChanged 21 SP:Iteration 33Q (1724.615654 sec): 3 clusters Score: Raw -397027.141555 + Penalty 2769.061328 = -394258.080228 nChanged 12 SP:Iteration 34Q (1724.635673 sec): 3 clusters Score: Raw -397030.841586 + Penalty 2769.061328 = -394261.780259 nChanged 12 SP:Iteration 35Q (1724.656092 sec): 3 clusters Score: Raw -397033.799301 + Penalty 2769.061328 = -394264.737974 nChanged 14 SP:Iteration 36Q (1724.676355 sec): 3 clusters Score: Raw -397036.093180 + Penalty 2769.061328 = -394267.031852 nChanged 10 SP:Iteration 37Q (1724.696704 sec): 3 clusters Score: Raw -397038.141061 + Penalty 2769.061328 = -394269.079733 nChanged 7 SP:Iteration 38Q (1724.716925 sec): 3 clusters Score: Raw -397040.271601 + Penalty 2769.061328 = -394271.210273 nChanged 12 SP:Iteration 39Q (1724.737397 sec): 3 clusters Score: Raw -397042.499396 + Penalty 2769.061328 = -394273.438068 nChanged 5 SP:Iteration 40F (1724.758277 sec): 3 clusters Score: Raw -397043.935959 + Penalty 2769.061328 = -394274.874631 nChanged 6 SP:Iteration 41Q (1724.778437 sec): 3 clusters Score: Raw -397045.821547 + Penalty 2769.061328 = -394276.760219 nChanged 10 SP:Iteration 42Q (1724.798896 sec): 3 clusters Score: Raw -397048.541316 + Penalty 2769.061328 = -394279.479988 nChanged 8 SP:Iteration 43Q (1724.819142 sec): 3 clusters Score: Raw -397049.917561 + Penalty 2769.061328 = -394280.856233 nChanged 2 SP:Iteration 44Q (1724.839596 sec): 3 clusters Score: Raw -397050.324150 + Penalty 2769.061328 = -394281.262823 nChanged 2 SP:Iteration 45Q (1724.859719 sec): 3 clusters Score: Raw -397050.803679 + Penalty 2769.061328 = -394281.742351 nChanged 2 SP:Iteration 46Q (1724.879777 sec): 3 clusters Score: Raw -397051.318235 + Penalty 2769.061328 = -394282.256908 nChanged 1 SP:Iteration 47Q (1724.900148 sec): 3 clusters Score: Raw -397051.405215 + Penalty 2769.061328 = -394282.343887 nChanged 1 SP:Iteration 48Q (1724.920329 sec): 3 clusters Score: Raw -397051.559199 + Penalty 2769.061328 = -394282.497871 nChanged 1 SP:Iteration 49Q (1724.940480 sec): 3 clusters Score: Raw -397051.778306 + Penalty 2769.061328 = -394282.716978 nChanged 2 SP:Iteration 50Q (1724.960769 sec): 3 clusters Score: Raw -397052.151014 + Penalty 2769.061328 = -394283.089686 nChanged 2 SP:Iteration 51Q (1724.980931 sec): 3 clusters Score: Raw -397052.584324 + Penalty 2769.061328 = -394283.522997 nChanged 1 SP:Iteration 52Q (1725.001224 sec): 3 clusters Score: Raw -397052.772221 + Penalty 2769.061328 = -394283.710893 nChanged 1 SP:Iteration 53Q (1725.021447 sec): 3 clusters Score: Raw -397052.865462 + Penalty 2769.061328 = -394283.804135 nChanged 0 SP:Iteration 54F (1725.042434 sec): 3 clusters Score: Raw -397052.865462 + Penalty 2769.061328 = -394283.804135 nChanged 0 Trying to split cluster 23 (2023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.057796 sec): 2 clusters Score: Raw -168285.313754 + Penalty 1237.004736 = -167048.309018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.068681 sec): 3 clusters Score: Raw -167420.087707 + Penalty 2474.009472 = -164946.078235 nChanged 734 SP:Iteration 1F (1725.078825 sec): 3 clusters Score: Raw -167862.463573 + Penalty 2474.009472 = -165388.454101 nChanged 155 SP:Iteration 2F (1725.089091 sec): 3 clusters Score: Raw -167987.162299 + Penalty 2474.009472 = -165513.152827 nChanged 90 SP:Iteration 3Q (1725.099366 sec): 3 clusters Score: Raw -168053.029892 + Penalty 2474.009472 = -165579.020420 nChanged 66 SP:Iteration 4Q (1725.109600 sec): 3 clusters Score: Raw -168094.988778 + Penalty 2474.009472 = -165620.979306 nChanged 56 SP:Iteration 5Q (1725.119864 sec): 3 clusters Score: Raw -168134.744246 + Penalty 2474.009472 = -165660.734774 nChanged 51 SP:Iteration 6Q (1725.130002 sec): 3 clusters Score: Raw -168166.002175 + Penalty 2474.009472 = -165691.992703 nChanged 35 SP:Iteration 7Q (1725.140199 sec): 3 clusters Score: Raw -168193.302151 + Penalty 2474.009472 = -165719.292679 nChanged 31 SP:Iteration 8Q (1725.150434 sec): 3 clusters Score: Raw -168214.977704 + Penalty 2474.009472 = -165740.968232 nChanged 25 SP:Iteration 9Q (1725.160534 sec): 3 clusters Score: Raw -168234.520748 + Penalty 2474.009472 = -165760.511276 nChanged 27 SP:Iteration 10Q (1725.170698 sec): 3 clusters Score: Raw -168251.962176 + Penalty 2474.009472 = -165777.952704 nChanged 21 SP:Iteration 11Q (1725.180881 sec): 3 clusters Score: Raw -168263.062959 + Penalty 2474.009472 = -165789.053487 nChanged 18 SP:Iteration 12Q (1725.191067 sec): 3 clusters Score: Raw -168271.540300 + Penalty 2474.009472 = -165797.530828 nChanged 10 SP:Iteration 13Q (1725.201221 sec): 3 clusters Score: Raw -168276.664558 + Penalty 2474.009472 = -165802.655086 nChanged 13 SP:Iteration 14Q (1725.211412 sec): 3 clusters Score: Raw -168284.352138 + Penalty 2474.009472 = -165810.342666 nChanged 9 SP:Iteration 15Q (1725.221492 sec): 3 clusters Score: Raw -168289.076238 + Penalty 2474.009472 = -165815.066766 nChanged 7 SP:Iteration 16Q (1725.231681 sec): 3 clusters Score: Raw -168292.029722 + Penalty 2474.009472 = -165818.020250 nChanged 5 SP:Iteration 17Q (1725.241778 sec): 3 clusters Score: Raw -168294.460949 + Penalty 2474.009472 = -165820.451477 nChanged 6 SP:Iteration 18Q (1725.251850 sec): 3 clusters Score: Raw -168296.904601 + Penalty 2474.009472 = -165822.895129 nChanged 4 SP:Iteration 19Q (1725.261915 sec): 3 clusters Score: Raw -168298.938888 + Penalty 2474.009472 = -165824.929416 nChanged 5 SP:Iteration 20F (1725.272106 sec): 3 clusters Score: Raw -168300.454040 + Penalty 2474.009472 = -165826.444568 nChanged 3 SP:Iteration 21Q (1725.282307 sec): 3 clusters Score: Raw -168302.030312 + Penalty 2474.009472 = -165828.020840 nChanged 1 SP:Iteration 22Q (1725.292465 sec): 3 clusters Score: Raw -168302.526912 + Penalty 2474.009472 = -165828.517440 nChanged 0 SP:Iteration 23F (1725.302667 sec): 3 clusters Score: Raw -168302.526912 + Penalty 2474.009472 = -165828.517440 nChanged 0 Trying to split cluster 24 (29049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.347649 sec): 2 clusters Score: Raw -2336539.305639 + Penalty 1669.970142 = -2334869.335496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.405243 sec): 3 clusters Score: Raw -2318704.014466 + Penalty 3339.940285 = -2315364.074181 nChanged 13288 SP:Iteration 1F (1725.459002 sec): 3 clusters Score: Raw -2326453.035497 + Penalty 3339.940285 = -2323113.095212 nChanged 1772 SP:Iteration 2F (1725.512851 sec): 3 clusters Score: Raw -2327416.983937 + Penalty 3339.940285 = -2324077.043652 nChanged 1826 SP:Iteration 3F (1725.566673 sec): 3 clusters Score: Raw -2328568.527123 + Penalty 3339.940285 = -2325228.586838 nChanged 1971 SP:Iteration 4F (1725.620613 sec): 3 clusters Score: Raw -2329993.371979 + Penalty 3339.940285 = -2326653.431694 nChanged 1884 SP:Iteration 5F (1725.674496 sec): 3 clusters Score: Raw -2331411.863307 + Penalty 3339.940285 = -2328071.923022 nChanged 1732 SP:Iteration 6F (1725.728582 sec): 3 clusters Score: Raw -2332770.685348 + Penalty 3339.940285 = -2329430.745063 nChanged 1518 SP:Iteration 7F (1725.782416 sec): 3 clusters Score: Raw -2333969.986061 + Penalty 3339.940285 = -2330630.045776 nChanged 1190 SP:Iteration 8Q (1725.835564 sec): 3 clusters Score: Raw -2334881.931679 + Penalty 3339.940285 = -2331541.991394 nChanged 863 SP:Iteration 9Q (1725.886296 sec): 3 clusters Score: Raw -2335509.066982 + Penalty 3339.940285 = -2332169.126697 nChanged 616 SP:Iteration 10Q (1725.935726 sec): 3 clusters Score: Raw -2335962.544348 + Penalty 3339.940285 = -2332622.604063 nChanged 426 SP:Iteration 11Q (1725.984299 sec): 3 clusters Score: Raw -2336265.156690 + Penalty 3339.940285 = -2332925.216405 nChanged 294 SP:Iteration 12Q (1726.031672 sec): 3 clusters Score: Raw -2336464.597135 + Penalty 3339.940285 = -2333124.656850 nChanged 182 SP:Iteration 13Q (1726.077964 sec): 3 clusters Score: Raw -2336591.559166 + Penalty 3339.940285 = -2333251.618881 nChanged 107 SP:Iteration 14Q (1726.123870 sec): 3 clusters Score: Raw -2336674.869769 + Penalty 3339.940285 = -2333334.929484 nChanged 90 SP:Iteration 15Q (1726.169430 sec): 3 clusters Score: Raw -2336737.388260 + Penalty 3339.940285 = -2333397.447976 nChanged 66 SP:Iteration 16Q (1726.214675 sec): 3 clusters Score: Raw -2336779.706863 + Penalty 3339.940285 = -2333439.766578 nChanged 57 SP:Iteration 17Q (1726.259777 sec): 3 clusters Score: Raw -2336816.716035 + Penalty 3339.940285 = -2333476.775750 nChanged 37 SP:Iteration 18Q (1726.304841 sec): 3 clusters Score: Raw -2336835.581786 + Penalty 3339.940285 = -2333495.641501 nChanged 15 SP:Iteration 19Q (1726.349969 sec): 3 clusters Score: Raw -2336843.968688 + Penalty 3339.940285 = -2333504.028404 nChanged 17 SP:Iteration 20F (1726.402393 sec): 3 clusters Score: Raw -2336853.730063 + Penalty 3339.940285 = -2333513.789778 nChanged 13 SP:Iteration 21Q (1726.448416 sec): 3 clusters Score: Raw -2336861.459871 + Penalty 3339.940285 = -2333521.519586 nChanged 15 SP:Iteration 22Q (1726.493195 sec): 3 clusters Score: Raw -2336872.222203 + Penalty 3339.940285 = -2333532.281918 nChanged 11 SP:Iteration 23Q (1726.538261 sec): 3 clusters Score: Raw -2336878.506851 + Penalty 3339.940285 = -2333538.566566 nChanged 9 SP:Iteration 24Q (1726.583163 sec): 3 clusters Score: Raw -2336883.692324 + Penalty 3339.940285 = -2333543.752039 nChanged 3 SP:Iteration 25Q (1726.628021 sec): 3 clusters Score: Raw -2336885.980159 + Penalty 3339.940285 = -2333546.039874 nChanged 6 SP:Iteration 26Q (1726.673031 sec): 3 clusters Score: Raw -2336889.282419 + Penalty 3339.940285 = -2333549.342134 nChanged 6 SP:Iteration 27Q (1726.717989 sec): 3 clusters Score: Raw -2336893.776922 + Penalty 3339.940285 = -2333553.836637 nChanged 4 SP:Iteration 28Q (1726.762852 sec): 3 clusters Score: Raw -2336896.292254 + Penalty 3339.940285 = -2333556.351969 nChanged 2 SP:Iteration 29Q (1726.807729 sec): 3 clusters Score: Raw -2336898.897908 + Penalty 3339.940285 = -2333558.957623 nChanged 5 SP:Iteration 30Q (1726.852555 sec): 3 clusters Score: Raw -2336903.218356 + Penalty 3339.940285 = -2333563.278071 nChanged 4 SP:Iteration 31Q (1726.897338 sec): 3 clusters Score: Raw -2336907.591229 + Penalty 3339.940285 = -2333567.650944 nChanged 5 SP:Iteration 32Q (1726.942206 sec): 3 clusters Score: Raw -2336914.603320 + Penalty 3339.940285 = -2333574.663035 nChanged 10 SP:Iteration 33Q (1726.987045 sec): 3 clusters Score: Raw -2336921.342458 + Penalty 3339.940285 = -2333581.402173 nChanged 7 SP:Iteration 34Q (1727.031723 sec): 3 clusters Score: Raw -2336929.414930 + Penalty 3339.940285 = -2333589.474645 nChanged 8 SP:Iteration 35Q (1727.076401 sec): 3 clusters Score: Raw -2336936.133107 + Penalty 3339.940285 = -2333596.192823 nChanged 2 SP:Iteration 36Q (1727.121204 sec): 3 clusters Score: Raw -2336937.182063 + Penalty 3339.940285 = -2333597.241778 nChanged 2 SP:Iteration 37Q (1727.165870 sec): 3 clusters Score: Raw -2336937.946871 + Penalty 3339.940285 = -2333598.006586 nChanged 2 SP:Iteration 38Q (1727.210349 sec): 3 clusters Score: Raw -2336938.845476 + Penalty 3339.940285 = -2333598.905191 nChanged 2 SP:Iteration 39Q (1727.255093 sec): 3 clusters Score: Raw -2336939.971364 + Penalty 3339.940285 = -2333600.031079 nChanged 1 SP:Iteration 40F (1727.307284 sec): 3 clusters Score: Raw -2336940.644606 + Penalty 3339.940285 = -2333600.704321 nChanged 0 Trying to split cluster 25 (3188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1727.321071 sec): 2 clusters Score: Raw -247609.598374 + Penalty 1310.911719 = -246298.686655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1727.337561 sec): 3 clusters Score: Raw -246136.346742 + Penalty 2621.823438 = -243514.523304 nChanged 1196 SP:Iteration 1F (1727.352954 sec): 3 clusters Score: Raw -246912.124545 + Penalty 2621.823438 = -244290.301107 nChanged 276 SP:Iteration 2F (1727.368445 sec): 3 clusters Score: Raw -247121.127466 + Penalty 2621.823438 = -244499.304028 nChanged 207 SP:Iteration 3F (1727.383953 sec): 3 clusters Score: Raw -247280.246033 + Penalty 2621.823438 = -244658.422595 nChanged 160 SP:Iteration 4F (1727.399485 sec): 3 clusters Score: Raw -247408.556073 + Penalty 2621.823438 = -244786.732635 nChanged 143 SP:Iteration 5Q (1727.414977 sec): 3 clusters Score: Raw -247541.248829 + Penalty 2621.823438 = -244919.425391 nChanged 131 SP:Iteration 6Q (1727.430411 sec): 3 clusters Score: Raw -247689.614894 + Penalty 2621.823438 = -245067.791456 nChanged 141 SP:Iteration 7Q (1727.445826 sec): 3 clusters Score: Raw -247837.054640 + Penalty 2621.823438 = -245215.231202 nChanged 129 SP:Iteration 8Q (1727.461175 sec): 3 clusters Score: Raw -247965.607098 + Penalty 2621.823438 = -245343.783660 nChanged 110 SP:Iteration 9Q (1727.476462 sec): 3 clusters Score: Raw -248075.570492 + Penalty 2621.823438 = -245453.747054 nChanged 94 SP:Iteration 10Q (1727.491705 sec): 3 clusters Score: Raw -248149.377921 + Penalty 2621.823438 = -245527.554483 nChanged 70 SP:Iteration 11Q (1727.506900 sec): 3 clusters Score: Raw -248198.858870 + Penalty 2621.823438 = -245577.035432 nChanged 57 SP:Iteration 12Q (1727.522112 sec): 3 clusters Score: Raw -248231.039926 + Penalty 2621.823438 = -245609.216488 nChanged 38 SP:Iteration 13Q (1727.537106 sec): 3 clusters Score: Raw -248246.664436 + Penalty 2621.823438 = -245624.840998 nChanged 18 SP:Iteration 14Q (1727.552259 sec): 3 clusters Score: Raw -248251.543318 + Penalty 2621.823438 = -245629.719880 nChanged 12 SP:Iteration 15Q (1727.567388 sec): 3 clusters Score: Raw -248256.799695 + Penalty 2621.823438 = -245634.976257 nChanged 13 SP:Iteration 16Q (1727.582538 sec): 3 clusters Score: Raw -248260.484828 + Penalty 2621.823438 = -245638.661390 nChanged 7 SP:Iteration 17Q (1727.597552 sec): 3 clusters Score: Raw -248262.845439 + Penalty 2621.823438 = -245641.022001 nChanged 6 SP:Iteration 18Q (1727.612692 sec): 3 clusters Score: Raw -248264.836859 + Penalty 2621.823438 = -245643.013421 nChanged 4 SP:Iteration 19Q (1727.627810 sec): 3 clusters Score: Raw -248265.943160 + Penalty 2621.823438 = -245644.119722 nChanged 5 SP:Iteration 20F (1727.643322 sec): 3 clusters Score: Raw -248267.343970 + Penalty 2621.823438 = -245645.520532 nChanged 6 SP:Iteration 21Q (1727.658461 sec): 3 clusters Score: Raw -248270.026740 + Penalty 2621.823438 = -245648.203302 nChanged 6 SP:Iteration 22Q (1727.673613 sec): 3 clusters Score: Raw -248272.405749 + Penalty 2621.823438 = -245650.582311 nChanged 7 SP:Iteration 23Q (1727.688598 sec): 3 clusters Score: Raw -248273.765702 + Penalty 2621.823438 = -245651.942264 nChanged 2 SP:Iteration 24Q (1727.703735 sec): 3 clusters Score: Raw -248274.134601 + Penalty 2621.823438 = -245652.311163 nChanged 2 SP:Iteration 25Q (1727.718678 sec): 3 clusters Score: Raw -248274.567170 + Penalty 2621.823438 = -245652.743732 nChanged 1 SP:Iteration 26Q (1727.733819 sec): 3 clusters Score: Raw -248275.062794 + Penalty 2621.823438 = -245653.239356 nChanged 2 SP:Iteration 27Q (1727.748930 sec): 3 clusters Score: Raw -248275.792160 + Penalty 2621.823438 = -245653.968722 nChanged 2 SP:Iteration 28Q (1727.764087 sec): 3 clusters Score: Raw -248276.746757 + Penalty 2621.823438 = -245654.923319 nChanged 4 SP:Iteration 29Q (1727.779205 sec): 3 clusters Score: Raw -248278.793639 + Penalty 2621.823438 = -245656.970201 nChanged 5 SP:Iteration 30Q (1727.794188 sec): 3 clusters Score: Raw -248279.882799 + Penalty 2621.823438 = -245658.059361 nChanged 5 SP:Iteration 31Q (1727.809295 sec): 3 clusters Score: Raw -248281.547601 + Penalty 2621.823438 = -245659.724163 nChanged 5 SP:Iteration 32Q (1727.824263 sec): 3 clusters Score: Raw -248283.015030 + Penalty 2621.823438 = -245661.191592 nChanged 5 SP:Iteration 33Q (1727.839222 sec): 3 clusters Score: Raw -248284.109787 + Penalty 2621.823438 = -245662.286349 nChanged 3 SP:Iteration 34Q (1727.854155 sec): 3 clusters Score: Raw -248284.846045 + Penalty 2621.823438 = -245663.022607 nChanged 5 SP:Iteration 35Q (1727.869319 sec): 3 clusters Score: Raw -248286.175737 + Penalty 2621.823438 = -245664.352299 nChanged 8 SP:Iteration 36Q (1727.884298 sec): 3 clusters Score: Raw -248289.336538 + Penalty 2621.823438 = -245667.513100 nChanged 10 SP:Iteration 37Q (1727.899437 sec): 3 clusters Score: Raw -248292.537502 + Penalty 2621.823438 = -245670.714064 nChanged 6 SP:Iteration 38Q (1727.914538 sec): 3 clusters Score: Raw -248294.155530 + Penalty 2621.823438 = -245672.332092 nChanged 2 SP:Iteration 39Q (1727.929523 sec): 3 clusters Score: Raw -248294.738971 + Penalty 2621.823438 = -245672.915533 nChanged 2 SP:Iteration 40F (1727.944860 sec): 3 clusters Score: Raw -248295.465651 + Penalty 2621.823438 = -245673.642213 nChanged 4 SP:Iteration 41Q (1727.960021 sec): 3 clusters Score: Raw -248296.819456 + Penalty 2621.823438 = -245674.996018 nChanged 4 SP:Iteration 42Q (1727.974971 sec): 3 clusters Score: Raw -248297.786894 + Penalty 2621.823438 = -245675.963456 nChanged 4 SP:Iteration 43Q (1727.990056 sec): 3 clusters Score: Raw -248298.885881 + Penalty 2621.823438 = -245677.062443 nChanged 5 SP:Iteration 44Q (1728.005025 sec): 3 clusters Score: Raw -248300.302444 + Penalty 2621.823438 = -245678.479006 nChanged 2 SP:Iteration 45Q (1728.020124 sec): 3 clusters Score: Raw -248300.642027 + Penalty 2621.823438 = -245678.818589 nChanged 1 SP:Iteration 46Q (1728.035226 sec): 3 clusters Score: Raw -248300.820774 + Penalty 2621.823438 = -245678.997336 nChanged 0 SP:Iteration 47F (1728.050657 sec): 3 clusters Score: Raw -248300.820774 + Penalty 2621.823438 = -245678.997336 nChanged 0 Trying to split cluster 26 (3182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1728.067135 sec): 2 clusters Score: Raw -264660.865428 + Penalty 1310.605596 = -263350.259831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1728.083476 sec): 3 clusters Score: Raw -263118.924119 + Penalty 2621.211193 = -260497.712926 nChanged 1209 SP:Iteration 1F (1728.098947 sec): 3 clusters Score: Raw -263851.903729 + Penalty 2621.211193 = -261230.692537 nChanged 270 SP:Iteration 2F (1728.114441 sec): 3 clusters Score: Raw -264060.250970 + Penalty 2621.211193 = -261439.039778 nChanged 187 SP:Iteration 3F (1728.129868 sec): 3 clusters Score: Raw -264203.574684 + Penalty 2621.211193 = -261582.363491 nChanged 161 SP:Iteration 4F (1728.145335 sec): 3 clusters Score: Raw -264324.150401 + Penalty 2621.211193 = -261702.939208 nChanged 138 SP:Iteration 5Q (1728.160764 sec): 3 clusters Score: Raw -264408.996635 + Penalty 2621.211193 = -261787.785442 nChanged 113 SP:Iteration 6Q (1728.176195 sec): 3 clusters Score: Raw -264486.145176 + Penalty 2621.211193 = -261864.933983 nChanged 110 SP:Iteration 7Q (1728.191440 sec): 3 clusters Score: Raw -264566.478644 + Penalty 2621.211193 = -261945.267452 nChanged 105 SP:Iteration 8Q (1728.206848 sec): 3 clusters Score: Raw -264644.694755 + Penalty 2621.211193 = -262023.483562 nChanged 95 SP:Iteration 9Q (1728.222113 sec): 3 clusters Score: Raw -264699.406317 + Penalty 2621.211193 = -262078.195124 nChanged 63 SP:Iteration 10Q (1728.237485 sec): 3 clusters Score: Raw -264733.853304 + Penalty 2621.211193 = -262112.642111 nChanged 38 SP:Iteration 11Q (1728.252865 sec): 3 clusters Score: Raw -264751.810393 + Penalty 2621.211193 = -262130.599200 nChanged 37 SP:Iteration 12Q (1728.268221 sec): 3 clusters Score: Raw -264767.895037 + Penalty 2621.211193 = -262146.683844 nChanged 33 SP:Iteration 13Q (1728.283470 sec): 3 clusters Score: Raw -264783.088122 + Penalty 2621.211193 = -262161.876929 nChanged 26 SP:Iteration 14Q (1728.298698 sec): 3 clusters Score: Raw -264794.912420 + Penalty 2621.211193 = -262173.701227 nChanged 16 SP:Iteration 15Q (1728.314070 sec): 3 clusters Score: Raw -264803.581071 + Penalty 2621.211193 = -262182.369878 nChanged 14 SP:Iteration 16Q (1728.329233 sec): 3 clusters Score: Raw -264811.870294 + Penalty 2621.211193 = -262190.659101 nChanged 20 SP:Iteration 17Q (1728.344606 sec): 3 clusters Score: Raw -264821.917948 + Penalty 2621.211193 = -262200.706755 nChanged 21 SP:Iteration 18Q (1728.359930 sec): 3 clusters Score: Raw -264828.894826 + Penalty 2621.211193 = -262207.683633 nChanged 11 SP:Iteration 19Q (1728.375148 sec): 3 clusters Score: Raw -264833.442778 + Penalty 2621.211193 = -262212.231585 nChanged 13 SP:Iteration 20F (1728.390422 sec): 3 clusters Score: Raw -264839.720310 + Penalty 2621.211193 = -262218.509117 nChanged 11 SP:Iteration 21Q (1728.405772 sec): 3 clusters Score: Raw -264844.578256 + Penalty 2621.211193 = -262223.367063 nChanged 10 SP:Iteration 22Q (1728.421087 sec): 3 clusters Score: Raw -264848.203568 + Penalty 2621.211193 = -262226.992375 nChanged 8 SP:Iteration 23Q (1728.436378 sec): 3 clusters Score: Raw -264851.652846 + Penalty 2621.211193 = -262230.441653 nChanged 8 SP:Iteration 24Q (1728.451643 sec): 3 clusters Score: Raw -264854.758447 + Penalty 2621.211193 = -262233.547254 nChanged 5 SP:Iteration 25Q (1728.466962 sec): 3 clusters Score: Raw -264856.582760 + Penalty 2621.211193 = -262235.371567 nChanged 4 SP:Iteration 26Q (1728.482114 sec): 3 clusters Score: Raw -264858.424597 + Penalty 2621.211193 = -262237.213404 nChanged 5 SP:Iteration 27Q (1728.497412 sec): 3 clusters Score: Raw -264859.834728 + Penalty 2621.211193 = -262238.623535 nChanged 3 SP:Iteration 28Q (1728.512557 sec): 3 clusters Score: Raw -264861.763069 + Penalty 2621.211193 = -262240.551876 nChanged 5 SP:Iteration 29Q (1728.527711 sec): 3 clusters Score: Raw -264863.835537 + Penalty 2621.211193 = -262242.624344 nChanged 5 SP:Iteration 30Q (1728.542830 sec): 3 clusters Score: Raw -264867.685978 + Penalty 2621.211193 = -262246.474785 nChanged 10 SP:Iteration 31Q (1728.558121 sec): 3 clusters Score: Raw -264872.305911 + Penalty 2621.211193 = -262251.094718 nChanged 6 SP:Iteration 32Q (1728.573379 sec): 3 clusters Score: Raw -264874.043177 + Penalty 2621.211193 = -262252.831984 nChanged 3 SP:Iteration 33Q (1728.588650 sec): 3 clusters Score: Raw -264875.274654 + Penalty 2621.211193 = -262254.063461 nChanged 4 SP:Iteration 34Q (1728.603979 sec): 3 clusters Score: Raw -264877.030760 + Penalty 2621.211193 = -262255.819568 nChanged 4 SP:Iteration 35Q (1728.619079 sec): 3 clusters Score: Raw -264878.011070 + Penalty 2621.211193 = -262256.799878 nChanged 6 SP:Iteration 36Q (1728.634389 sec): 3 clusters Score: Raw -264879.132061 + Penalty 2621.211193 = -262257.920868 nChanged 2 SP:Iteration 37Q (1728.649661 sec): 3 clusters Score: Raw -264879.410447 + Penalty 2621.211193 = -262258.199254 nChanged 0 SP:Iteration 38F (1728.665092 sec): 3 clusters Score: Raw -264879.410447 + Penalty 2621.211193 = -262258.199254 nChanged 0 Trying to split cluster 27 (24666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1728.704758 sec): 2 clusters Score: Raw -2085710.138015 + Penalty 1643.391922 = -2084066.746093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1728.754863 sec): 3 clusters Score: Raw -2070733.633535 + Penalty 3286.783843 = -2067446.849691 nChanged 11192 SP:Iteration 1F (1728.802670 sec): 3 clusters Score: Raw -2077203.132447 + Penalty 3286.783843 = -2073916.348604 nChanged 1343 SP:Iteration 2F (1728.862765 sec): 3 clusters Score: Raw -2077768.119473 + Penalty 3286.783843 = -2074481.335630 nChanged 1297 SP:Iteration 3F (1728.913127 sec): 3 clusters Score: Raw -2078373.005015 + Penalty 3286.783843 = -2075086.221172 nChanged 1337 SP:Iteration 4F (1728.960642 sec): 3 clusters Score: Raw -2079043.883334 + Penalty 3286.783843 = -2075757.099491 nChanged 1344 SP:Iteration 5F (1729.008151 sec): 3 clusters Score: Raw -2079765.944503 + Penalty 3286.783843 = -2076479.160659 nChanged 1294 SP:Iteration 6F (1729.056232 sec): 3 clusters Score: Raw -2080554.419012 + Penalty 3286.783843 = -2077267.635169 nChanged 1321 SP:Iteration 7F (1729.103872 sec): 3 clusters Score: Raw -2081412.193916 + Penalty 3286.783843 = -2078125.410073 nChanged 1209 SP:Iteration 8Q (1729.152763 sec): 3 clusters Score: Raw -2082161.525058 + Penalty 3286.783843 = -2078874.741215 nChanged 1016 SP:Iteration 9Q (1729.200803 sec): 3 clusters Score: Raw -2082700.971028 + Penalty 3286.783843 = -2079414.187184 nChanged 809 SP:Iteration 10Q (1729.248706 sec): 3 clusters Score: Raw -2083008.311065 + Penalty 3286.783843 = -2079721.527221 nChanged 552 SP:Iteration 11Q (1729.296191 sec): 3 clusters Score: Raw -2083168.522063 + Penalty 3286.783843 = -2079881.738220 nChanged 357 SP:Iteration 12Q (1729.343269 sec): 3 clusters Score: Raw -2083250.496932 + Penalty 3286.783843 = -2079963.713089 nChanged 294 SP:Iteration 13Q (1729.390468 sec): 3 clusters Score: Raw -2083314.961415 + Penalty 3286.783843 = -2080028.177572 nChanged 242 SP:Iteration 14Q (1729.437396 sec): 3 clusters Score: Raw -2083358.043964 + Penalty 3286.783843 = -2080071.260121 nChanged 192 SP:Iteration 15Q (1729.484519 sec): 3 clusters Score: Raw -2083386.140950 + Penalty 3286.783843 = -2080099.357106 nChanged 159 SP:Iteration 16Q (1729.531097 sec): 3 clusters Score: Raw -2083407.740548 + Penalty 3286.783843 = -2080120.956705 nChanged 148 SP:Iteration 17Q (1729.577976 sec): 3 clusters Score: Raw -2083426.897476 + Penalty 3286.783843 = -2080140.113633 nChanged 138 SP:Iteration 18Q (1729.624635 sec): 3 clusters Score: Raw -2083449.557346 + Penalty 3286.783843 = -2080162.773503 nChanged 137 SP:Iteration 19Q (1729.671491 sec): 3 clusters Score: Raw -2083474.422143 + Penalty 3286.783843 = -2080187.638299 nChanged 162 SP:Iteration 20F (1729.718862 sec): 3 clusters Score: Raw -2083505.612022 + Penalty 3286.783843 = -2080218.828179 nChanged 180 SP:Iteration 21Q (1729.765967 sec): 3 clusters Score: Raw -2083539.385116 + Penalty 3286.783843 = -2080252.601273 nChanged 195 SP:Iteration 22Q (1729.812826 sec): 3 clusters Score: Raw -2083576.341400 + Penalty 3286.783843 = -2080289.557557 nChanged 200 SP:Iteration 23Q (1729.859476 sec): 3 clusters Score: Raw -2083613.375688 + Penalty 3286.783843 = -2080326.591845 nChanged 216 SP:Iteration 24Q (1729.906033 sec): 3 clusters Score: Raw -2083657.733467 + Penalty 3286.783843 = -2080370.949623 nChanged 196 SP:Iteration 25Q (1729.952581 sec): 3 clusters Score: Raw -2083697.318219 + Penalty 3286.783843 = -2080410.534376 nChanged 186 SP:Iteration 26Q (1729.998918 sec): 3 clusters Score: Raw -2083734.382551 + Penalty 3286.783843 = -2080447.598708 nChanged 194 SP:Iteration 27Q (1730.045154 sec): 3 clusters Score: Raw -2083772.103466 + Penalty 3286.783843 = -2080485.319623 nChanged 180 SP:Iteration 28Q (1730.091632 sec): 3 clusters Score: Raw -2083809.709859 + Penalty 3286.783843 = -2080522.926016 nChanged 199 SP:Iteration 29Q (1730.137640 sec): 3 clusters Score: Raw -2083852.787035 + Penalty 3286.783843 = -2080566.003192 nChanged 200 SP:Iteration 30Q (1730.183610 sec): 3 clusters Score: Raw -2083896.582533 + Penalty 3286.783843 = -2080609.798689 nChanged 217 SP:Iteration 31Q (1730.229715 sec): 3 clusters Score: Raw -2083944.014948 + Penalty 3286.783843 = -2080657.231104 nChanged 214 SP:Iteration 32Q (1730.275308 sec): 3 clusters Score: Raw -2083994.638821 + Penalty 3286.783843 = -2080707.854978 nChanged 224 SP:Iteration 33Q (1730.321054 sec): 3 clusters Score: Raw -2084056.839311 + Penalty 3286.783843 = -2080770.055468 nChanged 227 SP:Iteration 34Q (1730.366795 sec): 3 clusters Score: Raw -2084121.356656 + Penalty 3286.783843 = -2080834.572813 nChanged 239 SP:Iteration 35Q (1730.412067 sec): 3 clusters Score: Raw -2084197.896267 + Penalty 3286.783843 = -2080911.112424 nChanged 266 SP:Iteration 36Q (1730.457301 sec): 3 clusters Score: Raw -2084281.600184 + Penalty 3286.783843 = -2080994.816341 nChanged 286 SP:Iteration 37Q (1730.502497 sec): 3 clusters Score: Raw -2084386.966279 + Penalty 3286.783843 = -2081100.182436 nChanged 307 SP:Iteration 38Q (1730.547260 sec): 3 clusters Score: Raw -2084508.499897 + Penalty 3286.783843 = -2081221.716054 nChanged 291 SP:Iteration 39Q (1730.591874 sec): 3 clusters Score: Raw -2084624.341326 + Penalty 3286.783843 = -2081337.557482 nChanged 257 SP:Iteration 40F (1730.639419 sec): 3 clusters Score: Raw -2084726.574761 + Penalty 3286.783843 = -2081439.790918 nChanged 260 SP:Iteration 41Q (1730.683992 sec): 3 clusters Score: Raw -2084834.268898 + Penalty 3286.783843 = -2081547.485055 nChanged 279 SP:Iteration 42Q (1730.728228 sec): 3 clusters Score: Raw -2084949.196385 + Penalty 3286.783843 = -2081662.412542 nChanged 256 SP:Iteration 43Q (1730.772038 sec): 3 clusters Score: Raw -2085066.890923 + Penalty 3286.783843 = -2081780.107080 nChanged 243 SP:Iteration 44Q (1730.815504 sec): 3 clusters Score: Raw -2085170.430417 + Penalty 3286.783843 = -2081883.646574 nChanged 221 SP:Iteration 45Q (1730.858782 sec): 3 clusters Score: Raw -2085265.336798 + Penalty 3286.783843 = -2081978.552955 nChanged 186 SP:Iteration 46Q (1730.901786 sec): 3 clusters Score: Raw -2085348.401389 + Penalty 3286.783843 = -2082061.617546 nChanged 187 SP:Iteration 47Q (1730.944554 sec): 3 clusters Score: Raw -2085428.616690 + Penalty 3286.783843 = -2082141.832846 nChanged 173 SP:Iteration 48Q (1730.987224 sec): 3 clusters Score: Raw -2085503.860878 + Penalty 3286.783843 = -2082217.077035 nChanged 147 SP:Iteration 49Q (1731.029570 sec): 3 clusters Score: Raw -2085559.076366 + Penalty 3286.783843 = -2082272.292522 nChanged 119 SP:Iteration 50Q (1731.071942 sec): 3 clusters Score: Raw -2085597.815648 + Penalty 3286.783843 = -2082311.031805 nChanged 113 SP:Iteration 51Q (1731.113984 sec): 3 clusters Score: Raw -2085637.759365 + Penalty 3286.783843 = -2082350.975522 nChanged 104 SP:Iteration 52Q (1731.156075 sec): 3 clusters Score: Raw -2085672.384235 + Penalty 3286.783843 = -2082385.600391 nChanged 91 SP:Iteration 53Q (1731.197850 sec): 3 clusters Score: Raw -2085697.761092 + Penalty 3286.783843 = -2082410.977249 nChanged 69 SP:Iteration 54Q (1731.239615 sec): 3 clusters Score: Raw -2085712.610680 + Penalty 3286.783843 = -2082425.826837 nChanged 53 SP:Iteration 55Q (1731.281230 sec): 3 clusters Score: Raw -2085724.133266 + Penalty 3286.783843 = -2082437.349422 nChanged 52 SP:Iteration 56Q (1731.322990 sec): 3 clusters Score: Raw -2085736.469180 + Penalty 3286.783843 = -2082449.685336 nChanged 54 SP:Iteration 57Q (1731.364538 sec): 3 clusters Score: Raw -2085749.846463 + Penalty 3286.783843 = -2082463.062620 nChanged 48 SP:Iteration 58Q (1731.406295 sec): 3 clusters Score: Raw -2085760.125976 + Penalty 3286.783843 = -2082473.342133 nChanged 55 SP:Iteration 59Q (1731.447741 sec): 3 clusters Score: Raw -2085770.847918 + Penalty 3286.783843 = -2082484.064075 nChanged 45 SP:Iteration 60F (1731.495326 sec): 3 clusters Score: Raw -2085778.414964 + Penalty 3286.783843 = -2082491.631120 nChanged 41 SP:Iteration 61Q (1731.537100 sec): 3 clusters Score: Raw -2085786.035017 + Penalty 3286.783843 = -2082499.251174 nChanged 34 SP:Iteration 62Q (1731.578425 sec): 3 clusters Score: Raw -2085791.492842 + Penalty 3286.783843 = -2082504.708999 nChanged 33 SP:Iteration 63Q (1731.619951 sec): 3 clusters Score: Raw -2085798.389918 + Penalty 3286.783843 = -2082511.606075 nChanged 35 SP:Iteration 64Q (1731.661272 sec): 3 clusters Score: Raw -2085804.341688 + Penalty 3286.783843 = -2082517.557845 nChanged 25 SP:Iteration 65Q (1731.702784 sec): 3 clusters Score: Raw -2085808.925865 + Penalty 3286.783843 = -2082522.142022 nChanged 30 SP:Iteration 66Q (1731.743931 sec): 3 clusters Score: Raw -2085813.641456 + Penalty 3286.783843 = -2082526.857613 nChanged 17 SP:Iteration 67Q (1731.785394 sec): 3 clusters Score: Raw -2085816.339026 + Penalty 3286.783843 = -2082529.555183 nChanged 18 SP:Iteration 68Q (1731.826624 sec): 3 clusters Score: Raw -2085818.873795 + Penalty 3286.783843 = -2082532.089952 nChanged 15 SP:Iteration 69Q (1731.867986 sec): 3 clusters Score: Raw -2085820.782814 + Penalty 3286.783843 = -2082533.998971 nChanged 12 SP:Iteration 70Q (1731.909052 sec): 3 clusters Score: Raw -2085822.263542 + Penalty 3286.783843 = -2082535.479699 nChanged 14 SP:Iteration 71Q (1731.950428 sec): 3 clusters Score: Raw -2085824.054902 + Penalty 3286.783843 = -2082537.271059 nChanged 13 SP:Iteration 72Q (1731.991483 sec): 3 clusters Score: Raw -2085825.916187 + Penalty 3286.783843 = -2082539.132344 nChanged 14 SP:Iteration 73Q (1732.032697 sec): 3 clusters Score: Raw -2085827.820152 + Penalty 3286.783843 = -2082541.036309 nChanged 16 SP:Iteration 74Q (1732.073664 sec): 3 clusters Score: Raw -2085829.198301 + Penalty 3286.783843 = -2082542.414457 nChanged 10 SP:Iteration 75Q (1732.115024 sec): 3 clusters Score: Raw -2085830.387310 + Penalty 3286.783843 = -2082543.603467 nChanged 14 SP:Iteration 76Q (1732.156381 sec): 3 clusters Score: Raw -2085832.295340 + Penalty 3286.783843 = -2082545.511497 nChanged 15 SP:Iteration 77Q (1732.197632 sec): 3 clusters Score: Raw -2085834.988479 + Penalty 3286.783843 = -2082548.204636 nChanged 17 SP:Iteration 78Q (1732.238932 sec): 3 clusters Score: Raw -2085837.670470 + Penalty 3286.783843 = -2082550.886627 nChanged 13 SP:Iteration 79Q (1732.280029 sec): 3 clusters Score: Raw -2085839.395828 + Penalty 3286.783843 = -2082552.611985 nChanged 9 SP:Iteration 80F (1732.327515 sec): 3 clusters Score: Raw -2085840.947779 + Penalty 3286.783843 = -2082554.163935 nChanged 14 SP:Iteration 81Q (1732.368832 sec): 3 clusters Score: Raw -2085843.560050 + Penalty 3286.783843 = -2082556.776207 nChanged 11 SP:Iteration 82Q (1732.410011 sec): 3 clusters Score: Raw -2085845.152107 + Penalty 3286.783843 = -2082558.368263 nChanged 10 SP:Iteration 83Q (1732.451086 sec): 3 clusters Score: Raw -2085846.179185 + Penalty 3286.783843 = -2082559.395341 nChanged 5 SP:Iteration 84Q (1732.492214 sec): 3 clusters Score: Raw -2085846.733360 + Penalty 3286.783843 = -2082559.949517 nChanged 10 SP:Iteration 85Q (1732.533165 sec): 3 clusters Score: Raw -2085847.713992 + Penalty 3286.783843 = -2082560.930149 nChanged 8 SP:Iteration 86Q (1732.574282 sec): 3 clusters Score: Raw -2085848.509166 + Penalty 3286.783843 = -2082561.725323 nChanged 7 SP:Iteration 87Q (1732.615214 sec): 3 clusters Score: Raw -2085849.487231 + Penalty 3286.783843 = -2082562.703388 nChanged 5 SP:Iteration 88Q (1732.656257 sec): 3 clusters Score: Raw -2085850.318768 + Penalty 3286.783843 = -2082563.534925 nChanged 10 SP:Iteration 89Q (1732.699075 sec): 3 clusters Score: Raw -2085851.810573 + Penalty 3286.783843 = -2082565.026730 nChanged 11 SP:Iteration 90Q (1732.739967 sec): 3 clusters Score: Raw -2085853.463810 + Penalty 3286.783843 = -2082566.679967 nChanged 13 SP:Iteration 91Q (1732.781068 sec): 3 clusters Score: Raw -2085855.412081 + Penalty 3286.783843 = -2082568.628238 nChanged 11 SP:Iteration 92Q (1732.822035 sec): 3 clusters Score: Raw -2085856.624459 + Penalty 3286.783843 = -2082569.840616 nChanged 12 SP:Iteration 93Q (1732.863231 sec): 3 clusters Score: Raw -2085858.222534 + Penalty 3286.783843 = -2082571.438691 nChanged 9 SP:Iteration 94Q (1732.904188 sec): 3 clusters Score: Raw -2085859.708708 + Penalty 3286.783843 = -2082572.924865 nChanged 10 SP:Iteration 95Q (1732.945264 sec): 3 clusters Score: Raw -2085861.055202 + Penalty 3286.783843 = -2082574.271358 nChanged 10 SP:Iteration 96Q (1732.986265 sec): 3 clusters Score: Raw -2085862.812041 + Penalty 3286.783843 = -2082576.028197 nChanged 17 SP:Iteration 97Q (1733.027241 sec): 3 clusters Score: Raw -2085866.184757 + Penalty 3286.783843 = -2082579.400913 nChanged 18 SP:Iteration 98Q (1733.080642 sec): 3 clusters Score: Raw -2085870.389515 + Penalty 3286.783843 = -2082583.605671 nChanged 23 SP:Iteration 99Q (1733.120843 sec): 3 clusters Score: Raw -2085874.828766 + Penalty 3286.783843 = -2082588.044923 nChanged 19 SP:Iteration 100F (1733.167941 sec): 3 clusters Score: Raw -2085877.681164 + Penalty 3286.783843 = -2082590.897321 nChanged 19 SP:Iteration 101Q (1733.209169 sec): 3 clusters Score: Raw -2085880.674568 + Penalty 3286.783843 = -2082593.890725 nChanged 18 SP:Iteration 102Q (1733.250140 sec): 3 clusters Score: Raw -2085883.625743 + Penalty 3286.783843 = -2082596.841900 nChanged 13 SP:Iteration 103Q (1733.291009 sec): 3 clusters Score: Raw -2085885.471104 + Penalty 3286.783843 = -2082598.687260 nChanged 11 SP:Iteration 104Q (1733.331822 sec): 3 clusters Score: Raw -2085887.118065 + Penalty 3286.783843 = -2082600.334222 nChanged 8 SP:Iteration 105Q (1733.372923 sec): 3 clusters Score: Raw -2085888.435577 + Penalty 3286.783843 = -2082601.651733 nChanged 10 SP:Iteration 106Q (1733.413755 sec): 3 clusters Score: Raw -2085889.990533 + Penalty 3286.783843 = -2082603.206689 nChanged 13 SP:Iteration 107Q (1733.454713 sec): 3 clusters Score: Raw -2085892.031679 + Penalty 3286.783843 = -2082605.247836 nChanged 15 SP:Iteration 108Q (1733.495519 sec): 3 clusters Score: Raw -2085894.354881 + Penalty 3286.783843 = -2082607.571038 nChanged 15 SP:Iteration 109Q (1733.536449 sec): 3 clusters Score: Raw -2085896.098457 + Penalty 3286.783843 = -2082609.314613 nChanged 9 SP:Iteration 110Q (1733.577215 sec): 3 clusters Score: Raw -2085897.419039 + Penalty 3286.783843 = -2082610.635195 nChanged 8 SP:Iteration 111Q (1733.617997 sec): 3 clusters Score: Raw -2085898.721412 + Penalty 3286.783843 = -2082611.937568 nChanged 9 SP:Iteration 112Q (1733.658886 sec): 3 clusters Score: Raw -2085900.141238 + Penalty 3286.783843 = -2082613.357395 nChanged 10 SP:Iteration 113Q (1733.699739 sec): 3 clusters Score: Raw -2085901.487004 + Penalty 3286.783843 = -2082614.703160 nChanged 7 SP:Iteration 114Q (1733.740575 sec): 3 clusters Score: Raw -2085902.329431 + Penalty 3286.783843 = -2082615.545588 nChanged 4 SP:Iteration 115Q (1733.781529 sec): 3 clusters Score: Raw -2085903.215329 + Penalty 3286.783843 = -2082616.431486 nChanged 6 SP:Iteration 116Q (1733.822493 sec): 3 clusters Score: Raw -2085904.131466 + Penalty 3286.783843 = -2082617.347623 nChanged 4 SP:Iteration 117Q (1733.876827 sec): 3 clusters Score: Raw -2085904.735296 + Penalty 3286.783843 = -2082617.951453 nChanged 7 SP:Iteration 118Q (1733.917874 sec): 3 clusters Score: Raw -2085905.662855 + Penalty 3286.783843 = -2082618.879012 nChanged 5 SP:Iteration 119Q (1733.958592 sec): 3 clusters Score: Raw -2085905.979887 + Penalty 3286.783843 = -2082619.196044 nChanged 2 SP:Iteration 120F (1734.006174 sec): 3 clusters Score: Raw -2085906.173449 + Penalty 3286.783843 = -2082619.389605 nChanged 3 SP:Iteration 121Q (1734.047095 sec): 3 clusters Score: Raw -2085906.526290 + Penalty 3286.783843 = -2082619.742447 nChanged 2 SP:Iteration 122Q (1734.087961 sec): 3 clusters Score: Raw -2085906.833664 + Penalty 3286.783843 = -2082620.049821 nChanged 4 SP:Iteration 123Q (1734.128899 sec): 3 clusters Score: Raw -2085907.763443 + Penalty 3286.783843 = -2082620.979600 nChanged 8 SP:Iteration 124Q (1734.169481 sec): 3 clusters Score: Raw -2085908.662055 + Penalty 3286.783843 = -2082621.878212 nChanged 8 SP:Iteration 125Q (1734.210451 sec): 3 clusters Score: Raw -2085909.526920 + Penalty 3286.783843 = -2082622.743077 nChanged 3 SP:Iteration 126Q (1734.250930 sec): 3 clusters Score: Raw -2085909.766252 + Penalty 3286.783843 = -2082622.982409 nChanged 5 SP:Iteration 127Q (1734.291821 sec): 3 clusters Score: Raw -2085910.327350 + Penalty 3286.783843 = -2082623.543507 nChanged 4 SP:Iteration 128Q (1734.332416 sec): 3 clusters Score: Raw -2085910.842165 + Penalty 3286.783843 = -2082624.058322 nChanged 7 SP:Iteration 129Q (1734.373345 sec): 3 clusters Score: Raw -2085911.783081 + Penalty 3286.783843 = -2082624.999238 nChanged 6 SP:Iteration 130Q (1734.413976 sec): 3 clusters Score: Raw -2085912.409544 + Penalty 3286.783843 = -2082625.625701 nChanged 5 SP:Iteration 131Q (1734.454829 sec): 3 clusters Score: Raw -2085912.840862 + Penalty 3286.783843 = -2082626.057019 nChanged 2 SP:Iteration 132Q (1734.495599 sec): 3 clusters Score: Raw -2085912.904398 + Penalty 3286.783843 = -2082626.120554 nChanged 2 SP:Iteration 133Q (1734.536362 sec): 3 clusters Score: Raw -2085913.072952 + Penalty 3286.783843 = -2082626.289109 nChanged 0 SP:Iteration 134F (1734.583698 sec): 3 clusters Score: Raw -2085913.072952 + Penalty 3286.783843 = -2082626.289109 nChanged 0 Trying to split cluster 28 (5128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.600519 sec): 2 clusters Score: Raw -424592.246296 + Penalty 1388.151537 = -423204.094759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.621925 sec): 3 clusters Score: Raw -421945.060838 + Penalty 2776.303075 = -419168.757764 nChanged 2056 SP:Iteration 1F (1734.642705 sec): 3 clusters Score: Raw -423158.907884 + Penalty 2776.303075 = -420382.604810 nChanged 385 SP:Iteration 2F (1734.663531 sec): 3 clusters Score: Raw -423384.943089 + Penalty 2776.303075 = -420608.640014 nChanged 301 SP:Iteration 3F (1734.684335 sec): 3 clusters Score: Raw -423564.460557 + Penalty 2776.303075 = -420788.157483 nChanged 247 SP:Iteration 4Q (1734.705271 sec): 3 clusters Score: Raw -423710.398835 + Penalty 2776.303075 = -420934.095761 nChanged 224 SP:Iteration 5Q (1734.726084 sec): 3 clusters Score: Raw -423823.829393 + Penalty 2776.303075 = -421047.526318 nChanged 197 SP:Iteration 6Q (1734.746957 sec): 3 clusters Score: Raw -423926.834186 + Penalty 2776.303075 = -421150.531112 nChanged 158 SP:Iteration 7Q (1734.767658 sec): 3 clusters Score: Raw -424007.118784 + Penalty 2776.303075 = -421230.815709 nChanged 160 SP:Iteration 8Q (1734.788408 sec): 3 clusters Score: Raw -424093.593036 + Penalty 2776.303075 = -421317.289961 nChanged 153 SP:Iteration 9Q (1734.809213 sec): 3 clusters Score: Raw -424162.683286 + Penalty 2776.303075 = -421386.380212 nChanged 117 SP:Iteration 10Q (1734.830049 sec): 3 clusters Score: Raw -424214.482608 + Penalty 2776.303075 = -421438.179534 nChanged 107 SP:Iteration 11Q (1734.850899 sec): 3 clusters Score: Raw -424257.922998 + Penalty 2776.303075 = -421481.619923 nChanged 94 SP:Iteration 12Q (1734.871605 sec): 3 clusters Score: Raw -424297.866361 + Penalty 2776.303075 = -421521.563287 nChanged 84 SP:Iteration 13Q (1734.892108 sec): 3 clusters Score: Raw -424332.211482 + Penalty 2776.303075 = -421555.908408 nChanged 66 SP:Iteration 14Q (1734.912719 sec): 3 clusters Score: Raw -424363.709915 + Penalty 2776.303075 = -421587.406840 nChanged 74 SP:Iteration 15Q (1734.933286 sec): 3 clusters Score: Raw -424398.033917 + Penalty 2776.303075 = -421621.730843 nChanged 64 SP:Iteration 16Q (1734.953871 sec): 3 clusters Score: Raw -424429.091555 + Penalty 2776.303075 = -421652.788481 nChanged 61 SP:Iteration 17Q (1734.974486 sec): 3 clusters Score: Raw -424455.120981 + Penalty 2776.303075 = -421678.817906 nChanged 63 SP:Iteration 18Q (1734.994952 sec): 3 clusters Score: Raw -424480.073540 + Penalty 2776.303075 = -421703.770466 nChanged 53 SP:Iteration 19Q (1735.015528 sec): 3 clusters Score: Raw -424505.090692 + Penalty 2776.303075 = -421728.787618 nChanged 59 SP:Iteration 20F (1735.036235 sec): 3 clusters Score: Raw -424528.857124 + Penalty 2776.303075 = -421752.554049 nChanged 54 SP:Iteration 21Q (1735.056890 sec): 3 clusters Score: Raw -424549.277663 + Penalty 2776.303075 = -421772.974588 nChanged 48 SP:Iteration 22Q (1735.077273 sec): 3 clusters Score: Raw -424572.639446 + Penalty 2776.303075 = -421796.336371 nChanged 50 SP:Iteration 23Q (1735.097520 sec): 3 clusters Score: Raw -424595.188555 + Penalty 2776.303075 = -421818.885481 nChanged 46 SP:Iteration 24Q (1735.117935 sec): 3 clusters Score: Raw -424613.239901 + Penalty 2776.303075 = -421836.936827 nChanged 43 SP:Iteration 25Q (1735.138484 sec): 3 clusters Score: Raw -424631.065657 + Penalty 2776.303075 = -421854.762582 nChanged 35 SP:Iteration 26Q (1735.158701 sec): 3 clusters Score: Raw -424645.307884 + Penalty 2776.303075 = -421869.004809 nChanged 32 SP:Iteration 27Q (1735.178924 sec): 3 clusters Score: Raw -424658.659722 + Penalty 2776.303075 = -421882.356647 nChanged 29 SP:Iteration 28Q (1735.199273 sec): 3 clusters Score: Raw -424668.619816 + Penalty 2776.303075 = -421892.316741 nChanged 23 SP:Iteration 29Q (1735.219568 sec): 3 clusters Score: Raw -424678.165711 + Penalty 2776.303075 = -421901.862637 nChanged 20 SP:Iteration 30Q (1735.239842 sec): 3 clusters Score: Raw -424687.519756 + Penalty 2776.303075 = -421911.216682 nChanged 16 SP:Iteration 31Q (1735.260179 sec): 3 clusters Score: Raw -424693.354754 + Penalty 2776.303075 = -421917.051679 nChanged 10 SP:Iteration 32Q (1735.280050 sec): 3 clusters Score: Raw -424696.945452 + Penalty 2776.303075 = -421920.642377 nChanged 16 SP:Iteration 33Q (1735.300343 sec): 3 clusters Score: Raw -424701.901996 + Penalty 2776.303075 = -421925.598921 nChanged 15 SP:Iteration 34Q (1735.320653 sec): 3 clusters Score: Raw -424705.588746 + Penalty 2776.303075 = -421929.285671 nChanged 9 SP:Iteration 35Q (1735.340922 sec): 3 clusters Score: Raw -424707.663384 + Penalty 2776.303075 = -421931.360309 nChanged 4 SP:Iteration 36Q (1735.361203 sec): 3 clusters Score: Raw -424708.444476 + Penalty 2776.303075 = -421932.141402 nChanged 3 SP:Iteration 37Q (1735.381356 sec): 3 clusters Score: Raw -424709.087101 + Penalty 2776.303075 = -421932.784026 nChanged 2 SP:Iteration 38Q (1735.401436 sec): 3 clusters Score: Raw -424709.652137 + Penalty 2776.303075 = -421933.349062 nChanged 2 SP:Iteration 39Q (1735.421709 sec): 3 clusters Score: Raw -424709.935983 + Penalty 2776.303075 = -421933.632909 nChanged 0 SP:Iteration 40F (1735.442281 sec): 3 clusters Score: Raw -424709.935983 + Penalty 2776.303075 = -421933.632909 nChanged 0 Trying to split cluster 29 (8696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1735.464336 sec): 2 clusters Score: Raw -741618.425537 + Penalty 1473.975495 = -740144.450042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1735.490803 sec): 3 clusters Score: Raw -736701.976621 + Penalty 2947.950989 = -733754.025632 nChanged 3733 SP:Iteration 1F (1735.516296 sec): 3 clusters Score: Raw -738804.484417 + Penalty 2947.950989 = -735856.533428 nChanged 563 SP:Iteration 2F (1735.541851 sec): 3 clusters Score: Raw -739101.273264 + Penalty 2947.950989 = -736153.322275 nChanged 480 SP:Iteration 3F (1735.567262 sec): 3 clusters Score: Raw -739330.486285 + Penalty 2947.950989 = -736382.535295 nChanged 405 SP:Iteration 4Q (1735.593118 sec): 3 clusters Score: Raw -739511.550775 + Penalty 2947.950989 = -736563.599786 nChanged 340 SP:Iteration 5Q (1735.618797 sec): 3 clusters Score: Raw -739648.693925 + Penalty 2947.950989 = -736700.742935 nChanged 328 SP:Iteration 6Q (1735.644417 sec): 3 clusters Score: Raw -739797.336222 + Penalty 2947.950989 = -736849.385233 nChanged 312 SP:Iteration 7Q (1735.681820 sec): 3 clusters Score: Raw -739943.144284 + Penalty 2947.950989 = -736995.193295 nChanged 319 SP:Iteration 8Q (1735.742191 sec): 3 clusters Score: Raw -740114.985440 + Penalty 2947.950989 = -737167.034451 nChanged 322 SP:Iteration 9Q (1735.767298 sec): 3 clusters Score: Raw -740286.524722 + Penalty 2947.950989 = -737338.573733 nChanged 286 SP:Iteration 10Q (1735.792652 sec): 3 clusters Score: Raw -740450.451543 + Penalty 2947.950989 = -737502.500554 nChanged 260 SP:Iteration 11Q (1735.818207 sec): 3 clusters Score: Raw -740623.881531 + Penalty 2947.950989 = -737675.930541 nChanged 254 SP:Iteration 12Q (1735.843326 sec): 3 clusters Score: Raw -740792.074149 + Penalty 2947.950989 = -737844.123159 nChanged 223 SP:Iteration 13Q (1735.868480 sec): 3 clusters Score: Raw -740946.312186 + Penalty 2947.950989 = -737998.361197 nChanged 218 SP:Iteration 14Q (1735.893423 sec): 3 clusters Score: Raw -741084.016443 + Penalty 2947.950989 = -738136.065454 nChanged 195 SP:Iteration 15Q (1735.918043 sec): 3 clusters Score: Raw -741199.568059 + Penalty 2947.950989 = -738251.617069 nChanged 149 SP:Iteration 16Q (1735.942601 sec): 3 clusters Score: Raw -741299.384175 + Penalty 2947.950989 = -738351.433186 nChanged 134 SP:Iteration 17Q (1735.966795 sec): 3 clusters Score: Raw -741377.267505 + Penalty 2947.950989 = -738429.316516 nChanged 118 SP:Iteration 18Q (1735.990797 sec): 3 clusters Score: Raw -741449.050639 + Penalty 2947.950989 = -738501.099650 nChanged 101 SP:Iteration 19Q (1736.014739 sec): 3 clusters Score: Raw -741498.329384 + Penalty 2947.950989 = -738550.378395 nChanged 69 SP:Iteration 20F (1736.040167 sec): 3 clusters Score: Raw -741534.609803 + Penalty 2947.950989 = -738586.658814 nChanged 79 SP:Iteration 21Q (1736.063786 sec): 3 clusters Score: Raw -741569.303349 + Penalty 2947.950989 = -738621.352360 nChanged 53 SP:Iteration 22Q (1736.087508 sec): 3 clusters Score: Raw -741596.539726 + Penalty 2947.950989 = -738648.588737 nChanged 49 SP:Iteration 23Q (1736.111186 sec): 3 clusters Score: Raw -741627.420390 + Penalty 2947.950989 = -738679.469400 nChanged 58 SP:Iteration 24Q (1736.134641 sec): 3 clusters Score: Raw -741652.266927 + Penalty 2947.950989 = -738704.315937 nChanged 51 SP:Iteration 25Q (1736.158351 sec): 3 clusters Score: Raw -741672.894481 + Penalty 2947.950989 = -738724.943491 nChanged 45 SP:Iteration 26Q (1736.181670 sec): 3 clusters Score: Raw -741692.597762 + Penalty 2947.950989 = -738744.646773 nChanged 35 SP:Iteration 27Q (1736.204957 sec): 3 clusters Score: Raw -741708.765302 + Penalty 2947.950989 = -738760.814312 nChanged 42 SP:Iteration 28Q (1736.228261 sec): 3 clusters Score: Raw -741728.255960 + Penalty 2947.950989 = -738780.304971 nChanged 34 SP:Iteration 29Q (1736.251461 sec): 3 clusters Score: Raw -741742.358241 + Penalty 2947.950989 = -738794.407252 nChanged 26 SP:Iteration 30Q (1736.274745 sec): 3 clusters Score: Raw -741752.879095 + Penalty 2947.950989 = -738804.928106 nChanged 31 SP:Iteration 31Q (1736.298019 sec): 3 clusters Score: Raw -741763.474567 + Penalty 2947.950989 = -738815.523578 nChanged 22 SP:Iteration 32Q (1736.321278 sec): 3 clusters Score: Raw -741771.543475 + Penalty 2947.950989 = -738823.592486 nChanged 15 SP:Iteration 33Q (1736.344434 sec): 3 clusters Score: Raw -741776.773891 + Penalty 2947.950989 = -738828.822902 nChanged 18 SP:Iteration 34Q (1736.367775 sec): 3 clusters Score: Raw -741782.805133 + Penalty 2947.950989 = -738834.854143 nChanged 14 SP:Iteration 35Q (1736.390883 sec): 3 clusters Score: Raw -741788.401073 + Penalty 2947.950989 = -738840.450084 nChanged 16 SP:Iteration 36Q (1736.414298 sec): 3 clusters Score: Raw -741794.808729 + Penalty 2947.950989 = -738846.857739 nChanged 21 SP:Iteration 37Q (1736.437419 sec): 3 clusters Score: Raw -741804.893939 + Penalty 2947.950989 = -738856.942949 nChanged 18 SP:Iteration 38Q (1736.460609 sec): 3 clusters Score: Raw -741812.218682 + Penalty 2947.950989 = -738864.267693 nChanged 12 SP:Iteration 39Q (1736.483568 sec): 3 clusters Score: Raw -741815.853006 + Penalty 2947.950989 = -738867.902017 nChanged 10 SP:Iteration 40F (1736.509090 sec): 3 clusters Score: Raw -741820.243834 + Penalty 2947.950989 = -738872.292844 nChanged 14 SP:Iteration 41Q (1736.532353 sec): 3 clusters Score: Raw -741825.482326 + Penalty 2947.950989 = -738877.531337 nChanged 10 SP:Iteration 42Q (1736.555485 sec): 3 clusters Score: Raw -741829.095117 + Penalty 2947.950989 = -738881.144127 nChanged 5 SP:Iteration 43Q (1736.578601 sec): 3 clusters Score: Raw -741831.007470 + Penalty 2947.950989 = -738883.056481 nChanged 4 SP:Iteration 44Q (1736.601686 sec): 3 clusters Score: Raw -741832.017383 + Penalty 2947.950989 = -738884.066394 nChanged 2 SP:Iteration 45Q (1736.624769 sec): 3 clusters Score: Raw -741832.565411 + Penalty 2947.950989 = -738884.614422 nChanged 0 SP:Iteration 46F (1736.650350 sec): 3 clusters Score: Raw -741832.565411 + Penalty 2947.950989 = -738884.614422 nChanged 0 Trying to split cluster 30 (23463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1736.692810 sec): 2 clusters Score: Raw -1977033.246613 + Penalty 1635.266749 = -1975397.979864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1736.742016 sec): 3 clusters Score: Raw -1962954.644759 + Penalty 3270.533497 = -1959684.111262 nChanged 10496 SP:Iteration 1F (1736.790836 sec): 3 clusters Score: Raw -1969010.662680 + Penalty 3270.533497 = -1965740.129183 nChanged 1278 SP:Iteration 2F (1736.839594 sec): 3 clusters Score: Raw -1969568.769414 + Penalty 3270.533497 = -1966298.235917 nChanged 1309 SP:Iteration 3F (1736.888254 sec): 3 clusters Score: Raw -1970195.090238 + Penalty 3270.533497 = -1966924.556741 nChanged 1351 SP:Iteration 4F (1736.936748 sec): 3 clusters Score: Raw -1970984.487324 + Penalty 3270.533497 = -1967713.953827 nChanged 1425 SP:Iteration 5F (1736.985499 sec): 3 clusters Score: Raw -1971873.525486 + Penalty 3270.533497 = -1968602.991988 nChanged 1438 SP:Iteration 6F (1737.034090 sec): 3 clusters Score: Raw -1972699.810715 + Penalty 3270.533497 = -1969429.277218 nChanged 1209 SP:Iteration 7F (1737.082614 sec): 3 clusters Score: Raw -1973319.926652 + Penalty 3270.533497 = -1970049.393154 nChanged 1047 SP:Iteration 8Q (1737.131764 sec): 3 clusters Score: Raw -1973782.137814 + Penalty 3270.533497 = -1970511.604317 nChanged 836 SP:Iteration 9Q (1737.180798 sec): 3 clusters Score: Raw -1974117.918911 + Penalty 3270.533497 = -1970847.385414 nChanged 711 SP:Iteration 10Q (1737.229889 sec): 3 clusters Score: Raw -1974408.405175 + Penalty 3270.533497 = -1971137.871678 nChanged 642 SP:Iteration 11Q (1737.278894 sec): 3 clusters Score: Raw -1974684.465580 + Penalty 3270.533497 = -1971413.932083 nChanged 614 SP:Iteration 12Q (1737.327813 sec): 3 clusters Score: Raw -1974976.423861 + Penalty 3270.533497 = -1971705.890363 nChanged 587 SP:Iteration 13Q (1737.376551 sec): 3 clusters Score: Raw -1975305.006403 + Penalty 3270.533497 = -1972034.472906 nChanged 570 SP:Iteration 14Q (1737.425222 sec): 3 clusters Score: Raw -1975713.884785 + Penalty 3270.533497 = -1972443.351288 nChanged 532 SP:Iteration 15Q (1737.473120 sec): 3 clusters Score: Raw -1976127.903947 + Penalty 3270.533497 = -1972857.370450 nChanged 457 SP:Iteration 16Q (1737.520414 sec): 3 clusters Score: Raw -1976474.685367 + Penalty 3270.533497 = -1973204.151870 nChanged 388 SP:Iteration 17Q (1737.566634 sec): 3 clusters Score: Raw -1976750.532888 + Penalty 3270.533497 = -1973479.999391 nChanged 316 SP:Iteration 18Q (1737.611836 sec): 3 clusters Score: Raw -1976924.583406 + Penalty 3270.533497 = -1973654.049909 nChanged 242 SP:Iteration 19Q (1737.656589 sec): 3 clusters Score: Raw -1977031.945632 + Penalty 3270.533497 = -1973761.412135 nChanged 169 SP:Iteration 20F (1737.704742 sec): 3 clusters Score: Raw -1977087.537736 + Penalty 3270.533497 = -1973817.004239 nChanged 133 SP:Iteration 21Q (1737.749383 sec): 3 clusters Score: Raw -1977124.851724 + Penalty 3270.533497 = -1973854.318227 nChanged 111 SP:Iteration 22Q (1737.793385 sec): 3 clusters Score: Raw -1977157.246705 + Penalty 3270.533497 = -1973886.713208 nChanged 109 SP:Iteration 23Q (1737.837563 sec): 3 clusters Score: Raw -1977190.895666 + Penalty 3270.533497 = -1973920.362169 nChanged 104 SP:Iteration 24Q (1737.881429 sec): 3 clusters Score: Raw -1977218.019686 + Penalty 3270.533497 = -1973947.486188 nChanged 87 SP:Iteration 25Q (1737.925338 sec): 3 clusters Score: Raw -1977247.329147 + Penalty 3270.533497 = -1973976.795650 nChanged 92 SP:Iteration 26Q (1737.981553 sec): 3 clusters Score: Raw -1977275.863254 + Penalty 3270.533497 = -1974005.329757 nChanged 70 SP:Iteration 27Q (1738.025052 sec): 3 clusters Score: Raw -1977299.369189 + Penalty 3270.533497 = -1974028.835692 nChanged 65 SP:Iteration 28Q (1738.068604 sec): 3 clusters Score: Raw -1977316.657791 + Penalty 3270.533497 = -1974046.124294 nChanged 54 SP:Iteration 29Q (1738.112093 sec): 3 clusters Score: Raw -1977328.410644 + Penalty 3270.533497 = -1974057.877147 nChanged 51 SP:Iteration 30Q (1738.155360 sec): 3 clusters Score: Raw -1977340.356548 + Penalty 3270.533497 = -1974069.823051 nChanged 44 SP:Iteration 31Q (1738.198772 sec): 3 clusters Score: Raw -1977351.199083 + Penalty 3270.533497 = -1974080.665586 nChanged 47 SP:Iteration 32Q (1738.241878 sec): 3 clusters Score: Raw -1977362.935240 + Penalty 3270.533497 = -1974092.401743 nChanged 51 SP:Iteration 33Q (1738.285199 sec): 3 clusters Score: Raw -1977373.847522 + Penalty 3270.533497 = -1974103.314025 nChanged 47 SP:Iteration 34Q (1738.328243 sec): 3 clusters Score: Raw -1977385.795750 + Penalty 3270.533497 = -1974115.262253 nChanged 48 SP:Iteration 35Q (1738.371382 sec): 3 clusters Score: Raw -1977396.774944 + Penalty 3270.533497 = -1974126.241447 nChanged 54 SP:Iteration 36Q (1738.414253 sec): 3 clusters Score: Raw -1977407.958996 + Penalty 3270.533497 = -1974137.425499 nChanged 42 SP:Iteration 37Q (1738.457218 sec): 3 clusters Score: Raw -1977417.134095 + Penalty 3270.533497 = -1974146.600598 nChanged 39 SP:Iteration 38Q (1738.500016 sec): 3 clusters Score: Raw -1977425.525588 + Penalty 3270.533497 = -1974154.992091 nChanged 35 SP:Iteration 39Q (1738.542880 sec): 3 clusters Score: Raw -1977433.219406 + Penalty 3270.533497 = -1974162.685909 nChanged 30 SP:Iteration 40F (1738.591230 sec): 3 clusters Score: Raw -1977442.234470 + Penalty 3270.533497 = -1974171.700972 nChanged 36 SP:Iteration 41Q (1738.634388 sec): 3 clusters Score: Raw -1977453.379249 + Penalty 3270.533497 = -1974182.845752 nChanged 35 SP:Iteration 42Q (1738.677107 sec): 3 clusters Score: Raw -1977461.124923 + Penalty 3270.533497 = -1974190.591426 nChanged 37 SP:Iteration 43Q (1738.719627 sec): 3 clusters Score: Raw -1977469.520823 + Penalty 3270.533497 = -1974198.987325 nChanged 25 SP:Iteration 44Q (1738.762613 sec): 3 clusters Score: Raw -1977474.767915 + Penalty 3270.533497 = -1974204.234417 nChanged 23 SP:Iteration 45Q (1738.805556 sec): 3 clusters Score: Raw -1977479.261515 + Penalty 3270.533497 = -1974208.728018 nChanged 24 SP:Iteration 46Q (1738.882658 sec): 3 clusters Score: Raw -1977484.255945 + Penalty 3270.533497 = -1974213.722447 nChanged 30 SP:Iteration 47Q (1738.925358 sec): 3 clusters Score: Raw -1977491.691118 + Penalty 3270.533497 = -1974221.157621 nChanged 28 SP:Iteration 48Q (1738.967728 sec): 3 clusters Score: Raw -1977498.195943 + Penalty 3270.533497 = -1974227.662446 nChanged 21 SP:Iteration 49Q (1739.010435 sec): 3 clusters Score: Raw -1977504.119345 + Penalty 3270.533497 = -1974233.585847 nChanged 24 SP:Iteration 50Q (1739.052821 sec): 3 clusters Score: Raw -1977509.974838 + Penalty 3270.533497 = -1974239.441341 nChanged 23 SP:Iteration 51Q (1739.095285 sec): 3 clusters Score: Raw -1977514.922790 + Penalty 3270.533497 = -1974244.389293 nChanged 19 SP:Iteration 52Q (1739.137463 sec): 3 clusters Score: Raw -1977520.231834 + Penalty 3270.533497 = -1974249.698336 nChanged 30 SP:Iteration 53Q (1739.180161 sec): 3 clusters Score: Raw -1977530.187805 + Penalty 3270.533497 = -1974259.654308 nChanged 29 SP:Iteration 54Q (1739.222334 sec): 3 clusters Score: Raw -1977539.567372 + Penalty 3270.533497 = -1974269.033875 nChanged 26 SP:Iteration 55Q (1739.264546 sec): 3 clusters Score: Raw -1977546.643381 + Penalty 3270.533497 = -1974276.109884 nChanged 20 SP:Iteration 56Q (1739.306820 sec): 3 clusters Score: Raw -1977552.221873 + Penalty 3270.533497 = -1974281.688375 nChanged 20 SP:Iteration 57Q (1739.348966 sec): 3 clusters Score: Raw -1977558.728621 + Penalty 3270.533497 = -1974288.195124 nChanged 19 SP:Iteration 58Q (1739.391061 sec): 3 clusters Score: Raw -1977564.890258 + Penalty 3270.533497 = -1974294.356761 nChanged 18 SP:Iteration 59Q (1739.433100 sec): 3 clusters Score: Raw -1977568.920461 + Penalty 3270.533497 = -1974298.386963 nChanged 14 SP:Iteration 60F (1739.481477 sec): 3 clusters Score: Raw -1977571.897068 + Penalty 3270.533497 = -1974301.363571 nChanged 13 SP:Iteration 61Q (1739.523767 sec): 3 clusters Score: Raw -1977574.961636 + Penalty 3270.533497 = -1974304.428139 nChanged 13 SP:Iteration 62Q (1739.565979 sec): 3 clusters Score: Raw -1977579.882449 + Penalty 3270.533497 = -1974309.348952 nChanged 16 SP:Iteration 63Q (1739.608063 sec): 3 clusters Score: Raw -1977585.249599 + Penalty 3270.533497 = -1974314.716102 nChanged 19 SP:Iteration 64Q (1739.650249 sec): 3 clusters Score: Raw -1977592.558334 + Penalty 3270.533497 = -1974322.024837 nChanged 23 SP:Iteration 65Q (1739.692279 sec): 3 clusters Score: Raw -1977599.951861 + Penalty 3270.533497 = -1974329.418363 nChanged 15 SP:Iteration 66Q (1739.734147 sec): 3 clusters Score: Raw -1977603.488794 + Penalty 3270.533497 = -1974332.955297 nChanged 11 SP:Iteration 67Q (1739.775915 sec): 3 clusters Score: Raw -1977605.010737 + Penalty 3270.533497 = -1974334.477239 nChanged 8 SP:Iteration 68Q (1739.817970 sec): 3 clusters Score: Raw -1977606.573062 + Penalty 3270.533497 = -1974336.039565 nChanged 8 SP:Iteration 69Q (1739.859785 sec): 3 clusters Score: Raw -1977608.258881 + Penalty 3270.533497 = -1974337.725384 nChanged 8 SP:Iteration 70Q (1739.901856 sec): 3 clusters Score: Raw -1977610.642485 + Penalty 3270.533497 = -1974340.108988 nChanged 6 SP:Iteration 71Q (1739.943651 sec): 3 clusters Score: Raw -1977611.857102 + Penalty 3270.533497 = -1974341.323605 nChanged 3 SP:Iteration 72Q (1739.985425 sec): 3 clusters Score: Raw -1977612.626551 + Penalty 3270.533497 = -1974342.093054 nChanged 5 SP:Iteration 73Q (1740.027451 sec): 3 clusters Score: Raw -1977614.162249 + Penalty 3270.533497 = -1974343.628752 nChanged 8 SP:Iteration 74Q (1740.069210 sec): 3 clusters Score: Raw -1977616.261787 + Penalty 3270.533497 = -1974345.728290 nChanged 6 SP:Iteration 75Q (1740.111348 sec): 3 clusters Score: Raw -1977617.864155 + Penalty 3270.533497 = -1974347.330658 nChanged 8 SP:Iteration 76Q (1740.153117 sec): 3 clusters Score: Raw -1977619.904458 + Penalty 3270.533497 = -1974349.370961 nChanged 6 SP:Iteration 77Q (1740.195086 sec): 3 clusters Score: Raw -1977621.549965 + Penalty 3270.533497 = -1974351.016468 nChanged 4 SP:Iteration 78Q (1740.236921 sec): 3 clusters Score: Raw -1977622.409602 + Penalty 3270.533497 = -1974351.876105 nChanged 5 SP:Iteration 79Q (1740.278946 sec): 3 clusters Score: Raw -1977623.471925 + Penalty 3270.533497 = -1974352.938428 nChanged 6 SP:Iteration 80F (1740.327324 sec): 3 clusters Score: Raw -1977624.561047 + Penalty 3270.533497 = -1974354.027550 nChanged 5 SP:Iteration 81Q (1740.369385 sec): 3 clusters Score: Raw -1977625.316871 + Penalty 3270.533497 = -1974354.783374 nChanged 5 SP:Iteration 82Q (1740.411217 sec): 3 clusters Score: Raw -1977626.839974 + Penalty 3270.533497 = -1974356.306477 nChanged 3 SP:Iteration 83Q (1740.453198 sec): 3 clusters Score: Raw -1977627.183220 + Penalty 3270.533497 = -1974356.649723 nChanged 3 SP:Iteration 84Q (1740.495098 sec): 3 clusters Score: Raw -1977627.659291 + Penalty 3270.533497 = -1974357.125794 nChanged 3 SP:Iteration 85Q (1740.537045 sec): 3 clusters Score: Raw -1977628.162019 + Penalty 3270.533497 = -1974357.628522 nChanged 0 SP:Iteration 86F (1740.585381 sec): 3 clusters Score: Raw -1977628.162019 + Penalty 3270.533497 = -1974357.628522 nChanged 0 Iteration 219Q (1742.879890 sec): 31 clusters Score: Raw -23030589.985172 + Penalty 61283.627149 = -22969306.358023 nChanged 6 Iteration 220F (1748.403405 sec): 31 clusters Score: Raw -23030590.131792 + Penalty 61283.627149 = -22969306.504643 nChanged 5 Iteration 221Q (1750.660602 sec): 31 clusters Score: Raw -23030590.309937 + Penalty 61283.627149 = -22969306.682788 nChanged 5 Iteration 222Q (1752.917381 sec): 31 clusters Score: Raw -23030590.399570 + Penalty 61283.627149 = -22969306.772421 nChanged 6 Iteration 223Q (1755.176123 sec): 31 clusters Score: Raw -23030591.299129 + Penalty 61283.627149 = -22969307.671980 nChanged 3 Iteration 224Q (1757.433142 sec): 31 clusters Score: Raw -23030591.717334 + Penalty 61283.627149 = -22969308.090185 nChanged 7 Iteration 225Q (1759.700347 sec): 31 clusters Score: Raw -23030593.287872 + Penalty 61283.627149 = -22969309.660723 nChanged 7 Iteration 226Q (1761.956409 sec): 31 clusters Score: Raw -23030596.389761 + Penalty 61283.627149 = -22969312.762612 nChanged 22 Iteration 227Q (1764.213176 sec): 31 clusters Score: Raw -23030602.287096 + Penalty 61283.627149 = -22969318.659947 nChanged 39 Iteration 228Q (1766.470077 sec): 31 clusters Score: Raw -23030613.480646 + Penalty 61283.627149 = -22969329.853497 nChanged 46 Iteration 229Q (1768.750060 sec): 31 clusters Score: Raw -23030621.333230 + Penalty 61283.627149 = -22969337.706082 nChanged 56 Iteration 230Q (1771.021341 sec): 31 clusters Score: Raw -23030637.111645 + Penalty 61283.627149 = -22969353.484496 nChanged 68 Iteration 231Q (1773.276086 sec): 31 clusters Score: Raw -23030661.031756 + Penalty 61283.627149 = -22969377.404607 nChanged 89 Iteration 232Q (1775.532047 sec): 31 clusters Score: Raw -23030689.449032 + Penalty 61283.627149 = -22969405.821883 nChanged 84 Iteration 233Q (1777.797538 sec): 31 clusters Score: Raw -23030707.348459 + Penalty 61283.627149 = -22969423.721310 nChanged 77 Iteration 234Q (1780.093429 sec): 31 clusters Score: Raw -23030722.461377 + Penalty 61283.627149 = -22969438.834228 nChanged 63 Iteration 235Q (1782.349170 sec): 31 clusters Score: Raw -23030738.591451 + Penalty 61283.627149 = -22969454.964302 nChanged 62 Iteration 236Q (1784.604357 sec): 31 clusters Score: Raw -23030760.524722 + Penalty 61283.627149 = -22969476.897573 nChanged 61 Iteration 237Q (1786.860673 sec): 31 clusters Score: Raw -23030782.267438 + Penalty 61283.627149 = -22969498.640289 nChanged 90 Iteration 238Q (1789.113417 sec): 31 clusters Score: Raw -23030807.964772 + Penalty 61283.627149 = -22969524.337623 nChanged 84 Iteration 239Q (1791.402799 sec): 31 clusters Score: Raw -23030837.803396 + Penalty 61283.627149 = -22969554.176247 nChanged 106 Iteration 240F (1796.925302 sec): 31 clusters Score: Raw -23030926.850615 + Penalty 61283.627149 = -22969643.223466 nChanged 120 Iteration 241Q (1799.192197 sec): 31 clusters Score: Raw -23031026.621854 + Penalty 61283.627149 = -22969742.994705 nChanged 176 Iteration 242Q (1801.450180 sec): 31 clusters Score: Raw -23031109.200132 + Penalty 61283.627149 = -22969825.572983 nChanged 215 Iteration 243Q (1803.708279 sec): 31 clusters Score: Raw -23031203.089883 + Penalty 61283.627149 = -22969919.462734 nChanged 261 Iteration 244Q (1805.972616 sec): 31 clusters Score: Raw -23031276.748482 + Penalty 61283.627149 = -22969993.121334 nChanged 260 Iteration 245Q (1808.227426 sec): 31 clusters Score: Raw -23031335.063332 + Penalty 61283.627149 = -22970051.436183 nChanged 232 Iteration 246Q (1810.482632 sec): 31 clusters Score: Raw -23031379.687529 + Penalty 61283.627149 = -22970096.060380 nChanged 236 Iteration 247Q (1812.735469 sec): 31 clusters Score: Raw -23031418.048717 + Penalty 61283.627149 = -22970134.421568 nChanged 225 Iteration 248Q (1814.990604 sec): 31 clusters Score: Raw -23031451.258136 + Penalty 61283.627149 = -22970167.630987 nChanged 200 Iteration 249Q (1817.243019 sec): 31 clusters Score: Raw -23031476.120290 + Penalty 61283.627149 = -22970192.493141 nChanged 165 Iteration 250Q (1819.497168 sec): 31 clusters Score: Raw -23031498.489090 + Penalty 61283.627149 = -22970214.861941 nChanged 150 Iteration 251Q (1821.816265 sec): 31 clusters Score: Raw -23031519.300898 + Penalty 61283.627149 = -22970235.673749 nChanged 150 Iteration 252Q (1824.073122 sec): 31 clusters Score: Raw -23031536.330451 + Penalty 61283.627149 = -22970252.703302 nChanged 118 Iteration 253Q (1826.323135 sec): 31 clusters Score: Raw -23031550.530386 + Penalty 61283.627149 = -22970266.903237 nChanged 113 Iteration 254Q (1828.574223 sec): 31 clusters Score: Raw -23031562.991894 + Penalty 61283.627149 = -22970279.364745 nChanged 128 Iteration 255Q (1830.824650 sec): 31 clusters Score: Raw -23031576.441133 + Penalty 61283.627149 = -22970292.813984 nChanged 134 Iteration 256Q (1833.096861 sec): 31 clusters Score: Raw -23031590.896637 + Penalty 61283.627149 = -22970307.269488 nChanged 129 Iteration 257Q (1835.348766 sec): 31 clusters Score: Raw -23031604.940177 + Penalty 61283.627149 = -22970321.313028 nChanged 124 Iteration 258Q (1837.596944 sec): 31 clusters Score: Raw -23031618.587966 + Penalty 61283.627149 = -22970334.960817 nChanged 117 Writing temp clu file Because OldScore, -22970321.313028, is greater than current (better) Score,-22970334.960817 Compute initial score before splitting: Score: Raw -23031618.587966 + Penalty 61283.627149 = -22970334.960817 Trying to split cluster 1 (52241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1837.711377 sec): 2 clusters Score: Raw -4377110.001573 + Penalty 1765.338722 = -4375344.662851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1837.804719 sec): 3 clusters Score: Raw -4343870.655438 + Penalty 3530.677445 = -4340339.977993 nChanged 24549 SP:Iteration 1F (1837.892362 sec): 3 clusters Score: Raw -4357817.771366 + Penalty 3530.677445 = -4354287.093921 nChanged 2321 SP:Iteration 2Q (1837.984890 sec): 3 clusters Score: Raw -4358659.008365 + Penalty 3530.677445 = -4355128.330921 nChanged 2667 SP:Iteration 3F (1838.072439 sec): 3 clusters Score: Raw -4359798.515929 + Penalty 3530.677445 = -4356267.838484 nChanged 3103 SP:Iteration 4F (1838.168558 sec): 3 clusters Score: Raw -4361368.723110 + Penalty 3530.677445 = -4357838.045665 nChanged 3464 SP:Iteration 5F (1838.256041 sec): 3 clusters Score: Raw -4363348.711000 + Penalty 3530.677445 = -4359818.033556 nChanged 3433 SP:Iteration 6F (1838.343342 sec): 3 clusters Score: Raw -4365621.128422 + Penalty 3530.677445 = -4362090.450978 nChanged 3287 SP:Iteration 7F (1838.430901 sec): 3 clusters Score: Raw -4367930.370162 + Penalty 3530.677445 = -4364399.692717 nChanged 2818 SP:Iteration 8F (1838.518485 sec): 3 clusters Score: Raw -4370049.523376 + Penalty 3530.677445 = -4366518.845931 nChanged 2351 SP:Iteration 9Q (1838.610581 sec): 3 clusters Score: Raw -4371850.463258 + Penalty 3530.677445 = -4368319.785813 nChanged 1966 SP:Iteration 10Q (1838.701197 sec): 3 clusters Score: Raw -4373369.770618 + Penalty 3530.677445 = -4369839.093173 nChanged 1529 SP:Iteration 11Q (1838.789150 sec): 3 clusters Score: Raw -4374494.071477 + Penalty 3530.677445 = -4370963.394033 nChanged 1130 SP:Iteration 12Q (1838.873258 sec): 3 clusters Score: Raw -4375338.193614 + Penalty 3530.677445 = -4371807.516170 nChanged 855 SP:Iteration 13Q (1838.954268 sec): 3 clusters Score: Raw -4375951.507195 + Penalty 3530.677445 = -4372420.829751 nChanged 629 SP:Iteration 14Q (1839.032753 sec): 3 clusters Score: Raw -4376386.379767 + Penalty 3530.677445 = -4372855.702323 nChanged 472 SP:Iteration 15Q (1839.109439 sec): 3 clusters Score: Raw -4376701.199996 + Penalty 3530.677445 = -4373170.522551 nChanged 351 SP:Iteration 16Q (1839.184736 sec): 3 clusters Score: Raw -4376931.092569 + Penalty 3530.677445 = -4373400.415125 nChanged 272 SP:Iteration 17Q (1839.259094 sec): 3 clusters Score: Raw -4377084.942844 + Penalty 3530.677445 = -4373554.265400 nChanged 211 SP:Iteration 18Q (1839.332786 sec): 3 clusters Score: Raw -4377195.510538 + Penalty 3530.677445 = -4373664.833093 nChanged 145 SP:Iteration 19Q (1839.405533 sec): 3 clusters Score: Raw -4377254.526677 + Penalty 3530.677445 = -4373723.849233 nChanged 125 SP:Iteration 20F (1839.492128 sec): 3 clusters Score: Raw -4377313.072766 + Penalty 3530.677445 = -4373782.395322 nChanged 109 SP:Iteration 21Q (1839.564376 sec): 3 clusters Score: Raw -4377361.361015 + Penalty 3530.677445 = -4373830.683570 nChanged 82 SP:Iteration 22Q (1839.636238 sec): 3 clusters Score: Raw -4377405.702380 + Penalty 3530.677445 = -4373875.024936 nChanged 83 SP:Iteration 23Q (1839.706958 sec): 3 clusters Score: Raw -4377446.923145 + Penalty 3530.677445 = -4373916.245700 nChanged 81 SP:Iteration 24Q (1839.779618 sec): 3 clusters Score: Raw -4377489.424753 + Penalty 3530.677445 = -4373958.747309 nChanged 79 SP:Iteration 25Q (1839.850942 sec): 3 clusters Score: Raw -4377524.044475 + Penalty 3530.677445 = -4373993.367030 nChanged 61 SP:Iteration 26Q (1839.922257 sec): 3 clusters Score: Raw -4377555.773436 + Penalty 3530.677445 = -4374025.095992 nChanged 65 SP:Iteration 27Q (1839.993586 sec): 3 clusters Score: Raw -4377586.494297 + Penalty 3530.677445 = -4374055.816853 nChanged 54 SP:Iteration 28Q (1840.064627 sec): 3 clusters Score: Raw -4377612.555179 + Penalty 3530.677445 = -4374081.877735 nChanged 45 SP:Iteration 29Q (1840.135492 sec): 3 clusters Score: Raw -4377629.615403 + Penalty 3530.677445 = -4374098.937958 nChanged 35 SP:Iteration 30Q (1840.206452 sec): 3 clusters Score: Raw -4377644.317733 + Penalty 3530.677445 = -4374113.640289 nChanged 37 SP:Iteration 31Q (1840.277353 sec): 3 clusters Score: Raw -4377660.189260 + Penalty 3530.677445 = -4374129.511816 nChanged 17 SP:Iteration 32Q (1840.348166 sec): 3 clusters Score: Raw -4377667.915062 + Penalty 3530.677445 = -4374137.237617 nChanged 21 SP:Iteration 33Q (1840.419140 sec): 3 clusters Score: Raw -4377678.234388 + Penalty 3530.677445 = -4374147.556943 nChanged 23 SP:Iteration 34Q (1840.489926 sec): 3 clusters Score: Raw -4377685.432433 + Penalty 3530.677445 = -4374154.754988 nChanged 13 SP:Iteration 35Q (1840.560663 sec): 3 clusters Score: Raw -4377691.329511 + Penalty 3530.677445 = -4374160.652067 nChanged 16 SP:Iteration 36Q (1840.631454 sec): 3 clusters Score: Raw -4377695.859694 + Penalty 3530.677445 = -4374165.182249 nChanged 15 SP:Iteration 37Q (1840.702365 sec): 3 clusters Score: Raw -4377701.281110 + Penalty 3530.677445 = -4374170.603665 nChanged 12 SP:Iteration 38Q (1840.773189 sec): 3 clusters Score: Raw -4377707.692442 + Penalty 3530.677445 = -4374177.014998 nChanged 17 SP:Iteration 39Q (1840.843920 sec): 3 clusters Score: Raw -4377716.440833 + Penalty 3530.677445 = -4374185.763388 nChanged 18 SP:Iteration 40F (1840.930462 sec): 3 clusters Score: Raw -4377727.701723 + Penalty 3530.677445 = -4374197.024278 nChanged 24 SP:Iteration 41Q (1841.001507 sec): 3 clusters Score: Raw -4377738.968737 + Penalty 3530.677445 = -4374208.291292 nChanged 33 SP:Iteration 42Q (1841.072332 sec): 3 clusters Score: Raw -4377756.892669 + Penalty 3530.677445 = -4374226.215225 nChanged 29 SP:Iteration 43Q (1841.143062 sec): 3 clusters Score: Raw -4377769.306416 + Penalty 3530.677445 = -4374238.628971 nChanged 23 SP:Iteration 44Q (1841.213765 sec): 3 clusters Score: Raw -4377783.347033 + Penalty 3530.677445 = -4374252.669589 nChanged 31 SP:Iteration 45Q (1841.307429 sec): 3 clusters Score: Raw -4377798.231451 + Penalty 3530.677445 = -4374267.554006 nChanged 25 SP:Iteration 46Q (1841.378226 sec): 3 clusters Score: Raw -4377811.976060 + Penalty 3530.677445 = -4374281.298616 nChanged 15 SP:Iteration 47Q (1841.448856 sec): 3 clusters Score: Raw -4377817.999476 + Penalty 3530.677445 = -4374287.322031 nChanged 10 SP:Iteration 48Q (1841.519535 sec): 3 clusters Score: Raw -4377820.518198 + Penalty 3530.677445 = -4374289.840754 nChanged 10 SP:Iteration 49Q (1841.590303 sec): 3 clusters Score: Raw -4377824.631523 + Penalty 3530.677445 = -4374293.954079 nChanged 10 SP:Iteration 50Q (1841.661079 sec): 3 clusters Score: Raw -4377828.848695 + Penalty 3530.677445 = -4374298.171250 nChanged 14 SP:Iteration 51Q (1841.731729 sec): 3 clusters Score: Raw -4377834.293632 + Penalty 3530.677445 = -4374303.616187 nChanged 12 SP:Iteration 52Q (1841.802482 sec): 3 clusters Score: Raw -4377839.927559 + Penalty 3530.677445 = -4374309.250114 nChanged 17 SP:Iteration 53Q (1841.873130 sec): 3 clusters Score: Raw -4377846.099465 + Penalty 3530.677445 = -4374315.422021 nChanged 13 SP:Iteration 54Q (1841.943780 sec): 3 clusters Score: Raw -4377849.365591 + Penalty 3530.677445 = -4374318.688146 nChanged 6 SP:Iteration 55Q (1842.014488 sec): 3 clusters Score: Raw -4377850.672693 + Penalty 3530.677445 = -4374319.995249 nChanged 5 SP:Iteration 56Q (1842.085222 sec): 3 clusters Score: Raw -4377852.754518 + Penalty 3530.677445 = -4374322.077073 nChanged 9 SP:Iteration 57Q (1842.155749 sec): 3 clusters Score: Raw -4377855.294826 + Penalty 3530.677445 = -4374324.617381 nChanged 8 SP:Iteration 58Q (1842.226399 sec): 3 clusters Score: Raw -4377859.834633 + Penalty 3530.677445 = -4374329.157189 nChanged 13 SP:Iteration 59Q (1842.297122 sec): 3 clusters Score: Raw -4377863.356205 + Penalty 3530.677445 = -4374332.678760 nChanged 6 SP:Iteration 60F (1842.383777 sec): 3 clusters Score: Raw -4377865.657822 + Penalty 3530.677445 = -4374334.980377 nChanged 8 SP:Iteration 61Q (1842.454674 sec): 3 clusters Score: Raw -4377868.825337 + Penalty 3530.677445 = -4374338.147893 nChanged 10 SP:Iteration 62Q (1842.525781 sec): 3 clusters Score: Raw -4377872.039825 + Penalty 3530.677445 = -4374341.362380 nChanged 13 SP:Iteration 63Q (1842.596587 sec): 3 clusters Score: Raw -4377879.829222 + Penalty 3530.677445 = -4374349.151777 nChanged 22 SP:Iteration 64Q (1842.667482 sec): 3 clusters Score: Raw -4377887.930224 + Penalty 3530.677445 = -4374357.252779 nChanged 18 SP:Iteration 65Q (1842.738489 sec): 3 clusters Score: Raw -4377893.922330 + Penalty 3530.677445 = -4374363.244886 nChanged 13 SP:Iteration 66Q (1842.809334 sec): 3 clusters Score: Raw -4377898.383813 + Penalty 3530.677445 = -4374367.706368 nChanged 9 SP:Iteration 67Q (1842.880169 sec): 3 clusters Score: Raw -4377900.504367 + Penalty 3530.677445 = -4374369.826923 nChanged 4 SP:Iteration 68Q (1842.951005 sec): 3 clusters Score: Raw -4377901.824576 + Penalty 3530.677445 = -4374371.147132 nChanged 6 SP:Iteration 69Q (1843.021778 sec): 3 clusters Score: Raw -4377905.875155 + Penalty 3530.677445 = -4374375.197711 nChanged 10 SP:Iteration 70Q (1843.092608 sec): 3 clusters Score: Raw -4377909.419250 + Penalty 3530.677445 = -4374378.741806 nChanged 9 SP:Iteration 71Q (1843.163625 sec): 3 clusters Score: Raw -4377912.324892 + Penalty 3530.677445 = -4374381.647448 nChanged 7 SP:Iteration 72Q (1843.234454 sec): 3 clusters Score: Raw -4377914.459688 + Penalty 3530.677445 = -4374383.782243 nChanged 6 SP:Iteration 73Q (1843.305312 sec): 3 clusters Score: Raw -4377916.575459 + Penalty 3530.677445 = -4374385.898014 nChanged 9 SP:Iteration 74Q (1843.376151 sec): 3 clusters Score: Raw -4377919.722921 + Penalty 3530.677445 = -4374389.045476 nChanged 8 SP:Iteration 75Q (1843.446969 sec): 3 clusters Score: Raw -4377923.843959 + Penalty 3530.677445 = -4374393.166515 nChanged 10 SP:Iteration 76Q (1843.517774 sec): 3 clusters Score: Raw -4377927.797850 + Penalty 3530.677445 = -4374397.120406 nChanged 12 SP:Iteration 77Q (1843.588584 sec): 3 clusters Score: Raw -4377931.956600 + Penalty 3530.677445 = -4374401.279155 nChanged 9 SP:Iteration 78Q (1843.659418 sec): 3 clusters Score: Raw -4377936.100809 + Penalty 3530.677445 = -4374405.423365 nChanged 14 SP:Iteration 79Q (1843.730173 sec): 3 clusters Score: Raw -4377940.650156 + Penalty 3530.677445 = -4374409.972711 nChanged 10 SP:Iteration 80F (1843.816622 sec): 3 clusters Score: Raw -4377943.532094 + Penalty 3530.677445 = -4374412.854649 nChanged 13 SP:Iteration 81Q (1843.887825 sec): 3 clusters Score: Raw -4377946.810577 + Penalty 3530.677445 = -4374416.133133 nChanged 10 SP:Iteration 82Q (1843.958843 sec): 3 clusters Score: Raw -4377950.538187 + Penalty 3530.677445 = -4374419.860742 nChanged 12 SP:Iteration 83Q (1844.030012 sec): 3 clusters Score: Raw -4377954.882332 + Penalty 3530.677445 = -4374424.204888 nChanged 13 SP:Iteration 84Q (1844.100942 sec): 3 clusters Score: Raw -4377959.083999 + Penalty 3530.677445 = -4374428.406554 nChanged 5 SP:Iteration 85Q (1844.172034 sec): 3 clusters Score: Raw -4377961.350891 + Penalty 3530.677445 = -4374430.673446 nChanged 6 SP:Iteration 86Q (1844.243139 sec): 3 clusters Score: Raw -4377963.696028 + Penalty 3530.677445 = -4374433.018583 nChanged 7 SP:Iteration 87Q (1844.314015 sec): 3 clusters Score: Raw -4377966.035574 + Penalty 3530.677445 = -4374435.358129 nChanged 5 SP:Iteration 88Q (1844.385025 sec): 3 clusters Score: Raw -4377966.980505 + Penalty 3530.677445 = -4374436.303060 nChanged 2 SP:Iteration 89Q (1844.456031 sec): 3 clusters Score: Raw -4377967.240850 + Penalty 3530.677445 = -4374436.563406 nChanged 1 SP:Iteration 90Q (1844.537657 sec): 3 clusters Score: Raw -4377967.436862 + Penalty 3530.677445 = -4374436.759418 nChanged 1 SP:Iteration 91Q (1844.610356 sec): 3 clusters Score: Raw -4377967.794212 + Penalty 3530.677445 = -4374437.116767 nChanged 2 SP:Iteration 92Q (1844.681892 sec): 3 clusters Score: Raw -4377968.131967 + Penalty 3530.677445 = -4374437.454522 nChanged 1 SP:Iteration 93Q (1844.753108 sec): 3 clusters Score: Raw -4377968.399239 + Penalty 3530.677445 = -4374437.721794 nChanged 1 SP:Iteration 94Q (1844.824368 sec): 3 clusters Score: Raw -4377968.915307 + Penalty 3530.677445 = -4374438.237863 nChanged 1 SP:Iteration 95Q (1844.895420 sec): 3 clusters Score: Raw -4377969.648622 + Penalty 3530.677445 = -4374438.971178 nChanged 2 SP:Iteration 96Q (1844.966431 sec): 3 clusters Score: Raw -4377970.172119 + Penalty 3530.677445 = -4374439.494675 nChanged 5 SP:Iteration 97Q (1845.037460 sec): 3 clusters Score: Raw -4377971.162390 + Penalty 3530.677445 = -4374440.484946 nChanged 3 SP:Iteration 98Q (1845.108526 sec): 3 clusters Score: Raw -4377971.898224 + Penalty 3530.677445 = -4374441.220779 nChanged 0 SP:Iteration 99F (1845.194952 sec): 3 clusters Score: Raw -4377971.898224 + Penalty 3530.677445 = -4374441.220779 nChanged 0 Trying to split cluster 2 (2184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1845.201393 sec): 2 clusters Score: Raw -150525.322593 + Penalty 1249.448417 = -149275.874176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1845.213006 sec): 3 clusters Score: Raw -149663.545967 + Penalty 2498.896834 = -147164.649132 nChanged 823 SP:Iteration 1F (1845.223782 sec): 3 clusters Score: Raw -150506.489288 + Penalty 2498.896834 = -148007.592454 nChanged 259 SP:Iteration 2F (1845.234686 sec): 3 clusters Score: Raw -150973.627089 + Penalty 2498.896834 = -148474.730254 nChanged 180 SP:Iteration 3F (1845.245559 sec): 3 clusters Score: Raw -151286.400608 + Penalty 2498.896834 = -148787.503774 nChanged 136 SP:Iteration 4F (1845.256427 sec): 3 clusters Score: Raw -151445.339034 + Penalty 2498.896834 = -148946.442199 nChanged 94 SP:Iteration 5Q (1845.267054 sec): 3 clusters Score: Raw -151553.611268 + Penalty 2498.896834 = -149054.714434 nChanged 80 SP:Iteration 6Q (1845.277678 sec): 3 clusters Score: Raw -151658.424653 + Penalty 2498.896834 = -149159.527818 nChanged 77 SP:Iteration 7Q (1845.288222 sec): 3 clusters Score: Raw -151748.562603 + Penalty 2498.896834 = -149249.665769 nChanged 50 SP:Iteration 8Q (1845.298771 sec): 3 clusters Score: Raw -151796.545092 + Penalty 2498.896834 = -149297.648258 nChanged 42 SP:Iteration 9Q (1845.309228 sec): 3 clusters Score: Raw -151827.816915 + Penalty 2498.896834 = -149328.920080 nChanged 28 SP:Iteration 10Q (1845.319687 sec): 3 clusters Score: Raw -151843.321469 + Penalty 2498.896834 = -149344.424635 nChanged 19 SP:Iteration 11Q (1845.330192 sec): 3 clusters Score: Raw -151854.583942 + Penalty 2498.896834 = -149355.687107 nChanged 17 SP:Iteration 12Q (1845.340549 sec): 3 clusters Score: Raw -151867.123001 + Penalty 2498.896834 = -149368.226167 nChanged 21 SP:Iteration 13Q (1845.350960 sec): 3 clusters Score: Raw -151879.331633 + Penalty 2498.896834 = -149380.434799 nChanged 19 SP:Iteration 14Q (1845.361389 sec): 3 clusters Score: Raw -151888.511331 + Penalty 2498.896834 = -149389.614497 nChanged 16 SP:Iteration 15Q (1845.371715 sec): 3 clusters Score: Raw -151894.720346 + Penalty 2498.896834 = -149395.823511 nChanged 6 SP:Iteration 16Q (1845.382110 sec): 3 clusters Score: Raw -151897.108331 + Penalty 2498.896834 = -149398.211496 nChanged 7 SP:Iteration 17Q (1845.392539 sec): 3 clusters Score: Raw -151900.093747 + Penalty 2498.896834 = -149401.196913 nChanged 5 SP:Iteration 18Q (1845.402924 sec): 3 clusters Score: Raw -151902.419189 + Penalty 2498.896834 = -149403.522354 nChanged 2 SP:Iteration 19Q (1845.413348 sec): 3 clusters Score: Raw -151903.437762 + Penalty 2498.896834 = -149404.540928 nChanged 2 SP:Iteration 20F (1845.424142 sec): 3 clusters Score: Raw -151904.253904 + Penalty 2498.896834 = -149405.357070 nChanged 4 SP:Iteration 21Q (1845.434470 sec): 3 clusters Score: Raw -151906.218951 + Penalty 2498.896834 = -149407.322116 nChanged 3 SP:Iteration 22Q (1845.444926 sec): 3 clusters Score: Raw -151907.342033 + Penalty 2498.896834 = -149408.445198 nChanged 2 SP:Iteration 23Q (1845.455417 sec): 3 clusters Score: Raw -151908.626500 + Penalty 2498.896834 = -149409.729666 nChanged 2 SP:Iteration 24Q (1845.465838 sec): 3 clusters Score: Raw -151909.272477 + Penalty 2498.896834 = -149410.375642 nChanged 1 SP:Iteration 25Q (1845.476274 sec): 3 clusters Score: Raw -151909.643392 + Penalty 2498.896834 = -149410.746558 nChanged 2 SP:Iteration 26Q (1845.486631 sec): 3 clusters Score: Raw -151909.940481 + Penalty 2498.896834 = -149411.043647 nChanged 1 SP:Iteration 27Q (1845.497090 sec): 3 clusters Score: Raw -151910.854759 + Penalty 2498.896834 = -149411.957924 nChanged 2 SP:Iteration 28Q (1845.507534 sec): 3 clusters Score: Raw -151911.514118 + Penalty 2498.896834 = -149412.617283 nChanged 0 SP:Iteration 29F (1845.518428 sec): 3 clusters Score: Raw -151911.514118 + Penalty 2498.896834 = -149412.617283 nChanged 0 Score: Raw -23033011.901217 + Penalty 63326.414721 = -22969685.486497 Splitting cluster 2 changes total score from -22970334.960817 to -22969685.486497 So it's not getting split. Trying to split cluster 3 (1734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1850.912045 sec): 2 clusters Score: Raw -148990.939694 + Penalty 1211.955251 = -147778.984444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1850.921328 sec): 3 clusters Score: Raw -148273.246348 + Penalty 2423.910501 = -145849.335847 nChanged 579 SP:Iteration 1F (1850.929977 sec): 3 clusters Score: Raw -148661.074436 + Penalty 2423.910501 = -146237.163935 nChanged 127 SP:Iteration 2F (1850.938706 sec): 3 clusters Score: Raw -148764.758215 + Penalty 2423.910501 = -146340.847713 nChanged 70 SP:Iteration 3Q (1850.947388 sec): 3 clusters Score: Raw -148811.982697 + Penalty 2423.910501 = -146388.072196 nChanged 45 SP:Iteration 4Q (1850.956147 sec): 3 clusters Score: Raw -148836.622805 + Penalty 2423.910501 = -146412.712304 nChanged 37 SP:Iteration 5Q (1850.964873 sec): 3 clusters Score: Raw -148854.890547 + Penalty 2423.910501 = -146430.980046 nChanged 27 SP:Iteration 6Q (1850.973569 sec): 3 clusters Score: Raw -148874.186967 + Penalty 2423.910501 = -146450.276466 nChanged 30 SP:Iteration 7Q (1850.982277 sec): 3 clusters Score: Raw -148894.596871 + Penalty 2423.910501 = -146470.686369 nChanged 22 SP:Iteration 8Q (1850.990937 sec): 3 clusters Score: Raw -148909.152626 + Penalty 2423.910501 = -146485.242124 nChanged 16 SP:Iteration 9Q (1850.999645 sec): 3 clusters Score: Raw -148918.123061 + Penalty 2423.910501 = -146494.212559 nChanged 11 SP:Iteration 10Q (1851.008337 sec): 3 clusters Score: Raw -148924.632888 + Penalty 2423.910501 = -146500.722386 nChanged 10 SP:Iteration 11Q (1851.017058 sec): 3 clusters Score: Raw -148929.977199 + Penalty 2423.910501 = -146506.066697 nChanged 8 SP:Iteration 12Q (1851.025750 sec): 3 clusters Score: Raw -148933.722547 + Penalty 2423.910501 = -146509.812045 nChanged 6 SP:Iteration 13Q (1851.034428 sec): 3 clusters Score: Raw -148935.334862 + Penalty 2423.910501 = -146511.424361 nChanged 7 SP:Iteration 14Q (1851.043114 sec): 3 clusters Score: Raw -148938.614442 + Penalty 2423.910501 = -146514.703941 nChanged 6 SP:Iteration 15Q (1851.051825 sec): 3 clusters Score: Raw -148941.467985 + Penalty 2423.910501 = -146517.557484 nChanged 4 SP:Iteration 16Q (1851.060517 sec): 3 clusters Score: Raw -148943.257310 + Penalty 2423.910501 = -146519.346809 nChanged 3 SP:Iteration 17Q (1851.069203 sec): 3 clusters Score: Raw -148944.564798 + Penalty 2423.910501 = -146520.654297 nChanged 2 SP:Iteration 18Q (1851.077878 sec): 3 clusters Score: Raw -148945.301792 + Penalty 2423.910501 = -146521.391291 nChanged 2 SP:Iteration 19Q (1851.086595 sec): 3 clusters Score: Raw -148946.403030 + Penalty 2423.910501 = -146522.492529 nChanged 3 SP:Iteration 20F (1851.095269 sec): 3 clusters Score: Raw -148947.377613 + Penalty 2423.910501 = -146523.467112 nChanged 2 SP:Iteration 21Q (1851.103949 sec): 3 clusters Score: Raw -148948.176614 + Penalty 2423.910501 = -146524.266113 nChanged 2 SP:Iteration 22Q (1851.112655 sec): 3 clusters Score: Raw -148949.311737 + Penalty 2423.910501 = -146525.401236 nChanged 2 SP:Iteration 23Q (1851.121263 sec): 3 clusters Score: Raw -148950.806970 + Penalty 2423.910501 = -146526.896469 nChanged 4 SP:Iteration 24Q (1851.129953 sec): 3 clusters Score: Raw -148952.715851 + Penalty 2423.910501 = -146528.805350 nChanged 2 SP:Iteration 25Q (1851.138621 sec): 3 clusters Score: Raw -148953.868026 + Penalty 2423.910501 = -146529.957525 nChanged 4 SP:Iteration 26Q (1851.147268 sec): 3 clusters Score: Raw -148956.118897 + Penalty 2423.910501 = -146532.208395 nChanged 6 SP:Iteration 27Q (1851.155954 sec): 3 clusters Score: Raw -148960.125279 + Penalty 2423.910501 = -146536.214778 nChanged 7 SP:Iteration 28Q (1851.164633 sec): 3 clusters Score: Raw -148964.158883 + Penalty 2423.910501 = -146540.248382 nChanged 3 SP:Iteration 29Q (1851.173304 sec): 3 clusters Score: Raw -148966.410458 + Penalty 2423.910501 = -146542.499957 nChanged 4 SP:Iteration 30Q (1851.182013 sec): 3 clusters Score: Raw -148967.448433 + Penalty 2423.910501 = -146543.537932 nChanged 1 SP:Iteration 31Q (1851.190635 sec): 3 clusters Score: Raw -148968.127472 + Penalty 2423.910501 = -146544.216971 nChanged 1 SP:Iteration 32Q (1851.231965 sec): 3 clusters Score: Raw -148968.548984 + Penalty 2423.910501 = -146544.638483 nChanged 1 SP:Iteration 33Q (1851.244746 sec): 3 clusters Score: Raw -148969.261011 + Penalty 2423.910501 = -146545.350510 nChanged 1 SP:Iteration 34Q (1851.253345 sec): 3 clusters Score: Raw -148969.751063 + Penalty 2423.910501 = -146545.840562 nChanged 0 SP:Iteration 35F (1851.262062 sec): 3 clusters Score: Raw -148969.751063 + Penalty 2423.910501 = -146545.840562 nChanged 0 Trying to split cluster 4 (12197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1851.288262 sec): 2 clusters Score: Raw -1033590.983985 + Penalty 1528.953611 = -1032062.030374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1851.319814 sec): 3 clusters Score: Raw -1026513.168817 + Penalty 3057.907222 = -1023455.261595 nChanged 5323 SP:Iteration 1F (1851.350565 sec): 3 clusters Score: Raw -1029612.679831 + Penalty 3057.907222 = -1026554.772608 nChanged 873 SP:Iteration 2F (1851.381256 sec): 3 clusters Score: Raw -1030126.022164 + Penalty 3057.907222 = -1027068.114942 nChanged 841 SP:Iteration 3F (1851.411724 sec): 3 clusters Score: Raw -1030744.534405 + Penalty 3057.907222 = -1027686.627183 nChanged 910 SP:Iteration 4F (1851.442443 sec): 3 clusters Score: Raw -1031417.175333 + Penalty 3057.907222 = -1028359.268111 nChanged 851 SP:Iteration 5F (1851.472834 sec): 3 clusters Score: Raw -1032042.509806 + Penalty 3057.907222 = -1028984.602584 nChanged 725 SP:Iteration 6F (1851.503248 sec): 3 clusters Score: Raw -1032555.667612 + Penalty 3057.907222 = -1029497.760389 nChanged 564 SP:Iteration 7Q (1851.533991 sec): 3 clusters Score: Raw -1032884.463677 + Penalty 3057.907222 = -1029826.556454 nChanged 453 SP:Iteration 8Q (1851.564698 sec): 3 clusters Score: Raw -1033137.379078 + Penalty 3057.907222 = -1030079.471856 nChanged 354 SP:Iteration 9Q (1851.595341 sec): 3 clusters Score: Raw -1033318.886742 + Penalty 3057.907222 = -1030260.979519 nChanged 251 SP:Iteration 10Q (1851.625551 sec): 3 clusters Score: Raw -1033441.371656 + Penalty 3057.907222 = -1030383.464434 nChanged 176 SP:Iteration 11Q (1851.655929 sec): 3 clusters Score: Raw -1033542.071914 + Penalty 3057.907222 = -1030484.164691 nChanged 161 SP:Iteration 12Q (1851.686079 sec): 3 clusters Score: Raw -1033608.841455 + Penalty 3057.907222 = -1030550.934233 nChanged 127 SP:Iteration 13Q (1851.715788 sec): 3 clusters Score: Raw -1033657.773764 + Penalty 3057.907222 = -1030599.866542 nChanged 97 SP:Iteration 14Q (1851.745622 sec): 3 clusters Score: Raw -1033685.920390 + Penalty 3057.907222 = -1030628.013168 nChanged 67 SP:Iteration 15Q (1851.775183 sec): 3 clusters Score: Raw -1033706.404958 + Penalty 3057.907222 = -1030648.497736 nChanged 77 SP:Iteration 16Q (1851.804711 sec): 3 clusters Score: Raw -1033724.406212 + Penalty 3057.907222 = -1030666.498990 nChanged 59 SP:Iteration 17Q (1851.833995 sec): 3 clusters Score: Raw -1033737.490138 + Penalty 3057.907222 = -1030679.582916 nChanged 39 SP:Iteration 18Q (1851.863157 sec): 3 clusters Score: Raw -1033747.744037 + Penalty 3057.907222 = -1030689.836815 nChanged 43 SP:Iteration 19Q (1851.892504 sec): 3 clusters Score: Raw -1033755.776095 + Penalty 3057.907222 = -1030697.868873 nChanged 33 SP:Iteration 20F (1851.923050 sec): 3 clusters Score: Raw -1033761.614664 + Penalty 3057.907222 = -1030703.707441 nChanged 30 SP:Iteration 21Q (1851.952276 sec): 3 clusters Score: Raw -1033766.526689 + Penalty 3057.907222 = -1030708.619467 nChanged 27 SP:Iteration 22Q (1851.981483 sec): 3 clusters Score: Raw -1033770.163888 + Penalty 3057.907222 = -1030712.256666 nChanged 25 SP:Iteration 23Q (1852.010689 sec): 3 clusters Score: Raw -1033773.467690 + Penalty 3057.907222 = -1030715.560468 nChanged 14 SP:Iteration 24Q (1852.039783 sec): 3 clusters Score: Raw -1033774.766824 + Penalty 3057.907222 = -1030716.859602 nChanged 8 SP:Iteration 25Q (1852.068842 sec): 3 clusters Score: Raw -1033775.909966 + Penalty 3057.907222 = -1030718.002744 nChanged 13 SP:Iteration 26Q (1852.098105 sec): 3 clusters Score: Raw -1033778.912923 + Penalty 3057.907222 = -1030721.005701 nChanged 19 SP:Iteration 27Q (1852.127165 sec): 3 clusters Score: Raw -1033782.142870 + Penalty 3057.907222 = -1030724.235648 nChanged 17 SP:Iteration 28Q (1852.156193 sec): 3 clusters Score: Raw -1033785.217352 + Penalty 3057.907222 = -1030727.310130 nChanged 17 SP:Iteration 29Q (1852.185237 sec): 3 clusters Score: Raw -1033787.202382 + Penalty 3057.907222 = -1030729.295160 nChanged 11 SP:Iteration 30Q (1852.214305 sec): 3 clusters Score: Raw -1033788.809315 + Penalty 3057.907222 = -1030730.902093 nChanged 9 SP:Iteration 31Q (1852.243462 sec): 3 clusters Score: Raw -1033789.927275 + Penalty 3057.907222 = -1030732.020053 nChanged 8 SP:Iteration 32Q (1852.272424 sec): 3 clusters Score: Raw -1033791.191232 + Penalty 3057.907222 = -1030733.284010 nChanged 12 SP:Iteration 33Q (1852.301316 sec): 3 clusters Score: Raw -1033792.744454 + Penalty 3057.907222 = -1030734.837232 nChanged 14 SP:Iteration 34Q (1852.330305 sec): 3 clusters Score: Raw -1033794.095228 + Penalty 3057.907222 = -1030736.188006 nChanged 7 SP:Iteration 35Q (1852.359211 sec): 3 clusters Score: Raw -1033794.835176 + Penalty 3057.907222 = -1030736.927954 nChanged 9 SP:Iteration 36Q (1852.388062 sec): 3 clusters Score: Raw -1033795.924811 + Penalty 3057.907222 = -1030738.017589 nChanged 12 SP:Iteration 37Q (1852.417316 sec): 3 clusters Score: Raw -1033796.946630 + Penalty 3057.907222 = -1030739.039408 nChanged 6 SP:Iteration 38Q (1852.446152 sec): 3 clusters Score: Raw -1033797.337556 + Penalty 3057.907222 = -1030739.430333 nChanged 5 SP:Iteration 39Q (1852.475317 sec): 3 clusters Score: Raw -1033797.716478 + Penalty 3057.907222 = -1030739.809256 nChanged 5 SP:Iteration 40F (1852.505725 sec): 3 clusters Score: Raw -1033798.202386 + Penalty 3057.907222 = -1030740.295164 nChanged 3 SP:Iteration 41Q (1852.534696 sec): 3 clusters Score: Raw -1033798.509065 + Penalty 3057.907222 = -1030740.601843 nChanged 3 SP:Iteration 42Q (1852.563555 sec): 3 clusters Score: Raw -1033798.782720 + Penalty 3057.907222 = -1030740.875498 nChanged 3 SP:Iteration 43Q (1852.592363 sec): 3 clusters Score: Raw -1033799.072773 + Penalty 3057.907222 = -1030741.165551 nChanged 4 SP:Iteration 44Q (1852.621469 sec): 3 clusters Score: Raw -1033799.468140 + Penalty 3057.907222 = -1030741.560918 nChanged 4 SP:Iteration 45Q (1852.650330 sec): 3 clusters Score: Raw -1033799.825424 + Penalty 3057.907222 = -1030741.918202 nChanged 2 SP:Iteration 46Q (1852.679443 sec): 3 clusters Score: Raw -1033799.959430 + Penalty 3057.907222 = -1030742.052208 nChanged 0 SP:Iteration 47F (1852.709927 sec): 3 clusters Score: Raw -1033799.959430 + Penalty 3057.907222 = -1030742.052208 nChanged 0 Trying to split cluster 5 (1660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1852.724143 sec): 2 clusters Score: Raw -118538.251482 + Penalty 1204.868093 = -117333.383389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1852.733196 sec): 3 clusters Score: Raw -117881.591651 + Penalty 2409.736186 = -115471.855465 nChanged 568 SP:Iteration 1F (1852.741593 sec): 3 clusters Score: Raw -118278.491320 + Penalty 2409.736186 = -115868.755134 nChanged 137 SP:Iteration 2F (1852.749961 sec): 3 clusters Score: Raw -118389.657229 + Penalty 2409.736186 = -115979.921043 nChanged 73 SP:Iteration 3Q (1852.758340 sec): 3 clusters Score: Raw -118450.898519 + Penalty 2409.736186 = -116041.162333 nChanged 59 SP:Iteration 4Q (1852.766790 sec): 3 clusters Score: Raw -118491.472073 + Penalty 2409.736186 = -116081.735887 nChanged 47 SP:Iteration 5Q (1852.775094 sec): 3 clusters Score: Raw -118521.736708 + Penalty 2409.736186 = -116112.000522 nChanged 31 SP:Iteration 6Q (1852.783385 sec): 3 clusters Score: Raw -118548.423668 + Penalty 2409.736186 = -116138.687481 nChanged 33 SP:Iteration 7Q (1852.791723 sec): 3 clusters Score: Raw -118571.423329 + Penalty 2409.736186 = -116161.687142 nChanged 29 SP:Iteration 8Q (1852.800085 sec): 3 clusters Score: Raw -118590.857991 + Penalty 2409.736186 = -116181.121805 nChanged 29 SP:Iteration 9Q (1852.808361 sec): 3 clusters Score: Raw -118608.312167 + Penalty 2409.736186 = -116198.575980 nChanged 29 SP:Iteration 10Q (1852.816694 sec): 3 clusters Score: Raw -118624.185842 + Penalty 2409.736186 = -116214.449656 nChanged 20 SP:Iteration 11Q (1852.825034 sec): 3 clusters Score: Raw -118636.647443 + Penalty 2409.736186 = -116226.911257 nChanged 18 SP:Iteration 12Q (1852.833361 sec): 3 clusters Score: Raw -118647.241336 + Penalty 2409.736186 = -116237.505149 nChanged 20 SP:Iteration 13Q (1852.841672 sec): 3 clusters Score: Raw -118655.564774 + Penalty 2409.736186 = -116245.828587 nChanged 10 SP:Iteration 14Q (1852.849922 sec): 3 clusters Score: Raw -118662.481191 + Penalty 2409.736186 = -116252.745005 nChanged 10 SP:Iteration 15Q (1852.858202 sec): 3 clusters Score: Raw -118672.431672 + Penalty 2409.736186 = -116262.695485 nChanged 13 SP:Iteration 16Q (1852.866451 sec): 3 clusters Score: Raw -118684.441764 + Penalty 2409.736186 = -116274.705578 nChanged 18 SP:Iteration 17Q (1852.874752 sec): 3 clusters Score: Raw -118695.104242 + Penalty 2409.736186 = -116285.368056 nChanged 7 SP:Iteration 18Q (1852.883054 sec): 3 clusters Score: Raw -118699.419923 + Penalty 2409.736186 = -116289.683736 nChanged 9 SP:Iteration 19Q (1852.891301 sec): 3 clusters Score: Raw -118703.078940 + Penalty 2409.736186 = -116293.342754 nChanged 5 SP:Iteration 20F (1852.899654 sec): 3 clusters Score: Raw -118705.137587 + Penalty 2409.736186 = -116295.401401 nChanged 7 SP:Iteration 21Q (1852.907953 sec): 3 clusters Score: Raw -118709.898993 + Penalty 2409.736186 = -116300.162806 nChanged 8 SP:Iteration 22Q (1852.916275 sec): 3 clusters Score: Raw -118714.462419 + Penalty 2409.736186 = -116304.726232 nChanged 11 SP:Iteration 23Q (1852.924616 sec): 3 clusters Score: Raw -118721.257211 + Penalty 2409.736186 = -116311.521024 nChanged 12 SP:Iteration 24Q (1852.932921 sec): 3 clusters Score: Raw -118729.214409 + Penalty 2409.736186 = -116319.478223 nChanged 15 SP:Iteration 25Q (1852.941155 sec): 3 clusters Score: Raw -118740.733703 + Penalty 2409.736186 = -116330.997517 nChanged 24 SP:Iteration 26Q (1852.949451 sec): 3 clusters Score: Raw -118759.461068 + Penalty 2409.736186 = -116349.724881 nChanged 30 SP:Iteration 27Q (1852.957782 sec): 3 clusters Score: Raw -118784.059073 + Penalty 2409.736186 = -116374.322886 nChanged 27 SP:Iteration 28Q (1852.966003 sec): 3 clusters Score: Raw -118805.793818 + Penalty 2409.736186 = -116396.057632 nChanged 29 SP:Iteration 29Q (1852.974286 sec): 3 clusters Score: Raw -118829.694019 + Penalty 2409.736186 = -116419.957832 nChanged 33 SP:Iteration 30Q (1852.982567 sec): 3 clusters Score: Raw -118866.040979 + Penalty 2409.736186 = -116456.304793 nChanged 33 SP:Iteration 31Q (1852.990868 sec): 3 clusters Score: Raw -118899.479527 + Penalty 2409.736186 = -116489.743341 nChanged 37 SP:Iteration 32Q (1852.999049 sec): 3 clusters Score: Raw -118936.477512 + Penalty 2409.736186 = -116526.741326 nChanged 31 SP:Iteration 33Q (1853.007280 sec): 3 clusters Score: Raw -118962.391660 + Penalty 2409.736186 = -116552.655473 nChanged 26 SP:Iteration 34Q (1853.015446 sec): 3 clusters Score: Raw -118985.845473 + Penalty 2409.736186 = -116576.109287 nChanged 16 SP:Iteration 35Q (1853.023693 sec): 3 clusters Score: Raw -119002.283835 + Penalty 2409.736186 = -116592.547648 nChanged 19 SP:Iteration 36Q (1853.031895 sec): 3 clusters Score: Raw -119024.969491 + Penalty 2409.736186 = -116615.233304 nChanged 13 SP:Iteration 37Q (1853.040083 sec): 3 clusters Score: Raw -119032.297336 + Penalty 2409.736186 = -116622.561149 nChanged 5 SP:Iteration 38Q (1853.048277 sec): 3 clusters Score: Raw -119038.454401 + Penalty 2409.736186 = -116628.718214 nChanged 10 SP:Iteration 39Q (1853.056428 sec): 3 clusters Score: Raw -119046.145367 + Penalty 2409.736186 = -116636.409180 nChanged 8 SP:Iteration 40F (1853.064770 sec): 3 clusters Score: Raw -119050.836261 + Penalty 2409.736186 = -116641.100075 nChanged 8 SP:Iteration 41Q (1853.072958 sec): 3 clusters Score: Raw -119055.309916 + Penalty 2409.736186 = -116645.573729 nChanged 12 SP:Iteration 42Q (1853.081175 sec): 3 clusters Score: Raw -119060.784769 + Penalty 2409.736186 = -116651.048583 nChanged 6 SP:Iteration 43Q (1853.089354 sec): 3 clusters Score: Raw -119064.424191 + Penalty 2409.736186 = -116654.688004 nChanged 6 SP:Iteration 44Q (1853.097544 sec): 3 clusters Score: Raw -119067.616822 + Penalty 2409.736186 = -116657.880636 nChanged 6 SP:Iteration 45Q (1853.105703 sec): 3 clusters Score: Raw -119071.599231 + Penalty 2409.736186 = -116661.863045 nChanged 6 SP:Iteration 46Q (1853.113887 sec): 3 clusters Score: Raw -119076.456358 + Penalty 2409.736186 = -116666.720172 nChanged 1 SP:Iteration 47Q (1853.122054 sec): 3 clusters Score: Raw -119076.991703 + Penalty 2409.736186 = -116667.255517 nChanged 1 SP:Iteration 48Q (1853.130206 sec): 3 clusters Score: Raw -119079.068391 + Penalty 2409.736186 = -116669.332204 nChanged 1 SP:Iteration 49Q (1853.138362 sec): 3 clusters Score: Raw -119079.218277 + Penalty 2409.736186 = -116669.482091 nChanged 0 SP:Iteration 50F (1853.146720 sec): 3 clusters Score: Raw -119079.218277 + Penalty 2409.736186 = -116669.482091 nChanged 0 Trying to split cluster 6 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1853.160095 sec): 2 clusters Score: Raw -125303.829574 + Penalty 1193.096406 = -124110.733168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1853.168422 sec): 3 clusters Score: Raw -124662.105785 + Penalty 2386.192812 = -122275.912973 nChanged 509 SP:Iteration 1F (1853.176202 sec): 3 clusters Score: Raw -125026.979374 + Penalty 2386.192812 = -122640.786562 nChanged 133 SP:Iteration 2F (1853.184001 sec): 3 clusters Score: Raw -125154.979463 + Penalty 2386.192812 = -122768.786651 nChanged 74 SP:Iteration 3Q (1853.191789 sec): 3 clusters Score: Raw -125217.783252 + Penalty 2386.192812 = -122831.590440 nChanged 68 SP:Iteration 4Q (1853.199589 sec): 3 clusters Score: Raw -125268.910292 + Penalty 2386.192812 = -122882.717480 nChanged 40 SP:Iteration 5Q (1853.207376 sec): 3 clusters Score: Raw -125298.201685 + Penalty 2386.192812 = -122912.008872 nChanged 23 SP:Iteration 6Q (1853.215159 sec): 3 clusters Score: Raw -125309.687993 + Penalty 2386.192812 = -122923.495181 nChanged 14 SP:Iteration 7Q (1853.222943 sec): 3 clusters Score: Raw -125320.542582 + Penalty 2386.192812 = -122934.349770 nChanged 12 SP:Iteration 8Q (1853.230704 sec): 3 clusters Score: Raw -125327.918348 + Penalty 2386.192812 = -122941.725536 nChanged 10 SP:Iteration 9Q (1853.238473 sec): 3 clusters Score: Raw -125331.853955 + Penalty 2386.192812 = -122945.661142 nChanged 7 SP:Iteration 10Q (1853.246250 sec): 3 clusters Score: Raw -125335.205274 + Penalty 2386.192812 = -122949.012461 nChanged 8 SP:Iteration 11Q (1853.253992 sec): 3 clusters Score: Raw -125339.491126 + Penalty 2386.192812 = -122953.298314 nChanged 10 SP:Iteration 12Q (1853.261785 sec): 3 clusters Score: Raw -125346.322049 + Penalty 2386.192812 = -122960.129237 nChanged 18 SP:Iteration 13Q (1853.269521 sec): 3 clusters Score: Raw -125358.790817 + Penalty 2386.192812 = -122972.598004 nChanged 24 SP:Iteration 14Q (1853.277305 sec): 3 clusters Score: Raw -125379.730210 + Penalty 2386.192812 = -122993.537398 nChanged 32 SP:Iteration 15Q (1853.285053 sec): 3 clusters Score: Raw -125410.595423 + Penalty 2386.192812 = -123024.402611 nChanged 30 SP:Iteration 16Q (1853.292774 sec): 3 clusters Score: Raw -125439.373438 + Penalty 2386.192812 = -123053.180626 nChanged 37 SP:Iteration 17Q (1853.300461 sec): 3 clusters Score: Raw -125478.527662 + Penalty 2386.192812 = -123092.334849 nChanged 42 SP:Iteration 18Q (1853.308204 sec): 3 clusters Score: Raw -125521.281401 + Penalty 2386.192812 = -123135.088588 nChanged 43 SP:Iteration 19Q (1853.315918 sec): 3 clusters Score: Raw -125576.344417 + Penalty 2386.192812 = -123190.151604 nChanged 50 SP:Iteration 20F (1853.323673 sec): 3 clusters Score: Raw -125632.570524 + Penalty 2386.192812 = -123246.377711 nChanged 47 SP:Iteration 21Q (1853.331366 sec): 3 clusters Score: Raw -125686.411096 + Penalty 2386.192812 = -123300.218284 nChanged 30 SP:Iteration 22Q (1853.339071 sec): 3 clusters Score: Raw -125722.895411 + Penalty 2386.192812 = -123336.702599 nChanged 29 SP:Iteration 23Q (1853.346691 sec): 3 clusters Score: Raw -125768.324881 + Penalty 2386.192812 = -123382.132068 nChanged 32 SP:Iteration 24Q (1853.354392 sec): 3 clusters Score: Raw -125799.393402 + Penalty 2386.192812 = -123413.200589 nChanged 26 SP:Iteration 25Q (1853.361961 sec): 3 clusters Score: Raw -125826.791411 + Penalty 2386.192812 = -123440.598598 nChanged 27 SP:Iteration 26Q (1853.369605 sec): 3 clusters Score: Raw -125849.484136 + Penalty 2386.192812 = -123463.291323 nChanged 20 SP:Iteration 27Q (1853.377244 sec): 3 clusters Score: Raw -125862.913059 + Penalty 2386.192812 = -123476.720246 nChanged 9 SP:Iteration 28Q (1853.384851 sec): 3 clusters Score: Raw -125867.355329 + Penalty 2386.192812 = -123481.162517 nChanged 7 SP:Iteration 29Q (1853.392465 sec): 3 clusters Score: Raw -125872.332912 + Penalty 2386.192812 = -123486.140100 nChanged 4 SP:Iteration 30Q (1853.399995 sec): 3 clusters Score: Raw -125875.233771 + Penalty 2386.192812 = -123489.040959 nChanged 6 SP:Iteration 31Q (1853.407604 sec): 3 clusters Score: Raw -125880.021671 + Penalty 2386.192812 = -123493.828859 nChanged 4 SP:Iteration 32Q (1853.415256 sec): 3 clusters Score: Raw -125882.258781 + Penalty 2386.192812 = -123496.065969 nChanged 3 SP:Iteration 33Q (1853.422870 sec): 3 clusters Score: Raw -125884.149168 + Penalty 2386.192812 = -123497.956355 nChanged 3 SP:Iteration 34Q (1853.430453 sec): 3 clusters Score: Raw -125887.248150 + Penalty 2386.192812 = -123501.055337 nChanged 4 SP:Iteration 35Q (1853.438091 sec): 3 clusters Score: Raw -125890.011728 + Penalty 2386.192812 = -123503.818916 nChanged 4 SP:Iteration 36Q (1853.445618 sec): 3 clusters Score: Raw -125893.556426 + Penalty 2386.192812 = -123507.363614 nChanged 4 SP:Iteration 37Q (1853.453207 sec): 3 clusters Score: Raw -125896.481819 + Penalty 2386.192812 = -123510.289006 nChanged 3 SP:Iteration 38Q (1853.460802 sec): 3 clusters Score: Raw -125899.136787 + Penalty 2386.192812 = -123512.943975 nChanged 1 SP:Iteration 39Q (1853.468420 sec): 3 clusters Score: Raw -125899.883141 + Penalty 2386.192812 = -123513.690328 nChanged 2 SP:Iteration 40F (1853.476165 sec): 3 clusters Score: Raw -125901.060706 + Penalty 2386.192812 = -123514.867894 nChanged 1 SP:Iteration 41Q (1853.483777 sec): 3 clusters Score: Raw -125901.508834 + Penalty 2386.192812 = -123515.316021 nChanged 0 SP:Iteration 42F (1853.491523 sec): 3 clusters Score: Raw -125901.508834 + Penalty 2386.192812 = -123515.316021 nChanged 0 Trying to split cluster 7 (2789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1853.507977 sec): 2 clusters Score: Raw -227914.952287 + Penalty 1289.183738 = -226625.768549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1853.522465 sec): 3 clusters Score: Raw -226625.790104 + Penalty 2578.367476 = -224047.422628 nChanged 1042 SP:Iteration 1F (1853.536032 sec): 3 clusters Score: Raw -227239.654419 + Penalty 2578.367476 = -224661.286943 nChanged 220 SP:Iteration 2F (1853.549672 sec): 3 clusters Score: Raw -227392.087226 + Penalty 2578.367476 = -224813.719750 nChanged 162 SP:Iteration 3F (1853.563333 sec): 3 clusters Score: Raw -227520.870305 + Penalty 2578.367476 = -224942.502829 nChanged 142 SP:Iteration 4F (1853.576937 sec): 3 clusters Score: Raw -227633.962659 + Penalty 2578.367476 = -225055.595183 nChanged 133 SP:Iteration 5Q (1853.590442 sec): 3 clusters Score: Raw -227756.032759 + Penalty 2578.367476 = -225177.665283 nChanged 117 SP:Iteration 6Q (1853.604030 sec): 3 clusters Score: Raw -227859.939566 + Penalty 2578.367476 = -225281.572090 nChanged 112 SP:Iteration 7Q (1853.617582 sec): 3 clusters Score: Raw -227947.832059 + Penalty 2578.367476 = -225369.464583 nChanged 95 SP:Iteration 8Q (1853.631149 sec): 3 clusters Score: Raw -228024.901520 + Penalty 2578.367476 = -225446.534044 nChanged 96 SP:Iteration 9Q (1853.644683 sec): 3 clusters Score: Raw -228105.391798 + Penalty 2578.367476 = -225527.024322 nChanged 74 SP:Iteration 10Q (1853.658155 sec): 3 clusters Score: Raw -228159.232937 + Penalty 2578.367476 = -225580.865461 nChanged 59 SP:Iteration 11Q (1853.671641 sec): 3 clusters Score: Raw -228199.054440 + Penalty 2578.367476 = -225620.686964 nChanged 43 SP:Iteration 12Q (1853.685092 sec): 3 clusters Score: Raw -228233.245093 + Penalty 2578.367476 = -225654.877617 nChanged 29 SP:Iteration 13Q (1853.698459 sec): 3 clusters Score: Raw -228258.489064 + Penalty 2578.367476 = -225680.121588 nChanged 28 SP:Iteration 14Q (1853.711836 sec): 3 clusters Score: Raw -228279.091489 + Penalty 2578.367476 = -225700.724013 nChanged 23 SP:Iteration 15Q (1853.725291 sec): 3 clusters Score: Raw -228293.890394 + Penalty 2578.367476 = -225715.522918 nChanged 24 SP:Iteration 16Q (1853.738679 sec): 3 clusters Score: Raw -228309.130076 + Penalty 2578.367476 = -225730.762600 nChanged 19 SP:Iteration 17Q (1853.752032 sec): 3 clusters Score: Raw -228318.578601 + Penalty 2578.367476 = -225740.211125 nChanged 15 SP:Iteration 18Q (1853.765404 sec): 3 clusters Score: Raw -228325.660060 + Penalty 2578.367476 = -225747.292584 nChanged 12 SP:Iteration 19Q (1853.778610 sec): 3 clusters Score: Raw -228330.521498 + Penalty 2578.367476 = -225752.154022 nChanged 9 SP:Iteration 20F (1853.792093 sec): 3 clusters Score: Raw -228334.619520 + Penalty 2578.367476 = -225756.252044 nChanged 5 SP:Iteration 21Q (1853.805428 sec): 3 clusters Score: Raw -228337.611924 + Penalty 2578.367476 = -225759.244448 nChanged 7 SP:Iteration 22Q (1853.818791 sec): 3 clusters Score: Raw -228342.801755 + Penalty 2578.367476 = -225764.434279 nChanged 9 SP:Iteration 23Q (1853.832115 sec): 3 clusters Score: Raw -228347.561344 + Penalty 2578.367476 = -225769.193868 nChanged 4 SP:Iteration 24Q (1853.845418 sec): 3 clusters Score: Raw -228350.580178 + Penalty 2578.367476 = -225772.212702 nChanged 2 SP:Iteration 25Q (1853.858756 sec): 3 clusters Score: Raw -228351.539688 + Penalty 2578.367476 = -225773.172212 nChanged 2 SP:Iteration 26Q (1853.872066 sec): 3 clusters Score: Raw -228352.501253 + Penalty 2578.367476 = -225774.133777 nChanged 0 SP:Iteration 27F (1853.885748 sec): 3 clusters Score: Raw -228352.501253 + Penalty 2578.367476 = -225774.133777 nChanged 0 Trying to split cluster 8 (8000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1853.907396 sec): 2 clusters Score: Raw -669471.573201 + Penalty 1460.419483 = -668011.153718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1853.933493 sec): 3 clusters Score: Raw -665005.672049 + Penalty 2920.838967 = -662084.833083 nChanged 3397 SP:Iteration 1F (1853.958575 sec): 3 clusters Score: Raw -666907.724847 + Penalty 2920.838967 = -663986.885881 nChanged 573 SP:Iteration 2F (1853.983741 sec): 3 clusters Score: Raw -667194.606905 + Penalty 2920.838967 = -664273.767938 nChanged 450 SP:Iteration 3F (1854.009098 sec): 3 clusters Score: Raw -667410.028681 + Penalty 2920.838967 = -664489.189715 nChanged 372 SP:Iteration 4Q (1854.034419 sec): 3 clusters Score: Raw -667579.449154 + Penalty 2920.838967 = -664658.610187 nChanged 323 SP:Iteration 5Q (1854.059802 sec): 3 clusters Score: Raw -667705.880956 + Penalty 2920.838967 = -664785.041990 nChanged 262 SP:Iteration 6Q (1854.085166 sec): 3 clusters Score: Raw -667809.321520 + Penalty 2920.838967 = -664888.482553 nChanged 212 SP:Iteration 7Q (1854.110366 sec): 3 clusters Score: Raw -667903.195693 + Penalty 2920.838967 = -664982.356726 nChanged 221 SP:Iteration 8Q (1854.135761 sec): 3 clusters Score: Raw -667999.169564 + Penalty 2920.838967 = -665078.330597 nChanged 225 SP:Iteration 9Q (1854.161163 sec): 3 clusters Score: Raw -668095.329317 + Penalty 2920.838967 = -665174.490350 nChanged 209 SP:Iteration 10Q (1854.186472 sec): 3 clusters Score: Raw -668198.210858 + Penalty 2920.838967 = -665277.371891 nChanged 238 SP:Iteration 11Q (1854.211607 sec): 3 clusters Score: Raw -668321.294940 + Penalty 2920.838967 = -665400.455973 nChanged 235 SP:Iteration 12Q (1854.236703 sec): 3 clusters Score: Raw -668435.496540 + Penalty 2920.838967 = -665514.657574 nChanged 192 SP:Iteration 13Q (1854.261957 sec): 3 clusters Score: Raw -668517.402566 + Penalty 2920.838967 = -665596.563600 nChanged 188 SP:Iteration 14Q (1854.286843 sec): 3 clusters Score: Raw -668592.098388 + Penalty 2920.838967 = -665671.259422 nChanged 170 SP:Iteration 15Q (1854.311707 sec): 3 clusters Score: Raw -668656.181596 + Penalty 2920.838967 = -665735.342629 nChanged 135 SP:Iteration 16Q (1854.336702 sec): 3 clusters Score: Raw -668706.131070 + Penalty 2920.838967 = -665785.292103 nChanged 123 SP:Iteration 17Q (1854.361708 sec): 3 clusters Score: Raw -668745.881973 + Penalty 2920.838967 = -665825.043006 nChanged 113 SP:Iteration 18Q (1854.386602 sec): 3 clusters Score: Raw -668787.949183 + Penalty 2920.838967 = -665867.110216 nChanged 116 SP:Iteration 19Q (1854.411447 sec): 3 clusters Score: Raw -668838.874860 + Penalty 2920.838967 = -665918.035893 nChanged 121 SP:Iteration 20F (1854.436790 sec): 3 clusters Score: Raw -668887.605489 + Penalty 2920.838967 = -665966.766522 nChanged 111 SP:Iteration 21Q (1854.461415 sec): 3 clusters Score: Raw -668931.486445 + Penalty 2920.838967 = -666010.647479 nChanged 103 SP:Iteration 22Q (1854.485858 sec): 3 clusters Score: Raw -668965.406230 + Penalty 2920.838967 = -666044.567263 nChanged 91 SP:Iteration 23Q (1854.522781 sec): 3 clusters Score: Raw -668999.974336 + Penalty 2920.838967 = -666079.135369 nChanged 92 SP:Iteration 24Q (1854.547618 sec): 3 clusters Score: Raw -669031.199604 + Penalty 2920.838967 = -666110.360637 nChanged 72 SP:Iteration 25Q (1854.575933 sec): 3 clusters Score: Raw -669057.949166 + Penalty 2920.838967 = -666137.110199 nChanged 63 SP:Iteration 26Q (1854.604049 sec): 3 clusters Score: Raw -669083.759240 + Penalty 2920.838967 = -666162.920273 nChanged 61 SP:Iteration 27Q (1854.630186 sec): 3 clusters Score: Raw -669109.666399 + Penalty 2920.838967 = -666188.827433 nChanged 62 SP:Iteration 28Q (1854.654387 sec): 3 clusters Score: Raw -669141.743748 + Penalty 2920.838967 = -666220.904781 nChanged 74 SP:Iteration 29Q (1854.678444 sec): 3 clusters Score: Raw -669181.917658 + Penalty 2920.838967 = -666261.078691 nChanged 76 SP:Iteration 30Q (1854.702366 sec): 3 clusters Score: Raw -669217.036928 + Penalty 2920.838967 = -666296.197961 nChanged 76 SP:Iteration 31Q (1854.726045 sec): 3 clusters Score: Raw -669247.860498 + Penalty 2920.838967 = -666327.021532 nChanged 69 SP:Iteration 32Q (1854.749909 sec): 3 clusters Score: Raw -669281.801310 + Penalty 2920.838967 = -666360.962343 nChanged 60 SP:Iteration 33Q (1854.773594 sec): 3 clusters Score: Raw -669310.525122 + Penalty 2920.838967 = -666389.686155 nChanged 62 SP:Iteration 34Q (1854.797067 sec): 3 clusters Score: Raw -669339.351435 + Penalty 2920.838967 = -666418.512468 nChanged 64 SP:Iteration 35Q (1854.820710 sec): 3 clusters Score: Raw -669366.317636 + Penalty 2920.838967 = -666445.478670 nChanged 68 SP:Iteration 36Q (1854.844607 sec): 3 clusters Score: Raw -669396.241241 + Penalty 2920.838967 = -666475.402274 nChanged 69 SP:Iteration 37Q (1854.868308 sec): 3 clusters Score: Raw -669423.621176 + Penalty 2920.838967 = -666502.782209 nChanged 57 SP:Iteration 38Q (1854.891711 sec): 3 clusters Score: Raw -669447.303602 + Penalty 2920.838967 = -666526.464635 nChanged 45 SP:Iteration 39Q (1854.915273 sec): 3 clusters Score: Raw -669467.849470 + Penalty 2920.838967 = -666547.010504 nChanged 36 SP:Iteration 40F (1854.940475 sec): 3 clusters Score: Raw -669488.085410 + Penalty 2920.838967 = -666567.246443 nChanged 38 SP:Iteration 41Q (1854.963885 sec): 3 clusters Score: Raw -669503.806358 + Penalty 2920.838967 = -666582.967392 nChanged 34 SP:Iteration 42Q (1854.987067 sec): 3 clusters Score: Raw -669523.664744 + Penalty 2920.838967 = -666602.825777 nChanged 35 SP:Iteration 43Q (1855.010328 sec): 3 clusters Score: Raw -669538.013034 + Penalty 2920.838967 = -666617.174067 nChanged 38 SP:Iteration 44Q (1855.033630 sec): 3 clusters Score: Raw -669554.712001 + Penalty 2920.838967 = -666633.873034 nChanged 42 SP:Iteration 45Q (1855.056908 sec): 3 clusters Score: Raw -669575.061562 + Penalty 2920.838967 = -666654.222596 nChanged 41 SP:Iteration 46Q (1855.079929 sec): 3 clusters Score: Raw -669597.497855 + Penalty 2920.838967 = -666676.658888 nChanged 47 SP:Iteration 47Q (1855.103112 sec): 3 clusters Score: Raw -669628.977036 + Penalty 2920.838967 = -666708.138069 nChanged 42 SP:Iteration 48Q (1855.126262 sec): 3 clusters Score: Raw -669651.668629 + Penalty 2920.838967 = -666730.829663 nChanged 38 SP:Iteration 49Q (1855.149167 sec): 3 clusters Score: Raw -669669.386947 + Penalty 2920.838967 = -666748.547980 nChanged 24 SP:Iteration 50Q (1855.172079 sec): 3 clusters Score: Raw -669679.539835 + Penalty 2920.838967 = -666758.700868 nChanged 23 SP:Iteration 51Q (1855.195073 sec): 3 clusters Score: Raw -669693.694651 + Penalty 2920.838967 = -666772.855684 nChanged 30 SP:Iteration 52Q (1855.217820 sec): 3 clusters Score: Raw -669708.601198 + Penalty 2920.838967 = -666787.762232 nChanged 21 SP:Iteration 53Q (1855.240799 sec): 3 clusters Score: Raw -669717.511544 + Penalty 2920.838967 = -666796.672578 nChanged 13 SP:Iteration 54Q (1855.263699 sec): 3 clusters Score: Raw -669722.437621 + Penalty 2920.838967 = -666801.598654 nChanged 12 SP:Iteration 55Q (1855.286425 sec): 3 clusters Score: Raw -669730.228116 + Penalty 2920.838967 = -666809.389149 nChanged 20 SP:Iteration 56Q (1855.309101 sec): 3 clusters Score: Raw -669743.543919 + Penalty 2920.838967 = -666822.704953 nChanged 18 SP:Iteration 57Q (1855.331983 sec): 3 clusters Score: Raw -669753.436013 + Penalty 2920.838967 = -666832.597046 nChanged 18 SP:Iteration 58Q (1855.354903 sec): 3 clusters Score: Raw -669763.023485 + Penalty 2920.838967 = -666842.184519 nChanged 13 SP:Iteration 59Q (1855.377796 sec): 3 clusters Score: Raw -669771.169710 + Penalty 2920.838967 = -666850.330743 nChanged 15 SP:Iteration 60F (1855.402888 sec): 3 clusters Score: Raw -669780.329602 + Penalty 2920.838967 = -666859.490635 nChanged 13 SP:Iteration 61Q (1855.425472 sec): 3 clusters Score: Raw -669785.253430 + Penalty 2920.838967 = -666864.414463 nChanged 4 SP:Iteration 62Q (1855.448337 sec): 3 clusters Score: Raw -669787.709578 + Penalty 2920.838967 = -666866.870611 nChanged 6 SP:Iteration 63Q (1855.471012 sec): 3 clusters Score: Raw -669791.552558 + Penalty 2920.838967 = -666870.713591 nChanged 3 SP:Iteration 64Q (1855.493790 sec): 3 clusters Score: Raw -669792.850999 + Penalty 2920.838967 = -666872.012032 nChanged 2 SP:Iteration 65Q (1855.516306 sec): 3 clusters Score: Raw -669793.916292 + Penalty 2920.838967 = -666873.077326 nChanged 1 SP:Iteration 66Q (1855.539129 sec): 3 clusters Score: Raw -669794.036324 + Penalty 2920.838967 = -666873.197357 nChanged 0 SP:Iteration 67F (1855.564553 sec): 3 clusters Score: Raw -669794.036324 + Penalty 2920.838967 = -666873.197357 nChanged 0 Trying to split cluster 9 (5029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1855.583580 sec): 2 clusters Score: Raw -372915.311514 + Penalty 1384.983671 = -371530.327844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1855.605840 sec): 3 clusters Score: Raw -370309.537358 + Penalty 2769.967342 = -367539.570016 nChanged 2032 SP:Iteration 1F (1855.627341 sec): 3 clusters Score: Raw -371480.271670 + Penalty 2769.967342 = -368710.304329 nChanged 385 SP:Iteration 2F (1855.649010 sec): 3 clusters Score: Raw -371683.816827 + Penalty 2769.967342 = -368913.849485 nChanged 280 SP:Iteration 3F (1855.670586 sec): 3 clusters Score: Raw -371849.848993 + Penalty 2769.967342 = -369079.881651 nChanged 235 SP:Iteration 4Q (1855.692257 sec): 3 clusters Score: Raw -372001.616079 + Penalty 2769.967342 = -369231.648737 nChanged 241 SP:Iteration 5Q (1855.714078 sec): 3 clusters Score: Raw -372177.826361 + Penalty 2769.967342 = -369407.859020 nChanged 219 SP:Iteration 6Q (1855.735722 sec): 3 clusters Score: Raw -372352.768372 + Penalty 2769.967342 = -369582.801030 nChanged 210 SP:Iteration 7Q (1855.757479 sec): 3 clusters Score: Raw -372512.474300 + Penalty 2769.967342 = -369742.506958 nChanged 203 SP:Iteration 8Q (1855.779260 sec): 3 clusters Score: Raw -372666.678490 + Penalty 2769.967342 = -369896.711148 nChanged 191 SP:Iteration 9Q (1855.800722 sec): 3 clusters Score: Raw -372784.724752 + Penalty 2769.967342 = -370014.757410 nChanged 154 SP:Iteration 10Q (1855.822337 sec): 3 clusters Score: Raw -372872.449745 + Penalty 2769.967342 = -370102.482403 nChanged 128 SP:Iteration 11Q (1855.843773 sec): 3 clusters Score: Raw -372948.989233 + Penalty 2769.967342 = -370179.021891 nChanged 132 SP:Iteration 12Q (1855.864982 sec): 3 clusters Score: Raw -373025.051390 + Penalty 2769.967342 = -370255.084048 nChanged 125 SP:Iteration 13Q (1855.886282 sec): 3 clusters Score: Raw -373103.765721 + Penalty 2769.967342 = -370333.798380 nChanged 115 SP:Iteration 14Q (1855.907726 sec): 3 clusters Score: Raw -373175.595153 + Penalty 2769.967342 = -370405.627811 nChanged 115 SP:Iteration 15Q (1855.929139 sec): 3 clusters Score: Raw -373238.684334 + Penalty 2769.967342 = -370468.716993 nChanged 91 SP:Iteration 16Q (1855.950203 sec): 3 clusters Score: Raw -373274.709921 + Penalty 2769.967342 = -370504.742579 nChanged 64 SP:Iteration 17Q (1855.971470 sec): 3 clusters Score: Raw -373301.221498 + Penalty 2769.967342 = -370531.254157 nChanged 46 SP:Iteration 18Q (1855.992516 sec): 3 clusters Score: Raw -373317.115953 + Penalty 2769.967342 = -370547.148611 nChanged 34 SP:Iteration 19Q (1856.014455 sec): 3 clusters Score: Raw -373328.942337 + Penalty 2769.967342 = -370558.974995 nChanged 30 SP:Iteration 20F (1856.036044 sec): 3 clusters Score: Raw -373339.126216 + Penalty 2769.967342 = -370569.158874 nChanged 21 SP:Iteration 21Q (1856.057253 sec): 3 clusters Score: Raw -373346.472645 + Penalty 2769.967342 = -370576.505303 nChanged 18 SP:Iteration 22Q (1856.078179 sec): 3 clusters Score: Raw -373352.175625 + Penalty 2769.967342 = -370582.208283 nChanged 14 SP:Iteration 23Q (1856.099277 sec): 3 clusters Score: Raw -373358.109826 + Penalty 2769.967342 = -370588.142484 nChanged 17 SP:Iteration 24Q (1856.120363 sec): 3 clusters Score: Raw -373363.594493 + Penalty 2769.967342 = -370593.627151 nChanged 19 SP:Iteration 25Q (1856.141541 sec): 3 clusters Score: Raw -373368.491327 + Penalty 2769.967342 = -370598.523985 nChanged 23 SP:Iteration 26Q (1856.162708 sec): 3 clusters Score: Raw -373374.385800 + Penalty 2769.967342 = -370604.418458 nChanged 18 SP:Iteration 27Q (1856.183727 sec): 3 clusters Score: Raw -373379.619483 + Penalty 2769.967342 = -370609.652141 nChanged 19 SP:Iteration 28Q (1856.204911 sec): 3 clusters Score: Raw -373384.329207 + Penalty 2769.967342 = -370614.361865 nChanged 11 SP:Iteration 29Q (1856.225846 sec): 3 clusters Score: Raw -373386.302380 + Penalty 2769.967342 = -370616.335038 nChanged 8 SP:Iteration 30Q (1856.246823 sec): 3 clusters Score: Raw -373389.374378 + Penalty 2769.967342 = -370619.407037 nChanged 10 SP:Iteration 31Q (1856.268013 sec): 3 clusters Score: Raw -373391.804105 + Penalty 2769.967342 = -370621.836763 nChanged 10 SP:Iteration 32Q (1856.288834 sec): 3 clusters Score: Raw -373394.441739 + Penalty 2769.967342 = -370624.474398 nChanged 6 SP:Iteration 33Q (1856.309870 sec): 3 clusters Score: Raw -373395.909576 + Penalty 2769.967342 = -370625.942234 nChanged 8 SP:Iteration 34Q (1856.330637 sec): 3 clusters Score: Raw -373397.605476 + Penalty 2769.967342 = -370627.638134 nChanged 14 SP:Iteration 35Q (1856.351768 sec): 3 clusters Score: Raw -373402.556574 + Penalty 2769.967342 = -370632.589233 nChanged 18 SP:Iteration 36Q (1856.372908 sec): 3 clusters Score: Raw -373407.431928 + Penalty 2769.967342 = -370637.464587 nChanged 14 SP:Iteration 37Q (1856.393891 sec): 3 clusters Score: Raw -373411.139189 + Penalty 2769.967342 = -370641.171848 nChanged 12 SP:Iteration 38Q (1856.414898 sec): 3 clusters Score: Raw -373413.925295 + Penalty 2769.967342 = -370643.957953 nChanged 9 SP:Iteration 39Q (1856.436033 sec): 3 clusters Score: Raw -373416.173875 + Penalty 2769.967342 = -370646.206534 nChanged 10 SP:Iteration 40F (1856.457850 sec): 3 clusters Score: Raw -373419.264668 + Penalty 2769.967342 = -370649.297327 nChanged 9 SP:Iteration 41Q (1856.478718 sec): 3 clusters Score: Raw -373422.489330 + Penalty 2769.967342 = -370652.521988 nChanged 15 SP:Iteration 42Q (1856.499906 sec): 3 clusters Score: Raw -373425.427221 + Penalty 2769.967342 = -370655.459879 nChanged 5 SP:Iteration 43Q (1856.520878 sec): 3 clusters Score: Raw -373426.549571 + Penalty 2769.967342 = -370656.582230 nChanged 5 SP:Iteration 44Q (1856.541916 sec): 3 clusters Score: Raw -373427.540532 + Penalty 2769.967342 = -370657.573190 nChanged 5 SP:Iteration 45Q (1856.563039 sec): 3 clusters Score: Raw -373428.127373 + Penalty 2769.967342 = -370658.160032 nChanged 5 SP:Iteration 46Q (1856.583969 sec): 3 clusters Score: Raw -373428.915270 + Penalty 2769.967342 = -370658.947928 nChanged 3 SP:Iteration 47Q (1856.604683 sec): 3 clusters Score: Raw -373429.272173 + Penalty 2769.967342 = -370659.304831 nChanged 5 SP:Iteration 48Q (1856.625586 sec): 3 clusters Score: Raw -373429.913415 + Penalty 2769.967342 = -370659.946073 nChanged 1 SP:Iteration 49Q (1856.646428 sec): 3 clusters Score: Raw -373430.007332 + Penalty 2769.967342 = -370660.039990 nChanged 1 SP:Iteration 50Q (1856.667261 sec): 3 clusters Score: Raw -373430.084750 + Penalty 2769.967342 = -370660.117408 nChanged 0 SP:Iteration 51F (1856.688696 sec): 3 clusters Score: Raw -373430.084750 + Penalty 2769.967342 = -370660.117408 nChanged 0 Trying to split cluster 10 (6736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1856.709491 sec): 2 clusters Score: Raw -560019.251775 + Penalty 1432.473503 = -558586.778272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1856.733765 sec): 3 clusters Score: Raw -556371.644734 + Penalty 2864.947006 = -553506.697728 nChanged 2823 SP:Iteration 1F (1856.757583 sec): 3 clusters Score: Raw -558040.706057 + Penalty 2864.947006 = -555175.759051 nChanged 527 SP:Iteration 2F (1856.781256 sec): 3 clusters Score: Raw -558408.746824 + Penalty 2864.947006 = -555543.799818 nChanged 509 SP:Iteration 3F (1856.804997 sec): 3 clusters Score: Raw -558806.981085 + Penalty 2864.947006 = -555942.034080 nChanged 492 SP:Iteration 4F (1856.828577 sec): 3 clusters Score: Raw -559215.567530 + Penalty 2864.947006 = -556350.620524 nChanged 392 SP:Iteration 5F (1856.852391 sec): 3 clusters Score: Raw -559552.617705 + Penalty 2864.947006 = -556687.670700 nChanged 321 SP:Iteration 6Q (1856.876390 sec): 3 clusters Score: Raw -559788.433066 + Penalty 2864.947006 = -556923.486060 nChanged 245 SP:Iteration 7Q (1856.900054 sec): 3 clusters Score: Raw -559963.694299 + Penalty 2864.947006 = -557098.747294 nChanged 169 SP:Iteration 8Q (1856.923801 sec): 3 clusters Score: Raw -560073.701294 + Penalty 2864.947006 = -557208.754288 nChanged 139 SP:Iteration 9Q (1856.947182 sec): 3 clusters Score: Raw -560151.266243 + Penalty 2864.947006 = -557286.319237 nChanged 99 SP:Iteration 10Q (1856.970723 sec): 3 clusters Score: Raw -560199.176209 + Penalty 2864.947006 = -557334.229203 nChanged 81 SP:Iteration 11Q (1856.994120 sec): 3 clusters Score: Raw -560237.914660 + Penalty 2864.947006 = -557372.967654 nChanged 63 SP:Iteration 12Q (1857.017288 sec): 3 clusters Score: Raw -560262.861268 + Penalty 2864.947006 = -557397.914262 nChanged 53 SP:Iteration 13Q (1857.040198 sec): 3 clusters Score: Raw -560280.347111 + Penalty 2864.947006 = -557415.400105 nChanged 44 SP:Iteration 14Q (1857.062975 sec): 3 clusters Score: Raw -560297.132855 + Penalty 2864.947006 = -557432.185850 nChanged 33 SP:Iteration 15Q (1857.085984 sec): 3 clusters Score: Raw -560311.293623 + Penalty 2864.947006 = -557446.346617 nChanged 32 SP:Iteration 16Q (1857.108902 sec): 3 clusters Score: Raw -560324.908303 + Penalty 2864.947006 = -557459.961297 nChanged 26 SP:Iteration 17Q (1857.131710 sec): 3 clusters Score: Raw -560332.450047 + Penalty 2864.947006 = -557467.503042 nChanged 15 SP:Iteration 18Q (1857.154628 sec): 3 clusters Score: Raw -560338.406535 + Penalty 2864.947006 = -557473.459529 nChanged 20 SP:Iteration 19Q (1857.177243 sec): 3 clusters Score: Raw -560345.157468 + Penalty 2864.947006 = -557480.210462 nChanged 20 SP:Iteration 20F (1857.200942 sec): 3 clusters Score: Raw -560351.254083 + Penalty 2864.947006 = -557486.307078 nChanged 20 SP:Iteration 21Q (1857.223456 sec): 3 clusters Score: Raw -560356.261044 + Penalty 2864.947006 = -557491.314038 nChanged 8 SP:Iteration 22Q (1857.246152 sec): 3 clusters Score: Raw -560358.235919 + Penalty 2864.947006 = -557493.288913 nChanged 5 SP:Iteration 23Q (1857.268741 sec): 3 clusters Score: Raw -560359.186799 + Penalty 2864.947006 = -557494.239794 nChanged 3 SP:Iteration 24Q (1857.291231 sec): 3 clusters Score: Raw -560360.082548 + Penalty 2864.947006 = -557495.135542 nChanged 7 SP:Iteration 25Q (1857.314031 sec): 3 clusters Score: Raw -560362.036524 + Penalty 2864.947006 = -557497.089519 nChanged 9 SP:Iteration 26Q (1857.336347 sec): 3 clusters Score: Raw -560364.657103 + Penalty 2864.947006 = -557499.710097 nChanged 14 SP:Iteration 27Q (1857.358998 sec): 3 clusters Score: Raw -560367.986470 + Penalty 2864.947006 = -557503.039464 nChanged 14 SP:Iteration 28Q (1857.380519 sec): 3 clusters Score: Raw -560371.628024 + Penalty 2864.947006 = -557506.681019 nChanged 15 SP:Iteration 29Q (1857.402995 sec): 3 clusters Score: Raw -560376.284914 + Penalty 2864.947006 = -557511.337908 nChanged 11 SP:Iteration 30Q (1857.425629 sec): 3 clusters Score: Raw -560378.625170 + Penalty 2864.947006 = -557513.678164 nChanged 8 SP:Iteration 31Q (1857.448204 sec): 3 clusters Score: Raw -560380.022358 + Penalty 2864.947006 = -557515.075352 nChanged 5 SP:Iteration 32Q (1857.470725 sec): 3 clusters Score: Raw -560380.964867 + Penalty 2864.947006 = -557516.017862 nChanged 8 SP:Iteration 33Q (1857.493265 sec): 3 clusters Score: Raw -560382.703174 + Penalty 2864.947006 = -557517.756169 nChanged 8 SP:Iteration 34Q (1857.552412 sec): 3 clusters Score: Raw -560384.014522 + Penalty 2864.947006 = -557519.067517 nChanged 4 SP:Iteration 35Q (1857.595565 sec): 3 clusters Score: Raw -560384.668947 + Penalty 2864.947006 = -557519.721941 nChanged 2 SP:Iteration 36Q (1857.618156 sec): 3 clusters Score: Raw -560385.099705 + Penalty 2864.947006 = -557520.152699 nChanged 6 SP:Iteration 37Q (1857.640751 sec): 3 clusters Score: Raw -560387.003054 + Penalty 2864.947006 = -557522.056048 nChanged 4 SP:Iteration 38Q (1857.663239 sec): 3 clusters Score: Raw -560387.942009 + Penalty 2864.947006 = -557522.995004 nChanged 4 SP:Iteration 39Q (1857.685754 sec): 3 clusters Score: Raw -560389.102751 + Penalty 2864.947006 = -557524.155745 nChanged 7 SP:Iteration 40F (1857.709544 sec): 3 clusters Score: Raw -560391.082954 + Penalty 2864.947006 = -557526.135948 nChanged 8 SP:Iteration 41Q (1857.732031 sec): 3 clusters Score: Raw -560392.612562 + Penalty 2864.947006 = -557527.665556 nChanged 5 SP:Iteration 42Q (1857.754363 sec): 3 clusters Score: Raw -560393.695536 + Penalty 2864.947006 = -557528.748531 nChanged 3 SP:Iteration 43Q (1857.777020 sec): 3 clusters Score: Raw -560394.075880 + Penalty 2864.947006 = -557529.128874 nChanged 3 SP:Iteration 44Q (1857.799486 sec): 3 clusters Score: Raw -560394.759613 + Penalty 2864.947006 = -557529.812608 nChanged 5 SP:Iteration 45Q (1857.822049 sec): 3 clusters Score: Raw -560395.662622 + Penalty 2864.947006 = -557530.715616 nChanged 6 SP:Iteration 46Q (1857.844298 sec): 3 clusters Score: Raw -560396.913486 + Penalty 2864.947006 = -557531.966480 nChanged 5 SP:Iteration 47Q (1857.866486 sec): 3 clusters Score: Raw -560398.094463 + Penalty 2864.947006 = -557533.147458 nChanged 4 SP:Iteration 48Q (1857.888988 sec): 3 clusters Score: Raw -560399.101975 + Penalty 2864.947006 = -557534.154969 nChanged 1 SP:Iteration 49Q (1857.911595 sec): 3 clusters Score: Raw -560399.230814 + Penalty 2864.947006 = -557534.283808 nChanged 0 SP:Iteration 50F (1857.935480 sec): 3 clusters Score: Raw -560399.230814 + Penalty 2864.947006 = -557534.283808 nChanged 0 Trying to split cluster 11 (8808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1857.957393 sec): 2 clusters Score: Raw -747111.044089 + Penalty 1476.055048 = -745634.989042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1857.984136 sec): 3 clusters Score: Raw -742195.844656 + Penalty 2952.110095 = -739243.734561 nChanged 3754 SP:Iteration 1F (1858.009721 sec): 3 clusters Score: Raw -744219.940884 + Penalty 2952.110095 = -741267.830789 nChanged 617 SP:Iteration 2F (1858.035436 sec): 3 clusters Score: Raw -744529.381073 + Penalty 2952.110095 = -741577.270977 nChanged 508 SP:Iteration 3F (1858.061019 sec): 3 clusters Score: Raw -744788.722665 + Penalty 2952.110095 = -741836.612569 nChanged 469 SP:Iteration 4F (1858.086499 sec): 3 clusters Score: Raw -745057.433571 + Penalty 2952.110095 = -742105.323476 nChanged 486 SP:Iteration 5F (1858.112230 sec): 3 clusters Score: Raw -745359.041515 + Penalty 2952.110095 = -742406.931419 nChanged 493 SP:Iteration 6F (1858.137640 sec): 3 clusters Score: Raw -745680.028052 + Penalty 2952.110095 = -742727.917957 nChanged 528 SP:Iteration 7F (1858.163099 sec): 3 clusters Score: Raw -746057.928221 + Penalty 2952.110095 = -743105.818126 nChanged 485 SP:Iteration 8F (1858.188581 sec): 3 clusters Score: Raw -746419.198250 + Penalty 2952.110095 = -743467.088155 nChanged 401 SP:Iteration 9Q (1858.214184 sec): 3 clusters Score: Raw -746688.648985 + Penalty 2952.110095 = -743736.538890 nChanged 311 SP:Iteration 10Q (1858.239919 sec): 3 clusters Score: Raw -746902.304947 + Penalty 2952.110095 = -743950.194852 nChanged 243 SP:Iteration 11Q (1858.265558 sec): 3 clusters Score: Raw -747041.049641 + Penalty 2952.110095 = -744088.939545 nChanged 187 SP:Iteration 12Q (1858.291496 sec): 3 clusters Score: Raw -747136.627875 + Penalty 2952.110095 = -744184.517780 nChanged 126 SP:Iteration 13Q (1858.317169 sec): 3 clusters Score: Raw -747195.964314 + Penalty 2952.110095 = -744243.854219 nChanged 107 SP:Iteration 14Q (1858.342582 sec): 3 clusters Score: Raw -747247.939470 + Penalty 2952.110095 = -744295.829374 nChanged 91 SP:Iteration 15Q (1858.368070 sec): 3 clusters Score: Raw -747295.448778 + Penalty 2952.110095 = -744343.338682 nChanged 69 SP:Iteration 16Q (1858.393229 sec): 3 clusters Score: Raw -747318.010798 + Penalty 2952.110095 = -744365.900702 nChanged 52 SP:Iteration 17Q (1858.418092 sec): 3 clusters Score: Raw -747345.589886 + Penalty 2952.110095 = -744393.479790 nChanged 70 SP:Iteration 18Q (1858.442771 sec): 3 clusters Score: Raw -747379.778586 + Penalty 2952.110095 = -744427.668491 nChanged 63 SP:Iteration 19Q (1858.467296 sec): 3 clusters Score: Raw -747410.145949 + Penalty 2952.110095 = -744458.035854 nChanged 60 SP:Iteration 20F (1858.492798 sec): 3 clusters Score: Raw -747431.144157 + Penalty 2952.110095 = -744479.034062 nChanged 41 SP:Iteration 21Q (1858.517049 sec): 3 clusters Score: Raw -747443.699325 + Penalty 2952.110095 = -744491.589229 nChanged 30 SP:Iteration 22Q (1858.541309 sec): 3 clusters Score: Raw -747451.025440 + Penalty 2952.110095 = -744498.915345 nChanged 23 SP:Iteration 23Q (1858.565716 sec): 3 clusters Score: Raw -747456.543380 + Penalty 2952.110095 = -744504.433284 nChanged 22 SP:Iteration 24Q (1858.589976 sec): 3 clusters Score: Raw -747463.915553 + Penalty 2952.110095 = -744511.805457 nChanged 20 SP:Iteration 25Q (1858.614265 sec): 3 clusters Score: Raw -747468.825166 + Penalty 2952.110095 = -744516.715070 nChanged 14 SP:Iteration 26Q (1858.638475 sec): 3 clusters Score: Raw -747471.374752 + Penalty 2952.110095 = -744519.264657 nChanged 10 SP:Iteration 27Q (1858.662748 sec): 3 clusters Score: Raw -747473.601223 + Penalty 2952.110095 = -744521.491128 nChanged 6 SP:Iteration 28Q (1858.686822 sec): 3 clusters Score: Raw -747474.684783 + Penalty 2952.110095 = -744522.574688 nChanged 8 SP:Iteration 29Q (1858.710974 sec): 3 clusters Score: Raw -747476.452060 + Penalty 2952.110095 = -744524.341964 nChanged 7 SP:Iteration 30Q (1858.734860 sec): 3 clusters Score: Raw -747478.299082 + Penalty 2952.110095 = -744526.188987 nChanged 9 SP:Iteration 31Q (1858.777193 sec): 3 clusters Score: Raw -747479.441651 + Penalty 2952.110095 = -744527.331555 nChanged 6 SP:Iteration 32Q (1858.802811 sec): 3 clusters Score: Raw -747481.598190 + Penalty 2952.110095 = -744529.488094 nChanged 7 SP:Iteration 33Q (1858.829460 sec): 3 clusters Score: Raw -747483.040599 + Penalty 2952.110095 = -744530.930503 nChanged 5 SP:Iteration 34Q (1858.854924 sec): 3 clusters Score: Raw -747484.575365 + Penalty 2952.110095 = -744532.465269 nChanged 1 SP:Iteration 35Q (1858.879149 sec): 3 clusters Score: Raw -747485.359653 + Penalty 2952.110095 = -744533.249557 nChanged 6 SP:Iteration 36Q (1858.903459 sec): 3 clusters Score: Raw -747486.987627 + Penalty 2952.110095 = -744534.877532 nChanged 4 SP:Iteration 37Q (1858.927696 sec): 3 clusters Score: Raw -747487.568752 + Penalty 2952.110095 = -744535.458656 nChanged 3 SP:Iteration 38Q (1858.951771 sec): 3 clusters Score: Raw -747488.212965 + Penalty 2952.110095 = -744536.102869 nChanged 8 SP:Iteration 39Q (1859.008365 sec): 3 clusters Score: Raw -747490.284787 + Penalty 2952.110095 = -744538.174692 nChanged 8 SP:Iteration 40F (1859.044315 sec): 3 clusters Score: Raw -747493.371492 + Penalty 2952.110095 = -744541.261397 nChanged 13 SP:Iteration 41Q (1859.068337 sec): 3 clusters Score: Raw -747497.088265 + Penalty 2952.110095 = -744544.978169 nChanged 11 SP:Iteration 42Q (1859.092288 sec): 3 clusters Score: Raw -747500.289274 + Penalty 2952.110095 = -744548.179178 nChanged 10 SP:Iteration 43Q (1859.116288 sec): 3 clusters Score: Raw -747503.086904 + Penalty 2952.110095 = -744550.976808 nChanged 7 SP:Iteration 44Q (1859.160396 sec): 3 clusters Score: Raw -747504.501623 + Penalty 2952.110095 = -744552.391527 nChanged 2 SP:Iteration 45Q (1859.184070 sec): 3 clusters Score: Raw -747504.666293 + Penalty 2952.110095 = -744552.556197 nChanged 1 SP:Iteration 46Q (1859.208148 sec): 3 clusters Score: Raw -747504.855010 + Penalty 2952.110095 = -744552.744914 nChanged 0 SP:Iteration 47F (1859.233829 sec): 3 clusters Score: Raw -747504.855010 + Penalty 2952.110095 = -744552.744914 nChanged 0 Trying to split cluster 12 (3107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1859.260096 sec): 2 clusters Score: Raw -247042.755033 + Penalty 1306.729598 = -245736.025435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1859.276084 sec): 3 clusters Score: Raw -245564.692144 + Penalty 2613.459196 = -242951.232948 nChanged 1172 SP:Iteration 1F (1859.291314 sec): 3 clusters Score: Raw -246258.615639 + Penalty 2613.459196 = -243645.156444 nChanged 228 SP:Iteration 2F (1859.306497 sec): 3 clusters Score: Raw -246428.322949 + Penalty 2613.459196 = -243814.863754 nChanged 167 SP:Iteration 3F (1859.321715 sec): 3 clusters Score: Raw -246545.674772 + Penalty 2613.459196 = -243932.215577 nChanged 135 SP:Iteration 4Q (1859.336951 sec): 3 clusters Score: Raw -246645.125887 + Penalty 2613.459196 = -244031.666692 nChanged 114 SP:Iteration 5Q (1859.352167 sec): 3 clusters Score: Raw -246722.728864 + Penalty 2613.459196 = -244109.269668 nChanged 90 SP:Iteration 6Q (1859.367333 sec): 3 clusters Score: Raw -246776.584090 + Penalty 2613.459196 = -244163.124894 nChanged 73 SP:Iteration 7Q (1859.382502 sec): 3 clusters Score: Raw -246821.712330 + Penalty 2613.459196 = -244208.253134 nChanged 59 SP:Iteration 8Q (1859.397522 sec): 3 clusters Score: Raw -246863.792420 + Penalty 2613.459196 = -244250.333225 nChanged 58 SP:Iteration 9Q (1859.412583 sec): 3 clusters Score: Raw -246912.256473 + Penalty 2613.459196 = -244298.797278 nChanged 73 SP:Iteration 10Q (1859.427629 sec): 3 clusters Score: Raw -246962.396519 + Penalty 2613.459196 = -244348.937324 nChanged 69 SP:Iteration 11Q (1859.442662 sec): 3 clusters Score: Raw -247004.837410 + Penalty 2613.459196 = -244391.378215 nChanged 62 SP:Iteration 12Q (1859.457539 sec): 3 clusters Score: Raw -247043.499157 + Penalty 2613.459196 = -244430.039961 nChanged 51 SP:Iteration 13Q (1859.472822 sec): 3 clusters Score: Raw -247076.045531 + Penalty 2613.459196 = -244462.586336 nChanged 47 SP:Iteration 14Q (1859.487970 sec): 3 clusters Score: Raw -247099.873684 + Penalty 2613.459196 = -244486.414488 nChanged 39 SP:Iteration 15Q (1859.502753 sec): 3 clusters Score: Raw -247121.210308 + Penalty 2613.459196 = -244507.751113 nChanged 46 SP:Iteration 16Q (1859.517658 sec): 3 clusters Score: Raw -247140.657864 + Penalty 2613.459196 = -244527.198668 nChanged 26 SP:Iteration 17Q (1859.532845 sec): 3 clusters Score: Raw -247152.869950 + Penalty 2613.459196 = -244539.410754 nChanged 24 SP:Iteration 18Q (1859.548043 sec): 3 clusters Score: Raw -247162.667402 + Penalty 2613.459196 = -244549.208206 nChanged 22 SP:Iteration 19Q (1859.563188 sec): 3 clusters Score: Raw -247168.882228 + Penalty 2613.459196 = -244555.423032 nChanged 12 SP:Iteration 20F (1859.578309 sec): 3 clusters Score: Raw -247173.162156 + Penalty 2613.459196 = -244559.702961 nChanged 12 SP:Iteration 21Q (1859.593472 sec): 3 clusters Score: Raw -247177.681000 + Penalty 2613.459196 = -244564.221805 nChanged 12 SP:Iteration 22Q (1859.608381 sec): 3 clusters Score: Raw -247180.918519 + Penalty 2613.459196 = -244567.459323 nChanged 10 SP:Iteration 23Q (1859.623260 sec): 3 clusters Score: Raw -247184.426597 + Penalty 2613.459196 = -244570.967401 nChanged 7 SP:Iteration 24Q (1859.638270 sec): 3 clusters Score: Raw -247185.852914 + Penalty 2613.459196 = -244572.393718 nChanged 3 SP:Iteration 25Q (1859.653287 sec): 3 clusters Score: Raw -247186.520400 + Penalty 2613.459196 = -244573.061204 nChanged 2 SP:Iteration 26Q (1859.668212 sec): 3 clusters Score: Raw -247186.926281 + Penalty 2613.459196 = -244573.467085 nChanged 1 SP:Iteration 27Q (1859.683100 sec): 3 clusters Score: Raw -247187.295763 + Penalty 2613.459196 = -244573.836567 nChanged 4 SP:Iteration 28Q (1859.698001 sec): 3 clusters Score: Raw -247188.401435 + Penalty 2613.459196 = -244574.942240 nChanged 2 SP:Iteration 29Q (1859.712873 sec): 3 clusters Score: Raw -247188.963142 + Penalty 2613.459196 = -244575.503946 nChanged 1 SP:Iteration 30Q (1859.727747 sec): 3 clusters Score: Raw -247189.350769 + Penalty 2613.459196 = -244575.891573 nChanged 2 SP:Iteration 31Q (1859.742507 sec): 3 clusters Score: Raw -247189.913851 + Penalty 2613.459196 = -244576.454656 nChanged 0 SP:Iteration 32F (1859.757670 sec): 3 clusters Score: Raw -247189.913851 + Penalty 2613.459196 = -244576.454656 nChanged 0 Trying to split cluster 13 (30925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1859.804743 sec): 2 clusters Score: Raw -2645218.405631 + Penalty 1680.139532 = -2643538.266099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1859.864907 sec): 3 clusters Score: Raw -2626161.567246 + Penalty 3360.279064 = -2622801.288182 nChanged 14230 SP:Iteration 1F (1859.921987 sec): 3 clusters Score: Raw -2633983.534893 + Penalty 3360.279064 = -2630623.255829 nChanged 1376 SP:Iteration 2Q (1859.980932 sec): 3 clusters Score: Raw -2634445.119092 + Penalty 3360.279064 = -2631084.840028 nChanged 1390 SP:Iteration 3Q (1860.039678 sec): 3 clusters Score: Raw -2635007.378323 + Penalty 3360.279064 = -2631647.099259 nChanged 1633 SP:Iteration 4F (1860.095307 sec): 3 clusters Score: Raw -2635847.589804 + Penalty 3360.279064 = -2632487.310740 nChanged 1894 SP:Iteration 5F (1860.152155 sec): 3 clusters Score: Raw -2637056.426321 + Penalty 3360.279064 = -2633696.147257 nChanged 2129 SP:Iteration 6F (1860.208725 sec): 3 clusters Score: Raw -2638484.231303 + Penalty 3360.279064 = -2635123.952239 nChanged 2112 SP:Iteration 7F (1860.264937 sec): 3 clusters Score: Raw -2639999.862619 + Penalty 3360.279064 = -2636639.583555 nChanged 1937 SP:Iteration 8F (1860.321473 sec): 3 clusters Score: Raw -2641497.516133 + Penalty 3360.279064 = -2638137.237069 nChanged 1592 SP:Iteration 9F (1860.378119 sec): 3 clusters Score: Raw -2642755.793430 + Penalty 3360.279064 = -2639395.514366 nChanged 1144 SP:Iteration 10Q (1860.436324 sec): 3 clusters Score: Raw -2643553.158159 + Penalty 3360.279064 = -2640192.879095 nChanged 756 SP:Iteration 11Q (1860.492136 sec): 3 clusters Score: Raw -2643967.700766 + Penalty 3360.279064 = -2640607.421702 nChanged 549 SP:Iteration 12Q (1860.546785 sec): 3 clusters Score: Raw -2644241.696495 + Penalty 3360.279064 = -2640881.417431 nChanged 449 SP:Iteration 13Q (1860.600509 sec): 3 clusters Score: Raw -2644445.207699 + Penalty 3360.279064 = -2641084.928635 nChanged 387 SP:Iteration 14Q (1860.653570 sec): 3 clusters Score: Raw -2644612.943137 + Penalty 3360.279064 = -2641252.664072 nChanged 385 SP:Iteration 15Q (1860.706116 sec): 3 clusters Score: Raw -2644784.045930 + Penalty 3360.279064 = -2641423.766865 nChanged 367 SP:Iteration 16Q (1860.758042 sec): 3 clusters Score: Raw -2644939.681287 + Penalty 3360.279064 = -2641579.402223 nChanged 315 SP:Iteration 17Q (1860.809457 sec): 3 clusters Score: Raw -2645058.003279 + Penalty 3360.279064 = -2641697.724215 nChanged 261 SP:Iteration 18Q (1860.860488 sec): 3 clusters Score: Raw -2645153.926365 + Penalty 3360.279064 = -2641793.647301 nChanged 236 SP:Iteration 19Q (1860.911125 sec): 3 clusters Score: Raw -2645232.441627 + Penalty 3360.279064 = -2641872.162563 nChanged 193 SP:Iteration 20F (1860.966546 sec): 3 clusters Score: Raw -2645290.991728 + Penalty 3360.279064 = -2641930.712664 nChanged 173 SP:Iteration 21Q (1861.018134 sec): 3 clusters Score: Raw -2645338.355442 + Penalty 3360.279064 = -2641978.076378 nChanged 154 SP:Iteration 22Q (1861.068496 sec): 3 clusters Score: Raw -2645376.667534 + Penalty 3360.279064 = -2642016.388470 nChanged 136 SP:Iteration 23Q (1861.118290 sec): 3 clusters Score: Raw -2645413.944385 + Penalty 3360.279064 = -2642053.665321 nChanged 115 SP:Iteration 24Q (1861.167883 sec): 3 clusters Score: Raw -2645441.356451 + Penalty 3360.279064 = -2642081.077387 nChanged 117 SP:Iteration 25Q (1861.217305 sec): 3 clusters Score: Raw -2645468.129024 + Penalty 3360.279064 = -2642107.849960 nChanged 107 SP:Iteration 26Q (1861.266623 sec): 3 clusters Score: Raw -2645492.027192 + Penalty 3360.279064 = -2642131.748128 nChanged 87 SP:Iteration 27Q (1861.316158 sec): 3 clusters Score: Raw -2645510.180508 + Penalty 3360.279064 = -2642149.901444 nChanged 70 SP:Iteration 28Q (1861.365178 sec): 3 clusters Score: Raw -2645523.688574 + Penalty 3360.279064 = -2642163.409509 nChanged 72 SP:Iteration 29Q (1861.414132 sec): 3 clusters Score: Raw -2645537.953418 + Penalty 3360.279064 = -2642177.674354 nChanged 66 SP:Iteration 30Q (1861.463009 sec): 3 clusters Score: Raw -2645549.011610 + Penalty 3360.279064 = -2642188.732546 nChanged 47 SP:Iteration 31Q (1861.512188 sec): 3 clusters Score: Raw -2645556.685401 + Penalty 3360.279064 = -2642196.406337 nChanged 46 SP:Iteration 32Q (1861.561046 sec): 3 clusters Score: Raw -2645564.508747 + Penalty 3360.279064 = -2642204.229683 nChanged 38 SP:Iteration 33Q (1861.609837 sec): 3 clusters Score: Raw -2645570.074896 + Penalty 3360.279064 = -2642209.795832 nChanged 32 SP:Iteration 34Q (1861.658529 sec): 3 clusters Score: Raw -2645576.078897 + Penalty 3360.279064 = -2642215.799833 nChanged 29 SP:Iteration 35Q (1861.707196 sec): 3 clusters Score: Raw -2645582.014335 + Penalty 3360.279064 = -2642221.735271 nChanged 40 SP:Iteration 36Q (1861.755881 sec): 3 clusters Score: Raw -2645589.753381 + Penalty 3360.279064 = -2642229.474317 nChanged 33 SP:Iteration 37Q (1861.804666 sec): 3 clusters Score: Raw -2645594.894637 + Penalty 3360.279064 = -2642234.615573 nChanged 30 SP:Iteration 38Q (1861.853249 sec): 3 clusters Score: Raw -2645598.623409 + Penalty 3360.279064 = -2642238.344345 nChanged 12 SP:Iteration 39Q (1861.901783 sec): 3 clusters Score: Raw -2645599.957584 + Penalty 3360.279064 = -2642239.678520 nChanged 20 SP:Iteration 40F (1861.957150 sec): 3 clusters Score: Raw -2645602.684403 + Penalty 3360.279064 = -2642242.405339 nChanged 21 SP:Iteration 41Q (1862.007009 sec): 3 clusters Score: Raw -2645605.712383 + Penalty 3360.279064 = -2642245.433319 nChanged 15 SP:Iteration 42Q (1862.055462 sec): 3 clusters Score: Raw -2645607.315209 + Penalty 3360.279064 = -2642247.036145 nChanged 12 SP:Iteration 43Q (1862.104018 sec): 3 clusters Score: Raw -2645609.324378 + Penalty 3360.279064 = -2642249.045314 nChanged 13 SP:Iteration 44Q (1862.152526 sec): 3 clusters Score: Raw -2645610.918762 + Penalty 3360.279064 = -2642250.639698 nChanged 12 SP:Iteration 45Q (1862.201114 sec): 3 clusters Score: Raw -2645612.577744 + Penalty 3360.279064 = -2642252.298680 nChanged 13 SP:Iteration 46Q (1862.249848 sec): 3 clusters Score: Raw -2645614.453437 + Penalty 3360.279064 = -2642254.174373 nChanged 18 SP:Iteration 47Q (1862.298687 sec): 3 clusters Score: Raw -2645617.723635 + Penalty 3360.279064 = -2642257.444570 nChanged 18 SP:Iteration 48Q (1862.347419 sec): 3 clusters Score: Raw -2645621.329001 + Penalty 3360.279064 = -2642261.049936 nChanged 20 SP:Iteration 49Q (1862.395990 sec): 3 clusters Score: Raw -2645624.578267 + Penalty 3360.279064 = -2642264.299203 nChanged 14 SP:Iteration 50Q (1862.444503 sec): 3 clusters Score: Raw -2645626.267476 + Penalty 3360.279064 = -2642265.988412 nChanged 12 SP:Iteration 51Q (1862.493050 sec): 3 clusters Score: Raw -2645627.828472 + Penalty 3360.279064 = -2642267.549408 nChanged 15 SP:Iteration 52Q (1862.541332 sec): 3 clusters Score: Raw -2645630.557677 + Penalty 3360.279064 = -2642270.278613 nChanged 17 SP:Iteration 53Q (1862.589657 sec): 3 clusters Score: Raw -2645634.007474 + Penalty 3360.279064 = -2642273.728410 nChanged 23 SP:Iteration 54Q (1862.637959 sec): 3 clusters Score: Raw -2645639.070407 + Penalty 3360.279064 = -2642278.791343 nChanged 20 SP:Iteration 55Q (1862.686281 sec): 3 clusters Score: Raw -2645642.114361 + Penalty 3360.279064 = -2642281.835297 nChanged 15 SP:Iteration 56Q (1862.734580 sec): 3 clusters Score: Raw -2645644.269302 + Penalty 3360.279064 = -2642283.990238 nChanged 13 SP:Iteration 57Q (1862.782752 sec): 3 clusters Score: Raw -2645646.206483 + Penalty 3360.279064 = -2642285.927419 nChanged 12 SP:Iteration 58Q (1862.830837 sec): 3 clusters Score: Raw -2645648.964340 + Penalty 3360.279064 = -2642288.685276 nChanged 20 SP:Iteration 59Q (1862.879136 sec): 3 clusters Score: Raw -2645652.481601 + Penalty 3360.279064 = -2642292.202537 nChanged 19 SP:Iteration 60F (1862.934743 sec): 3 clusters Score: Raw -2645655.946345 + Penalty 3360.279064 = -2642295.667281 nChanged 19 SP:Iteration 61Q (1862.984204 sec): 3 clusters Score: Raw -2645658.688471 + Penalty 3360.279064 = -2642298.409407 nChanged 15 SP:Iteration 62Q (1863.032277 sec): 3 clusters Score: Raw -2645661.125266 + Penalty 3360.279064 = -2642300.846202 nChanged 18 SP:Iteration 63Q (1863.080325 sec): 3 clusters Score: Raw -2645663.433417 + Penalty 3360.279064 = -2642303.154352 nChanged 12 SP:Iteration 64Q (1863.128354 sec): 3 clusters Score: Raw -2645664.916733 + Penalty 3360.279064 = -2642304.637669 nChanged 10 SP:Iteration 65Q (1863.176477 sec): 3 clusters Score: Raw -2645665.986043 + Penalty 3360.279064 = -2642305.706979 nChanged 9 SP:Iteration 66Q (1863.224753 sec): 3 clusters Score: Raw -2645667.222570 + Penalty 3360.279064 = -2642306.943506 nChanged 8 SP:Iteration 67Q (1863.272709 sec): 3 clusters Score: Raw -2645668.676762 + Penalty 3360.279064 = -2642308.397698 nChanged 11 SP:Iteration 68Q (1863.320766 sec): 3 clusters Score: Raw -2645670.211341 + Penalty 3360.279064 = -2642309.932277 nChanged 5 SP:Iteration 69Q (1863.368754 sec): 3 clusters Score: Raw -2645670.891072 + Penalty 3360.279064 = -2642310.612008 nChanged 6 SP:Iteration 70Q (1863.417029 sec): 3 clusters Score: Raw -2645671.537629 + Penalty 3360.279064 = -2642311.258565 nChanged 5 SP:Iteration 71Q (1863.465152 sec): 3 clusters Score: Raw -2645672.342442 + Penalty 3360.279064 = -2642312.063378 nChanged 5 SP:Iteration 72Q (1863.513516 sec): 3 clusters Score: Raw -2645672.710808 + Penalty 3360.279064 = -2642312.431744 nChanged 1 SP:Iteration 73Q (1863.561551 sec): 3 clusters Score: Raw -2645673.071604 + Penalty 3360.279064 = -2642312.792540 nChanged 4 SP:Iteration 74Q (1863.609587 sec): 3 clusters Score: Raw -2645673.964935 + Penalty 3360.279064 = -2642313.685871 nChanged 6 SP:Iteration 75Q (1863.657595 sec): 3 clusters Score: Raw -2645675.074725 + Penalty 3360.279064 = -2642314.795661 nChanged 6 SP:Iteration 76Q (1863.705807 sec): 3 clusters Score: Raw -2645676.559159 + Penalty 3360.279064 = -2642316.280094 nChanged 9 SP:Iteration 77Q (1863.754020 sec): 3 clusters Score: Raw -2645678.232063 + Penalty 3360.279064 = -2642317.952999 nChanged 6 SP:Iteration 78Q (1863.802330 sec): 3 clusters Score: Raw -2645678.973836 + Penalty 3360.279064 = -2642318.694772 nChanged 6 SP:Iteration 79Q (1863.849950 sec): 3 clusters Score: Raw -2645679.752061 + Penalty 3360.279064 = -2642319.472997 nChanged 6 SP:Iteration 80F (1863.905238 sec): 3 clusters Score: Raw -2645680.495542 + Penalty 3360.279064 = -2642320.216478 nChanged 5 SP:Iteration 81Q (1863.954449 sec): 3 clusters Score: Raw -2645681.073450 + Penalty 3360.279064 = -2642320.794386 nChanged 1 SP:Iteration 82Q (1864.002638 sec): 3 clusters Score: Raw -2645681.133026 + Penalty 3360.279064 = -2642320.853962 nChanged 1 SP:Iteration 83Q (1864.050605 sec): 3 clusters Score: Raw -2645681.210762 + Penalty 3360.279064 = -2642320.931698 nChanged 0 SP:Iteration 84F (1864.105723 sec): 3 clusters Score: Raw -2645681.210762 + Penalty 3360.279064 = -2642320.931698 nChanged 0 Trying to split cluster 14 (7267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1864.123115 sec): 2 clusters Score: Raw -578677.619063 + Penalty 1444.803560 = -577232.815503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1864.147696 sec): 3 clusters Score: Raw -574719.310783 + Penalty 2889.607120 = -571829.703663 nChanged 3060 SP:Iteration 1F (1864.171397 sec): 3 clusters Score: Raw -576460.805351 + Penalty 2889.607120 = -573571.198231 nChanged 540 SP:Iteration 2F (1864.194988 sec): 3 clusters Score: Raw -576792.362786 + Penalty 2889.607120 = -573902.755666 nChanged 432 SP:Iteration 3F (1864.218482 sec): 3 clusters Score: Raw -577068.223925 + Penalty 2889.607120 = -574178.616805 nChanged 387 SP:Iteration 4F (1864.242007 sec): 3 clusters Score: Raw -577295.457966 + Penalty 2889.607120 = -574405.850846 nChanged 337 SP:Iteration 5Q (1864.265966 sec): 3 clusters Score: Raw -577503.297661 + Penalty 2889.607120 = -574613.690541 nChanged 336 SP:Iteration 6Q (1864.289716 sec): 3 clusters Score: Raw -577698.273160 + Penalty 2889.607120 = -574808.666040 nChanged 296 SP:Iteration 7Q (1864.313612 sec): 3 clusters Score: Raw -577864.251267 + Penalty 2889.607120 = -574974.644147 nChanged 250 SP:Iteration 8Q (1864.337367 sec): 3 clusters Score: Raw -578020.698548 + Penalty 2889.607120 = -575131.091428 nChanged 233 SP:Iteration 9Q (1864.360988 sec): 3 clusters Score: Raw -578180.747808 + Penalty 2889.607120 = -575291.140688 nChanged 190 SP:Iteration 10Q (1864.384720 sec): 3 clusters Score: Raw -578293.850045 + Penalty 2889.607120 = -575404.242925 nChanged 152 SP:Iteration 11Q (1864.408075 sec): 3 clusters Score: Raw -578394.804597 + Penalty 2889.607120 = -575505.197477 nChanged 145 SP:Iteration 12Q (1864.431139 sec): 3 clusters Score: Raw -578503.003633 + Penalty 2889.607120 = -575613.396513 nChanged 152 SP:Iteration 13Q (1864.454115 sec): 3 clusters Score: Raw -578614.172700 + Penalty 2889.607120 = -575724.565580 nChanged 108 SP:Iteration 14Q (1864.476982 sec): 3 clusters Score: Raw -578683.088545 + Penalty 2889.607120 = -575793.481425 nChanged 75 SP:Iteration 15Q (1864.499837 sec): 3 clusters Score: Raw -578734.856845 + Penalty 2889.607120 = -575845.249725 nChanged 83 SP:Iteration 16Q (1864.522155 sec): 3 clusters Score: Raw -578781.497093 + Penalty 2889.607120 = -575891.889973 nChanged 71 SP:Iteration 17Q (1864.544586 sec): 3 clusters Score: Raw -578819.593956 + Penalty 2889.607120 = -575929.986836 nChanged 56 SP:Iteration 18Q (1864.566935 sec): 3 clusters Score: Raw -578846.662362 + Penalty 2889.607120 = -575957.055242 nChanged 41 SP:Iteration 19Q (1864.589094 sec): 3 clusters Score: Raw -578867.243003 + Penalty 2889.607120 = -575977.635884 nChanged 33 SP:Iteration 20F (1864.612657 sec): 3 clusters Score: Raw -578884.612754 + Penalty 2889.607120 = -575995.005634 nChanged 26 SP:Iteration 21Q (1864.634816 sec): 3 clusters Score: Raw -578895.406122 + Penalty 2889.607120 = -576005.799002 nChanged 20 SP:Iteration 22Q (1864.657140 sec): 3 clusters Score: Raw -578903.090653 + Penalty 2889.607120 = -576013.483533 nChanged 19 SP:Iteration 23Q (1864.679187 sec): 3 clusters Score: Raw -578911.890974 + Penalty 2889.607120 = -576022.283854 nChanged 16 SP:Iteration 24Q (1864.701189 sec): 3 clusters Score: Raw -578919.965540 + Penalty 2889.607120 = -576030.358420 nChanged 15 SP:Iteration 25Q (1864.723224 sec): 3 clusters Score: Raw -578927.175884 + Penalty 2889.607120 = -576037.568764 nChanged 17 SP:Iteration 26Q (1864.745155 sec): 3 clusters Score: Raw -578933.674833 + Penalty 2889.607120 = -576044.067713 nChanged 15 SP:Iteration 27Q (1864.767168 sec): 3 clusters Score: Raw -578942.885113 + Penalty 2889.607120 = -576053.277994 nChanged 17 SP:Iteration 28Q (1864.789101 sec): 3 clusters Score: Raw -578952.903353 + Penalty 2889.607120 = -576063.296233 nChanged 17 SP:Iteration 29Q (1864.811014 sec): 3 clusters Score: Raw -578963.792153 + Penalty 2889.607120 = -576074.185033 nChanged 14 SP:Iteration 30Q (1864.832875 sec): 3 clusters Score: Raw -578972.549053 + Penalty 2889.607120 = -576082.941933 nChanged 16 SP:Iteration 31Q (1864.855107 sec): 3 clusters Score: Raw -578980.296747 + Penalty 2889.607120 = -576090.689627 nChanged 11 SP:Iteration 32Q (1864.877053 sec): 3 clusters Score: Raw -578985.175547 + Penalty 2889.607120 = -576095.568427 nChanged 9 SP:Iteration 33Q (1864.899215 sec): 3 clusters Score: Raw -578991.154840 + Penalty 2889.607120 = -576101.547720 nChanged 13 SP:Iteration 34Q (1864.921136 sec): 3 clusters Score: Raw -578998.834961 + Penalty 2889.607120 = -576109.227841 nChanged 11 SP:Iteration 35Q (1864.943071 sec): 3 clusters Score: Raw -579002.967135 + Penalty 2889.607120 = -576113.360015 nChanged 6 SP:Iteration 36Q (1864.965033 sec): 3 clusters Score: Raw -579004.623869 + Penalty 2889.607120 = -576115.016749 nChanged 1 SP:Iteration 37Q (1864.986931 sec): 3 clusters Score: Raw -579005.102408 + Penalty 2889.607120 = -576115.495288 nChanged 2 SP:Iteration 38Q (1865.009022 sec): 3 clusters Score: Raw -579005.557899 + Penalty 2889.607120 = -576115.950779 nChanged 2 SP:Iteration 39Q (1865.030912 sec): 3 clusters Score: Raw -579006.797339 + Penalty 2889.607120 = -576117.190219 nChanged 7 SP:Iteration 40F (1865.054638 sec): 3 clusters Score: Raw -579010.291135 + Penalty 2889.607120 = -576120.684015 nChanged 2 SP:Iteration 41Q (1865.076686 sec): 3 clusters Score: Raw -579010.954481 + Penalty 2889.607120 = -576121.347362 nChanged 4 SP:Iteration 42Q (1865.098884 sec): 3 clusters Score: Raw -579012.386438 + Penalty 2889.607120 = -576122.779318 nChanged 4 SP:Iteration 43Q (1865.120841 sec): 3 clusters Score: Raw -579013.522764 + Penalty 2889.607120 = -576123.915644 nChanged 2 SP:Iteration 44Q (1865.142644 sec): 3 clusters Score: Raw -579013.896904 + Penalty 2889.607120 = -576124.289784 nChanged 1 SP:Iteration 45Q (1865.164545 sec): 3 clusters Score: Raw -579014.113842 + Penalty 2889.607120 = -576124.506722 nChanged 1 SP:Iteration 46Q (1865.186470 sec): 3 clusters Score: Raw -579014.523733 + Penalty 2889.607120 = -576124.916614 nChanged 3 SP:Iteration 47Q (1865.208698 sec): 3 clusters Score: Raw -579015.091581 + Penalty 2889.607120 = -576125.484461 nChanged 0 SP:Iteration 48F (1865.232431 sec): 3 clusters Score: Raw -579015.091581 + Penalty 2889.607120 = -576125.484461 nChanged 0 Trying to split cluster 15 (7892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1865.253207 sec): 2 clusters Score: Raw -607005.095422 + Penalty 1458.210791 = -605546.884631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1865.278560 sec): 3 clusters Score: Raw -602647.898891 + Penalty 2916.421582 = -599731.477310 nChanged 3373 SP:Iteration 1F (1865.303279 sec): 3 clusters Score: Raw -604619.425331 + Penalty 2916.421582 = -601703.003749 nChanged 478 SP:Iteration 2F (1865.327865 sec): 3 clusters Score: Raw -604844.122564 + Penalty 2916.421582 = -601927.700982 nChanged 376 SP:Iteration 3Q (1865.352518 sec): 3 clusters Score: Raw -605023.375868 + Penalty 2916.421582 = -602106.954286 nChanged 346 SP:Iteration 4Q (1865.377104 sec): 3 clusters Score: Raw -605185.688167 + Penalty 2916.421582 = -602269.266586 nChanged 322 SP:Iteration 5Q (1865.401737 sec): 3 clusters Score: Raw -605347.868190 + Penalty 2916.421582 = -602431.446608 nChanged 290 SP:Iteration 6Q (1865.426603 sec): 3 clusters Score: Raw -605478.264867 + Penalty 2916.421582 = -602561.843285 nChanged 273 SP:Iteration 7Q (1865.451263 sec): 3 clusters Score: Raw -605631.011861 + Penalty 2916.421582 = -602714.590279 nChanged 300 SP:Iteration 8Q (1865.475690 sec): 3 clusters Score: Raw -605812.231456 + Penalty 2916.421582 = -602895.809874 nChanged 294 SP:Iteration 9Q (1865.500456 sec): 3 clusters Score: Raw -605999.095305 + Penalty 2916.421582 = -603082.673724 nChanged 280 SP:Iteration 10Q (1865.525080 sec): 3 clusters Score: Raw -606182.982012 + Penalty 2916.421582 = -603266.560430 nChanged 270 SP:Iteration 11Q (1865.549283 sec): 3 clusters Score: Raw -606355.027402 + Penalty 2916.421582 = -603438.605821 nChanged 237 SP:Iteration 12Q (1865.573394 sec): 3 clusters Score: Raw -606512.615300 + Penalty 2916.421582 = -603596.193718 nChanged 198 SP:Iteration 13Q (1865.597561 sec): 3 clusters Score: Raw -606627.344379 + Penalty 2916.421582 = -603710.922797 nChanged 157 SP:Iteration 14Q (1865.621168 sec): 3 clusters Score: Raw -606713.574406 + Penalty 2916.421582 = -603797.152824 nChanged 131 SP:Iteration 15Q (1865.644932 sec): 3 clusters Score: Raw -606773.396247 + Penalty 2916.421582 = -603856.974665 nChanged 97 SP:Iteration 16Q (1865.668763 sec): 3 clusters Score: Raw -606810.795268 + Penalty 2916.421582 = -603894.373687 nChanged 75 SP:Iteration 17Q (1865.692064 sec): 3 clusters Score: Raw -606839.953581 + Penalty 2916.421582 = -603923.531999 nChanged 82 SP:Iteration 18Q (1865.715631 sec): 3 clusters Score: Raw -606872.589917 + Penalty 2916.421582 = -603956.168335 nChanged 70 SP:Iteration 19Q (1865.739113 sec): 3 clusters Score: Raw -606906.128272 + Penalty 2916.421582 = -603989.706690 nChanged 72 SP:Iteration 20F (1865.763533 sec): 3 clusters Score: Raw -606937.495168 + Penalty 2916.421582 = -604021.073586 nChanged 45 SP:Iteration 21Q (1865.786783 sec): 3 clusters Score: Raw -606958.027800 + Penalty 2916.421582 = -604041.606218 nChanged 54 SP:Iteration 22Q (1865.809949 sec): 3 clusters Score: Raw -606977.990451 + Penalty 2916.421582 = -604061.568870 nChanged 42 SP:Iteration 23Q (1865.832998 sec): 3 clusters Score: Raw -606991.718167 + Penalty 2916.421582 = -604075.296585 nChanged 44 SP:Iteration 24Q (1865.856223 sec): 3 clusters Score: Raw -607006.632517 + Penalty 2916.421582 = -604090.210935 nChanged 39 SP:Iteration 25Q (1865.879154 sec): 3 clusters Score: Raw -607021.603236 + Penalty 2916.421582 = -604105.181654 nChanged 48 SP:Iteration 26Q (1865.902090 sec): 3 clusters Score: Raw -607042.360050 + Penalty 2916.421582 = -604125.938468 nChanged 47 SP:Iteration 27Q (1865.924966 sec): 3 clusters Score: Raw -607063.526767 + Penalty 2916.421582 = -604147.105185 nChanged 38 SP:Iteration 28Q (1865.948125 sec): 3 clusters Score: Raw -607082.469563 + Penalty 2916.421582 = -604166.047981 nChanged 44 SP:Iteration 29Q (1865.970888 sec): 3 clusters Score: Raw -607098.498669 + Penalty 2916.421582 = -604182.077087 nChanged 32 SP:Iteration 30Q (1865.993820 sec): 3 clusters Score: Raw -607107.958884 + Penalty 2916.421582 = -604191.537302 nChanged 28 SP:Iteration 31Q (1866.016832 sec): 3 clusters Score: Raw -607117.055169 + Penalty 2916.421582 = -604200.633587 nChanged 19 SP:Iteration 32Q (1866.039616 sec): 3 clusters Score: Raw -607122.375347 + Penalty 2916.421582 = -604205.953765 nChanged 19 SP:Iteration 33Q (1866.062259 sec): 3 clusters Score: Raw -607128.149236 + Penalty 2916.421582 = -604211.727654 nChanged 12 SP:Iteration 34Q (1866.085016 sec): 3 clusters Score: Raw -607131.647062 + Penalty 2916.421582 = -604215.225480 nChanged 12 SP:Iteration 35Q (1866.107664 sec): 3 clusters Score: Raw -607134.282560 + Penalty 2916.421582 = -604217.860978 nChanged 12 SP:Iteration 36Q (1866.130396 sec): 3 clusters Score: Raw -607137.294984 + Penalty 2916.421582 = -604220.873402 nChanged 11 SP:Iteration 37Q (1866.153039 sec): 3 clusters Score: Raw -607140.115171 + Penalty 2916.421582 = -604223.693589 nChanged 15 SP:Iteration 38Q (1866.175659 sec): 3 clusters Score: Raw -607145.472306 + Penalty 2916.421582 = -604229.050724 nChanged 18 SP:Iteration 39Q (1866.198202 sec): 3 clusters Score: Raw -607151.187624 + Penalty 2916.421582 = -604234.766042 nChanged 21 SP:Iteration 40F (1866.222573 sec): 3 clusters Score: Raw -607160.408755 + Penalty 2916.421582 = -604243.987174 nChanged 21 SP:Iteration 41Q (1866.245367 sec): 3 clusters Score: Raw -607170.071321 + Penalty 2916.421582 = -604253.649739 nChanged 21 SP:Iteration 42Q (1866.267920 sec): 3 clusters Score: Raw -607180.822916 + Penalty 2916.421582 = -604264.401334 nChanged 17 SP:Iteration 43Q (1866.290708 sec): 3 clusters Score: Raw -607188.702360 + Penalty 2916.421582 = -604272.280779 nChanged 14 SP:Iteration 44Q (1866.313329 sec): 3 clusters Score: Raw -607193.528173 + Penalty 2916.421582 = -604277.106592 nChanged 12 SP:Iteration 45Q (1866.336125 sec): 3 clusters Score: Raw -607197.263243 + Penalty 2916.421582 = -604280.841661 nChanged 9 SP:Iteration 46Q (1866.358842 sec): 3 clusters Score: Raw -607201.196076 + Penalty 2916.421582 = -604284.774495 nChanged 6 SP:Iteration 47Q (1866.381467 sec): 3 clusters Score: Raw -607202.600675 + Penalty 2916.421582 = -604286.179093 nChanged 5 SP:Iteration 48Q (1866.404200 sec): 3 clusters Score: Raw -607204.133224 + Penalty 2916.421582 = -604287.711642 nChanged 7 SP:Iteration 49Q (1866.426763 sec): 3 clusters Score: Raw -607207.422924 + Penalty 2916.421582 = -604291.001342 nChanged 6 SP:Iteration 50Q (1866.449268 sec): 3 clusters Score: Raw -607209.070296 + Penalty 2916.421582 = -604292.648714 nChanged 5 SP:Iteration 51Q (1866.471605 sec): 3 clusters Score: Raw -607211.541734 + Penalty 2916.421582 = -604295.120152 nChanged 5 SP:Iteration 52Q (1866.494280 sec): 3 clusters Score: Raw -607213.644940 + Penalty 2916.421582 = -604297.223358 nChanged 6 SP:Iteration 53Q (1866.516943 sec): 3 clusters Score: Raw -607215.758318 + Penalty 2916.421582 = -604299.336737 nChanged 4 SP:Iteration 54Q (1866.539575 sec): 3 clusters Score: Raw -607216.616628 + Penalty 2916.421582 = -604300.195047 nChanged 1 SP:Iteration 55Q (1866.562181 sec): 3 clusters Score: Raw -607217.312151 + Penalty 2916.421582 = -604300.890569 nChanged 2 SP:Iteration 56Q (1866.584930 sec): 3 clusters Score: Raw -607218.149862 + Penalty 2916.421582 = -604301.728280 nChanged 5 SP:Iteration 57Q (1866.607591 sec): 3 clusters Score: Raw -607219.711349 + Penalty 2916.421582 = -604303.289767 nChanged 1 SP:Iteration 58Q (1866.630046 sec): 3 clusters Score: Raw -607220.256942 + Penalty 2916.421582 = -604303.835360 nChanged 1 SP:Iteration 59Q (1866.652571 sec): 3 clusters Score: Raw -607220.590947 + Penalty 2916.421582 = -604304.169365 nChanged 0 SP:Iteration 60F (1866.677174 sec): 3 clusters Score: Raw -607220.590947 + Penalty 2916.421582 = -604304.169365 nChanged 0 Trying to split cluster 16 (4788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.695022 sec): 2 clusters Score: Raw -398046.876402 + Penalty 1377.003561 = -396669.872841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.715745 sec): 3 clusters Score: Raw -395540.825059 + Penalty 2754.007122 = -392786.817937 nChanged 1949 SP:Iteration 1F (1866.736224 sec): 3 clusters Score: Raw -396662.892466 + Penalty 2754.007122 = -393908.885344 nChanged 311 SP:Iteration 2F (1866.756660 sec): 3 clusters Score: Raw -396811.946736 + Penalty 2754.007122 = -394057.939614 nChanged 232 SP:Iteration 3Q (1866.777246 sec): 3 clusters Score: Raw -396931.753358 + Penalty 2754.007122 = -394177.746237 nChanged 193 SP:Iteration 4Q (1866.797860 sec): 3 clusters Score: Raw -397037.419645 + Penalty 2754.007122 = -394283.412523 nChanged 193 SP:Iteration 5Q (1866.818392 sec): 3 clusters Score: Raw -397152.463868 + Penalty 2754.007122 = -394398.456746 nChanged 207 SP:Iteration 6Q (1866.838775 sec): 3 clusters Score: Raw -397284.939807 + Penalty 2754.007122 = -394530.932686 nChanged 210 SP:Iteration 7Q (1866.859313 sec): 3 clusters Score: Raw -397435.268315 + Penalty 2754.007122 = -394681.261193 nChanged 214 SP:Iteration 8Q (1866.879845 sec): 3 clusters Score: Raw -397597.016752 + Penalty 2754.007122 = -394843.009631 nChanged 202 SP:Iteration 9Q (1866.900354 sec): 3 clusters Score: Raw -397744.103424 + Penalty 2754.007122 = -394990.096302 nChanged 170 SP:Iteration 10Q (1866.920721 sec): 3 clusters Score: Raw -397872.637459 + Penalty 2754.007122 = -395118.630337 nChanged 147 SP:Iteration 11Q (1866.941024 sec): 3 clusters Score: Raw -397987.243156 + Penalty 2754.007122 = -395233.236034 nChanged 122 SP:Iteration 12Q (1866.961135 sec): 3 clusters Score: Raw -398074.708097 + Penalty 2754.007122 = -395320.700975 nChanged 79 SP:Iteration 13Q (1866.981202 sec): 3 clusters Score: Raw -398127.716969 + Penalty 2754.007122 = -395373.709847 nChanged 55 SP:Iteration 14Q (1867.001069 sec): 3 clusters Score: Raw -398166.991998 + Penalty 2754.007122 = -395412.984877 nChanged 44 SP:Iteration 15Q (1867.021012 sec): 3 clusters Score: Raw -398190.880411 + Penalty 2754.007122 = -395436.873289 nChanged 28 SP:Iteration 16Q (1867.041039 sec): 3 clusters Score: Raw -398201.733983 + Penalty 2754.007122 = -395447.726861 nChanged 18 SP:Iteration 17Q (1867.060777 sec): 3 clusters Score: Raw -398212.563069 + Penalty 2754.007122 = -395458.555947 nChanged 19 SP:Iteration 18Q (1867.080453 sec): 3 clusters Score: Raw -398223.671281 + Penalty 2754.007122 = -395469.664159 nChanged 23 SP:Iteration 19Q (1867.100277 sec): 3 clusters Score: Raw -398239.141923 + Penalty 2754.007122 = -395485.134802 nChanged 19 SP:Iteration 20F (1867.120648 sec): 3 clusters Score: Raw -398254.633950 + Penalty 2754.007122 = -395500.626828 nChanged 21 SP:Iteration 21Q (1867.140254 sec): 3 clusters Score: Raw -398272.990534 + Penalty 2754.007122 = -395518.983413 nChanged 21 SP:Iteration 22Q (1867.159615 sec): 3 clusters Score: Raw -398286.629467 + Penalty 2754.007122 = -395532.622345 nChanged 16 SP:Iteration 23Q (1867.179015 sec): 3 clusters Score: Raw -398298.725712 + Penalty 2754.007122 = -395544.718590 nChanged 19 SP:Iteration 24Q (1867.235357 sec): 3 clusters Score: Raw -398314.847354 + Penalty 2754.007122 = -395560.840232 nChanged 11 SP:Iteration 25Q (1867.275556 sec): 3 clusters Score: Raw -398326.582091 + Penalty 2754.007122 = -395572.574969 nChanged 9 SP:Iteration 26Q (1867.295013 sec): 3 clusters Score: Raw -398336.997989 + Penalty 2754.007122 = -395582.990868 nChanged 14 SP:Iteration 27Q (1867.348415 sec): 3 clusters Score: Raw -398348.660506 + Penalty 2754.007122 = -395594.653385 nChanged 12 SP:Iteration 28Q (1867.369295 sec): 3 clusters Score: Raw -398354.341799 + Penalty 2754.007122 = -395600.334677 nChanged 7 SP:Iteration 29Q (1867.390413 sec): 3 clusters Score: Raw -398357.830929 + Penalty 2754.007122 = -395603.823807 nChanged 3 SP:Iteration 30Q (1867.411571 sec): 3 clusters Score: Raw -398360.968670 + Penalty 2754.007122 = -395606.961548 nChanged 6 SP:Iteration 31Q (1867.432079 sec): 3 clusters Score: Raw -398365.118068 + Penalty 2754.007122 = -395611.110946 nChanged 3 SP:Iteration 32Q (1867.451137 sec): 3 clusters Score: Raw -398367.096411 + Penalty 2754.007122 = -395613.089289 nChanged 5 SP:Iteration 33Q (1867.470455 sec): 3 clusters Score: Raw -398370.123964 + Penalty 2754.007122 = -395616.116842 nChanged 3 SP:Iteration 34Q (1867.489567 sec): 3 clusters Score: Raw -398371.835386 + Penalty 2754.007122 = -395617.828264 nChanged 5 SP:Iteration 35Q (1867.509011 sec): 3 clusters Score: Raw -398374.729475 + Penalty 2754.007122 = -395620.722353 nChanged 0 SP:Iteration 36F (1867.529360 sec): 3 clusters Score: Raw -398374.729475 + Penalty 2754.007122 = -395620.722353 nChanged 0 Trying to split cluster 17 (13528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1867.556338 sec): 2 clusters Score: Raw -1129318.362755 + Penalty 1545.783995 = -1127772.578760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1867.589495 sec): 3 clusters Score: Raw -1121357.717369 + Penalty 3091.567989 = -1118266.149380 nChanged 5949 SP:Iteration 1F (1867.621525 sec): 3 clusters Score: Raw -1124681.773541 + Penalty 3091.567989 = -1121590.205552 nChanged 783 SP:Iteration 2F (1867.653904 sec): 3 clusters Score: Raw -1125025.693088 + Penalty 3091.567989 = -1121934.125099 nChanged 761 SP:Iteration 3F (1867.686063 sec): 3 clusters Score: Raw -1125444.128094 + Penalty 3091.567989 = -1122352.560105 nChanged 828 SP:Iteration 4F (1867.718113 sec): 3 clusters Score: Raw -1125962.584780 + Penalty 3091.567989 = -1122871.016790 nChanged 818 SP:Iteration 5F (1867.749998 sec): 3 clusters Score: Raw -1126539.821064 + Penalty 3091.567989 = -1123448.253075 nChanged 826 SP:Iteration 6F (1867.782002 sec): 3 clusters Score: Raw -1127177.070946 + Penalty 3091.567989 = -1124085.502957 nChanged 810 SP:Iteration 7F (1867.814066 sec): 3 clusters Score: Raw -1127856.679948 + Penalty 3091.567989 = -1124765.111959 nChanged 680 SP:Iteration 8F (1867.846157 sec): 3 clusters Score: Raw -1128411.112900 + Penalty 3091.567989 = -1125319.544911 nChanged 530 SP:Iteration 9Q (1867.877517 sec): 3 clusters Score: Raw -1128835.087023 + Penalty 3091.567989 = -1125743.519033 nChanged 334 SP:Iteration 10Q (1867.908259 sec): 3 clusters Score: Raw -1129103.366280 + Penalty 3091.567989 = -1126011.798291 nChanged 216 SP:Iteration 11Q (1867.938473 sec): 3 clusters Score: Raw -1129264.659558 + Penalty 3091.567989 = -1126173.091568 nChanged 131 SP:Iteration 12Q (1867.967987 sec): 3 clusters Score: Raw -1129347.636776 + Penalty 3091.567989 = -1126256.068787 nChanged 73 SP:Iteration 13Q (1867.997087 sec): 3 clusters Score: Raw -1129405.244849 + Penalty 3091.567989 = -1126313.676859 nChanged 46 SP:Iteration 14Q (1868.028351 sec): 3 clusters Score: Raw -1129437.567405 + Penalty 3091.567989 = -1126345.999416 nChanged 32 SP:Iteration 15Q (1868.056769 sec): 3 clusters Score: Raw -1129458.717266 + Penalty 3091.567989 = -1126367.149277 nChanged 19 SP:Iteration 16Q (1868.085005 sec): 3 clusters Score: Raw -1129476.563927 + Penalty 3091.567989 = -1126384.995938 nChanged 17 SP:Iteration 17Q (1868.113133 sec): 3 clusters Score: Raw -1129495.993588 + Penalty 3091.567989 = -1126404.425599 nChanged 16 SP:Iteration 18Q (1868.141015 sec): 3 clusters Score: Raw -1129514.824209 + Penalty 3091.567989 = -1126423.256219 nChanged 13 SP:Iteration 19Q (1868.168735 sec): 3 clusters Score: Raw -1129526.766312 + Penalty 3091.567989 = -1126435.198323 nChanged 8 SP:Iteration 20F (1868.200495 sec): 3 clusters Score: Raw -1129531.489616 + Penalty 3091.567989 = -1126439.921626 nChanged 5 SP:Iteration 21Q (1868.228297 sec): 3 clusters Score: Raw -1129536.923067 + Penalty 3091.567989 = -1126445.355078 nChanged 5 SP:Iteration 22Q (1868.256123 sec): 3 clusters Score: Raw -1129541.625824 + Penalty 3091.567989 = -1126450.057834 nChanged 4 SP:Iteration 23Q (1868.283828 sec): 3 clusters Score: Raw -1129545.245711 + Penalty 3091.567989 = -1126453.677721 nChanged 1 SP:Iteration 24Q (1868.311613 sec): 3 clusters Score: Raw -1129546.014520 + Penalty 3091.567989 = -1126454.446531 nChanged 2 SP:Iteration 25Q (1868.339109 sec): 3 clusters Score: Raw -1129547.540288 + Penalty 3091.567989 = -1126455.972299 nChanged 1 SP:Iteration 26Q (1868.366835 sec): 3 clusters Score: Raw -1129548.877024 + Penalty 3091.567989 = -1126457.309035 nChanged 0 SP:Iteration 27F (1868.398440 sec): 3 clusters Score: Raw -1129548.877024 + Penalty 3091.567989 = -1126457.309035 nChanged 0 Trying to split cluster 18 (6403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1868.418116 sec): 2 clusters Score: Raw -522151.279375 + Penalty 1424.234810 = -520727.044564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1868.441421 sec): 3 clusters Score: Raw -518712.158534 + Penalty 2848.469621 = -515863.688914 nChanged 2616 SP:Iteration 1F (1868.463992 sec): 3 clusters Score: Raw -520252.599043 + Penalty 2848.469621 = -517404.129422 nChanged 520 SP:Iteration 2F (1868.486619 sec): 3 clusters Score: Raw -520667.942519 + Penalty 2848.469621 = -517819.472898 nChanged 500 SP:Iteration 3F (1868.508988 sec): 3 clusters Score: Raw -521093.432671 + Penalty 2848.469621 = -518244.963051 nChanged 470 SP:Iteration 4F (1868.531493 sec): 3 clusters Score: Raw -521454.886533 + Penalty 2848.469621 = -518606.416913 nChanged 396 SP:Iteration 5F (1868.554184 sec): 3 clusters Score: Raw -521733.190421 + Penalty 2848.469621 = -518884.720800 nChanged 314 SP:Iteration 6Q (1868.576514 sec): 3 clusters Score: Raw -521927.159590 + Penalty 2848.469621 = -519078.689970 nChanged 260 SP:Iteration 7Q (1868.598937 sec): 3 clusters Score: Raw -522067.163232 + Penalty 2848.469621 = -519218.693611 nChanged 196 SP:Iteration 8Q (1868.621335 sec): 3 clusters Score: Raw -522162.632613 + Penalty 2848.469621 = -519314.162993 nChanged 147 SP:Iteration 9Q (1868.643773 sec): 3 clusters Score: Raw -522224.923997 + Penalty 2848.469621 = -519376.454377 nChanged 115 SP:Iteration 10Q (1868.666300 sec): 3 clusters Score: Raw -522261.426383 + Penalty 2848.469621 = -519412.956762 nChanged 72 SP:Iteration 11Q (1868.688866 sec): 3 clusters Score: Raw -522281.451811 + Penalty 2848.469621 = -519432.982191 nChanged 62 SP:Iteration 12Q (1868.711285 sec): 3 clusters Score: Raw -522303.282349 + Penalty 2848.469621 = -519454.812728 nChanged 54 SP:Iteration 13Q (1868.733558 sec): 3 clusters Score: Raw -522322.479985 + Penalty 2848.469621 = -519474.010365 nChanged 49 SP:Iteration 14Q (1868.755929 sec): 3 clusters Score: Raw -522339.493684 + Penalty 2848.469621 = -519491.024063 nChanged 50 SP:Iteration 15Q (1868.778372 sec): 3 clusters Score: Raw -522355.104900 + Penalty 2848.469621 = -519506.635279 nChanged 33 SP:Iteration 16Q (1868.800784 sec): 3 clusters Score: Raw -522365.996162 + Penalty 2848.469621 = -519517.526542 nChanged 34 SP:Iteration 17Q (1868.823181 sec): 3 clusters Score: Raw -522375.973323 + Penalty 2848.469621 = -519527.503703 nChanged 34 SP:Iteration 18Q (1868.845395 sec): 3 clusters Score: Raw -522383.452765 + Penalty 2848.469621 = -519534.983145 nChanged 24 SP:Iteration 19Q (1868.867746 sec): 3 clusters Score: Raw -522387.854714 + Penalty 2848.469621 = -519539.385093 nChanged 18 SP:Iteration 20F (1868.890266 sec): 3 clusters Score: Raw -522390.866526 + Penalty 2848.469621 = -519542.396905 nChanged 21 SP:Iteration 21Q (1868.912729 sec): 3 clusters Score: Raw -522396.069993 + Penalty 2848.469621 = -519547.600372 nChanged 26 SP:Iteration 22Q (1868.935122 sec): 3 clusters Score: Raw -522400.616842 + Penalty 2848.469621 = -519552.147222 nChanged 24 SP:Iteration 23Q (1868.957642 sec): 3 clusters Score: Raw -522406.194344 + Penalty 2848.469621 = -519557.724723 nChanged 33 SP:Iteration 24Q (1868.980223 sec): 3 clusters Score: Raw -522413.936164 + Penalty 2848.469621 = -519565.466544 nChanged 30 SP:Iteration 25Q (1869.002357 sec): 3 clusters Score: Raw -522420.496149 + Penalty 2848.469621 = -519572.026528 nChanged 26 SP:Iteration 26Q (1869.024686 sec): 3 clusters Score: Raw -522424.885833 + Penalty 2848.469621 = -519576.416212 nChanged 18 SP:Iteration 27Q (1869.047068 sec): 3 clusters Score: Raw -522427.564166 + Penalty 2848.469621 = -519579.094546 nChanged 13 SP:Iteration 28Q (1869.069539 sec): 3 clusters Score: Raw -522429.093280 + Penalty 2848.469621 = -519580.623659 nChanged 7 SP:Iteration 29Q (1869.091814 sec): 3 clusters Score: Raw -522429.829395 + Penalty 2848.469621 = -519581.359775 nChanged 8 SP:Iteration 30Q (1869.114174 sec): 3 clusters Score: Raw -522431.008036 + Penalty 2848.469621 = -519582.538415 nChanged 8 SP:Iteration 31Q (1869.136525 sec): 3 clusters Score: Raw -522432.020041 + Penalty 2848.469621 = -519583.550421 nChanged 9 SP:Iteration 32Q (1869.159014 sec): 3 clusters Score: Raw -522433.452587 + Penalty 2848.469621 = -519584.982967 nChanged 10 SP:Iteration 33Q (1869.181442 sec): 3 clusters Score: Raw -522434.722285 + Penalty 2848.469621 = -519586.252664 nChanged 5 SP:Iteration 34Q (1869.203806 sec): 3 clusters Score: Raw -522435.597636 + Penalty 2848.469621 = -519587.128015 nChanged 6 SP:Iteration 35Q (1869.226287 sec): 3 clusters Score: Raw -522436.541848 + Penalty 2848.469621 = -519588.072227 nChanged 8 SP:Iteration 36Q (1869.248717 sec): 3 clusters Score: Raw -522437.972912 + Penalty 2848.469621 = -519589.503292 nChanged 6 SP:Iteration 37Q (1869.271076 sec): 3 clusters Score: Raw -522438.698833 + Penalty 2848.469621 = -519590.229212 nChanged 7 SP:Iteration 38Q (1869.293377 sec): 3 clusters Score: Raw -522439.608684 + Penalty 2848.469621 = -519591.139063 nChanged 9 SP:Iteration 39Q (1869.315526 sec): 3 clusters Score: Raw -522440.944771 + Penalty 2848.469621 = -519592.475150 nChanged 10 SP:Iteration 40F (1869.338005 sec): 3 clusters Score: Raw -522442.497556 + Penalty 2848.469621 = -519594.027935 nChanged 8 SP:Iteration 41Q (1869.360291 sec): 3 clusters Score: Raw -522443.502086 + Penalty 2848.469621 = -519595.032465 nChanged 6 SP:Iteration 42Q (1869.382774 sec): 3 clusters Score: Raw -522444.325921 + Penalty 2848.469621 = -519595.856300 nChanged 4 SP:Iteration 43Q (1869.405232 sec): 3 clusters Score: Raw -522444.933076 + Penalty 2848.469621 = -519596.463456 nChanged 4 SP:Iteration 44Q (1869.427393 sec): 3 clusters Score: Raw -522445.553602 + Penalty 2848.469621 = -519597.083982 nChanged 4 SP:Iteration 45Q (1869.449888 sec): 3 clusters Score: Raw -522445.901536 + Penalty 2848.469621 = -519597.431916 nChanged 3 SP:Iteration 46Q (1869.472074 sec): 3 clusters Score: Raw -522446.259497 + Penalty 2848.469621 = -519597.789876 nChanged 1 SP:Iteration 47Q (1869.494359 sec): 3 clusters Score: Raw -522446.655297 + Penalty 2848.469621 = -519598.185677 nChanged 2 SP:Iteration 48Q (1869.516416 sec): 3 clusters Score: Raw -522446.997960 + Penalty 2848.469621 = -519598.528339 nChanged 2 SP:Iteration 49Q (1869.538724 sec): 3 clusters Score: Raw -522447.180648 + Penalty 2848.469621 = -519598.711027 nChanged 2 SP:Iteration 50Q (1869.561090 sec): 3 clusters Score: Raw -522447.329860 + Penalty 2848.469621 = -519598.860239 nChanged 1 SP:Iteration 51Q (1869.583486 sec): 3 clusters Score: Raw -522447.366307 + Penalty 2848.469621 = -519598.896686 nChanged 0 SP:Iteration 52F (1869.606199 sec): 3 clusters Score: Raw -522447.366307 + Penalty 2848.469621 = -519598.896686 nChanged 0 Trying to split cluster 19 (5371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1869.624461 sec): 2 clusters Score: Raw -447056.916239 + Penalty 1395.675026 = -445661.241213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1869.646408 sec): 3 clusters Score: Raw -444251.916422 + Penalty 2791.350052 = -441460.566370 nChanged 2212 SP:Iteration 1F (1869.668030 sec): 3 clusters Score: Raw -445592.199932 + Penalty 2791.350052 = -442800.849881 nChanged 400 SP:Iteration 2F (1869.689403 sec): 3 clusters Score: Raw -445839.058358 + Penalty 2791.350052 = -443047.708307 nChanged 316 SP:Iteration 3F (1869.710690 sec): 3 clusters Score: Raw -446043.429151 + Penalty 2791.350052 = -443252.079100 nChanged 291 SP:Iteration 4F (1869.732091 sec): 3 clusters Score: Raw -446236.144734 + Penalty 2791.350052 = -443444.794682 nChanged 256 SP:Iteration 5Q (1869.753626 sec): 3 clusters Score: Raw -446425.764251 + Penalty 2791.350052 = -443634.414199 nChanged 254 SP:Iteration 6Q (1869.775076 sec): 3 clusters Score: Raw -446595.253940 + Penalty 2791.350052 = -443803.903888 nChanged 221 SP:Iteration 7Q (1869.796561 sec): 3 clusters Score: Raw -446737.811817 + Penalty 2791.350052 = -443946.461766 nChanged 182 SP:Iteration 8Q (1869.818147 sec): 3 clusters Score: Raw -446829.826256 + Penalty 2791.350052 = -444038.476204 nChanged 133 SP:Iteration 9Q (1869.875968 sec): 3 clusters Score: Raw -446893.655221 + Penalty 2791.350052 = -444102.305169 nChanged 106 SP:Iteration 10Q (1869.930902 sec): 3 clusters Score: Raw -446941.322715 + Penalty 2791.350052 = -444149.972663 nChanged 97 SP:Iteration 11Q (1869.962074 sec): 3 clusters Score: Raw -446987.211791 + Penalty 2791.350052 = -444195.861740 nChanged 77 SP:Iteration 12Q (1869.983543 sec): 3 clusters Score: Raw -447016.886314 + Penalty 2791.350052 = -444225.536262 nChanged 58 SP:Iteration 13Q (1870.005066 sec): 3 clusters Score: Raw -447033.205376 + Penalty 2791.350052 = -444241.855324 nChanged 47 SP:Iteration 14Q (1870.026596 sec): 3 clusters Score: Raw -447048.176470 + Penalty 2791.350052 = -444256.826418 nChanged 42 SP:Iteration 15Q (1870.048297 sec): 3 clusters Score: Raw -447058.887980 + Penalty 2791.350052 = -444267.537928 nChanged 37 SP:Iteration 16Q (1870.069757 sec): 3 clusters Score: Raw -447068.338850 + Penalty 2791.350052 = -444276.988798 nChanged 28 SP:Iteration 17Q (1870.091206 sec): 3 clusters Score: Raw -447074.763881 + Penalty 2791.350052 = -444283.413830 nChanged 20 SP:Iteration 18Q (1870.112445 sec): 3 clusters Score: Raw -447080.308972 + Penalty 2791.350052 = -444288.958920 nChanged 24 SP:Iteration 19Q (1870.133855 sec): 3 clusters Score: Raw -447089.770909 + Penalty 2791.350052 = -444298.420858 nChanged 30 SP:Iteration 20F (1870.155452 sec): 3 clusters Score: Raw -447097.223960 + Penalty 2791.350052 = -444305.873909 nChanged 19 SP:Iteration 21Q (1870.176784 sec): 3 clusters Score: Raw -447102.602696 + Penalty 2791.350052 = -444311.252645 nChanged 18 SP:Iteration 22Q (1870.198065 sec): 3 clusters Score: Raw -447107.247316 + Penalty 2791.350052 = -444315.897265 nChanged 16 SP:Iteration 23Q (1870.219451 sec): 3 clusters Score: Raw -447111.951416 + Penalty 2791.350052 = -444320.601364 nChanged 24 SP:Iteration 24Q (1870.241021 sec): 3 clusters Score: Raw -447118.857896 + Penalty 2791.350052 = -444327.507844 nChanged 28 SP:Iteration 25Q (1870.262524 sec): 3 clusters Score: Raw -447125.406966 + Penalty 2791.350052 = -444334.056914 nChanged 15 SP:Iteration 26Q (1870.283647 sec): 3 clusters Score: Raw -447129.999250 + Penalty 2791.350052 = -444338.649198 nChanged 21 SP:Iteration 27Q (1870.305131 sec): 3 clusters Score: Raw -447135.476369 + Penalty 2791.350052 = -444344.126317 nChanged 13 SP:Iteration 28Q (1870.326580 sec): 3 clusters Score: Raw -447139.194971 + Penalty 2791.350052 = -444347.844919 nChanged 18 SP:Iteration 29Q (1870.347861 sec): 3 clusters Score: Raw -447143.154614 + Penalty 2791.350052 = -444351.804562 nChanged 10 SP:Iteration 30Q (1870.368992 sec): 3 clusters Score: Raw -447145.280586 + Penalty 2791.350052 = -444353.930534 nChanged 10 SP:Iteration 31Q (1870.390255 sec): 3 clusters Score: Raw -447147.972482 + Penalty 2791.350052 = -444356.622430 nChanged 11 SP:Iteration 32Q (1870.411779 sec): 3 clusters Score: Raw -447151.138019 + Penalty 2791.350052 = -444359.787967 nChanged 14 SP:Iteration 33Q (1870.433290 sec): 3 clusters Score: Raw -447154.070126 + Penalty 2791.350052 = -444362.720074 nChanged 10 SP:Iteration 34Q (1870.454659 sec): 3 clusters Score: Raw -447156.363610 + Penalty 2791.350052 = -444365.013558 nChanged 10 SP:Iteration 35Q (1870.475961 sec): 3 clusters Score: Raw -447159.507852 + Penalty 2791.350052 = -444368.157800 nChanged 10 SP:Iteration 36Q (1870.497414 sec): 3 clusters Score: Raw -447162.601005 + Penalty 2791.350052 = -444371.250953 nChanged 10 SP:Iteration 37Q (1870.518864 sec): 3 clusters Score: Raw -447165.991238 + Penalty 2791.350052 = -444374.641186 nChanged 14 SP:Iteration 38Q (1870.540429 sec): 3 clusters Score: Raw -447169.796674 + Penalty 2791.350052 = -444378.446622 nChanged 11 SP:Iteration 39Q (1870.561887 sec): 3 clusters Score: Raw -447172.786582 + Penalty 2791.350052 = -444381.436530 nChanged 7 SP:Iteration 40F (1870.583476 sec): 3 clusters Score: Raw -447174.230664 + Penalty 2791.350052 = -444382.880612 nChanged 7 SP:Iteration 41Q (1870.617568 sec): 3 clusters Score: Raw -447175.295610 + Penalty 2791.350052 = -444383.945558 nChanged 6 SP:Iteration 42Q (1870.638850 sec): 3 clusters Score: Raw -447176.342749 + Penalty 2791.350052 = -444384.992698 nChanged 2 SP:Iteration 43Q (1870.661576 sec): 3 clusters Score: Raw -447176.558893 + Penalty 2791.350052 = -444385.208842 nChanged 0 SP:Iteration 44F (1870.685043 sec): 3 clusters Score: Raw -447176.558893 + Penalty 2791.350052 = -444385.208842 nChanged 0 Trying to split cluster 20 (1084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1870.698002 sec): 2 clusters Score: Raw -81477.391206 + Penalty 1135.617142 = -80341.774064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1870.704845 sec): 3 clusters Score: Raw -81111.940113 + Penalty 2271.234284 = -78840.705828 nChanged 319 SP:Iteration 1F (1870.711167 sec): 3 clusters Score: Raw -81359.078557 + Penalty 2271.234284 = -79087.844272 nChanged 80 SP:Iteration 2F (1870.717413 sec): 3 clusters Score: Raw -81434.221179 + Penalty 2271.234284 = -79162.986895 nChanged 37 SP:Iteration 3Q (1870.723612 sec): 3 clusters Score: Raw -81466.413550 + Penalty 2271.234284 = -79195.179266 nChanged 30 SP:Iteration 4Q (1870.729853 sec): 3 clusters Score: Raw -81492.512282 + Penalty 2271.234284 = -79221.277998 nChanged 27 SP:Iteration 5Q (1870.736084 sec): 3 clusters Score: Raw -81534.090383 + Penalty 2271.234284 = -79262.856099 nChanged 21 SP:Iteration 6Q (1870.742001 sec): 3 clusters Score: Raw -81554.960986 + Penalty 2271.234284 = -79283.726702 nChanged 11 SP:Iteration 7Q (1870.747640 sec): 3 clusters Score: Raw -81561.149877 + Penalty 2271.234284 = -79289.915593 nChanged 5 SP:Iteration 8Q (1870.753335 sec): 3 clusters Score: Raw -81564.906363 + Penalty 2271.234284 = -79293.672079 nChanged 4 SP:Iteration 9Q (1870.759005 sec): 3 clusters Score: Raw -81567.850862 + Penalty 2271.234284 = -79296.616578 nChanged 4 SP:Iteration 10Q (1870.764672 sec): 3 clusters Score: Raw -81571.092888 + Penalty 2271.234284 = -79299.858603 nChanged 5 SP:Iteration 11Q (1870.770381 sec): 3 clusters Score: Raw -81572.797076 + Penalty 2271.234284 = -79301.562792 nChanged 4 SP:Iteration 12Q (1870.776063 sec): 3 clusters Score: Raw -81576.254627 + Penalty 2271.234284 = -79305.020343 nChanged 4 SP:Iteration 13Q (1870.781732 sec): 3 clusters Score: Raw -81582.451150 + Penalty 2271.234284 = -79311.216865 nChanged 6 SP:Iteration 14Q (1870.787390 sec): 3 clusters Score: Raw -81589.127376 + Penalty 2271.234284 = -79317.893092 nChanged 8 SP:Iteration 15Q (1870.793050 sec): 3 clusters Score: Raw -81595.580777 + Penalty 2271.234284 = -79324.346493 nChanged 7 SP:Iteration 16Q (1870.798713 sec): 3 clusters Score: Raw -81600.984628 + Penalty 2271.234284 = -79329.750344 nChanged 8 SP:Iteration 17Q (1870.804430 sec): 3 clusters Score: Raw -81607.916906 + Penalty 2271.234284 = -79336.682622 nChanged 5 SP:Iteration 18Q (1870.810048 sec): 3 clusters Score: Raw -81613.712523 + Penalty 2271.234284 = -79342.478239 nChanged 6 SP:Iteration 19Q (1870.815723 sec): 3 clusters Score: Raw -81618.151545 + Penalty 2271.234284 = -79346.917261 nChanged 3 SP:Iteration 20F (1870.821406 sec): 3 clusters Score: Raw -81621.636085 + Penalty 2271.234284 = -79350.401801 nChanged 4 SP:Iteration 21Q (1870.827063 sec): 3 clusters Score: Raw -81623.737974 + Penalty 2271.234284 = -79352.503690 nChanged 4 SP:Iteration 22Q (1870.832667 sec): 3 clusters Score: Raw -81629.311781 + Penalty 2271.234284 = -79358.077496 nChanged 3 SP:Iteration 23Q (1870.838357 sec): 3 clusters Score: Raw -81632.646412 + Penalty 2271.234284 = -79361.412127 nChanged 2 SP:Iteration 24Q (1870.843971 sec): 3 clusters Score: Raw -81633.178027 + Penalty 2271.234284 = -79361.943742 nChanged 0 SP:Iteration 25F (1870.849645 sec): 3 clusters Score: Raw -81633.178027 + Penalty 2271.234284 = -79361.943742 nChanged 0 Trying to split cluster 21 (1019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1870.859585 sec): 2 clusters Score: Raw -82354.735505 + Penalty 1125.568768 = -81229.166737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1870.865342 sec): 3 clusters Score: Raw -81996.274188 + Penalty 2251.137536 = -79745.136653 nChanged 314 SP:Iteration 1F (1870.870769 sec): 3 clusters Score: Raw -82274.566522 + Penalty 2251.137536 = -80023.428986 nChanged 72 SP:Iteration 2F (1870.876097 sec): 3 clusters Score: Raw -82350.746174 + Penalty 2251.137536 = -80099.608639 nChanged 38 SP:Iteration 3Q (1870.881467 sec): 3 clusters Score: Raw -82380.251712 + Penalty 2251.137536 = -80129.114176 nChanged 25 SP:Iteration 4Q (1870.886818 sec): 3 clusters Score: Raw -82414.152104 + Penalty 2251.137536 = -80163.014568 nChanged 24 SP:Iteration 5Q (1870.892158 sec): 3 clusters Score: Raw -82442.388002 + Penalty 2251.137536 = -80191.250466 nChanged 20 SP:Iteration 6Q (1870.897520 sec): 3 clusters Score: Raw -82465.045214 + Penalty 2251.137536 = -80213.907678 nChanged 16 SP:Iteration 7Q (1870.902804 sec): 3 clusters Score: Raw -82480.528165 + Penalty 2251.137536 = -80229.390629 nChanged 12 SP:Iteration 8Q (1870.908145 sec): 3 clusters Score: Raw -82489.191289 + Penalty 2251.137536 = -80238.053753 nChanged 5 SP:Iteration 9Q (1870.913475 sec): 3 clusters Score: Raw -82497.906359 + Penalty 2251.137536 = -80246.768823 nChanged 7 SP:Iteration 10Q (1870.918790 sec): 3 clusters Score: Raw -82504.309623 + Penalty 2251.137536 = -80253.172087 nChanged 10 SP:Iteration 11Q (1870.924073 sec): 3 clusters Score: Raw -82512.296206 + Penalty 2251.137536 = -80261.158671 nChanged 9 SP:Iteration 12Q (1870.929427 sec): 3 clusters Score: Raw -82523.776648 + Penalty 2251.137536 = -80272.639112 nChanged 15 SP:Iteration 13Q (1870.934716 sec): 3 clusters Score: Raw -82538.327051 + Penalty 2251.137536 = -80287.189515 nChanged 13 SP:Iteration 14Q (1870.939981 sec): 3 clusters Score: Raw -82549.851871 + Penalty 2251.137536 = -80298.714335 nChanged 6 SP:Iteration 15Q (1870.945295 sec): 3 clusters Score: Raw -82555.014639 + Penalty 2251.137536 = -80303.877103 nChanged 8 SP:Iteration 16Q (1870.950603 sec): 3 clusters Score: Raw -82563.737911 + Penalty 2251.137536 = -80312.600375 nChanged 10 SP:Iteration 17Q (1870.955910 sec): 3 clusters Score: Raw -82570.914301 + Penalty 2251.137536 = -80319.776765 nChanged 3 SP:Iteration 18Q (1870.961200 sec): 3 clusters Score: Raw -82573.517210 + Penalty 2251.137536 = -80322.379675 nChanged 0 SP:Iteration 19F (1870.966588 sec): 3 clusters Score: Raw -82573.517210 + Penalty 2251.137536 = -80322.379675 nChanged 0 Trying to split cluster 22 (5005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1870.986189 sec): 2 clusters Score: Raw -395760.012417 + Penalty 1384.206312 = -394375.806104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1871.008087 sec): 3 clusters Score: Raw -393195.256438 + Penalty 2768.412625 = -390426.843814 nChanged 2001 SP:Iteration 1F (1871.029550 sec): 3 clusters Score: Raw -394376.040426 + Penalty 2768.412625 = -391607.627801 nChanged 377 SP:Iteration 2F (1871.051097 sec): 3 clusters Score: Raw -394625.307385 + Penalty 2768.412625 = -391856.894760 nChanged 303 SP:Iteration 3F (1871.072649 sec): 3 clusters Score: Raw -394838.920568 + Penalty 2768.412625 = -392070.507943 nChanged 284 SP:Iteration 4F (1871.094182 sec): 3 clusters Score: Raw -395068.924644 + Penalty 2768.412625 = -392300.512019 nChanged 285 SP:Iteration 5F (1871.115480 sec): 3 clusters Score: Raw -395303.891050 + Penalty 2768.412625 = -392535.478425 nChanged 265 SP:Iteration 6F (1871.136957 sec): 3 clusters Score: Raw -395487.206076 + Penalty 2768.412625 = -392718.793452 nChanged 224 SP:Iteration 7Q (1871.158311 sec): 3 clusters Score: Raw -395639.916396 + Penalty 2768.412625 = -392871.503771 nChanged 193 SP:Iteration 8Q (1871.179667 sec): 3 clusters Score: Raw -395762.231533 + Penalty 2768.412625 = -392993.818908 nChanged 152 SP:Iteration 9Q (1871.200958 sec): 3 clusters Score: Raw -395838.545158 + Penalty 2768.412625 = -393070.132533 nChanged 122 SP:Iteration 10Q (1871.222364 sec): 3 clusters Score: Raw -395901.235446 + Penalty 2768.412625 = -393132.822821 nChanged 96 SP:Iteration 11Q (1871.243677 sec): 3 clusters Score: Raw -395947.811152 + Penalty 2768.412625 = -393179.398527 nChanged 74 SP:Iteration 12Q (1871.264880 sec): 3 clusters Score: Raw -395989.949993 + Penalty 2768.412625 = -393221.537368 nChanged 67 SP:Iteration 13Q (1871.286353 sec): 3 clusters Score: Raw -396028.880863 + Penalty 2768.412625 = -393260.468238 nChanged 68 SP:Iteration 14Q (1871.307687 sec): 3 clusters Score: Raw -396066.544018 + Penalty 2768.412625 = -393298.131393 nChanged 65 SP:Iteration 15Q (1871.328638 sec): 3 clusters Score: Raw -396100.130923 + Penalty 2768.412625 = -393331.718299 nChanged 55 SP:Iteration 16Q (1871.349706 sec): 3 clusters Score: Raw -396123.222848 + Penalty 2768.412625 = -393354.810223 nChanged 43 SP:Iteration 17Q (1871.370784 sec): 3 clusters Score: Raw -396142.705567 + Penalty 2768.412625 = -393374.292942 nChanged 34 SP:Iteration 18Q (1871.391800 sec): 3 clusters Score: Raw -396159.368521 + Penalty 2768.412625 = -393390.955896 nChanged 25 SP:Iteration 19Q (1871.412886 sec): 3 clusters Score: Raw -396170.362306 + Penalty 2768.412625 = -393401.949681 nChanged 22 SP:Iteration 20F (1871.434575 sec): 3 clusters Score: Raw -396184.784227 + Penalty 2768.412625 = -393416.371602 nChanged 26 SP:Iteration 21Q (1871.455505 sec): 3 clusters Score: Raw -396195.709004 + Penalty 2768.412625 = -393427.296379 nChanged 16 SP:Iteration 22Q (1871.476695 sec): 3 clusters Score: Raw -396203.161829 + Penalty 2768.412625 = -393434.749204 nChanged 20 SP:Iteration 23Q (1871.497459 sec): 3 clusters Score: Raw -396216.231906 + Penalty 2768.412625 = -393447.819281 nChanged 20 SP:Iteration 24Q (1871.518539 sec): 3 clusters Score: Raw -396226.108193 + Penalty 2768.412625 = -393457.695569 nChanged 20 SP:Iteration 25Q (1871.539432 sec): 3 clusters Score: Raw -396237.686221 + Penalty 2768.412625 = -393469.273596 nChanged 25 SP:Iteration 26Q (1871.560451 sec): 3 clusters Score: Raw -396258.369298 + Penalty 2768.412625 = -393489.956674 nChanged 25 SP:Iteration 27Q (1871.581400 sec): 3 clusters Score: Raw -396270.716326 + Penalty 2768.412625 = -393502.303701 nChanged 20 SP:Iteration 28Q (1871.602241 sec): 3 clusters Score: Raw -396280.441207 + Penalty 2768.412625 = -393512.028582 nChanged 16 SP:Iteration 29Q (1871.623128 sec): 3 clusters Score: Raw -396286.266053 + Penalty 2768.412625 = -393517.853428 nChanged 13 SP:Iteration 30Q (1871.644172 sec): 3 clusters Score: Raw -396290.784775 + Penalty 2768.412625 = -393522.372150 nChanged 9 SP:Iteration 31Q (1871.665142 sec): 3 clusters Score: Raw -396296.233927 + Penalty 2768.412625 = -393527.821302 nChanged 13 SP:Iteration 32Q (1871.686091 sec): 3 clusters Score: Raw -396303.896642 + Penalty 2768.412625 = -393535.484018 nChanged 19 SP:Iteration 33Q (1871.706935 sec): 3 clusters Score: Raw -396310.643339 + Penalty 2768.412625 = -393542.230714 nChanged 10 SP:Iteration 34Q (1871.727861 sec): 3 clusters Score: Raw -396315.619999 + Penalty 2768.412625 = -393547.207374 nChanged 11 SP:Iteration 35Q (1871.748475 sec): 3 clusters Score: Raw -396321.286912 + Penalty 2768.412625 = -393552.874287 nChanged 10 SP:Iteration 36Q (1871.769153 sec): 3 clusters Score: Raw -396326.201091 + Penalty 2768.412625 = -393557.788466 nChanged 11 SP:Iteration 37Q (1871.789855 sec): 3 clusters Score: Raw -396330.210632 + Penalty 2768.412625 = -393561.798007 nChanged 5 SP:Iteration 38Q (1871.810569 sec): 3 clusters Score: Raw -396331.479892 + Penalty 2768.412625 = -393563.067267 nChanged 1 SP:Iteration 39Q (1871.831430 sec): 3 clusters Score: Raw -396331.692521 + Penalty 2768.412625 = -393563.279896 nChanged 0 SP:Iteration 40F (1871.853181 sec): 3 clusters Score: Raw -396331.692521 + Penalty 2768.412625 = -393563.279896 nChanged 0 Trying to split cluster 23 (2080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1871.868680 sec): 2 clusters Score: Raw -172914.126355 + Penalty 1241.520016 = -171672.606339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1871.880165 sec): 3 clusters Score: Raw -171994.673729 + Penalty 2483.040031 = -169511.633698 nChanged 748 SP:Iteration 1F (1871.890878 sec): 3 clusters Score: Raw -172457.225488 + Penalty 2483.040031 = -169974.185457 nChanged 185 SP:Iteration 2F (1871.901607 sec): 3 clusters Score: Raw -172596.387843 + Penalty 2483.040031 = -170113.347812 nChanged 107 SP:Iteration 3F (1871.912338 sec): 3 clusters Score: Raw -172669.984685 + Penalty 2483.040031 = -170186.944654 nChanged 78 SP:Iteration 4Q (1871.923032 sec): 3 clusters Score: Raw -172720.742477 + Penalty 2483.040031 = -170237.702446 nChanged 69 SP:Iteration 5Q (1871.933773 sec): 3 clusters Score: Raw -172767.770308 + Penalty 2483.040031 = -170284.730277 nChanged 59 SP:Iteration 6Q (1871.944482 sec): 3 clusters Score: Raw -172801.013959 + Penalty 2483.040031 = -170317.973928 nChanged 46 SP:Iteration 7Q (1871.955072 sec): 3 clusters Score: Raw -172830.954382 + Penalty 2483.040031 = -170347.914351 nChanged 43 SP:Iteration 8Q (1871.965781 sec): 3 clusters Score: Raw -172857.806599 + Penalty 2483.040031 = -170374.766568 nChanged 38 SP:Iteration 9Q (1871.976493 sec): 3 clusters Score: Raw -172878.150527 + Penalty 2483.040031 = -170395.110496 nChanged 23 SP:Iteration 10Q (1871.987148 sec): 3 clusters Score: Raw -172891.547952 + Penalty 2483.040031 = -170408.507921 nChanged 22 SP:Iteration 11Q (1871.997882 sec): 3 clusters Score: Raw -172906.025696 + Penalty 2483.040031 = -170422.985665 nChanged 22 SP:Iteration 12Q (1872.008517 sec): 3 clusters Score: Raw -172920.934572 + Penalty 2483.040031 = -170437.894541 nChanged 20 SP:Iteration 13Q (1872.019130 sec): 3 clusters Score: Raw -172931.725101 + Penalty 2483.040031 = -170448.685070 nChanged 14 SP:Iteration 14Q (1872.029775 sec): 3 clusters Score: Raw -172937.904438 + Penalty 2483.040031 = -170454.864406 nChanged 7 SP:Iteration 15Q (1872.040426 sec): 3 clusters Score: Raw -172939.938783 + Penalty 2483.040031 = -170456.898752 nChanged 4 SP:Iteration 16Q (1872.051058 sec): 3 clusters Score: Raw -172941.215963 + Penalty 2483.040031 = -170458.175932 nChanged 4 SP:Iteration 17Q (1872.061751 sec): 3 clusters Score: Raw -172943.684152 + Penalty 2483.040031 = -170460.644121 nChanged 8 SP:Iteration 18Q (1872.072300 sec): 3 clusters Score: Raw -172947.858764 + Penalty 2483.040031 = -170464.818733 nChanged 9 SP:Iteration 19Q (1872.082920 sec): 3 clusters Score: Raw -172951.700289 + Penalty 2483.040031 = -170468.660257 nChanged 7 SP:Iteration 20F (1872.093618 sec): 3 clusters Score: Raw -172954.148200 + Penalty 2483.040031 = -170471.108169 nChanged 5 SP:Iteration 21Q (1872.104132 sec): 3 clusters Score: Raw -172956.108039 + Penalty 2483.040031 = -170473.068008 nChanged 5 SP:Iteration 22Q (1872.114751 sec): 3 clusters Score: Raw -172958.232094 + Penalty 2483.040031 = -170475.192063 nChanged 5 SP:Iteration 23Q (1872.125277 sec): 3 clusters Score: Raw -172960.005603 + Penalty 2483.040031 = -170476.965572 nChanged 2 SP:Iteration 24Q (1872.135861 sec): 3 clusters Score: Raw -172960.511579 + Penalty 2483.040031 = -170477.471548 nChanged 0 SP:Iteration 25F (1872.146535 sec): 3 clusters Score: Raw -172960.511579 + Penalty 2483.040031 = -170477.471548 nChanged 0 Trying to split cluster 24 (28307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1872.190679 sec): 2 clusters Score: Raw -2282491.112358 + Penalty 1665.765465 = -2280825.346892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1872.246652 sec): 3 clusters Score: Raw -2264910.852239 + Penalty 3331.530931 = -2261579.321308 nChanged 13096 SP:Iteration 1F (1872.299900 sec): 3 clusters Score: Raw -2272566.536136 + Penalty 3331.530931 = -2269235.005205 nChanged 1374 SP:Iteration 2Q (1872.355221 sec): 3 clusters Score: Raw -2273098.410928 + Penalty 3331.530931 = -2269766.879997 nChanged 1336 SP:Iteration 3Q (1872.409728 sec): 3 clusters Score: Raw -2273645.294307 + Penalty 3331.530931 = -2270313.763376 nChanged 1400 SP:Iteration 4Q (1872.463995 sec): 3 clusters Score: Raw -2274344.301999 + Penalty 3331.530931 = -2271012.771068 nChanged 1551 SP:Iteration 5F (1872.515996 sec): 3 clusters Score: Raw -2275291.791191 + Penalty 3331.530931 = -2271960.260261 nChanged 1681 SP:Iteration 6F (1872.568856 sec): 3 clusters Score: Raw -2276483.041328 + Penalty 3331.530931 = -2273151.510397 nChanged 1736 SP:Iteration 7F (1872.621512 sec): 3 clusters Score: Raw -2277829.414668 + Penalty 3331.530931 = -2274497.883737 nChanged 1511 SP:Iteration 8F (1872.674522 sec): 3 clusters Score: Raw -2278984.647694 + Penalty 3331.530931 = -2275653.116763 nChanged 1259 SP:Iteration 9Q (1872.727664 sec): 3 clusters Score: Raw -2279898.541897 + Penalty 3331.530931 = -2276567.010966 nChanged 967 SP:Iteration 10Q (1872.778116 sec): 3 clusters Score: Raw -2280561.518695 + Penalty 3331.530931 = -2277229.987764 nChanged 761 SP:Iteration 11Q (1872.827469 sec): 3 clusters Score: Raw -2281014.940900 + Penalty 3331.530931 = -2277683.409969 nChanged 590 SP:Iteration 12Q (1872.875698 sec): 3 clusters Score: Raw -2281350.107193 + Penalty 3331.530931 = -2278018.576262 nChanged 469 SP:Iteration 13Q (1872.923370 sec): 3 clusters Score: Raw -2281607.552161 + Penalty 3331.530931 = -2278276.021230 nChanged 396 SP:Iteration 14Q (1872.970362 sec): 3 clusters Score: Raw -2281828.418303 + Penalty 3331.530931 = -2278496.887372 nChanged 341 SP:Iteration 15Q (1873.016920 sec): 3 clusters Score: Raw -2282029.667038 + Penalty 3331.530931 = -2278698.136107 nChanged 267 SP:Iteration 16Q (1873.062866 sec): 3 clusters Score: Raw -2282188.861160 + Penalty 3331.530931 = -2278857.330229 nChanged 220 SP:Iteration 17Q (1873.108600 sec): 3 clusters Score: Raw -2282308.281996 + Penalty 3331.530931 = -2278976.751065 nChanged 174 SP:Iteration 18Q (1873.153799 sec): 3 clusters Score: Raw -2282411.016269 + Penalty 3331.530931 = -2279079.485338 nChanged 129 SP:Iteration 19Q (1873.199195 sec): 3 clusters Score: Raw -2282488.226130 + Penalty 3331.530931 = -2279156.695199 nChanged 103 SP:Iteration 20F (1873.250748 sec): 3 clusters Score: Raw -2282552.431829 + Penalty 3331.530931 = -2279220.900898 nChanged 67 SP:Iteration 21Q (1873.296167 sec): 3 clusters Score: Raw -2282594.217862 + Penalty 3331.530931 = -2279262.686931 nChanged 58 SP:Iteration 22Q (1873.340137 sec): 3 clusters Score: Raw -2282630.116975 + Penalty 3331.530931 = -2279298.586044 nChanged 36 SP:Iteration 23Q (1873.384277 sec): 3 clusters Score: Raw -2282653.795483 + Penalty 3331.530931 = -2279322.264552 nChanged 31 SP:Iteration 24Q (1873.428292 sec): 3 clusters Score: Raw -2282671.855364 + Penalty 3331.530931 = -2279340.324433 nChanged 24 SP:Iteration 25Q (1873.472328 sec): 3 clusters Score: Raw -2282682.199152 + Penalty 3331.530931 = -2279350.668221 nChanged 11 SP:Iteration 26Q (1873.516320 sec): 3 clusters Score: Raw -2282686.306097 + Penalty 3331.530931 = -2279354.775166 nChanged 5 SP:Iteration 27Q (1873.560293 sec): 3 clusters Score: Raw -2282690.686166 + Penalty 3331.530931 = -2279359.155235 nChanged 7 SP:Iteration 28Q (1873.604248 sec): 3 clusters Score: Raw -2282695.180190 + Penalty 3331.530931 = -2279363.649259 nChanged 7 SP:Iteration 29Q (1873.648081 sec): 3 clusters Score: Raw -2282698.424694 + Penalty 3331.530931 = -2279366.893763 nChanged 3 SP:Iteration 30Q (1873.691880 sec): 3 clusters Score: Raw -2282699.772702 + Penalty 3331.530931 = -2279368.241771 nChanged 4 SP:Iteration 31Q (1873.735809 sec): 3 clusters Score: Raw -2282703.003448 + Penalty 3331.530931 = -2279371.472518 nChanged 2 SP:Iteration 32Q (1873.779870 sec): 3 clusters Score: Raw -2282703.171894 + Penalty 3331.530931 = -2279371.640963 nChanged 1 SP:Iteration 33Q (1873.823851 sec): 3 clusters Score: Raw -2282703.419109 + Penalty 3331.530931 = -2279371.888178 nChanged 0 SP:Iteration 34F (1873.875201 sec): 3 clusters Score: Raw -2282703.419109 + Penalty 3331.530931 = -2279371.888178 nChanged 0 Trying to split cluster 25 (3187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1873.889111 sec): 2 clusters Score: Raw -247463.357895 + Penalty 1310.860739 = -246152.497156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1873.905666 sec): 3 clusters Score: Raw -245896.733488 + Penalty 2621.721477 = -243275.012011 nChanged 1204 SP:Iteration 1F (1873.921198 sec): 3 clusters Score: Raw -246623.668470 + Penalty 2621.721477 = -244001.946993 nChanged 276 SP:Iteration 2F (1873.936761 sec): 3 clusters Score: Raw -246845.055649 + Penalty 2621.721477 = -244223.334172 nChanged 204 SP:Iteration 3F (1873.952296 sec): 3 clusters Score: Raw -247002.627501 + Penalty 2621.721477 = -244380.906023 nChanged 161 SP:Iteration 4F (1873.967846 sec): 3 clusters Score: Raw -247098.904806 + Penalty 2621.721477 = -244477.183329 nChanged 108 SP:Iteration 5Q (1873.983402 sec): 3 clusters Score: Raw -247164.337193 + Penalty 2621.721477 = -244542.615716 nChanged 102 SP:Iteration 6Q (1873.998960 sec): 3 clusters Score: Raw -247221.843144 + Penalty 2621.721477 = -244600.121667 nChanged 72 SP:Iteration 7Q (1874.014479 sec): 3 clusters Score: Raw -247258.074003 + Penalty 2621.721477 = -244636.352526 nChanged 59 SP:Iteration 8Q (1874.029988 sec): 3 clusters Score: Raw -247287.592627 + Penalty 2621.721477 = -244665.871150 nChanged 56 SP:Iteration 9Q (1874.045349 sec): 3 clusters Score: Raw -247316.229067 + Penalty 2621.721477 = -244694.507590 nChanged 55 SP:Iteration 10Q (1874.060863 sec): 3 clusters Score: Raw -247348.307726 + Penalty 2621.721477 = -244726.586249 nChanged 60 SP:Iteration 11Q (1874.076370 sec): 3 clusters Score: Raw -247376.979923 + Penalty 2621.721477 = -244755.258446 nChanged 43 SP:Iteration 12Q (1874.091856 sec): 3 clusters Score: Raw -247402.847163 + Penalty 2621.721477 = -244781.125685 nChanged 49 SP:Iteration 13Q (1874.107333 sec): 3 clusters Score: Raw -247435.553799 + Penalty 2621.721477 = -244813.832322 nChanged 61 SP:Iteration 14Q (1874.122799 sec): 3 clusters Score: Raw -247479.861963 + Penalty 2621.721477 = -244858.140486 nChanged 57 SP:Iteration 15Q (1874.138223 sec): 3 clusters Score: Raw -247518.959404 + Penalty 2621.721477 = -244897.237926 nChanged 51 SP:Iteration 16Q (1874.153517 sec): 3 clusters Score: Raw -247556.455012 + Penalty 2621.721477 = -244934.733535 nChanged 51 SP:Iteration 17Q (1874.168965 sec): 3 clusters Score: Raw -247589.349192 + Penalty 2621.721477 = -244967.627714 nChanged 48 SP:Iteration 18Q (1874.184377 sec): 3 clusters Score: Raw -247616.823350 + Penalty 2621.721477 = -244995.101873 nChanged 44 SP:Iteration 19Q (1874.199783 sec): 3 clusters Score: Raw -247638.465156 + Penalty 2621.721477 = -245016.743678 nChanged 41 SP:Iteration 20F (1874.215121 sec): 3 clusters Score: Raw -247663.348320 + Penalty 2621.721477 = -245041.626843 nChanged 49 SP:Iteration 21Q (1874.230517 sec): 3 clusters Score: Raw -247694.249520 + Penalty 2621.721477 = -245072.528043 nChanged 50 SP:Iteration 22Q (1874.245857 sec): 3 clusters Score: Raw -247722.112823 + Penalty 2621.721477 = -245100.391346 nChanged 44 SP:Iteration 23Q (1874.261176 sec): 3 clusters Score: Raw -247747.594381 + Penalty 2621.721477 = -245125.872903 nChanged 41 SP:Iteration 24Q (1874.276443 sec): 3 clusters Score: Raw -247769.136651 + Penalty 2621.721477 = -245147.415174 nChanged 39 SP:Iteration 25Q (1874.291751 sec): 3 clusters Score: Raw -247787.919750 + Penalty 2621.721477 = -245166.198273 nChanged 30 SP:Iteration 26Q (1874.307025 sec): 3 clusters Score: Raw -247800.656472 + Penalty 2621.721477 = -245178.934995 nChanged 29 SP:Iteration 27Q (1874.322350 sec): 3 clusters Score: Raw -247812.052489 + Penalty 2621.721477 = -245190.331012 nChanged 21 SP:Iteration 28Q (1874.337569 sec): 3 clusters Score: Raw -247821.696089 + Penalty 2621.721477 = -245199.974611 nChanged 17 SP:Iteration 29Q (1874.352837 sec): 3 clusters Score: Raw -247827.309957 + Penalty 2621.721477 = -245205.588480 nChanged 13 SP:Iteration 30Q (1874.368110 sec): 3 clusters Score: Raw -247831.556148 + Penalty 2621.721477 = -245209.834671 nChanged 16 SP:Iteration 31Q (1874.383200 sec): 3 clusters Score: Raw -247838.467163 + Penalty 2621.721477 = -245216.745686 nChanged 17 SP:Iteration 32Q (1874.398448 sec): 3 clusters Score: Raw -247845.186624 + Penalty 2621.721477 = -245223.465146 nChanged 15 SP:Iteration 33Q (1874.413682 sec): 3 clusters Score: Raw -247849.905060 + Penalty 2621.721477 = -245228.183583 nChanged 9 SP:Iteration 34Q (1874.428921 sec): 3 clusters Score: Raw -247853.256973 + Penalty 2621.721477 = -245231.535496 nChanged 12 SP:Iteration 35Q (1874.444170 sec): 3 clusters Score: Raw -247857.490473 + Penalty 2621.721477 = -245235.768995 nChanged 14 SP:Iteration 36Q (1874.459293 sec): 3 clusters Score: Raw -247862.489041 + Penalty 2621.721477 = -245240.767563 nChanged 11 SP:Iteration 37Q (1874.474492 sec): 3 clusters Score: Raw -247867.276482 + Penalty 2621.721477 = -245245.555005 nChanged 15 SP:Iteration 38Q (1874.489709 sec): 3 clusters Score: Raw -247873.340055 + Penalty 2621.721477 = -245251.618578 nChanged 17 SP:Iteration 39Q (1874.504878 sec): 3 clusters Score: Raw -247881.504868 + Penalty 2621.721477 = -245259.783391 nChanged 17 SP:Iteration 40F (1874.520435 sec): 3 clusters Score: Raw -247889.499962 + Penalty 2621.721477 = -245267.778484 nChanged 13 SP:Iteration 41Q (1874.535528 sec): 3 clusters Score: Raw -247896.771706 + Penalty 2621.721477 = -245275.050228 nChanged 14 SP:Iteration 42Q (1874.550622 sec): 3 clusters Score: Raw -247902.576148 + Penalty 2621.721477 = -245280.854671 nChanged 13 SP:Iteration 43Q (1874.565835 sec): 3 clusters Score: Raw -247906.772227 + Penalty 2621.721477 = -245285.050750 nChanged 14 SP:Iteration 44Q (1874.581116 sec): 3 clusters Score: Raw -247913.689078 + Penalty 2621.721477 = -245291.967601 nChanged 14 SP:Iteration 45Q (1874.596327 sec): 3 clusters Score: Raw -247919.313295 + Penalty 2621.721477 = -245297.591818 nChanged 9 SP:Iteration 46Q (1874.611359 sec): 3 clusters Score: Raw -247922.811918 + Penalty 2621.721477 = -245301.090441 nChanged 13 SP:Iteration 47Q (1874.626027 sec): 3 clusters Score: Raw -247928.012024 + Penalty 2621.721477 = -245306.290547 nChanged 12 SP:Iteration 48Q (1874.641233 sec): 3 clusters Score: Raw -247933.279202 + Penalty 2621.721477 = -245311.557725 nChanged 6 SP:Iteration 49Q (1874.656401 sec): 3 clusters Score: Raw -247936.674724 + Penalty 2621.721477 = -245314.953247 nChanged 15 SP:Iteration 50Q (1874.671586 sec): 3 clusters Score: Raw -247942.439225 + Penalty 2621.721477 = -245320.717748 nChanged 10 SP:Iteration 51Q (1874.686773 sec): 3 clusters Score: Raw -247945.435911 + Penalty 2621.721477 = -245323.714434 nChanged 6 SP:Iteration 52Q (1874.701932 sec): 3 clusters Score: Raw -247947.913095 + Penalty 2621.721477 = -245326.191617 nChanged 10 SP:Iteration 53Q (1874.716925 sec): 3 clusters Score: Raw -247952.217556 + Penalty 2621.721477 = -245330.496078 nChanged 9 SP:Iteration 54Q (1874.732103 sec): 3 clusters Score: Raw -247956.023290 + Penalty 2621.721477 = -245334.301813 nChanged 9 SP:Iteration 55Q (1874.747220 sec): 3 clusters Score: Raw -247959.687195 + Penalty 2621.721477 = -245337.965718 nChanged 4 SP:Iteration 56Q (1874.762361 sec): 3 clusters Score: Raw -247960.915702 + Penalty 2621.721477 = -245339.194225 nChanged 3 SP:Iteration 57Q (1874.777545 sec): 3 clusters Score: Raw -247962.109663 + Penalty 2621.721477 = -245340.388186 nChanged 2 SP:Iteration 58Q (1874.792694 sec): 3 clusters Score: Raw -247963.112505 + Penalty 2621.721477 = -245341.391028 nChanged 3 SP:Iteration 59Q (1874.807882 sec): 3 clusters Score: Raw -247963.638044 + Penalty 2621.721477 = -245341.916567 nChanged 2 SP:Iteration 60F (1874.823374 sec): 3 clusters Score: Raw -247964.359636 + Penalty 2621.721477 = -245342.638159 nChanged 1 SP:Iteration 61Q (1874.838560 sec): 3 clusters Score: Raw -247964.685326 + Penalty 2621.721477 = -245342.963849 nChanged 0 SP:Iteration 62F (1874.854012 sec): 3 clusters Score: Raw -247964.685326 + Penalty 2621.721477 = -245342.963849 nChanged 0 Trying to split cluster 26 (3186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1874.870498 sec): 2 clusters Score: Raw -264979.725983 + Penalty 1310.809742 = -263668.916241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1874.886826 sec): 3 clusters Score: Raw -263474.624162 + Penalty 2621.619484 = -260853.004678 nChanged 1207 SP:Iteration 1F (1874.902227 sec): 3 clusters Score: Raw -264174.827870 + Penalty 2621.619484 = -261553.208386 nChanged 272 SP:Iteration 2F (1874.917610 sec): 3 clusters Score: Raw -264350.693343 + Penalty 2621.619484 = -261729.073858 nChanged 185 SP:Iteration 3F (1874.933166 sec): 3 clusters Score: Raw -264473.629001 + Penalty 2621.619484 = -261852.009517 nChanged 136 SP:Iteration 4Q (1874.948715 sec): 3 clusters Score: Raw -264564.196804 + Penalty 2621.619484 = -261942.577320 nChanged 111 SP:Iteration 5Q (1874.964232 sec): 3 clusters Score: Raw -264641.760769 + Penalty 2621.619484 = -262020.141285 nChanged 91 SP:Iteration 6Q (1874.979725 sec): 3 clusters Score: Raw -264701.936096 + Penalty 2621.619484 = -262080.316611 nChanged 103 SP:Iteration 7Q (1874.995220 sec): 3 clusters Score: Raw -264762.907312 + Penalty 2621.619484 = -262141.287828 nChanged 84 SP:Iteration 8Q (1875.010668 sec): 3 clusters Score: Raw -264814.083564 + Penalty 2621.619484 = -262192.464079 nChanged 77 SP:Iteration 9Q (1875.026136 sec): 3 clusters Score: Raw -264859.763594 + Penalty 2621.619484 = -262238.144110 nChanged 65 SP:Iteration 10Q (1875.041426 sec): 3 clusters Score: Raw -264893.225425 + Penalty 2621.619484 = -262271.605941 nChanged 57 SP:Iteration 11Q (1875.056855 sec): 3 clusters Score: Raw -264927.212473 + Penalty 2621.619484 = -262305.592989 nChanged 59 SP:Iteration 12Q (1875.072110 sec): 3 clusters Score: Raw -264963.386463 + Penalty 2621.619484 = -262341.766979 nChanged 55 SP:Iteration 13Q (1875.087515 sec): 3 clusters Score: Raw -264996.020818 + Penalty 2621.619484 = -262374.401334 nChanged 42 SP:Iteration 14Q (1875.102858 sec): 3 clusters Score: Raw -265014.234102 + Penalty 2621.619484 = -262392.614617 nChanged 26 SP:Iteration 15Q (1875.118184 sec): 3 clusters Score: Raw -265023.339856 + Penalty 2621.619484 = -262401.720371 nChanged 23 SP:Iteration 16Q (1875.133488 sec): 3 clusters Score: Raw -265036.053987 + Penalty 2621.619484 = -262414.434502 nChanged 25 SP:Iteration 17Q (1875.148809 sec): 3 clusters Score: Raw -265047.221488 + Penalty 2621.619484 = -262425.602004 nChanged 22 SP:Iteration 18Q (1875.164101 sec): 3 clusters Score: Raw -265055.605587 + Penalty 2621.619484 = -262433.986102 nChanged 22 SP:Iteration 19Q (1875.179443 sec): 3 clusters Score: Raw -265062.459207 + Penalty 2621.619484 = -262440.839723 nChanged 12 SP:Iteration 20F (1875.194943 sec): 3 clusters Score: Raw -265066.163583 + Penalty 2621.619484 = -262444.544099 nChanged 14 SP:Iteration 21Q (1875.210261 sec): 3 clusters Score: Raw -265072.630441 + Penalty 2621.619484 = -262451.010957 nChanged 17 SP:Iteration 22Q (1875.225400 sec): 3 clusters Score: Raw -265078.333336 + Penalty 2621.619484 = -262456.713852 nChanged 14 SP:Iteration 23Q (1875.240953 sec): 3 clusters Score: Raw -265083.352412 + Penalty 2621.619484 = -262461.732927 nChanged 16 SP:Iteration 24Q (1875.256090 sec): 3 clusters Score: Raw -265090.199369 + Penalty 2621.619484 = -262468.579885 nChanged 20 SP:Iteration 25Q (1875.271187 sec): 3 clusters Score: Raw -265097.886605 + Penalty 2621.619484 = -262476.267120 nChanged 11 SP:Iteration 26Q (1875.286355 sec): 3 clusters Score: Raw -265102.380459 + Penalty 2621.619484 = -262480.760974 nChanged 11 SP:Iteration 27Q (1875.301561 sec): 3 clusters Score: Raw -265110.320902 + Penalty 2621.619484 = -262488.701418 nChanged 13 SP:Iteration 28Q (1875.316694 sec): 3 clusters Score: Raw -265115.088939 + Penalty 2621.619484 = -262493.469454 nChanged 14 SP:Iteration 29Q (1875.331770 sec): 3 clusters Score: Raw -265120.862762 + Penalty 2621.619484 = -262499.243278 nChanged 13 SP:Iteration 30Q (1875.346981 sec): 3 clusters Score: Raw -265127.435295 + Penalty 2621.619484 = -262505.815810 nChanged 17 SP:Iteration 31Q (1875.362067 sec): 3 clusters Score: Raw -265134.743032 + Penalty 2621.619484 = -262513.123548 nChanged 12 SP:Iteration 32Q (1875.377182 sec): 3 clusters Score: Raw -265138.316195 + Penalty 2621.619484 = -262516.696710 nChanged 11 SP:Iteration 33Q (1875.392410 sec): 3 clusters Score: Raw -265140.895054 + Penalty 2621.619484 = -262519.275570 nChanged 7 SP:Iteration 34Q (1875.407634 sec): 3 clusters Score: Raw -265142.084601 + Penalty 2621.619484 = -262520.465116 nChanged 3 SP:Iteration 35Q (1875.422701 sec): 3 clusters Score: Raw -265143.260183 + Penalty 2621.619484 = -262521.640698 nChanged 4 SP:Iteration 36Q (1875.437945 sec): 3 clusters Score: Raw -265144.622426 + Penalty 2621.619484 = -262523.002941 nChanged 3 SP:Iteration 37Q (1875.453176 sec): 3 clusters Score: Raw -265145.356414 + Penalty 2621.619484 = -262523.736930 nChanged 7 SP:Iteration 38Q (1875.468243 sec): 3 clusters Score: Raw -265147.710012 + Penalty 2621.619484 = -262526.090528 nChanged 9 SP:Iteration 39Q (1875.483443 sec): 3 clusters Score: Raw -265151.087756 + Penalty 2621.619484 = -262529.468271 nChanged 6 SP:Iteration 40F (1875.498923 sec): 3 clusters Score: Raw -265152.829774 + Penalty 2621.619484 = -262531.210289 nChanged 7 SP:Iteration 41Q (1875.514144 sec): 3 clusters Score: Raw -265155.003170 + Penalty 2621.619484 = -262533.383685 nChanged 4 SP:Iteration 42Q (1875.529212 sec): 3 clusters Score: Raw -265156.065143 + Penalty 2621.619484 = -262534.445659 nChanged 5 SP:Iteration 43Q (1875.544401 sec): 3 clusters Score: Raw -265158.140104 + Penalty 2621.619484 = -262536.520620 nChanged 4 SP:Iteration 44Q (1875.559610 sec): 3 clusters Score: Raw -265159.283307 + Penalty 2621.619484 = -262537.663822 nChanged 5 SP:Iteration 45Q (1875.574840 sec): 3 clusters Score: Raw -265160.741023 + Penalty 2621.619484 = -262539.121538 nChanged 4 SP:Iteration 46Q (1875.589892 sec): 3 clusters Score: Raw -265162.342846 + Penalty 2621.619484 = -262540.723361 nChanged 6 SP:Iteration 47Q (1875.605291 sec): 3 clusters Score: Raw -265164.099386 + Penalty 2621.619484 = -262542.479902 nChanged 6 SP:Iteration 48Q (1875.620481 sec): 3 clusters Score: Raw -265166.610096 + Penalty 2621.619484 = -262544.990612 nChanged 4 SP:Iteration 49Q (1875.635621 sec): 3 clusters Score: Raw -265167.513518 + Penalty 2621.619484 = -262545.894034 nChanged 4 SP:Iteration 50Q (1875.650786 sec): 3 clusters Score: Raw -265168.552397 + Penalty 2621.619484 = -262546.932913 nChanged 4 SP:Iteration 51Q (1875.665871 sec): 3 clusters Score: Raw -265169.027894 + Penalty 2621.619484 = -262547.408410 nChanged 1 SP:Iteration 52Q (1875.681073 sec): 3 clusters Score: Raw -265169.456500 + Penalty 2621.619484 = -262547.837015 nChanged 3 SP:Iteration 53Q (1875.696302 sec): 3 clusters Score: Raw -265169.948586 + Penalty 2621.619484 = -262548.329102 nChanged 2 SP:Iteration 54Q (1875.711337 sec): 3 clusters Score: Raw -265170.442635 + Penalty 2621.619484 = -262548.823150 nChanged 3 SP:Iteration 55Q (1875.726531 sec): 3 clusters Score: Raw -265171.537367 + Penalty 2621.619484 = -262549.917883 nChanged 2 SP:Iteration 56Q (1875.741666 sec): 3 clusters Score: Raw -265172.868248 + Penalty 2621.619484 = -262551.248764 nChanged 3 SP:Iteration 57Q (1875.756882 sec): 3 clusters Score: Raw -265174.855979 + Penalty 2621.619484 = -262553.236495 nChanged 5 SP:Iteration 58Q (1875.772043 sec): 3 clusters Score: Raw -265176.118585 + Penalty 2621.619484 = -262554.499101 nChanged 5 SP:Iteration 59Q (1875.787191 sec): 3 clusters Score: Raw -265177.134528 + Penalty 2621.619484 = -262555.515044 nChanged 2 SP:Iteration 60F (1875.802609 sec): 3 clusters Score: Raw -265177.543474 + Penalty 2621.619484 = -262555.923990 nChanged 0 Trying to split cluster 27 (24707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1875.842504 sec): 2 clusters Score: Raw -2089064.929363 + Penalty 1643.661806 = -2087421.267557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1875.892476 sec): 3 clusters Score: Raw -2073996.060334 + Penalty 3287.323612 = -2070708.736722 nChanged 11297 SP:Iteration 1F (1875.940279 sec): 3 clusters Score: Raw -2080231.357759 + Penalty 3287.323612 = -2076944.034147 nChanged 1212 SP:Iteration 2Q (1875.989648 sec): 3 clusters Score: Raw -2080700.294499 + Penalty 3287.323612 = -2077412.970887 nChanged 1227 SP:Iteration 3Q (1876.038611 sec): 3 clusters Score: Raw -2081210.257825 + Penalty 3287.323612 = -2077922.934213 nChanged 1191 SP:Iteration 4Q (1876.087230 sec): 3 clusters Score: Raw -2081726.131791 + Penalty 3287.323612 = -2078438.808179 nChanged 1182 SP:Iteration 5Q (1876.136136 sec): 3 clusters Score: Raw -2082328.248358 + Penalty 3287.323612 = -2079040.924746 nChanged 1224 SP:Iteration 6Q (1876.185152 sec): 3 clusters Score: Raw -2082993.042510 + Penalty 3287.323612 = -2079705.718898 nChanged 1260 SP:Iteration 7F (1876.232244 sec): 3 clusters Score: Raw -2083730.949337 + Penalty 3287.323612 = -2080443.625725 nChanged 1244 SP:Iteration 8F (1876.279837 sec): 3 clusters Score: Raw -2084515.157073 + Penalty 3287.323612 = -2081227.833461 nChanged 1220 SP:Iteration 9Q (1876.328312 sec): 3 clusters Score: Raw -2085378.771010 + Penalty 3287.323612 = -2082091.447398 nChanged 1171 SP:Iteration 10Q (1876.376104 sec): 3 clusters Score: Raw -2086207.956531 + Penalty 3287.323612 = -2082920.632919 nChanged 1012 SP:Iteration 11Q (1876.423262 sec): 3 clusters Score: Raw -2086904.219138 + Penalty 3287.323612 = -2083616.895526 nChanged 895 SP:Iteration 12Q (1876.469454 sec): 3 clusters Score: Raw -2087472.581629 + Penalty 3287.323612 = -2084185.258017 nChanged 734 SP:Iteration 13Q (1876.514745 sec): 3 clusters Score: Raw -2087901.959867 + Penalty 3287.323612 = -2084614.636255 nChanged 593 SP:Iteration 14Q (1876.559400 sec): 3 clusters Score: Raw -2088231.016597 + Penalty 3287.323612 = -2084943.692985 nChanged 483 SP:Iteration 15Q (1876.602891 sec): 3 clusters Score: Raw -2088483.065707 + Penalty 3287.323612 = -2085195.742095 nChanged 402 SP:Iteration 16Q (1876.646434 sec): 3 clusters Score: Raw -2088678.054100 + Penalty 3287.323612 = -2085390.730488 nChanged 329 SP:Iteration 17Q (1876.689031 sec): 3 clusters Score: Raw -2088836.734779 + Penalty 3287.323612 = -2085549.411167 nChanged 262 SP:Iteration 18Q (1876.731357 sec): 3 clusters Score: Raw -2088953.186864 + Penalty 3287.323612 = -2085665.863252 nChanged 199 SP:Iteration 19Q (1876.773238 sec): 3 clusters Score: Raw -2089035.818099 + Penalty 3287.323612 = -2085748.494487 nChanged 165 SP:Iteration 20F (1876.820903 sec): 3 clusters Score: Raw -2089098.784179 + Penalty 3287.323612 = -2085811.460567 nChanged 133 SP:Iteration 21Q (1876.862717 sec): 3 clusters Score: Raw -2089152.492644 + Penalty 3287.323612 = -2085865.169032 nChanged 117 SP:Iteration 22Q (1876.903983 sec): 3 clusters Score: Raw -2089202.229514 + Penalty 3287.323612 = -2085914.905902 nChanged 108 SP:Iteration 23Q (1876.945215 sec): 3 clusters Score: Raw -2089250.663840 + Penalty 3287.323612 = -2085963.340228 nChanged 105 SP:Iteration 24Q (1876.986139 sec): 3 clusters Score: Raw -2089294.280027 + Penalty 3287.323612 = -2086006.956415 nChanged 81 SP:Iteration 25Q (1877.027126 sec): 3 clusters Score: Raw -2089332.899716 + Penalty 3287.323612 = -2086045.576104 nChanged 74 SP:Iteration 26Q (1877.067864 sec): 3 clusters Score: Raw -2089367.233865 + Penalty 3287.323612 = -2086079.910253 nChanged 55 SP:Iteration 27Q (1877.108700 sec): 3 clusters Score: Raw -2089396.589764 + Penalty 3287.323612 = -2086109.266152 nChanged 59 SP:Iteration 28Q (1877.149299 sec): 3 clusters Score: Raw -2089425.315970 + Penalty 3287.323612 = -2086137.992358 nChanged 28 SP:Iteration 29Q (1877.189791 sec): 3 clusters Score: Raw -2089436.884366 + Penalty 3287.323612 = -2086149.560754 nChanged 26 SP:Iteration 30Q (1877.230146 sec): 3 clusters Score: Raw -2089446.460059 + Penalty 3287.323612 = -2086159.136447 nChanged 20 SP:Iteration 31Q (1877.270223 sec): 3 clusters Score: Raw -2089452.541183 + Penalty 3287.323612 = -2086165.217571 nChanged 11 SP:Iteration 32Q (1877.310960 sec): 3 clusters Score: Raw -2089455.113960 + Penalty 3287.323612 = -2086167.790348 nChanged 9 SP:Iteration 33Q (1877.351411 sec): 3 clusters Score: Raw -2089457.694895 + Penalty 3287.323612 = -2086170.371283 nChanged 7 SP:Iteration 34Q (1877.391695 sec): 3 clusters Score: Raw -2089459.642845 + Penalty 3287.323612 = -2086172.319233 nChanged 8 SP:Iteration 35Q (1877.432121 sec): 3 clusters Score: Raw -2089462.437531 + Penalty 3287.323612 = -2086175.113919 nChanged 7 SP:Iteration 36Q (1877.472421 sec): 3 clusters Score: Raw -2089464.039609 + Penalty 3287.323612 = -2086176.715997 nChanged 5 SP:Iteration 37Q (1877.512685 sec): 3 clusters Score: Raw -2089465.055415 + Penalty 3287.323612 = -2086177.731803 nChanged 4 SP:Iteration 38Q (1877.552962 sec): 3 clusters Score: Raw -2089466.200971 + Penalty 3287.323612 = -2086178.877359 nChanged 1 SP:Iteration 39Q (1877.593317 sec): 3 clusters Score: Raw -2089466.405872 + Penalty 3287.323612 = -2086179.082260 nChanged 3 SP:Iteration 40F (1877.640694 sec): 3 clusters Score: Raw -2089466.840538 + Penalty 3287.323612 = -2086179.516926 nChanged 2 SP:Iteration 41Q (1877.681230 sec): 3 clusters Score: Raw -2089467.237872 + Penalty 3287.323612 = -2086179.914260 nChanged 1 SP:Iteration 42Q (1877.721666 sec): 3 clusters Score: Raw -2089467.749386 + Penalty 3287.323612 = -2086180.425774 nChanged 1 SP:Iteration 43Q (1877.761983 sec): 3 clusters Score: Raw -2089468.101469 + Penalty 3287.323612 = -2086180.777857 nChanged 0 SP:Iteration 44F (1877.809496 sec): 3 clusters Score: Raw -2089468.101469 + Penalty 3287.323612 = -2086180.777857 nChanged 0 Trying to split cluster 28 (5128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1877.826150 sec): 2 clusters Score: Raw -424592.246296 + Penalty 1388.151537 = -423204.094759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1877.847218 sec): 3 clusters Score: Raw -421986.018559 + Penalty 2776.303075 = -419209.715485 nChanged 2089 SP:Iteration 1F (1877.867814 sec): 3 clusters Score: Raw -423077.012565 + Penalty 2776.303075 = -420300.709490 nChanged 389 SP:Iteration 2F (1877.888561 sec): 3 clusters Score: Raw -423270.757562 + Penalty 2776.303075 = -420494.454487 nChanged 280 SP:Iteration 3F (1877.909211 sec): 3 clusters Score: Raw -423401.212856 + Penalty 2776.303075 = -420624.909781 nChanged 203 SP:Iteration 4Q (1877.929918 sec): 3 clusters Score: Raw -423502.682105 + Penalty 2776.303075 = -420726.379031 nChanged 186 SP:Iteration 5Q (1877.951008 sec): 3 clusters Score: Raw -423604.650854 + Penalty 2776.303075 = -420828.347779 nChanged 192 SP:Iteration 6Q (1877.971791 sec): 3 clusters Score: Raw -423704.882565 + Penalty 2776.303075 = -420928.579490 nChanged 175 SP:Iteration 7Q (1877.992807 sec): 3 clusters Score: Raw -423799.741099 + Penalty 2776.303075 = -421023.438025 nChanged 162 SP:Iteration 8Q (1878.013801 sec): 3 clusters Score: Raw -423895.433570 + Penalty 2776.303075 = -421119.130496 nChanged 177 SP:Iteration 9Q (1878.034354 sec): 3 clusters Score: Raw -424014.226316 + Penalty 2776.303075 = -421237.923242 nChanged 199 SP:Iteration 10Q (1878.055347 sec): 3 clusters Score: Raw -424149.673320 + Penalty 2776.303075 = -421373.370246 nChanged 190 SP:Iteration 11Q (1878.076110 sec): 3 clusters Score: Raw -424280.083974 + Penalty 2776.303075 = -421503.780900 nChanged 169 SP:Iteration 12Q (1878.096695 sec): 3 clusters Score: Raw -424396.564768 + Penalty 2776.303075 = -421620.261693 nChanged 136 SP:Iteration 13Q (1878.117282 sec): 3 clusters Score: Raw -424487.055036 + Penalty 2776.303075 = -421710.751962 nChanged 103 SP:Iteration 14Q (1878.138041 sec): 3 clusters Score: Raw -424553.738354 + Penalty 2776.303075 = -421777.435280 nChanged 86 SP:Iteration 15Q (1878.158611 sec): 3 clusters Score: Raw -424621.553132 + Penalty 2776.303075 = -421845.250058 nChanged 97 SP:Iteration 16Q (1878.179164 sec): 3 clusters Score: Raw -424688.207764 + Penalty 2776.303075 = -421911.904690 nChanged 69 SP:Iteration 17Q (1878.199408 sec): 3 clusters Score: Raw -424728.694477 + Penalty 2776.303075 = -421952.391403 nChanged 58 SP:Iteration 18Q (1878.219642 sec): 3 clusters Score: Raw -424762.356984 + Penalty 2776.303075 = -421986.053909 nChanged 53 SP:Iteration 19Q (1878.239776 sec): 3 clusters Score: Raw -424796.931467 + Penalty 2776.303075 = -422020.628392 nChanged 50 SP:Iteration 20F (1878.260530 sec): 3 clusters Score: Raw -424826.914346 + Penalty 2776.303075 = -422050.611271 nChanged 33 SP:Iteration 21Q (1878.280441 sec): 3 clusters Score: Raw -424844.831574 + Penalty 2776.303075 = -422068.528499 nChanged 27 SP:Iteration 22Q (1878.300296 sec): 3 clusters Score: Raw -424857.404830 + Penalty 2776.303075 = -422081.101755 nChanged 23 SP:Iteration 23Q (1878.320321 sec): 3 clusters Score: Raw -424866.803632 + Penalty 2776.303075 = -422090.500557 nChanged 20 SP:Iteration 24Q (1878.340348 sec): 3 clusters Score: Raw -424875.161386 + Penalty 2776.303075 = -422098.858311 nChanged 13 SP:Iteration 25Q (1878.360187 sec): 3 clusters Score: Raw -424880.205870 + Penalty 2776.303075 = -422103.902795 nChanged 11 SP:Iteration 26Q (1878.380164 sec): 3 clusters Score: Raw -424884.874248 + Penalty 2776.303075 = -422108.571173 nChanged 15 SP:Iteration 27Q (1878.400001 sec): 3 clusters Score: Raw -424891.720401 + Penalty 2776.303075 = -422115.417327 nChanged 14 SP:Iteration 28Q (1878.419970 sec): 3 clusters Score: Raw -424897.882064 + Penalty 2776.303075 = -422121.578989 nChanged 15 SP:Iteration 29Q (1878.465937 sec): 3 clusters Score: Raw -424903.488474 + Penalty 2776.303075 = -422127.185399 nChanged 12 SP:Iteration 30Q (1878.518053 sec): 3 clusters Score: Raw -424908.347331 + Penalty 2776.303075 = -422132.044257 nChanged 10 SP:Iteration 31Q (1878.546807 sec): 3 clusters Score: Raw -424911.485435 + Penalty 2776.303075 = -422135.182360 nChanged 5 SP:Iteration 32Q (1878.566422 sec): 3 clusters Score: Raw -424913.246750 + Penalty 2776.303075 = -422136.943676 nChanged 6 SP:Iteration 33Q (1878.586059 sec): 3 clusters Score: Raw -424916.324194 + Penalty 2776.303075 = -422140.021119 nChanged 6 SP:Iteration 34Q (1878.605599 sec): 3 clusters Score: Raw -424919.094192 + Penalty 2776.303075 = -422142.791117 nChanged 9 SP:Iteration 35Q (1878.625443 sec): 3 clusters Score: Raw -424922.273824 + Penalty 2776.303075 = -422145.970750 nChanged 6 SP:Iteration 36Q (1878.644960 sec): 3 clusters Score: Raw -424924.718311 + Penalty 2776.303075 = -422148.415237 nChanged 4 SP:Iteration 37Q (1878.664960 sec): 3 clusters Score: Raw -424926.071294 + Penalty 2776.303075 = -422149.768220 nChanged 3 SP:Iteration 38Q (1878.684636 sec): 3 clusters Score: Raw -424926.680784 + Penalty 2776.303075 = -422150.377710 nChanged 1 SP:Iteration 39Q (1878.704440 sec): 3 clusters Score: Raw -424927.145516 + Penalty 2776.303075 = -422150.842441 nChanged 2 SP:Iteration 40F (1878.725392 sec): 3 clusters Score: Raw -424928.299442 + Penalty 2776.303075 = -422151.996368 nChanged 3 SP:Iteration 41Q (1878.745246 sec): 3 clusters Score: Raw -424929.105021 + Penalty 2776.303075 = -422152.801947 nChanged 1 SP:Iteration 42Q (1878.765237 sec): 3 clusters Score: Raw -424929.292893 + Penalty 2776.303075 = -422152.989819 nChanged 2 SP:Iteration 43Q (1878.784864 sec): 3 clusters Score: Raw -424929.989156 + Penalty 2776.303075 = -422153.686081 nChanged 1 SP:Iteration 44Q (1878.804773 sec): 3 clusters Score: Raw -424930.291154 + Penalty 2776.303075 = -422153.988080 nChanged 1 SP:Iteration 45Q (1878.824724 sec): 3 clusters Score: Raw -424930.556197 + Penalty 2776.303075 = -422154.253122 nChanged 2 SP:Iteration 46Q (1878.848817 sec): 3 clusters Score: Raw -424931.023984 + Penalty 2776.303075 = -422154.720910 nChanged 0 SP:Iteration 47F (1878.869483 sec): 3 clusters Score: Raw -424931.023984 + Penalty 2776.303075 = -422154.720910 nChanged 0 Trying to split cluster 29 (8696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1878.891578 sec): 2 clusters Score: Raw -741591.912053 + Penalty 1473.975495 = -740117.936558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1878.917600 sec): 3 clusters Score: Raw -736716.778316 + Penalty 2947.950989 = -733768.827327 nChanged 3732 SP:Iteration 1F (1878.943130 sec): 3 clusters Score: Raw -738774.160611 + Penalty 2947.950989 = -735826.209622 nChanged 541 SP:Iteration 2F (1878.968902 sec): 3 clusters Score: Raw -739047.782177 + Penalty 2947.950989 = -736099.831188 nChanged 487 SP:Iteration 3F (1878.994453 sec): 3 clusters Score: Raw -739293.262900 + Penalty 2947.950989 = -736345.311911 nChanged 420 SP:Iteration 4Q (1879.020057 sec): 3 clusters Score: Raw -739530.805828 + Penalty 2947.950989 = -736582.854838 nChanged 442 SP:Iteration 5F (1879.045709 sec): 3 clusters Score: Raw -739801.249622 + Penalty 2947.950989 = -736853.298633 nChanged 418 SP:Iteration 6Q (1879.071285 sec): 3 clusters Score: Raw -740081.952584 + Penalty 2947.950989 = -737134.001595 nChanged 421 SP:Iteration 7Q (1879.096923 sec): 3 clusters Score: Raw -740376.542719 + Penalty 2947.950989 = -737428.591729 nChanged 412 SP:Iteration 8Q (1879.122259 sec): 3 clusters Score: Raw -740677.715424 + Penalty 2947.950989 = -737729.764434 nChanged 353 SP:Iteration 9Q (1879.147450 sec): 3 clusters Score: Raw -740963.297185 + Penalty 2947.950989 = -738015.346195 nChanged 308 SP:Iteration 10Q (1879.172593 sec): 3 clusters Score: Raw -741202.836517 + Penalty 2947.950989 = -738254.885528 nChanged 214 SP:Iteration 11Q (1879.197363 sec): 3 clusters Score: Raw -741368.763411 + Penalty 2947.950989 = -738420.812421 nChanged 152 SP:Iteration 12Q (1879.221674 sec): 3 clusters Score: Raw -741494.170712 + Penalty 2947.950989 = -738546.219723 nChanged 99 SP:Iteration 13Q (1879.245562 sec): 3 clusters Score: Raw -741582.203096 + Penalty 2947.950989 = -738634.252107 nChanged 71 SP:Iteration 14Q (1879.269324 sec): 3 clusters Score: Raw -741647.945516 + Penalty 2947.950989 = -738699.994527 nChanged 46 SP:Iteration 15Q (1879.292913 sec): 3 clusters Score: Raw -741681.756243 + Penalty 2947.950989 = -738733.805253 nChanged 26 SP:Iteration 16Q (1879.316232 sec): 3 clusters Score: Raw -741701.307871 + Penalty 2947.950989 = -738753.356881 nChanged 20 SP:Iteration 17Q (1879.339444 sec): 3 clusters Score: Raw -741720.082649 + Penalty 2947.950989 = -738772.131660 nChanged 20 SP:Iteration 18Q (1879.362644 sec): 3 clusters Score: Raw -741735.272981 + Penalty 2947.950989 = -738787.321992 nChanged 16 SP:Iteration 19Q (1879.385745 sec): 3 clusters Score: Raw -741751.131197 + Penalty 2947.950989 = -738803.180208 nChanged 21 SP:Iteration 20F (1879.411340 sec): 3 clusters Score: Raw -741769.143719 + Penalty 2947.950989 = -738821.192729 nChanged 10 SP:Iteration 21Q (1879.434602 sec): 3 clusters Score: Raw -741778.245282 + Penalty 2947.950989 = -738830.294293 nChanged 7 SP:Iteration 22Q (1879.457482 sec): 3 clusters Score: Raw -741783.863926 + Penalty 2947.950989 = -738835.912937 nChanged 6 SP:Iteration 23Q (1879.480420 sec): 3 clusters Score: Raw -741792.215897 + Penalty 2947.950989 = -738844.264907 nChanged 7 SP:Iteration 24Q (1879.503448 sec): 3 clusters Score: Raw -741801.895744 + Penalty 2947.950989 = -738853.944755 nChanged 10 SP:Iteration 25Q (1879.526357 sec): 3 clusters Score: Raw -741807.877569 + Penalty 2947.950989 = -738859.926580 nChanged 3 SP:Iteration 26Q (1879.549207 sec): 3 clusters Score: Raw -741808.857354 + Penalty 2947.950989 = -738860.906365 nChanged 1 SP:Iteration 27Q (1879.572126 sec): 3 clusters Score: Raw -741809.185959 + Penalty 2947.950989 = -738861.234969 nChanged 1 SP:Iteration 28Q (1879.594966 sec): 3 clusters Score: Raw -741810.536684 + Penalty 2947.950989 = -738862.585695 nChanged 3 SP:Iteration 29Q (1879.617835 sec): 3 clusters Score: Raw -741812.578048 + Penalty 2947.950989 = -738864.627059 nChanged 4 SP:Iteration 30Q (1879.640969 sec): 3 clusters Score: Raw -741814.580431 + Penalty 2947.950989 = -738866.629441 nChanged 1 SP:Iteration 31Q (1879.664003 sec): 3 clusters Score: Raw -741815.523416 + Penalty 2947.950989 = -738867.572427 nChanged 0 SP:Iteration 32F (1879.689606 sec): 3 clusters Score: Raw -741815.523416 + Penalty 2947.950989 = -738867.572427 nChanged 0 Trying to split cluster 30 (23466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1879.732134 sec): 2 clusters Score: Raw -1977267.597606 + Penalty 1635.287525 = -1975632.310081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1879.781538 sec): 3 clusters Score: Raw -1963026.562569 + Penalty 3270.575049 = -1959755.987519 nChanged 10545 SP:Iteration 1F (1879.830187 sec): 3 clusters Score: Raw -1968754.212919 + Penalty 3270.575049 = -1965483.637870 nChanged 1237 SP:Iteration 2F (1879.883376 sec): 3 clusters Score: Raw -1969259.902632 + Penalty 3270.575049 = -1965989.327582 nChanged 1261 SP:Iteration 3F (1879.927668 sec): 3 clusters Score: Raw -1969870.588685 + Penalty 3270.575049 = -1966600.013636 nChanged 1321 SP:Iteration 4F (1879.976388 sec): 3 clusters Score: Raw -1970624.989943 + Penalty 3270.575049 = -1967354.414894 nChanged 1467 SP:Iteration 5F (1880.024936 sec): 3 clusters Score: Raw -1971615.789011 + Penalty 3270.575049 = -1968345.213962 nChanged 1552 SP:Iteration 6F (1880.073622 sec): 3 clusters Score: Raw -1972906.381200 + Penalty 3270.575049 = -1969635.806151 nChanged 1554 SP:Iteration 7F (1880.122174 sec): 3 clusters Score: Raw -1974253.263458 + Penalty 3270.575049 = -1970982.688408 nChanged 1313 SP:Iteration 8F (1880.170746 sec): 3 clusters Score: Raw -1975107.829942 + Penalty 3270.575049 = -1971837.254893 nChanged 912 SP:Iteration 9Q (1880.219429 sec): 3 clusters Score: Raw -1975527.200808 + Penalty 3270.575049 = -1972256.625759 nChanged 647 SP:Iteration 10Q (1880.267286 sec): 3 clusters Score: Raw -1975746.983007 + Penalty 3270.575049 = -1972476.407957 nChanged 421 SP:Iteration 11Q (1880.314680 sec): 3 clusters Score: Raw -1975860.693759 + Penalty 3270.575049 = -1972590.118709 nChanged 310 SP:Iteration 12Q (1880.361999 sec): 3 clusters Score: Raw -1975934.476858 + Penalty 3270.575049 = -1972663.901809 nChanged 250 SP:Iteration 13Q (1880.409321 sec): 3 clusters Score: Raw -1975986.700169 + Penalty 3270.575049 = -1972716.125120 nChanged 236 SP:Iteration 14Q (1880.456161 sec): 3 clusters Score: Raw -1976033.381242 + Penalty 3270.575049 = -1972762.806193 nChanged 186 SP:Iteration 15Q (1880.503001 sec): 3 clusters Score: Raw -1976067.583927 + Penalty 3270.575049 = -1972797.008877 nChanged 162 SP:Iteration 16Q (1880.550029 sec): 3 clusters Score: Raw -1976098.564508 + Penalty 3270.575049 = -1972827.989459 nChanged 157 SP:Iteration 17Q (1880.596629 sec): 3 clusters Score: Raw -1976123.016642 + Penalty 3270.575049 = -1972852.441593 nChanged 138 SP:Iteration 18Q (1880.643104 sec): 3 clusters Score: Raw -1976141.228763 + Penalty 3270.575049 = -1972870.653714 nChanged 111 SP:Iteration 19Q (1880.689511 sec): 3 clusters Score: Raw -1976155.172065 + Penalty 3270.575049 = -1972884.597015 nChanged 107 SP:Iteration 20F (1880.737982 sec): 3 clusters Score: Raw -1976169.656195 + Penalty 3270.575049 = -1972899.081146 nChanged 105 SP:Iteration 21Q (1880.784542 sec): 3 clusters Score: Raw -1976181.525889 + Penalty 3270.575049 = -1972910.950840 nChanged 93 SP:Iteration 22Q (1880.830751 sec): 3 clusters Score: Raw -1976193.418302 + Penalty 3270.575049 = -1972922.843253 nChanged 86 SP:Iteration 23Q (1880.877057 sec): 3 clusters Score: Raw -1976205.007734 + Penalty 3270.575049 = -1972934.432684 nChanged 98 SP:Iteration 24Q (1880.923415 sec): 3 clusters Score: Raw -1976216.461856 + Penalty 3270.575049 = -1972945.886806 nChanged 94 SP:Iteration 25Q (1880.969647 sec): 3 clusters Score: Raw -1976229.432644 + Penalty 3270.575049 = -1972958.857595 nChanged 90 SP:Iteration 26Q (1881.015886 sec): 3 clusters Score: Raw -1976240.738492 + Penalty 3270.575049 = -1972970.163443 nChanged 87 SP:Iteration 27Q (1881.061991 sec): 3 clusters Score: Raw -1976251.646976 + Penalty 3270.575049 = -1972981.071927 nChanged 79 SP:Iteration 28Q (1881.108171 sec): 3 clusters Score: Raw -1976261.697828 + Penalty 3270.575049 = -1972991.122779 nChanged 84 SP:Iteration 29Q (1881.154069 sec): 3 clusters Score: Raw -1976271.657885 + Penalty 3270.575049 = -1973001.082835 nChanged 86 SP:Iteration 30Q (1881.200245 sec): 3 clusters Score: Raw -1976282.626713 + Penalty 3270.575049 = -1973012.051664 nChanged 78 SP:Iteration 31Q (1881.246485 sec): 3 clusters Score: Raw -1976292.515783 + Penalty 3270.575049 = -1973021.940734 nChanged 87 SP:Iteration 32Q (1881.292445 sec): 3 clusters Score: Raw -1976304.222736 + Penalty 3270.575049 = -1973033.647687 nChanged 88 SP:Iteration 33Q (1881.338310 sec): 3 clusters Score: Raw -1976316.255112 + Penalty 3270.575049 = -1973045.680062 nChanged 77 SP:Iteration 34Q (1881.384337 sec): 3 clusters Score: Raw -1976325.476736 + Penalty 3270.575049 = -1973054.901687 nChanged 73 SP:Iteration 35Q (1881.430031 sec): 3 clusters Score: Raw -1976333.154800 + Penalty 3270.575049 = -1973062.579751 nChanged 68 SP:Iteration 36Q (1881.476046 sec): 3 clusters Score: Raw -1976339.655410 + Penalty 3270.575049 = -1973069.080361 nChanged 57 SP:Iteration 37Q (1881.521704 sec): 3 clusters Score: Raw -1976346.072990 + Penalty 3270.575049 = -1973075.497941 nChanged 55 SP:Iteration 38Q (1881.567543 sec): 3 clusters Score: Raw -1976353.168483 + Penalty 3270.575049 = -1973082.593434 nChanged 66 SP:Iteration 39Q (1881.612982 sec): 3 clusters Score: Raw -1976362.165797 + Penalty 3270.575049 = -1973091.590748 nChanged 88 SP:Iteration 40F (1881.661503 sec): 3 clusters Score: Raw -1976377.595051 + Penalty 3270.575049 = -1973107.020001 nChanged 91 SP:Iteration 41Q (1881.707280 sec): 3 clusters Score: Raw -1976391.470602 + Penalty 3270.575049 = -1973120.895553 nChanged 83 SP:Iteration 42Q (1881.752889 sec): 3 clusters Score: Raw -1976403.687470 + Penalty 3270.575049 = -1973133.112421 nChanged 88 SP:Iteration 43Q (1881.798616 sec): 3 clusters Score: Raw -1976417.078337 + Penalty 3270.575049 = -1973146.503288 nChanged 102 SP:Iteration 44Q (1881.844132 sec): 3 clusters Score: Raw -1976432.635168 + Penalty 3270.575049 = -1973162.060119 nChanged 107 SP:Iteration 45Q (1881.889528 sec): 3 clusters Score: Raw -1976448.395075 + Penalty 3270.575049 = -1973177.820026 nChanged 102 SP:Iteration 46Q (1881.934871 sec): 3 clusters Score: Raw -1976466.702782 + Penalty 3270.575049 = -1973196.127733 nChanged 95 SP:Iteration 47Q (1881.980502 sec): 3 clusters Score: Raw -1976482.992623 + Penalty 3270.575049 = -1973212.417574 nChanged 102 SP:Iteration 48Q (1882.025931 sec): 3 clusters Score: Raw -1976497.924119 + Penalty 3270.575049 = -1973227.349070 nChanged 88 SP:Iteration 49Q (1882.071066 sec): 3 clusters Score: Raw -1976512.875362 + Penalty 3270.575049 = -1973242.300312 nChanged 103 SP:Iteration 50Q (1882.116387 sec): 3 clusters Score: Raw -1976528.644870 + Penalty 3270.575049 = -1973258.069821 nChanged 90 SP:Iteration 51Q (1882.161497 sec): 3 clusters Score: Raw -1976545.471535 + Penalty 3270.575049 = -1973274.896486 nChanged 97 SP:Iteration 52Q (1882.206667 sec): 3 clusters Score: Raw -1976566.970148 + Penalty 3270.575049 = -1973296.395099 nChanged 107 SP:Iteration 53Q (1882.251779 sec): 3 clusters Score: Raw -1976588.803359 + Penalty 3270.575049 = -1973318.228310 nChanged 104 SP:Iteration 54Q (1882.296748 sec): 3 clusters Score: Raw -1976609.616778 + Penalty 3270.575049 = -1973339.041728 nChanged 106 SP:Iteration 55Q (1882.341716 sec): 3 clusters Score: Raw -1976632.898731 + Penalty 3270.575049 = -1973362.323682 nChanged 131 SP:Iteration 56Q (1882.386798 sec): 3 clusters Score: Raw -1976668.402481 + Penalty 3270.575049 = -1973397.827432 nChanged 151 SP:Iteration 57Q (1882.431571 sec): 3 clusters Score: Raw -1976710.876429 + Penalty 3270.575049 = -1973440.301380 nChanged 171 SP:Iteration 58Q (1882.476240 sec): 3 clusters Score: Raw -1976757.003276 + Penalty 3270.575049 = -1973486.428227 nChanged 174 SP:Iteration 59Q (1882.520978 sec): 3 clusters Score: Raw -1976801.410849 + Penalty 3270.575049 = -1973530.835799 nChanged 162 SP:Iteration 60F (1882.569075 sec): 3 clusters Score: Raw -1976846.645962 + Penalty 3270.575049 = -1973576.070912 nChanged 160 SP:Iteration 61Q (1882.613647 sec): 3 clusters Score: Raw -1976895.965905 + Penalty 3270.575049 = -1973625.390855 nChanged 160 SP:Iteration 62Q (1882.657744 sec): 3 clusters Score: Raw -1976949.114584 + Penalty 3270.575049 = -1973678.539535 nChanged 167 SP:Iteration 63Q (1882.702005 sec): 3 clusters Score: Raw -1977000.298454 + Penalty 3270.575049 = -1973729.723405 nChanged 147 SP:Iteration 64Q (1882.745766 sec): 3 clusters Score: Raw -1977039.683785 + Penalty 3270.575049 = -1973769.108736 nChanged 147 SP:Iteration 65Q (1882.789800 sec): 3 clusters Score: Raw -1977085.576147 + Penalty 3270.575049 = -1973815.001098 nChanged 148 SP:Iteration 66Q (1882.833621 sec): 3 clusters Score: Raw -1977136.818763 + Penalty 3270.575049 = -1973866.243714 nChanged 165 SP:Iteration 67Q (1882.877474 sec): 3 clusters Score: Raw -1977189.709336 + Penalty 3270.575049 = -1973919.134287 nChanged 144 SP:Iteration 68Q (1882.921011 sec): 3 clusters Score: Raw -1977230.895986 + Penalty 3270.575049 = -1973960.320937 nChanged 115 SP:Iteration 69Q (1882.964753 sec): 3 clusters Score: Raw -1977261.861565 + Penalty 3270.575049 = -1973991.286516 nChanged 101 SP:Iteration 70Q (1883.008192 sec): 3 clusters Score: Raw -1977292.489289 + Penalty 3270.575049 = -1974021.914240 nChanged 94 SP:Iteration 71Q (1883.051705 sec): 3 clusters Score: Raw -1977315.677404 + Penalty 3270.575049 = -1974045.102354 nChanged 75 SP:Iteration 72Q (1883.094809 sec): 3 clusters Score: Raw -1977335.127864 + Penalty 3270.575049 = -1974064.552815 nChanged 78 SP:Iteration 73Q (1883.138243 sec): 3 clusters Score: Raw -1977357.901142 + Penalty 3270.575049 = -1974087.326092 nChanged 86 SP:Iteration 74Q (1883.181351 sec): 3 clusters Score: Raw -1977379.966581 + Penalty 3270.575049 = -1974109.391532 nChanged 80 SP:Iteration 75Q (1883.262473 sec): 3 clusters Score: Raw -1977405.005848 + Penalty 3270.575049 = -1974134.430799 nChanged 79 SP:Iteration 76Q (1883.303712 sec): 3 clusters Score: Raw -1977430.560159 + Penalty 3270.575049 = -1974159.985110 nChanged 91 SP:Iteration 77Q (1883.346672 sec): 3 clusters Score: Raw -1977457.553034 + Penalty 3270.575049 = -1974186.977985 nChanged 73 SP:Iteration 78Q (1883.389724 sec): 3 clusters Score: Raw -1977482.809320 + Penalty 3270.575049 = -1974212.234271 nChanged 69 SP:Iteration 79Q (1883.432712 sec): 3 clusters Score: Raw -1977507.162906 + Penalty 3270.575049 = -1974236.587856 nChanged 61 SP:Iteration 80F (1883.480854 sec): 3 clusters Score: Raw -1977523.638063 + Penalty 3270.575049 = -1974253.063014 nChanged 52 SP:Iteration 81Q (1883.524118 sec): 3 clusters Score: Raw -1977536.717974 + Penalty 3270.575049 = -1974266.142924 nChanged 38 SP:Iteration 82Q (1883.566930 sec): 3 clusters Score: Raw -1977546.823257 + Penalty 3270.575049 = -1974276.248208 nChanged 32 SP:Iteration 83Q (1883.609639 sec): 3 clusters Score: Raw -1977554.634552 + Penalty 3270.575049 = -1974284.059503 nChanged 38 SP:Iteration 84Q (1883.652359 sec): 3 clusters Score: Raw -1977563.362379 + Penalty 3270.575049 = -1974292.787329 nChanged 37 SP:Iteration 85Q (1883.695093 sec): 3 clusters Score: Raw -1977571.320697 + Penalty 3270.575049 = -1974300.745648 nChanged 32 SP:Iteration 86Q (1883.737468 sec): 3 clusters Score: Raw -1977579.984318 + Penalty 3270.575049 = -1974309.409268 nChanged 29 SP:Iteration 87Q (1883.780363 sec): 3 clusters Score: Raw -1977587.751480 + Penalty 3270.575049 = -1974317.176431 nChanged 30 SP:Iteration 88Q (1883.822780 sec): 3 clusters Score: Raw -1977597.786724 + Penalty 3270.575049 = -1974327.211675 nChanged 33 SP:Iteration 89Q (1883.865435 sec): 3 clusters Score: Raw -1977606.313115 + Penalty 3270.575049 = -1974335.738066 nChanged 27 SP:Iteration 90Q (1883.907814 sec): 3 clusters Score: Raw -1977613.175018 + Penalty 3270.575049 = -1974342.599969 nChanged 30 SP:Iteration 91Q (1883.950149 sec): 3 clusters Score: Raw -1977621.542162 + Penalty 3270.575049 = -1974350.967112 nChanged 30 SP:Iteration 92Q (1883.992686 sec): 3 clusters Score: Raw -1977628.460049 + Penalty 3270.575049 = -1974357.884999 nChanged 31 SP:Iteration 93Q (1884.034973 sec): 3 clusters Score: Raw -1977634.814756 + Penalty 3270.575049 = -1974364.239707 nChanged 19 SP:Iteration 94Q (1884.077490 sec): 3 clusters Score: Raw -1977638.955843 + Penalty 3270.575049 = -1974368.380794 nChanged 20 SP:Iteration 95Q (1884.121066 sec): 3 clusters Score: Raw -1977643.241643 + Penalty 3270.575049 = -1974372.666594 nChanged 14 SP:Iteration 96Q (1884.164105 sec): 3 clusters Score: Raw -1977646.042731 + Penalty 3270.575049 = -1974375.467682 nChanged 12 SP:Iteration 97Q (1884.206924 sec): 3 clusters Score: Raw -1977648.779834 + Penalty 3270.575049 = -1974378.204785 nChanged 19 SP:Iteration 98Q (1884.249627 sec): 3 clusters Score: Raw -1977652.828873 + Penalty 3270.575049 = -1974382.253824 nChanged 20 SP:Iteration 99Q (1884.291982 sec): 3 clusters Score: Raw -1977658.011597 + Penalty 3270.575049 = -1974387.436548 nChanged 25 SP:Iteration 100F (1884.339977 sec): 3 clusters Score: Raw -1977664.638442 + Penalty 3270.575049 = -1974394.063393 nChanged 25 SP:Iteration 101Q (1884.382969 sec): 3 clusters Score: Raw -1977670.689352 + Penalty 3270.575049 = -1974400.114303 nChanged 13 SP:Iteration 102Q (1884.426542 sec): 3 clusters Score: Raw -1977673.430744 + Penalty 3270.575049 = -1974402.855694 nChanged 9 SP:Iteration 103Q (1884.467956 sec): 3 clusters Score: Raw -1977675.487531 + Penalty 3270.575049 = -1974404.912481 nChanged 8 SP:Iteration 104Q (1884.510388 sec): 3 clusters Score: Raw -1977677.553018 + Penalty 3270.575049 = -1974406.977969 nChanged 6 SP:Iteration 105Q (1884.552557 sec): 3 clusters Score: Raw -1977678.909863 + Penalty 3270.575049 = -1974408.334813 nChanged 2 SP:Iteration 106Q (1884.594914 sec): 3 clusters Score: Raw -1977679.412822 + Penalty 3270.575049 = -1974408.837773 nChanged 3 SP:Iteration 107Q (1884.637233 sec): 3 clusters Score: Raw -1977680.077904 + Penalty 3270.575049 = -1974409.502855 nChanged 4 SP:Iteration 108Q (1884.679561 sec): 3 clusters Score: Raw -1977680.929453 + Penalty 3270.575049 = -1974410.354404 nChanged 6 SP:Iteration 109Q (1884.721705 sec): 3 clusters Score: Raw -1977682.374260 + Penalty 3270.575049 = -1974411.799211 nChanged 5 SP:Iteration 110Q (1884.763801 sec): 3 clusters Score: Raw -1977683.543225 + Penalty 3270.575049 = -1974412.968176 nChanged 4 SP:Iteration 111Q (1884.806060 sec): 3 clusters Score: Raw -1977684.170893 + Penalty 3270.575049 = -1974413.595843 nChanged 8 SP:Iteration 112Q (1884.848150 sec): 3 clusters Score: Raw -1977685.628364 + Penalty 3270.575049 = -1974415.053315 nChanged 8 SP:Iteration 113Q (1884.890532 sec): 3 clusters Score: Raw -1977687.491783 + Penalty 3270.575049 = -1974416.916734 nChanged 11 SP:Iteration 114Q (1884.932528 sec): 3 clusters Score: Raw -1977690.104741 + Penalty 3270.575049 = -1974419.529692 nChanged 10 SP:Iteration 115Q (1884.974841 sec): 3 clusters Score: Raw -1977692.228425 + Penalty 3270.575049 = -1974421.653376 nChanged 9 SP:Iteration 116Q (1885.016836 sec): 3 clusters Score: Raw -1977695.334834 + Penalty 3270.575049 = -1974424.759784 nChanged 9 SP:Iteration 117Q (1885.059156 sec): 3 clusters Score: Raw -1977696.978540 + Penalty 3270.575049 = -1974426.403491 nChanged 8 SP:Iteration 118Q (1885.101183 sec): 3 clusters Score: Raw -1977698.560212 + Penalty 3270.575049 = -1974427.985163 nChanged 6 SP:Iteration 119Q (1885.143351 sec): 3 clusters Score: Raw -1977700.268358 + Penalty 3270.575049 = -1974429.693309 nChanged 9 SP:Iteration 120F (1885.191692 sec): 3 clusters Score: Raw -1977701.715300 + Penalty 3270.575049 = -1974431.140251 nChanged 5 SP:Iteration 121Q (1885.234152 sec): 3 clusters Score: Raw -1977702.719804 + Penalty 3270.575049 = -1974432.144754 nChanged 1 SP:Iteration 122Q (1885.276086 sec): 3 clusters Score: Raw -1977702.874326 + Penalty 3270.575049 = -1974432.299276 nChanged 2 SP:Iteration 123Q (1885.318095 sec): 3 clusters Score: Raw -1977703.393983 + Penalty 3270.575049 = -1974432.818933 nChanged 3 SP:Iteration 124Q (1885.360301 sec): 3 clusters Score: Raw -1977704.124004 + Penalty 3270.575049 = -1974433.548955 nChanged 5 SP:Iteration 125Q (1885.402305 sec): 3 clusters Score: Raw -1977705.463786 + Penalty 3270.575049 = -1974434.888736 nChanged 5 SP:Iteration 126Q (1885.444542 sec): 3 clusters Score: Raw -1977706.871995 + Penalty 3270.575049 = -1974436.296945 nChanged 9 SP:Iteration 127Q (1885.486544 sec): 3 clusters Score: Raw -1977709.423874 + Penalty 3270.575049 = -1974438.848825 nChanged 8 SP:Iteration 128Q (1885.562436 sec): 3 clusters Score: Raw -1977711.562974 + Penalty 3270.575049 = -1974440.987925 nChanged 11 SP:Iteration 129Q (1885.604272 sec): 3 clusters Score: Raw -1977714.913650 + Penalty 3270.575049 = -1974444.338601 nChanged 9 SP:Iteration 130Q (1885.646274 sec): 3 clusters Score: Raw -1977717.254564 + Penalty 3270.575049 = -1974446.679514 nChanged 10 SP:Iteration 131Q (1885.688425 sec): 3 clusters Score: Raw -1977720.309870 + Penalty 3270.575049 = -1974449.734821 nChanged 8 SP:Iteration 132Q (1885.730511 sec): 3 clusters Score: Raw -1977721.983596 + Penalty 3270.575049 = -1974451.408547 nChanged 4 SP:Iteration 133Q (1885.772521 sec): 3 clusters Score: Raw -1977722.811107 + Penalty 3270.575049 = -1974452.236058 nChanged 3 SP:Iteration 134Q (1885.814736 sec): 3 clusters Score: Raw -1977723.607785 + Penalty 3270.575049 = -1974453.032736 nChanged 5 SP:Iteration 135Q (1885.856791 sec): 3 clusters Score: Raw -1977724.799453 + Penalty 3270.575049 = -1974454.224404 nChanged 4 SP:Iteration 136Q (1885.898533 sec): 3 clusters Score: Raw -1977725.382636 + Penalty 3270.575049 = -1974454.807586 nChanged 2 SP:Iteration 137Q (1885.940470 sec): 3 clusters Score: Raw -1977725.832377 + Penalty 3270.575049 = -1974455.257328 nChanged 0 SP:Iteration 138F (1885.988933 sec): 3 clusters Score: Raw -1977725.832377 + Penalty 3270.575049 = -1974455.257328 nChanged 0 Iteration 259Q (1888.257378 sec): 31 clusters Score: Raw -23031628.179755 + Penalty 61283.627149 = -22970344.552606 nChanged 115 Iteration 260F (1893.779757 sec): 31 clusters Score: Raw -23031637.670255 + Penalty 61283.627149 = -22970354.043106 nChanged 103 Iteration 261Q (1896.044445 sec): 31 clusters Score: Raw -23031645.388057 + Penalty 61283.627149 = -22970361.760908 nChanged 94 Iteration 262Q (1898.298967 sec): 31 clusters Score: Raw -23031655.049228 + Penalty 61283.627149 = -22970371.422079 nChanged 102 Iteration 263Q (1900.553632 sec): 31 clusters Score: Raw -23031669.100851 + Penalty 61283.627149 = -22970385.473702 nChanged 98 Iteration 264Q (1902.811947 sec): 31 clusters Score: Raw -23031681.426102 + Penalty 61283.627149 = -22970397.798953 nChanged 99 Iteration 265Q (1905.065948 sec): 31 clusters Score: Raw -23031693.781409 + Penalty 61283.627149 = -22970410.154260 nChanged 81 Iteration 266Q (1907.341466 sec): 31 clusters Score: Raw -23031701.395555 + Penalty 61283.627149 = -22970417.768406 nChanged 76 Iteration 267Q (1909.595277 sec): 31 clusters Score: Raw -23031709.086056 + Penalty 61283.627149 = -22970425.458907 nChanged 63 Iteration 268Q (1911.849239 sec): 31 clusters Score: Raw -23031714.998895 + Penalty 61283.627149 = -22970431.371746 nChanged 57 Iteration 269Q (1914.149926 sec): 31 clusters Score: Raw -23031722.416192 + Penalty 61283.627149 = -22970438.789043 nChanged 69 Iteration 270Q (1916.402226 sec): 31 clusters Score: Raw -23031730.267484 + Penalty 61283.627149 = -22970446.640335 nChanged 77 Iteration 271Q (1918.653522 sec): 31 clusters Score: Raw -23031737.288525 + Penalty 61283.627149 = -22970453.661376 nChanged 72 Iteration 272Q (1920.906092 sec): 31 clusters Score: Raw -23031743.823926 + Penalty 61283.627149 = -22970460.196777 nChanged 72 Iteration 273Q (1923.158609 sec): 31 clusters Score: Raw -23031749.938253 + Penalty 61283.627149 = -22970466.311104 nChanged 78 Iteration 274Q (1925.456604 sec): 31 clusters Score: Raw -23031756.653570 + Penalty 61283.627149 = -22970473.026421 nChanged 74 Iteration 275Q (1927.718054 sec): 31 clusters Score: Raw -23031762.934098 + Penalty 61283.627149 = -22970479.306949 nChanged 68 Iteration 276Q (1929.971117 sec): 31 clusters Score: Raw -23031769.131079 + Penalty 61283.627149 = -22970485.503930 nChanged 74 Iteration 277Q (1932.222881 sec): 31 clusters Score: Raw -23031780.645324 + Penalty 61283.627149 = -22970497.018175 nChanged 80 Iteration 278Q (1934.474635 sec): 31 clusters Score: Raw -23031788.322560 + Penalty 61283.627149 = -22970504.695411 nChanged 70 Iteration 279Q (1936.723462 sec): 31 clusters Score: Raw -23031797.261273 + Penalty 61283.627149 = -22970513.634124 nChanged 87 Iteration 280F (1942.243678 sec): 31 clusters Score: Raw -23031809.198970 + Penalty 61283.627149 = -22970525.571821 nChanged 88 Iteration 281Q (1944.519882 sec): 31 clusters Score: Raw -23031821.427162 + Penalty 61283.627149 = -22970537.800013 nChanged 92 Iteration 282Q (1946.775016 sec): 31 clusters Score: Raw -23031837.504735 + Penalty 61283.627149 = -22970553.877586 nChanged 100 Iteration 283Q (1949.040827 sec): 31 clusters Score: Raw -23031852.980475 + Penalty 61283.627149 = -22970569.353326 nChanged 101 Iteration 284Q (1951.291002 sec): 31 clusters Score: Raw -23031873.357619 + Penalty 61283.627149 = -22970589.730470 nChanged 125 Iteration 285Q (1953.544617 sec): 31 clusters Score: Raw -23031893.682106 + Penalty 61283.627149 = -22970610.054957 nChanged 128 Iteration 286Q (1955.798933 sec): 31 clusters Score: Raw -23031915.304462 + Penalty 61283.627149 = -22970631.677313 nChanged 129 Iteration 287Q (1958.051356 sec): 31 clusters Score: Raw -23031944.290141 + Penalty 61283.627149 = -22970660.662992 nChanged 131 Iteration 288Q (1960.302904 sec): 31 clusters Score: Raw -23031970.559290 + Penalty 61283.627149 = -22970686.932141 nChanged 128 Iteration 289Q (1962.553658 sec): 31 clusters Score: Raw -23031996.147211 + Penalty 61283.627149 = -22970712.520062 nChanged 132 Iteration 290Q (1964.813711 sec): 31 clusters Score: Raw -23032021.514464 + Penalty 61283.627149 = -22970737.887315 nChanged 140 Iteration 291Q (1967.087101 sec): 31 clusters Score: Raw -23032051.022426 + Penalty 61283.627149 = -22970767.395277 nChanged 149 Iteration 292Q (1969.336980 sec): 31 clusters Score: Raw -23032080.903992 + Penalty 61283.627149 = -22970797.276843 nChanged 153 Iteration 293Q (1971.586630 sec): 31 clusters Score: Raw -23032105.035582 + Penalty 61283.627149 = -22970821.408433 nChanged 139 Iteration 294Q (1973.837838 sec): 31 clusters Score: Raw -23032122.072147 + Penalty 61283.627149 = -22970838.444998 nChanged 117 Iteration 295Q (1976.109402 sec): 31 clusters Score: Raw -23032134.913589 + Penalty 61283.627149 = -22970851.286440 nChanged 110 Iteration 296Q (1978.360343 sec): 31 clusters Score: Raw -23032148.857848 + Penalty 61283.627149 = -22970865.230699 nChanged 107 Iteration 297Q (1980.608320 sec): 31 clusters Score: Raw -23032164.248596 + Penalty 61283.627149 = -22970880.621447 nChanged 124 Iteration 298Q (1982.856957 sec): 31 clusters Score: Raw -23032179.620747 + Penalty 61283.627149 = -22970895.993598 nChanged 125 Writing temp clu file Because OldScore, -22970880.621447, is greater than current (better) Score,-22970895.993598 Compute initial score before splitting: Score: Raw -23032179.620747 + Penalty 61283.627149 = -22970895.993598 Trying to split cluster 1 (51843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1982.971305 sec): 2 clusters Score: Raw -4344129.007131 + Penalty 1764.095970 = -4342364.911161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1983.064451 sec): 3 clusters Score: Raw -4311110.608056 + Penalty 3528.191940 = -4307582.416116 nChanged 24531 SP:Iteration 1F (1983.151569 sec): 3 clusters Score: Raw -4326020.854474 + Penalty 3528.191940 = -4322492.662534 nChanged 2682 SP:Iteration 2F (1983.238805 sec): 3 clusters Score: Raw -4327311.481846 + Penalty 3528.191940 = -4323783.289906 nChanged 2988 SP:Iteration 3F (1983.325921 sec): 3 clusters Score: Raw -4329109.866757 + Penalty 3528.191940 = -4325581.674817 nChanged 3407 SP:Iteration 4F (1983.413021 sec): 3 clusters Score: Raw -4331393.475616 + Penalty 3528.191940 = -4327865.283676 nChanged 3538 SP:Iteration 5F (1983.500041 sec): 3 clusters Score: Raw -4333786.203201 + Penalty 3528.191940 = -4330258.011261 nChanged 3246 SP:Iteration 6F (1983.586953 sec): 3 clusters Score: Raw -4335887.595606 + Penalty 3528.191940 = -4332359.403667 nChanged 2714 SP:Iteration 7F (1983.673862 sec): 3 clusters Score: Raw -4337312.015793 + Penalty 3528.191940 = -4333783.823853 nChanged 1980 SP:Iteration 8Q (1983.764118 sec): 3 clusters Score: Raw -4338057.759619 + Penalty 3528.191940 = -4334529.567679 nChanged 1306 SP:Iteration 9Q (1983.853472 sec): 3 clusters Score: Raw -4338431.563031 + Penalty 3528.191940 = -4334903.371092 nChanged 883 SP:Iteration 10Q (1983.942215 sec): 3 clusters Score: Raw -4338626.830545 + Penalty 3528.191940 = -4335098.638605 nChanged 639 SP:Iteration 11Q (1984.030759 sec): 3 clusters Score: Raw -4338753.713627 + Penalty 3528.191940 = -4335225.521687 nChanged 543 SP:Iteration 12Q (1984.118817 sec): 3 clusters Score: Raw -4338855.332530 + Penalty 3528.191940 = -4335327.140590 nChanged 468 SP:Iteration 13Q (1984.206629 sec): 3 clusters Score: Raw -4338934.417445 + Penalty 3528.191940 = -4335406.225505 nChanged 431 SP:Iteration 14Q (1984.294286 sec): 3 clusters Score: Raw -4339003.386590 + Penalty 3528.191940 = -4335475.194650 nChanged 408 SP:Iteration 15Q (1984.381471 sec): 3 clusters Score: Raw -4339069.440301 + Penalty 3528.191940 = -4335541.248361 nChanged 408 SP:Iteration 16Q (1984.468483 sec): 3 clusters Score: Raw -4339130.435442 + Penalty 3528.191940 = -4335602.243502 nChanged 407 SP:Iteration 17Q (1984.555294 sec): 3 clusters Score: Raw -4339196.657870 + Penalty 3528.191940 = -4335668.465930 nChanged 431 SP:Iteration 18Q (1984.641905 sec): 3 clusters Score: Raw -4339268.562048 + Penalty 3528.191940 = -4335740.370108 nChanged 467 SP:Iteration 19Q (1984.728612 sec): 3 clusters Score: Raw -4339343.454606 + Penalty 3528.191940 = -4335815.262666 nChanged 447 SP:Iteration 20F (1984.815458 sec): 3 clusters Score: Raw -4339422.947006 + Penalty 3528.191940 = -4335894.755066 nChanged 476 SP:Iteration 21Q (1984.901961 sec): 3 clusters Score: Raw -4339507.809126 + Penalty 3528.191940 = -4335979.617186 nChanged 499 SP:Iteration 22Q (1984.987983 sec): 3 clusters Score: Raw -4339597.793685 + Penalty 3528.191940 = -4336069.601745 nChanged 518 SP:Iteration 23Q (1985.073729 sec): 3 clusters Score: Raw -4339700.100018 + Penalty 3528.191940 = -4336171.908078 nChanged 523 SP:Iteration 24Q (1985.159233 sec): 3 clusters Score: Raw -4339805.581670 + Penalty 3528.191940 = -4336277.389730 nChanged 512 SP:Iteration 25Q (1985.244503 sec): 3 clusters Score: Raw -4339908.669784 + Penalty 3528.191940 = -4336380.477845 nChanged 536 SP:Iteration 26Q (1985.329489 sec): 3 clusters Score: Raw -4340017.056230 + Penalty 3528.191940 = -4336488.864290 nChanged 532 SP:Iteration 27Q (1985.414193 sec): 3 clusters Score: Raw -4340134.093265 + Penalty 3528.191940 = -4336605.901326 nChanged 579 SP:Iteration 28Q (1985.498155 sec): 3 clusters Score: Raw -4340263.985177 + Penalty 3528.191940 = -4336735.793237 nChanged 578 SP:Iteration 29Q (1985.581794 sec): 3 clusters Score: Raw -4340388.850570 + Penalty 3528.191940 = -4336860.658630 nChanged 589 SP:Iteration 30Q (1985.665089 sec): 3 clusters Score: Raw -4340523.740210 + Penalty 3528.191940 = -4336995.548270 nChanged 610 SP:Iteration 31Q (1985.747961 sec): 3 clusters Score: Raw -4340675.660839 + Penalty 3528.191940 = -4337147.468899 nChanged 634 SP:Iteration 32Q (1985.830455 sec): 3 clusters Score: Raw -4340843.450609 + Penalty 3528.191940 = -4337315.258669 nChanged 631 SP:Iteration 33Q (1985.912343 sec): 3 clusters Score: Raw -4341016.801141 + Penalty 3528.191940 = -4337488.609201 nChanged 644 SP:Iteration 34Q (1985.994111 sec): 3 clusters Score: Raw -4341205.128968 + Penalty 3528.191940 = -4337676.937029 nChanged 644 SP:Iteration 35Q (1986.075347 sec): 3 clusters Score: Raw -4341399.254727 + Penalty 3528.191940 = -4337871.062787 nChanged 639 SP:Iteration 36Q (1986.155924 sec): 3 clusters Score: Raw -4341597.529849 + Penalty 3528.191940 = -4338069.337909 nChanged 615 SP:Iteration 37Q (1986.236061 sec): 3 clusters Score: Raw -4341792.066802 + Penalty 3528.191940 = -4338263.874862 nChanged 623 SP:Iteration 38Q (1986.315520 sec): 3 clusters Score: Raw -4342010.319444 + Penalty 3528.191940 = -4338482.127504 nChanged 642 SP:Iteration 39Q (1986.394792 sec): 3 clusters Score: Raw -4342251.274362 + Penalty 3528.191940 = -4338723.082422 nChanged 646 SP:Iteration 40F (1986.481515 sec): 3 clusters Score: Raw -4342510.914479 + Penalty 3528.191940 = -4338982.722539 nChanged 613 SP:Iteration 41Q (1986.559986 sec): 3 clusters Score: Raw -4342752.119485 + Penalty 3528.191940 = -4339223.927545 nChanged 542 SP:Iteration 42Q (1986.638114 sec): 3 clusters Score: Raw -4342966.484367 + Penalty 3528.191940 = -4339438.292427 nChanged 537 SP:Iteration 43Q (1986.715437 sec): 3 clusters Score: Raw -4343197.262677 + Penalty 3528.191940 = -4339669.070738 nChanged 491 SP:Iteration 44Q (1986.792158 sec): 3 clusters Score: Raw -4343415.963838 + Penalty 3528.191940 = -4339887.771898 nChanged 435 SP:Iteration 45Q (1986.868211 sec): 3 clusters Score: Raw -4343604.943875 + Penalty 3528.191940 = -4340076.751935 nChanged 420 SP:Iteration 46Q (1986.944153 sec): 3 clusters Score: Raw -4343806.009550 + Penalty 3528.191940 = -4340277.817610 nChanged 410 SP:Iteration 47Q (1987.019402 sec): 3 clusters Score: Raw -4343996.722924 + Penalty 3528.191940 = -4340468.530984 nChanged 332 SP:Iteration 48Q (1987.094457 sec): 3 clusters Score: Raw -4344160.044904 + Penalty 3528.191940 = -4340631.852964 nChanged 305 SP:Iteration 49Q (1987.168776 sec): 3 clusters Score: Raw -4344325.279162 + Penalty 3528.191940 = -4340797.087223 nChanged 255 SP:Iteration 50Q (1987.242501 sec): 3 clusters Score: Raw -4344465.037090 + Penalty 3528.191940 = -4340936.845150 nChanged 203 SP:Iteration 51Q (1987.315749 sec): 3 clusters Score: Raw -4344575.257208 + Penalty 3528.191940 = -4341047.065268 nChanged 147 SP:Iteration 52Q (1987.388782 sec): 3 clusters Score: Raw -4344651.131403 + Penalty 3528.191940 = -4341122.939463 nChanged 124 SP:Iteration 53Q (1987.460854 sec): 3 clusters Score: Raw -4344711.965675 + Penalty 3528.191940 = -4341183.773735 nChanged 91 SP:Iteration 54Q (1987.532779 sec): 3 clusters Score: Raw -4344753.107683 + Penalty 3528.191940 = -4341224.915744 nChanged 76 SP:Iteration 55Q (1987.604367 sec): 3 clusters Score: Raw -4344777.681866 + Penalty 3528.191940 = -4341249.489926 nChanged 57 SP:Iteration 56Q (1987.675777 sec): 3 clusters Score: Raw -4344797.371664 + Penalty 3528.191940 = -4341269.179724 nChanged 49 SP:Iteration 57Q (1987.747232 sec): 3 clusters Score: Raw -4344815.386425 + Penalty 3528.191940 = -4341287.194485 nChanged 48 SP:Iteration 58Q (1987.818525 sec): 3 clusters Score: Raw -4344830.426102 + Penalty 3528.191940 = -4341302.234162 nChanged 41 SP:Iteration 59Q (1987.889713 sec): 3 clusters Score: Raw -4344842.452874 + Penalty 3528.191940 = -4341314.260934 nChanged 26 SP:Iteration 60F (1987.975564 sec): 3 clusters Score: Raw -4344852.969734 + Penalty 3528.191940 = -4341324.777794 nChanged 26 SP:Iteration 61Q (1988.047023 sec): 3 clusters Score: Raw -4344863.600153 + Penalty 3528.191940 = -4341335.408213 nChanged 26 SP:Iteration 62Q (1988.118266 sec): 3 clusters Score: Raw -4344871.109291 + Penalty 3528.191940 = -4341342.917351 nChanged 26 SP:Iteration 63Q (1988.189477 sec): 3 clusters Score: Raw -4344878.987276 + Penalty 3528.191940 = -4341350.795336 nChanged 17 SP:Iteration 64Q (1988.260483 sec): 3 clusters Score: Raw -4344883.823431 + Penalty 3528.191940 = -4341355.631491 nChanged 23 SP:Iteration 65Q (1988.331468 sec): 3 clusters Score: Raw -4344891.312364 + Penalty 3528.191940 = -4341363.120424 nChanged 23 SP:Iteration 66Q (1988.402570 sec): 3 clusters Score: Raw -4344896.613941 + Penalty 3528.191940 = -4341368.422002 nChanged 20 SP:Iteration 67Q (1988.473613 sec): 3 clusters Score: Raw -4344902.788451 + Penalty 3528.191940 = -4341374.596511 nChanged 12 SP:Iteration 68Q (1988.544597 sec): 3 clusters Score: Raw -4344906.116691 + Penalty 3528.191940 = -4341377.924751 nChanged 8 SP:Iteration 69Q (1988.615545 sec): 3 clusters Score: Raw -4344907.743582 + Penalty 3528.191940 = -4341379.551643 nChanged 13 SP:Iteration 70Q (1988.686489 sec): 3 clusters Score: Raw -4344910.436683 + Penalty 3528.191940 = -4341382.244743 nChanged 7 SP:Iteration 71Q (1988.757553 sec): 3 clusters Score: Raw -4344912.377732 + Penalty 3528.191940 = -4341384.185792 nChanged 8 SP:Iteration 72Q (1988.828431 sec): 3 clusters Score: Raw -4344914.141534 + Penalty 3528.191940 = -4341385.949594 nChanged 4 SP:Iteration 73Q (1988.899396 sec): 3 clusters Score: Raw -4344914.537857 + Penalty 3528.191940 = -4341386.345917 nChanged 2 SP:Iteration 74Q (1988.970277 sec): 3 clusters Score: Raw -4344914.858149 + Penalty 3528.191940 = -4341386.666209 nChanged 1 SP:Iteration 75Q (1989.041305 sec): 3 clusters Score: Raw -4344914.944104 + Penalty 3528.191940 = -4341386.752164 nChanged 0 SP:Iteration 76F (1989.127180 sec): 3 clusters Score: Raw -4344914.944104 + Penalty 3528.191940 = -4341386.752164 nChanged 0 Trying to split cluster 2 (2160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1989.133599 sec): 2 clusters Score: Raw -148721.522244 + Penalty 1247.652819 = -147473.869425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1989.145160 sec): 3 clusters Score: Raw -147807.283827 + Penalty 2495.305638 = -145311.978189 nChanged 781 SP:Iteration 1F (1989.155967 sec): 3 clusters Score: Raw -148365.244293 + Penalty 2495.305638 = -145869.938656 nChanged 198 SP:Iteration 2F (1989.166680 sec): 3 clusters Score: Raw -148534.549140 + Penalty 2495.305638 = -146039.243502 nChanged 146 SP:Iteration 3F (1989.177527 sec): 3 clusters Score: Raw -148679.778286 + Penalty 2495.305638 = -146184.472648 nChanged 146 SP:Iteration 4F (1989.188370 sec): 3 clusters Score: Raw -148855.650616 + Penalty 2495.305638 = -146360.344978 nChanged 134 SP:Iteration 5F (1989.199234 sec): 3 clusters Score: Raw -148993.012702 + Penalty 2495.305638 = -146497.707065 nChanged 98 SP:Iteration 6Q (1989.209986 sec): 3 clusters Score: Raw -149109.260846 + Penalty 2495.305638 = -146613.955208 nChanged 94 SP:Iteration 7Q (1989.220562 sec): 3 clusters Score: Raw -149253.505448 + Penalty 2495.305638 = -146758.199810 nChanged 118 SP:Iteration 8F (1989.231428 sec): 3 clusters Score: Raw -149444.423557 + Penalty 2495.305638 = -146949.117920 nChanged 103 SP:Iteration 9Q (1989.241894 sec): 3 clusters Score: Raw -149587.467818 + Penalty 2495.305638 = -147092.162180 nChanged 99 SP:Iteration 10Q (1989.252312 sec): 3 clusters Score: Raw -149715.530953 + Penalty 2495.305638 = -147220.225315 nChanged 75 SP:Iteration 11Q (1989.262868 sec): 3 clusters Score: Raw -149827.997880 + Penalty 2495.305638 = -147332.692242 nChanged 65 SP:Iteration 12Q (1989.273342 sec): 3 clusters Score: Raw -149909.351352 + Penalty 2495.305638 = -147414.045715 nChanged 40 SP:Iteration 13Q (1989.283766 sec): 3 clusters Score: Raw -149968.070873 + Penalty 2495.305638 = -147472.765235 nChanged 49 SP:Iteration 14Q (1989.294189 sec): 3 clusters Score: Raw -150039.704520 + Penalty 2495.305638 = -147544.398882 nChanged 40 SP:Iteration 15Q (1989.304457 sec): 3 clusters Score: Raw -150086.596855 + Penalty 2495.305638 = -147591.291217 nChanged 27 SP:Iteration 16Q (1989.314849 sec): 3 clusters Score: Raw -150102.496388 + Penalty 2495.305638 = -147607.190750 nChanged 11 SP:Iteration 17Q (1989.325206 sec): 3 clusters Score: Raw -150111.554056 + Penalty 2495.305638 = -147616.248419 nChanged 13 SP:Iteration 18Q (1989.335438 sec): 3 clusters Score: Raw -150118.658301 + Penalty 2495.305638 = -147623.352663 nChanged 5 SP:Iteration 19Q (1989.345669 sec): 3 clusters Score: Raw -150120.317382 + Penalty 2495.305638 = -147625.011745 nChanged 4 SP:Iteration 20F (1989.356465 sec): 3 clusters Score: Raw -150121.719373 + Penalty 2495.305638 = -147626.413735 nChanged 4 SP:Iteration 21Q (1989.366873 sec): 3 clusters Score: Raw -150123.359383 + Penalty 2495.305638 = -147628.053745 nChanged 1 SP:Iteration 22Q (1989.377214 sec): 3 clusters Score: Raw -150123.931519 + Penalty 2495.305638 = -147628.625881 nChanged 1 SP:Iteration 23Q (1989.387571 sec): 3 clusters Score: Raw -150124.337671 + Penalty 2495.305638 = -147629.032033 nChanged 0 SP:Iteration 24F (1989.398406 sec): 3 clusters Score: Raw -150124.337671 + Penalty 2495.305638 = -147629.032033 nChanged 0 Score: Raw -23033593.609542 + Penalty 63326.414721 = -22970267.194822 Splitting cluster 2 changes total score from -22970895.993598 to -22970267.194822 So it's not getting split. Trying to split cluster 3 (1734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1994.789034 sec): 2 clusters Score: Raw -148990.939694 + Penalty 1211.955251 = -147778.984444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1994.798417 sec): 3 clusters Score: Raw -148313.566692 + Penalty 2423.910501 = -145889.656190 nChanged 552 SP:Iteration 1F (1994.807168 sec): 3 clusters Score: Raw -148728.603163 + Penalty 2423.910501 = -146304.692662 nChanged 138 SP:Iteration 2F (1994.815961 sec): 3 clusters Score: Raw -148849.355390 + Penalty 2423.910501 = -146425.444889 nChanged 92 SP:Iteration 3F (1994.824647 sec): 3 clusters Score: Raw -148916.274860 + Penalty 2423.910501 = -146492.364359 nChanged 51 SP:Iteration 4Q (1994.833315 sec): 3 clusters Score: Raw -148954.024385 + Penalty 2423.910501 = -146530.113884 nChanged 36 SP:Iteration 5Q (1994.841990 sec): 3 clusters Score: Raw -148975.875643 + Penalty 2423.910501 = -146551.965142 nChanged 30 SP:Iteration 6Q (1994.850742 sec): 3 clusters Score: Raw -148993.524303 + Penalty 2423.910501 = -146569.613802 nChanged 18 SP:Iteration 7Q (1994.859475 sec): 3 clusters Score: Raw -149001.696917 + Penalty 2423.910501 = -146577.786416 nChanged 8 SP:Iteration 8Q (1994.868114 sec): 3 clusters Score: Raw -149005.704347 + Penalty 2423.910501 = -146581.793846 nChanged 7 SP:Iteration 9Q (1994.876847 sec): 3 clusters Score: Raw -149010.337825 + Penalty 2423.910501 = -146586.427324 nChanged 10 SP:Iteration 10Q (1994.885563 sec): 3 clusters Score: Raw -149016.569857 + Penalty 2423.910501 = -146592.659356 nChanged 12 SP:Iteration 11Q (1994.894281 sec): 3 clusters Score: Raw -149022.279806 + Penalty 2423.910501 = -146598.369305 nChanged 9 SP:Iteration 12Q (1994.902906 sec): 3 clusters Score: Raw -149028.645975 + Penalty 2423.910501 = -146604.735473 nChanged 6 SP:Iteration 13Q (1994.911624 sec): 3 clusters Score: Raw -149030.781830 + Penalty 2423.910501 = -146606.871328 nChanged 2 SP:Iteration 14Q (1994.920248 sec): 3 clusters Score: Raw -149032.087246 + Penalty 2423.910501 = -146608.176745 nChanged 3 SP:Iteration 15Q (1994.928861 sec): 3 clusters Score: Raw -149034.443529 + Penalty 2423.910501 = -146610.533028 nChanged 8 SP:Iteration 16Q (1994.937555 sec): 3 clusters Score: Raw -149037.748252 + Penalty 2423.910501 = -146613.837751 nChanged 5 SP:Iteration 17Q (1994.946268 sec): 3 clusters Score: Raw -149040.734975 + Penalty 2423.910501 = -146616.824474 nChanged 9 SP:Iteration 18Q (1994.954974 sec): 3 clusters Score: Raw -149045.074565 + Penalty 2423.910501 = -146621.164064 nChanged 6 SP:Iteration 19Q (1994.963673 sec): 3 clusters Score: Raw -149049.320253 + Penalty 2423.910501 = -146625.409752 nChanged 4 SP:Iteration 20F (1994.972350 sec): 3 clusters Score: Raw -149051.503751 + Penalty 2423.910501 = -146627.593250 nChanged 4 SP:Iteration 21Q (1994.980975 sec): 3 clusters Score: Raw -149053.585140 + Penalty 2423.910501 = -146629.674639 nChanged 1 SP:Iteration 22Q (1994.989683 sec): 3 clusters Score: Raw -149053.943701 + Penalty 2423.910501 = -146630.033200 nChanged 2 SP:Iteration 23Q (1994.998300 sec): 3 clusters Score: Raw -149054.935469 + Penalty 2423.910501 = -146631.024968 nChanged 1 SP:Iteration 24Q (1995.007020 sec): 3 clusters Score: Raw -149055.297523 + Penalty 2423.910501 = -146631.387022 nChanged 3 SP:Iteration 25Q (1995.015722 sec): 3 clusters Score: Raw -149056.575472 + Penalty 2423.910501 = -146632.664970 nChanged 3 SP:Iteration 26Q (1995.024409 sec): 3 clusters Score: Raw -149058.243530 + Penalty 2423.910501 = -146634.333029 nChanged 2 SP:Iteration 27Q (1995.033106 sec): 3 clusters Score: Raw -149059.670748 + Penalty 2423.910501 = -146635.760247 nChanged 1 SP:Iteration 28Q (1995.041833 sec): 3 clusters Score: Raw -149060.473978 + Penalty 2423.910501 = -146636.563477 nChanged 1 SP:Iteration 29Q (1995.050529 sec): 3 clusters Score: Raw -149061.039110 + Penalty 2423.910501 = -146637.128608 nChanged 0 SP:Iteration 30F (1995.059254 sec): 3 clusters Score: Raw -149061.039110 + Penalty 2423.910501 = -146637.128608 nChanged 0 Trying to split cluster 4 (12068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1995.086775 sec): 2 clusters Score: Raw -1023810.113074 + Penalty 1527.225798 = -1022282.887276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1995.119763 sec): 3 clusters Score: Raw -1016819.260367 + Penalty 3054.451595 = -1013764.808772 nChanged 5326 SP:Iteration 1F (1995.151495 sec): 3 clusters Score: Raw -1019990.973768 + Penalty 3054.451595 = -1016936.522173 nChanged 881 SP:Iteration 2F (1995.183206 sec): 3 clusters Score: Raw -1020546.772820 + Penalty 3054.451595 = -1017492.321225 nChanged 858 SP:Iteration 3F (1995.215000 sec): 3 clusters Score: Raw -1021135.561819 + Penalty 3054.451595 = -1018081.110224 nChanged 814 SP:Iteration 4F (1995.246754 sec): 3 clusters Score: Raw -1021764.767405 + Penalty 3054.451595 = -1018710.315810 nChanged 742 SP:Iteration 5F (1995.278652 sec): 3 clusters Score: Raw -1022417.108693 + Penalty 3054.451595 = -1019362.657098 nChanged 630 SP:Iteration 6F (1995.310381 sec): 3 clusters Score: Raw -1022950.083580 + Penalty 3054.451595 = -1019895.631985 nChanged 443 SP:Iteration 7Q (1995.341920 sec): 3 clusters Score: Raw -1023273.320790 + Penalty 3054.451595 = -1020218.869195 nChanged 317 SP:Iteration 8Q (1995.372613 sec): 3 clusters Score: Raw -1023493.594166 + Penalty 3054.451595 = -1020439.142571 nChanged 247 SP:Iteration 9Q (1995.402853 sec): 3 clusters Score: Raw -1023649.765639 + Penalty 3054.451595 = -1020595.314044 nChanged 199 SP:Iteration 10Q (1995.432506 sec): 3 clusters Score: Raw -1023772.928976 + Penalty 3054.451595 = -1020718.477381 nChanged 143 SP:Iteration 11Q (1995.461840 sec): 3 clusters Score: Raw -1023850.370365 + Penalty 3054.451595 = -1020795.918770 nChanged 116 SP:Iteration 12Q (1995.490868 sec): 3 clusters Score: Raw -1023905.277678 + Penalty 3054.451595 = -1020850.826082 nChanged 94 SP:Iteration 13Q (1995.519818 sec): 3 clusters Score: Raw -1023951.165222 + Penalty 3054.451595 = -1020896.713627 nChanged 77 SP:Iteration 14Q (1995.548615 sec): 3 clusters Score: Raw -1023990.461175 + Penalty 3054.451595 = -1020936.009579 nChanged 74 SP:Iteration 15Q (1995.577031 sec): 3 clusters Score: Raw -1024018.762676 + Penalty 3054.451595 = -1020964.311081 nChanged 55 SP:Iteration 16Q (1995.605467 sec): 3 clusters Score: Raw -1024039.568249 + Penalty 3054.451595 = -1020985.116654 nChanged 46 SP:Iteration 17Q (1995.633804 sec): 3 clusters Score: Raw -1024054.746416 + Penalty 3054.451595 = -1021000.294820 nChanged 39 SP:Iteration 18Q (1995.662051 sec): 3 clusters Score: Raw -1024069.517720 + Penalty 3054.451595 = -1021015.066125 nChanged 31 SP:Iteration 19Q (1995.690267 sec): 3 clusters Score: Raw -1024083.051755 + Penalty 3054.451595 = -1021028.600160 nChanged 28 SP:Iteration 20F (1995.721894 sec): 3 clusters Score: Raw -1024091.112834 + Penalty 3054.451595 = -1021036.661239 nChanged 27 SP:Iteration 21Q (1995.749988 sec): 3 clusters Score: Raw -1024101.032005 + Penalty 3054.451595 = -1021046.580410 nChanged 36 SP:Iteration 22Q (1995.778233 sec): 3 clusters Score: Raw -1024114.371874 + Penalty 3054.451595 = -1021059.920279 nChanged 26 SP:Iteration 23Q (1995.806196 sec): 3 clusters Score: Raw -1024124.091742 + Penalty 3054.451595 = -1021069.640147 nChanged 22 SP:Iteration 24Q (1995.834039 sec): 3 clusters Score: Raw -1024131.837254 + Penalty 3054.451595 = -1021077.385659 nChanged 35 SP:Iteration 25Q (1995.862083 sec): 3 clusters Score: Raw -1024144.996189 + Penalty 3054.451595 = -1021090.544594 nChanged 23 SP:Iteration 26Q (1995.889981 sec): 3 clusters Score: Raw -1024151.386257 + Penalty 3054.451595 = -1021096.934661 nChanged 18 SP:Iteration 27Q (1995.917747 sec): 3 clusters Score: Raw -1024155.969228 + Penalty 3054.451595 = -1021101.517633 nChanged 9 SP:Iteration 28Q (1995.945768 sec): 3 clusters Score: Raw -1024159.979450 + Penalty 3054.451595 = -1021105.527854 nChanged 13 SP:Iteration 29Q (1995.973446 sec): 3 clusters Score: Raw -1024166.595605 + Penalty 3054.451595 = -1021112.144010 nChanged 11 SP:Iteration 30Q (1996.001102 sec): 3 clusters Score: Raw -1024172.007774 + Penalty 3054.451595 = -1021117.556179 nChanged 13 SP:Iteration 31Q (1996.028790 sec): 3 clusters Score: Raw -1024175.898426 + Penalty 3054.451595 = -1021121.446831 nChanged 19 SP:Iteration 32Q (1996.056437 sec): 3 clusters Score: Raw -1024181.903891 + Penalty 3054.451595 = -1021127.452296 nChanged 15 SP:Iteration 33Q (1996.084165 sec): 3 clusters Score: Raw -1024186.463153 + Penalty 3054.451595 = -1021132.011558 nChanged 11 SP:Iteration 34Q (1996.111735 sec): 3 clusters Score: Raw -1024188.453089 + Penalty 3054.451595 = -1021134.001494 nChanged 5 SP:Iteration 35Q (1996.139547 sec): 3 clusters Score: Raw -1024189.636980 + Penalty 3054.451595 = -1021135.185384 nChanged 5 SP:Iteration 36Q (1996.167219 sec): 3 clusters Score: Raw -1024190.712362 + Penalty 3054.451595 = -1021136.260767 nChanged 0 SP:Iteration 37F (1996.198953 sec): 3 clusters Score: Raw -1024190.712362 + Penalty 3054.451595 = -1021136.260767 nChanged 0 Trying to split cluster 5 (1722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1996.213448 sec): 2 clusters Score: Raw -122792.083543 + Penalty 1210.826774 = -121581.256770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1996.222750 sec): 3 clusters Score: Raw -122043.955240 + Penalty 2421.653548 = -119622.301692 nChanged 650 SP:Iteration 1F (1996.231444 sec): 3 clusters Score: Raw -122440.856260 + Penalty 2421.653548 = -120019.202713 nChanged 149 SP:Iteration 2F (1996.240104 sec): 3 clusters Score: Raw -122565.363048 + Penalty 2421.653548 = -120143.709500 nChanged 100 SP:Iteration 3F (1996.248804 sec): 3 clusters Score: Raw -122656.295708 + Penalty 2421.653548 = -120234.642160 nChanged 79 SP:Iteration 4Q (1996.257510 sec): 3 clusters Score: Raw -122715.682425 + Penalty 2421.653548 = -120294.028877 nChanged 64 SP:Iteration 5Q (1996.266169 sec): 3 clusters Score: Raw -122767.607648 + Penalty 2421.653548 = -120345.954100 nChanged 58 SP:Iteration 6Q (1996.274808 sec): 3 clusters Score: Raw -122823.081952 + Penalty 2421.653548 = -120401.428404 nChanged 58 SP:Iteration 7Q (1996.283471 sec): 3 clusters Score: Raw -122883.113566 + Penalty 2421.653548 = -120461.460019 nChanged 59 SP:Iteration 8Q (1996.292104 sec): 3 clusters Score: Raw -122944.232653 + Penalty 2421.653548 = -120522.579106 nChanged 55 SP:Iteration 9Q (1996.300707 sec): 3 clusters Score: Raw -123008.930220 + Penalty 2421.653548 = -120587.276672 nChanged 68 SP:Iteration 10Q (1996.309245 sec): 3 clusters Score: Raw -123093.897518 + Penalty 2421.653548 = -120672.243971 nChanged 65 SP:Iteration 11Q (1996.317740 sec): 3 clusters Score: Raw -123159.979095 + Penalty 2421.653548 = -120738.325548 nChanged 48 SP:Iteration 12Q (1996.326284 sec): 3 clusters Score: Raw -123204.267390 + Penalty 2421.653548 = -120782.613842 nChanged 37 SP:Iteration 13Q (1996.334750 sec): 3 clusters Score: Raw -123239.895888 + Penalty 2421.653548 = -120818.242340 nChanged 31 SP:Iteration 14Q (1996.343229 sec): 3 clusters Score: Raw -123275.122061 + Penalty 2421.653548 = -120853.468513 nChanged 31 SP:Iteration 15Q (1996.351660 sec): 3 clusters Score: Raw -123302.264504 + Penalty 2421.653548 = -120880.610957 nChanged 15 SP:Iteration 16Q (1996.360075 sec): 3 clusters Score: Raw -123308.895625 + Penalty 2421.653548 = -120887.242078 nChanged 15 SP:Iteration 17Q (1996.368569 sec): 3 clusters Score: Raw -123321.479539 + Penalty 2421.653548 = -120899.825992 nChanged 14 SP:Iteration 18Q (1996.377052 sec): 3 clusters Score: Raw -123330.042597 + Penalty 2421.653548 = -120908.389049 nChanged 13 SP:Iteration 19Q (1996.385449 sec): 3 clusters Score: Raw -123339.501099 + Penalty 2421.653548 = -120917.847551 nChanged 9 SP:Iteration 20F (1996.394090 sec): 3 clusters Score: Raw -123349.161764 + Penalty 2421.653548 = -120927.508217 nChanged 9 SP:Iteration 21Q (1996.402561 sec): 3 clusters Score: Raw -123355.638224 + Penalty 2421.653548 = -120933.984676 nChanged 10 SP:Iteration 22Q (1996.411032 sec): 3 clusters Score: Raw -123362.773918 + Penalty 2421.653548 = -120941.120371 nChanged 6 SP:Iteration 23Q (1996.419400 sec): 3 clusters Score: Raw -123364.587423 + Penalty 2421.653548 = -120942.933875 nChanged 4 SP:Iteration 24Q (1996.427842 sec): 3 clusters Score: Raw -123366.141840 + Penalty 2421.653548 = -120944.488292 nChanged 0 SP:Iteration 25F (1996.436499 sec): 3 clusters Score: Raw -123366.141840 + Penalty 2421.653548 = -120944.488292 nChanged 0 Trying to split cluster 6 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1996.450003 sec): 2 clusters Score: Raw -125303.829574 + Penalty 1193.096406 = -124110.733168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1996.458445 sec): 3 clusters Score: Raw -124720.092642 + Penalty 2386.192812 = -122333.899829 nChanged 530 SP:Iteration 1F (1996.466336 sec): 3 clusters Score: Raw -125116.729537 + Penalty 2386.192812 = -122730.536725 nChanged 110 SP:Iteration 2F (1996.474265 sec): 3 clusters Score: Raw -125199.422883 + Penalty 2386.192812 = -122813.230071 nChanged 60 SP:Iteration 3Q (1996.482113 sec): 3 clusters Score: Raw -125250.230224 + Penalty 2386.192812 = -122864.037412 nChanged 55 SP:Iteration 4Q (1996.489989 sec): 3 clusters Score: Raw -125310.842073 + Penalty 2386.192812 = -122924.649261 nChanged 50 SP:Iteration 5Q (1996.497866 sec): 3 clusters Score: Raw -125356.580004 + Penalty 2386.192812 = -122970.387191 nChanged 46 SP:Iteration 6Q (1996.505763 sec): 3 clusters Score: Raw -125391.991063 + Penalty 2386.192812 = -123005.798250 nChanged 33 SP:Iteration 7Q (1996.513598 sec): 3 clusters Score: Raw -125435.050611 + Penalty 2386.192812 = -123048.857798 nChanged 41 SP:Iteration 8Q (1996.521385 sec): 3 clusters Score: Raw -125476.359461 + Penalty 2386.192812 = -123090.166649 nChanged 43 SP:Iteration 9Q (1996.529215 sec): 3 clusters Score: Raw -125511.156554 + Penalty 2386.192812 = -123124.963742 nChanged 37 SP:Iteration 10Q (1996.536984 sec): 3 clusters Score: Raw -125547.472755 + Penalty 2386.192812 = -123161.279942 nChanged 35 SP:Iteration 11Q (1996.544779 sec): 3 clusters Score: Raw -125575.897990 + Penalty 2386.192812 = -123189.705178 nChanged 29 SP:Iteration 12Q (1996.552495 sec): 3 clusters Score: Raw -125596.906634 + Penalty 2386.192812 = -123210.713822 nChanged 20 SP:Iteration 13Q (1996.560290 sec): 3 clusters Score: Raw -125613.730588 + Penalty 2386.192812 = -123227.537775 nChanged 19 SP:Iteration 14Q (1996.568078 sec): 3 clusters Score: Raw -125628.086335 + Penalty 2386.192812 = -123241.893523 nChanged 19 SP:Iteration 15Q (1996.575854 sec): 3 clusters Score: Raw -125645.545581 + Penalty 2386.192812 = -123259.352769 nChanged 12 SP:Iteration 16Q (1996.583546 sec): 3 clusters Score: Raw -125651.820048 + Penalty 2386.192812 = -123265.627236 nChanged 9 SP:Iteration 17Q (1996.591316 sec): 3 clusters Score: Raw -125656.438357 + Penalty 2386.192812 = -123270.245545 nChanged 8 SP:Iteration 18Q (1996.599127 sec): 3 clusters Score: Raw -125660.069317 + Penalty 2386.192812 = -123273.876505 nChanged 4 SP:Iteration 19Q (1996.606885 sec): 3 clusters Score: Raw -125662.949280 + Penalty 2386.192812 = -123276.756468 nChanged 5 SP:Iteration 20F (1996.614746 sec): 3 clusters Score: Raw -125666.636676 + Penalty 2386.192812 = -123280.443863 nChanged 2 SP:Iteration 21Q (1996.622498 sec): 3 clusters Score: Raw -125668.251908 + Penalty 2386.192812 = -123282.059095 nChanged 0 SP:Iteration 22F (1996.630380 sec): 3 clusters Score: Raw -125668.251908 + Penalty 2386.192812 = -123282.059095 nChanged 0 Trying to split cluster 7 (2775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1996.646751 sec): 2 clusters Score: Raw -226862.044551 + Penalty 1288.365979 = -225573.678572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1996.661136 sec): 3 clusters Score: Raw -225536.893838 + Penalty 2576.731959 = -222960.161880 nChanged 1015 SP:Iteration 1F (1996.674772 sec): 3 clusters Score: Raw -226127.087885 + Penalty 2576.731959 = -223550.355927 nChanged 221 SP:Iteration 2F (1996.688412 sec): 3 clusters Score: Raw -226283.339133 + Penalty 2576.731959 = -223706.607174 nChanged 157 SP:Iteration 3F (1996.702010 sec): 3 clusters Score: Raw -226398.299659 + Penalty 2576.731959 = -223821.567701 nChanged 133 SP:Iteration 4Q (1996.715623 sec): 3 clusters Score: Raw -226483.583049 + Penalty 2576.731959 = -223906.851091 nChanged 89 SP:Iteration 5Q (1996.729317 sec): 3 clusters Score: Raw -226537.650732 + Penalty 2576.731959 = -223960.918774 nChanged 75 SP:Iteration 6Q (1996.742939 sec): 3 clusters Score: Raw -226583.214675 + Penalty 2576.731959 = -224006.482716 nChanged 79 SP:Iteration 7Q (1996.756581 sec): 3 clusters Score: Raw -226638.748361 + Penalty 2576.731959 = -224062.016402 nChanged 70 SP:Iteration 8Q (1996.770177 sec): 3 clusters Score: Raw -226692.331197 + Penalty 2576.731959 = -224115.599239 nChanged 52 SP:Iteration 9Q (1996.783707 sec): 3 clusters Score: Raw -226720.687900 + Penalty 2576.731959 = -224143.955941 nChanged 51 SP:Iteration 10Q (1996.797314 sec): 3 clusters Score: Raw -226752.376894 + Penalty 2576.731959 = -224175.644936 nChanged 51 SP:Iteration 11Q (1996.810895 sec): 3 clusters Score: Raw -226786.927754 + Penalty 2576.731959 = -224210.195795 nChanged 52 SP:Iteration 12Q (1996.824484 sec): 3 clusters Score: Raw -226813.830939 + Penalty 2576.731959 = -224237.098980 nChanged 40 SP:Iteration 13Q (1996.838011 sec): 3 clusters Score: Raw -226830.728810 + Penalty 2576.731959 = -224253.996852 nChanged 26 SP:Iteration 14Q (1996.851568 sec): 3 clusters Score: Raw -226839.161118 + Penalty 2576.731959 = -224262.429160 nChanged 30 SP:Iteration 15Q (1996.864968 sec): 3 clusters Score: Raw -226853.303760 + Penalty 2576.731959 = -224276.571801 nChanged 28 SP:Iteration 16Q (1996.878449 sec): 3 clusters Score: Raw -226870.368975 + Penalty 2576.731959 = -224293.637017 nChanged 29 SP:Iteration 17Q (1996.891873 sec): 3 clusters Score: Raw -226885.442170 + Penalty 2576.731959 = -224308.710211 nChanged 30 SP:Iteration 18Q (1996.905384 sec): 3 clusters Score: Raw -226901.818873 + Penalty 2576.731959 = -224325.086915 nChanged 33 SP:Iteration 19Q (1996.918934 sec): 3 clusters Score: Raw -226917.110388 + Penalty 2576.731959 = -224340.378429 nChanged 41 SP:Iteration 20F (1996.932549 sec): 3 clusters Score: Raw -226939.528598 + Penalty 2576.731959 = -224362.796639 nChanged 45 SP:Iteration 21Q (1996.946050 sec): 3 clusters Score: Raw -226962.583790 + Penalty 2576.731959 = -224385.851831 nChanged 38 SP:Iteration 22Q (1996.959373 sec): 3 clusters Score: Raw -226984.577267 + Penalty 2576.731959 = -224407.845309 nChanged 33 SP:Iteration 23Q (1996.972829 sec): 3 clusters Score: Raw -227004.654933 + Penalty 2576.731959 = -224427.922974 nChanged 38 SP:Iteration 24Q (1996.986201 sec): 3 clusters Score: Raw -227028.778529 + Penalty 2576.731959 = -224452.046570 nChanged 47 SP:Iteration 25Q (1996.999620 sec): 3 clusters Score: Raw -227057.941159 + Penalty 2576.731959 = -224481.209200 nChanged 42 SP:Iteration 26Q (1997.013075 sec): 3 clusters Score: Raw -227077.312584 + Penalty 2576.731959 = -224500.580625 nChanged 30 SP:Iteration 27Q (1997.026519 sec): 3 clusters Score: Raw -227098.115793 + Penalty 2576.731959 = -224521.383834 nChanged 34 SP:Iteration 28Q (1997.039956 sec): 3 clusters Score: Raw -227120.376271 + Penalty 2576.731959 = -224543.644313 nChanged 34 SP:Iteration 29Q (1997.053415 sec): 3 clusters Score: Raw -227139.242469 + Penalty 2576.731959 = -224562.510511 nChanged 36 SP:Iteration 30Q (1997.066812 sec): 3 clusters Score: Raw -227157.704203 + Penalty 2576.731959 = -224580.972245 nChanged 28 SP:Iteration 31Q (1997.080193 sec): 3 clusters Score: Raw -227174.805357 + Penalty 2576.731959 = -224598.073399 nChanged 22 SP:Iteration 32Q (1997.093464 sec): 3 clusters Score: Raw -227185.329655 + Penalty 2576.731959 = -224608.597696 nChanged 17 SP:Iteration 33Q (1997.106854 sec): 3 clusters Score: Raw -227193.580463 + Penalty 2576.731959 = -224616.848504 nChanged 28 SP:Iteration 34Q (1997.120230 sec): 3 clusters Score: Raw -227208.493331 + Penalty 2576.731959 = -224631.761372 nChanged 26 SP:Iteration 35Q (1997.133484 sec): 3 clusters Score: Raw -227222.930525 + Penalty 2576.731959 = -224646.198566 nChanged 27 SP:Iteration 36Q (1997.146876 sec): 3 clusters Score: Raw -227233.780009 + Penalty 2576.731959 = -224657.048050 nChanged 28 SP:Iteration 37Q (1997.160095 sec): 3 clusters Score: Raw -227249.805677 + Penalty 2576.731959 = -224673.073718 nChanged 27 SP:Iteration 38Q (1997.173471 sec): 3 clusters Score: Raw -227268.204874 + Penalty 2576.731959 = -224691.472915 nChanged 41 SP:Iteration 39Q (1997.186831 sec): 3 clusters Score: Raw -227296.846226 + Penalty 2576.731959 = -224720.114267 nChanged 46 SP:Iteration 40F (1997.200312 sec): 3 clusters Score: Raw -227318.896572 + Penalty 2576.731959 = -224742.164613 nChanged 22 SP:Iteration 41Q (1997.213702 sec): 3 clusters Score: Raw -227330.516914 + Penalty 2576.731959 = -224753.784955 nChanged 25 SP:Iteration 42Q (1997.227063 sec): 3 clusters Score: Raw -227343.171145 + Penalty 2576.731959 = -224766.439186 nChanged 18 SP:Iteration 43Q (1997.240451 sec): 3 clusters Score: Raw -227355.074593 + Penalty 2576.731959 = -224778.342635 nChanged 22 SP:Iteration 44Q (1997.253802 sec): 3 clusters Score: Raw -227370.120328 + Penalty 2576.731959 = -224793.388369 nChanged 20 SP:Iteration 45Q (1997.267139 sec): 3 clusters Score: Raw -227378.907763 + Penalty 2576.731959 = -224802.175805 nChanged 11 SP:Iteration 46Q (1997.280457 sec): 3 clusters Score: Raw -227382.834118 + Penalty 2576.731959 = -224806.102159 nChanged 6 SP:Iteration 47Q (1997.293791 sec): 3 clusters Score: Raw -227384.317699 + Penalty 2576.731959 = -224807.585740 nChanged 1 SP:Iteration 48Q (1997.306985 sec): 3 clusters Score: Raw -227384.403967 + Penalty 2576.731959 = -224807.672008 nChanged 1 SP:Iteration 49Q (1997.320173 sec): 3 clusters Score: Raw -227384.588665 + Penalty 2576.731959 = -224807.856707 nChanged 1 SP:Iteration 50Q (1997.333389 sec): 3 clusters Score: Raw -227385.018770 + Penalty 2576.731959 = -224808.286812 nChanged 0 SP:Iteration 51F (1997.346896 sec): 3 clusters Score: Raw -227385.018770 + Penalty 2576.731959 = -224808.286812 nChanged 0 Trying to split cluster 8 (8002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1997.368573 sec): 2 clusters Score: Raw -669637.620739 + Penalty 1460.460103 = -668177.160636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1997.394782 sec): 3 clusters Score: Raw -665228.669881 + Penalty 2920.920207 = -662307.749674 nChanged 3400 SP:Iteration 1F (1997.420059 sec): 3 clusters Score: Raw -667004.779393 + Penalty 2920.920207 = -664083.859186 nChanged 493 SP:Iteration 2F (1997.445203 sec): 3 clusters Score: Raw -667237.295164 + Penalty 2920.920207 = -664316.374957 nChanged 409 SP:Iteration 3F (1997.470707 sec): 3 clusters Score: Raw -667421.229309 + Penalty 2920.920207 = -664500.309102 nChanged 372 SP:Iteration 4Q (1997.496114 sec): 3 clusters Score: Raw -667582.515932 + Penalty 2920.920207 = -664661.595725 nChanged 367 SP:Iteration 5Q (1997.521605 sec): 3 clusters Score: Raw -667762.163406 + Penalty 2920.920207 = -664841.243199 nChanged 350 SP:Iteration 6Q (1997.546849 sec): 3 clusters Score: Raw -667944.234853 + Penalty 2920.920207 = -665023.314646 nChanged 357 SP:Iteration 7Q (1997.572073 sec): 3 clusters Score: Raw -668138.787385 + Penalty 2920.920207 = -665217.867178 nChanged 333 SP:Iteration 8Q (1997.597682 sec): 3 clusters Score: Raw -668356.050026 + Penalty 2920.920207 = -665435.129820 nChanged 324 SP:Iteration 9Q (1997.623252 sec): 3 clusters Score: Raw -668572.550491 + Penalty 2920.920207 = -665651.630285 nChanged 297 SP:Iteration 10Q (1997.648563 sec): 3 clusters Score: Raw -668791.398462 + Penalty 2920.920207 = -665870.478256 nChanged 274 SP:Iteration 11Q (1997.673900 sec): 3 clusters Score: Raw -668980.993355 + Penalty 2920.920207 = -666060.073149 nChanged 247 SP:Iteration 12Q (1997.698877 sec): 3 clusters Score: Raw -669149.705472 + Penalty 2920.920207 = -666228.785265 nChanged 206 SP:Iteration 13Q (1997.723608 sec): 3 clusters Score: Raw -669314.908996 + Penalty 2920.920207 = -666393.988789 nChanged 168 SP:Iteration 14Q (1997.748268 sec): 3 clusters Score: Raw -669438.129547 + Penalty 2920.920207 = -666517.209340 nChanged 127 SP:Iteration 15Q (1997.806248 sec): 3 clusters Score: Raw -669523.568590 + Penalty 2920.920207 = -666602.648383 nChanged 107 SP:Iteration 16Q (1997.829793 sec): 3 clusters Score: Raw -669607.544456 + Penalty 2920.920207 = -666686.624250 nChanged 97 SP:Iteration 17Q (1997.853591 sec): 3 clusters Score: Raw -669673.694095 + Penalty 2920.920207 = -666752.773888 nChanged 69 SP:Iteration 18Q (1997.877067 sec): 3 clusters Score: Raw -669711.257957 + Penalty 2920.920207 = -666790.337751 nChanged 46 SP:Iteration 19Q (1997.900598 sec): 3 clusters Score: Raw -669740.137409 + Penalty 2920.920207 = -666819.217203 nChanged 36 SP:Iteration 20F (1997.925690 sec): 3 clusters Score: Raw -669761.921770 + Penalty 2920.920207 = -666841.001564 nChanged 28 SP:Iteration 21Q (1997.948730 sec): 3 clusters Score: Raw -669779.205346 + Penalty 2920.920207 = -666858.285139 nChanged 18 SP:Iteration 22Q (1997.971669 sec): 3 clusters Score: Raw -669790.058765 + Penalty 2920.920207 = -666869.138559 nChanged 17 SP:Iteration 23Q (1997.994469 sec): 3 clusters Score: Raw -669800.410828 + Penalty 2920.920207 = -666879.490622 nChanged 9 SP:Iteration 24Q (1998.017368 sec): 3 clusters Score: Raw -669805.170173 + Penalty 2920.920207 = -666884.249966 nChanged 8 SP:Iteration 25Q (1998.040478 sec): 3 clusters Score: Raw -669807.770910 + Penalty 2920.920207 = -666886.850704 nChanged 4 SP:Iteration 26Q (1998.063603 sec): 3 clusters Score: Raw -669809.650849 + Penalty 2920.920207 = -666888.730642 nChanged 6 SP:Iteration 27Q (1998.086683 sec): 3 clusters Score: Raw -669812.209740 + Penalty 2920.920207 = -666891.289533 nChanged 2 SP:Iteration 28Q (1998.109517 sec): 3 clusters Score: Raw -669813.859356 + Penalty 2920.920207 = -666892.939150 nChanged 5 SP:Iteration 29Q (1998.132361 sec): 3 clusters Score: Raw -669816.145270 + Penalty 2920.920207 = -666895.225064 nChanged 6 SP:Iteration 30Q (1998.155314 sec): 3 clusters Score: Raw -669817.958609 + Penalty 2920.920207 = -666897.038403 nChanged 3 SP:Iteration 31Q (1998.178201 sec): 3 clusters Score: Raw -669819.300634 + Penalty 2920.920207 = -666898.380427 nChanged 5 SP:Iteration 32Q (1998.201143 sec): 3 clusters Score: Raw -669822.059532 + Penalty 2920.920207 = -666901.139325 nChanged 4 SP:Iteration 33Q (1998.223880 sec): 3 clusters Score: Raw -669824.120429 + Penalty 2920.920207 = -666903.200223 nChanged 1 SP:Iteration 34Q (1998.246747 sec): 3 clusters Score: Raw -669824.887098 + Penalty 2920.920207 = -666903.966892 nChanged 0 SP:Iteration 35F (1998.271899 sec): 3 clusters Score: Raw -669824.887098 + Penalty 2920.920207 = -666903.966892 nChanged 0 Trying to split cluster 9 (5021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1998.290882 sec): 2 clusters Score: Raw -372368.810224 + Penalty 1384.724964 = -370984.085260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1998.312583 sec): 3 clusters Score: Raw -369775.061118 + Penalty 2769.449929 = -367005.611189 nChanged 2024 SP:Iteration 1F (1998.334081 sec): 3 clusters Score: Raw -371013.102716 + Penalty 2769.449929 = -368243.652787 nChanged 374 SP:Iteration 2F (1998.355588 sec): 3 clusters Score: Raw -371221.392735 + Penalty 2769.449929 = -368451.942807 nChanged 265 SP:Iteration 3F (1998.376922 sec): 3 clusters Score: Raw -371388.076219 + Penalty 2769.449929 = -368618.626290 nChanged 253 SP:Iteration 4F (1998.398374 sec): 3 clusters Score: Raw -371562.551529 + Penalty 2769.449929 = -368793.101600 nChanged 228 SP:Iteration 5Q (1998.419851 sec): 3 clusters Score: Raw -371730.809605 + Penalty 2769.449929 = -368961.359676 nChanged 230 SP:Iteration 6Q (1998.441534 sec): 3 clusters Score: Raw -371913.783178 + Penalty 2769.449929 = -369144.333250 nChanged 244 SP:Iteration 7Q (1998.463045 sec): 3 clusters Score: Raw -372102.180959 + Penalty 2769.449929 = -369332.731030 nChanged 196 SP:Iteration 8Q (1998.484635 sec): 3 clusters Score: Raw -372255.109908 + Penalty 2769.449929 = -369485.659980 nChanged 196 SP:Iteration 9Q (1998.506139 sec): 3 clusters Score: Raw -372389.275618 + Penalty 2769.449929 = -369619.825689 nChanged 168 SP:Iteration 10Q (1998.527404 sec): 3 clusters Score: Raw -372510.487862 + Penalty 2769.449929 = -369741.037933 nChanged 146 SP:Iteration 11Q (1998.548465 sec): 3 clusters Score: Raw -372617.487424 + Penalty 2769.449929 = -369848.037495 nChanged 145 SP:Iteration 12Q (1998.569418 sec): 3 clusters Score: Raw -372698.640241 + Penalty 2769.449929 = -369929.190312 nChanged 110 SP:Iteration 13Q (1998.590461 sec): 3 clusters Score: Raw -372762.360973 + Penalty 2769.449929 = -369992.911044 nChanged 90 SP:Iteration 14Q (1998.611323 sec): 3 clusters Score: Raw -372809.655314 + Penalty 2769.449929 = -370040.205385 nChanged 74 SP:Iteration 15Q (1998.632207 sec): 3 clusters Score: Raw -372843.945810 + Penalty 2769.449929 = -370074.495881 nChanged 63 SP:Iteration 16Q (1998.653010 sec): 3 clusters Score: Raw -372869.901001 + Penalty 2769.449929 = -370100.451072 nChanged 69 SP:Iteration 17Q (1998.674039 sec): 3 clusters Score: Raw -372902.477778 + Penalty 2769.449929 = -370133.027849 nChanged 54 SP:Iteration 18Q (1998.694824 sec): 3 clusters Score: Raw -372929.023938 + Penalty 2769.449929 = -370159.574009 nChanged 46 SP:Iteration 19Q (1998.715577 sec): 3 clusters Score: Raw -372947.049650 + Penalty 2769.449929 = -370177.599721 nChanged 44 SP:Iteration 20F (1998.737139 sec): 3 clusters Score: Raw -372965.169161 + Penalty 2769.449929 = -370195.719233 nChanged 41 SP:Iteration 21Q (1998.757860 sec): 3 clusters Score: Raw -372980.279380 + Penalty 2769.449929 = -370210.829451 nChanged 33 SP:Iteration 22Q (1998.778578 sec): 3 clusters Score: Raw -372989.448417 + Penalty 2769.449929 = -370219.998488 nChanged 27 SP:Iteration 23Q (1998.799300 sec): 3 clusters Score: Raw -372998.536584 + Penalty 2769.449929 = -370229.086656 nChanged 25 SP:Iteration 24Q (1998.819797 sec): 3 clusters Score: Raw -373009.635413 + Penalty 2769.449929 = -370240.185484 nChanged 25 SP:Iteration 25Q (1998.840570 sec): 3 clusters Score: Raw -373016.415137 + Penalty 2769.449929 = -370246.965208 nChanged 12 SP:Iteration 26Q (1998.861263 sec): 3 clusters Score: Raw -373019.223082 + Penalty 2769.449929 = -370249.773153 nChanged 7 SP:Iteration 27Q (1998.881760 sec): 3 clusters Score: Raw -373021.992638 + Penalty 2769.449929 = -370252.542709 nChanged 8 SP:Iteration 28Q (1998.902277 sec): 3 clusters Score: Raw -373023.830303 + Penalty 2769.449929 = -370254.380375 nChanged 8 SP:Iteration 29Q (1998.922985 sec): 3 clusters Score: Raw -373025.823495 + Penalty 2769.449929 = -370256.373566 nChanged 5 SP:Iteration 30Q (1998.943617 sec): 3 clusters Score: Raw -373027.354126 + Penalty 2769.449929 = -370257.904197 nChanged 7 SP:Iteration 31Q (1998.963900 sec): 3 clusters Score: Raw -373028.620555 + Penalty 2769.449929 = -370259.170627 nChanged 6 SP:Iteration 32Q (1998.984472 sec): 3 clusters Score: Raw -373030.038658 + Penalty 2769.449929 = -370260.588730 nChanged 5 SP:Iteration 33Q (1999.005134 sec): 3 clusters Score: Raw -373031.679165 + Penalty 2769.449929 = -370262.229237 nChanged 5 SP:Iteration 34Q (1999.025579 sec): 3 clusters Score: Raw -373033.888635 + Penalty 2769.449929 = -370264.438706 nChanged 8 SP:Iteration 35Q (1999.046223 sec): 3 clusters Score: Raw -373035.467297 + Penalty 2769.449929 = -370266.017368 nChanged 6 SP:Iteration 36Q (1999.066516 sec): 3 clusters Score: Raw -373036.769798 + Penalty 2769.449929 = -370267.319870 nChanged 4 SP:Iteration 37Q (1999.087094 sec): 3 clusters Score: Raw -373037.786433 + Penalty 2769.449929 = -370268.336504 nChanged 5 SP:Iteration 38Q (1999.107521 sec): 3 clusters Score: Raw -373038.969655 + Penalty 2769.449929 = -370269.519726 nChanged 5 SP:Iteration 39Q (1999.139520 sec): 3 clusters Score: Raw -373039.880070 + Penalty 2769.449929 = -370270.430141 nChanged 3 SP:Iteration 40F (1999.186162 sec): 3 clusters Score: Raw -373040.922415 + Penalty 2769.449929 = -370271.472486 nChanged 3 SP:Iteration 41Q (1999.208548 sec): 3 clusters Score: Raw -373042.597652 + Penalty 2769.449929 = -370273.147724 nChanged 2 SP:Iteration 42Q (1999.231133 sec): 3 clusters Score: Raw -373042.852992 + Penalty 2769.449929 = -370273.403064 nChanged 1 SP:Iteration 43Q (1999.252413 sec): 3 clusters Score: Raw -373043.044812 + Penalty 2769.449929 = -370273.594884 nChanged 1 SP:Iteration 44Q (1999.273128 sec): 3 clusters Score: Raw -373044.635121 + Penalty 2769.449929 = -370275.185193 nChanged 5 SP:Iteration 45Q (1999.293895 sec): 3 clusters Score: Raw -373045.462136 + Penalty 2769.449929 = -370276.012207 nChanged 2 SP:Iteration 46Q (1999.314450 sec): 3 clusters Score: Raw -373045.680933 + Penalty 2769.449929 = -370276.231005 nChanged 1 SP:Iteration 47Q (1999.334699 sec): 3 clusters Score: Raw -373045.898238 + Penalty 2769.449929 = -370276.448309 nChanged 2 SP:Iteration 48Q (1999.355033 sec): 3 clusters Score: Raw -373046.453301 + Penalty 2769.449929 = -370277.003373 nChanged 2 SP:Iteration 49Q (1999.375452 sec): 3 clusters Score: Raw -373046.814610 + Penalty 2769.449929 = -370277.364682 nChanged 3 SP:Iteration 50Q (1999.395732 sec): 3 clusters Score: Raw -373047.262839 + Penalty 2769.449929 = -370277.812910 nChanged 1 SP:Iteration 51Q (1999.416267 sec): 3 clusters Score: Raw -373047.536993 + Penalty 2769.449929 = -370278.087064 nChanged 0 SP:Iteration 52F (1999.437432 sec): 3 clusters Score: Raw -373047.536993 + Penalty 2769.449929 = -370278.087064 nChanged 0 Trying to split cluster 10 (6726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1999.458133 sec): 2 clusters Score: Raw -559203.015003 + Penalty 1432.232082 = -557770.782921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1999.482360 sec): 3 clusters Score: Raw -555623.824679 + Penalty 2864.464165 = -552759.360514 nChanged 2815 SP:Iteration 1F (1999.516220 sec): 3 clusters Score: Raw -557080.015318 + Penalty 2864.464165 = -554215.551153 nChanged 418 SP:Iteration 2F (1999.539722 sec): 3 clusters Score: Raw -557307.862889 + Penalty 2864.464165 = -554443.398724 nChanged 362 SP:Iteration 3F (1999.563242 sec): 3 clusters Score: Raw -557470.810749 + Penalty 2864.464165 = -554606.346584 nChanged 294 SP:Iteration 4Q (1999.587235 sec): 3 clusters Score: Raw -557617.554874 + Penalty 2864.464165 = -554753.090709 nChanged 309 SP:Iteration 5Q (1999.610953 sec): 3 clusters Score: Raw -557779.589541 + Penalty 2864.464165 = -554915.125376 nChanged 296 SP:Iteration 6Q (1999.634791 sec): 3 clusters Score: Raw -557958.086342 + Penalty 2864.464165 = -555093.622177 nChanged 325 SP:Iteration 7Q (1999.658631 sec): 3 clusters Score: Raw -558174.102844 + Penalty 2864.464165 = -555309.638679 nChanged 342 SP:Iteration 8F (1999.682161 sec): 3 clusters Score: Raw -558413.508589 + Penalty 2864.464165 = -555549.044424 nChanged 322 SP:Iteration 9Q (1999.705667 sec): 3 clusters Score: Raw -558629.531960 + Penalty 2864.464165 = -555765.067795 nChanged 299 SP:Iteration 10Q (1999.729176 sec): 3 clusters Score: Raw -558828.250200 + Penalty 2864.464165 = -555963.786035 nChanged 238 SP:Iteration 11Q (1999.752769 sec): 3 clusters Score: Raw -558984.916131 + Penalty 2864.464165 = -556120.451966 nChanged 186 SP:Iteration 12Q (1999.776430 sec): 3 clusters Score: Raw -559119.448560 + Penalty 2864.464165 = -556254.984395 nChanged 159 SP:Iteration 13Q (1999.800031 sec): 3 clusters Score: Raw -559234.361175 + Penalty 2864.464165 = -556369.897010 nChanged 122 SP:Iteration 14Q (1999.823511 sec): 3 clusters Score: Raw -559317.447263 + Penalty 2864.464165 = -556452.983098 nChanged 98 SP:Iteration 15Q (1999.846379 sec): 3 clusters Score: Raw -559376.240614 + Penalty 2864.464165 = -556511.776449 nChanged 64 SP:Iteration 16Q (1999.869245 sec): 3 clusters Score: Raw -559406.571111 + Penalty 2864.464165 = -556542.106946 nChanged 45 SP:Iteration 17Q (1999.892164 sec): 3 clusters Score: Raw -559427.734617 + Penalty 2864.464165 = -556563.270452 nChanged 34 SP:Iteration 18Q (1999.914891 sec): 3 clusters Score: Raw -559445.097190 + Penalty 2864.464165 = -556580.633025 nChanged 40 SP:Iteration 19Q (1999.937734 sec): 3 clusters Score: Raw -559464.403817 + Penalty 2864.464165 = -556599.939652 nChanged 40 SP:Iteration 20F (1999.961580 sec): 3 clusters Score: Raw -559481.010565 + Penalty 2864.464165 = -556616.546400 nChanged 30 SP:Iteration 21Q (1999.984110 sec): 3 clusters Score: Raw -559495.291207 + Penalty 2864.464165 = -556630.827042 nChanged 23 SP:Iteration 22Q (2000.006735 sec): 3 clusters Score: Raw -559508.112789 + Penalty 2864.464165 = -556643.648624 nChanged 24 SP:Iteration 23Q (2000.029296 sec): 3 clusters Score: Raw -559517.227828 + Penalty 2864.464165 = -556652.763663 nChanged 18 SP:Iteration 24Q (2000.051642 sec): 3 clusters Score: Raw -559523.478197 + Penalty 2864.464165 = -556659.014032 nChanged 10 SP:Iteration 25Q (2000.073999 sec): 3 clusters Score: Raw -559526.777572 + Penalty 2864.464165 = -556662.313407 nChanged 12 SP:Iteration 26Q (2000.096267 sec): 3 clusters Score: Raw -559529.932828 + Penalty 2864.464165 = -556665.468663 nChanged 10 SP:Iteration 27Q (2000.118592 sec): 3 clusters Score: Raw -559534.066925 + Penalty 2864.464165 = -556669.602760 nChanged 9 SP:Iteration 28Q (2000.140815 sec): 3 clusters Score: Raw -559536.686134 + Penalty 2864.464165 = -556672.221969 nChanged 10 SP:Iteration 29Q (2000.162908 sec): 3 clusters Score: Raw -559540.946104 + Penalty 2864.464165 = -556676.481939 nChanged 17 SP:Iteration 30Q (2000.185067 sec): 3 clusters Score: Raw -559549.284673 + Penalty 2864.464165 = -556684.820508 nChanged 15 SP:Iteration 31Q (2000.207378 sec): 3 clusters Score: Raw -559554.419159 + Penalty 2864.464165 = -556689.954994 nChanged 14 SP:Iteration 32Q (2000.229473 sec): 3 clusters Score: Raw -559559.984147 + Penalty 2864.464165 = -556695.519982 nChanged 13 SP:Iteration 33Q (2000.251488 sec): 3 clusters Score: Raw -559565.574761 + Penalty 2864.464165 = -556701.110596 nChanged 10 SP:Iteration 34Q (2000.273415 sec): 3 clusters Score: Raw -559568.482190 + Penalty 2864.464165 = -556704.018025 nChanged 9 SP:Iteration 35Q (2000.295307 sec): 3 clusters Score: Raw -559571.469494 + Penalty 2864.464165 = -556707.005329 nChanged 10 SP:Iteration 36Q (2000.317294 sec): 3 clusters Score: Raw -559574.882032 + Penalty 2864.464165 = -556710.417867 nChanged 8 SP:Iteration 37Q (2000.339451 sec): 3 clusters Score: Raw -559577.660264 + Penalty 2864.464165 = -556713.196099 nChanged 6 SP:Iteration 38Q (2000.361392 sec): 3 clusters Score: Raw -559580.342574 + Penalty 2864.464165 = -556715.878409 nChanged 7 SP:Iteration 39Q (2000.383600 sec): 3 clusters Score: Raw -559582.705632 + Penalty 2864.464165 = -556718.241467 nChanged 8 SP:Iteration 40F (2000.407359 sec): 3 clusters Score: Raw -559585.044231 + Penalty 2864.464165 = -556720.580066 nChanged 3 SP:Iteration 41Q (2000.429139 sec): 3 clusters Score: Raw -559586.039945 + Penalty 2864.464165 = -556721.575780 nChanged 5 SP:Iteration 42Q (2000.451362 sec): 3 clusters Score: Raw -559587.498071 + Penalty 2864.464165 = -556723.033906 nChanged 3 SP:Iteration 43Q (2000.473310 sec): 3 clusters Score: Raw -559588.466615 + Penalty 2864.464165 = -556724.002450 nChanged 3 SP:Iteration 44Q (2000.495445 sec): 3 clusters Score: Raw -559589.006404 + Penalty 2864.464165 = -556724.542239 nChanged 2 SP:Iteration 45Q (2000.517581 sec): 3 clusters Score: Raw -559589.669212 + Penalty 2864.464165 = -556725.205047 nChanged 0 SP:Iteration 46F (2000.541413 sec): 3 clusters Score: Raw -559589.669212 + Penalty 2864.464165 = -556725.205047 nChanged 0 Trying to split cluster 11 (8865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2000.563396 sec): 2 clusters Score: Raw -751678.035357 + Penalty 1477.103261 = -750200.932097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2000.590260 sec): 3 clusters Score: Raw -746716.816745 + Penalty 2954.206521 = -743762.610224 nChanged 3799 SP:Iteration 1F (2000.616031 sec): 3 clusters Score: Raw -748905.452987 + Penalty 2954.206521 = -745951.246466 nChanged 706 SP:Iteration 2F (2000.641892 sec): 3 clusters Score: Raw -749383.341115 + Penalty 2954.206521 = -746429.134594 nChanged 697 SP:Iteration 3F (2000.667580 sec): 3 clusters Score: Raw -749882.855159 + Penalty 2954.206521 = -746928.648638 nChanged 616 SP:Iteration 4F (2000.693613 sec): 3 clusters Score: Raw -750342.026679 + Penalty 2954.206521 = -747387.820158 nChanged 518 SP:Iteration 5F (2000.719178 sec): 3 clusters Score: Raw -750707.090729 + Penalty 2954.206521 = -747752.884208 nChanged 463 SP:Iteration 6F (2000.745182 sec): 3 clusters Score: Raw -751024.542844 + Penalty 2954.206521 = -748070.336323 nChanged 393 SP:Iteration 7Q (2000.770945 sec): 3 clusters Score: Raw -751254.587796 + Penalty 2954.206521 = -748300.381275 nChanged 276 SP:Iteration 8Q (2000.796700 sec): 3 clusters Score: Raw -751388.260519 + Penalty 2954.206521 = -748434.053998 nChanged 216 SP:Iteration 9Q (2000.822505 sec): 3 clusters Score: Raw -751487.966720 + Penalty 2954.206521 = -748533.760198 nChanged 170 SP:Iteration 10Q (2000.848463 sec): 3 clusters Score: Raw -751558.401932 + Penalty 2954.206521 = -748604.195411 nChanged 144 SP:Iteration 11Q (2000.874418 sec): 3 clusters Score: Raw -751621.511754 + Penalty 2954.206521 = -748667.305233 nChanged 133 SP:Iteration 12Q (2000.900086 sec): 3 clusters Score: Raw -751682.136683 + Penalty 2954.206521 = -748727.930162 nChanged 109 SP:Iteration 13Q (2000.926068 sec): 3 clusters Score: Raw -751728.775385 + Penalty 2954.206521 = -748774.568864 nChanged 96 SP:Iteration 14Q (2000.951751 sec): 3 clusters Score: Raw -751764.312611 + Penalty 2954.206521 = -748810.106089 nChanged 64 SP:Iteration 15Q (2000.977426 sec): 3 clusters Score: Raw -751789.539822 + Penalty 2954.206521 = -748835.333301 nChanged 65 SP:Iteration 16Q (2001.003136 sec): 3 clusters Score: Raw -751816.564295 + Penalty 2954.206521 = -748862.357774 nChanged 77 SP:Iteration 17Q (2001.028508 sec): 3 clusters Score: Raw -751850.455737 + Penalty 2954.206521 = -748896.249216 nChanged 72 SP:Iteration 18Q (2001.054109 sec): 3 clusters Score: Raw -751879.741616 + Penalty 2954.206521 = -748925.535095 nChanged 64 SP:Iteration 19Q (2001.079396 sec): 3 clusters Score: Raw -751903.562665 + Penalty 2954.206521 = -748949.356144 nChanged 60 SP:Iteration 20F (2001.105301 sec): 3 clusters Score: Raw -751924.756344 + Penalty 2954.206521 = -748970.549823 nChanged 54 SP:Iteration 21Q (2001.130437 sec): 3 clusters Score: Raw -751943.702640 + Penalty 2954.206521 = -748989.496119 nChanged 45 SP:Iteration 22Q (2001.155415 sec): 3 clusters Score: Raw -751960.014916 + Penalty 2954.206521 = -749005.808395 nChanged 41 SP:Iteration 23Q (2001.180482 sec): 3 clusters Score: Raw -751973.945061 + Penalty 2954.206521 = -749019.738540 nChanged 24 SP:Iteration 24Q (2001.205337 sec): 3 clusters Score: Raw -751982.809588 + Penalty 2954.206521 = -749028.603067 nChanged 28 SP:Iteration 25Q (2001.230273 sec): 3 clusters Score: Raw -751992.633717 + Penalty 2954.206521 = -749038.427196 nChanged 18 SP:Iteration 26Q (2001.255121 sec): 3 clusters Score: Raw -751996.414335 + Penalty 2954.206521 = -749042.207814 nChanged 11 SP:Iteration 27Q (2001.279715 sec): 3 clusters Score: Raw -751999.143692 + Penalty 2954.206521 = -749044.937171 nChanged 7 SP:Iteration 28Q (2001.304700 sec): 3 clusters Score: Raw -752001.584593 + Penalty 2954.206521 = -749047.378072 nChanged 10 SP:Iteration 29Q (2001.329505 sec): 3 clusters Score: Raw -752003.984246 + Penalty 2954.206521 = -749049.777725 nChanged 15 SP:Iteration 30Q (2001.354001 sec): 3 clusters Score: Raw -752007.475873 + Penalty 2954.206521 = -749053.269352 nChanged 15 SP:Iteration 31Q (2001.378646 sec): 3 clusters Score: Raw -752011.040454 + Penalty 2954.206521 = -749056.833933 nChanged 13 SP:Iteration 32Q (2001.403222 sec): 3 clusters Score: Raw -752013.993731 + Penalty 2954.206521 = -749059.787209 nChanged 12 SP:Iteration 33Q (2001.427751 sec): 3 clusters Score: Raw -752016.547375 + Penalty 2954.206521 = -749062.340854 nChanged 14 SP:Iteration 34Q (2001.452372 sec): 3 clusters Score: Raw -752019.275433 + Penalty 2954.206521 = -749065.068911 nChanged 11 SP:Iteration 35Q (2001.476983 sec): 3 clusters Score: Raw -752021.703218 + Penalty 2954.206521 = -749067.496697 nChanged 15 SP:Iteration 36Q (2001.501621 sec): 3 clusters Score: Raw -752024.241022 + Penalty 2954.206521 = -749070.034501 nChanged 7 SP:Iteration 37Q (2001.526476 sec): 3 clusters Score: Raw -752026.277571 + Penalty 2954.206521 = -749072.071050 nChanged 13 SP:Iteration 38Q (2001.551108 sec): 3 clusters Score: Raw -752029.482200 + Penalty 2954.206521 = -749075.275679 nChanged 13 SP:Iteration 39Q (2001.575588 sec): 3 clusters Score: Raw -752032.952391 + Penalty 2954.206521 = -749078.745870 nChanged 14 SP:Iteration 40F (2001.601254 sec): 3 clusters Score: Raw -752037.131261 + Penalty 2954.206521 = -749082.924740 nChanged 12 SP:Iteration 41Q (2001.625694 sec): 3 clusters Score: Raw -752040.702448 + Penalty 2954.206521 = -749086.495927 nChanged 8 SP:Iteration 42Q (2001.650376 sec): 3 clusters Score: Raw -752042.481062 + Penalty 2954.206521 = -749088.274541 nChanged 4 SP:Iteration 43Q (2001.674872 sec): 3 clusters Score: Raw -752043.087791 + Penalty 2954.206521 = -749088.881270 nChanged 4 SP:Iteration 44Q (2001.699145 sec): 3 clusters Score: Raw -752043.717945 + Penalty 2954.206521 = -749089.511424 nChanged 3 SP:Iteration 45Q (2001.723574 sec): 3 clusters Score: Raw -752044.441643 + Penalty 2954.206521 = -749090.235122 nChanged 5 SP:Iteration 46Q (2001.748008 sec): 3 clusters Score: Raw -752045.161263 + Penalty 2954.206521 = -749090.954742 nChanged 7 SP:Iteration 47Q (2001.772378 sec): 3 clusters Score: Raw -752047.124906 + Penalty 2954.206521 = -749092.918385 nChanged 9 SP:Iteration 48Q (2001.796808 sec): 3 clusters Score: Raw -752049.862650 + Penalty 2954.206521 = -749095.656129 nChanged 5 SP:Iteration 49Q (2001.821375 sec): 3 clusters Score: Raw -752050.851851 + Penalty 2954.206521 = -749096.645330 nChanged 3 SP:Iteration 50Q (2001.845780 sec): 3 clusters Score: Raw -752051.323769 + Penalty 2954.206521 = -749097.117248 nChanged 4 SP:Iteration 51Q (2001.870246 sec): 3 clusters Score: Raw -752051.763611 + Penalty 2954.206521 = -749097.557090 nChanged 0 SP:Iteration 52F (2001.896215 sec): 3 clusters Score: Raw -752051.763611 + Penalty 2954.206521 = -749097.557090 nChanged 0 Trying to split cluster 12 (3139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2001.912245 sec): 2 clusters Score: Raw -248920.541581 + Penalty 1308.394678 = -247612.146903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2001.928562 sec): 3 clusters Score: Raw -247408.022106 + Penalty 2616.789356 = -244791.232750 nChanged 1224 SP:Iteration 1F (2001.943855 sec): 3 clusters Score: Raw -248171.706473 + Penalty 2616.789356 = -245554.917118 nChanged 231 SP:Iteration 2F (2001.959195 sec): 3 clusters Score: Raw -248313.478029 + Penalty 2616.789356 = -245696.688673 nChanged 142 SP:Iteration 3Q (2001.974538 sec): 3 clusters Score: Raw -248380.425553 + Penalty 2616.789356 = -245763.636197 nChanged 93 SP:Iteration 4Q (2001.989852 sec): 3 clusters Score: Raw -248417.724810 + Penalty 2616.789356 = -245800.935454 nChanged 64 SP:Iteration 5Q (2002.005020 sec): 3 clusters Score: Raw -248444.537436 + Penalty 2616.789356 = -245827.748080 nChanged 55 SP:Iteration 6Q (2002.020335 sec): 3 clusters Score: Raw -248468.399697 + Penalty 2616.789356 = -245851.610341 nChanged 45 SP:Iteration 7Q (2002.035544 sec): 3 clusters Score: Raw -248488.714304 + Penalty 2616.789356 = -245871.924948 nChanged 43 SP:Iteration 8Q (2002.050723 sec): 3 clusters Score: Raw -248507.591970 + Penalty 2616.789356 = -245890.802614 nChanged 37 SP:Iteration 9Q (2002.066025 sec): 3 clusters Score: Raw -248522.386335 + Penalty 2616.789356 = -245905.596979 nChanged 33 SP:Iteration 10Q (2002.081344 sec): 3 clusters Score: Raw -248534.132776 + Penalty 2616.789356 = -245917.343420 nChanged 31 SP:Iteration 11Q (2002.096700 sec): 3 clusters Score: Raw -248546.298830 + Penalty 2616.789356 = -245929.509474 nChanged 30 SP:Iteration 12Q (2002.112031 sec): 3 clusters Score: Raw -248561.302176 + Penalty 2616.789356 = -245944.512820 nChanged 33 SP:Iteration 13Q (2002.127224 sec): 3 clusters Score: Raw -248578.262493 + Penalty 2616.789356 = -245961.473137 nChanged 40 SP:Iteration 14Q (2002.142503 sec): 3 clusters Score: Raw -248597.677133 + Penalty 2616.789356 = -245980.887777 nChanged 39 SP:Iteration 15Q (2002.157673 sec): 3 clusters Score: Raw -248620.415755 + Penalty 2616.789356 = -246003.626399 nChanged 31 SP:Iteration 16Q (2002.172920 sec): 3 clusters Score: Raw -248656.872479 + Penalty 2616.789356 = -246040.083123 nChanged 52 SP:Iteration 17Q (2002.188172 sec): 3 clusters Score: Raw -248705.073938 + Penalty 2616.789356 = -246088.284582 nChanged 47 SP:Iteration 18Q (2002.203390 sec): 3 clusters Score: Raw -248750.565136 + Penalty 2616.789356 = -246133.775780 nChanged 54 SP:Iteration 19Q (2002.218557 sec): 3 clusters Score: Raw -248782.974200 + Penalty 2616.789356 = -246166.184844 nChanged 47 SP:Iteration 20F (2002.233791 sec): 3 clusters Score: Raw -248801.976776 + Penalty 2616.789356 = -246185.187420 nChanged 35 SP:Iteration 21Q (2002.248919 sec): 3 clusters Score: Raw -248817.888036 + Penalty 2616.789356 = -246201.098680 nChanged 32 SP:Iteration 22Q (2002.264014 sec): 3 clusters Score: Raw -248833.449984 + Penalty 2616.789356 = -246216.660628 nChanged 34 SP:Iteration 23Q (2002.279132 sec): 3 clusters Score: Raw -248845.733169 + Penalty 2616.789356 = -246228.943813 nChanged 34 SP:Iteration 24Q (2002.294210 sec): 3 clusters Score: Raw -248859.588907 + Penalty 2616.789356 = -246242.799551 nChanged 36 SP:Iteration 25Q (2002.309276 sec): 3 clusters Score: Raw -248872.551159 + Penalty 2616.789356 = -246255.761803 nChanged 43 SP:Iteration 26Q (2002.324315 sec): 3 clusters Score: Raw -248888.556732 + Penalty 2616.789356 = -246271.767376 nChanged 39 SP:Iteration 27Q (2002.339347 sec): 3 clusters Score: Raw -248905.672470 + Penalty 2616.789356 = -246288.883114 nChanged 42 SP:Iteration 28Q (2002.354448 sec): 3 clusters Score: Raw -248924.601499 + Penalty 2616.789356 = -246307.812143 nChanged 46 SP:Iteration 29Q (2002.369495 sec): 3 clusters Score: Raw -248943.416327 + Penalty 2616.789356 = -246326.626971 nChanged 43 SP:Iteration 30Q (2002.384795 sec): 3 clusters Score: Raw -248959.210653 + Penalty 2616.789356 = -246342.421297 nChanged 39 SP:Iteration 31Q (2002.399695 sec): 3 clusters Score: Raw -248971.731798 + Penalty 2616.789356 = -246354.942442 nChanged 25 SP:Iteration 32Q (2002.414758 sec): 3 clusters Score: Raw -248980.037684 + Penalty 2616.789356 = -246363.248328 nChanged 26 SP:Iteration 33Q (2002.429814 sec): 3 clusters Score: Raw -248989.422117 + Penalty 2616.789356 = -246372.632761 nChanged 16 SP:Iteration 34Q (2002.444712 sec): 3 clusters Score: Raw -248993.404251 + Penalty 2616.789356 = -246376.614895 nChanged 7 SP:Iteration 35Q (2002.459606 sec): 3 clusters Score: Raw -248996.106121 + Penalty 2616.789356 = -246379.316765 nChanged 7 SP:Iteration 36Q (2002.474653 sec): 3 clusters Score: Raw -248998.430964 + Penalty 2616.789356 = -246381.641608 nChanged 5 SP:Iteration 37Q (2002.489664 sec): 3 clusters Score: Raw -248999.963630 + Penalty 2616.789356 = -246383.174274 nChanged 8 SP:Iteration 38Q (2002.504729 sec): 3 clusters Score: Raw -249001.936810 + Penalty 2616.789356 = -246385.147454 nChanged 7 SP:Iteration 39Q (2002.519752 sec): 3 clusters Score: Raw -249003.474137 + Penalty 2616.789356 = -246386.684781 nChanged 6 SP:Iteration 40F (2002.535042 sec): 3 clusters Score: Raw -249005.464669 + Penalty 2616.789356 = -246388.675314 nChanged 5 SP:Iteration 41Q (2002.549909 sec): 3 clusters Score: Raw -249007.656032 + Penalty 2616.789356 = -246390.866676 nChanged 6 SP:Iteration 42Q (2002.564954 sec): 3 clusters Score: Raw -249008.919783 + Penalty 2616.789356 = -246392.130427 nChanged 3 SP:Iteration 43Q (2002.579827 sec): 3 clusters Score: Raw -249009.621414 + Penalty 2616.789356 = -246392.832058 nChanged 5 SP:Iteration 44Q (2002.594849 sec): 3 clusters Score: Raw -249011.105775 + Penalty 2616.789356 = -246394.316419 nChanged 4 SP:Iteration 45Q (2002.609868 sec): 3 clusters Score: Raw -249012.084631 + Penalty 2616.789356 = -246395.295275 nChanged 2 SP:Iteration 46Q (2002.624864 sec): 3 clusters Score: Raw -249012.592328 + Penalty 2616.789356 = -246395.802972 nChanged 2 SP:Iteration 47Q (2002.639777 sec): 3 clusters Score: Raw -249013.458578 + Penalty 2616.789356 = -246396.669222 nChanged 1 SP:Iteration 48Q (2002.654775 sec): 3 clusters Score: Raw -249013.836705 + Penalty 2616.789356 = -246397.047350 nChanged 1 SP:Iteration 49Q (2002.669820 sec): 3 clusters Score: Raw -249014.065547 + Penalty 2616.789356 = -246397.276191 nChanged 1 SP:Iteration 50Q (2002.684848 sec): 3 clusters Score: Raw -249014.159591 + Penalty 2616.789356 = -246397.370235 nChanged 1 SP:Iteration 51Q (2002.699894 sec): 3 clusters Score: Raw -249014.248663 + Penalty 2616.789356 = -246397.459307 nChanged 1 SP:Iteration 52Q (2002.714900 sec): 3 clusters Score: Raw -249014.323672 + Penalty 2616.789356 = -246397.534316 nChanged 0 SP:Iteration 53F (2002.730233 sec): 3 clusters Score: Raw -249014.323672 + Penalty 2616.789356 = -246397.534316 nChanged 0 Trying to split cluster 13 (30973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2002.778756 sec): 2 clusters Score: Raw -2649160.887343 + Penalty 1680.391560 = -2647480.495783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2002.839075 sec): 3 clusters Score: Raw -2630092.648094 + Penalty 3360.783119 = -2626731.864975 nChanged 14287 SP:Iteration 1F (2002.895978 sec): 3 clusters Score: Raw -2638559.494453 + Penalty 3360.783119 = -2635198.711334 nChanged 1877 SP:Iteration 2F (2002.952420 sec): 3 clusters Score: Raw -2639544.626059 + Penalty 3360.783119 = -2636183.842939 nChanged 2089 SP:Iteration 3F (2003.009379 sec): 3 clusters Score: Raw -2640807.859680 + Penalty 3360.783119 = -2637447.076561 nChanged 2108 SP:Iteration 4F (2003.066016 sec): 3 clusters Score: Raw -2642222.125694 + Penalty 3360.783119 = -2638861.342575 nChanged 2083 SP:Iteration 5F (2003.122881 sec): 3 clusters Score: Raw -2643631.079286 + Penalty 3360.783119 = -2640270.296167 nChanged 1879 SP:Iteration 6F (2003.179462 sec): 3 clusters Score: Raw -2644835.532564 + Penalty 3360.783119 = -2641474.749445 nChanged 1531 SP:Iteration 7Q (2003.238188 sec): 3 clusters Score: Raw -2645676.718218 + Penalty 3360.783119 = -2642315.935098 nChanged 1108 SP:Iteration 8Q (2003.295830 sec): 3 clusters Score: Raw -2646232.087804 + Penalty 3360.783119 = -2642871.304685 nChanged 906 SP:Iteration 9Q (2003.353213 sec): 3 clusters Score: Raw -2646718.374110 + Penalty 3360.783119 = -2643357.590991 nChanged 770 SP:Iteration 10Q (2003.409935 sec): 3 clusters Score: Raw -2647142.304444 + Penalty 3360.783119 = -2643781.521325 nChanged 640 SP:Iteration 11Q (2003.466274 sec): 3 clusters Score: Raw -2647518.022860 + Penalty 3360.783119 = -2644157.239741 nChanged 545 SP:Iteration 12Q (2003.522045 sec): 3 clusters Score: Raw -2647822.736522 + Penalty 3360.783119 = -2644461.953403 nChanged 533 SP:Iteration 13Q (2003.577167 sec): 3 clusters Score: Raw -2648109.404382 + Penalty 3360.783119 = -2644748.621263 nChanged 451 SP:Iteration 14Q (2003.631817 sec): 3 clusters Score: Raw -2648315.096915 + Penalty 3360.783119 = -2644954.313795 nChanged 398 SP:Iteration 15Q (2003.719528 sec): 3 clusters Score: Raw -2648461.530741 + Penalty 3360.783119 = -2645100.747622 nChanged 334 SP:Iteration 16Q (2003.777312 sec): 3 clusters Score: Raw -2648573.944876 + Penalty 3360.783119 = -2645213.161756 nChanged 311 SP:Iteration 17Q (2003.830368 sec): 3 clusters Score: Raw -2648668.946361 + Penalty 3360.783119 = -2645308.163242 nChanged 277 SP:Iteration 18Q (2003.883085 sec): 3 clusters Score: Raw -2648743.892919 + Penalty 3360.783119 = -2645383.109800 nChanged 260 SP:Iteration 19Q (2003.935448 sec): 3 clusters Score: Raw -2648811.382322 + Penalty 3360.783119 = -2645450.599203 nChanged 237 SP:Iteration 20F (2003.991023 sec): 3 clusters Score: Raw -2648878.311068 + Penalty 3360.783119 = -2645517.527949 nChanged 268 SP:Iteration 21Q (2004.044272 sec): 3 clusters Score: Raw -2648953.428335 + Penalty 3360.783119 = -2645592.645215 nChanged 248 SP:Iteration 22Q (2004.096014 sec): 3 clusters Score: Raw -2649013.862404 + Penalty 3360.783119 = -2645653.079284 nChanged 186 SP:Iteration 23Q (2004.147475 sec): 3 clusters Score: Raw -2649055.022748 + Penalty 3360.783119 = -2645694.239629 nChanged 171 SP:Iteration 24Q (2004.198914 sec): 3 clusters Score: Raw -2649091.511790 + Penalty 3360.783119 = -2645730.728671 nChanged 140 SP:Iteration 25Q (2004.250126 sec): 3 clusters Score: Raw -2649119.523855 + Penalty 3360.783119 = -2645758.740736 nChanged 136 SP:Iteration 26Q (2004.302937 sec): 3 clusters Score: Raw -2649146.914674 + Penalty 3360.783119 = -2645786.131555 nChanged 120 SP:Iteration 27Q (2004.353875 sec): 3 clusters Score: Raw -2649172.011484 + Penalty 3360.783119 = -2645811.228365 nChanged 114 SP:Iteration 28Q (2004.404362 sec): 3 clusters Score: Raw -2649196.779070 + Penalty 3360.783119 = -2645835.995950 nChanged 104 SP:Iteration 29Q (2004.454781 sec): 3 clusters Score: Raw -2649218.241877 + Penalty 3360.783119 = -2645857.458758 nChanged 82 SP:Iteration 30Q (2004.504995 sec): 3 clusters Score: Raw -2649235.480253 + Penalty 3360.783119 = -2645874.697134 nChanged 78 SP:Iteration 31Q (2004.555412 sec): 3 clusters Score: Raw -2649252.852166 + Penalty 3360.783119 = -2645892.069047 nChanged 81 SP:Iteration 32Q (2004.605603 sec): 3 clusters Score: Raw -2649268.353613 + Penalty 3360.783119 = -2645907.570494 nChanged 67 SP:Iteration 33Q (2004.655604 sec): 3 clusters Score: Raw -2649281.715508 + Penalty 3360.783119 = -2645920.932389 nChanged 67 SP:Iteration 34Q (2004.705684 sec): 3 clusters Score: Raw -2649293.126176 + Penalty 3360.783119 = -2645932.343056 nChanged 63 SP:Iteration 35Q (2004.755662 sec): 3 clusters Score: Raw -2649304.335692 + Penalty 3360.783119 = -2645943.552573 nChanged 62 SP:Iteration 36Q (2004.821935 sec): 3 clusters Score: Raw -2649317.043478 + Penalty 3360.783119 = -2645956.260359 nChanged 75 SP:Iteration 37Q (2004.870958 sec): 3 clusters Score: Raw -2649333.741812 + Penalty 3360.783119 = -2645972.958693 nChanged 76 SP:Iteration 38Q (2004.920715 sec): 3 clusters Score: Raw -2649349.296219 + Penalty 3360.783119 = -2645988.513100 nChanged 79 SP:Iteration 39Q (2004.970268 sec): 3 clusters Score: Raw -2649365.194397 + Penalty 3360.783119 = -2646004.411278 nChanged 65 SP:Iteration 40F (2005.025908 sec): 3 clusters Score: Raw -2649375.470628 + Penalty 3360.783119 = -2646014.687509 nChanged 55 SP:Iteration 41Q (2005.076767 sec): 3 clusters Score: Raw -2649386.203338 + Penalty 3360.783119 = -2646025.420218 nChanged 58 SP:Iteration 42Q (2005.126128 sec): 3 clusters Score: Raw -2649399.071515 + Penalty 3360.783119 = -2646038.288395 nChanged 59 SP:Iteration 43Q (2005.175730 sec): 3 clusters Score: Raw -2649409.686773 + Penalty 3360.783119 = -2646048.903654 nChanged 45 SP:Iteration 44Q (2005.225189 sec): 3 clusters Score: Raw -2649417.109470 + Penalty 3360.783119 = -2646056.326351 nChanged 38 SP:Iteration 45Q (2005.274473 sec): 3 clusters Score: Raw -2649423.930554 + Penalty 3360.783119 = -2646063.147435 nChanged 28 SP:Iteration 46Q (2005.323680 sec): 3 clusters Score: Raw -2649429.292213 + Penalty 3360.783119 = -2646068.509094 nChanged 39 SP:Iteration 47Q (2005.372970 sec): 3 clusters Score: Raw -2649436.351580 + Penalty 3360.783119 = -2646075.568460 nChanged 32 SP:Iteration 48Q (2005.422307 sec): 3 clusters Score: Raw -2649441.332801 + Penalty 3360.783119 = -2646080.549682 nChanged 29 SP:Iteration 49Q (2005.471591 sec): 3 clusters Score: Raw -2649446.970648 + Penalty 3360.783119 = -2646086.187529 nChanged 29 SP:Iteration 50Q (2005.520688 sec): 3 clusters Score: Raw -2649453.052820 + Penalty 3360.783119 = -2646092.269701 nChanged 26 SP:Iteration 51Q (2005.569790 sec): 3 clusters Score: Raw -2649458.559092 + Penalty 3360.783119 = -2646097.775972 nChanged 30 SP:Iteration 52Q (2005.618783 sec): 3 clusters Score: Raw -2649463.847672 + Penalty 3360.783119 = -2646103.064553 nChanged 24 SP:Iteration 53Q (2005.667915 sec): 3 clusters Score: Raw -2649466.690138 + Penalty 3360.783119 = -2646105.907019 nChanged 13 SP:Iteration 54Q (2005.716893 sec): 3 clusters Score: Raw -2649468.856520 + Penalty 3360.783119 = -2646108.073401 nChanged 17 SP:Iteration 55Q (2005.765788 sec): 3 clusters Score: Raw -2649471.709762 + Penalty 3360.783119 = -2646110.926643 nChanged 15 SP:Iteration 56Q (2005.814863 sec): 3 clusters Score: Raw -2649474.295292 + Penalty 3360.783119 = -2646113.512173 nChanged 15 SP:Iteration 57Q (2005.863864 sec): 3 clusters Score: Raw -2649476.586997 + Penalty 3360.783119 = -2646115.803877 nChanged 14 SP:Iteration 58Q (2005.912978 sec): 3 clusters Score: Raw -2649478.489726 + Penalty 3360.783119 = -2646117.706607 nChanged 13 SP:Iteration 59Q (2005.961874 sec): 3 clusters Score: Raw -2649480.482367 + Penalty 3360.783119 = -2646119.699248 nChanged 15 SP:Iteration 60F (2006.017275 sec): 3 clusters Score: Raw -2649482.614125 + Penalty 3360.783119 = -2646121.831006 nChanged 16 SP:Iteration 61Q (2006.067408 sec): 3 clusters Score: Raw -2649485.046043 + Penalty 3360.783119 = -2646124.262924 nChanged 19 SP:Iteration 62Q (2006.116496 sec): 3 clusters Score: Raw -2649487.952777 + Penalty 3360.783119 = -2646127.169658 nChanged 20 SP:Iteration 63Q (2006.165157 sec): 3 clusters Score: Raw -2649491.783328 + Penalty 3360.783119 = -2646131.000209 nChanged 16 SP:Iteration 64Q (2006.215943 sec): 3 clusters Score: Raw -2649493.617518 + Penalty 3360.783119 = -2646132.834399 nChanged 17 SP:Iteration 65Q (2006.264683 sec): 3 clusters Score: Raw -2649496.465314 + Penalty 3360.783119 = -2646135.682195 nChanged 16 SP:Iteration 66Q (2006.313551 sec): 3 clusters Score: Raw -2649498.887864 + Penalty 3360.783119 = -2646138.104745 nChanged 13 SP:Iteration 67Q (2006.362404 sec): 3 clusters Score: Raw -2649501.296597 + Penalty 3360.783119 = -2646140.513478 nChanged 18 SP:Iteration 68Q (2006.410977 sec): 3 clusters Score: Raw -2649504.278437 + Penalty 3360.783119 = -2646143.495317 nChanged 16 SP:Iteration 69Q (2006.472253 sec): 3 clusters Score: Raw -2649506.630311 + Penalty 3360.783119 = -2646145.847191 nChanged 18 SP:Iteration 70Q (2006.521241 sec): 3 clusters Score: Raw -2649509.262837 + Penalty 3360.783119 = -2646148.479718 nChanged 15 SP:Iteration 71Q (2006.569727 sec): 3 clusters Score: Raw -2649511.196366 + Penalty 3360.783119 = -2646150.413247 nChanged 8 SP:Iteration 72Q (2006.618336 sec): 3 clusters Score: Raw -2649512.364420 + Penalty 3360.783119 = -2646151.581301 nChanged 7 SP:Iteration 73Q (2006.666985 sec): 3 clusters Score: Raw -2649513.688069 + Penalty 3360.783119 = -2646152.904950 nChanged 5 SP:Iteration 74Q (2006.715720 sec): 3 clusters Score: Raw -2649514.553585 + Penalty 3360.783119 = -2646153.770465 nChanged 8 SP:Iteration 75Q (2006.764447 sec): 3 clusters Score: Raw -2649515.826626 + Penalty 3360.783119 = -2646155.043506 nChanged 4 SP:Iteration 76Q (2006.812886 sec): 3 clusters Score: Raw -2649516.060475 + Penalty 3360.783119 = -2646155.277356 nChanged 2 SP:Iteration 77Q (2006.861435 sec): 3 clusters Score: Raw -2649516.267011 + Penalty 3360.783119 = -2646155.483891 nChanged 0 SP:Iteration 78F (2006.917165 sec): 3 clusters Score: Raw -2649516.267011 + Penalty 3360.783119 = -2646155.483891 nChanged 0 Trying to split cluster 14 (6631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2006.933744 sec): 2 clusters Score: Raw -526436.141243 + Penalty 1429.920521 = -525006.220721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2006.957312 sec): 3 clusters Score: Raw -522858.107543 + Penalty 2859.841043 = -519998.266500 nChanged 2762 SP:Iteration 1F (2006.980241 sec): 3 clusters Score: Raw -524474.504910 + Penalty 2859.841043 = -521614.663867 nChanged 477 SP:Iteration 2F (2007.003059 sec): 3 clusters Score: Raw -524767.538326 + Penalty 2859.841043 = -521907.697283 nChanged 408 SP:Iteration 3F (2007.026048 sec): 3 clusters Score: Raw -525019.559984 + Penalty 2859.841043 = -522159.718941 nChanged 370 SP:Iteration 4F (2007.048738 sec): 3 clusters Score: Raw -525252.168570 + Penalty 2859.841043 = -522392.327527 nChanged 330 SP:Iteration 5Q (2007.071744 sec): 3 clusters Score: Raw -525493.504151 + Penalty 2859.841043 = -522633.663108 nChanged 321 SP:Iteration 6Q (2007.094578 sec): 3 clusters Score: Raw -525705.420314 + Penalty 2859.841043 = -522845.579271 nChanged 281 SP:Iteration 7Q (2007.117466 sec): 3 clusters Score: Raw -525894.739397 + Penalty 2859.841043 = -523034.898354 nChanged 259 SP:Iteration 8Q (2007.140120 sec): 3 clusters Score: Raw -526079.352055 + Penalty 2859.841043 = -523219.511013 nChanged 222 SP:Iteration 9Q (2007.162890 sec): 3 clusters Score: Raw -526229.284507 + Penalty 2859.841043 = -523369.443464 nChanged 216 SP:Iteration 10Q (2007.185506 sec): 3 clusters Score: Raw -526385.640298 + Penalty 2859.841043 = -523525.799256 nChanged 199 SP:Iteration 11Q (2007.207896 sec): 3 clusters Score: Raw -526537.844436 + Penalty 2859.841043 = -523678.003393 nChanged 197 SP:Iteration 12Q (2007.230241 sec): 3 clusters Score: Raw -526668.172090 + Penalty 2859.841043 = -523808.331047 nChanged 155 SP:Iteration 13Q (2007.252448 sec): 3 clusters Score: Raw -526775.150426 + Penalty 2859.841043 = -523915.309383 nChanged 136 SP:Iteration 14Q (2007.274494 sec): 3 clusters Score: Raw -526879.016073 + Penalty 2859.841043 = -524019.175030 nChanged 121 SP:Iteration 15Q (2007.296502 sec): 3 clusters Score: Raw -526963.480126 + Penalty 2859.841043 = -524103.639083 nChanged 111 SP:Iteration 16Q (2007.318369 sec): 3 clusters Score: Raw -527036.148302 + Penalty 2859.841043 = -524176.307260 nChanged 77 SP:Iteration 17Q (2007.339913 sec): 3 clusters Score: Raw -527081.783299 + Penalty 2859.841043 = -524221.942256 nChanged 61 SP:Iteration 18Q (2007.361700 sec): 3 clusters Score: Raw -527121.408513 + Penalty 2859.841043 = -524261.567470 nChanged 63 SP:Iteration 19Q (2007.383091 sec): 3 clusters Score: Raw -527163.243123 + Penalty 2859.841043 = -524303.402080 nChanged 60 SP:Iteration 20F (2007.405922 sec): 3 clusters Score: Raw -527203.052586 + Penalty 2859.841043 = -524343.211543 nChanged 53 SP:Iteration 21Q (2007.427201 sec): 3 clusters Score: Raw -527241.023787 + Penalty 2859.841043 = -524381.182744 nChanged 41 SP:Iteration 22Q (2007.448418 sec): 3 clusters Score: Raw -527274.976206 + Penalty 2859.841043 = -524415.135163 nChanged 38 SP:Iteration 23Q (2007.469784 sec): 3 clusters Score: Raw -527306.074853 + Penalty 2859.841043 = -524446.233810 nChanged 35 SP:Iteration 24Q (2007.491267 sec): 3 clusters Score: Raw -527330.999783 + Penalty 2859.841043 = -524471.158740 nChanged 27 SP:Iteration 25Q (2007.512662 sec): 3 clusters Score: Raw -527347.994116 + Penalty 2859.841043 = -524488.153073 nChanged 21 SP:Iteration 26Q (2007.533982 sec): 3 clusters Score: Raw -527360.916841 + Penalty 2859.841043 = -524501.075798 nChanged 19 SP:Iteration 27Q (2007.555093 sec): 3 clusters Score: Raw -527372.701074 + Penalty 2859.841043 = -524512.860031 nChanged 20 SP:Iteration 28Q (2007.576432 sec): 3 clusters Score: Raw -527383.789012 + Penalty 2859.841043 = -524523.947969 nChanged 11 SP:Iteration 29Q (2007.597280 sec): 3 clusters Score: Raw -527389.464859 + Penalty 2859.841043 = -524529.623816 nChanged 10 SP:Iteration 30Q (2007.618528 sec): 3 clusters Score: Raw -527393.414468 + Penalty 2859.841043 = -524533.573425 nChanged 10 SP:Iteration 31Q (2007.639833 sec): 3 clusters Score: Raw -527397.159572 + Penalty 2859.841043 = -524537.318529 nChanged 6 SP:Iteration 32Q (2007.661189 sec): 3 clusters Score: Raw -527398.983954 + Penalty 2859.841043 = -524539.142911 nChanged 4 SP:Iteration 33Q (2007.682228 sec): 3 clusters Score: Raw -527400.437069 + Penalty 2859.841043 = -524540.596026 nChanged 2 SP:Iteration 34Q (2007.703398 sec): 3 clusters Score: Raw -527400.902058 + Penalty 2859.841043 = -524541.061016 nChanged 0 SP:Iteration 35F (2007.726104 sec): 3 clusters Score: Raw -527400.902058 + Penalty 2859.841043 = -524541.061016 nChanged 0 Trying to split cluster 15 (8262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2007.747279 sec): 2 clusters Score: Raw -636494.848819 + Penalty 1465.656070 = -635029.192749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2007.773081 sec): 3 clusters Score: Raw -631932.649292 + Penalty 2931.312140 = -629001.337153 nChanged 3464 SP:Iteration 1F (2007.797897 sec): 3 clusters Score: Raw -633889.939572 + Penalty 2931.312140 = -630958.627432 nChanged 544 SP:Iteration 2F (2007.822845 sec): 3 clusters Score: Raw -634144.599724 + Penalty 2931.312140 = -631213.287585 nChanged 435 SP:Iteration 3F (2007.847812 sec): 3 clusters Score: Raw -634352.774796 + Penalty 2931.312140 = -631421.462657 nChanged 364 SP:Iteration 4Q (2007.872791 sec): 3 clusters Score: Raw -634513.730387 + Penalty 2931.312140 = -631582.418247 nChanged 350 SP:Iteration 5Q (2007.897982 sec): 3 clusters Score: Raw -634691.229927 + Penalty 2931.312140 = -631759.917788 nChanged 345 SP:Iteration 6Q (2007.923263 sec): 3 clusters Score: Raw -634861.793299 + Penalty 2931.312140 = -631930.481160 nChanged 339 SP:Iteration 7Q (2007.959600 sec): 3 clusters Score: Raw -635029.460707 + Penalty 2931.312140 = -632098.148568 nChanged 303 SP:Iteration 8Q (2007.992855 sec): 3 clusters Score: Raw -635185.848510 + Penalty 2931.312140 = -632254.536371 nChanged 309 SP:Iteration 9Q (2008.017888 sec): 3 clusters Score: Raw -635360.303518 + Penalty 2931.312140 = -632428.991378 nChanged 291 SP:Iteration 10Q (2008.044952 sec): 3 clusters Score: Raw -635529.461753 + Penalty 2931.312140 = -632598.149613 nChanged 273 SP:Iteration 11Q (2008.070076 sec): 3 clusters Score: Raw -635691.810251 + Penalty 2931.312140 = -632760.498111 nChanged 264 SP:Iteration 12Q (2008.094787 sec): 3 clusters Score: Raw -635841.939465 + Penalty 2931.312140 = -632910.627326 nChanged 208 SP:Iteration 13Q (2008.119327 sec): 3 clusters Score: Raw -635958.071227 + Penalty 2931.312140 = -633026.759088 nChanged 189 SP:Iteration 14Q (2008.143622 sec): 3 clusters Score: Raw -636071.822574 + Penalty 2931.312140 = -633140.510435 nChanged 166 SP:Iteration 15Q (2008.168154 sec): 3 clusters Score: Raw -636198.224715 + Penalty 2931.312140 = -633266.912575 nChanged 168 SP:Iteration 16Q (2008.192464 sec): 3 clusters Score: Raw -636319.851367 + Penalty 2931.312140 = -633388.539228 nChanged 127 SP:Iteration 17Q (2008.216247 sec): 3 clusters Score: Raw -636413.689377 + Penalty 2931.312140 = -633482.377237 nChanged 125 SP:Iteration 18Q (2008.240036 sec): 3 clusters Score: Raw -636500.236628 + Penalty 2931.312140 = -633568.924488 nChanged 88 SP:Iteration 19Q (2008.263368 sec): 3 clusters Score: Raw -636553.793629 + Penalty 2931.312140 = -633622.481489 nChanged 80 SP:Iteration 20F (2008.288124 sec): 3 clusters Score: Raw -636594.301109 + Penalty 2931.312140 = -633662.988969 nChanged 71 SP:Iteration 21Q (2008.311686 sec): 3 clusters Score: Raw -636629.239903 + Penalty 2931.312140 = -633697.927763 nChanged 62 SP:Iteration 22Q (2008.334767 sec): 3 clusters Score: Raw -636661.173211 + Penalty 2931.312140 = -633729.861072 nChanged 54 SP:Iteration 23Q (2008.357916 sec): 3 clusters Score: Raw -636690.035673 + Penalty 2931.312140 = -633758.723533 nChanged 46 SP:Iteration 24Q (2008.381007 sec): 3 clusters Score: Raw -636710.845080 + Penalty 2931.312140 = -633779.532941 nChanged 37 SP:Iteration 25Q (2008.404117 sec): 3 clusters Score: Raw -636727.344770 + Penalty 2931.312140 = -633796.032631 nChanged 29 SP:Iteration 26Q (2008.427212 sec): 3 clusters Score: Raw -636737.784843 + Penalty 2931.312140 = -633806.472703 nChanged 21 SP:Iteration 27Q (2008.450037 sec): 3 clusters Score: Raw -636746.358857 + Penalty 2931.312140 = -633815.046718 nChanged 20 SP:Iteration 28Q (2008.472893 sec): 3 clusters Score: Raw -636755.982477 + Penalty 2931.312140 = -633824.670337 nChanged 22 SP:Iteration 29Q (2008.496083 sec): 3 clusters Score: Raw -636765.920403 + Penalty 2931.312140 = -633834.608263 nChanged 18 SP:Iteration 30Q (2008.519003 sec): 3 clusters Score: Raw -636774.000563 + Penalty 2931.312140 = -633842.688423 nChanged 27 SP:Iteration 31Q (2008.541842 sec): 3 clusters Score: Raw -636786.156209 + Penalty 2931.312140 = -633854.844070 nChanged 21 SP:Iteration 32Q (2008.564980 sec): 3 clusters Score: Raw -636793.596585 + Penalty 2931.312140 = -633862.284446 nChanged 12 SP:Iteration 33Q (2008.588022 sec): 3 clusters Score: Raw -636796.820065 + Penalty 2931.312140 = -633865.507925 nChanged 5 SP:Iteration 34Q (2008.610732 sec): 3 clusters Score: Raw -636797.878633 + Penalty 2931.312140 = -633866.566493 nChanged 4 SP:Iteration 35Q (2008.633553 sec): 3 clusters Score: Raw -636798.953605 + Penalty 2931.312140 = -633867.641466 nChanged 4 SP:Iteration 36Q (2008.656203 sec): 3 clusters Score: Raw -636800.045087 + Penalty 2931.312140 = -633868.732947 nChanged 2 SP:Iteration 37Q (2008.679203 sec): 3 clusters Score: Raw -636800.314170 + Penalty 2931.312140 = -633869.002030 nChanged 1 SP:Iteration 38Q (2008.702006 sec): 3 clusters Score: Raw -636800.659385 + Penalty 2931.312140 = -633869.347245 nChanged 0 SP:Iteration 39F (2008.727156 sec): 3 clusters Score: Raw -636800.659385 + Penalty 2931.312140 = -633869.347245 nChanged 0 Trying to split cluster 16 (4788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2008.744917 sec): 2 clusters Score: Raw -398046.876402 + Penalty 1377.003561 = -396669.872841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2008.765783 sec): 3 clusters Score: Raw -395566.654121 + Penalty 2754.007122 = -392812.646999 nChanged 1944 SP:Iteration 1F (2008.786132 sec): 3 clusters Score: Raw -396631.388671 + Penalty 2754.007122 = -393877.381549 nChanged 346 SP:Iteration 2F (2008.806675 sec): 3 clusters Score: Raw -396849.853263 + Penalty 2754.007122 = -394095.846141 nChanged 291 SP:Iteration 3F (2008.826985 sec): 3 clusters Score: Raw -397058.427320 + Penalty 2754.007122 = -394304.420198 nChanged 283 SP:Iteration 4F (2008.847538 sec): 3 clusters Score: Raw -397252.469702 + Penalty 2754.007122 = -394498.462581 nChanged 260 SP:Iteration 5F (2008.867977 sec): 3 clusters Score: Raw -397435.701394 + Penalty 2754.007122 = -394681.694272 nChanged 218 SP:Iteration 6Q (2008.888343 sec): 3 clusters Score: Raw -397596.539339 + Penalty 2754.007122 = -394842.532218 nChanged 216 SP:Iteration 7Q (2008.908612 sec): 3 clusters Score: Raw -397754.081423 + Penalty 2754.007122 = -395000.074302 nChanged 196 SP:Iteration 8Q (2008.928875 sec): 3 clusters Score: Raw -397918.116154 + Penalty 2754.007122 = -395164.109033 nChanged 184 SP:Iteration 9Q (2008.948986 sec): 3 clusters Score: Raw -398050.571299 + Penalty 2754.007122 = -395296.564177 nChanged 160 SP:Iteration 10Q (2008.969088 sec): 3 clusters Score: Raw -398159.944062 + Penalty 2754.007122 = -395405.936940 nChanged 130 SP:Iteration 11Q (2008.989129 sec): 3 clusters Score: Raw -398241.452459 + Penalty 2754.007122 = -395487.445337 nChanged 114 SP:Iteration 12Q (2009.009120 sec): 3 clusters Score: Raw -398302.656187 + Penalty 2754.007122 = -395548.649065 nChanged 86 SP:Iteration 13Q (2009.029114 sec): 3 clusters Score: Raw -398338.397286 + Penalty 2754.007122 = -395584.390165 nChanged 38 SP:Iteration 14Q (2009.048946 sec): 3 clusters Score: Raw -398350.982323 + Penalty 2754.007122 = -395596.975201 nChanged 32 SP:Iteration 15Q (2009.068987 sec): 3 clusters Score: Raw -398360.745645 + Penalty 2754.007122 = -395606.738524 nChanged 31 SP:Iteration 16Q (2009.088737 sec): 3 clusters Score: Raw -398369.848904 + Penalty 2754.007122 = -395615.841783 nChanged 21 SP:Iteration 17Q (2009.108449 sec): 3 clusters Score: Raw -398375.797818 + Penalty 2754.007122 = -395621.790696 nChanged 17 SP:Iteration 18Q (2009.128472 sec): 3 clusters Score: Raw -398381.234846 + Penalty 2754.007122 = -395627.227724 nChanged 18 SP:Iteration 19Q (2009.148133 sec): 3 clusters Score: Raw -398385.869423 + Penalty 2754.007122 = -395631.862302 nChanged 17 SP:Iteration 20F (2009.168357 sec): 3 clusters Score: Raw -398391.663677 + Penalty 2754.007122 = -395637.656555 nChanged 14 SP:Iteration 21Q (2009.188266 sec): 3 clusters Score: Raw -398395.688688 + Penalty 2754.007122 = -395641.681567 nChanged 17 SP:Iteration 22Q (2009.208072 sec): 3 clusters Score: Raw -398399.737052 + Penalty 2754.007122 = -395645.729930 nChanged 12 SP:Iteration 23Q (2009.227765 sec): 3 clusters Score: Raw -398403.349232 + Penalty 2754.007122 = -395649.342111 nChanged 10 SP:Iteration 24Q (2009.247596 sec): 3 clusters Score: Raw -398405.567847 + Penalty 2754.007122 = -395651.560725 nChanged 4 SP:Iteration 25Q (2009.267446 sec): 3 clusters Score: Raw -398407.114613 + Penalty 2754.007122 = -395653.107491 nChanged 6 SP:Iteration 26Q (2009.287212 sec): 3 clusters Score: Raw -398408.204814 + Penalty 2754.007122 = -395654.197692 nChanged 6 SP:Iteration 27Q (2009.307174 sec): 3 clusters Score: Raw -398409.756678 + Penalty 2754.007122 = -395655.749557 nChanged 6 SP:Iteration 28Q (2009.327099 sec): 3 clusters Score: Raw -398411.300869 + Penalty 2754.007122 = -395657.293748 nChanged 6 SP:Iteration 29Q (2009.346849 sec): 3 clusters Score: Raw -398412.749964 + Penalty 2754.007122 = -395658.742843 nChanged 7 SP:Iteration 30Q (2009.366491 sec): 3 clusters Score: Raw -398414.490691 + Penalty 2754.007122 = -395660.483569 nChanged 7 SP:Iteration 31Q (2009.386049 sec): 3 clusters Score: Raw -398416.451279 + Penalty 2754.007122 = -395662.444157 nChanged 6 SP:Iteration 32Q (2009.405866 sec): 3 clusters Score: Raw -398418.321257 + Penalty 2754.007122 = -395664.314136 nChanged 8 SP:Iteration 33Q (2009.425723 sec): 3 clusters Score: Raw -398419.640940 + Penalty 2754.007122 = -395665.633818 nChanged 5 SP:Iteration 34Q (2009.445456 sec): 3 clusters Score: Raw -398420.320591 + Penalty 2754.007122 = -395666.313469 nChanged 2 SP:Iteration 35Q (2009.465179 sec): 3 clusters Score: Raw -398420.548974 + Penalty 2754.007122 = -395666.541852 nChanged 1 SP:Iteration 36Q (2009.485004 sec): 3 clusters Score: Raw -398420.710844 + Penalty 2754.007122 = -395666.703722 nChanged 1 SP:Iteration 37Q (2009.504694 sec): 3 clusters Score: Raw -398420.858979 + Penalty 2754.007122 = -395666.851857 nChanged 0 SP:Iteration 38F (2009.524973 sec): 3 clusters Score: Raw -398420.858979 + Penalty 2754.007122 = -395666.851857 nChanged 0 Trying to split cluster 17 (13527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.551988 sec): 2 clusters Score: Raw -1129247.724129 + Penalty 1545.771982 = -1127701.952147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.585875 sec): 3 clusters Score: Raw -1121341.826963 + Penalty 3091.543964 = -1118250.282999 nChanged 6003 SP:Iteration 1F (2009.618387 sec): 3 clusters Score: Raw -1124689.352940 + Penalty 3091.543964 = -1121597.808975 nChanged 804 SP:Iteration 2F (2009.651219 sec): 3 clusters Score: Raw -1125052.309880 + Penalty 3091.543964 = -1121960.765916 nChanged 718 SP:Iteration 3F (2009.683900 sec): 3 clusters Score: Raw -1125369.786273 + Penalty 3091.543964 = -1122278.242309 nChanged 660 SP:Iteration 4Q (2009.717283 sec): 3 clusters Score: Raw -1125702.787026 + Penalty 3091.543964 = -1122611.243061 nChanged 653 SP:Iteration 5Q (2009.761086 sec): 3 clusters Score: Raw -1126071.067499 + Penalty 3091.543964 = -1122979.523535 nChanged 667 SP:Iteration 6Q (2009.793646 sec): 3 clusters Score: Raw -1126459.950529 + Penalty 3091.543964 = -1123368.406564 nChanged 682 SP:Iteration 7F (2009.826278 sec): 3 clusters Score: Raw -1126893.021836 + Penalty 3091.543964 = -1123801.477872 nChanged 635 SP:Iteration 8Q (2009.858573 sec): 3 clusters Score: Raw -1127295.389745 + Penalty 3091.543964 = -1124203.845781 nChanged 581 SP:Iteration 9Q (2009.891117 sec): 3 clusters Score: Raw -1127634.623483 + Penalty 3091.543964 = -1124543.079519 nChanged 530 SP:Iteration 10Q (2009.923387 sec): 3 clusters Score: Raw -1127970.556329 + Penalty 3091.543964 = -1124879.012364 nChanged 479 SP:Iteration 11Q (2009.955446 sec): 3 clusters Score: Raw -1128296.931831 + Penalty 3091.543964 = -1125205.387866 nChanged 395 SP:Iteration 12Q (2009.987145 sec): 3 clusters Score: Raw -1128562.231172 + Penalty 3091.543964 = -1125470.687208 nChanged 357 SP:Iteration 13Q (2010.018528 sec): 3 clusters Score: Raw -1128797.841575 + Penalty 3091.543964 = -1125706.297611 nChanged 297 SP:Iteration 14Q (2010.049519 sec): 3 clusters Score: Raw -1128969.879077 + Penalty 3091.543964 = -1125878.335112 nChanged 230 SP:Iteration 15Q (2010.080394 sec): 3 clusters Score: Raw -1129093.606262 + Penalty 3091.543964 = -1126002.062297 nChanged 199 SP:Iteration 16Q (2010.110747 sec): 3 clusters Score: Raw -1129208.321930 + Penalty 3091.543964 = -1126116.777965 nChanged 177 SP:Iteration 17Q (2010.141034 sec): 3 clusters Score: Raw -1129292.735684 + Penalty 3091.543964 = -1126201.191720 nChanged 130 SP:Iteration 18Q (2010.170949 sec): 3 clusters Score: Raw -1129356.003031 + Penalty 3091.543964 = -1126264.459067 nChanged 109 SP:Iteration 19Q (2010.200963 sec): 3 clusters Score: Raw -1129401.502169 + Penalty 3091.543964 = -1126309.958204 nChanged 92 SP:Iteration 20F (2010.233603 sec): 3 clusters Score: Raw -1129447.054279 + Penalty 3091.543964 = -1126355.510314 nChanged 104 SP:Iteration 21Q (2010.263417 sec): 3 clusters Score: Raw -1129494.727392 + Penalty 3091.543964 = -1126403.183427 nChanged 95 SP:Iteration 22Q (2010.292945 sec): 3 clusters Score: Raw -1129540.880681 + Penalty 3091.543964 = -1126449.336716 nChanged 89 SP:Iteration 23Q (2010.322297 sec): 3 clusters Score: Raw -1129586.105428 + Penalty 3091.543964 = -1126494.561463 nChanged 67 SP:Iteration 24Q (2010.351488 sec): 3 clusters Score: Raw -1129613.725552 + Penalty 3091.543964 = -1126522.181588 nChanged 63 SP:Iteration 25Q (2010.380540 sec): 3 clusters Score: Raw -1129638.388508 + Penalty 3091.543964 = -1126546.844544 nChanged 46 SP:Iteration 26Q (2010.409518 sec): 3 clusters Score: Raw -1129659.539677 + Penalty 3091.543964 = -1126567.995713 nChanged 39 SP:Iteration 27Q (2010.438301 sec): 3 clusters Score: Raw -1129676.736548 + Penalty 3091.543964 = -1126585.192584 nChanged 27 SP:Iteration 28Q (2010.466993 sec): 3 clusters Score: Raw -1129687.133260 + Penalty 3091.543964 = -1126595.589296 nChanged 20 SP:Iteration 29Q (2010.495780 sec): 3 clusters Score: Raw -1129693.424567 + Penalty 3091.543964 = -1126601.880603 nChanged 17 SP:Iteration 30Q (2010.524361 sec): 3 clusters Score: Raw -1129698.463979 + Penalty 3091.543964 = -1126606.920015 nChanged 16 SP:Iteration 31Q (2010.553131 sec): 3 clusters Score: Raw -1129702.508220 + Penalty 3091.543964 = -1126610.964256 nChanged 14 SP:Iteration 32Q (2010.581600 sec): 3 clusters Score: Raw -1129707.435148 + Penalty 3091.543964 = -1126615.891184 nChanged 15 SP:Iteration 33Q (2010.610118 sec): 3 clusters Score: Raw -1129711.582765 + Penalty 3091.543964 = -1126620.038800 nChanged 13 SP:Iteration 34Q (2010.638793 sec): 3 clusters Score: Raw -1129714.878273 + Penalty 3091.543964 = -1126623.334309 nChanged 7 SP:Iteration 35Q (2010.667252 sec): 3 clusters Score: Raw -1129716.412688 + Penalty 3091.543964 = -1126624.868723 nChanged 4 SP:Iteration 36Q (2010.695787 sec): 3 clusters Score: Raw -1129719.592051 + Penalty 3091.543964 = -1126628.048087 nChanged 9 SP:Iteration 37Q (2010.724429 sec): 3 clusters Score: Raw -1129722.123028 + Penalty 3091.543964 = -1126630.579064 nChanged 7 SP:Iteration 38Q (2010.752952 sec): 3 clusters Score: Raw -1129723.622179 + Penalty 3091.543964 = -1126632.078214 nChanged 4 SP:Iteration 39Q (2010.781512 sec): 3 clusters Score: Raw -1129725.027512 + Penalty 3091.543964 = -1126633.483547 nChanged 7 SP:Iteration 40F (2010.814282 sec): 3 clusters Score: Raw -1129727.318100 + Penalty 3091.543964 = -1126635.774135 nChanged 5 SP:Iteration 41Q (2010.843013 sec): 3 clusters Score: Raw -1129729.196108 + Penalty 3091.543964 = -1126637.652143 nChanged 10 SP:Iteration 42Q (2010.871575 sec): 3 clusters Score: Raw -1129731.841027 + Penalty 3091.543964 = -1126640.297063 nChanged 5 SP:Iteration 43Q (2010.900054 sec): 3 clusters Score: Raw -1129733.537136 + Penalty 3091.543964 = -1126641.993172 nChanged 5 SP:Iteration 44Q (2010.928689 sec): 3 clusters Score: Raw -1129735.560664 + Penalty 3091.543964 = -1126644.016699 nChanged 5 SP:Iteration 45Q (2010.957077 sec): 3 clusters Score: Raw -1129737.634169 + Penalty 3091.543964 = -1126646.090205 nChanged 2 SP:Iteration 46Q (2010.985640 sec): 3 clusters Score: Raw -1129738.371317 + Penalty 3091.543964 = -1126646.827353 nChanged 3 SP:Iteration 47Q (2011.014129 sec): 3 clusters Score: Raw -1129739.063640 + Penalty 3091.543964 = -1126647.519675 nChanged 3 SP:Iteration 48Q (2011.042571 sec): 3 clusters Score: Raw -1129739.586424 + Penalty 3091.543964 = -1126648.042460 nChanged 1 SP:Iteration 49Q (2011.071015 sec): 3 clusters Score: Raw -1129739.698219 + Penalty 3091.543964 = -1126648.154254 nChanged 0 SP:Iteration 50F (2011.103583 sec): 3 clusters Score: Raw -1129739.698219 + Penalty 3091.543964 = -1126648.154254 nChanged 0 Trying to split cluster 18 (6354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2011.123131 sec): 2 clusters Score: Raw -518357.493273 + Penalty 1422.986470 = -516934.506803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2011.145962 sec): 3 clusters Score: Raw -515003.561433 + Penalty 2845.972940 = -512157.588493 nChanged 2571 SP:Iteration 1F (2011.168449 sec): 3 clusters Score: Raw -516434.959045 + Penalty 2845.972940 = -513588.986105 nChanged 506 SP:Iteration 2F (2011.190916 sec): 3 clusters Score: Raw -516786.944911 + Penalty 2845.972940 = -513940.971972 nChanged 460 SP:Iteration 3F (2011.213381 sec): 3 clusters Score: Raw -517194.261638 + Penalty 2845.972940 = -514348.288698 nChanged 463 SP:Iteration 4F (2011.235713 sec): 3 clusters Score: Raw -517631.370461 + Penalty 2845.972940 = -514785.397521 nChanged 456 SP:Iteration 5F (2011.258054 sec): 3 clusters Score: Raw -517997.328624 + Penalty 2845.972940 = -515151.355684 nChanged 338 SP:Iteration 6F (2011.280488 sec): 3 clusters Score: Raw -518201.170684 + Penalty 2845.972940 = -515355.197744 nChanged 246 SP:Iteration 7Q (2011.302917 sec): 3 clusters Score: Raw -518335.292989 + Penalty 2845.972940 = -515489.320049 nChanged 184 SP:Iteration 8Q (2011.325277 sec): 3 clusters Score: Raw -518416.905314 + Penalty 2845.972940 = -515570.932374 nChanged 116 SP:Iteration 9Q (2011.347769 sec): 3 clusters Score: Raw -518467.111443 + Penalty 2845.972940 = -515621.138504 nChanged 103 SP:Iteration 10Q (2011.370200 sec): 3 clusters Score: Raw -518515.114178 + Penalty 2845.972940 = -515669.141238 nChanged 93 SP:Iteration 11Q (2011.392670 sec): 3 clusters Score: Raw -518554.633028 + Penalty 2845.972940 = -515708.660088 nChanged 82 SP:Iteration 12Q (2011.415223 sec): 3 clusters Score: Raw -518584.552768 + Penalty 2845.972940 = -515738.579829 nChanged 74 SP:Iteration 13Q (2011.437563 sec): 3 clusters Score: Raw -518607.663517 + Penalty 2845.972940 = -515761.690577 nChanged 49 SP:Iteration 14Q (2011.460055 sec): 3 clusters Score: Raw -518618.250863 + Penalty 2845.972940 = -515772.277923 nChanged 30 SP:Iteration 15Q (2011.482309 sec): 3 clusters Score: Raw -518627.013422 + Penalty 2845.972940 = -515781.040482 nChanged 35 SP:Iteration 16Q (2011.504607 sec): 3 clusters Score: Raw -518636.120985 + Penalty 2845.972940 = -515790.148045 nChanged 43 SP:Iteration 17Q (2011.526977 sec): 3 clusters Score: Raw -518646.008878 + Penalty 2845.972940 = -515800.035938 nChanged 32 SP:Iteration 18Q (2011.549458 sec): 3 clusters Score: Raw -518652.779428 + Penalty 2845.972940 = -515806.806488 nChanged 27 SP:Iteration 19Q (2011.571732 sec): 3 clusters Score: Raw -518657.065952 + Penalty 2845.972940 = -515811.093012 nChanged 24 SP:Iteration 20F (2011.594206 sec): 3 clusters Score: Raw -518660.126418 + Penalty 2845.972940 = -515814.153479 nChanged 9 SP:Iteration 21Q (2011.616467 sec): 3 clusters Score: Raw -518662.312826 + Penalty 2845.972940 = -515816.339886 nChanged 15 SP:Iteration 22Q (2011.638822 sec): 3 clusters Score: Raw -518664.671352 + Penalty 2845.972940 = -515818.698413 nChanged 12 SP:Iteration 23Q (2011.660957 sec): 3 clusters Score: Raw -518666.361931 + Penalty 2845.972940 = -515820.388991 nChanged 8 SP:Iteration 24Q (2011.682971 sec): 3 clusters Score: Raw -518667.606080 + Penalty 2845.972940 = -515821.633140 nChanged 7 SP:Iteration 25Q (2011.705234 sec): 3 clusters Score: Raw -518668.638203 + Penalty 2845.972940 = -515822.665263 nChanged 7 SP:Iteration 26Q (2011.727612 sec): 3 clusters Score: Raw -518669.597010 + Penalty 2845.972940 = -515823.624071 nChanged 3 SP:Iteration 27Q (2011.749809 sec): 3 clusters Score: Raw -518670.046481 + Penalty 2845.972940 = -515824.073541 nChanged 2 SP:Iteration 28Q (2011.772060 sec): 3 clusters Score: Raw -518670.174396 + Penalty 2845.972940 = -515824.201456 nChanged 0 SP:Iteration 29F (2011.794562 sec): 3 clusters Score: Raw -518670.174396 + Penalty 2845.972940 = -515824.201456 nChanged 0 Trying to split cluster 19 (5369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2011.812842 sec): 2 clusters Score: Raw -446859.132170 + Penalty 1395.614504 = -445463.517666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2011.834338 sec): 3 clusters Score: Raw -444013.649726 + Penalty 2791.229009 = -441222.420717 nChanged 2191 SP:Iteration 1F (2011.855481 sec): 3 clusters Score: Raw -445214.522919 + Penalty 2791.229009 = -442423.293910 nChanged 409 SP:Iteration 2F (2011.876608 sec): 3 clusters Score: Raw -445476.704087 + Penalty 2791.229009 = -442685.475078 nChanged 363 SP:Iteration 3F (2011.897733 sec): 3 clusters Score: Raw -445744.971924 + Penalty 2791.229009 = -442953.742915 nChanged 352 SP:Iteration 4F (2011.918978 sec): 3 clusters Score: Raw -446016.663932 + Penalty 2791.229009 = -443225.434923 nChanged 315 SP:Iteration 5F (2011.939766 sec): 3 clusters Score: Raw -446266.320037 + Penalty 2791.229009 = -443475.091028 nChanged 283 SP:Iteration 6F (2011.960801 sec): 3 clusters Score: Raw -446501.298426 + Penalty 2791.229009 = -443710.069417 nChanged 250 SP:Iteration 7Q (2011.981918 sec): 3 clusters Score: Raw -446701.805566 + Penalty 2791.229009 = -443910.576557 nChanged 176 SP:Iteration 8Q (2012.002926 sec): 3 clusters Score: Raw -446861.222441 + Penalty 2791.229009 = -444069.993432 nChanged 134 SP:Iteration 9Q (2012.023973 sec): 3 clusters Score: Raw -446978.080740 + Penalty 2791.229009 = -444186.851732 nChanged 98 SP:Iteration 10Q (2012.044606 sec): 3 clusters Score: Raw -447048.181141 + Penalty 2791.229009 = -444256.952133 nChanged 59 SP:Iteration 11Q (2012.065306 sec): 3 clusters Score: Raw -447092.572172 + Penalty 2791.229009 = -444301.343163 nChanged 41 SP:Iteration 12Q (2012.085808 sec): 3 clusters Score: Raw -447122.758606 + Penalty 2791.229009 = -444331.529597 nChanged 34 SP:Iteration 13Q (2012.106341 sec): 3 clusters Score: Raw -447142.627537 + Penalty 2791.229009 = -444351.398528 nChanged 23 SP:Iteration 14Q (2012.126744 sec): 3 clusters Score: Raw -447152.728081 + Penalty 2791.229009 = -444361.499072 nChanged 11 SP:Iteration 15Q (2012.147052 sec): 3 clusters Score: Raw -447159.241863 + Penalty 2791.229009 = -444368.012854 nChanged 10 SP:Iteration 16Q (2012.167384 sec): 3 clusters Score: Raw -447165.207343 + Penalty 2791.229009 = -444373.978334 nChanged 9 SP:Iteration 17Q (2012.187363 sec): 3 clusters Score: Raw -447170.998016 + Penalty 2791.229009 = -444379.769007 nChanged 10 SP:Iteration 18Q (2012.207585 sec): 3 clusters Score: Raw -447179.387546 + Penalty 2791.229009 = -444388.158537 nChanged 10 SP:Iteration 19Q (2012.227650 sec): 3 clusters Score: Raw -447185.581658 + Penalty 2791.229009 = -444394.352649 nChanged 9 SP:Iteration 20F (2012.248490 sec): 3 clusters Score: Raw -447189.908671 + Penalty 2791.229009 = -444398.679662 nChanged 8 SP:Iteration 21Q (2012.268568 sec): 3 clusters Score: Raw -447196.354829 + Penalty 2791.229009 = -444405.125820 nChanged 8 SP:Iteration 22Q (2012.288695 sec): 3 clusters Score: Raw -447201.310470 + Penalty 2791.229009 = -444410.081462 nChanged 8 SP:Iteration 23Q (2012.308873 sec): 3 clusters Score: Raw -447209.710396 + Penalty 2791.229009 = -444418.481387 nChanged 6 SP:Iteration 24Q (2012.328840 sec): 3 clusters Score: Raw -447212.330352 + Penalty 2791.229009 = -444421.101344 nChanged 4 SP:Iteration 25Q (2012.348911 sec): 3 clusters Score: Raw -447214.434875 + Penalty 2791.229009 = -444423.205867 nChanged 4 SP:Iteration 26Q (2012.369030 sec): 3 clusters Score: Raw -447216.619412 + Penalty 2791.229009 = -444425.390404 nChanged 4 SP:Iteration 27Q (2012.389196 sec): 3 clusters Score: Raw -447219.632984 + Penalty 2791.229009 = -444428.403975 nChanged 4 SP:Iteration 28Q (2012.409131 sec): 3 clusters Score: Raw -447222.597546 + Penalty 2791.229009 = -444431.368537 nChanged 2 SP:Iteration 29Q (2012.429141 sec): 3 clusters Score: Raw -447223.542953 + Penalty 2791.229009 = -444432.313944 nChanged 0 SP:Iteration 30F (2012.450252 sec): 3 clusters Score: Raw -447223.542953 + Penalty 2791.229009 = -444432.313944 nChanged 0 Trying to split cluster 20 (1118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2012.462293 sec): 2 clusters Score: Raw -84939.800225 + Penalty 1140.635706 = -83799.164519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2012.468535 sec): 3 clusters Score: Raw -84562.169265 + Penalty 2281.271412 = -82280.897852 nChanged 350 SP:Iteration 1F (2012.474414 sec): 3 clusters Score: Raw -84870.784848 + Penalty 2281.271412 = -82589.513435 nChanged 84 SP:Iteration 2F (2012.480313 sec): 3 clusters Score: Raw -84959.482600 + Penalty 2281.271412 = -82678.211188 nChanged 49 SP:Iteration 3Q (2012.486181 sec): 3 clusters Score: Raw -85008.632422 + Penalty 2281.271412 = -82727.361010 nChanged 35 SP:Iteration 4Q (2012.491971 sec): 3 clusters Score: Raw -85040.757848 + Penalty 2281.271412 = -82759.486435 nChanged 27 SP:Iteration 5Q (2012.497802 sec): 3 clusters Score: Raw -85064.666069 + Penalty 2281.271412 = -82783.394657 nChanged 17 SP:Iteration 6Q (2012.503627 sec): 3 clusters Score: Raw -85080.945583 + Penalty 2281.271412 = -82799.674170 nChanged 11 SP:Iteration 7Q (2012.509484 sec): 3 clusters Score: Raw -85091.216731 + Penalty 2281.271412 = -82809.945318 nChanged 12 SP:Iteration 8Q (2012.515307 sec): 3 clusters Score: Raw -85102.076989 + Penalty 2281.271412 = -82820.805576 nChanged 8 SP:Iteration 9Q (2012.521116 sec): 3 clusters Score: Raw -85109.589250 + Penalty 2281.271412 = -82828.317837 nChanged 5 SP:Iteration 10Q (2012.526922 sec): 3 clusters Score: Raw -85116.178899 + Penalty 2281.271412 = -82834.907487 nChanged 10 SP:Iteration 11Q (2012.532724 sec): 3 clusters Score: Raw -85121.201333 + Penalty 2281.271412 = -82839.929920 nChanged 8 SP:Iteration 12Q (2012.538532 sec): 3 clusters Score: Raw -85131.779437 + Penalty 2281.271412 = -82850.508024 nChanged 11 SP:Iteration 13Q (2012.544373 sec): 3 clusters Score: Raw -85140.707706 + Penalty 2281.271412 = -82859.436294 nChanged 3 SP:Iteration 14Q (2012.550168 sec): 3 clusters Score: Raw -85142.235945 + Penalty 2281.271412 = -82860.964533 nChanged 3 SP:Iteration 15Q (2012.555974 sec): 3 clusters Score: Raw -85144.594098 + Penalty 2281.271412 = -82863.322685 nChanged 3 SP:Iteration 16Q (2012.561761 sec): 3 clusters Score: Raw -85147.265751 + Penalty 2281.271412 = -82865.994339 nChanged 2 SP:Iteration 17Q (2012.567553 sec): 3 clusters Score: Raw -85148.604915 + Penalty 2281.271412 = -82867.333503 nChanged 5 SP:Iteration 18Q (2012.573370 sec): 3 clusters Score: Raw -85151.294118 + Penalty 2281.271412 = -82870.022706 nChanged 5 SP:Iteration 19Q (2012.579183 sec): 3 clusters Score: Raw -85154.384270 + Penalty 2281.271412 = -82873.112858 nChanged 1 SP:Iteration 20F (2012.585008 sec): 3 clusters Score: Raw -85155.054161 + Penalty 2281.271412 = -82873.782748 nChanged 0 Trying to split cluster 21 (1018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2012.595023 sec): 2 clusters Score: Raw -82273.749659 + Penalty 1125.409220 = -81148.340439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2012.600867 sec): 3 clusters Score: Raw -81935.088166 + Penalty 2250.818439 = -79684.269727 nChanged 306 SP:Iteration 1F (2012.606304 sec): 3 clusters Score: Raw -82203.753532 + Penalty 2250.818439 = -79952.935093 nChanged 72 SP:Iteration 2F (2012.611769 sec): 3 clusters Score: Raw -82297.754864 + Penalty 2250.818439 = -80046.936425 nChanged 51 SP:Iteration 3F (2012.617237 sec): 3 clusters Score: Raw -82360.841282 + Penalty 2250.818439 = -80110.022843 nChanged 38 SP:Iteration 4Q (2012.622620 sec): 3 clusters Score: Raw -82408.693799 + Penalty 2250.818439 = -80157.875360 nChanged 23 SP:Iteration 5Q (2012.628036 sec): 3 clusters Score: Raw -82434.135751 + Penalty 2250.818439 = -80183.317312 nChanged 19 SP:Iteration 6Q (2012.633385 sec): 3 clusters Score: Raw -82451.596288 + Penalty 2250.818439 = -80200.777849 nChanged 15 SP:Iteration 7Q (2012.638792 sec): 3 clusters Score: Raw -82469.743584 + Penalty 2250.818439 = -80218.925145 nChanged 7 SP:Iteration 8Q (2012.644166 sec): 3 clusters Score: Raw -82475.382970 + Penalty 2250.818439 = -80224.564531 nChanged 4 SP:Iteration 9Q (2012.649475 sec): 3 clusters Score: Raw -82478.931706 + Penalty 2250.818439 = -80228.113267 nChanged 2 SP:Iteration 10Q (2012.654815 sec): 3 clusters Score: Raw -82479.438845 + Penalty 2250.818439 = -80228.620406 nChanged 0 SP:Iteration 11F (2012.660236 sec): 3 clusters Score: Raw -82479.438845 + Penalty 2250.818439 = -80228.620406 nChanged 0 Trying to split cluster 22 (4995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2012.678990 sec): 2 clusters Score: Raw -395066.704714 + Penalty 1383.881312 = -393682.823402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2012.700197 sec): 3 clusters Score: Raw -392493.835784 + Penalty 2767.762625 = -389726.073160 nChanged 1989 SP:Iteration 1F (2012.721240 sec): 3 clusters Score: Raw -393581.142974 + Penalty 2767.762625 = -390813.380350 nChanged 355 SP:Iteration 2F (2012.742232 sec): 3 clusters Score: Raw -393784.283724 + Penalty 2767.762625 = -391016.521100 nChanged 277 SP:Iteration 3F (2012.763264 sec): 3 clusters Score: Raw -393932.347230 + Penalty 2767.762625 = -391164.584605 nChanged 236 SP:Iteration 4Q (2012.784270 sec): 3 clusters Score: Raw -394078.077132 + Penalty 2767.762625 = -391310.314507 nChanged 225 SP:Iteration 5Q (2012.805262 sec): 3 clusters Score: Raw -394215.657988 + Penalty 2767.762625 = -391447.895364 nChanged 199 SP:Iteration 6Q (2012.826351 sec): 3 clusters Score: Raw -394331.557688 + Penalty 2767.762625 = -391563.795064 nChanged 169 SP:Iteration 7Q (2012.847192 sec): 3 clusters Score: Raw -394428.309648 + Penalty 2767.762625 = -391660.547023 nChanged 157 SP:Iteration 8Q (2012.867959 sec): 3 clusters Score: Raw -394532.244873 + Penalty 2767.762625 = -391764.482249 nChanged 162 SP:Iteration 9Q (2012.888953 sec): 3 clusters Score: Raw -394642.805433 + Penalty 2767.762625 = -391875.042808 nChanged 147 SP:Iteration 10Q (2012.909965 sec): 3 clusters Score: Raw -394745.144528 + Penalty 2767.762625 = -391977.381903 nChanged 148 SP:Iteration 11Q (2012.930722 sec): 3 clusters Score: Raw -394856.406418 + Penalty 2767.762625 = -392088.643794 nChanged 136 SP:Iteration 12Q (2012.951667 sec): 3 clusters Score: Raw -394961.031575 + Penalty 2767.762625 = -392193.268950 nChanged 131 SP:Iteration 13Q (2012.972198 sec): 3 clusters Score: Raw -395058.631484 + Penalty 2767.762625 = -392290.868860 nChanged 121 SP:Iteration 14Q (2012.992687 sec): 3 clusters Score: Raw -395135.306373 + Penalty 2767.762625 = -392367.543748 nChanged 110 SP:Iteration 15Q (2013.012967 sec): 3 clusters Score: Raw -395200.990947 + Penalty 2767.762625 = -392433.228322 nChanged 93 SP:Iteration 16Q (2013.033443 sec): 3 clusters Score: Raw -395253.855540 + Penalty 2767.762625 = -392486.092915 nChanged 74 SP:Iteration 17Q (2013.053774 sec): 3 clusters Score: Raw -395297.505342 + Penalty 2767.762625 = -392529.742717 nChanged 72 SP:Iteration 18Q (2013.074070 sec): 3 clusters Score: Raw -395340.701873 + Penalty 2767.762625 = -392572.939249 nChanged 67 SP:Iteration 19Q (2013.094481 sec): 3 clusters Score: Raw -395378.364900 + Penalty 2767.762625 = -392610.602276 nChanged 68 SP:Iteration 20F (2013.115367 sec): 3 clusters Score: Raw -395415.265465 + Penalty 2767.762625 = -392647.502840 nChanged 60 SP:Iteration 21Q (2013.135464 sec): 3 clusters Score: Raw -395448.375668 + Penalty 2767.762625 = -392680.613043 nChanged 61 SP:Iteration 22Q (2013.155733 sec): 3 clusters Score: Raw -395482.228923 + Penalty 2767.762625 = -392714.466299 nChanged 65 SP:Iteration 23Q (2013.175832 sec): 3 clusters Score: Raw -395516.790778 + Penalty 2767.762625 = -392749.028153 nChanged 51 SP:Iteration 24Q (2013.195825 sec): 3 clusters Score: Raw -395541.283520 + Penalty 2767.762625 = -392773.520896 nChanged 38 SP:Iteration 25Q (2013.215787 sec): 3 clusters Score: Raw -395560.008129 + Penalty 2767.762625 = -392792.245504 nChanged 33 SP:Iteration 26Q (2013.235517 sec): 3 clusters Score: Raw -395573.366760 + Penalty 2767.762625 = -392805.604135 nChanged 30 SP:Iteration 27Q (2013.255258 sec): 3 clusters Score: Raw -395583.980849 + Penalty 2767.762625 = -392816.218224 nChanged 24 SP:Iteration 28Q (2013.275189 sec): 3 clusters Score: Raw -395591.128756 + Penalty 2767.762625 = -392823.366132 nChanged 10 SP:Iteration 29Q (2013.295103 sec): 3 clusters Score: Raw -395594.095592 + Penalty 2767.762625 = -392826.332967 nChanged 7 SP:Iteration 30Q (2013.315251 sec): 3 clusters Score: Raw -395596.670846 + Penalty 2767.762625 = -392828.908222 nChanged 13 SP:Iteration 31Q (2013.335141 sec): 3 clusters Score: Raw -395600.877202 + Penalty 2767.762625 = -392833.114577 nChanged 10 SP:Iteration 32Q (2013.355317 sec): 3 clusters Score: Raw -395604.696465 + Penalty 2767.762625 = -392836.933840 nChanged 13 SP:Iteration 33Q (2013.375298 sec): 3 clusters Score: Raw -395608.541332 + Penalty 2767.762625 = -392840.778707 nChanged 9 SP:Iteration 34Q (2013.395216 sec): 3 clusters Score: Raw -395611.283366 + Penalty 2767.762625 = -392843.520741 nChanged 7 SP:Iteration 35Q (2013.415261 sec): 3 clusters Score: Raw -395613.600036 + Penalty 2767.762625 = -392845.837411 nChanged 8 SP:Iteration 36Q (2013.435110 sec): 3 clusters Score: Raw -395615.345031 + Penalty 2767.762625 = -392847.582406 nChanged 3 SP:Iteration 37Q (2013.455131 sec): 3 clusters Score: Raw -395616.156224 + Penalty 2767.762625 = -392848.393599 nChanged 2 SP:Iteration 38Q (2013.475084 sec): 3 clusters Score: Raw -395616.566999 + Penalty 2767.762625 = -392848.804375 nChanged 2 SP:Iteration 39Q (2013.495172 sec): 3 clusters Score: Raw -395617.078986 + Penalty 2767.762625 = -392849.316362 nChanged 2 SP:Iteration 40F (2013.516102 sec): 3 clusters Score: Raw -395617.682999 + Penalty 2767.762625 = -392849.920374 nChanged 2 SP:Iteration 41Q (2013.535993 sec): 3 clusters Score: Raw -395618.762687 + Penalty 2767.762625 = -392851.000062 nChanged 3 SP:Iteration 42Q (2013.556185 sec): 3 clusters Score: Raw -395619.956524 + Penalty 2767.762625 = -392852.193899 nChanged 8 SP:Iteration 43Q (2013.576133 sec): 3 clusters Score: Raw -395622.818177 + Penalty 2767.762625 = -392855.055553 nChanged 9 SP:Iteration 44Q (2013.595949 sec): 3 clusters Score: Raw -395625.650249 + Penalty 2767.762625 = -392857.887624 nChanged 10 SP:Iteration 45Q (2013.615868 sec): 3 clusters Score: Raw -395628.871306 + Penalty 2767.762625 = -392861.108681 nChanged 10 SP:Iteration 46Q (2013.635825 sec): 3 clusters Score: Raw -395631.668036 + Penalty 2767.762625 = -392863.905411 nChanged 7 SP:Iteration 47Q (2013.655454 sec): 3 clusters Score: Raw -395633.175915 + Penalty 2767.762625 = -392865.413290 nChanged 6 SP:Iteration 48Q (2013.675244 sec): 3 clusters Score: Raw -395635.913440 + Penalty 2767.762625 = -392868.150816 nChanged 6 SP:Iteration 49Q (2013.694991 sec): 3 clusters Score: Raw -395637.577149 + Penalty 2767.762625 = -392869.814524 nChanged 4 SP:Iteration 50Q (2013.715090 sec): 3 clusters Score: Raw -395638.271134 + Penalty 2767.762625 = -392870.508510 nChanged 3 SP:Iteration 51Q (2013.734913 sec): 3 clusters Score: Raw -395639.387368 + Penalty 2767.762625 = -392871.624743 nChanged 5 SP:Iteration 52Q (2013.754677 sec): 3 clusters Score: Raw -395640.405658 + Penalty 2767.762625 = -392872.643034 nChanged 3 SP:Iteration 53Q (2013.774740 sec): 3 clusters Score: Raw -395641.293062 + Penalty 2767.762625 = -392873.530437 nChanged 1 SP:Iteration 54Q (2013.794725 sec): 3 clusters Score: Raw -395641.547879 + Penalty 2767.762625 = -392873.785254 nChanged 1 SP:Iteration 55Q (2013.814853 sec): 3 clusters Score: Raw -395641.699744 + Penalty 2767.762625 = -392873.937119 nChanged 0 SP:Iteration 56F (2013.835581 sec): 3 clusters Score: Raw -395641.699744 + Penalty 2767.762625 = -392873.937119 nChanged 0 Trying to split cluster 23 (2968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2013.851705 sec): 2 clusters Score: Raw -245384.258921 + Penalty 1299.292086 = -244084.966835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2013.867107 sec): 3 clusters Score: Raw -244010.723658 + Penalty 2598.584171 = -241412.139487 nChanged 1105 SP:Iteration 1F (2013.881539 sec): 3 clusters Score: Raw -244699.965256 + Penalty 2598.584171 = -242101.381084 nChanged 226 SP:Iteration 2F (2013.895869 sec): 3 clusters Score: Raw -244865.025998 + Penalty 2598.584171 = -242266.441826 nChanged 151 SP:Iteration 3F (2013.910376 sec): 3 clusters Score: Raw -244972.553811 + Penalty 2598.584171 = -242373.969639 nChanged 128 SP:Iteration 4Q (2013.924724 sec): 3 clusters Score: Raw -245066.113681 + Penalty 2598.584171 = -242467.529509 nChanged 113 SP:Iteration 5Q (2013.939123 sec): 3 clusters Score: Raw -245139.230459 + Penalty 2598.584171 = -242540.646287 nChanged 93 SP:Iteration 6Q (2013.953598 sec): 3 clusters Score: Raw -245189.313363 + Penalty 2598.584171 = -242590.729191 nChanged 64 SP:Iteration 7Q (2013.968027 sec): 3 clusters Score: Raw -245225.960848 + Penalty 2598.584171 = -242627.376677 nChanged 59 SP:Iteration 8Q (2013.982349 sec): 3 clusters Score: Raw -245263.043205 + Penalty 2598.584171 = -242664.459034 nChanged 54 SP:Iteration 9Q (2013.996792 sec): 3 clusters Score: Raw -245295.649173 + Penalty 2598.584171 = -242697.065002 nChanged 55 SP:Iteration 10Q (2014.011371 sec): 3 clusters Score: Raw -245324.247508 + Penalty 2598.584171 = -242725.663337 nChanged 53 SP:Iteration 11Q (2014.025660 sec): 3 clusters Score: Raw -245349.489390 + Penalty 2598.584171 = -242750.905219 nChanged 40 SP:Iteration 12Q (2014.039917 sec): 3 clusters Score: Raw -245370.262552 + Penalty 2598.584171 = -242771.678380 nChanged 43 SP:Iteration 13Q (2014.054266 sec): 3 clusters Score: Raw -245394.687274 + Penalty 2598.584171 = -242796.103103 nChanged 42 SP:Iteration 14Q (2014.068693 sec): 3 clusters Score: Raw -245418.672788 + Penalty 2598.584171 = -242820.088616 nChanged 45 SP:Iteration 15Q (2014.082922 sec): 3 clusters Score: Raw -245441.694746 + Penalty 2598.584171 = -242843.110574 nChanged 37 SP:Iteration 16Q (2014.097291 sec): 3 clusters Score: Raw -245460.613647 + Penalty 2598.584171 = -242862.029476 nChanged 29 SP:Iteration 17Q (2014.111639 sec): 3 clusters Score: Raw -245477.024900 + Penalty 2598.584171 = -242878.440729 nChanged 38 SP:Iteration 18Q (2014.125922 sec): 3 clusters Score: Raw -245497.636555 + Penalty 2598.584171 = -242899.052384 nChanged 42 SP:Iteration 19Q (2014.140111 sec): 3 clusters Score: Raw -245522.108005 + Penalty 2598.584171 = -242923.523834 nChanged 35 SP:Iteration 20F (2014.154566 sec): 3 clusters Score: Raw -245543.829591 + Penalty 2598.584171 = -242945.245420 nChanged 39 SP:Iteration 21Q (2014.168846 sec): 3 clusters Score: Raw -245574.329820 + Penalty 2598.584171 = -242975.745649 nChanged 50 SP:Iteration 22Q (2014.183111 sec): 3 clusters Score: Raw -245610.276752 + Penalty 2598.584171 = -243011.692580 nChanged 51 SP:Iteration 23Q (2014.197356 sec): 3 clusters Score: Raw -245658.143594 + Penalty 2598.584171 = -243059.559423 nChanged 60 SP:Iteration 24Q (2014.211542 sec): 3 clusters Score: Raw -245704.220186 + Penalty 2598.584171 = -243105.636015 nChanged 42 SP:Iteration 25Q (2014.250031 sec): 3 clusters Score: Raw -245733.434045 + Penalty 2598.584171 = -243134.849874 nChanged 44 SP:Iteration 26Q (2014.263693 sec): 3 clusters Score: Raw -245764.023471 + Penalty 2598.584171 = -243165.439300 nChanged 36 SP:Iteration 27Q (2014.277792 sec): 3 clusters Score: Raw -245788.598946 + Penalty 2598.584171 = -243190.014775 nChanged 25 SP:Iteration 28Q (2014.291820 sec): 3 clusters Score: Raw -245803.493537 + Penalty 2598.584171 = -243204.909365 nChanged 24 SP:Iteration 29Q (2014.305702 sec): 3 clusters Score: Raw -245816.429684 + Penalty 2598.584171 = -243217.845513 nChanged 27 SP:Iteration 30Q (2014.319602 sec): 3 clusters Score: Raw -245828.646503 + Penalty 2598.584171 = -243230.062332 nChanged 18 SP:Iteration 31Q (2014.333550 sec): 3 clusters Score: Raw -245840.096370 + Penalty 2598.584171 = -243241.512199 nChanged 19 SP:Iteration 32Q (2014.347270 sec): 3 clusters Score: Raw -245847.004996 + Penalty 2598.584171 = -243248.420825 nChanged 14 SP:Iteration 33Q (2014.361086 sec): 3 clusters Score: Raw -245853.634651 + Penalty 2598.584171 = -243255.050480 nChanged 15 SP:Iteration 34Q (2014.375047 sec): 3 clusters Score: Raw -245860.673917 + Penalty 2598.584171 = -243262.089746 nChanged 10 SP:Iteration 35Q (2014.388996 sec): 3 clusters Score: Raw -245865.285479 + Penalty 2598.584171 = -243266.701308 nChanged 10 SP:Iteration 36Q (2014.402778 sec): 3 clusters Score: Raw -245868.530956 + Penalty 2598.584171 = -243269.946785 nChanged 12 SP:Iteration 37Q (2014.416742 sec): 3 clusters Score: Raw -245872.979734 + Penalty 2598.584171 = -243274.395563 nChanged 10 SP:Iteration 38Q (2014.430493 sec): 3 clusters Score: Raw -245875.652563 + Penalty 2598.584171 = -243277.068392 nChanged 5 SP:Iteration 39Q (2014.444484 sec): 3 clusters Score: Raw -245877.318255 + Penalty 2598.584171 = -243278.734083 nChanged 3 SP:Iteration 40F (2014.458894 sec): 3 clusters Score: Raw -245878.100315 + Penalty 2598.584171 = -243279.516144 nChanged 3 SP:Iteration 41Q (2014.472899 sec): 3 clusters Score: Raw -245879.417149 + Penalty 2598.584171 = -243280.832978 nChanged 4 SP:Iteration 42Q (2014.486851 sec): 3 clusters Score: Raw -245880.592375 + Penalty 2598.584171 = -243282.008204 nChanged 1 SP:Iteration 43Q (2014.500816 sec): 3 clusters Score: Raw -245880.750935 + Penalty 2598.584171 = -243282.166764 nChanged 0 SP:Iteration 44F (2014.515299 sec): 3 clusters Score: Raw -245880.750935 + Penalty 2598.584171 = -243282.166764 nChanged 0 Trying to split cluster 24 (28179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2014.558847 sec): 2 clusters Score: Raw -2275614.283532 + Penalty 1665.028999 = -2273949.254534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2014.614710 sec): 3 clusters Score: Raw -2258351.297590 + Penalty 3330.057997 = -2255021.239593 nChanged 12990 SP:Iteration 1F (2014.667526 sec): 3 clusters Score: Raw -2265653.595483 + Penalty 3330.057997 = -2262323.537486 nChanged 1516 SP:Iteration 2F (2014.720385 sec): 3 clusters Score: Raw -2266277.808960 + Penalty 3330.057997 = -2262947.750963 nChanged 1595 SP:Iteration 3F (2014.773003 sec): 3 clusters Score: Raw -2266995.959468 + Penalty 3330.057997 = -2263665.901471 nChanged 1630 SP:Iteration 4F (2014.825805 sec): 3 clusters Score: Raw -2267773.784997 + Penalty 3330.057997 = -2264443.727000 nChanged 1617 SP:Iteration 5F (2014.915934 sec): 3 clusters Score: Raw -2268532.911556 + Penalty 3330.057997 = -2265202.853559 nChanged 1498 SP:Iteration 6F (2014.967577 sec): 3 clusters Score: Raw -2269267.209099 + Penalty 3330.057997 = -2265937.151102 nChanged 1396 SP:Iteration 7Q (2015.022401 sec): 3 clusters Score: Raw -2269968.098027 + Penalty 3330.057997 = -2266638.040030 nChanged 1272 SP:Iteration 8Q (2015.076555 sec): 3 clusters Score: Raw -2270578.472998 + Penalty 3330.057997 = -2267248.415001 nChanged 1121 SP:Iteration 9Q (2015.130258 sec): 3 clusters Score: Raw -2271152.256245 + Penalty 3330.057997 = -2267822.198248 nChanged 1082 SP:Iteration 10Q (2015.184112 sec): 3 clusters Score: Raw -2271768.495456 + Penalty 3330.057997 = -2268438.437459 nChanged 1010 SP:Iteration 11Q (2015.237692 sec): 3 clusters Score: Raw -2272423.139679 + Penalty 3330.057997 = -2269093.081682 nChanged 987 SP:Iteration 12Q (2015.290873 sec): 3 clusters Score: Raw -2273169.560431 + Penalty 3330.057997 = -2269839.502434 nChanged 886 SP:Iteration 13Q (2015.343238 sec): 3 clusters Score: Raw -2273893.619685 + Penalty 3330.057997 = -2270563.561688 nChanged 690 SP:Iteration 14Q (2015.394242 sec): 3 clusters Score: Raw -2274445.069314 + Penalty 3330.057997 = -2271115.011317 nChanged 555 SP:Iteration 15Q (2015.443415 sec): 3 clusters Score: Raw -2274850.723732 + Penalty 3330.057997 = -2271520.665735 nChanged 434 SP:Iteration 16Q (2015.491586 sec): 3 clusters Score: Raw -2275139.406445 + Penalty 3330.057997 = -2271809.348448 nChanged 324 SP:Iteration 17Q (2015.538421 sec): 3 clusters Score: Raw -2275345.511044 + Penalty 3330.057997 = -2272015.453047 nChanged 251 SP:Iteration 18Q (2015.584695 sec): 3 clusters Score: Raw -2275471.976854 + Penalty 3330.057997 = -2272141.918857 nChanged 184 SP:Iteration 19Q (2015.630577 sec): 3 clusters Score: Raw -2275566.261868 + Penalty 3330.057997 = -2272236.203871 nChanged 168 SP:Iteration 20F (2015.683193 sec): 3 clusters Score: Raw -2275643.089449 + Penalty 3330.057997 = -2272313.031452 nChanged 149 SP:Iteration 21Q (2015.728608 sec): 3 clusters Score: Raw -2275711.873683 + Penalty 3330.057997 = -2272381.815686 nChanged 118 SP:Iteration 22Q (2015.773822 sec): 3 clusters Score: Raw -2275757.925083 + Penalty 3330.057997 = -2272427.867086 nChanged 93 SP:Iteration 23Q (2015.818864 sec): 3 clusters Score: Raw -2275790.195387 + Penalty 3330.057997 = -2272460.137390 nChanged 73 SP:Iteration 24Q (2015.863631 sec): 3 clusters Score: Raw -2275814.403622 + Penalty 3330.057997 = -2272484.345624 nChanged 70 SP:Iteration 25Q (2015.908329 sec): 3 clusters Score: Raw -2275835.233155 + Penalty 3330.057997 = -2272505.175158 nChanged 63 SP:Iteration 26Q (2015.953070 sec): 3 clusters Score: Raw -2275854.144768 + Penalty 3330.057997 = -2272524.086771 nChanged 54 SP:Iteration 27Q (2015.997754 sec): 3 clusters Score: Raw -2275873.166056 + Penalty 3330.057997 = -2272543.108059 nChanged 70 SP:Iteration 28Q (2016.042280 sec): 3 clusters Score: Raw -2275898.315609 + Penalty 3330.057997 = -2272568.257612 nChanged 58 SP:Iteration 29Q (2016.086743 sec): 3 clusters Score: Raw -2275922.573806 + Penalty 3330.057997 = -2272592.515809 nChanged 47 SP:Iteration 30Q (2016.131213 sec): 3 clusters Score: Raw -2275938.773147 + Penalty 3330.057997 = -2272608.715150 nChanged 25 SP:Iteration 31Q (2016.175518 sec): 3 clusters Score: Raw -2275946.247507 + Penalty 3330.057997 = -2272616.189510 nChanged 24 SP:Iteration 32Q (2016.219982 sec): 3 clusters Score: Raw -2275953.003257 + Penalty 3330.057997 = -2272622.945260 nChanged 27 SP:Iteration 33Q (2016.264464 sec): 3 clusters Score: Raw -2275960.994722 + Penalty 3330.057997 = -2272630.936724 nChanged 28 SP:Iteration 34Q (2016.308711 sec): 3 clusters Score: Raw -2275967.528943 + Penalty 3330.057997 = -2272637.470946 nChanged 17 SP:Iteration 35Q (2016.353098 sec): 3 clusters Score: Raw -2275970.762716 + Penalty 3330.057997 = -2272640.704719 nChanged 7 SP:Iteration 36Q (2016.397362 sec): 3 clusters Score: Raw -2275972.235941 + Penalty 3330.057997 = -2272642.177944 nChanged 8 SP:Iteration 37Q (2016.441670 sec): 3 clusters Score: Raw -2275973.672260 + Penalty 3330.057997 = -2272643.614263 nChanged 8 SP:Iteration 38Q (2016.486204 sec): 3 clusters Score: Raw -2275975.631975 + Penalty 3330.057997 = -2272645.573978 nChanged 7 SP:Iteration 39Q (2016.530619 sec): 3 clusters Score: Raw -2275977.345130 + Penalty 3330.057997 = -2272647.287133 nChanged 8 SP:Iteration 40F (2016.583174 sec): 3 clusters Score: Raw -2275979.654244 + Penalty 3330.057997 = -2272649.596247 nChanged 9 SP:Iteration 41Q (2016.627536 sec): 3 clusters Score: Raw -2275981.474777 + Penalty 3330.057997 = -2272651.416780 nChanged 10 SP:Iteration 42Q (2016.671870 sec): 3 clusters Score: Raw -2275983.871797 + Penalty 3330.057997 = -2272653.813800 nChanged 7 SP:Iteration 43Q (2016.716107 sec): 3 clusters Score: Raw -2275986.140972 + Penalty 3330.057997 = -2272656.082975 nChanged 8 SP:Iteration 44Q (2016.760549 sec): 3 clusters Score: Raw -2275988.121450 + Penalty 3330.057997 = -2272658.063453 nChanged 5 SP:Iteration 45Q (2016.804725 sec): 3 clusters Score: Raw -2275989.197593 + Penalty 3330.057997 = -2272659.139596 nChanged 6 SP:Iteration 46Q (2016.848840 sec): 3 clusters Score: Raw -2275990.646214 + Penalty 3330.057997 = -2272660.588217 nChanged 5 SP:Iteration 47Q (2016.893137 sec): 3 clusters Score: Raw -2275991.369128 + Penalty 3330.057997 = -2272661.311131 nChanged 3 SP:Iteration 48Q (2016.937477 sec): 3 clusters Score: Raw -2275991.783894 + Penalty 3330.057997 = -2272661.725896 nChanged 3 SP:Iteration 49Q (2016.981818 sec): 3 clusters Score: Raw -2275992.902430 + Penalty 3330.057997 = -2272662.844433 nChanged 6 SP:Iteration 50Q (2017.026097 sec): 3 clusters Score: Raw -2275994.468875 + Penalty 3330.057997 = -2272664.410878 nChanged 2 SP:Iteration 51Q (2017.070448 sec): 3 clusters Score: Raw -2275994.732083 + Penalty 3330.057997 = -2272664.674086 nChanged 1 SP:Iteration 52Q (2017.114670 sec): 3 clusters Score: Raw -2275994.797517 + Penalty 3330.057997 = -2272664.739520 nChanged 0 SP:Iteration 53F (2017.167196 sec): 3 clusters Score: Raw -2275994.797517 + Penalty 3330.057997 = -2272664.739520 nChanged 0 Trying to split cluster 25 (3190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2017.181157 sec): 2 clusters Score: Raw -247667.934978 + Penalty 1311.013632 = -246356.921346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2017.197532 sec): 3 clusters Score: Raw -246144.970676 + Penalty 2622.027264 = -243522.943412 nChanged 1222 SP:Iteration 1F (2017.212968 sec): 3 clusters Score: Raw -246908.497049 + Penalty 2622.027264 = -244286.469786 nChanged 282 SP:Iteration 2F (2017.228491 sec): 3 clusters Score: Raw -247162.185707 + Penalty 2622.027264 = -244540.158443 nChanged 233 SP:Iteration 3F (2017.243834 sec): 3 clusters Score: Raw -247368.562791 + Penalty 2622.027264 = -244746.535528 nChanged 185 SP:Iteration 4F (2017.259200 sec): 3 clusters Score: Raw -247543.808017 + Penalty 2622.027264 = -244921.780753 nChanged 151 SP:Iteration 5Q (2017.274679 sec): 3 clusters Score: Raw -247679.147673 + Penalty 2622.027264 = -245057.120409 nChanged 142 SP:Iteration 6Q (2017.290075 sec): 3 clusters Score: Raw -247846.555429 + Penalty 2622.027264 = -245224.528166 nChanged 161 SP:Iteration 7F (2017.305567 sec): 3 clusters Score: Raw -248059.754075 + Penalty 2622.027264 = -245437.726811 nChanged 164 SP:Iteration 8F (2017.320956 sec): 3 clusters Score: Raw -248216.334745 + Penalty 2622.027264 = -245594.307481 nChanged 106 SP:Iteration 9Q (2017.336169 sec): 3 clusters Score: Raw -248293.640369 + Penalty 2622.027264 = -245671.613106 nChanged 70 SP:Iteration 10Q (2017.351342 sec): 3 clusters Score: Raw -248334.667351 + Penalty 2622.027264 = -245712.640087 nChanged 35 SP:Iteration 11Q (2017.366509 sec): 3 clusters Score: Raw -248354.187472 + Penalty 2622.027264 = -245732.160208 nChanged 20 SP:Iteration 12Q (2017.381681 sec): 3 clusters Score: Raw -248363.395524 + Penalty 2622.027264 = -245741.368260 nChanged 22 SP:Iteration 13Q (2017.396643 sec): 3 clusters Score: Raw -248375.457246 + Penalty 2622.027264 = -245753.429982 nChanged 27 SP:Iteration 14Q (2017.411821 sec): 3 clusters Score: Raw -248391.342556 + Penalty 2622.027264 = -245769.315293 nChanged 19 SP:Iteration 15Q (2017.426911 sec): 3 clusters Score: Raw -248398.809484 + Penalty 2622.027264 = -245776.782220 nChanged 17 SP:Iteration 16Q (2017.441992 sec): 3 clusters Score: Raw -248404.523049 + Penalty 2622.027264 = -245782.495786 nChanged 9 SP:Iteration 17Q (2017.457075 sec): 3 clusters Score: Raw -248409.607464 + Penalty 2622.027264 = -245787.580200 nChanged 7 SP:Iteration 18Q (2017.472188 sec): 3 clusters Score: Raw -248412.417433 + Penalty 2622.027264 = -245790.390169 nChanged 9 SP:Iteration 19Q (2017.487263 sec): 3 clusters Score: Raw -248415.981439 + Penalty 2622.027264 = -245793.954176 nChanged 9 SP:Iteration 20F (2017.502736 sec): 3 clusters Score: Raw -248418.483228 + Penalty 2622.027264 = -245796.455965 nChanged 3 SP:Iteration 21Q (2017.517820 sec): 3 clusters Score: Raw -248419.637731 + Penalty 2622.027264 = -245797.610468 nChanged 5 SP:Iteration 22Q (2017.532908 sec): 3 clusters Score: Raw -248421.174427 + Penalty 2622.027264 = -245799.147163 nChanged 1 SP:Iteration 23Q (2017.547974 sec): 3 clusters Score: Raw -248421.290395 + Penalty 2622.027264 = -245799.263131 nChanged 0 SP:Iteration 24F (2017.563447 sec): 3 clusters Score: Raw -248421.290395 + Penalty 2622.027264 = -245799.263131 nChanged 0 Trying to split cluster 26 (3186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2017.579910 sec): 2 clusters Score: Raw -264975.388791 + Penalty 1310.809742 = -263664.579049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2017.596383 sec): 3 clusters Score: Raw -263475.231477 + Penalty 2621.619484 = -260853.611993 nChanged 1218 SP:Iteration 1F (2017.611740 sec): 3 clusters Score: Raw -264130.702876 + Penalty 2621.619484 = -261509.083391 nChanged 239 SP:Iteration 2F (2017.627236 sec): 3 clusters Score: Raw -264277.338642 + Penalty 2621.619484 = -261655.719158 nChanged 183 SP:Iteration 3F (2017.642728 sec): 3 clusters Score: Raw -264373.344503 + Penalty 2621.619484 = -261751.725018 nChanged 115 SP:Iteration 4Q (2017.658240 sec): 3 clusters Score: Raw -264443.619717 + Penalty 2621.619484 = -261822.000233 nChanged 92 SP:Iteration 5Q (2017.673770 sec): 3 clusters Score: Raw -264484.249580 + Penalty 2621.619484 = -261862.630096 nChanged 69 SP:Iteration 6Q (2017.689286 sec): 3 clusters Score: Raw -264521.411492 + Penalty 2621.619484 = -261899.792007 nChanged 57 SP:Iteration 7Q (2017.704730 sec): 3 clusters Score: Raw -264557.586554 + Penalty 2621.619484 = -261935.967070 nChanged 69 SP:Iteration 8Q (2017.720084 sec): 3 clusters Score: Raw -264598.310110 + Penalty 2621.619484 = -261976.690626 nChanged 69 SP:Iteration 9Q (2017.735570 sec): 3 clusters Score: Raw -264650.326378 + Penalty 2621.619484 = -262028.706894 nChanged 79 SP:Iteration 10Q (2017.751013 sec): 3 clusters Score: Raw -264704.731211 + Penalty 2621.619484 = -262083.111726 nChanged 85 SP:Iteration 11Q (2017.766258 sec): 3 clusters Score: Raw -264756.831095 + Penalty 2621.619484 = -262135.211610 nChanged 72 SP:Iteration 12Q (2017.781619 sec): 3 clusters Score: Raw -264812.787236 + Penalty 2621.619484 = -262191.167752 nChanged 67 SP:Iteration 13Q (2017.798767 sec): 3 clusters Score: Raw -264856.769106 + Penalty 2621.619484 = -262235.149622 nChanged 72 SP:Iteration 14Q (2017.814102 sec): 3 clusters Score: Raw -264899.943796 + Penalty 2621.619484 = -262278.324311 nChanged 62 SP:Iteration 15Q (2017.829411 sec): 3 clusters Score: Raw -264937.970308 + Penalty 2621.619484 = -262316.350824 nChanged 50 SP:Iteration 16Q (2017.844545 sec): 3 clusters Score: Raw -264963.012387 + Penalty 2621.619484 = -262341.392903 nChanged 50 SP:Iteration 17Q (2017.859837 sec): 3 clusters Score: Raw -264993.800710 + Penalty 2621.619484 = -262372.181226 nChanged 56 SP:Iteration 18Q (2017.875102 sec): 3 clusters Score: Raw -265021.322385 + Penalty 2621.619484 = -262399.702900 nChanged 34 SP:Iteration 19Q (2017.890353 sec): 3 clusters Score: Raw -265034.618684 + Penalty 2621.619484 = -262412.999199 nChanged 34 SP:Iteration 20F (2017.905751 sec): 3 clusters Score: Raw -265048.787725 + Penalty 2621.619484 = -262427.168241 nChanged 31 SP:Iteration 21Q (2017.920840 sec): 3 clusters Score: Raw -265059.535106 + Penalty 2621.619484 = -262437.915622 nChanged 12 SP:Iteration 22Q (2017.935907 sec): 3 clusters Score: Raw -265062.448941 + Penalty 2621.619484 = -262440.829457 nChanged 15 SP:Iteration 23Q (2017.951153 sec): 3 clusters Score: Raw -265066.276964 + Penalty 2621.619484 = -262444.657480 nChanged 11 SP:Iteration 24Q (2017.966343 sec): 3 clusters Score: Raw -265069.921206 + Penalty 2621.619484 = -262448.301721 nChanged 9 SP:Iteration 25Q (2017.981547 sec): 3 clusters Score: Raw -265072.314169 + Penalty 2621.619484 = -262450.694684 nChanged 7 SP:Iteration 26Q (2017.996711 sec): 3 clusters Score: Raw -265073.779142 + Penalty 2621.619484 = -262452.159657 nChanged 10 SP:Iteration 27Q (2018.011906 sec): 3 clusters Score: Raw -265078.001161 + Penalty 2621.619484 = -262456.381677 nChanged 15 SP:Iteration 28Q (2018.027058 sec): 3 clusters Score: Raw -265084.284355 + Penalty 2621.619484 = -262462.664871 nChanged 8 SP:Iteration 29Q (2018.042231 sec): 3 clusters Score: Raw -265087.116461 + Penalty 2621.619484 = -262465.496976 nChanged 9 SP:Iteration 30Q (2018.057246 sec): 3 clusters Score: Raw -265090.721284 + Penalty 2621.619484 = -262469.101800 nChanged 15 SP:Iteration 31Q (2018.072407 sec): 3 clusters Score: Raw -265096.104957 + Penalty 2621.619484 = -262474.485472 nChanged 13 SP:Iteration 32Q (2018.087567 sec): 3 clusters Score: Raw -265101.144901 + Penalty 2621.619484 = -262479.525416 nChanged 13 SP:Iteration 33Q (2018.102563 sec): 3 clusters Score: Raw -265106.121721 + Penalty 2621.619484 = -262484.502236 nChanged 9 SP:Iteration 34Q (2018.117562 sec): 3 clusters Score: Raw -265108.849857 + Penalty 2621.619484 = -262487.230373 nChanged 8 SP:Iteration 35Q (2018.132673 sec): 3 clusters Score: Raw -265110.825466 + Penalty 2621.619484 = -262489.205982 nChanged 10 SP:Iteration 36Q (2018.147803 sec): 3 clusters Score: Raw -265113.289192 + Penalty 2621.619484 = -262491.669708 nChanged 4 SP:Iteration 37Q (2018.162912 sec): 3 clusters Score: Raw -265114.766661 + Penalty 2621.619484 = -262493.147177 nChanged 6 SP:Iteration 38Q (2018.177906 sec): 3 clusters Score: Raw -265117.305773 + Penalty 2621.619484 = -262495.686289 nChanged 4 SP:Iteration 39Q (2018.192818 sec): 3 clusters Score: Raw -265118.302092 + Penalty 2621.619484 = -262496.682608 nChanged 5 SP:Iteration 40F (2018.208249 sec): 3 clusters Score: Raw -265119.620557 + Penalty 2621.619484 = -262498.001073 nChanged 2 SP:Iteration 41Q (2018.223322 sec): 3 clusters Score: Raw -265120.263423 + Penalty 2621.619484 = -262498.643939 nChanged 3 SP:Iteration 42Q (2018.238320 sec): 3 clusters Score: Raw -265121.213029 + Penalty 2621.619484 = -262499.593545 nChanged 6 SP:Iteration 43Q (2018.253434 sec): 3 clusters Score: Raw -265122.855013 + Penalty 2621.619484 = -262501.235528 nChanged 4 SP:Iteration 44Q (2018.268587 sec): 3 clusters Score: Raw -265124.534857 + Penalty 2621.619484 = -262502.915373 nChanged 7 SP:Iteration 45Q (2018.283676 sec): 3 clusters Score: Raw -265127.058475 + Penalty 2621.619484 = -262505.438991 nChanged 7 SP:Iteration 46Q (2018.298805 sec): 3 clusters Score: Raw -265129.372207 + Penalty 2621.619484 = -262507.752723 nChanged 4 SP:Iteration 47Q (2018.313851 sec): 3 clusters Score: Raw -265130.963090 + Penalty 2621.619484 = -262509.343605 nChanged 4 SP:Iteration 48Q (2018.328829 sec): 3 clusters Score: Raw -265131.856251 + Penalty 2621.619484 = -262510.236767 nChanged 2 SP:Iteration 49Q (2018.343746 sec): 3 clusters Score: Raw -265132.280822 + Penalty 2621.619484 = -262510.661338 nChanged 0 SP:Iteration 50F (2018.359039 sec): 3 clusters Score: Raw -265132.280822 + Penalty 2621.619484 = -262510.661338 nChanged 0 Trying to split cluster 27 (24722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2018.399835 sec): 2 clusters Score: Raw -2090214.629424 + Penalty 1643.760432 = -2088570.868992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2018.449720 sec): 3 clusters Score: Raw -2075076.111069 + Penalty 3287.520865 = -2071788.590204 nChanged 11290 SP:Iteration 1F (2018.497473 sec): 3 clusters Score: Raw -2081587.065176 + Penalty 3287.520865 = -2078299.544312 nChanged 1415 SP:Iteration 2F (2018.545299 sec): 3 clusters Score: Raw -2082220.787083 + Penalty 3287.520865 = -2078933.266218 nChanged 1380 SP:Iteration 3F (2018.593289 sec): 3 clusters Score: Raw -2082896.226140 + Penalty 3287.520865 = -2079608.705275 nChanged 1374 SP:Iteration 4F (2018.641126 sec): 3 clusters Score: Raw -2083616.442391 + Penalty 3287.520865 = -2080328.921526 nChanged 1366 SP:Iteration 5F (2018.688697 sec): 3 clusters Score: Raw -2084380.589169 + Penalty 3287.520865 = -2081093.068304 nChanged 1327 SP:Iteration 6F (2018.736310 sec): 3 clusters Score: Raw -2085183.341888 + Penalty 3287.520865 = -2081895.821024 nChanged 1296 SP:Iteration 7F (2018.784200 sec): 3 clusters Score: Raw -2085986.299504 + Penalty 3287.520865 = -2082698.778640 nChanged 1231 SP:Iteration 8Q (2018.833041 sec): 3 clusters Score: Raw -2086727.707974 + Penalty 3287.520865 = -2083440.187110 nChanged 1036 SP:Iteration 9Q (2018.881067 sec): 3 clusters Score: Raw -2087228.166946 + Penalty 3287.520865 = -2083940.646081 nChanged 795 SP:Iteration 10Q (2018.928831 sec): 3 clusters Score: Raw -2087527.056962 + Penalty 3287.520865 = -2084239.536097 nChanged 607 SP:Iteration 11Q (2018.976299 sec): 3 clusters Score: Raw -2087706.648682 + Penalty 3287.520865 = -2084419.127817 nChanged 434 SP:Iteration 12Q (2019.024258 sec): 3 clusters Score: Raw -2087826.145731 + Penalty 3287.520865 = -2084538.624867 nChanged 377 SP:Iteration 13Q (2019.071494 sec): 3 clusters Score: Raw -2087932.618560 + Penalty 3287.520865 = -2084645.097696 nChanged 351 SP:Iteration 14Q (2019.118147 sec): 3 clusters Score: Raw -2088022.739981 + Penalty 3287.520865 = -2084735.219117 nChanged 308 SP:Iteration 15Q (2019.164894 sec): 3 clusters Score: Raw -2088101.015908 + Penalty 3287.520865 = -2084813.495043 nChanged 283 SP:Iteration 16Q (2019.211571 sec): 3 clusters Score: Raw -2088166.663361 + Penalty 3287.520865 = -2084879.142496 nChanged 237 SP:Iteration 17Q (2019.258007 sec): 3 clusters Score: Raw -2088216.785096 + Penalty 3287.520865 = -2084929.264232 nChanged 228 SP:Iteration 18Q (2019.304222 sec): 3 clusters Score: Raw -2088260.353311 + Penalty 3287.520865 = -2084972.832446 nChanged 207 SP:Iteration 19Q (2019.350622 sec): 3 clusters Score: Raw -2088301.481405 + Penalty 3287.520865 = -2085013.960540 nChanged 206 SP:Iteration 20F (2019.397719 sec): 3 clusters Score: Raw -2088340.416528 + Penalty 3287.520865 = -2085052.895663 nChanged 198 SP:Iteration 21Q (2019.444486 sec): 3 clusters Score: Raw -2088379.128399 + Penalty 3287.520865 = -2085091.607534 nChanged 206 SP:Iteration 22Q (2019.490771 sec): 3 clusters Score: Raw -2088415.130403 + Penalty 3287.520865 = -2085127.609539 nChanged 178 SP:Iteration 23Q (2019.536806 sec): 3 clusters Score: Raw -2088445.917551 + Penalty 3287.520865 = -2085158.396686 nChanged 171 SP:Iteration 24Q (2019.582630 sec): 3 clusters Score: Raw -2088475.468421 + Penalty 3287.520865 = -2085187.947556 nChanged 180 SP:Iteration 25Q (2019.628626 sec): 3 clusters Score: Raw -2088508.173274 + Penalty 3287.520865 = -2085220.652410 nChanged 179 SP:Iteration 26Q (2019.674564 sec): 3 clusters Score: Raw -2088542.611912 + Penalty 3287.520865 = -2085255.091047 nChanged 189 SP:Iteration 27Q (2019.720165 sec): 3 clusters Score: Raw -2088583.280957 + Penalty 3287.520865 = -2085295.760092 nChanged 200 SP:Iteration 28Q (2019.765688 sec): 3 clusters Score: Raw -2088622.913574 + Penalty 3287.520865 = -2085335.392710 nChanged 199 SP:Iteration 29Q (2019.811326 sec): 3 clusters Score: Raw -2088665.423034 + Penalty 3287.520865 = -2085377.902169 nChanged 224 SP:Iteration 30Q (2019.856710 sec): 3 clusters Score: Raw -2088715.662634 + Penalty 3287.520865 = -2085428.141769 nChanged 251 SP:Iteration 31Q (2019.902208 sec): 3 clusters Score: Raw -2088778.624871 + Penalty 3287.520865 = -2085491.104006 nChanged 271 SP:Iteration 32Q (2019.947691 sec): 3 clusters Score: Raw -2088855.811131 + Penalty 3287.520865 = -2085568.290266 nChanged 283 SP:Iteration 33Q (2019.992634 sec): 3 clusters Score: Raw -2088933.810875 + Penalty 3287.520865 = -2085646.290010 nChanged 251 SP:Iteration 34Q (2020.037666 sec): 3 clusters Score: Raw -2089003.925122 + Penalty 3287.520865 = -2085716.404258 nChanged 269 SP:Iteration 35Q (2020.082383 sec): 3 clusters Score: Raw -2089083.951693 + Penalty 3287.520865 = -2085796.430828 nChanged 296 SP:Iteration 36Q (2020.127031 sec): 3 clusters Score: Raw -2089177.346948 + Penalty 3287.520865 = -2085889.826084 nChanged 276 SP:Iteration 37Q (2020.171396 sec): 3 clusters Score: Raw -2089262.952398 + Penalty 3287.520865 = -2085975.431533 nChanged 255 SP:Iteration 38Q (2020.215739 sec): 3 clusters Score: Raw -2089348.379505 + Penalty 3287.520865 = -2086060.858641 nChanged 254 SP:Iteration 39Q (2020.259441 sec): 3 clusters Score: Raw -2089433.660826 + Penalty 3287.520865 = -2086146.139961 nChanged 242 SP:Iteration 40F (2020.306639 sec): 3 clusters Score: Raw -2089513.585899 + Penalty 3287.520865 = -2086226.065035 nChanged 212 SP:Iteration 41Q (2020.351149 sec): 3 clusters Score: Raw -2089583.246376 + Penalty 3287.520865 = -2086295.725511 nChanged 218 SP:Iteration 42Q (2020.394583 sec): 3 clusters Score: Raw -2089662.291903 + Penalty 3287.520865 = -2086374.771038 nChanged 207 SP:Iteration 43Q (2020.437991 sec): 3 clusters Score: Raw -2089741.155813 + Penalty 3287.520865 = -2086453.634948 nChanged 197 SP:Iteration 44Q (2020.481112 sec): 3 clusters Score: Raw -2089817.070333 + Penalty 3287.520865 = -2086529.549469 nChanged 200 SP:Iteration 45Q (2020.524102 sec): 3 clusters Score: Raw -2089895.641117 + Penalty 3287.520865 = -2086608.120252 nChanged 181 SP:Iteration 46Q (2020.566953 sec): 3 clusters Score: Raw -2089968.296577 + Penalty 3287.520865 = -2086680.775712 nChanged 171 SP:Iteration 47Q (2020.609345 sec): 3 clusters Score: Raw -2090028.389719 + Penalty 3287.520865 = -2086740.868854 nChanged 139 SP:Iteration 48Q (2020.651803 sec): 3 clusters Score: Raw -2090071.609616 + Penalty 3287.520865 = -2086784.088752 nChanged 135 SP:Iteration 49Q (2020.693715 sec): 3 clusters Score: Raw -2090117.819884 + Penalty 3287.520865 = -2086830.299019 nChanged 110 SP:Iteration 50Q (2020.735766 sec): 3 clusters Score: Raw -2090151.650375 + Penalty 3287.520865 = -2086864.129510 nChanged 94 SP:Iteration 51Q (2020.777527 sec): 3 clusters Score: Raw -2090181.804318 + Penalty 3287.520865 = -2086894.283454 nChanged 77 SP:Iteration 52Q (2020.819232 sec): 3 clusters Score: Raw -2090205.538268 + Penalty 3287.520865 = -2086918.017403 nChanged 71 SP:Iteration 53Q (2020.860830 sec): 3 clusters Score: Raw -2090228.165346 + Penalty 3287.520865 = -2086940.644481 nChanged 66 SP:Iteration 54Q (2020.902264 sec): 3 clusters Score: Raw -2090251.511809 + Penalty 3287.520865 = -2086963.990945 nChanged 69 SP:Iteration 55Q (2020.943882 sec): 3 clusters Score: Raw -2090274.882609 + Penalty 3287.520865 = -2086987.361744 nChanged 56 SP:Iteration 56Q (2020.985074 sec): 3 clusters Score: Raw -2090290.199511 + Penalty 3287.520865 = -2087002.678646 nChanged 44 SP:Iteration 57Q (2021.026556 sec): 3 clusters Score: Raw -2090302.898714 + Penalty 3287.520865 = -2087015.377849 nChanged 47 SP:Iteration 58Q (2021.067640 sec): 3 clusters Score: Raw -2090317.418434 + Penalty 3287.520865 = -2087029.897569 nChanged 52 SP:Iteration 59Q (2021.109030 sec): 3 clusters Score: Raw -2090333.437326 + Penalty 3287.520865 = -2087045.916462 nChanged 44 SP:Iteration 60F (2021.157617 sec): 3 clusters Score: Raw -2090348.894948 + Penalty 3287.520865 = -2087061.374083 nChanged 59 SP:Iteration 61Q (2021.199664 sec): 3 clusters Score: Raw -2090370.474735 + Penalty 3287.520865 = -2087082.953871 nChanged 61 SP:Iteration 62Q (2021.253846 sec): 3 clusters Score: Raw -2090392.666143 + Penalty 3287.520865 = -2087105.145278 nChanged 54 SP:Iteration 63Q (2021.308653 sec): 3 clusters Score: Raw -2090412.781717 + Penalty 3287.520865 = -2087125.260852 nChanged 49 SP:Iteration 64Q (2021.350837 sec): 3 clusters Score: Raw -2090432.385162 + Penalty 3287.520865 = -2087144.864297 nChanged 61 SP:Iteration 65Q (2021.391738 sec): 3 clusters Score: Raw -2090455.599696 + Penalty 3287.520865 = -2087168.078831 nChanged 51 SP:Iteration 66Q (2021.432762 sec): 3 clusters Score: Raw -2090474.224454 + Penalty 3287.520865 = -2087186.703590 nChanged 49 SP:Iteration 67Q (2021.473575 sec): 3 clusters Score: Raw -2090495.573083 + Penalty 3287.520865 = -2087208.052218 nChanged 45 SP:Iteration 68Q (2021.514331 sec): 3 clusters Score: Raw -2090513.986824 + Penalty 3287.520865 = -2087226.465960 nChanged 42 SP:Iteration 69Q (2021.555011 sec): 3 clusters Score: Raw -2090528.325715 + Penalty 3287.520865 = -2087240.804850 nChanged 27 SP:Iteration 70Q (2021.595450 sec): 3 clusters Score: Raw -2090538.400366 + Penalty 3287.520865 = -2087250.879501 nChanged 27 SP:Iteration 71Q (2021.636006 sec): 3 clusters Score: Raw -2090548.370041 + Penalty 3287.520865 = -2087260.849176 nChanged 24 SP:Iteration 72Q (2021.676563 sec): 3 clusters Score: Raw -2090556.130024 + Penalty 3287.520865 = -2087268.609159 nChanged 21 SP:Iteration 73Q (2021.717102 sec): 3 clusters Score: Raw -2090561.769404 + Penalty 3287.520865 = -2087274.248539 nChanged 15 SP:Iteration 74Q (2021.757742 sec): 3 clusters Score: Raw -2090568.547980 + Penalty 3287.520865 = -2087281.027116 nChanged 19 SP:Iteration 75Q (2021.798090 sec): 3 clusters Score: Raw -2090577.095286 + Penalty 3287.520865 = -2087289.574421 nChanged 19 SP:Iteration 76Q (2021.838570 sec): 3 clusters Score: Raw -2090585.075572 + Penalty 3287.520865 = -2087297.554707 nChanged 22 SP:Iteration 77Q (2021.878899 sec): 3 clusters Score: Raw -2090595.682537 + Penalty 3287.520865 = -2087308.161672 nChanged 25 SP:Iteration 78Q (2021.919374 sec): 3 clusters Score: Raw -2090606.786265 + Penalty 3287.520865 = -2087319.265400 nChanged 16 SP:Iteration 79Q (2021.959747 sec): 3 clusters Score: Raw -2090612.924693 + Penalty 3287.520865 = -2087325.403828 nChanged 9 SP:Iteration 80F (2022.006496 sec): 3 clusters Score: Raw -2090616.252446 + Penalty 3287.520865 = -2087328.731581 nChanged 5 SP:Iteration 81Q (2022.047474 sec): 3 clusters Score: Raw -2090618.209341 + Penalty 3287.520865 = -2087330.688476 nChanged 2 SP:Iteration 82Q (2022.087363 sec): 3 clusters Score: Raw -2090618.683691 + Penalty 3287.520865 = -2087331.162826 nChanged 1 SP:Iteration 83Q (2022.127595 sec): 3 clusters Score: Raw -2090618.803620 + Penalty 3287.520865 = -2087331.282756 nChanged 0 SP:Iteration 84F (2022.174278 sec): 3 clusters Score: Raw -2090618.803620 + Penalty 3287.520865 = -2087331.282756 nChanged 0 Trying to split cluster 28 (5127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.191085 sec): 2 clusters Score: Raw -424523.917929 + Penalty 1388.119845 = -423135.798084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.212645 sec): 3 clusters Score: Raw -421902.879858 + Penalty 2776.239691 = -419126.640167 nChanged 2086 SP:Iteration 1F (2022.233521 sec): 3 clusters Score: Raw -423095.165892 + Penalty 2776.239691 = -420318.926202 nChanged 341 SP:Iteration 2F (2022.254613 sec): 3 clusters Score: Raw -423269.994092 + Penalty 2776.239691 = -420493.754402 nChanged 257 SP:Iteration 3F (2022.275668 sec): 3 clusters Score: Raw -423398.471990 + Penalty 2776.239691 = -420622.232299 nChanged 207 SP:Iteration 4Q (2022.296891 sec): 3 clusters Score: Raw -423488.556514 + Penalty 2776.239691 = -420712.316823 nChanged 168 SP:Iteration 5Q (2022.317946 sec): 3 clusters Score: Raw -423560.396694 + Penalty 2776.239691 = -420784.157003 nChanged 144 SP:Iteration 6Q (2022.339140 sec): 3 clusters Score: Raw -423619.804930 + Penalty 2776.239691 = -420843.565239 nChanged 129 SP:Iteration 7Q (2022.360351 sec): 3 clusters Score: Raw -423672.116220 + Penalty 2776.239691 = -420895.876529 nChanged 107 SP:Iteration 8Q (2022.381328 sec): 3 clusters Score: Raw -423719.384322 + Penalty 2776.239691 = -420943.144631 nChanged 112 SP:Iteration 9Q (2022.402439 sec): 3 clusters Score: Raw -423775.575763 + Penalty 2776.239691 = -420999.336073 nChanged 114 SP:Iteration 10Q (2022.423745 sec): 3 clusters Score: Raw -423824.575973 + Penalty 2776.239691 = -421048.336283 nChanged 123 SP:Iteration 11Q (2022.444923 sec): 3 clusters Score: Raw -423882.388590 + Penalty 2776.239691 = -421106.148899 nChanged 113 SP:Iteration 12Q (2022.466057 sec): 3 clusters Score: Raw -423940.378418 + Penalty 2776.239691 = -421164.138727 nChanged 98 SP:Iteration 13Q (2022.487140 sec): 3 clusters Score: Raw -423993.616677 + Penalty 2776.239691 = -421217.376986 nChanged 110 SP:Iteration 14Q (2022.508123 sec): 3 clusters Score: Raw -424047.325189 + Penalty 2776.239691 = -421271.085498 nChanged 109 SP:Iteration 15Q (2022.529239 sec): 3 clusters Score: Raw -424108.007276 + Penalty 2776.239691 = -421331.767585 nChanged 101 SP:Iteration 16Q (2022.550131 sec): 3 clusters Score: Raw -424155.905406 + Penalty 2776.239691 = -421379.665716 nChanged 93 SP:Iteration 17Q (2022.570998 sec): 3 clusters Score: Raw -424205.179732 + Penalty 2776.239691 = -421428.940041 nChanged 101 SP:Iteration 18Q (2022.591914 sec): 3 clusters Score: Raw -424257.626996 + Penalty 2776.239691 = -421481.387305 nChanged 101 SP:Iteration 19Q (2022.612865 sec): 3 clusters Score: Raw -424309.158959 + Penalty 2776.239691 = -421532.919268 nChanged 106 SP:Iteration 20F (2022.633874 sec): 3 clusters Score: Raw -424363.675974 + Penalty 2776.239691 = -421587.436283 nChanged 87 SP:Iteration 21Q (2022.654686 sec): 3 clusters Score: Raw -424407.075685 + Penalty 2776.239691 = -421630.835994 nChanged 66 SP:Iteration 22Q (2022.675681 sec): 3 clusters Score: Raw -424437.859999 + Penalty 2776.239691 = -421661.620308 nChanged 60 SP:Iteration 23Q (2022.696542 sec): 3 clusters Score: Raw -424461.805597 + Penalty 2776.239691 = -421685.565907 nChanged 47 SP:Iteration 24Q (2022.717270 sec): 3 clusters Score: Raw -424476.456204 + Penalty 2776.239691 = -421700.216513 nChanged 37 SP:Iteration 25Q (2022.738038 sec): 3 clusters Score: Raw -424487.978600 + Penalty 2776.239691 = -421711.738909 nChanged 37 SP:Iteration 26Q (2022.758893 sec): 3 clusters Score: Raw -424499.879907 + Penalty 2776.239691 = -421723.640216 nChanged 38 SP:Iteration 27Q (2022.779635 sec): 3 clusters Score: Raw -424510.784359 + Penalty 2776.239691 = -421734.544668 nChanged 37 SP:Iteration 28Q (2022.800523 sec): 3 clusters Score: Raw -424522.387592 + Penalty 2776.239691 = -421746.147901 nChanged 34 SP:Iteration 29Q (2022.821274 sec): 3 clusters Score: Raw -424532.701425 + Penalty 2776.239691 = -421756.461734 nChanged 34 SP:Iteration 30Q (2022.841972 sec): 3 clusters Score: Raw -424541.897866 + Penalty 2776.239691 = -421765.658176 nChanged 31 SP:Iteration 31Q (2022.862839 sec): 3 clusters Score: Raw -424550.360094 + Penalty 2776.239691 = -421774.120404 nChanged 28 SP:Iteration 32Q (2022.883473 sec): 3 clusters Score: Raw -424557.397029 + Penalty 2776.239691 = -421781.157338 nChanged 29 SP:Iteration 33Q (2022.904184 sec): 3 clusters Score: Raw -424566.049188 + Penalty 2776.239691 = -421789.809497 nChanged 31 SP:Iteration 34Q (2022.925036 sec): 3 clusters Score: Raw -424572.416250 + Penalty 2776.239691 = -421796.176559 nChanged 18 SP:Iteration 35Q (2022.945684 sec): 3 clusters Score: Raw -424576.144909 + Penalty 2776.239691 = -421799.905218 nChanged 18 SP:Iteration 36Q (2022.966378 sec): 3 clusters Score: Raw -424580.224085 + Penalty 2776.239691 = -421803.984394 nChanged 8 SP:Iteration 37Q (2022.987037 sec): 3 clusters Score: Raw -424582.319561 + Penalty 2776.239691 = -421806.079870 nChanged 12 SP:Iteration 38Q (2023.007698 sec): 3 clusters Score: Raw -424584.976160 + Penalty 2776.239691 = -421808.736469 nChanged 8 SP:Iteration 39Q (2023.028493 sec): 3 clusters Score: Raw -424587.336335 + Penalty 2776.239691 = -421811.096644 nChanged 12 SP:Iteration 40F (2023.049304 sec): 3 clusters Score: Raw -424589.293531 + Penalty 2776.239691 = -421813.053840 nChanged 10 SP:Iteration 41Q (2023.070065 sec): 3 clusters Score: Raw -424592.021847 + Penalty 2776.239691 = -421815.782156 nChanged 14 SP:Iteration 42Q (2023.090531 sec): 3 clusters Score: Raw -424595.229690 + Penalty 2776.239691 = -421818.989999 nChanged 10 SP:Iteration 43Q (2023.111343 sec): 3 clusters Score: Raw -424598.390429 + Penalty 2776.239691 = -421822.150738 nChanged 10 SP:Iteration 44Q (2023.131994 sec): 3 clusters Score: Raw -424600.653213 + Penalty 2776.239691 = -421824.413522 nChanged 13 SP:Iteration 45Q (2023.152501 sec): 3 clusters Score: Raw -424602.880801 + Penalty 2776.239691 = -421826.641110 nChanged 7 SP:Iteration 46Q (2023.173282 sec): 3 clusters Score: Raw -424604.161914 + Penalty 2776.239691 = -421827.922223 nChanged 4 SP:Iteration 47Q (2023.193873 sec): 3 clusters Score: Raw -424605.014187 + Penalty 2776.239691 = -421828.774496 nChanged 2 SP:Iteration 48Q (2023.214196 sec): 3 clusters Score: Raw -424605.321354 + Penalty 2776.239691 = -421829.081663 nChanged 2 SP:Iteration 49Q (2023.234828 sec): 3 clusters Score: Raw -424605.981561 + Penalty 2776.239691 = -421829.741870 nChanged 3 SP:Iteration 50Q (2023.255621 sec): 3 clusters Score: Raw -424606.466515 + Penalty 2776.239691 = -421830.226824 nChanged 1 SP:Iteration 51Q (2023.276195 sec): 3 clusters Score: Raw -424606.565515 + Penalty 2776.239691 = -421830.325824 nChanged 1 SP:Iteration 52Q (2023.296849 sec): 3 clusters Score: Raw -424606.668985 + Penalty 2776.239691 = -421830.429294 nChanged 3 SP:Iteration 53Q (2023.317440 sec): 3 clusters Score: Raw -424607.126447 + Penalty 2776.239691 = -421830.886756 nChanged 5 SP:Iteration 54Q (2023.337928 sec): 3 clusters Score: Raw -424608.250812 + Penalty 2776.239691 = -421832.011121 nChanged 3 SP:Iteration 55Q (2023.358522 sec): 3 clusters Score: Raw -424608.691676 + Penalty 2776.239691 = -421832.451985 nChanged 1 SP:Iteration 56Q (2023.379277 sec): 3 clusters Score: Raw -424608.797350 + Penalty 2776.239691 = -421832.557659 nChanged 0 SP:Iteration 57F (2023.400226 sec): 3 clusters Score: Raw -424608.797350 + Penalty 2776.239691 = -421832.557659 nChanged 0 Trying to split cluster 29 (8627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2023.423142 sec): 2 clusters Score: Raw -736019.122801 + Penalty 1472.680966 = -734546.441835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2023.450214 sec): 3 clusters Score: Raw -731270.803516 + Penalty 2945.361932 = -728325.441584 nChanged 3624 SP:Iteration 1F (2023.476868 sec): 3 clusters Score: Raw -733198.391842 + Penalty 2945.361932 = -730253.029910 nChanged 505 SP:Iteration 2F (2023.503330 sec): 3 clusters Score: Raw -733419.506103 + Penalty 2945.361932 = -730474.144171 nChanged 404 SP:Iteration 3Q (2023.529878 sec): 3 clusters Score: Raw -733580.085155 + Penalty 2945.361932 = -730634.723223 nChanged 337 SP:Iteration 4Q (2023.556315 sec): 3 clusters Score: Raw -733725.093030 + Penalty 2945.361932 = -730779.731097 nChanged 366 SP:Iteration 5Q (2023.582963 sec): 3 clusters Score: Raw -733891.161441 + Penalty 2945.361932 = -730945.799509 nChanged 362 SP:Iteration 6Q (2023.609403 sec): 3 clusters Score: Raw -734078.200633 + Penalty 2945.361932 = -731132.838701 nChanged 373 SP:Iteration 7Q (2023.635908 sec): 3 clusters Score: Raw -734296.659381 + Penalty 2945.361932 = -731351.297449 nChanged 391 SP:Iteration 8Q (2023.662328 sec): 3 clusters Score: Raw -734551.125553 + Penalty 2945.361932 = -731605.763621 nChanged 427 SP:Iteration 9Q (2023.688841 sec): 3 clusters Score: Raw -734861.153824 + Penalty 2945.361932 = -731915.791892 nChanged 402 SP:Iteration 10Q (2023.715245 sec): 3 clusters Score: Raw -735162.742634 + Penalty 2945.361932 = -732217.380701 nChanged 363 SP:Iteration 11Q (2023.773187 sec): 3 clusters Score: Raw -735450.138740 + Penalty 2945.361932 = -732504.776808 nChanged 291 SP:Iteration 12Q (2023.832891 sec): 3 clusters Score: Raw -735671.773903 + Penalty 2945.361932 = -732726.411971 nChanged 199 SP:Iteration 13Q (2023.858390 sec): 3 clusters Score: Raw -735820.856650 + Penalty 2945.361932 = -732875.494717 nChanged 134 SP:Iteration 14Q (2023.883547 sec): 3 clusters Score: Raw -735927.221545 + Penalty 2945.361932 = -732981.859613 nChanged 94 SP:Iteration 15Q (2023.908500 sec): 3 clusters Score: Raw -736004.037808 + Penalty 2945.361932 = -733058.675876 nChanged 64 SP:Iteration 16Q (2023.933286 sec): 3 clusters Score: Raw -736061.642567 + Penalty 2945.361932 = -733116.280635 nChanged 53 SP:Iteration 17Q (2023.957888 sec): 3 clusters Score: Raw -736110.537167 + Penalty 2945.361932 = -733165.175235 nChanged 37 SP:Iteration 18Q (2023.982488 sec): 3 clusters Score: Raw -736146.006458 + Penalty 2945.361932 = -733200.644526 nChanged 31 SP:Iteration 19Q (2024.006680 sec): 3 clusters Score: Raw -736171.446790 + Penalty 2945.361932 = -733226.084858 nChanged 18 SP:Iteration 20F (2024.033014 sec): 3 clusters Score: Raw -736185.079973 + Penalty 2945.361932 = -733239.718040 nChanged 3 SP:Iteration 21Q (2024.057024 sec): 3 clusters Score: Raw -736188.514181 + Penalty 2945.361932 = -733243.152249 nChanged 2 SP:Iteration 22Q (2024.081003 sec): 3 clusters Score: Raw -736190.479349 + Penalty 2945.361932 = -733245.117417 nChanged 1 SP:Iteration 23Q (2024.105068 sec): 3 clusters Score: Raw -736190.930469 + Penalty 2945.361932 = -733245.568537 nChanged 3 SP:Iteration 24Q (2024.129085 sec): 3 clusters Score: Raw -736192.573534 + Penalty 2945.361932 = -733247.211602 nChanged 2 SP:Iteration 25Q (2024.153188 sec): 3 clusters Score: Raw -736193.476142 + Penalty 2945.361932 = -733248.114209 nChanged 1 SP:Iteration 26Q (2024.177129 sec): 3 clusters Score: Raw -736193.993960 + Penalty 2945.361932 = -733248.632027 nChanged 1 SP:Iteration 27Q (2024.201062 sec): 3 clusters Score: Raw -736194.743022 + Penalty 2945.361932 = -733249.381090 nChanged 1 SP:Iteration 28Q (2024.225009 sec): 3 clusters Score: Raw -736195.779266 + Penalty 2945.361932 = -733250.417334 nChanged 1 SP:Iteration 29Q (2024.248941 sec): 3 clusters Score: Raw -736196.457281 + Penalty 2945.361932 = -733251.095348 nChanged 0 SP:Iteration 30F (2024.275340 sec): 3 clusters Score: Raw -736196.457281 + Penalty 2945.361932 = -733251.095348 nChanged 0 Trying to split cluster 30 (23435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2024.312834 sec): 2 clusters Score: Raw -1974804.570973 + Penalty 1635.072710 = -1973169.498262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2024.360757 sec): 3 clusters Score: Raw -1960551.411095 + Penalty 3270.145421 = -1957281.265674 nChanged 10624 SP:Iteration 1F (2024.406795 sec): 3 clusters Score: Raw -1966288.062333 + Penalty 3270.145421 = -1963017.916912 nChanged 1160 SP:Iteration 2Q (2024.453830 sec): 3 clusters Score: Raw -1966700.559529 + Penalty 3270.145421 = -1963430.414108 nChanged 1124 SP:Iteration 3Q (2024.501228 sec): 3 clusters Score: Raw -1967137.882698 + Penalty 3270.145421 = -1963867.737277 nChanged 1122 SP:Iteration 4Q (2024.548064 sec): 3 clusters Score: Raw -1967621.112632 + Penalty 3270.145421 = -1964350.967212 nChanged 1210 SP:Iteration 5F (2024.593610 sec): 3 clusters Score: Raw -1968224.924633 + Penalty 3270.145421 = -1964954.779212 nChanged 1342 SP:Iteration 6F (2024.639419 sec): 3 clusters Score: Raw -1969057.286193 + Penalty 3270.145421 = -1965787.140772 nChanged 1486 SP:Iteration 7F (2024.685291 sec): 3 clusters Score: Raw -1970122.578718 + Penalty 3270.145421 = -1966852.433297 nChanged 1435 SP:Iteration 8F (2024.731217 sec): 3 clusters Score: Raw -1971209.593420 + Penalty 3270.145421 = -1967939.447999 nChanged 1295 SP:Iteration 9F (2024.803710 sec): 3 clusters Score: Raw -1972152.344723 + Penalty 3270.145421 = -1968882.199303 nChanged 1055 SP:Iteration 10Q (2024.852355 sec): 3 clusters Score: Raw -1972884.431534 + Penalty 3270.145421 = -1969614.286113 nChanged 831 SP:Iteration 11Q (2024.898642 sec): 3 clusters Score: Raw -1973452.251598 + Penalty 3270.145421 = -1970182.106177 nChanged 614 SP:Iteration 12Q (2024.943998 sec): 3 clusters Score: Raw -1973885.608048 + Penalty 3270.145421 = -1970615.462627 nChanged 441 SP:Iteration 13Q (2024.988918 sec): 3 clusters Score: Raw -1974201.069114 + Penalty 3270.145421 = -1970930.923693 nChanged 378 SP:Iteration 14Q (2025.032262 sec): 3 clusters Score: Raw -1974460.664068 + Penalty 3270.145421 = -1971190.518647 nChanged 271 SP:Iteration 15Q (2025.074781 sec): 3 clusters Score: Raw -1974648.888747 + Penalty 3270.145421 = -1971378.743326 nChanged 223 SP:Iteration 16Q (2025.117368 sec): 3 clusters Score: Raw -1974790.002853 + Penalty 3270.145421 = -1971519.857432 nChanged 194 SP:Iteration 17Q (2025.158453 sec): 3 clusters Score: Raw -1974894.379488 + Penalty 3270.145421 = -1971624.234067 nChanged 152 SP:Iteration 18Q (2025.199439 sec): 3 clusters Score: Raw -1974976.682159 + Penalty 3270.145421 = -1971706.536739 nChanged 98 SP:Iteration 19Q (2025.240061 sec): 3 clusters Score: Raw -1975028.154245 + Penalty 3270.145421 = -1971758.008824 nChanged 92 SP:Iteration 20F (2025.285856 sec): 3 clusters Score: Raw -1975069.026982 + Penalty 3270.145421 = -1971798.881561 nChanged 74 SP:Iteration 21Q (2025.326159 sec): 3 clusters Score: Raw -1975105.787035 + Penalty 3270.145421 = -1971835.641614 nChanged 68 SP:Iteration 22Q (2025.366392 sec): 3 clusters Score: Raw -1975132.575735 + Penalty 3270.145421 = -1971862.430314 nChanged 48 SP:Iteration 23Q (2025.406008 sec): 3 clusters Score: Raw -1975153.439905 + Penalty 3270.145421 = -1971883.294484 nChanged 58 SP:Iteration 24Q (2025.445793 sec): 3 clusters Score: Raw -1975180.922230 + Penalty 3270.145421 = -1971910.776810 nChanged 57 SP:Iteration 25Q (2025.485572 sec): 3 clusters Score: Raw -1975205.021344 + Penalty 3270.145421 = -1971934.875923 nChanged 41 SP:Iteration 26Q (2025.525108 sec): 3 clusters Score: Raw -1975219.360434 + Penalty 3270.145421 = -1971949.215013 nChanged 42 SP:Iteration 27Q (2025.564549 sec): 3 clusters Score: Raw -1975235.884892 + Penalty 3270.145421 = -1971965.739471 nChanged 37 SP:Iteration 28Q (2025.604039 sec): 3 clusters Score: Raw -1975250.539091 + Penalty 3270.145421 = -1971980.393670 nChanged 31 SP:Iteration 29Q (2025.643423 sec): 3 clusters Score: Raw -1975260.422332 + Penalty 3270.145421 = -1971990.276911 nChanged 25 SP:Iteration 30Q (2025.682910 sec): 3 clusters Score: Raw -1975269.281492 + Penalty 3270.145421 = -1971999.136071 nChanged 24 SP:Iteration 31Q (2025.722161 sec): 3 clusters Score: Raw -1975275.643640 + Penalty 3270.145421 = -1972005.498219 nChanged 17 SP:Iteration 32Q (2025.761414 sec): 3 clusters Score: Raw -1975281.170781 + Penalty 3270.145421 = -1972011.025360 nChanged 23 SP:Iteration 33Q (2025.800718 sec): 3 clusters Score: Raw -1975289.664630 + Penalty 3270.145421 = -1972019.519210 nChanged 24 SP:Iteration 34Q (2025.839925 sec): 3 clusters Score: Raw -1975299.655363 + Penalty 3270.145421 = -1972029.509942 nChanged 30 SP:Iteration 35Q (2025.879018 sec): 3 clusters Score: Raw -1975311.723208 + Penalty 3270.145421 = -1972041.577788 nChanged 22 SP:Iteration 36Q (2025.918176 sec): 3 clusters Score: Raw -1975320.813062 + Penalty 3270.145421 = -1972050.667641 nChanged 15 SP:Iteration 37Q (2025.957254 sec): 3 clusters Score: Raw -1975328.088061 + Penalty 3270.145421 = -1972057.942640 nChanged 20 SP:Iteration 38Q (2025.996478 sec): 3 clusters Score: Raw -1975334.382943 + Penalty 3270.145421 = -1972064.237522 nChanged 12 SP:Iteration 39Q (2026.035525 sec): 3 clusters Score: Raw -1975338.418720 + Penalty 3270.145421 = -1972068.273300 nChanged 14 SP:Iteration 40F (2026.081230 sec): 3 clusters Score: Raw -1975341.850799 + Penalty 3270.145421 = -1972071.705378 nChanged 8 SP:Iteration 41Q (2026.120542 sec): 3 clusters Score: Raw -1975344.554703 + Penalty 3270.145421 = -1972074.409282 nChanged 9 SP:Iteration 42Q (2026.159693 sec): 3 clusters Score: Raw -1975347.504281 + Penalty 3270.145421 = -1972077.358860 nChanged 2 SP:Iteration 43Q (2026.198817 sec): 3 clusters Score: Raw -1975347.811145 + Penalty 3270.145421 = -1972077.665724 nChanged 0 SP:Iteration 44F (2026.244433 sec): 3 clusters Score: Raw -1975347.811145 + Penalty 3270.145421 = -1972077.665724 nChanged 0 Iteration 299Q (2028.608518 sec): 31 clusters Score: Raw -23032196.154965 + Penalty 61283.627149 = -22970912.527816 nChanged 133 Iteration 300F (2033.649266 sec): 31 clusters Score: Raw -23032216.837467 + Penalty 61283.627149 = -22970933.210318 nChanged 160 Iteration 301Q (2036.008964 sec): 31 clusters Score: Raw -23032243.410628 + Penalty 61283.627149 = -22970959.783479 nChanged 154 Iteration 302Q (2038.370264 sec): 31 clusters Score: Raw -23032265.230476 + Penalty 61283.627149 = -22970981.603327 nChanged 155 Iteration 303Q (2040.728792 sec): 31 clusters Score: Raw -23032287.250209 + Penalty 61283.627149 = -22971003.623060 nChanged 145 Iteration 304Q (2043.109372 sec): 31 clusters Score: Raw -23032307.199287 + Penalty 61283.627149 = -22971023.572138 nChanged 138 Iteration 305Q (2045.468278 sec): 31 clusters Score: Raw -23032327.068527 + Penalty 61283.627149 = -22971043.441378 nChanged 138 Iteration 306Q (2047.849515 sec): 31 clusters Score: Raw -23032345.049769 + Penalty 61283.627149 = -22971061.422621 nChanged 129 Iteration 307Q (2050.208071 sec): 31 clusters Score: Raw -23032365.844253 + Penalty 61283.627149 = -22971082.217104 nChanged 150 Iteration 308Q (2052.566805 sec): 31 clusters Score: Raw -23032387.255142 + Penalty 61283.627149 = -22971103.627993 nChanged 144 Iteration 309Q (2054.920876 sec): 31 clusters Score: Raw -23032406.284730 + Penalty 61283.627149 = -22971122.657581 nChanged 124 Iteration 310Q (2057.301990 sec): 31 clusters Score: Raw -23032422.983764 + Penalty 61283.627149 = -22971139.356615 nChanged 125 Iteration 311Q (2059.668002 sec): 31 clusters Score: Raw -23032443.723870 + Penalty 61283.627149 = -22971160.096721 nChanged 142 Iteration 312Q (2062.056099 sec): 31 clusters Score: Raw -23032465.854357 + Penalty 61283.627149 = -22971182.227208 nChanged 123 Iteration 313Q (2064.412346 sec): 31 clusters Score: Raw -23032483.703021 + Penalty 61283.627149 = -22971200.075872 nChanged 126 Iteration 314Q (2066.791888 sec): 31 clusters Score: Raw -23032502.561993 + Penalty 61283.627149 = -22971218.934844 nChanged 146 Iteration 315Q (2069.149416 sec): 31 clusters Score: Raw -23032526.041642 + Penalty 61283.627149 = -22971242.414493 nChanged 159 Iteration 316Q (2071.506110 sec): 31 clusters Score: Raw -23032555.370482 + Penalty 61283.627149 = -22971271.743334 nChanged 165 Iteration 317Q (2073.862050 sec): 31 clusters Score: Raw -23032583.110366 + Penalty 61283.627149 = -22971299.483217 nChanged 171 Iteration 318Q (2076.219487 sec): 31 clusters Score: Raw -23032608.774731 + Penalty 61283.627149 = -22971325.147583 nChanged 161 Iteration 319Q (2078.573556 sec): 31 clusters Score: Raw -23032627.513025 + Penalty 61283.627149 = -22971343.885876 nChanged 143 Iteration 320F (2083.618745 sec): 31 clusters Score: Raw -23032643.232981 + Penalty 61283.627149 = -22971359.605832 nChanged 121 Iteration 321Q (2086.001291 sec): 31 clusters Score: Raw -23032656.798102 + Penalty 61283.627149 = -22971373.170953 nChanged 109 Iteration 322Q (2088.369646 sec): 31 clusters Score: Raw -23032667.803534 + Penalty 61283.627149 = -22971384.176385 nChanged 109 Iteration 323Q (2090.745167 sec): 31 clusters Score: Raw -23032678.914009 + Penalty 61283.627149 = -22971395.286860 nChanged 82 Iteration 324Q (2093.104400 sec): 31 clusters Score: Raw -23032688.529892 + Penalty 61283.627149 = -22971404.902743 nChanged 84 Iteration 325Q (2095.465229 sec): 31 clusters Score: Raw -23032697.909843 + Penalty 61283.627149 = -22971414.282694 nChanged 65 Iteration 326Q (2097.847722 sec): 31 clusters Score: Raw -23032706.228042 + Penalty 61283.627149 = -22971422.600893 nChanged 69 Iteration 327Q (2100.207124 sec): 31 clusters Score: Raw -23032713.151994 + Penalty 61283.627149 = -22971429.524845 nChanged 53 Iteration 328Q (2102.587836 sec): 31 clusters Score: Raw -23032718.232521 + Penalty 61283.627149 = -22971434.605372 nChanged 47 Iteration 329Q (2104.946431 sec): 31 clusters Score: Raw -23032722.870866 + Penalty 61283.627149 = -22971439.243717 nChanged 57 Iteration 330Q (2107.306405 sec): 31 clusters Score: Raw -23032727.900029 + Penalty 61283.627149 = -22971444.272880 nChanged 53 Iteration 331Q (2109.673516 sec): 31 clusters Score: Raw -23032733.141514 + Penalty 61283.627149 = -22971449.514365 nChanged 52 Iteration 332Q (2112.031721 sec): 31 clusters Score: Raw -23032737.754571 + Penalty 61283.627149 = -22971454.127422 nChanged 51 Iteration 333Q (2114.390500 sec): 31 clusters Score: Raw -23032742.584589 + Penalty 61283.627149 = -22971458.957440 nChanged 45 Iteration 334Q (2116.753111 sec): 31 clusters Score: Raw -23032745.596626 + Penalty 61283.627149 = -22971461.969477 nChanged 41 Iteration 335Q (2119.112380 sec): 31 clusters Score: Raw -23032748.385061 + Penalty 61283.627149 = -22971464.757912 nChanged 28 Iteration 336Q (2121.479941 sec): 31 clusters Score: Raw -23032750.582315 + Penalty 61283.627149 = -22971466.955166 nChanged 12 Iteration 337Q (2123.837949 sec): 31 clusters Score: Raw -23032751.690358 + Penalty 61283.627149 = -22971468.063209 nChanged 17 Iteration 338Q (2126.208916 sec): 31 clusters Score: Raw -23032752.771639 + Penalty 61283.627149 = -22971469.144490 nChanged 12 Writing temp clu file Because OldScore, -22971468.063209, is greater than current (better) Score,-22971469.144490 Compute initial score before splitting: Score: Raw -23032752.771639 + Penalty 61283.627149 = -22971469.144490 Trying to split cluster 1 (51516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2126.322684 sec): 2 clusters Score: Raw -4317635.556310 + Penalty 1763.067754 = -4315872.488556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2126.418710 sec): 3 clusters Score: Raw -4284891.529780 + Penalty 3526.135508 = -4281365.394271 nChanged 24117 SP:Iteration 1F (2126.505432 sec): 3 clusters Score: Raw -4298920.574559 + Penalty 3526.135508 = -4295394.439050 nChanged 2433 SP:Iteration 2Q (2126.596812 sec): 3 clusters Score: Raw -4299850.156187 + Penalty 3526.135508 = -4296324.020678 nChanged 2613 SP:Iteration 3F (2126.683314 sec): 3 clusters Score: Raw -4301028.033080 + Penalty 3526.135508 = -4297501.897571 nChanged 2916 SP:Iteration 4F (2126.769925 sec): 3 clusters Score: Raw -4302588.440615 + Penalty 3526.135508 = -4299062.305107 nChanged 3213 SP:Iteration 5F (2126.856518 sec): 3 clusters Score: Raw -4304447.199214 + Penalty 3526.135508 = -4300921.063706 nChanged 3305 SP:Iteration 6F (2126.943149 sec): 3 clusters Score: Raw -4306584.495114 + Penalty 3526.135508 = -4303058.359605 nChanged 3204 SP:Iteration 7F (2127.029592 sec): 3 clusters Score: Raw -4308866.921294 + Penalty 3526.135508 = -4305340.785785 nChanged 2857 SP:Iteration 8F (2127.116093 sec): 3 clusters Score: Raw -4311114.549065 + Penalty 3526.135508 = -4307588.413557 nChanged 2470 SP:Iteration 9Q (2127.205013 sec): 3 clusters Score: Raw -4313039.060724 + Penalty 3526.135508 = -4309512.925216 nChanged 1850 SP:Iteration 10Q (2127.291840 sec): 3 clusters Score: Raw -4314338.711171 + Penalty 3526.135508 = -4310812.575662 nChanged 1388 SP:Iteration 11Q (2127.376535 sec): 3 clusters Score: Raw -4315199.448057 + Penalty 3526.135508 = -4311673.312549 nChanged 1112 SP:Iteration 12Q (2127.459385 sec): 3 clusters Score: Raw -4315837.496513 + Penalty 3526.135508 = -4312311.361005 nChanged 989 SP:Iteration 13Q (2127.540692 sec): 3 clusters Score: Raw -4316362.113297 + Penalty 3526.135508 = -4312835.977789 nChanged 827 SP:Iteration 14Q (2127.620758 sec): 3 clusters Score: Raw -4316771.834383 + Penalty 3526.135508 = -4313245.698875 nChanged 719 SP:Iteration 15Q (2127.700222 sec): 3 clusters Score: Raw -4317096.649892 + Penalty 3526.135508 = -4313570.514384 nChanged 643 SP:Iteration 16Q (2127.778734 sec): 3 clusters Score: Raw -4317367.032580 + Penalty 3526.135508 = -4313840.897072 nChanged 537 SP:Iteration 17Q (2127.856325 sec): 3 clusters Score: Raw -4317574.730359 + Penalty 3526.135508 = -4314048.594851 nChanged 425 SP:Iteration 18Q (2127.933641 sec): 3 clusters Score: Raw -4317734.172934 + Penalty 3526.135508 = -4314208.037426 nChanged 371 SP:Iteration 19Q (2128.010085 sec): 3 clusters Score: Raw -4317863.475040 + Penalty 3526.135508 = -4314337.339532 nChanged 311 SP:Iteration 20F (2128.096446 sec): 3 clusters Score: Raw -4317964.705679 + Penalty 3526.135508 = -4314438.570171 nChanged 288 SP:Iteration 21Q (2128.172224 sec): 3 clusters Score: Raw -4318050.429862 + Penalty 3526.135508 = -4314524.294354 nChanged 241 SP:Iteration 22Q (2128.247724 sec): 3 clusters Score: Raw -4318119.202177 + Penalty 3526.135508 = -4314593.066669 nChanged 186 SP:Iteration 23Q (2128.322545 sec): 3 clusters Score: Raw -4318167.574435 + Penalty 3526.135508 = -4314641.438926 nChanged 149 SP:Iteration 24Q (2128.397589 sec): 3 clusters Score: Raw -4318207.613201 + Penalty 3526.135508 = -4314681.477693 nChanged 139 SP:Iteration 25Q (2128.472302 sec): 3 clusters Score: Raw -4318240.787543 + Penalty 3526.135508 = -4314714.652035 nChanged 140 SP:Iteration 26Q (2128.546651 sec): 3 clusters Score: Raw -4318272.579955 + Penalty 3526.135508 = -4314746.444447 nChanged 140 SP:Iteration 27Q (2128.620761 sec): 3 clusters Score: Raw -4318307.290546 + Penalty 3526.135508 = -4314781.155038 nChanged 132 SP:Iteration 28Q (2128.695186 sec): 3 clusters Score: Raw -4318344.014713 + Penalty 3526.135508 = -4314817.879205 nChanged 126 SP:Iteration 29Q (2128.769092 sec): 3 clusters Score: Raw -4318381.178488 + Penalty 3526.135508 = -4314855.042980 nChanged 98 SP:Iteration 30Q (2128.843230 sec): 3 clusters Score: Raw -4318404.732287 + Penalty 3526.135508 = -4314878.596779 nChanged 83 SP:Iteration 31Q (2128.917184 sec): 3 clusters Score: Raw -4318422.282956 + Penalty 3526.135508 = -4314896.147447 nChanged 67 SP:Iteration 32Q (2128.990836 sec): 3 clusters Score: Raw -4318434.139759 + Penalty 3526.135508 = -4314908.004250 nChanged 43 SP:Iteration 33Q (2129.064314 sec): 3 clusters Score: Raw -4318441.120648 + Penalty 3526.135508 = -4314914.985140 nChanged 33 SP:Iteration 34Q (2129.137571 sec): 3 clusters Score: Raw -4318446.287574 + Penalty 3526.135508 = -4314920.152065 nChanged 38 SP:Iteration 35Q (2129.210781 sec): 3 clusters Score: Raw -4318453.403147 + Penalty 3526.135508 = -4314927.267639 nChanged 35 SP:Iteration 36Q (2129.283970 sec): 3 clusters Score: Raw -4318460.124505 + Penalty 3526.135508 = -4314933.988996 nChanged 45 SP:Iteration 37Q (2129.357271 sec): 3 clusters Score: Raw -4318469.237734 + Penalty 3526.135508 = -4314943.102225 nChanged 42 SP:Iteration 38Q (2129.430655 sec): 3 clusters Score: Raw -4318476.791268 + Penalty 3526.135508 = -4314950.655760 nChanged 36 SP:Iteration 39Q (2129.503729 sec): 3 clusters Score: Raw -4318484.349259 + Penalty 3526.135508 = -4314958.213750 nChanged 39 SP:Iteration 40F (2129.589992 sec): 3 clusters Score: Raw -4318492.229333 + Penalty 3526.135508 = -4314966.093825 nChanged 41 SP:Iteration 41Q (2129.663134 sec): 3 clusters Score: Raw -4318500.625176 + Penalty 3526.135508 = -4314974.489667 nChanged 36 SP:Iteration 42Q (2129.736128 sec): 3 clusters Score: Raw -4318506.590706 + Penalty 3526.135508 = -4314980.455197 nChanged 27 SP:Iteration 43Q (2129.809038 sec): 3 clusters Score: Raw -4318511.552508 + Penalty 3526.135508 = -4314985.417000 nChanged 28 SP:Iteration 44Q (2129.881920 sec): 3 clusters Score: Raw -4318517.751336 + Penalty 3526.135508 = -4314991.615827 nChanged 36 SP:Iteration 45Q (2129.954728 sec): 3 clusters Score: Raw -4318524.673622 + Penalty 3526.135508 = -4314998.538113 nChanged 38 SP:Iteration 46Q (2130.027537 sec): 3 clusters Score: Raw -4318534.144421 + Penalty 3526.135508 = -4315008.008912 nChanged 37 SP:Iteration 47Q (2130.099941 sec): 3 clusters Score: Raw -4318542.276730 + Penalty 3526.135508 = -4315016.141222 nChanged 38 SP:Iteration 48Q (2130.172746 sec): 3 clusters Score: Raw -4318549.885586 + Penalty 3526.135508 = -4315023.750078 nChanged 28 SP:Iteration 49Q (2130.245347 sec): 3 clusters Score: Raw -4318555.678010 + Penalty 3526.135508 = -4315029.542502 nChanged 25 SP:Iteration 50Q (2130.317687 sec): 3 clusters Score: Raw -4318561.170198 + Penalty 3526.135508 = -4315035.034690 nChanged 24 SP:Iteration 51Q (2130.390278 sec): 3 clusters Score: Raw -4318566.757411 + Penalty 3526.135508 = -4315040.621903 nChanged 21 SP:Iteration 52Q (2130.462661 sec): 3 clusters Score: Raw -4318570.422386 + Penalty 3526.135508 = -4315044.286877 nChanged 25 SP:Iteration 53Q (2130.534822 sec): 3 clusters Score: Raw -4318575.218955 + Penalty 3526.135508 = -4315049.083447 nChanged 18 SP:Iteration 54Q (2130.606884 sec): 3 clusters Score: Raw -4318578.993467 + Penalty 3526.135508 = -4315052.857959 nChanged 19 SP:Iteration 55Q (2130.679425 sec): 3 clusters Score: Raw -4318582.984856 + Penalty 3526.135508 = -4315056.849347 nChanged 14 SP:Iteration 56Q (2130.751429 sec): 3 clusters Score: Raw -4318585.162153 + Penalty 3526.135508 = -4315059.026644 nChanged 13 SP:Iteration 57Q (2130.823438 sec): 3 clusters Score: Raw -4318587.120226 + Penalty 3526.135508 = -4315060.984718 nChanged 8 SP:Iteration 58Q (2130.895799 sec): 3 clusters Score: Raw -4318588.946661 + Penalty 3526.135508 = -4315062.811153 nChanged 8 SP:Iteration 59Q (2130.967870 sec): 3 clusters Score: Raw -4318590.245104 + Penalty 3526.135508 = -4315064.109596 nChanged 6 SP:Iteration 60F (2131.054206 sec): 3 clusters Score: Raw -4318590.879602 + Penalty 3526.135508 = -4315064.744094 nChanged 3 SP:Iteration 61Q (2131.125978 sec): 3 clusters Score: Raw -4318591.272251 + Penalty 3526.135508 = -4315065.136743 nChanged 2 SP:Iteration 62Q (2131.198075 sec): 3 clusters Score: Raw -4318591.532461 + Penalty 3526.135508 = -4315065.396952 nChanged 1 SP:Iteration 63Q (2131.270174 sec): 3 clusters Score: Raw -4318591.668629 + Penalty 3526.135508 = -4315065.533121 nChanged 2 SP:Iteration 64Q (2131.342072 sec): 3 clusters Score: Raw -4318592.098378 + Penalty 3526.135508 = -4315065.962869 nChanged 2 SP:Iteration 65Q (2131.414211 sec): 3 clusters Score: Raw -4318592.403891 + Penalty 3526.135508 = -4315066.268383 nChanged 1 SP:Iteration 66Q (2131.486414 sec): 3 clusters Score: Raw -4318592.549224 + Penalty 3526.135508 = -4315066.413715 nChanged 2 SP:Iteration 67Q (2131.558742 sec): 3 clusters Score: Raw -4318592.822207 + Penalty 3526.135508 = -4315066.686699 nChanged 2 SP:Iteration 68Q (2131.630675 sec): 3 clusters Score: Raw -4318592.973882 + Penalty 3526.135508 = -4315066.838374 nChanged 0 SP:Iteration 69F (2131.717140 sec): 3 clusters Score: Raw -4318592.973882 + Penalty 3526.135508 = -4315066.838374 nChanged 0 Trying to split cluster 2 (2144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2131.723529 sec): 2 clusters Score: Raw -147597.932515 + Penalty 1246.444635 = -146351.487881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2131.734980 sec): 3 clusters Score: Raw -146704.840951 + Penalty 2492.889270 = -144211.951681 nChanged 784 SP:Iteration 1F (2131.745619 sec): 3 clusters Score: Raw -147257.803960 + Penalty 2492.889270 = -144764.914690 nChanged 200 SP:Iteration 2F (2131.756392 sec): 3 clusters Score: Raw -147407.391849 + Penalty 2492.889270 = -144914.502579 nChanged 141 SP:Iteration 3F (2131.767144 sec): 3 clusters Score: Raw -147524.475563 + Penalty 2492.889270 = -145031.586294 nChanged 98 SP:Iteration 4Q (2131.777835 sec): 3 clusters Score: Raw -147607.705263 + Penalty 2492.889270 = -145114.815993 nChanged 85 SP:Iteration 5Q (2131.788493 sec): 3 clusters Score: Raw -147688.757287 + Penalty 2492.889270 = -145195.868017 nChanged 86 SP:Iteration 6Q (2131.799157 sec): 3 clusters Score: Raw -147779.886343 + Penalty 2492.889270 = -145286.997073 nChanged 71 SP:Iteration 7Q (2131.809798 sec): 3 clusters Score: Raw -147891.071305 + Penalty 2492.889270 = -145398.182036 nChanged 78 SP:Iteration 8Q (2131.820416 sec): 3 clusters Score: Raw -147986.583078 + Penalty 2492.889270 = -145493.693808 nChanged 57 SP:Iteration 9Q (2131.831026 sec): 3 clusters Score: Raw -148058.004768 + Penalty 2492.889270 = -145565.115498 nChanged 62 SP:Iteration 10Q (2131.841594 sec): 3 clusters Score: Raw -148127.335100 + Penalty 2492.889270 = -145634.445831 nChanged 51 SP:Iteration 11Q (2131.852073 sec): 3 clusters Score: Raw -148180.415140 + Penalty 2492.889270 = -145687.525871 nChanged 40 SP:Iteration 12Q (2131.862468 sec): 3 clusters Score: Raw -148212.128245 + Penalty 2492.889270 = -145719.238976 nChanged 34 SP:Iteration 13Q (2131.872949 sec): 3 clusters Score: Raw -148245.173118 + Penalty 2492.889270 = -145752.283848 nChanged 32 SP:Iteration 14Q (2131.883373 sec): 3 clusters Score: Raw -148274.310141 + Penalty 2492.889270 = -145781.420871 nChanged 28 SP:Iteration 15Q (2131.893796 sec): 3 clusters Score: Raw -148303.395827 + Penalty 2492.889270 = -145810.506557 nChanged 27 SP:Iteration 16Q (2131.904067 sec): 3 clusters Score: Raw -148328.878822 + Penalty 2492.889270 = -145835.989553 nChanged 18 SP:Iteration 17Q (2131.914337 sec): 3 clusters Score: Raw -148355.801539 + Penalty 2492.889270 = -145862.912269 nChanged 23 SP:Iteration 18Q (2131.924597 sec): 3 clusters Score: Raw -148380.734301 + Penalty 2492.889270 = -145887.845031 nChanged 18 SP:Iteration 19Q (2131.934830 sec): 3 clusters Score: Raw -148391.027756 + Penalty 2492.889270 = -145898.138486 nChanged 13 SP:Iteration 20F (2131.945532 sec): 3 clusters Score: Raw -148429.857767 + Penalty 2492.889270 = -145936.968497 nChanged 19 SP:Iteration 21Q (2131.955925 sec): 3 clusters Score: Raw -148455.765656 + Penalty 2492.889270 = -145962.876387 nChanged 18 SP:Iteration 22Q (2131.966237 sec): 3 clusters Score: Raw -148469.680585 + Penalty 2492.889270 = -145976.791315 nChanged 10 SP:Iteration 23Q (2131.976436 sec): 3 clusters Score: Raw -148479.522606 + Penalty 2492.889270 = -145986.633337 nChanged 8 SP:Iteration 24Q (2131.986759 sec): 3 clusters Score: Raw -148484.556253 + Penalty 2492.889270 = -145991.666984 nChanged 4 SP:Iteration 25Q (2131.997035 sec): 3 clusters Score: Raw -148486.197210 + Penalty 2492.889270 = -145993.307941 nChanged 1 SP:Iteration 26Q (2132.007326 sec): 3 clusters Score: Raw -148486.968461 + Penalty 2492.889270 = -145994.079191 nChanged 1 SP:Iteration 27Q (2132.017639 sec): 3 clusters Score: Raw -148487.876235 + Penalty 2492.889270 = -145994.986965 nChanged 1 SP:Iteration 28Q (2132.027884 sec): 3 clusters Score: Raw -148488.333037 + Penalty 2492.889270 = -145995.443767 nChanged 1 SP:Iteration 29Q (2132.038157 sec): 3 clusters Score: Raw -148488.731520 + Penalty 2492.889270 = -145995.842250 nChanged 0 SP:Iteration 30F (2132.048828 sec): 3 clusters Score: Raw -148488.731520 + Penalty 2492.889270 = -145995.842250 nChanged 0 Trying to split cluster 3 (1734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2132.063439 sec): 2 clusters Score: Raw -148990.939694 + Penalty 1211.955251 = -147778.984444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2132.072624 sec): 3 clusters Score: Raw -148268.366049 + Penalty 2423.910501 = -145844.455548 nChanged 591 SP:Iteration 1F (2132.081369 sec): 3 clusters Score: Raw -148668.548040 + Penalty 2423.910501 = -146244.637539 nChanged 139 SP:Iteration 2F (2132.090048 sec): 3 clusters Score: Raw -148781.367046 + Penalty 2423.910501 = -146357.456545 nChanged 75 SP:Iteration 3Q (2132.098737 sec): 3 clusters Score: Raw -148832.431719 + Penalty 2423.910501 = -146408.521218 nChanged 46 SP:Iteration 4Q (2132.107406 sec): 3 clusters Score: Raw -148860.915013 + Penalty 2423.910501 = -146437.004512 nChanged 39 SP:Iteration 5Q (2132.116102 sec): 3 clusters Score: Raw -148884.663744 + Penalty 2423.910501 = -146460.753243 nChanged 28 SP:Iteration 6Q (2132.124690 sec): 3 clusters Score: Raw -148904.341149 + Penalty 2423.910501 = -146480.430647 nChanged 19 SP:Iteration 7Q (2132.133267 sec): 3 clusters Score: Raw -148919.489848 + Penalty 2423.910501 = -146495.579347 nChanged 17 SP:Iteration 8Q (2132.141845 sec): 3 clusters Score: Raw -148929.224344 + Penalty 2423.910501 = -146505.313843 nChanged 17 SP:Iteration 9Q (2132.150488 sec): 3 clusters Score: Raw -148937.146031 + Penalty 2423.910501 = -146513.235529 nChanged 15 SP:Iteration 10Q (2132.159120 sec): 3 clusters Score: Raw -148948.287366 + Penalty 2423.910501 = -146524.376865 nChanged 14 SP:Iteration 11Q (2132.167736 sec): 3 clusters Score: Raw -148958.594115 + Penalty 2423.910501 = -146534.683614 nChanged 19 SP:Iteration 12Q (2132.176318 sec): 3 clusters Score: Raw -148968.820215 + Penalty 2423.910501 = -146544.909714 nChanged 10 SP:Iteration 13Q (2132.184861 sec): 3 clusters Score: Raw -148974.972870 + Penalty 2423.910501 = -146551.062369 nChanged 10 SP:Iteration 14Q (2132.193472 sec): 3 clusters Score: Raw -148980.315054 + Penalty 2423.910501 = -146556.404553 nChanged 12 SP:Iteration 15Q (2132.202083 sec): 3 clusters Score: Raw -148987.287683 + Penalty 2423.910501 = -146563.377182 nChanged 9 SP:Iteration 16Q (2132.210801 sec): 3 clusters Score: Raw -148992.041873 + Penalty 2423.910501 = -146568.131372 nChanged 9 SP:Iteration 17Q (2132.219399 sec): 3 clusters Score: Raw -148999.027619 + Penalty 2423.910501 = -146575.117118 nChanged 6 SP:Iteration 18Q (2132.227999 sec): 3 clusters Score: Raw -149002.403815 + Penalty 2423.910501 = -146578.493314 nChanged 9 SP:Iteration 19Q (2132.236580 sec): 3 clusters Score: Raw -149009.643498 + Penalty 2423.910501 = -146585.732997 nChanged 13 SP:Iteration 20F (2132.245213 sec): 3 clusters Score: Raw -149017.618158 + Penalty 2423.910501 = -146593.707657 nChanged 12 SP:Iteration 21Q (2132.253780 sec): 3 clusters Score: Raw -149023.955332 + Penalty 2423.910501 = -146600.044831 nChanged 7 SP:Iteration 22Q (2132.262350 sec): 3 clusters Score: Raw -149028.055081 + Penalty 2423.910501 = -146604.144580 nChanged 7 SP:Iteration 23Q (2132.270941 sec): 3 clusters Score: Raw -149032.484905 + Penalty 2423.910501 = -146608.574404 nChanged 6 SP:Iteration 24Q (2132.279516 sec): 3 clusters Score: Raw -149034.570773 + Penalty 2423.910501 = -146610.660272 nChanged 6 SP:Iteration 25Q (2132.288065 sec): 3 clusters Score: Raw -149037.183745 + Penalty 2423.910501 = -146613.273244 nChanged 6 SP:Iteration 26Q (2132.296611 sec): 3 clusters Score: Raw -149039.849782 + Penalty 2423.910501 = -146615.939281 nChanged 6 SP:Iteration 27Q (2132.305199 sec): 3 clusters Score: Raw -149042.233207 + Penalty 2423.910501 = -146618.322705 nChanged 2 SP:Iteration 28Q (2132.313764 sec): 3 clusters Score: Raw -149043.367408 + Penalty 2423.910501 = -146619.456907 nChanged 1 SP:Iteration 29Q (2132.322311 sec): 3 clusters Score: Raw -149043.999226 + Penalty 2423.910501 = -146620.088725 nChanged 3 SP:Iteration 30Q (2132.330874 sec): 3 clusters Score: Raw -149046.670410 + Penalty 2423.910501 = -146622.759909 nChanged 5 SP:Iteration 31Q (2132.339509 sec): 3 clusters Score: Raw -149049.417549 + Penalty 2423.910501 = -146625.507048 nChanged 3 SP:Iteration 32Q (2132.347981 sec): 3 clusters Score: Raw -149050.536725 + Penalty 2423.910501 = -146626.626224 nChanged 2 SP:Iteration 33Q (2132.356461 sec): 3 clusters Score: Raw -149050.914867 + Penalty 2423.910501 = -146627.004366 nChanged 0 SP:Iteration 34F (2132.365099 sec): 3 clusters Score: Raw -149050.914867 + Penalty 2423.910501 = -146627.004366 nChanged 0 Trying to split cluster 4 (11797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2132.390654 sec): 2 clusters Score: Raw -1002664.614128 + Penalty 1523.535088 = -1001141.079040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2132.423013 sec): 3 clusters Score: Raw -995885.836945 + Penalty 3047.070176 = -992838.766769 nChanged 5157 SP:Iteration 1F (2132.454187 sec): 3 clusters Score: Raw -998756.567386 + Penalty 3047.070176 = -995709.497210 nChanged 802 SP:Iteration 2F (2132.485272 sec): 3 clusters Score: Raw -999126.882702 + Penalty 3047.070176 = -996079.812526 nChanged 666 SP:Iteration 3F (2132.516530 sec): 3 clusters Score: Raw -999464.177250 + Penalty 3047.070176 = -996417.107074 nChanged 664 SP:Iteration 4F (2132.547470 sec): 3 clusters Score: Raw -999868.150067 + Penalty 3047.070176 = -996821.079891 nChanged 675 SP:Iteration 5F (2132.578600 sec): 3 clusters Score: Raw -1000315.044433 + Penalty 3047.070176 = -997267.974257 nChanged 689 SP:Iteration 6F (2132.609650 sec): 3 clusters Score: Raw -1000815.688065 + Penalty 3047.070176 = -997768.617890 nChanged 639 SP:Iteration 7F (2132.640681 sec): 3 clusters Score: Raw -1001284.922641 + Penalty 3047.070176 = -998237.852465 nChanged 579 SP:Iteration 8Q (2132.671895 sec): 3 clusters Score: Raw -1001711.237956 + Penalty 3047.070176 = -998664.167780 nChanged 471 SP:Iteration 9Q (2132.738924 sec): 3 clusters Score: Raw -1002010.259804 + Penalty 3047.070176 = -998963.189628 nChanged 361 SP:Iteration 10Q (2132.768740 sec): 3 clusters Score: Raw -1002225.858781 + Penalty 3047.070176 = -999178.788605 nChanged 278 SP:Iteration 11Q (2132.800380 sec): 3 clusters Score: Raw -1002369.330359 + Penalty 3047.070176 = -999322.260183 nChanged 202 SP:Iteration 12Q (2132.830343 sec): 3 clusters Score: Raw -1002458.171927 + Penalty 3047.070176 = -999411.101751 nChanged 165 SP:Iteration 13Q (2132.860264 sec): 3 clusters Score: Raw -1002523.065162 + Penalty 3047.070176 = -999475.994986 nChanged 152 SP:Iteration 14Q (2132.889888 sec): 3 clusters Score: Raw -1002580.415572 + Penalty 3047.070176 = -999533.345397 nChanged 122 SP:Iteration 15Q (2132.919355 sec): 3 clusters Score: Raw -1002621.487708 + Penalty 3047.070176 = -999574.417532 nChanged 109 SP:Iteration 16Q (2132.948914 sec): 3 clusters Score: Raw -1002659.178647 + Penalty 3047.070176 = -999612.108471 nChanged 98 SP:Iteration 17Q (2132.978427 sec): 3 clusters Score: Raw -1002692.701860 + Penalty 3047.070176 = -999645.631685 nChanged 109 SP:Iteration 18Q (2133.007727 sec): 3 clusters Score: Raw -1002730.971566 + Penalty 3047.070176 = -999683.901390 nChanged 92 SP:Iteration 19Q (2133.037071 sec): 3 clusters Score: Raw -1002765.481839 + Penalty 3047.070176 = -999718.411663 nChanged 107 SP:Iteration 20F (2133.068124 sec): 3 clusters Score: Raw -1002798.275188 + Penalty 3047.070176 = -999751.205012 nChanged 88 SP:Iteration 21Q (2133.097517 sec): 3 clusters Score: Raw -1002823.193654 + Penalty 3047.070176 = -999776.123478 nChanged 77 SP:Iteration 22Q (2133.126719 sec): 3 clusters Score: Raw -1002846.929656 + Penalty 3047.070176 = -999799.859481 nChanged 72 SP:Iteration 23Q (2133.156031 sec): 3 clusters Score: Raw -1002864.639720 + Penalty 3047.070176 = -999817.569544 nChanged 55 SP:Iteration 24Q (2133.185335 sec): 3 clusters Score: Raw -1002877.359142 + Penalty 3047.070176 = -999830.288967 nChanged 48 SP:Iteration 25Q (2133.214466 sec): 3 clusters Score: Raw -1002886.829280 + Penalty 3047.070176 = -999839.759104 nChanged 45 SP:Iteration 26Q (2133.243712 sec): 3 clusters Score: Raw -1002896.510030 + Penalty 3047.070176 = -999849.439854 nChanged 50 SP:Iteration 27Q (2133.272990 sec): 3 clusters Score: Raw -1002906.116489 + Penalty 3047.070176 = -999859.046313 nChanged 39 SP:Iteration 28Q (2133.302217 sec): 3 clusters Score: Raw -1002916.339706 + Penalty 3047.070176 = -999869.269530 nChanged 28 SP:Iteration 29Q (2133.331483 sec): 3 clusters Score: Raw -1002922.268030 + Penalty 3047.070176 = -999875.197855 nChanged 26 SP:Iteration 30Q (2133.360578 sec): 3 clusters Score: Raw -1002927.615614 + Penalty 3047.070176 = -999880.545439 nChanged 24 SP:Iteration 31Q (2133.389823 sec): 3 clusters Score: Raw -1002931.713021 + Penalty 3047.070176 = -999884.642845 nChanged 23 SP:Iteration 32Q (2133.418944 sec): 3 clusters Score: Raw -1002936.796547 + Penalty 3047.070176 = -999889.726371 nChanged 27 SP:Iteration 33Q (2133.447996 sec): 3 clusters Score: Raw -1002941.461087 + Penalty 3047.070176 = -999894.390911 nChanged 25 SP:Iteration 34Q (2133.477289 sec): 3 clusters Score: Raw -1002945.975920 + Penalty 3047.070176 = -999898.905744 nChanged 27 SP:Iteration 35Q (2133.506356 sec): 3 clusters Score: Raw -1002950.785377 + Penalty 3047.070176 = -999903.715201 nChanged 25 SP:Iteration 36Q (2133.535400 sec): 3 clusters Score: Raw -1002954.665833 + Penalty 3047.070176 = -999907.595657 nChanged 18 SP:Iteration 37Q (2133.564498 sec): 3 clusters Score: Raw -1002957.374952 + Penalty 3047.070176 = -999910.304776 nChanged 23 SP:Iteration 38Q (2133.593475 sec): 3 clusters Score: Raw -1002960.607735 + Penalty 3047.070176 = -999913.537559 nChanged 15 SP:Iteration 39Q (2133.622372 sec): 3 clusters Score: Raw -1002962.842051 + Penalty 3047.070176 = -999915.771875 nChanged 12 SP:Iteration 40F (2133.653674 sec): 3 clusters Score: Raw -1002964.408845 + Penalty 3047.070176 = -999917.338669 nChanged 12 SP:Iteration 41Q (2133.682901 sec): 3 clusters Score: Raw -1002966.719339 + Penalty 3047.070176 = -999919.649163 nChanged 19 SP:Iteration 42Q (2133.712087 sec): 3 clusters Score: Raw -1002969.869562 + Penalty 3047.070176 = -999922.799386 nChanged 24 SP:Iteration 43Q (2133.741359 sec): 3 clusters Score: Raw -1002974.689458 + Penalty 3047.070176 = -999927.619283 nChanged 25 SP:Iteration 44Q (2133.770510 sec): 3 clusters Score: Raw -1002981.171425 + Penalty 3047.070176 = -999934.101250 nChanged 25 SP:Iteration 45Q (2133.804739 sec): 3 clusters Score: Raw -1002985.747093 + Penalty 3047.070176 = -999938.676917 nChanged 22 SP:Iteration 46Q (2133.833850 sec): 3 clusters Score: Raw -1002990.713418 + Penalty 3047.070176 = -999943.643242 nChanged 23 SP:Iteration 47Q (2133.863114 sec): 3 clusters Score: Raw -1002996.498708 + Penalty 3047.070176 = -999949.428532 nChanged 37 SP:Iteration 48Q (2133.892341 sec): 3 clusters Score: Raw -1003004.344586 + Penalty 3047.070176 = -999957.274411 nChanged 33 SP:Iteration 49Q (2133.921377 sec): 3 clusters Score: Raw -1003011.862127 + Penalty 3047.070176 = -999964.791951 nChanged 34 SP:Iteration 50Q (2133.950581 sec): 3 clusters Score: Raw -1003020.750743 + Penalty 3047.070176 = -999973.680568 nChanged 48 SP:Iteration 51Q (2133.979526 sec): 3 clusters Score: Raw -1003033.897033 + Penalty 3047.070176 = -999986.826857 nChanged 57 SP:Iteration 52Q (2134.008598 sec): 3 clusters Score: Raw -1003049.052920 + Penalty 3047.070176 = -1000001.982744 nChanged 62 SP:Iteration 53Q (2134.037724 sec): 3 clusters Score: Raw -1003065.460590 + Penalty 3047.070176 = -1000018.390414 nChanged 51 SP:Iteration 54Q (2134.066771 sec): 3 clusters Score: Raw -1003075.759464 + Penalty 3047.070176 = -1000028.689288 nChanged 39 SP:Iteration 55Q (2134.095708 sec): 3 clusters Score: Raw -1003084.720306 + Penalty 3047.070176 = -1000037.650131 nChanged 32 SP:Iteration 56Q (2134.124756 sec): 3 clusters Score: Raw -1003090.844660 + Penalty 3047.070176 = -1000043.774484 nChanged 28 SP:Iteration 57Q (2134.153567 sec): 3 clusters Score: Raw -1003096.923787 + Penalty 3047.070176 = -1000049.853611 nChanged 34 SP:Iteration 58Q (2134.182474 sec): 3 clusters Score: Raw -1003104.791471 + Penalty 3047.070176 = -1000057.721295 nChanged 38 SP:Iteration 59Q (2134.211433 sec): 3 clusters Score: Raw -1003113.097972 + Penalty 3047.070176 = -1000066.027796 nChanged 27 SP:Iteration 60F (2134.242489 sec): 3 clusters Score: Raw -1003119.356641 + Penalty 3047.070176 = -1000072.286466 nChanged 31 SP:Iteration 61Q (2134.271389 sec): 3 clusters Score: Raw -1003125.332586 + Penalty 3047.070176 = -1000078.262410 nChanged 30 SP:Iteration 62Q (2134.300346 sec): 3 clusters Score: Raw -1003131.872560 + Penalty 3047.070176 = -1000084.802384 nChanged 31 SP:Iteration 63Q (2134.329257 sec): 3 clusters Score: Raw -1003137.980738 + Penalty 3047.070176 = -1000090.910562 nChanged 25 SP:Iteration 64Q (2134.358262 sec): 3 clusters Score: Raw -1003144.039563 + Penalty 3047.070176 = -1000096.969387 nChanged 21 SP:Iteration 65Q (2134.387088 sec): 3 clusters Score: Raw -1003148.056030 + Penalty 3047.070176 = -1000100.985854 nChanged 26 SP:Iteration 66Q (2134.415963 sec): 3 clusters Score: Raw -1003153.992189 + Penalty 3047.070176 = -1000106.922013 nChanged 34 SP:Iteration 67Q (2134.444914 sec): 3 clusters Score: Raw -1003162.309839 + Penalty 3047.070176 = -1000115.239663 nChanged 34 SP:Iteration 68Q (2134.473650 sec): 3 clusters Score: Raw -1003168.733779 + Penalty 3047.070176 = -1000121.663603 nChanged 29 SP:Iteration 69Q (2134.502546 sec): 3 clusters Score: Raw -1003174.262971 + Penalty 3047.070176 = -1000127.192795 nChanged 26 SP:Iteration 70Q (2134.531569 sec): 3 clusters Score: Raw -1003178.639510 + Penalty 3047.070176 = -1000131.569334 nChanged 23 SP:Iteration 71Q (2134.560306 sec): 3 clusters Score: Raw -1003182.818370 + Penalty 3047.070176 = -1000135.748194 nChanged 17 SP:Iteration 72Q (2134.589423 sec): 3 clusters Score: Raw -1003185.419985 + Penalty 3047.070176 = -1000138.349809 nChanged 18 SP:Iteration 73Q (2134.618170 sec): 3 clusters Score: Raw -1003188.352820 + Penalty 3047.070176 = -1000141.282644 nChanged 21 SP:Iteration 74Q (2134.647086 sec): 3 clusters Score: Raw -1003192.231878 + Penalty 3047.070176 = -1000145.161703 nChanged 17 SP:Iteration 75Q (2134.675934 sec): 3 clusters Score: Raw -1003194.694430 + Penalty 3047.070176 = -1000147.624254 nChanged 11 SP:Iteration 76Q (2134.704660 sec): 3 clusters Score: Raw -1003195.831845 + Penalty 3047.070176 = -1000148.761669 nChanged 5 SP:Iteration 77Q (2134.733392 sec): 3 clusters Score: Raw -1003196.656313 + Penalty 3047.070176 = -1000149.586137 nChanged 3 SP:Iteration 78Q (2134.762301 sec): 3 clusters Score: Raw -1003197.271577 + Penalty 3047.070176 = -1000150.201401 nChanged 5 SP:Iteration 79Q (2134.791087 sec): 3 clusters Score: Raw -1003197.711974 + Penalty 3047.070176 = -1000150.641798 nChanged 0 SP:Iteration 80F (2134.822256 sec): 3 clusters Score: Raw -1003197.711974 + Penalty 3047.070176 = -1000150.641798 nChanged 0 Trying to split cluster 5 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2134.836625 sec): 2 clusters Score: Raw -123722.536108 + Penalty 1212.142570 = -122510.393538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2134.846087 sec): 3 clusters Score: Raw -123027.757759 + Penalty 2424.285141 = -120603.472618 nChanged 606 SP:Iteration 1F (2134.855030 sec): 3 clusters Score: Raw -123460.074564 + Penalty 2424.285141 = -121035.789423 nChanged 145 SP:Iteration 2F (2134.863791 sec): 3 clusters Score: Raw -123590.969106 + Penalty 2424.285141 = -121166.683965 nChanged 98 SP:Iteration 3F (2134.872616 sec): 3 clusters Score: Raw -123664.973016 + Penalty 2424.285141 = -121240.687875 nChanged 65 SP:Iteration 4Q (2134.881602 sec): 3 clusters Score: Raw -123718.014557 + Penalty 2424.285141 = -121293.729416 nChanged 50 SP:Iteration 5Q (2134.890332 sec): 3 clusters Score: Raw -123763.045323 + Penalty 2424.285141 = -121338.760182 nChanged 53 SP:Iteration 6Q (2134.899130 sec): 3 clusters Score: Raw -123806.257313 + Penalty 2424.285141 = -121381.972172 nChanged 42 SP:Iteration 7Q (2134.907911 sec): 3 clusters Score: Raw -123837.614888 + Penalty 2424.285141 = -121413.329747 nChanged 36 SP:Iteration 8Q (2134.916717 sec): 3 clusters Score: Raw -123866.623582 + Penalty 2424.285141 = -121442.338441 nChanged 41 SP:Iteration 9Q (2134.925481 sec): 3 clusters Score: Raw -123902.293894 + Penalty 2424.285141 = -121478.008753 nChanged 37 SP:Iteration 10Q (2134.934230 sec): 3 clusters Score: Raw -123926.132921 + Penalty 2424.285141 = -121501.847780 nChanged 31 SP:Iteration 11Q (2134.942914 sec): 3 clusters Score: Raw -123951.968147 + Penalty 2424.285141 = -121527.683006 nChanged 23 SP:Iteration 12Q (2134.951642 sec): 3 clusters Score: Raw -123969.367866 + Penalty 2424.285141 = -121545.082725 nChanged 22 SP:Iteration 13Q (2134.960392 sec): 3 clusters Score: Raw -123996.218720 + Penalty 2424.285141 = -121571.933579 nChanged 33 SP:Iteration 14Q (2134.969124 sec): 3 clusters Score: Raw -124021.400853 + Penalty 2424.285141 = -121597.115712 nChanged 22 SP:Iteration 15Q (2134.977925 sec): 3 clusters Score: Raw -124036.627213 + Penalty 2424.285141 = -121612.342072 nChanged 14 SP:Iteration 16Q (2134.986573 sec): 3 clusters Score: Raw -124046.504299 + Penalty 2424.285141 = -121622.219158 nChanged 10 SP:Iteration 17Q (2134.995262 sec): 3 clusters Score: Raw -124050.452749 + Penalty 2424.285141 = -121626.167608 nChanged 5 SP:Iteration 18Q (2135.003948 sec): 3 clusters Score: Raw -124052.461102 + Penalty 2424.285141 = -121628.175961 nChanged 4 SP:Iteration 19Q (2135.012664 sec): 3 clusters Score: Raw -124053.568930 + Penalty 2424.285141 = -121629.283789 nChanged 2 SP:Iteration 20F (2135.021466 sec): 3 clusters Score: Raw -124053.943801 + Penalty 2424.285141 = -121629.658660 nChanged 1 SP:Iteration 21Q (2135.030172 sec): 3 clusters Score: Raw -124054.192613 + Penalty 2424.285141 = -121629.907472 nChanged 1 SP:Iteration 22Q (2135.038881 sec): 3 clusters Score: Raw -124054.373132 + Penalty 2424.285141 = -121630.087991 nChanged 0 SP:Iteration 23F (2135.047669 sec): 3 clusters Score: Raw -124054.373132 + Penalty 2424.285141 = -121630.087991 nChanged 0 Trying to split cluster 6 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2135.061046 sec): 2 clusters Score: Raw -125303.829574 + Penalty 1193.096406 = -124110.733168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2135.069376 sec): 3 clusters Score: Raw -124681.007359 + Penalty 2386.192812 = -122294.814547 nChanged 504 SP:Iteration 1F (2135.077315 sec): 3 clusters Score: Raw -125096.597631 + Penalty 2386.192812 = -122710.404819 nChanged 151 SP:Iteration 2F (2135.085139 sec): 3 clusters Score: Raw -125281.348935 + Penalty 2386.192812 = -122895.156123 nChanged 107 SP:Iteration 3F (2135.092955 sec): 3 clusters Score: Raw -125397.481591 + Penalty 2386.192812 = -123011.288779 nChanged 78 SP:Iteration 4F (2135.100842 sec): 3 clusters Score: Raw -125492.927360 + Penalty 2386.192812 = -123106.734548 nChanged 65 SP:Iteration 5Q (2135.108764 sec): 3 clusters Score: Raw -125555.558328 + Penalty 2386.192812 = -123169.365516 nChanged 45 SP:Iteration 6Q (2135.116504 sec): 3 clusters Score: Raw -125597.840862 + Penalty 2386.192812 = -123211.648050 nChanged 41 SP:Iteration 7Q (2135.124283 sec): 3 clusters Score: Raw -125645.879859 + Penalty 2386.192812 = -123259.687046 nChanged 38 SP:Iteration 8Q (2135.132052 sec): 3 clusters Score: Raw -125680.492977 + Penalty 2386.192812 = -123294.300165 nChanged 24 SP:Iteration 9Q (2135.139823 sec): 3 clusters Score: Raw -125702.828269 + Penalty 2386.192812 = -123316.635457 nChanged 23 SP:Iteration 10Q (2135.147570 sec): 3 clusters Score: Raw -125725.013011 + Penalty 2386.192812 = -123338.820198 nChanged 25 SP:Iteration 11Q (2135.155314 sec): 3 clusters Score: Raw -125748.442622 + Penalty 2386.192812 = -123362.249809 nChanged 20 SP:Iteration 12Q (2135.163035 sec): 3 clusters Score: Raw -125770.128046 + Penalty 2386.192812 = -123383.935233 nChanged 20 SP:Iteration 13Q (2135.170811 sec): 3 clusters Score: Raw -125795.347570 + Penalty 2386.192812 = -123409.154758 nChanged 21 SP:Iteration 14Q (2135.178480 sec): 3 clusters Score: Raw -125813.004398 + Penalty 2386.192812 = -123426.811586 nChanged 14 SP:Iteration 15Q (2135.186123 sec): 3 clusters Score: Raw -125823.985133 + Penalty 2386.192812 = -123437.792321 nChanged 9 SP:Iteration 16Q (2135.193823 sec): 3 clusters Score: Raw -125831.336816 + Penalty 2386.192812 = -123445.144003 nChanged 8 SP:Iteration 17Q (2135.201532 sec): 3 clusters Score: Raw -125838.023812 + Penalty 2386.192812 = -123451.830999 nChanged 9 SP:Iteration 18Q (2135.209229 sec): 3 clusters Score: Raw -125844.885168 + Penalty 2386.192812 = -123458.692356 nChanged 12 SP:Iteration 19Q (2135.216854 sec): 3 clusters Score: Raw -125854.397404 + Penalty 2386.192812 = -123468.204591 nChanged 9 SP:Iteration 20F (2135.224726 sec): 3 clusters Score: Raw -125860.652040 + Penalty 2386.192812 = -123474.459228 nChanged 6 SP:Iteration 21Q (2135.232406 sec): 3 clusters Score: Raw -125863.618073 + Penalty 2386.192812 = -123477.425261 nChanged 3 SP:Iteration 22Q (2135.240177 sec): 3 clusters Score: Raw -125864.869821 + Penalty 2386.192812 = -123478.677009 nChanged 3 SP:Iteration 23Q (2135.247887 sec): 3 clusters Score: Raw -125866.696098 + Penalty 2386.192812 = -123480.503285 nChanged 5 SP:Iteration 24Q (2135.255601 sec): 3 clusters Score: Raw -125870.841498 + Penalty 2386.192812 = -123484.648685 nChanged 8 SP:Iteration 25Q (2135.263334 sec): 3 clusters Score: Raw -125874.961280 + Penalty 2386.192812 = -123488.768467 nChanged 3 SP:Iteration 26Q (2135.271037 sec): 3 clusters Score: Raw -125876.606280 + Penalty 2386.192812 = -123490.413468 nChanged 2 SP:Iteration 27Q (2135.278682 sec): 3 clusters Score: Raw -125878.025104 + Penalty 2386.192812 = -123491.832291 nChanged 1 SP:Iteration 28Q (2135.286383 sec): 3 clusters Score: Raw -125878.246585 + Penalty 2386.192812 = -123492.053772 nChanged 0 SP:Iteration 29F (2135.294248 sec): 3 clusters Score: Raw -125878.246585 + Penalty 2386.192812 = -123492.053772 nChanged 0 Trying to split cluster 7 (2776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2135.310617 sec): 2 clusters Score: Raw -227092.845027 + Penalty 1288.424527 = -225804.420500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2135.325127 sec): 3 clusters Score: Raw -225752.667554 + Penalty 2576.849055 = -223175.818499 nChanged 1057 SP:Iteration 1F (2135.338608 sec): 3 clusters Score: Raw -226334.925924 + Penalty 2576.849055 = -223758.076869 nChanged 218 SP:Iteration 2F (2135.352243 sec): 3 clusters Score: Raw -226470.686528 + Penalty 2576.849055 = -223893.837474 nChanged 150 SP:Iteration 3F (2135.365773 sec): 3 clusters Score: Raw -226561.895701 + Penalty 2576.849055 = -223985.046646 nChanged 107 SP:Iteration 4Q (2135.379505 sec): 3 clusters Score: Raw -226625.429767 + Penalty 2576.849055 = -224048.580713 nChanged 88 SP:Iteration 5Q (2135.393161 sec): 3 clusters Score: Raw -226673.410541 + Penalty 2576.849055 = -224096.561486 nChanged 58 SP:Iteration 6Q (2135.406790 sec): 3 clusters Score: Raw -226704.060080 + Penalty 2576.849055 = -224127.211025 nChanged 51 SP:Iteration 7Q (2135.420381 sec): 3 clusters Score: Raw -226729.939340 + Penalty 2576.849055 = -224153.090285 nChanged 43 SP:Iteration 8Q (2135.434041 sec): 3 clusters Score: Raw -226751.562769 + Penalty 2576.849055 = -224174.713714 nChanged 41 SP:Iteration 9Q (2135.447540 sec): 3 clusters Score: Raw -226773.748589 + Penalty 2576.849055 = -224196.899535 nChanged 42 SP:Iteration 10Q (2135.461193 sec): 3 clusters Score: Raw -226796.459456 + Penalty 2576.849055 = -224219.610401 nChanged 36 SP:Iteration 11Q (2135.474808 sec): 3 clusters Score: Raw -226812.999510 + Penalty 2576.849055 = -224236.150456 nChanged 33 SP:Iteration 12Q (2135.488447 sec): 3 clusters Score: Raw -226835.799304 + Penalty 2576.849055 = -224258.950250 nChanged 46 SP:Iteration 13Q (2135.502065 sec): 3 clusters Score: Raw -226854.433221 + Penalty 2576.849055 = -224277.584167 nChanged 40 SP:Iteration 14Q (2135.515643 sec): 3 clusters Score: Raw -226879.721447 + Penalty 2576.849055 = -224302.872392 nChanged 54 SP:Iteration 15Q (2135.529138 sec): 3 clusters Score: Raw -226910.099755 + Penalty 2576.849055 = -224333.250701 nChanged 66 SP:Iteration 16Q (2135.542674 sec): 3 clusters Score: Raw -226948.610056 + Penalty 2576.849055 = -224371.761002 nChanged 71 SP:Iteration 17Q (2135.556224 sec): 3 clusters Score: Raw -226988.681748 + Penalty 2576.849055 = -224411.832694 nChanged 61 SP:Iteration 18Q (2135.569776 sec): 3 clusters Score: Raw -227024.621746 + Penalty 2576.849055 = -224447.772691 nChanged 65 SP:Iteration 19Q (2135.583333 sec): 3 clusters Score: Raw -227069.570409 + Penalty 2576.849055 = -224492.721354 nChanged 65 SP:Iteration 20F (2135.596824 sec): 3 clusters Score: Raw -227121.000467 + Penalty 2576.849055 = -224544.151412 nChanged 74 SP:Iteration 21Q (2135.610356 sec): 3 clusters Score: Raw -227191.345154 + Penalty 2576.849055 = -224614.496099 nChanged 95 SP:Iteration 22Q (2135.623906 sec): 3 clusters Score: Raw -227286.679580 + Penalty 2576.849055 = -224709.830525 nChanged 97 SP:Iteration 23Q (2135.637274 sec): 3 clusters Score: Raw -227364.060381 + Penalty 2576.849055 = -224787.211327 nChanged 87 SP:Iteration 24Q (2135.650691 sec): 3 clusters Score: Raw -227441.522633 + Penalty 2576.849055 = -224864.673578 nChanged 74 SP:Iteration 25Q (2135.664036 sec): 3 clusters Score: Raw -227503.516036 + Penalty 2576.849055 = -224926.666981 nChanged 54 SP:Iteration 26Q (2135.677533 sec): 3 clusters Score: Raw -227541.488604 + Penalty 2576.849055 = -224964.639550 nChanged 55 SP:Iteration 27Q (2135.690978 sec): 3 clusters Score: Raw -227581.792143 + Penalty 2576.849055 = -225004.943088 nChanged 44 SP:Iteration 28Q (2135.704424 sec): 3 clusters Score: Raw -227610.068207 + Penalty 2576.849055 = -225033.219152 nChanged 29 SP:Iteration 29Q (2135.717884 sec): 3 clusters Score: Raw -227631.094562 + Penalty 2576.849055 = -225054.245507 nChanged 29 SP:Iteration 30Q (2135.731313 sec): 3 clusters Score: Raw -227645.346197 + Penalty 2576.849055 = -225068.497142 nChanged 26 SP:Iteration 31Q (2135.744723 sec): 3 clusters Score: Raw -227656.876328 + Penalty 2576.849055 = -225080.027273 nChanged 18 SP:Iteration 32Q (2135.758096 sec): 3 clusters Score: Raw -227663.774918 + Penalty 2576.849055 = -225086.925863 nChanged 12 SP:Iteration 33Q (2135.771352 sec): 3 clusters Score: Raw -227668.745141 + Penalty 2576.849055 = -225091.896086 nChanged 5 SP:Iteration 34Q (2135.784606 sec): 3 clusters Score: Raw -227670.077868 + Penalty 2576.849055 = -225093.228814 nChanged 5 SP:Iteration 35Q (2135.797958 sec): 3 clusters Score: Raw -227671.320430 + Penalty 2576.849055 = -225094.471375 nChanged 4 SP:Iteration 36Q (2135.811363 sec): 3 clusters Score: Raw -227673.205570 + Penalty 2576.849055 = -225096.356516 nChanged 3 SP:Iteration 37Q (2135.824740 sec): 3 clusters Score: Raw -227674.702235 + Penalty 2576.849055 = -225097.853181 nChanged 1 SP:Iteration 38Q (2135.838092 sec): 3 clusters Score: Raw -227674.965521 + Penalty 2576.849055 = -225098.116466 nChanged 1 SP:Iteration 39Q (2135.851425 sec): 3 clusters Score: Raw -227675.160247 + Penalty 2576.849055 = -225098.311193 nChanged 0 SP:Iteration 40F (2135.864991 sec): 3 clusters Score: Raw -227675.160247 + Penalty 2576.849055 = -225098.311193 nChanged 0 Trying to split cluster 8 (8008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2135.886742 sec): 2 clusters Score: Raw -670111.850404 + Penalty 1460.581902 = -668651.268501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2135.912995 sec): 3 clusters Score: Raw -665703.983574 + Penalty 2921.163804 = -662782.819770 nChanged 3385 SP:Iteration 1F (2135.938161 sec): 3 clusters Score: Raw -667576.818354 + Penalty 2921.163804 = -664655.654550 nChanged 532 SP:Iteration 2F (2135.963312 sec): 3 clusters Score: Raw -667850.228859 + Penalty 2921.163804 = -664929.065054 nChanged 470 SP:Iteration 3F (2135.988704 sec): 3 clusters Score: Raw -668105.232762 + Penalty 2921.163804 = -665184.068958 nChanged 424 SP:Iteration 4F (2136.014136 sec): 3 clusters Score: Raw -668347.177699 + Penalty 2921.163804 = -665426.013895 nChanged 409 SP:Iteration 5F (2136.039589 sec): 3 clusters Score: Raw -668604.046172 + Penalty 2921.163804 = -665682.882368 nChanged 375 SP:Iteration 6Q (2136.064645 sec): 3 clusters Score: Raw -668857.485147 + Penalty 2921.163804 = -665936.321343 nChanged 324 SP:Iteration 7Q (2136.089901 sec): 3 clusters Score: Raw -669067.061540 + Penalty 2921.163804 = -666145.897736 nChanged 318 SP:Iteration 8Q (2136.115064 sec): 3 clusters Score: Raw -669253.391433 + Penalty 2921.163804 = -666332.227629 nChanged 285 SP:Iteration 9Q (2136.139924 sec): 3 clusters Score: Raw -669400.943394 + Penalty 2921.163804 = -666479.779590 nChanged 235 SP:Iteration 10Q (2136.164707 sec): 3 clusters Score: Raw -669514.042180 + Penalty 2921.163804 = -666592.878376 nChanged 216 SP:Iteration 11Q (2136.189364 sec): 3 clusters Score: Raw -669618.125603 + Penalty 2921.163804 = -666696.961799 nChanged 176 SP:Iteration 12Q (2136.214237 sec): 3 clusters Score: Raw -669681.879945 + Penalty 2921.163804 = -666760.716141 nChanged 146 SP:Iteration 13Q (2136.238675 sec): 3 clusters Score: Raw -669728.814707 + Penalty 2921.163804 = -666807.650903 nChanged 119 SP:Iteration 14Q (2136.263134 sec): 3 clusters Score: Raw -669765.200214 + Penalty 2921.163804 = -666844.036410 nChanged 98 SP:Iteration 15Q (2136.287659 sec): 3 clusters Score: Raw -669793.681441 + Penalty 2921.163804 = -666872.517637 nChanged 73 SP:Iteration 16Q (2136.311946 sec): 3 clusters Score: Raw -669814.162758 + Penalty 2921.163804 = -666892.998953 nChanged 76 SP:Iteration 17Q (2136.336270 sec): 3 clusters Score: Raw -669835.301570 + Penalty 2921.163804 = -666914.137765 nChanged 70 SP:Iteration 18Q (2136.360729 sec): 3 clusters Score: Raw -669855.754014 + Penalty 2921.163804 = -666934.590210 nChanged 78 SP:Iteration 19Q (2136.385047 sec): 3 clusters Score: Raw -669878.125468 + Penalty 2921.163804 = -666956.961664 nChanged 60 SP:Iteration 20F (2136.410472 sec): 3 clusters Score: Raw -669890.135834 + Penalty 2921.163804 = -666968.972030 nChanged 43 SP:Iteration 21Q (2136.434614 sec): 3 clusters Score: Raw -669898.060065 + Penalty 2921.163804 = -666976.896260 nChanged 32 SP:Iteration 22Q (2136.458900 sec): 3 clusters Score: Raw -669905.444790 + Penalty 2921.163804 = -666984.280985 nChanged 39 SP:Iteration 23Q (2136.483196 sec): 3 clusters Score: Raw -669917.628975 + Penalty 2921.163804 = -666996.465171 nChanged 38 SP:Iteration 24Q (2136.507555 sec): 3 clusters Score: Raw -669926.539657 + Penalty 2921.163804 = -667005.375852 nChanged 29 SP:Iteration 25Q (2136.531694 sec): 3 clusters Score: Raw -669932.419199 + Penalty 2921.163804 = -667011.255395 nChanged 29 SP:Iteration 26Q (2136.555940 sec): 3 clusters Score: Raw -669938.733031 + Penalty 2921.163804 = -667017.569227 nChanged 29 SP:Iteration 27Q (2136.580247 sec): 3 clusters Score: Raw -669944.825848 + Penalty 2921.163804 = -667023.662043 nChanged 23 SP:Iteration 28Q (2136.604641 sec): 3 clusters Score: Raw -669950.397476 + Penalty 2921.163804 = -667029.233672 nChanged 24 SP:Iteration 29Q (2136.628714 sec): 3 clusters Score: Raw -669954.757503 + Penalty 2921.163804 = -667033.593699 nChanged 19 SP:Iteration 30Q (2136.652831 sec): 3 clusters Score: Raw -669959.067413 + Penalty 2921.163804 = -667037.903609 nChanged 25 SP:Iteration 31Q (2136.677001 sec): 3 clusters Score: Raw -669964.886131 + Penalty 2921.163804 = -667043.722327 nChanged 27 SP:Iteration 32Q (2136.700935 sec): 3 clusters Score: Raw -669971.588167 + Penalty 2921.163804 = -667050.424363 nChanged 27 SP:Iteration 33Q (2136.724969 sec): 3 clusters Score: Raw -669979.128229 + Penalty 2921.163804 = -667057.964424 nChanged 24 SP:Iteration 34Q (2136.749084 sec): 3 clusters Score: Raw -669985.350750 + Penalty 2921.163804 = -667064.186946 nChanged 25 SP:Iteration 35Q (2136.773177 sec): 3 clusters Score: Raw -669992.047333 + Penalty 2921.163804 = -667070.883528 nChanged 30 SP:Iteration 36Q (2136.797302 sec): 3 clusters Score: Raw -669998.917333 + Penalty 2921.163804 = -667077.753528 nChanged 25 SP:Iteration 37Q (2136.821271 sec): 3 clusters Score: Raw -670004.303125 + Penalty 2921.163804 = -667083.139320 nChanged 19 SP:Iteration 38Q (2136.845467 sec): 3 clusters Score: Raw -670009.210404 + Penalty 2921.163804 = -667088.046599 nChanged 27 SP:Iteration 39Q (2136.869547 sec): 3 clusters Score: Raw -670015.923129 + Penalty 2921.163804 = -667094.759324 nChanged 30 SP:Iteration 40F (2136.894912 sec): 3 clusters Score: Raw -670023.502109 + Penalty 2921.163804 = -667102.338305 nChanged 32 SP:Iteration 41Q (2136.919126 sec): 3 clusters Score: Raw -670030.931122 + Penalty 2921.163804 = -667109.767318 nChanged 32 SP:Iteration 42Q (2136.943075 sec): 3 clusters Score: Raw -670038.959713 + Penalty 2921.163804 = -667117.795909 nChanged 28 SP:Iteration 43Q (2136.966928 sec): 3 clusters Score: Raw -670046.229024 + Penalty 2921.163804 = -667125.065219 nChanged 31 SP:Iteration 44Q (2136.990681 sec): 3 clusters Score: Raw -670053.655578 + Penalty 2921.163804 = -667132.491774 nChanged 34 SP:Iteration 45Q (2137.014569 sec): 3 clusters Score: Raw -670061.604557 + Penalty 2921.163804 = -667140.440753 nChanged 26 SP:Iteration 46Q (2137.038485 sec): 3 clusters Score: Raw -670069.100402 + Penalty 2921.163804 = -667147.936598 nChanged 27 SP:Iteration 47Q (2137.062458 sec): 3 clusters Score: Raw -670075.994865 + Penalty 2921.163804 = -667154.831060 nChanged 25 SP:Iteration 48Q (2137.086400 sec): 3 clusters Score: Raw -670081.758078 + Penalty 2921.163804 = -667160.594273 nChanged 25 SP:Iteration 49Q (2137.110316 sec): 3 clusters Score: Raw -670087.695140 + Penalty 2921.163804 = -667166.531336 nChanged 24 SP:Iteration 50Q (2137.134226 sec): 3 clusters Score: Raw -670094.362768 + Penalty 2921.163804 = -667173.198964 nChanged 30 SP:Iteration 51Q (2137.158268 sec): 3 clusters Score: Raw -670102.146185 + Penalty 2921.163804 = -667180.982381 nChanged 31 SP:Iteration 52Q (2137.182043 sec): 3 clusters Score: Raw -670113.278574 + Penalty 2921.163804 = -667192.114769 nChanged 39 SP:Iteration 53Q (2137.205833 sec): 3 clusters Score: Raw -670130.812037 + Penalty 2921.163804 = -667209.648233 nChanged 49 SP:Iteration 54Q (2137.229651 sec): 3 clusters Score: Raw -670146.594880 + Penalty 2921.163804 = -667225.431076 nChanged 44 SP:Iteration 55Q (2137.253509 sec): 3 clusters Score: Raw -670161.926177 + Penalty 2921.163804 = -667240.762373 nChanged 40 SP:Iteration 56Q (2137.277144 sec): 3 clusters Score: Raw -670173.571365 + Penalty 2921.163804 = -667252.407560 nChanged 26 SP:Iteration 57Q (2137.300869 sec): 3 clusters Score: Raw -670182.248103 + Penalty 2921.163804 = -667261.084299 nChanged 25 SP:Iteration 58Q (2137.324610 sec): 3 clusters Score: Raw -670190.599426 + Penalty 2921.163804 = -667269.435622 nChanged 23 SP:Iteration 59Q (2137.348234 sec): 3 clusters Score: Raw -670201.841163 + Penalty 2921.163804 = -667280.677359 nChanged 26 SP:Iteration 60F (2137.373376 sec): 3 clusters Score: Raw -670213.040452 + Penalty 2921.163804 = -667291.876648 nChanged 24 SP:Iteration 61Q (2137.396904 sec): 3 clusters Score: Raw -670220.325468 + Penalty 2921.163804 = -667299.161664 nChanged 17 SP:Iteration 62Q (2137.420548 sec): 3 clusters Score: Raw -670224.511735 + Penalty 2921.163804 = -667303.347931 nChanged 18 SP:Iteration 63Q (2137.444024 sec): 3 clusters Score: Raw -670230.115806 + Penalty 2921.163804 = -667308.952002 nChanged 28 SP:Iteration 64Q (2137.467663 sec): 3 clusters Score: Raw -670236.896552 + Penalty 2921.163804 = -667315.732748 nChanged 20 SP:Iteration 65Q (2137.491140 sec): 3 clusters Score: Raw -670241.414929 + Penalty 2921.163804 = -667320.251125 nChanged 20 SP:Iteration 66Q (2137.514684 sec): 3 clusters Score: Raw -670246.253595 + Penalty 2921.163804 = -667325.089790 nChanged 13 SP:Iteration 67Q (2137.538008 sec): 3 clusters Score: Raw -670250.206938 + Penalty 2921.163804 = -667329.043134 nChanged 9 SP:Iteration 68Q (2137.561394 sec): 3 clusters Score: Raw -670253.870982 + Penalty 2921.163804 = -667332.707178 nChanged 16 SP:Iteration 69Q (2137.584679 sec): 3 clusters Score: Raw -670258.739447 + Penalty 2921.163804 = -667337.575642 nChanged 17 SP:Iteration 70Q (2137.607851 sec): 3 clusters Score: Raw -670263.589830 + Penalty 2921.163804 = -667342.426026 nChanged 20 SP:Iteration 71Q (2137.631432 sec): 3 clusters Score: Raw -670270.484094 + Penalty 2921.163804 = -667349.320290 nChanged 21 SP:Iteration 72Q (2137.654863 sec): 3 clusters Score: Raw -670279.453599 + Penalty 2921.163804 = -667358.289795 nChanged 13 SP:Iteration 73Q (2137.678075 sec): 3 clusters Score: Raw -670287.093100 + Penalty 2921.163804 = -667365.929296 nChanged 17 SP:Iteration 74Q (2137.701418 sec): 3 clusters Score: Raw -670294.538087 + Penalty 2921.163804 = -667373.374283 nChanged 16 SP:Iteration 75Q (2137.724605 sec): 3 clusters Score: Raw -670301.648995 + Penalty 2921.163804 = -667380.485191 nChanged 20 SP:Iteration 76Q (2137.747523 sec): 3 clusters Score: Raw -670311.001149 + Penalty 2921.163804 = -667389.837344 nChanged 21 SP:Iteration 77Q (2137.770543 sec): 3 clusters Score: Raw -670322.025445 + Penalty 2921.163804 = -667400.861641 nChanged 19 SP:Iteration 78Q (2137.793493 sec): 3 clusters Score: Raw -670329.248220 + Penalty 2921.163804 = -667408.084416 nChanged 15 SP:Iteration 79Q (2137.816614 sec): 3 clusters Score: Raw -670333.185674 + Penalty 2921.163804 = -667412.021870 nChanged 11 SP:Iteration 80F (2137.841794 sec): 3 clusters Score: Raw -670337.280103 + Penalty 2921.163804 = -667416.116299 nChanged 8 SP:Iteration 81Q (2137.864918 sec): 3 clusters Score: Raw -670340.413771 + Penalty 2921.163804 = -667419.249967 nChanged 13 SP:Iteration 82Q (2137.888213 sec): 3 clusters Score: Raw -670344.017247 + Penalty 2921.163804 = -667422.853443 nChanged 5 SP:Iteration 83Q (2137.911285 sec): 3 clusters Score: Raw -670346.057690 + Penalty 2921.163804 = -667424.893886 nChanged 6 SP:Iteration 84Q (2137.934355 sec): 3 clusters Score: Raw -670348.135675 + Penalty 2921.163804 = -667426.971870 nChanged 6 SP:Iteration 85Q (2137.957241 sec): 3 clusters Score: Raw -670350.267338 + Penalty 2921.163804 = -667429.103534 nChanged 5 SP:Iteration 86Q (2137.979992 sec): 3 clusters Score: Raw -670353.329025 + Penalty 2921.163804 = -667432.165220 nChanged 5 SP:Iteration 87Q (2138.002987 sec): 3 clusters Score: Raw -670355.680220 + Penalty 2921.163804 = -667434.516415 nChanged 7 SP:Iteration 88Q (2138.025926 sec): 3 clusters Score: Raw -670357.231646 + Penalty 2921.163804 = -667436.067841 nChanged 1 SP:Iteration 89Q (2138.048974 sec): 3 clusters Score: Raw -670357.655427 + Penalty 2921.163804 = -667436.491622 nChanged 2 SP:Iteration 90Q (2138.072008 sec): 3 clusters Score: Raw -670358.091330 + Penalty 2921.163804 = -667436.927525 nChanged 2 SP:Iteration 91Q (2138.094874 sec): 3 clusters Score: Raw -670358.701082 + Penalty 2921.163804 = -667437.537278 nChanged 1 SP:Iteration 92Q (2138.117787 sec): 3 clusters Score: Raw -670358.959299 + Penalty 2921.163804 = -667437.795494 nChanged 0 SP:Iteration 93F (2138.143358 sec): 3 clusters Score: Raw -670358.959299 + Penalty 2921.163804 = -667437.795494 nChanged 0 Trying to split cluster 9 (5047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2138.162462 sec): 2 clusters Score: Raw -374350.045366 + Penalty 1385.564259 = -372964.481107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2138.184883 sec): 3 clusters Score: Raw -371735.616282 + Penalty 2771.128518 = -368964.487764 nChanged 2050 SP:Iteration 1F (2138.206706 sec): 3 clusters Score: Raw -373087.817258 + Penalty 2771.128518 = -370316.688740 nChanged 449 SP:Iteration 2F (2138.228330 sec): 3 clusters Score: Raw -373516.879138 + Penalty 2771.128518 = -370745.750620 nChanged 418 SP:Iteration 3F (2138.250183 sec): 3 clusters Score: Raw -373907.869835 + Penalty 2771.128518 = -371136.741317 nChanged 340 SP:Iteration 4F (2138.271980 sec): 3 clusters Score: Raw -374205.185648 + Penalty 2771.128518 = -371434.057130 nChanged 262 SP:Iteration 5F (2138.293906 sec): 3 clusters Score: Raw -374424.770061 + Penalty 2771.128518 = -371653.641543 nChanged 241 SP:Iteration 6Q (2138.315487 sec): 3 clusters Score: Raw -374599.795228 + Penalty 2771.128518 = -371828.666710 nChanged 178 SP:Iteration 7Q (2138.337155 sec): 3 clusters Score: Raw -374706.132047 + Penalty 2771.128518 = -371935.003529 nChanged 154 SP:Iteration 8Q (2138.358843 sec): 3 clusters Score: Raw -374803.127621 + Penalty 2771.128518 = -372031.999103 nChanged 150 SP:Iteration 9Q (2138.380338 sec): 3 clusters Score: Raw -374894.745801 + Penalty 2771.128518 = -372123.617283 nChanged 130 SP:Iteration 10Q (2138.401852 sec): 3 clusters Score: Raw -374958.579557 + Penalty 2771.128518 = -372187.451039 nChanged 105 SP:Iteration 11Q (2138.423427 sec): 3 clusters Score: Raw -375017.672798 + Penalty 2771.128518 = -372246.544280 nChanged 97 SP:Iteration 12Q (2138.444913 sec): 3 clusters Score: Raw -375075.506387 + Penalty 2771.128518 = -372304.377869 nChanged 92 SP:Iteration 13Q (2138.466245 sec): 3 clusters Score: Raw -375128.790892 + Penalty 2771.128518 = -372357.662374 nChanged 77 SP:Iteration 14Q (2138.487688 sec): 3 clusters Score: Raw -375174.186851 + Penalty 2771.128518 = -372403.058333 nChanged 82 SP:Iteration 15Q (2138.508791 sec): 3 clusters Score: Raw -375222.560527 + Penalty 2771.128518 = -372451.432009 nChanged 86 SP:Iteration 16Q (2138.529983 sec): 3 clusters Score: Raw -375275.838080 + Penalty 2771.128518 = -372504.709562 nChanged 95 SP:Iteration 17Q (2138.551225 sec): 3 clusters Score: Raw -375335.124347 + Penalty 2771.128518 = -372563.995829 nChanged 76 SP:Iteration 18Q (2138.572356 sec): 3 clusters Score: Raw -375393.897049 + Penalty 2771.128518 = -372622.768531 nChanged 85 SP:Iteration 19Q (2138.593306 sec): 3 clusters Score: Raw -375461.479487 + Penalty 2771.128518 = -372690.350969 nChanged 70 SP:Iteration 20F (2138.615242 sec): 3 clusters Score: Raw -375504.621359 + Penalty 2771.128518 = -372733.492841 nChanged 53 SP:Iteration 21Q (2138.635991 sec): 3 clusters Score: Raw -375531.925590 + Penalty 2771.128518 = -372760.797072 nChanged 40 SP:Iteration 22Q (2138.656794 sec): 3 clusters Score: Raw -375554.476042 + Penalty 2771.128518 = -372783.347524 nChanged 25 SP:Iteration 23Q (2138.677376 sec): 3 clusters Score: Raw -375567.250569 + Penalty 2771.128518 = -372796.122051 nChanged 21 SP:Iteration 24Q (2138.697837 sec): 3 clusters Score: Raw -375575.291206 + Penalty 2771.128518 = -372804.162688 nChanged 13 SP:Iteration 25Q (2138.718329 sec): 3 clusters Score: Raw -375579.903770 + Penalty 2771.128518 = -372808.775252 nChanged 6 SP:Iteration 26Q (2138.739140 sec): 3 clusters Score: Raw -375581.311173 + Penalty 2771.128518 = -372810.182655 nChanged 2 SP:Iteration 27Q (2138.759776 sec): 3 clusters Score: Raw -375581.748600 + Penalty 2771.128518 = -372810.620082 nChanged 2 SP:Iteration 28Q (2138.780464 sec): 3 clusters Score: Raw -375582.035120 + Penalty 2771.128518 = -372810.906602 nChanged 1 SP:Iteration 29Q (2138.835658 sec): 3 clusters Score: Raw -375582.186206 + Penalty 2771.128518 = -372811.057688 nChanged 1 SP:Iteration 30Q (2138.883690 sec): 3 clusters Score: Raw -375582.258052 + Penalty 2771.128518 = -372811.129534 nChanged 0 SP:Iteration 31F (2138.903759 sec): 3 clusters Score: Raw -375582.258052 + Penalty 2771.128518 = -372811.129534 nChanged 0 Trying to split cluster 10 (6700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2138.927310 sec): 2 clusters Score: Raw -557116.964486 + Penalty 1431.602706 = -555685.361780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2138.953193 sec): 3 clusters Score: Raw -553451.044541 + Penalty 2863.205412 = -550587.839129 nChanged 2821 SP:Iteration 1F (2138.977007 sec): 3 clusters Score: Raw -554981.183171 + Penalty 2863.205412 = -552117.977759 nChanged 430 SP:Iteration 2F (2139.000527 sec): 3 clusters Score: Raw -555166.277744 + Penalty 2863.205412 = -552303.072333 nChanged 315 SP:Iteration 3Q (2139.024288 sec): 3 clusters Score: Raw -555287.763362 + Penalty 2863.205412 = -552424.557950 nChanged 236 SP:Iteration 4Q (2139.048193 sec): 3 clusters Score: Raw -555362.778466 + Penalty 2863.205412 = -552499.573055 nChanged 192 SP:Iteration 5Q (2139.072115 sec): 3 clusters Score: Raw -555439.768988 + Penalty 2863.205412 = -552576.563577 nChanged 191 SP:Iteration 6Q (2139.095890 sec): 3 clusters Score: Raw -555525.377239 + Penalty 2863.205412 = -552662.171828 nChanged 223 SP:Iteration 7Q (2139.119602 sec): 3 clusters Score: Raw -555617.472619 + Penalty 2863.205412 = -552754.267208 nChanged 227 SP:Iteration 8Q (2139.143396 sec): 3 clusters Score: Raw -555718.328467 + Penalty 2863.205412 = -552855.123055 nChanged 231 SP:Iteration 9Q (2139.167341 sec): 3 clusters Score: Raw -555824.897794 + Penalty 2863.205412 = -552961.692382 nChanged 225 SP:Iteration 10Q (2139.191190 sec): 3 clusters Score: Raw -555938.487269 + Penalty 2863.205412 = -553075.281857 nChanged 247 SP:Iteration 11Q (2139.214885 sec): 3 clusters Score: Raw -556053.975619 + Penalty 2863.205412 = -553190.770208 nChanged 231 SP:Iteration 12Q (2139.238853 sec): 3 clusters Score: Raw -556181.754090 + Penalty 2863.205412 = -553318.548678 nChanged 249 SP:Iteration 13Q (2139.262666 sec): 3 clusters Score: Raw -556310.415680 + Penalty 2863.205412 = -553447.210269 nChanged 257 SP:Iteration 14Q (2139.286422 sec): 3 clusters Score: Raw -556438.828408 + Penalty 2863.205412 = -553575.622997 nChanged 236 SP:Iteration 15Q (2139.310127 sec): 3 clusters Score: Raw -556553.779622 + Penalty 2863.205412 = -553690.574210 nChanged 205 SP:Iteration 16Q (2139.333523 sec): 3 clusters Score: Raw -556675.400176 + Penalty 2863.205412 = -553812.194765 nChanged 204 SP:Iteration 17Q (2139.357147 sec): 3 clusters Score: Raw -556777.626450 + Penalty 2863.205412 = -553914.421039 nChanged 176 SP:Iteration 18Q (2139.381026 sec): 3 clusters Score: Raw -556860.723858 + Penalty 2863.205412 = -553997.518446 nChanged 164 SP:Iteration 19Q (2139.404792 sec): 3 clusters Score: Raw -556928.745919 + Penalty 2863.205412 = -554065.540507 nChanged 115 SP:Iteration 20F (2139.428627 sec): 3 clusters Score: Raw -556976.588449 + Penalty 2863.205412 = -554113.383038 nChanged 99 SP:Iteration 21Q (2139.452283 sec): 3 clusters Score: Raw -557013.283865 + Penalty 2863.205412 = -554150.078454 nChanged 88 SP:Iteration 22Q (2139.476069 sec): 3 clusters Score: Raw -557049.117126 + Penalty 2863.205412 = -554185.911715 nChanged 90 SP:Iteration 23Q (2139.499771 sec): 3 clusters Score: Raw -557081.400250 + Penalty 2863.205412 = -554218.194838 nChanged 75 SP:Iteration 24Q (2139.523298 sec): 3 clusters Score: Raw -557106.013622 + Penalty 2863.205412 = -554242.808211 nChanged 70 SP:Iteration 25Q (2139.546791 sec): 3 clusters Score: Raw -557134.553426 + Penalty 2863.205412 = -554271.348014 nChanged 69 SP:Iteration 26Q (2139.570413 sec): 3 clusters Score: Raw -557164.126246 + Penalty 2863.205412 = -554300.920834 nChanged 85 SP:Iteration 27Q (2139.594046 sec): 3 clusters Score: Raw -557197.104148 + Penalty 2863.205412 = -554333.898736 nChanged 84 SP:Iteration 28Q (2139.617545 sec): 3 clusters Score: Raw -557227.205648 + Penalty 2863.205412 = -554364.000236 nChanged 78 SP:Iteration 29Q (2139.641144 sec): 3 clusters Score: Raw -557257.995125 + Penalty 2863.205412 = -554394.789713 nChanged 65 SP:Iteration 30Q (2139.664679 sec): 3 clusters Score: Raw -557278.874503 + Penalty 2863.205412 = -554415.669092 nChanged 49 SP:Iteration 31Q (2139.688116 sec): 3 clusters Score: Raw -557293.809375 + Penalty 2863.205412 = -554430.603964 nChanged 48 SP:Iteration 32Q (2139.711756 sec): 3 clusters Score: Raw -557311.397641 + Penalty 2863.205412 = -554448.192230 nChanged 53 SP:Iteration 33Q (2139.734961 sec): 3 clusters Score: Raw -557327.367972 + Penalty 2863.205412 = -554464.162561 nChanged 48 SP:Iteration 34Q (2139.758442 sec): 3 clusters Score: Raw -557340.163628 + Penalty 2863.205412 = -554476.958216 nChanged 34 SP:Iteration 35Q (2139.781895 sec): 3 clusters Score: Raw -557347.972387 + Penalty 2863.205412 = -554484.766975 nChanged 27 SP:Iteration 36Q (2139.805304 sec): 3 clusters Score: Raw -557355.300525 + Penalty 2863.205412 = -554492.095113 nChanged 20 SP:Iteration 37Q (2139.828799 sec): 3 clusters Score: Raw -557359.931654 + Penalty 2863.205412 = -554496.726242 nChanged 16 SP:Iteration 38Q (2139.852241 sec): 3 clusters Score: Raw -557363.746363 + Penalty 2863.205412 = -554500.540951 nChanged 17 SP:Iteration 39Q (2139.875457 sec): 3 clusters Score: Raw -557367.725114 + Penalty 2863.205412 = -554504.519702 nChanged 19 SP:Iteration 40F (2139.899084 sec): 3 clusters Score: Raw -557372.575035 + Penalty 2863.205412 = -554509.369623 nChanged 21 SP:Iteration 41Q (2139.922463 sec): 3 clusters Score: Raw -557377.490598 + Penalty 2863.205412 = -554514.285187 nChanged 23 SP:Iteration 42Q (2139.945986 sec): 3 clusters Score: Raw -557382.439439 + Penalty 2863.205412 = -554519.234027 nChanged 13 SP:Iteration 43Q (2139.969237 sec): 3 clusters Score: Raw -557385.635582 + Penalty 2863.205412 = -554522.430170 nChanged 16 SP:Iteration 44Q (2139.992723 sec): 3 clusters Score: Raw -557389.594488 + Penalty 2863.205412 = -554526.389076 nChanged 16 SP:Iteration 45Q (2140.016221 sec): 3 clusters Score: Raw -557393.341681 + Penalty 2863.205412 = -554530.136270 nChanged 14 SP:Iteration 46Q (2140.039564 sec): 3 clusters Score: Raw -557396.017932 + Penalty 2863.205412 = -554532.812520 nChanged 8 SP:Iteration 47Q (2140.063155 sec): 3 clusters Score: Raw -557397.560549 + Penalty 2863.205412 = -554534.355137 nChanged 7 SP:Iteration 48Q (2140.086323 sec): 3 clusters Score: Raw -557398.591770 + Penalty 2863.205412 = -554535.386358 nChanged 5 SP:Iteration 49Q (2140.139501 sec): 3 clusters Score: Raw -557399.281627 + Penalty 2863.205412 = -554536.076215 nChanged 2 SP:Iteration 50Q (2140.161948 sec): 3 clusters Score: Raw -557399.572134 + Penalty 2863.205412 = -554536.366723 nChanged 1 SP:Iteration 51Q (2140.185136 sec): 3 clusters Score: Raw -557399.654139 + Penalty 2863.205412 = -554536.448727 nChanged 0 SP:Iteration 52F (2140.208857 sec): 3 clusters Score: Raw -557399.654139 + Penalty 2863.205412 = -554536.448727 nChanged 0 Trying to split cluster 11 (8896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2140.236999 sec): 2 clusters Score: Raw -754309.828750 + Penalty 1477.670515 = -752832.158235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2140.263959 sec): 3 clusters Score: Raw -749364.675973 + Penalty 2955.341030 = -746409.334942 nChanged 3781 SP:Iteration 1F (2140.320772 sec): 3 clusters Score: Raw -751429.913705 + Penalty 2955.341030 = -748474.572675 nChanged 552 SP:Iteration 2F (2140.369983 sec): 3 clusters Score: Raw -751679.190164 + Penalty 2955.341030 = -748723.849134 nChanged 453 SP:Iteration 3F (2140.395569 sec): 3 clusters Score: Raw -751876.412409 + Penalty 2955.341030 = -748921.071378 nChanged 394 SP:Iteration 4Q (2140.422069 sec): 3 clusters Score: Raw -752059.341288 + Penalty 2955.341030 = -749104.000257 nChanged 370 SP:Iteration 5Q (2140.448293 sec): 3 clusters Score: Raw -752229.582985 + Penalty 2955.341030 = -749274.241954 nChanged 368 SP:Iteration 6Q (2140.474534 sec): 3 clusters Score: Raw -752400.191700 + Penalty 2955.341030 = -749444.850670 nChanged 328 SP:Iteration 7Q (2140.500528 sec): 3 clusters Score: Raw -752548.304003 + Penalty 2955.341030 = -749592.962973 nChanged 322 SP:Iteration 8Q (2140.526310 sec): 3 clusters Score: Raw -752692.793131 + Penalty 2955.341030 = -749737.452101 nChanged 311 SP:Iteration 9Q (2140.552520 sec): 3 clusters Score: Raw -752841.952933 + Penalty 2955.341030 = -749886.611902 nChanged 329 SP:Iteration 10Q (2140.578459 sec): 3 clusters Score: Raw -753009.921172 + Penalty 2955.341030 = -750054.580141 nChanged 340 SP:Iteration 11Q (2140.604339 sec): 3 clusters Score: Raw -753198.214372 + Penalty 2955.341030 = -750242.873341 nChanged 312 SP:Iteration 12Q (2140.630146 sec): 3 clusters Score: Raw -753367.265433 + Penalty 2955.341030 = -750411.924403 nChanged 286 SP:Iteration 13Q (2140.655782 sec): 3 clusters Score: Raw -753514.564761 + Penalty 2955.341030 = -750559.223731 nChanged 286 SP:Iteration 14Q (2140.681462 sec): 3 clusters Score: Raw -753664.881704 + Penalty 2955.341030 = -750709.540673 nChanged 261 SP:Iteration 15Q (2140.707162 sec): 3 clusters Score: Raw -753795.067129 + Penalty 2955.341030 = -750839.726099 nChanged 225 SP:Iteration 16Q (2140.732693 sec): 3 clusters Score: Raw -753889.960456 + Penalty 2955.341030 = -750934.619426 nChanged 188 SP:Iteration 17Q (2140.758090 sec): 3 clusters Score: Raw -753954.838002 + Penalty 2955.341030 = -750999.496972 nChanged 150 SP:Iteration 18Q (2140.783757 sec): 3 clusters Score: Raw -754005.249909 + Penalty 2955.341030 = -751049.908879 nChanged 131 SP:Iteration 19Q (2140.809305 sec): 3 clusters Score: Raw -754046.690108 + Penalty 2955.341030 = -751091.349078 nChanged 118 SP:Iteration 20F (2140.835142 sec): 3 clusters Score: Raw -754082.588340 + Penalty 2955.341030 = -751127.247310 nChanged 107 SP:Iteration 21Q (2140.860641 sec): 3 clusters Score: Raw -754115.667949 + Penalty 2955.341030 = -751160.326918 nChanged 93 SP:Iteration 22Q (2140.886402 sec): 3 clusters Score: Raw -754142.760813 + Penalty 2955.341030 = -751187.419782 nChanged 73 SP:Iteration 23Q (2140.911998 sec): 3 clusters Score: Raw -754162.105906 + Penalty 2955.341030 = -751206.764876 nChanged 64 SP:Iteration 24Q (2140.937712 sec): 3 clusters Score: Raw -754178.398358 + Penalty 2955.341030 = -751223.057328 nChanged 60 SP:Iteration 25Q (2140.963352 sec): 3 clusters Score: Raw -754196.620497 + Penalty 2955.341030 = -751241.279467 nChanged 59 SP:Iteration 26Q (2140.988873 sec): 3 clusters Score: Raw -754215.480573 + Penalty 2955.341030 = -751260.139543 nChanged 61 SP:Iteration 27Q (2141.014416 sec): 3 clusters Score: Raw -754236.104774 + Penalty 2955.341030 = -751280.763744 nChanged 63 SP:Iteration 28Q (2141.040002 sec): 3 clusters Score: Raw -754255.938615 + Penalty 2955.341030 = -751300.597584 nChanged 66 SP:Iteration 29Q (2141.065459 sec): 3 clusters Score: Raw -754274.689831 + Penalty 2955.341030 = -751319.348800 nChanged 56 SP:Iteration 30Q (2141.090910 sec): 3 clusters Score: Raw -754288.277780 + Penalty 2955.341030 = -751332.936750 nChanged 47 SP:Iteration 31Q (2141.116612 sec): 3 clusters Score: Raw -754301.294248 + Penalty 2955.341030 = -751345.953218 nChanged 48 SP:Iteration 32Q (2141.142185 sec): 3 clusters Score: Raw -754315.845552 + Penalty 2955.341030 = -751360.504522 nChanged 46 SP:Iteration 33Q (2141.167780 sec): 3 clusters Score: Raw -754328.598667 + Penalty 2955.341030 = -751373.257637 nChanged 31 SP:Iteration 34Q (2141.193069 sec): 3 clusters Score: Raw -754336.895794 + Penalty 2955.341030 = -751381.554764 nChanged 32 SP:Iteration 35Q (2141.218602 sec): 3 clusters Score: Raw -754346.135663 + Penalty 2955.341030 = -751390.794632 nChanged 38 SP:Iteration 36Q (2141.243916 sec): 3 clusters Score: Raw -754358.291351 + Penalty 2955.341030 = -751402.950320 nChanged 48 SP:Iteration 37Q (2141.269217 sec): 3 clusters Score: Raw -754371.320342 + Penalty 2955.341030 = -751415.979312 nChanged 43 SP:Iteration 38Q (2141.294593 sec): 3 clusters Score: Raw -754381.581534 + Penalty 2955.341030 = -751426.240504 nChanged 39 SP:Iteration 39Q (2141.319774 sec): 3 clusters Score: Raw -754390.956765 + Penalty 2955.341030 = -751435.615735 nChanged 37 SP:Iteration 40F (2141.345686 sec): 3 clusters Score: Raw -754402.134086 + Penalty 2955.341030 = -751446.793056 nChanged 48 SP:Iteration 41Q (2141.370924 sec): 3 clusters Score: Raw -754414.058704 + Penalty 2955.341030 = -751458.717674 nChanged 41 SP:Iteration 42Q (2141.396353 sec): 3 clusters Score: Raw -754424.495794 + Penalty 2955.341030 = -751469.154764 nChanged 43 SP:Iteration 43Q (2141.421807 sec): 3 clusters Score: Raw -754434.604290 + Penalty 2955.341030 = -751479.263259 nChanged 42 SP:Iteration 44Q (2141.447298 sec): 3 clusters Score: Raw -754446.956689 + Penalty 2955.341030 = -751491.615659 nChanged 42 SP:Iteration 45Q (2141.472557 sec): 3 clusters Score: Raw -754457.283358 + Penalty 2955.341030 = -751501.942327 nChanged 40 SP:Iteration 46Q (2141.497809 sec): 3 clusters Score: Raw -754466.735055 + Penalty 2955.341030 = -751511.394025 nChanged 33 SP:Iteration 47Q (2141.522841 sec): 3 clusters Score: Raw -754473.384299 + Penalty 2955.341030 = -751518.043268 nChanged 29 SP:Iteration 48Q (2141.548075 sec): 3 clusters Score: Raw -754480.726854 + Penalty 2955.341030 = -751525.385824 nChanged 31 SP:Iteration 49Q (2141.573153 sec): 3 clusters Score: Raw -754488.769196 + Penalty 2955.341030 = -751533.428166 nChanged 28 SP:Iteration 50Q (2141.598045 sec): 3 clusters Score: Raw -754494.409137 + Penalty 2955.341030 = -751539.068107 nChanged 24 SP:Iteration 51Q (2141.622985 sec): 3 clusters Score: Raw -754500.462351 + Penalty 2955.341030 = -751545.121321 nChanged 24 SP:Iteration 52Q (2141.647990 sec): 3 clusters Score: Raw -754504.913092 + Penalty 2955.341030 = -751549.572062 nChanged 23 SP:Iteration 53Q (2141.672881 sec): 3 clusters Score: Raw -754508.667532 + Penalty 2955.341030 = -751553.326501 nChanged 27 SP:Iteration 54Q (2141.697994 sec): 3 clusters Score: Raw -754514.277265 + Penalty 2955.341030 = -751558.936235 nChanged 24 SP:Iteration 55Q (2141.723083 sec): 3 clusters Score: Raw -754518.806357 + Penalty 2955.341030 = -751563.465326 nChanged 25 SP:Iteration 56Q (2141.748152 sec): 3 clusters Score: Raw -754524.532349 + Penalty 2955.341030 = -751569.191319 nChanged 15 SP:Iteration 57Q (2141.773103 sec): 3 clusters Score: Raw -754526.646738 + Penalty 2955.341030 = -751571.305707 nChanged 12 SP:Iteration 58Q (2141.797973 sec): 3 clusters Score: Raw -754528.544080 + Penalty 2955.341030 = -751573.203050 nChanged 13 SP:Iteration 59Q (2141.822883 sec): 3 clusters Score: Raw -754530.727762 + Penalty 2955.341030 = -751575.386731 nChanged 12 SP:Iteration 60F (2141.848688 sec): 3 clusters Score: Raw -754533.364264 + Penalty 2955.341030 = -751578.023233 nChanged 18 SP:Iteration 61Q (2141.873482 sec): 3 clusters Score: Raw -754537.703578 + Penalty 2955.341030 = -751582.362547 nChanged 18 SP:Iteration 62Q (2141.898305 sec): 3 clusters Score: Raw -754540.407806 + Penalty 2955.341030 = -751585.066775 nChanged 9 SP:Iteration 63Q (2141.923271 sec): 3 clusters Score: Raw -754541.983894 + Penalty 2955.341030 = -751586.642863 nChanged 11 SP:Iteration 64Q (2141.948177 sec): 3 clusters Score: Raw -754544.036190 + Penalty 2955.341030 = -751588.695160 nChanged 8 SP:Iteration 65Q (2141.973114 sec): 3 clusters Score: Raw -754545.373323 + Penalty 2955.341030 = -751590.032293 nChanged 6 SP:Iteration 66Q (2141.997937 sec): 3 clusters Score: Raw -754546.099579 + Penalty 2955.341030 = -751590.758548 nChanged 5 SP:Iteration 67Q (2142.033237 sec): 3 clusters Score: Raw -754546.599168 + Penalty 2955.341030 = -751591.258137 nChanged 4 SP:Iteration 68Q (2142.057975 sec): 3 clusters Score: Raw -754546.900002 + Penalty 2955.341030 = -751591.558972 nChanged 3 SP:Iteration 69Q (2142.082725 sec): 3 clusters Score: Raw -754547.367128 + Penalty 2955.341030 = -751592.026097 nChanged 5 SP:Iteration 70Q (2142.107346 sec): 3 clusters Score: Raw -754548.334643 + Penalty 2955.341030 = -751592.993613 nChanged 5 SP:Iteration 71Q (2142.132092 sec): 3 clusters Score: Raw -754549.098302 + Penalty 2955.341030 = -751593.757271 nChanged 2 SP:Iteration 72Q (2142.156768 sec): 3 clusters Score: Raw -754549.441760 + Penalty 2955.341030 = -751594.100730 nChanged 1 SP:Iteration 73Q (2142.181490 sec): 3 clusters Score: Raw -754549.484009 + Penalty 2955.341030 = -751594.142978 nChanged 1 SP:Iteration 74Q (2142.206387 sec): 3 clusters Score: Raw -754549.623382 + Penalty 2955.341030 = -751594.282352 nChanged 1 SP:Iteration 75Q (2142.231159 sec): 3 clusters Score: Raw -754549.670079 + Penalty 2955.341030 = -751594.329048 nChanged 0 SP:Iteration 76F (2142.257162 sec): 3 clusters Score: Raw -754549.670079 + Penalty 2955.341030 = -751594.329048 nChanged 0 Trying to split cluster 12 (3141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2142.273156 sec): 2 clusters Score: Raw -248835.084047 + Penalty 1308.498181 = -247526.585866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2142.289490 sec): 3 clusters Score: Raw -247365.943728 + Penalty 2616.996362 = -244748.947366 nChanged 1162 SP:Iteration 1F (2142.304806 sec): 3 clusters Score: Raw -248029.344547 + Penalty 2616.996362 = -245412.348184 nChanged 239 SP:Iteration 2F (2142.320132 sec): 3 clusters Score: Raw -248168.796832 + Penalty 2616.996362 = -245551.800469 nChanged 148 SP:Iteration 3Q (2142.335478 sec): 3 clusters Score: Raw -248241.966425 + Penalty 2616.996362 = -245624.970063 nChanged 103 SP:Iteration 4Q (2142.350816 sec): 3 clusters Score: Raw -248293.570631 + Penalty 2616.996362 = -245676.574268 nChanged 89 SP:Iteration 5Q (2142.366037 sec): 3 clusters Score: Raw -248338.982711 + Penalty 2616.996362 = -245721.986348 nChanged 88 SP:Iteration 6Q (2142.381366 sec): 3 clusters Score: Raw -248380.629850 + Penalty 2616.996362 = -245763.633488 nChanged 69 SP:Iteration 7Q (2142.396585 sec): 3 clusters Score: Raw -248414.991883 + Penalty 2616.996362 = -245797.995521 nChanged 65 SP:Iteration 8Q (2142.411900 sec): 3 clusters Score: Raw -248442.631265 + Penalty 2616.996362 = -245825.634903 nChanged 58 SP:Iteration 9Q (2142.427229 sec): 3 clusters Score: Raw -248468.204593 + Penalty 2616.996362 = -245851.208230 nChanged 48 SP:Iteration 10Q (2142.442401 sec): 3 clusters Score: Raw -248487.422189 + Penalty 2616.996362 = -245870.425827 nChanged 44 SP:Iteration 11Q (2142.457737 sec): 3 clusters Score: Raw -248504.743173 + Penalty 2616.996362 = -245887.746810 nChanged 43 SP:Iteration 12Q (2142.473039 sec): 3 clusters Score: Raw -248523.655707 + Penalty 2616.996362 = -245906.659344 nChanged 43 SP:Iteration 13Q (2142.488352 sec): 3 clusters Score: Raw -248541.061122 + Penalty 2616.996362 = -245924.064760 nChanged 33 SP:Iteration 14Q (2142.503629 sec): 3 clusters Score: Raw -248556.390936 + Penalty 2616.996362 = -245939.394574 nChanged 31 SP:Iteration 15Q (2142.518907 sec): 3 clusters Score: Raw -248567.188173 + Penalty 2616.996362 = -245950.191810 nChanged 23 SP:Iteration 16Q (2142.533892 sec): 3 clusters Score: Raw -248576.523535 + Penalty 2616.996362 = -245959.527172 nChanged 20 SP:Iteration 17Q (2142.549148 sec): 3 clusters Score: Raw -248586.660831 + Penalty 2616.996362 = -245969.664469 nChanged 26 SP:Iteration 18Q (2142.564443 sec): 3 clusters Score: Raw -248596.613357 + Penalty 2616.996362 = -245979.616995 nChanged 24 SP:Iteration 19Q (2142.579751 sec): 3 clusters Score: Raw -248604.343518 + Penalty 2616.996362 = -245987.347155 nChanged 18 SP:Iteration 20F (2142.595037 sec): 3 clusters Score: Raw -248609.064806 + Penalty 2616.996362 = -245992.068444 nChanged 10 SP:Iteration 21Q (2142.610336 sec): 3 clusters Score: Raw -248611.480241 + Penalty 2616.996362 = -245994.483879 nChanged 9 SP:Iteration 22Q (2142.625575 sec): 3 clusters Score: Raw -248614.415378 + Penalty 2616.996362 = -245997.419016 nChanged 9 SP:Iteration 23Q (2142.640852 sec): 3 clusters Score: Raw -248616.959280 + Penalty 2616.996362 = -245999.962917 nChanged 11 SP:Iteration 24Q (2142.655979 sec): 3 clusters Score: Raw -248619.366274 + Penalty 2616.996362 = -246002.369911 nChanged 8 SP:Iteration 25Q (2142.671237 sec): 3 clusters Score: Raw -248622.438505 + Penalty 2616.996362 = -246005.442143 nChanged 15 SP:Iteration 26Q (2142.686366 sec): 3 clusters Score: Raw -248627.196889 + Penalty 2616.996362 = -246010.200526 nChanged 13 SP:Iteration 27Q (2142.701470 sec): 3 clusters Score: Raw -248631.391756 + Penalty 2616.996362 = -246014.395394 nChanged 8 SP:Iteration 28Q (2142.716633 sec): 3 clusters Score: Raw -248634.549998 + Penalty 2616.996362 = -246017.553635 nChanged 11 SP:Iteration 29Q (2142.731870 sec): 3 clusters Score: Raw -248637.208066 + Penalty 2616.996362 = -246020.211703 nChanged 7 SP:Iteration 30Q (2142.747214 sec): 3 clusters Score: Raw -248638.920883 + Penalty 2616.996362 = -246021.924521 nChanged 3 SP:Iteration 31Q (2142.762437 sec): 3 clusters Score: Raw -248639.669960 + Penalty 2616.996362 = -246022.673597 nChanged 4 SP:Iteration 32Q (2142.777666 sec): 3 clusters Score: Raw -248640.852200 + Penalty 2616.996362 = -246023.855838 nChanged 4 SP:Iteration 33Q (2142.792823 sec): 3 clusters Score: Raw -248642.770063 + Penalty 2616.996362 = -246025.773701 nChanged 8 SP:Iteration 34Q (2142.808063 sec): 3 clusters Score: Raw -248645.295425 + Penalty 2616.996362 = -246028.299063 nChanged 4 SP:Iteration 35Q (2142.823265 sec): 3 clusters Score: Raw -248646.085726 + Penalty 2616.996362 = -246029.089364 nChanged 1 SP:Iteration 36Q (2142.838519 sec): 3 clusters Score: Raw -248646.444325 + Penalty 2616.996362 = -246029.447963 nChanged 2 SP:Iteration 37Q (2142.853692 sec): 3 clusters Score: Raw -248647.439847 + Penalty 2616.996362 = -246030.443485 nChanged 1 SP:Iteration 38Q (2142.868937 sec): 3 clusters Score: Raw -248647.921122 + Penalty 2616.996362 = -246030.924760 nChanged 2 SP:Iteration 39Q (2142.884021 sec): 3 clusters Score: Raw -248648.275897 + Penalty 2616.996362 = -246031.279535 nChanged 0 SP:Iteration 40F (2142.899167 sec): 3 clusters Score: Raw -248648.275897 + Penalty 2616.996362 = -246031.279535 nChanged 0 Trying to split cluster 13 (31094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2142.946268 sec): 2 clusters Score: Raw -2658913.332601 + Penalty 1681.025150 = -2657232.307451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2143.007038 sec): 3 clusters Score: Raw -2639613.625030 + Penalty 3362.050300 = -2636251.574731 nChanged 14377 SP:Iteration 1F (2143.063982 sec): 3 clusters Score: Raw -2647655.359632 + Penalty 3362.050300 = -2644293.309333 nChanged 1398 SP:Iteration 2Q (2143.123551 sec): 3 clusters Score: Raw -2648100.218997 + Penalty 3362.050300 = -2644738.168697 nChanged 1328 SP:Iteration 3Q (2143.182326 sec): 3 clusters Score: Raw -2648547.141078 + Penalty 3362.050300 = -2645185.090778 nChanged 1329 SP:Iteration 4Q (2143.240897 sec): 3 clusters Score: Raw -2649123.075428 + Penalty 3362.050300 = -2645761.025129 nChanged 1513 SP:Iteration 5Q (2143.299492 sec): 3 clusters Score: Raw -2649993.297917 + Penalty 3362.050300 = -2646631.247617 nChanged 1706 SP:Iteration 6F (2143.355104 sec): 3 clusters Score: Raw -2651132.113332 + Penalty 3362.050300 = -2647770.063032 nChanged 1794 SP:Iteration 7F (2143.411956 sec): 3 clusters Score: Raw -2652512.712746 + Penalty 3362.050300 = -2649150.662446 nChanged 1889 SP:Iteration 8F (2143.468895 sec): 3 clusters Score: Raw -2654077.869015 + Penalty 3362.050300 = -2650715.818716 nChanged 1678 SP:Iteration 9F (2143.527954 sec): 3 clusters Score: Raw -2655542.047429 + Penalty 3362.050300 = -2652179.997129 nChanged 1447 SP:Iteration 10Q (2143.584123 sec): 3 clusters Score: Raw -2656675.280675 + Penalty 3362.050300 = -2653313.230375 nChanged 1082 SP:Iteration 11Q (2143.638128 sec): 3 clusters Score: Raw -2657500.586051 + Penalty 3362.050300 = -2654138.535751 nChanged 835 SP:Iteration 12Q (2143.690425 sec): 3 clusters Score: Raw -2658061.320083 + Penalty 3362.050300 = -2654699.269783 nChanged 592 SP:Iteration 13Q (2143.741930 sec): 3 clusters Score: Raw -2658444.322107 + Penalty 3362.050300 = -2655082.271807 nChanged 456 SP:Iteration 14Q (2143.792845 sec): 3 clusters Score: Raw -2658726.767506 + Penalty 3362.050300 = -2655364.717206 nChanged 352 SP:Iteration 15Q (2143.842928 sec): 3 clusters Score: Raw -2658925.971450 + Penalty 3362.050300 = -2655563.921150 nChanged 280 SP:Iteration 16Q (2143.892482 sec): 3 clusters Score: Raw -2659065.504989 + Penalty 3362.050300 = -2655703.454689 nChanged 203 SP:Iteration 17Q (2143.941643 sec): 3 clusters Score: Raw -2659164.999855 + Penalty 3362.050300 = -2655802.949555 nChanged 164 SP:Iteration 18Q (2143.990461 sec): 3 clusters Score: Raw -2659248.195137 + Penalty 3362.050300 = -2655886.144837 nChanged 144 SP:Iteration 19Q (2144.039223 sec): 3 clusters Score: Raw -2659310.539765 + Penalty 3362.050300 = -2655948.489466 nChanged 70 SP:Iteration 20F (2144.094522 sec): 3 clusters Score: Raw -2659334.699712 + Penalty 3362.050300 = -2655972.649412 nChanged 54 SP:Iteration 21Q (2144.143925 sec): 3 clusters Score: Raw -2659351.868971 + Penalty 3362.050300 = -2655989.818671 nChanged 50 SP:Iteration 22Q (2144.192243 sec): 3 clusters Score: Raw -2659374.027202 + Penalty 3362.050300 = -2656011.976902 nChanged 54 SP:Iteration 23Q (2144.248909 sec): 3 clusters Score: Raw -2659397.577908 + Penalty 3362.050300 = -2656035.527609 nChanged 41 SP:Iteration 24Q (2144.307326 sec): 3 clusters Score: Raw -2659414.628541 + Penalty 3362.050300 = -2656052.578241 nChanged 38 SP:Iteration 25Q (2144.358486 sec): 3 clusters Score: Raw -2659428.091540 + Penalty 3362.050300 = -2656066.041240 nChanged 26 SP:Iteration 26Q (2144.406051 sec): 3 clusters Score: Raw -2659437.435822 + Penalty 3362.050300 = -2656075.385522 nChanged 18 SP:Iteration 27Q (2144.453375 sec): 3 clusters Score: Raw -2659443.850798 + Penalty 3362.050300 = -2656081.800498 nChanged 13 SP:Iteration 28Q (2144.500759 sec): 3 clusters Score: Raw -2659447.164104 + Penalty 3362.050300 = -2656085.113804 nChanged 11 SP:Iteration 29Q (2144.548186 sec): 3 clusters Score: Raw -2659450.114696 + Penalty 3362.050300 = -2656088.064396 nChanged 6 SP:Iteration 30Q (2144.595501 sec): 3 clusters Score: Raw -2659452.216631 + Penalty 3362.050300 = -2656090.166331 nChanged 6 SP:Iteration 31Q (2144.642981 sec): 3 clusters Score: Raw -2659454.078131 + Penalty 3362.050300 = -2656092.027831 nChanged 5 SP:Iteration 32Q (2144.690211 sec): 3 clusters Score: Raw -2659455.848545 + Penalty 3362.050300 = -2656093.798245 nChanged 4 SP:Iteration 33Q (2144.737517 sec): 3 clusters Score: Raw -2659457.097256 + Penalty 3362.050300 = -2656095.046956 nChanged 3 SP:Iteration 34Q (2144.784845 sec): 3 clusters Score: Raw -2659457.958694 + Penalty 3362.050300 = -2656095.908394 nChanged 3 SP:Iteration 35Q (2144.832224 sec): 3 clusters Score: Raw -2659458.736997 + Penalty 3362.050300 = -2656096.686697 nChanged 1 SP:Iteration 36Q (2144.879608 sec): 3 clusters Score: Raw -2659459.125135 + Penalty 3362.050300 = -2656097.074835 nChanged 2 SP:Iteration 37Q (2144.926976 sec): 3 clusters Score: Raw -2659459.350362 + Penalty 3362.050300 = -2656097.300062 nChanged 0 SP:Iteration 38F (2144.982223 sec): 3 clusters Score: Raw -2659459.350362 + Penalty 3362.050300 = -2656097.300062 nChanged 0 Trying to split cluster 14 (5952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2144.998261 sec): 2 clusters Score: Raw -472894.538612 + Penalty 1412.365919 = -471482.172693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2145.021440 sec): 3 clusters Score: Raw -469719.596160 + Penalty 2824.731837 = -466894.864323 nChanged 2469 SP:Iteration 1F (2145.044014 sec): 3 clusters Score: Raw -471119.219207 + Penalty 2824.731837 = -468294.487369 nChanged 460 SP:Iteration 2F (2145.066616 sec): 3 clusters Score: Raw -471385.748069 + Penalty 2824.731837 = -468561.016232 nChanged 361 SP:Iteration 3F (2145.089270 sec): 3 clusters Score: Raw -471589.554953 + Penalty 2824.731837 = -468764.823116 nChanged 286 SP:Iteration 4Q (2145.111982 sec): 3 clusters Score: Raw -471733.669162 + Penalty 2824.731837 = -468908.937324 nChanged 245 SP:Iteration 5Q (2145.134763 sec): 3 clusters Score: Raw -471854.735843 + Penalty 2824.731837 = -469030.004006 nChanged 226 SP:Iteration 6Q (2145.157646 sec): 3 clusters Score: Raw -471970.418734 + Penalty 2824.731837 = -469145.686897 nChanged 214 SP:Iteration 7Q (2145.180326 sec): 3 clusters Score: Raw -472072.441510 + Penalty 2824.731837 = -469247.709672 nChanged 196 SP:Iteration 8Q (2145.202947 sec): 3 clusters Score: Raw -472164.127222 + Penalty 2824.731837 = -469339.395384 nChanged 160 SP:Iteration 9Q (2145.225767 sec): 3 clusters Score: Raw -472244.908575 + Penalty 2824.731837 = -469420.176738 nChanged 157 SP:Iteration 10Q (2145.248485 sec): 3 clusters Score: Raw -472326.832135 + Penalty 2824.731837 = -469502.100298 nChanged 148 SP:Iteration 11Q (2145.270981 sec): 3 clusters Score: Raw -472407.005783 + Penalty 2824.731837 = -469582.273945 nChanged 135 SP:Iteration 12Q (2145.293654 sec): 3 clusters Score: Raw -472488.208382 + Penalty 2824.731837 = -469663.476545 nChanged 138 SP:Iteration 13Q (2145.316139 sec): 3 clusters Score: Raw -472568.058277 + Penalty 2824.731837 = -469743.326440 nChanged 130 SP:Iteration 14Q (2145.338780 sec): 3 clusters Score: Raw -472638.793311 + Penalty 2824.731837 = -469814.061473 nChanged 109 SP:Iteration 15Q (2145.361107 sec): 3 clusters Score: Raw -472700.659638 + Penalty 2824.731837 = -469875.927800 nChanged 91 SP:Iteration 16Q (2145.383724 sec): 3 clusters Score: Raw -472753.985939 + Penalty 2824.731837 = -469929.254102 nChanged 90 SP:Iteration 17Q (2145.406040 sec): 3 clusters Score: Raw -472803.099908 + Penalty 2824.731837 = -469978.368070 nChanged 80 SP:Iteration 18Q (2145.428392 sec): 3 clusters Score: Raw -472840.443096 + Penalty 2824.731837 = -470015.711259 nChanged 55 SP:Iteration 19Q (2145.450616 sec): 3 clusters Score: Raw -472865.888581 + Penalty 2824.731837 = -470041.156743 nChanged 61 SP:Iteration 20F (2145.473264 sec): 3 clusters Score: Raw -472896.744516 + Penalty 2824.731837 = -470072.012679 nChanged 51 SP:Iteration 21Q (2145.495438 sec): 3 clusters Score: Raw -472923.651153 + Penalty 2824.731837 = -470098.919316 nChanged 53 SP:Iteration 22Q (2145.517377 sec): 3 clusters Score: Raw -472949.616457 + Penalty 2824.731837 = -470124.884620 nChanged 49 SP:Iteration 23Q (2145.539428 sec): 3 clusters Score: Raw -472974.955289 + Penalty 2824.731837 = -470150.223452 nChanged 56 SP:Iteration 24Q (2145.562884 sec): 3 clusters Score: Raw -473001.641945 + Penalty 2824.731837 = -470176.910107 nChanged 50 SP:Iteration 25Q (2145.584864 sec): 3 clusters Score: Raw -473029.791014 + Penalty 2824.731837 = -470205.059177 nChanged 45 SP:Iteration 26Q (2145.606477 sec): 3 clusters Score: Raw -473049.872199 + Penalty 2824.731837 = -470225.140362 nChanged 32 SP:Iteration 27Q (2145.628045 sec): 3 clusters Score: Raw -473063.357319 + Penalty 2824.731837 = -470238.625481 nChanged 25 SP:Iteration 28Q (2145.649768 sec): 3 clusters Score: Raw -473074.958503 + Penalty 2824.731837 = -470250.226666 nChanged 26 SP:Iteration 29Q (2145.671307 sec): 3 clusters Score: Raw -473085.089675 + Penalty 2824.731837 = -470260.357837 nChanged 21 SP:Iteration 30Q (2145.693045 sec): 3 clusters Score: Raw -473090.926004 + Penalty 2824.731837 = -470266.194166 nChanged 13 SP:Iteration 31Q (2145.714600 sec): 3 clusters Score: Raw -473094.380717 + Penalty 2824.731837 = -470269.648880 nChanged 10 SP:Iteration 32Q (2145.736202 sec): 3 clusters Score: Raw -473097.603822 + Penalty 2824.731837 = -470272.871984 nChanged 10 SP:Iteration 33Q (2145.757766 sec): 3 clusters Score: Raw -473100.768294 + Penalty 2824.731837 = -470276.036456 nChanged 11 SP:Iteration 34Q (2145.779315 sec): 3 clusters Score: Raw -473103.275891 + Penalty 2824.731837 = -470278.544053 nChanged 8 SP:Iteration 35Q (2145.800776 sec): 3 clusters Score: Raw -473105.328400 + Penalty 2824.731837 = -470280.596563 nChanged 9 SP:Iteration 36Q (2145.822131 sec): 3 clusters Score: Raw -473107.505662 + Penalty 2824.731837 = -470282.773825 nChanged 12 SP:Iteration 37Q (2145.843809 sec): 3 clusters Score: Raw -473111.186497 + Penalty 2824.731837 = -470286.454660 nChanged 18 SP:Iteration 38Q (2145.865209 sec): 3 clusters Score: Raw -473117.773078 + Penalty 2824.731837 = -470293.041241 nChanged 21 SP:Iteration 39Q (2145.886755 sec): 3 clusters Score: Raw -473128.732160 + Penalty 2824.731837 = -470304.000323 nChanged 23 SP:Iteration 40F (2145.909479 sec): 3 clusters Score: Raw -473140.396245 + Penalty 2824.731837 = -470315.664407 nChanged 27 SP:Iteration 41Q (2145.930863 sec): 3 clusters Score: Raw -473158.294795 + Penalty 2824.731837 = -470333.562958 nChanged 38 SP:Iteration 42Q (2145.952316 sec): 3 clusters Score: Raw -473183.497165 + Penalty 2824.731837 = -470358.765328 nChanged 36 SP:Iteration 43Q (2145.973669 sec): 3 clusters Score: Raw -473204.708517 + Penalty 2824.731837 = -470379.976680 nChanged 30 SP:Iteration 44Q (2145.995020 sec): 3 clusters Score: Raw -473219.876823 + Penalty 2824.731837 = -470395.144986 nChanged 35 SP:Iteration 45Q (2146.016084 sec): 3 clusters Score: Raw -473245.947532 + Penalty 2824.731837 = -470421.215695 nChanged 34 SP:Iteration 46Q (2146.037584 sec): 3 clusters Score: Raw -473269.752008 + Penalty 2824.731837 = -470445.020171 nChanged 43 SP:Iteration 47Q (2146.058837 sec): 3 clusters Score: Raw -473292.448094 + Penalty 2824.731837 = -470467.716257 nChanged 39 SP:Iteration 48Q (2146.080011 sec): 3 clusters Score: Raw -473312.713538 + Penalty 2824.731837 = -470487.981701 nChanged 42 SP:Iteration 49Q (2146.101043 sec): 3 clusters Score: Raw -473334.466652 + Penalty 2824.731837 = -470509.734814 nChanged 34 SP:Iteration 50Q (2146.122199 sec): 3 clusters Score: Raw -473354.803111 + Penalty 2824.731837 = -470530.071274 nChanged 37 SP:Iteration 51Q (2146.143305 sec): 3 clusters Score: Raw -473384.428938 + Penalty 2824.731837 = -470559.697101 nChanged 44 SP:Iteration 52Q (2146.164134 sec): 3 clusters Score: Raw -473409.527285 + Penalty 2824.731837 = -470584.795447 nChanged 39 SP:Iteration 53Q (2146.185008 sec): 3 clusters Score: Raw -473432.475507 + Penalty 2824.731837 = -470607.743669 nChanged 47 SP:Iteration 54Q (2146.205924 sec): 3 clusters Score: Raw -473467.219004 + Penalty 2824.731837 = -470642.487167 nChanged 50 SP:Iteration 55Q (2146.226717 sec): 3 clusters Score: Raw -473504.746983 + Penalty 2824.731837 = -470680.015146 nChanged 57 SP:Iteration 56Q (2146.247849 sec): 3 clusters Score: Raw -473543.335443 + Penalty 2824.731837 = -470718.603605 nChanged 54 SP:Iteration 57Q (2146.268801 sec): 3 clusters Score: Raw -473577.501440 + Penalty 2824.731837 = -470752.769602 nChanged 42 SP:Iteration 58Q (2146.289585 sec): 3 clusters Score: Raw -473609.836510 + Penalty 2824.731837 = -470785.104672 nChanged 34 SP:Iteration 59Q (2146.310314 sec): 3 clusters Score: Raw -473633.688471 + Penalty 2824.731837 = -470808.956634 nChanged 39 SP:Iteration 60F (2146.333184 sec): 3 clusters Score: Raw -473680.813431 + Penalty 2824.731837 = -470856.081594 nChanged 41 SP:Iteration 61Q (2146.353920 sec): 3 clusters Score: Raw -473716.463472 + Penalty 2824.731837 = -470891.731635 nChanged 29 SP:Iteration 62Q (2146.374622 sec): 3 clusters Score: Raw -473730.540125 + Penalty 2824.731837 = -470905.808287 nChanged 23 SP:Iteration 63Q (2146.395367 sec): 3 clusters Score: Raw -473741.237281 + Penalty 2824.731837 = -470916.505444 nChanged 18 SP:Iteration 64Q (2146.416113 sec): 3 clusters Score: Raw -473748.916115 + Penalty 2824.731837 = -470924.184277 nChanged 15 SP:Iteration 65Q (2146.436624 sec): 3 clusters Score: Raw -473753.280201 + Penalty 2824.731837 = -470928.548364 nChanged 8 SP:Iteration 66Q (2146.457397 sec): 3 clusters Score: Raw -473756.256805 + Penalty 2824.731837 = -470931.524967 nChanged 6 SP:Iteration 67Q (2146.477974 sec): 3 clusters Score: Raw -473759.634815 + Penalty 2824.731837 = -470934.902977 nChanged 10 SP:Iteration 68Q (2146.498282 sec): 3 clusters Score: Raw -473765.047514 + Penalty 2824.731837 = -470940.315676 nChanged 7 SP:Iteration 69Q (2146.518930 sec): 3 clusters Score: Raw -473768.025048 + Penalty 2824.731837 = -470943.293211 nChanged 7 SP:Iteration 70Q (2146.539500 sec): 3 clusters Score: Raw -473773.028167 + Penalty 2824.731837 = -470948.296329 nChanged 9 SP:Iteration 71Q (2146.560158 sec): 3 clusters Score: Raw -473779.157193 + Penalty 2824.731837 = -470954.425356 nChanged 7 SP:Iteration 72Q (2146.580554 sec): 3 clusters Score: Raw -473782.162003 + Penalty 2824.731837 = -470957.430166 nChanged 8 SP:Iteration 73Q (2146.601020 sec): 3 clusters Score: Raw -473786.019177 + Penalty 2824.731837 = -470961.287340 nChanged 9 SP:Iteration 74Q (2146.621431 sec): 3 clusters Score: Raw -473790.629127 + Penalty 2824.731837 = -470965.897290 nChanged 3 SP:Iteration 75Q (2146.641832 sec): 3 clusters Score: Raw -473792.067502 + Penalty 2824.731837 = -470967.335665 nChanged 5 SP:Iteration 76Q (2146.662466 sec): 3 clusters Score: Raw -473793.867766 + Penalty 2824.731837 = -470969.135929 nChanged 3 SP:Iteration 77Q (2146.682714 sec): 3 clusters Score: Raw -473794.354660 + Penalty 2824.731837 = -470969.622822 nChanged 1 SP:Iteration 78Q (2146.703102 sec): 3 clusters Score: Raw -473794.489396 + Penalty 2824.731837 = -470969.757558 nChanged 3 SP:Iteration 79Q (2146.723813 sec): 3 clusters Score: Raw -473795.928684 + Penalty 2824.731837 = -470971.196846 nChanged 0 SP:Iteration 80F (2146.746507 sec): 3 clusters Score: Raw -473795.928684 + Penalty 2824.731837 = -470971.196846 nChanged 0 Trying to split cluster 15 (8352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2146.767935 sec): 2 clusters Score: Raw -643787.532688 + Penalty 1467.416650 = -642320.116037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2146.794092 sec): 3 clusters Score: Raw -639207.573401 + Penalty 2934.833301 = -636272.740100 nChanged 3547 SP:Iteration 1F (2146.819123 sec): 3 clusters Score: Raw -641146.023992 + Penalty 2934.833301 = -638211.190691 nChanged 538 SP:Iteration 2F (2146.844086 sec): 3 clusters Score: Raw -641419.008369 + Penalty 2934.833301 = -638484.175068 nChanged 476 SP:Iteration 3F (2146.869166 sec): 3 clusters Score: Raw -641657.941071 + Penalty 2934.833301 = -638723.107771 nChanged 430 SP:Iteration 4F (2146.894393 sec): 3 clusters Score: Raw -641868.323715 + Penalty 2934.833301 = -638933.490414 nChanged 403 SP:Iteration 5Q (2146.919494 sec): 3 clusters Score: Raw -642077.368708 + Penalty 2934.833301 = -639142.535408 nChanged 364 SP:Iteration 6Q (2146.944636 sec): 3 clusters Score: Raw -642287.329027 + Penalty 2934.833301 = -639352.495726 nChanged 384 SP:Iteration 7Q (2146.969915 sec): 3 clusters Score: Raw -642524.184530 + Penalty 2934.833301 = -639589.351229 nChanged 384 SP:Iteration 8Q (2146.995081 sec): 3 clusters Score: Raw -642788.569105 + Penalty 2934.833301 = -639853.735804 nChanged 369 SP:Iteration 9Q (2147.020510 sec): 3 clusters Score: Raw -643089.088833 + Penalty 2934.833301 = -640154.255532 nChanged 334 SP:Iteration 10Q (2147.045449 sec): 3 clusters Score: Raw -643370.520530 + Penalty 2934.833301 = -640435.687229 nChanged 244 SP:Iteration 11Q (2147.070373 sec): 3 clusters Score: Raw -643567.998760 + Penalty 2934.833301 = -640633.165459 nChanged 172 SP:Iteration 12Q (2147.094924 sec): 3 clusters Score: Raw -643695.777259 + Penalty 2934.833301 = -640760.943958 nChanged 108 SP:Iteration 13Q (2147.119181 sec): 3 clusters Score: Raw -643777.273148 + Penalty 2934.833301 = -640842.439848 nChanged 73 SP:Iteration 14Q (2147.143106 sec): 3 clusters Score: Raw -643838.520952 + Penalty 2934.833301 = -640903.687651 nChanged 51 SP:Iteration 15Q (2147.167061 sec): 3 clusters Score: Raw -643872.054454 + Penalty 2934.833301 = -640937.221153 nChanged 40 SP:Iteration 16Q (2147.190725 sec): 3 clusters Score: Raw -643907.233849 + Penalty 2934.833301 = -640972.400548 nChanged 39 SP:Iteration 17Q (2147.214523 sec): 3 clusters Score: Raw -643941.875557 + Penalty 2934.833301 = -641007.042256 nChanged 24 SP:Iteration 18Q (2147.238267 sec): 3 clusters Score: Raw -643961.737051 + Penalty 2934.833301 = -641026.903750 nChanged 18 SP:Iteration 19Q (2147.261695 sec): 3 clusters Score: Raw -643978.198909 + Penalty 2934.833301 = -641043.365608 nChanged 11 SP:Iteration 20F (2147.286708 sec): 3 clusters Score: Raw -643985.748526 + Penalty 2934.833301 = -641050.915225 nChanged 9 SP:Iteration 21Q (2147.310060 sec): 3 clusters Score: Raw -643992.539843 + Penalty 2934.833301 = -641057.706542 nChanged 7 SP:Iteration 22Q (2147.333253 sec): 3 clusters Score: Raw -643997.244801 + Penalty 2934.833301 = -641062.411500 nChanged 6 SP:Iteration 23Q (2147.356402 sec): 3 clusters Score: Raw -644002.130116 + Penalty 2934.833301 = -641067.296815 nChanged 6 SP:Iteration 24Q (2147.379661 sec): 3 clusters Score: Raw -644005.073271 + Penalty 2934.833301 = -641070.239970 nChanged 4 SP:Iteration 25Q (2147.402814 sec): 3 clusters Score: Raw -644007.686921 + Penalty 2934.833301 = -641072.853621 nChanged 5 SP:Iteration 26Q (2147.426000 sec): 3 clusters Score: Raw -644012.396814 + Penalty 2934.833301 = -641077.563513 nChanged 3 SP:Iteration 27Q (2147.449294 sec): 3 clusters Score: Raw -644013.610603 + Penalty 2934.833301 = -641078.777302 nChanged 0 SP:Iteration 28F (2147.474384 sec): 3 clusters Score: Raw -644013.610603 + Penalty 2934.833301 = -641078.777302 nChanged 0 Trying to split cluster 16 (4793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2147.492288 sec): 2 clusters Score: Raw -398438.846512 + Penalty 1377.173167 = -397061.673344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.513432 sec): 3 clusters Score: Raw -395948.832378 + Penalty 2754.346335 = -393194.486043 nChanged 1883 SP:Iteration 1F (2147.533921 sec): 3 clusters Score: Raw -396929.562022 + Penalty 2754.346335 = -394175.215687 nChanged 380 SP:Iteration 2F (2147.554368 sec): 3 clusters Score: Raw -397200.180830 + Penalty 2754.346335 = -394445.834496 nChanged 311 SP:Iteration 3F (2147.574873 sec): 3 clusters Score: Raw -397423.134022 + Penalty 2754.346335 = -394668.787687 nChanged 261 SP:Iteration 4F (2147.595139 sec): 3 clusters Score: Raw -397618.886505 + Penalty 2754.346335 = -394864.540170 nChanged 264 SP:Iteration 5F (2147.615527 sec): 3 clusters Score: Raw -397805.140796 + Penalty 2754.346335 = -395050.794462 nChanged 232 SP:Iteration 6Q (2147.636102 sec): 3 clusters Score: Raw -397979.591730 + Penalty 2754.346335 = -395225.245396 nChanged 210 SP:Iteration 7Q (2147.656588 sec): 3 clusters Score: Raw -398139.936366 + Penalty 2754.346335 = -395385.590032 nChanged 206 SP:Iteration 8Q (2147.676934 sec): 3 clusters Score: Raw -398295.202029 + Penalty 2754.346335 = -395540.855694 nChanged 179 SP:Iteration 9Q (2147.697398 sec): 3 clusters Score: Raw -398425.361784 + Penalty 2754.346335 = -395671.015449 nChanged 155 SP:Iteration 10Q (2147.717747 sec): 3 clusters Score: Raw -398526.463824 + Penalty 2754.346335 = -395772.117490 nChanged 138 SP:Iteration 11Q (2147.738141 sec): 3 clusters Score: Raw -398599.081777 + Penalty 2754.346335 = -395844.735443 nChanged 99 SP:Iteration 12Q (2147.758333 sec): 3 clusters Score: Raw -398644.195392 + Penalty 2754.346335 = -395889.849057 nChanged 84 SP:Iteration 13Q (2147.778617 sec): 3 clusters Score: Raw -398678.179193 + Penalty 2754.346335 = -395923.832859 nChanged 75 SP:Iteration 14Q (2147.798766 sec): 3 clusters Score: Raw -398710.677370 + Penalty 2754.346335 = -395956.331036 nChanged 56 SP:Iteration 15Q (2147.818640 sec): 3 clusters Score: Raw -398732.986038 + Penalty 2754.346335 = -395978.639703 nChanged 40 SP:Iteration 16Q (2147.838673 sec): 3 clusters Score: Raw -398747.308400 + Penalty 2754.346335 = -395992.962065 nChanged 33 SP:Iteration 17Q (2147.858577 sec): 3 clusters Score: Raw -398759.293218 + Penalty 2754.346335 = -396004.946884 nChanged 33 SP:Iteration 18Q (2147.878407 sec): 3 clusters Score: Raw -398768.315946 + Penalty 2754.346335 = -396013.969612 nChanged 23 SP:Iteration 19Q (2147.898387 sec): 3 clusters Score: Raw -398774.947335 + Penalty 2754.346335 = -396020.601001 nChanged 21 SP:Iteration 20F (2147.918886 sec): 3 clusters Score: Raw -398780.698198 + Penalty 2754.346335 = -396026.351863 nChanged 20 SP:Iteration 21Q (2147.938702 sec): 3 clusters Score: Raw -398787.067390 + Penalty 2754.346335 = -396032.721055 nChanged 28 SP:Iteration 22Q (2147.958655 sec): 3 clusters Score: Raw -398795.644512 + Penalty 2754.346335 = -396041.298178 nChanged 26 SP:Iteration 23Q (2147.978473 sec): 3 clusters Score: Raw -398802.459560 + Penalty 2754.346335 = -396048.113225 nChanged 27 SP:Iteration 24Q (2147.998629 sec): 3 clusters Score: Raw -398809.718847 + Penalty 2754.346335 = -396055.372512 nChanged 21 SP:Iteration 25Q (2148.018678 sec): 3 clusters Score: Raw -398815.680489 + Penalty 2754.346335 = -396061.334154 nChanged 19 SP:Iteration 26Q (2148.038727 sec): 3 clusters Score: Raw -398820.984817 + Penalty 2754.346335 = -396066.638482 nChanged 8 SP:Iteration 27Q (2148.058852 sec): 3 clusters Score: Raw -398822.816827 + Penalty 2754.346335 = -396068.470492 nChanged 6 SP:Iteration 28Q (2148.078836 sec): 3 clusters Score: Raw -398823.809043 + Penalty 2754.346335 = -396069.462708 nChanged 4 SP:Iteration 29Q (2148.098955 sec): 3 clusters Score: Raw -398824.551864 + Penalty 2754.346335 = -396070.205529 nChanged 6 SP:Iteration 30Q (2148.118820 sec): 3 clusters Score: Raw -398825.570712 + Penalty 2754.346335 = -396071.224378 nChanged 6 SP:Iteration 31Q (2148.138748 sec): 3 clusters Score: Raw -398826.208774 + Penalty 2754.346335 = -396071.862439 nChanged 1 SP:Iteration 32Q (2148.158728 sec): 3 clusters Score: Raw -398826.515999 + Penalty 2754.346335 = -396072.169664 nChanged 3 SP:Iteration 33Q (2148.178828 sec): 3 clusters Score: Raw -398826.902106 + Penalty 2754.346335 = -396072.555772 nChanged 1 SP:Iteration 34Q (2148.198921 sec): 3 clusters Score: Raw -398827.288174 + Penalty 2754.346335 = -396072.941839 nChanged 5 SP:Iteration 35Q (2148.218876 sec): 3 clusters Score: Raw -398828.403033 + Penalty 2754.346335 = -396074.056698 nChanged 6 SP:Iteration 36Q (2148.238790 sec): 3 clusters Score: Raw -398829.999974 + Penalty 2754.346335 = -396075.653640 nChanged 10 SP:Iteration 37Q (2148.258580 sec): 3 clusters Score: Raw -398833.372969 + Penalty 2754.346335 = -396079.026634 nChanged 8 SP:Iteration 38Q (2148.278420 sec): 3 clusters Score: Raw -398836.642608 + Penalty 2754.346335 = -396082.296274 nChanged 7 SP:Iteration 39Q (2148.298052 sec): 3 clusters Score: Raw -398838.318208 + Penalty 2754.346335 = -396083.971873 nChanged 3 SP:Iteration 40F (2148.318496 sec): 3 clusters Score: Raw -398839.320405 + Penalty 2754.346335 = -396084.974071 nChanged 5 SP:Iteration 41Q (2148.338263 sec): 3 clusters Score: Raw -398840.238127 + Penalty 2754.346335 = -396085.891792 nChanged 3 SP:Iteration 42Q (2148.357981 sec): 3 clusters Score: Raw -398841.089885 + Penalty 2754.346335 = -396086.743550 nChanged 5 SP:Iteration 43Q (2148.377857 sec): 3 clusters Score: Raw -398842.319936 + Penalty 2754.346335 = -396087.973601 nChanged 6 SP:Iteration 44Q (2148.397714 sec): 3 clusters Score: Raw -398843.320137 + Penalty 2754.346335 = -396088.973803 nChanged 5 SP:Iteration 45Q (2148.417788 sec): 3 clusters Score: Raw -398844.391804 + Penalty 2754.346335 = -396090.045469 nChanged 8 SP:Iteration 46Q (2148.437832 sec): 3 clusters Score: Raw -398846.569504 + Penalty 2754.346335 = -396092.223169 nChanged 6 SP:Iteration 47Q (2148.457603 sec): 3 clusters Score: Raw -398848.116691 + Penalty 2754.346335 = -396093.770357 nChanged 5 SP:Iteration 48Q (2148.477476 sec): 3 clusters Score: Raw -398849.577933 + Penalty 2754.346335 = -396095.231599 nChanged 4 SP:Iteration 49Q (2148.497364 sec): 3 clusters Score: Raw -398850.979504 + Penalty 2754.346335 = -396096.633170 nChanged 7 SP:Iteration 50Q (2148.517239 sec): 3 clusters Score: Raw -398852.478763 + Penalty 2754.346335 = -396098.132429 nChanged 7 SP:Iteration 51Q (2148.537062 sec): 3 clusters Score: Raw -398854.253241 + Penalty 2754.346335 = -396099.906906 nChanged 4 SP:Iteration 52Q (2148.556895 sec): 3 clusters Score: Raw -398855.629566 + Penalty 2754.346335 = -396101.283231 nChanged 3 SP:Iteration 53Q (2148.576765 sec): 3 clusters Score: Raw -398856.057313 + Penalty 2754.346335 = -396101.710978 nChanged 5 SP:Iteration 54Q (2148.596563 sec): 3 clusters Score: Raw -398857.221475 + Penalty 2754.346335 = -396102.875141 nChanged 7 SP:Iteration 55Q (2148.616630 sec): 3 clusters Score: Raw -398858.961252 + Penalty 2754.346335 = -396104.614917 nChanged 4 SP:Iteration 56Q (2148.636364 sec): 3 clusters Score: Raw -398859.988746 + Penalty 2754.346335 = -396105.642412 nChanged 4 SP:Iteration 57Q (2148.656352 sec): 3 clusters Score: Raw -398860.892948 + Penalty 2754.346335 = -396106.546613 nChanged 1 SP:Iteration 58Q (2148.676379 sec): 3 clusters Score: Raw -398860.983805 + Penalty 2754.346335 = -396106.637470 nChanged 1 SP:Iteration 59Q (2148.696392 sec): 3 clusters Score: Raw -398861.170563 + Penalty 2754.346335 = -396106.824228 nChanged 0 SP:Iteration 60F (2148.716712 sec): 3 clusters Score: Raw -398861.170563 + Penalty 2754.346335 = -396106.824228 nChanged 0 Trying to split cluster 17 (13542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2148.743916 sec): 2 clusters Score: Raw -1130412.610196 + Penalty 1545.952077 = -1128866.658119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2148.778019 sec): 3 clusters Score: Raw -1122574.215535 + Penalty 3091.904155 = -1119482.311380 nChanged 5951 SP:Iteration 1F (2148.810725 sec): 3 clusters Score: Raw -1125739.279325 + Penalty 3091.904155 = -1122647.375170 nChanged 765 SP:Iteration 2F (2148.843521 sec): 3 clusters Score: Raw -1126071.677462 + Penalty 3091.904155 = -1122979.773307 nChanged 723 SP:Iteration 3F (2148.876234 sec): 3 clusters Score: Raw -1126458.092069 + Penalty 3091.904155 = -1123366.187914 nChanged 777 SP:Iteration 4F (2148.908996 sec): 3 clusters Score: Raw -1126969.263327 + Penalty 3091.904155 = -1123877.359172 nChanged 823 SP:Iteration 5F (2148.941756 sec): 3 clusters Score: Raw -1127563.242452 + Penalty 3091.904155 = -1124471.338297 nChanged 842 SP:Iteration 6F (2148.974414 sec): 3 clusters Score: Raw -1128205.244184 + Penalty 3091.904155 = -1125113.340029 nChanged 843 SP:Iteration 7F (2149.007292 sec): 3 clusters Score: Raw -1128783.225874 + Penalty 3091.904155 = -1125691.321719 nChanged 754 SP:Iteration 8F (2149.039933 sec): 3 clusters Score: Raw -1129235.511733 + Penalty 3091.904155 = -1126143.607578 nChanged 586 SP:Iteration 9Q (2149.072695 sec): 3 clusters Score: Raw -1129516.209382 + Penalty 3091.904155 = -1126424.305227 nChanged 439 SP:Iteration 10Q (2149.105328 sec): 3 clusters Score: Raw -1129699.257484 + Penalty 3091.904155 = -1126607.353329 nChanged 339 SP:Iteration 11Q (2149.137670 sec): 3 clusters Score: Raw -1129828.333329 + Penalty 3091.904155 = -1126736.429174 nChanged 281 SP:Iteration 12Q (2149.170257 sec): 3 clusters Score: Raw -1129930.827021 + Penalty 3091.904155 = -1126838.922866 nChanged 222 SP:Iteration 13Q (2149.202553 sec): 3 clusters Score: Raw -1130010.962490 + Penalty 3091.904155 = -1126919.058335 nChanged 186 SP:Iteration 14Q (2149.235156 sec): 3 clusters Score: Raw -1130077.031907 + Penalty 3091.904155 = -1126985.127752 nChanged 161 SP:Iteration 15Q (2149.267370 sec): 3 clusters Score: Raw -1130134.915793 + Penalty 3091.904155 = -1127043.011638 nChanged 140 SP:Iteration 16Q (2149.299827 sec): 3 clusters Score: Raw -1130186.047508 + Penalty 3091.904155 = -1127094.143353 nChanged 143 SP:Iteration 17Q (2149.332178 sec): 3 clusters Score: Raw -1130231.743603 + Penalty 3091.904155 = -1127139.839448 nChanged 127 SP:Iteration 18Q (2149.364441 sec): 3 clusters Score: Raw -1130284.417866 + Penalty 3091.904155 = -1127192.513711 nChanged 130 SP:Iteration 19Q (2149.396787 sec): 3 clusters Score: Raw -1130329.373049 + Penalty 3091.904155 = -1127237.468894 nChanged 133 SP:Iteration 20F (2149.429352 sec): 3 clusters Score: Raw -1130367.832793 + Penalty 3091.904155 = -1127275.928638 nChanged 122 SP:Iteration 21Q (2149.461696 sec): 3 clusters Score: Raw -1130402.451551 + Penalty 3091.904155 = -1127310.547396 nChanged 112 SP:Iteration 22Q (2149.493737 sec): 3 clusters Score: Raw -1130429.960145 + Penalty 3091.904155 = -1127338.055990 nChanged 83 SP:Iteration 23Q (2149.525760 sec): 3 clusters Score: Raw -1130449.402698 + Penalty 3091.904155 = -1127357.498543 nChanged 77 SP:Iteration 24Q (2149.557690 sec): 3 clusters Score: Raw -1130468.412105 + Penalty 3091.904155 = -1127376.507950 nChanged 72 SP:Iteration 25Q (2149.589650 sec): 3 clusters Score: Raw -1130483.991366 + Penalty 3091.904155 = -1127392.087212 nChanged 74 SP:Iteration 26Q (2149.621398 sec): 3 clusters Score: Raw -1130497.351498 + Penalty 3091.904155 = -1127405.447343 nChanged 68 SP:Iteration 27Q (2149.653043 sec): 3 clusters Score: Raw -1130510.733770 + Penalty 3091.904155 = -1127418.829615 nChanged 60 SP:Iteration 28Q (2149.684826 sec): 3 clusters Score: Raw -1130522.183909 + Penalty 3091.904155 = -1127430.279754 nChanged 64 SP:Iteration 29Q (2149.716480 sec): 3 clusters Score: Raw -1130534.887002 + Penalty 3091.904155 = -1127442.982847 nChanged 65 SP:Iteration 30Q (2149.748109 sec): 3 clusters Score: Raw -1130548.415310 + Penalty 3091.904155 = -1127456.511156 nChanged 66 SP:Iteration 31Q (2149.779599 sec): 3 clusters Score: Raw -1130561.552001 + Penalty 3091.904155 = -1127469.647846 nChanged 78 SP:Iteration 32Q (2149.811219 sec): 3 clusters Score: Raw -1130578.294189 + Penalty 3091.904155 = -1127486.390034 nChanged 74 SP:Iteration 33Q (2149.842728 sec): 3 clusters Score: Raw -1130594.591704 + Penalty 3091.904155 = -1127502.687549 nChanged 62 SP:Iteration 34Q (2149.874066 sec): 3 clusters Score: Raw -1130606.769646 + Penalty 3091.904155 = -1127514.865491 nChanged 63 SP:Iteration 35Q (2149.905237 sec): 3 clusters Score: Raw -1130619.433880 + Penalty 3091.904155 = -1127527.529725 nChanged 68 SP:Iteration 36Q (2149.936331 sec): 3 clusters Score: Raw -1130633.211021 + Penalty 3091.904155 = -1127541.306866 nChanged 59 SP:Iteration 37Q (2149.997801 sec): 3 clusters Score: Raw -1130644.729276 + Penalty 3091.904155 = -1127552.825121 nChanged 47 SP:Iteration 38Q (2150.028794 sec): 3 clusters Score: Raw -1130653.234335 + Penalty 3091.904155 = -1127561.330180 nChanged 39 SP:Iteration 39Q (2150.059742 sec): 3 clusters Score: Raw -1130659.024336 + Penalty 3091.904155 = -1127567.120181 nChanged 31 SP:Iteration 40F (2150.092436 sec): 3 clusters Score: Raw -1130665.013478 + Penalty 3091.904155 = -1127573.109323 nChanged 37 SP:Iteration 41Q (2150.123497 sec): 3 clusters Score: Raw -1130672.497027 + Penalty 3091.904155 = -1127580.592872 nChanged 41 SP:Iteration 42Q (2150.154292 sec): 3 clusters Score: Raw -1130679.980404 + Penalty 3091.904155 = -1127588.076249 nChanged 38 SP:Iteration 43Q (2150.185388 sec): 3 clusters Score: Raw -1130685.130727 + Penalty 3091.904155 = -1127593.226572 nChanged 25 SP:Iteration 44Q (2150.216280 sec): 3 clusters Score: Raw -1130689.114584 + Penalty 3091.904155 = -1127597.210429 nChanged 26 SP:Iteration 45Q (2150.247144 sec): 3 clusters Score: Raw -1130692.824532 + Penalty 3091.904155 = -1127600.920377 nChanged 23 SP:Iteration 46Q (2150.277812 sec): 3 clusters Score: Raw -1130696.598821 + Penalty 3091.904155 = -1127604.694666 nChanged 25 SP:Iteration 47Q (2150.308594 sec): 3 clusters Score: Raw -1130702.343858 + Penalty 3091.904155 = -1127610.439703 nChanged 27 SP:Iteration 48Q (2150.339317 sec): 3 clusters Score: Raw -1130707.025838 + Penalty 3091.904155 = -1127615.121684 nChanged 27 SP:Iteration 49Q (2150.369926 sec): 3 clusters Score: Raw -1130711.495845 + Penalty 3091.904155 = -1127619.591690 nChanged 34 SP:Iteration 50Q (2150.400683 sec): 3 clusters Score: Raw -1130717.202773 + Penalty 3091.904155 = -1127625.298618 nChanged 32 SP:Iteration 51Q (2150.431249 sec): 3 clusters Score: Raw -1130723.924385 + Penalty 3091.904155 = -1127632.020230 nChanged 36 SP:Iteration 52Q (2150.461912 sec): 3 clusters Score: Raw -1130731.834600 + Penalty 3091.904155 = -1127639.930445 nChanged 40 SP:Iteration 53Q (2150.492350 sec): 3 clusters Score: Raw -1130738.907758 + Penalty 3091.904155 = -1127647.003603 nChanged 35 SP:Iteration 54Q (2150.522928 sec): 3 clusters Score: Raw -1130744.742581 + Penalty 3091.904155 = -1127652.838426 nChanged 30 SP:Iteration 55Q (2150.553222 sec): 3 clusters Score: Raw -1130749.991451 + Penalty 3091.904155 = -1127658.087296 nChanged 25 SP:Iteration 56Q (2150.583815 sec): 3 clusters Score: Raw -1130754.420053 + Penalty 3091.904155 = -1127662.515898 nChanged 24 SP:Iteration 57Q (2150.614139 sec): 3 clusters Score: Raw -1130758.536539 + Penalty 3091.904155 = -1127666.632384 nChanged 30 SP:Iteration 58Q (2150.644658 sec): 3 clusters Score: Raw -1130763.820522 + Penalty 3091.904155 = -1127671.916367 nChanged 25 SP:Iteration 59Q (2150.674843 sec): 3 clusters Score: Raw -1130767.590601 + Penalty 3091.904155 = -1127675.686446 nChanged 22 SP:Iteration 60F (2150.707704 sec): 3 clusters Score: Raw -1130770.175232 + Penalty 3091.904155 = -1127678.271077 nChanged 17 SP:Iteration 61Q (2150.737989 sec): 3 clusters Score: Raw -1130772.365656 + Penalty 3091.904155 = -1127680.461501 nChanged 22 SP:Iteration 62Q (2150.768325 sec): 3 clusters Score: Raw -1130775.939539 + Penalty 3091.904155 = -1127684.035384 nChanged 22 SP:Iteration 63Q (2150.798646 sec): 3 clusters Score: Raw -1130779.128043 + Penalty 3091.904155 = -1127687.223888 nChanged 19 SP:Iteration 64Q (2150.828983 sec): 3 clusters Score: Raw -1130782.075563 + Penalty 3091.904155 = -1127690.171409 nChanged 21 SP:Iteration 65Q (2150.859238 sec): 3 clusters Score: Raw -1130785.545095 + Penalty 3091.904155 = -1127693.640940 nChanged 17 SP:Iteration 66Q (2150.889588 sec): 3 clusters Score: Raw -1130788.599283 + Penalty 3091.904155 = -1127696.695128 nChanged 15 SP:Iteration 67Q (2150.919673 sec): 3 clusters Score: Raw -1130790.466548 + Penalty 3091.904155 = -1127698.562393 nChanged 8 SP:Iteration 68Q (2150.949944 sec): 3 clusters Score: Raw -1130791.688435 + Penalty 3091.904155 = -1127699.784280 nChanged 9 SP:Iteration 69Q (2150.980152 sec): 3 clusters Score: Raw -1130792.773682 + Penalty 3091.904155 = -1127700.869527 nChanged 8 SP:Iteration 70Q (2151.010363 sec): 3 clusters Score: Raw -1130793.506661 + Penalty 3091.904155 = -1127701.602506 nChanged 7 SP:Iteration 71Q (2151.040365 sec): 3 clusters Score: Raw -1130794.399885 + Penalty 3091.904155 = -1127702.495730 nChanged 6 SP:Iteration 72Q (2151.070587 sec): 3 clusters Score: Raw -1130795.028547 + Penalty 3091.904155 = -1127703.124392 nChanged 4 SP:Iteration 73Q (2151.100632 sec): 3 clusters Score: Raw -1130795.443176 + Penalty 3091.904155 = -1127703.539021 nChanged 5 SP:Iteration 74Q (2151.130756 sec): 3 clusters Score: Raw -1130795.690828 + Penalty 3091.904155 = -1127703.786673 nChanged 1 SP:Iteration 75Q (2151.160766 sec): 3 clusters Score: Raw -1130795.745828 + Penalty 3091.904155 = -1127703.841673 nChanged 2 SP:Iteration 76Q (2151.190863 sec): 3 clusters Score: Raw -1130795.983199 + Penalty 3091.904155 = -1127704.079044 nChanged 3 SP:Iteration 77Q (2151.221119 sec): 3 clusters Score: Raw -1130796.305058 + Penalty 3091.904155 = -1127704.400903 nChanged 3 SP:Iteration 78Q (2151.251232 sec): 3 clusters Score: Raw -1130796.507112 + Penalty 3091.904155 = -1127704.602957 nChanged 2 SP:Iteration 79Q (2151.281382 sec): 3 clusters Score: Raw -1130797.032289 + Penalty 3091.904155 = -1127705.128134 nChanged 5 SP:Iteration 80F (2151.314285 sec): 3 clusters Score: Raw -1130797.790582 + Penalty 3091.904155 = -1127705.886427 nChanged 2 SP:Iteration 81Q (2151.344428 sec): 3 clusters Score: Raw -1130798.058281 + Penalty 3091.904155 = -1127706.154126 nChanged 2 SP:Iteration 82Q (2151.374537 sec): 3 clusters Score: Raw -1130798.213051 + Penalty 3091.904155 = -1127706.308897 nChanged 1 SP:Iteration 83Q (2151.407026 sec): 3 clusters Score: Raw -1130798.313736 + Penalty 3091.904155 = -1127706.409581 nChanged 2 SP:Iteration 84Q (2151.437194 sec): 3 clusters Score: Raw -1130798.625221 + Penalty 3091.904155 = -1127706.721066 nChanged 5 SP:Iteration 85Q (2151.467270 sec): 3 clusters Score: Raw -1130799.283479 + Penalty 3091.904155 = -1127707.379324 nChanged 8 SP:Iteration 86Q (2151.497339 sec): 3 clusters Score: Raw -1130800.748283 + Penalty 3091.904155 = -1127708.844128 nChanged 8 SP:Iteration 87Q (2151.527406 sec): 3 clusters Score: Raw -1130801.523008 + Penalty 3091.904155 = -1127709.618853 nChanged 5 SP:Iteration 88Q (2151.557505 sec): 3 clusters Score: Raw -1130802.515776 + Penalty 3091.904155 = -1127710.611621 nChanged 4 SP:Iteration 89Q (2151.587481 sec): 3 clusters Score: Raw -1130803.144491 + Penalty 3091.904155 = -1127711.240336 nChanged 5 SP:Iteration 90Q (2151.617434 sec): 3 clusters Score: Raw -1130803.909955 + Penalty 3091.904155 = -1127712.005800 nChanged 4 SP:Iteration 91Q (2151.647409 sec): 3 clusters Score: Raw -1130804.265139 + Penalty 3091.904155 = -1127712.360984 nChanged 6 SP:Iteration 92Q (2151.677431 sec): 3 clusters Score: Raw -1130805.204452 + Penalty 3091.904155 = -1127713.300297 nChanged 7 SP:Iteration 93Q (2151.707350 sec): 3 clusters Score: Raw -1130806.064134 + Penalty 3091.904155 = -1127714.159979 nChanged 6 SP:Iteration 94Q (2151.737452 sec): 3 clusters Score: Raw -1130806.842413 + Penalty 3091.904155 = -1127714.938258 nChanged 7 SP:Iteration 95Q (2151.767477 sec): 3 clusters Score: Raw -1130807.318904 + Penalty 3091.904155 = -1127715.414749 nChanged 2 SP:Iteration 96Q (2151.797469 sec): 3 clusters Score: Raw -1130807.498245 + Penalty 3091.904155 = -1127715.594090 nChanged 3 SP:Iteration 97Q (2151.827412 sec): 3 clusters Score: Raw -1130807.806798 + Penalty 3091.904155 = -1127715.902643 nChanged 2 SP:Iteration 98Q (2151.857524 sec): 3 clusters Score: Raw -1130808.027101 + Penalty 3091.904155 = -1127716.122946 nChanged 2 SP:Iteration 99Q (2151.887588 sec): 3 clusters Score: Raw -1130808.514698 + Penalty 3091.904155 = -1127716.610543 nChanged 4 SP:Iteration 100F (2151.920531 sec): 3 clusters Score: Raw -1130808.873553 + Penalty 3091.904155 = -1127716.969398 nChanged 5 SP:Iteration 101Q (2151.950648 sec): 3 clusters Score: Raw -1130809.189472 + Penalty 3091.904155 = -1127717.285317 nChanged 0 SP:Iteration 102F (2151.983613 sec): 3 clusters Score: Raw -1130809.189472 + Penalty 3091.904155 = -1127717.285317 nChanged 0 Trying to split cluster 18 (6348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.002941 sec): 2 clusters Score: Raw -517865.346967 + Penalty 1422.832951 = -516442.514017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.025886 sec): 3 clusters Score: Raw -514489.663480 + Penalty 2845.665902 = -511643.997578 nChanged 2646 SP:Iteration 1F (2152.048446 sec): 3 clusters Score: Raw -515896.017831 + Penalty 2845.665902 = -513050.351929 nChanged 393 SP:Iteration 2F (2152.071074 sec): 3 clusters Score: Raw -516098.949769 + Penalty 2845.665902 = -513253.283868 nChanged 356 SP:Iteration 3F (2152.093576 sec): 3 clusters Score: Raw -516290.930481 + Penalty 2845.665902 = -513445.264580 nChanged 331 SP:Iteration 4F (2152.116199 sec): 3 clusters Score: Raw -516473.912541 + Penalty 2845.665902 = -513628.246639 nChanged 327 SP:Iteration 5F (2152.138592 sec): 3 clusters Score: Raw -516675.397518 + Penalty 2845.665902 = -513829.731616 nChanged 330 SP:Iteration 6F (2152.161106 sec): 3 clusters Score: Raw -516924.832053 + Penalty 2845.665902 = -514079.166152 nChanged 351 SP:Iteration 7F (2152.183387 sec): 3 clusters Score: Raw -517197.513293 + Penalty 2845.665902 = -514351.847392 nChanged 327 SP:Iteration 8F (2152.206048 sec): 3 clusters Score: Raw -517457.679690 + Penalty 2845.665902 = -514612.013788 nChanged 271 SP:Iteration 9Q (2152.228740 sec): 3 clusters Score: Raw -517684.229029 + Penalty 2845.665902 = -514838.563128 nChanged 229 SP:Iteration 10Q (2152.251372 sec): 3 clusters Score: Raw -517861.066572 + Penalty 2845.665902 = -515015.400671 nChanged 159 SP:Iteration 11Q (2152.273959 sec): 3 clusters Score: Raw -517962.984615 + Penalty 2845.665902 = -515117.318714 nChanged 115 SP:Iteration 12Q (2152.296201 sec): 3 clusters Score: Raw -518030.646232 + Penalty 2845.665902 = -515184.980331 nChanged 78 SP:Iteration 13Q (2152.318416 sec): 3 clusters Score: Raw -518091.071905 + Penalty 2845.665902 = -515245.406004 nChanged 65 SP:Iteration 14Q (2152.340648 sec): 3 clusters Score: Raw -518135.180647 + Penalty 2845.665902 = -515289.514745 nChanged 51 SP:Iteration 15Q (2152.362810 sec): 3 clusters Score: Raw -518165.717620 + Penalty 2845.665902 = -515320.051718 nChanged 37 SP:Iteration 16Q (2152.384766 sec): 3 clusters Score: Raw -518187.614059 + Penalty 2845.665902 = -515341.948158 nChanged 24 SP:Iteration 17Q (2152.406325 sec): 3 clusters Score: Raw -518200.836965 + Penalty 2845.665902 = -515355.171064 nChanged 17 SP:Iteration 18Q (2152.427945 sec): 3 clusters Score: Raw -518208.014408 + Penalty 2845.665902 = -515362.348506 nChanged 11 SP:Iteration 19Q (2152.449704 sec): 3 clusters Score: Raw -518210.886540 + Penalty 2845.665902 = -515365.220638 nChanged 3 SP:Iteration 20F (2152.472359 sec): 3 clusters Score: Raw -518211.604485 + Penalty 2845.665902 = -515365.938583 nChanged 3 SP:Iteration 21Q (2152.494005 sec): 3 clusters Score: Raw -518212.280233 + Penalty 2845.665902 = -515366.614332 nChanged 2 SP:Iteration 22Q (2152.515548 sec): 3 clusters Score: Raw -518213.205188 + Penalty 2845.665902 = -515367.539286 nChanged 2 SP:Iteration 23Q (2152.537192 sec): 3 clusters Score: Raw -518213.798495 + Penalty 2845.665902 = -515368.132593 nChanged 1 SP:Iteration 24Q (2152.558794 sec): 3 clusters Score: Raw -518214.156142 + Penalty 2845.665902 = -515368.490240 nChanged 2 SP:Iteration 25Q (2152.580394 sec): 3 clusters Score: Raw -518215.051186 + Penalty 2845.665902 = -515369.385284 nChanged 2 SP:Iteration 26Q (2152.602078 sec): 3 clusters Score: Raw -518215.516586 + Penalty 2845.665902 = -515369.850684 nChanged 2 SP:Iteration 27Q (2152.623768 sec): 3 clusters Score: Raw -518215.961176 + Penalty 2845.665902 = -515370.295275 nChanged 0 SP:Iteration 28F (2152.646101 sec): 3 clusters Score: Raw -518215.961176 + Penalty 2845.665902 = -515370.295275 nChanged 0 Trying to split cluster 19 (5362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.664531 sec): 2 clusters Score: Raw -446326.621865 + Penalty 1395.402502 = -444931.219363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.686371 sec): 3 clusters Score: Raw -443570.980938 + Penalty 2790.805004 = -440780.175934 nChanged 2140 SP:Iteration 1F (2152.707912 sec): 3 clusters Score: Raw -444809.506182 + Penalty 2790.805004 = -442018.701178 nChanged 425 SP:Iteration 2F (2152.729364 sec): 3 clusters Score: Raw -445106.940838 + Penalty 2790.805004 = -442316.135834 nChanged 380 SP:Iteration 3F (2152.750730 sec): 3 clusters Score: Raw -445390.771892 + Penalty 2790.805004 = -442599.966888 nChanged 323 SP:Iteration 4F (2152.772076 sec): 3 clusters Score: Raw -445627.733951 + Penalty 2790.805004 = -442836.928947 nChanged 312 SP:Iteration 5F (2152.793436 sec): 3 clusters Score: Raw -445862.378511 + Penalty 2790.805004 = -443071.573507 nChanged 266 SP:Iteration 6Q (2152.815065 sec): 3 clusters Score: Raw -446053.561861 + Penalty 2790.805004 = -443262.756858 nChanged 193 SP:Iteration 7Q (2152.836496 sec): 3 clusters Score: Raw -446169.547301 + Penalty 2790.805004 = -443378.742298 nChanged 157 SP:Iteration 8Q (2152.857889 sec): 3 clusters Score: Raw -446260.353506 + Penalty 2790.805004 = -443469.548502 nChanged 133 SP:Iteration 9Q (2152.879154 sec): 3 clusters Score: Raw -446326.972322 + Penalty 2790.805004 = -443536.167318 nChanged 86 SP:Iteration 10Q (2152.900543 sec): 3 clusters Score: Raw -446366.941590 + Penalty 2790.805004 = -443576.136586 nChanged 65 SP:Iteration 11Q (2152.921817 sec): 3 clusters Score: Raw -446399.522950 + Penalty 2790.805004 = -443608.717946 nChanged 56 SP:Iteration 12Q (2152.943037 sec): 3 clusters Score: Raw -446425.448316 + Penalty 2790.805004 = -443634.643312 nChanged 53 SP:Iteration 13Q (2152.964205 sec): 3 clusters Score: Raw -446449.562598 + Penalty 2790.805004 = -443658.757594 nChanged 46 SP:Iteration 14Q (2152.985515 sec): 3 clusters Score: Raw -446467.119868 + Penalty 2790.805004 = -443676.314864 nChanged 34 SP:Iteration 15Q (2153.006513 sec): 3 clusters Score: Raw -446478.277918 + Penalty 2790.805004 = -443687.472915 nChanged 27 SP:Iteration 16Q (2153.027640 sec): 3 clusters Score: Raw -446486.893374 + Penalty 2790.805004 = -443696.088370 nChanged 19 SP:Iteration 17Q (2153.048637 sec): 3 clusters Score: Raw -446492.299584 + Penalty 2790.805004 = -443701.494581 nChanged 19 SP:Iteration 18Q (2153.069793 sec): 3 clusters Score: Raw -446497.534054 + Penalty 2790.805004 = -443706.729051 nChanged 18 SP:Iteration 19Q (2153.090810 sec): 3 clusters Score: Raw -446502.841554 + Penalty 2790.805004 = -443712.036551 nChanged 12 SP:Iteration 20F (2153.112392 sec): 3 clusters Score: Raw -446505.814757 + Penalty 2790.805004 = -443715.009753 nChanged 8 SP:Iteration 21Q (2153.133404 sec): 3 clusters Score: Raw -446508.062635 + Penalty 2790.805004 = -443717.257631 nChanged 5 SP:Iteration 22Q (2153.154445 sec): 3 clusters Score: Raw -446509.368251 + Penalty 2790.805004 = -443718.563247 nChanged 3 SP:Iteration 23Q (2153.175354 sec): 3 clusters Score: Raw -446509.940365 + Penalty 2790.805004 = -443719.135361 nChanged 3 SP:Iteration 24Q (2153.196475 sec): 3 clusters Score: Raw -446510.749217 + Penalty 2790.805004 = -443719.944213 nChanged 4 SP:Iteration 25Q (2153.217654 sec): 3 clusters Score: Raw -446511.597271 + Penalty 2790.805004 = -443720.792267 nChanged 4 SP:Iteration 26Q (2153.238682 sec): 3 clusters Score: Raw -446512.330701 + Penalty 2790.805004 = -443721.525697 nChanged 6 SP:Iteration 27Q (2153.259832 sec): 3 clusters Score: Raw -446514.117161 + Penalty 2790.805004 = -443723.312158 nChanged 7 SP:Iteration 28Q (2153.280642 sec): 3 clusters Score: Raw -446516.890685 + Penalty 2790.805004 = -443726.085681 nChanged 2 SP:Iteration 29Q (2153.301441 sec): 3 clusters Score: Raw -446518.097522 + Penalty 2790.805004 = -443727.292518 nChanged 6 SP:Iteration 30Q (2153.322412 sec): 3 clusters Score: Raw -446520.243596 + Penalty 2790.805004 = -443729.438592 nChanged 10 SP:Iteration 31Q (2153.343542 sec): 3 clusters Score: Raw -446522.053756 + Penalty 2790.805004 = -443731.248753 nChanged 3 SP:Iteration 32Q (2153.364706 sec): 3 clusters Score: Raw -446522.599428 + Penalty 2790.805004 = -443731.794425 nChanged 2 SP:Iteration 33Q (2153.385656 sec): 3 clusters Score: Raw -446523.248370 + Penalty 2790.805004 = -443732.443367 nChanged 2 SP:Iteration 34Q (2153.406745 sec): 3 clusters Score: Raw -446523.812397 + Penalty 2790.805004 = -443733.007393 nChanged 3 SP:Iteration 35Q (2153.427764 sec): 3 clusters Score: Raw -446524.794275 + Penalty 2790.805004 = -443733.989271 nChanged 4 SP:Iteration 36Q (2153.448753 sec): 3 clusters Score: Raw -446525.693394 + Penalty 2790.805004 = -443734.888390 nChanged 3 SP:Iteration 37Q (2153.469700 sec): 3 clusters Score: Raw -446526.404279 + Penalty 2790.805004 = -443735.599275 nChanged 5 SP:Iteration 38Q (2153.490402 sec): 3 clusters Score: Raw -446528.397968 + Penalty 2790.805004 = -443737.592964 nChanged 6 SP:Iteration 39Q (2153.511298 sec): 3 clusters Score: Raw -446530.051578 + Penalty 2790.805004 = -443739.246574 nChanged 4 SP:Iteration 40F (2153.532781 sec): 3 clusters Score: Raw -446530.733594 + Penalty 2790.805004 = -443739.928590 nChanged 2 SP:Iteration 41Q (2153.553803 sec): 3 clusters Score: Raw -446531.053359 + Penalty 2790.805004 = -443740.248355 nChanged 2 SP:Iteration 42Q (2153.574740 sec): 3 clusters Score: Raw -446531.832764 + Penalty 2790.805004 = -443741.027760 nChanged 4 SP:Iteration 43Q (2153.595689 sec): 3 clusters Score: Raw -446532.599771 + Penalty 2790.805004 = -443741.794767 nChanged 2 SP:Iteration 44Q (2153.616531 sec): 3 clusters Score: Raw -446532.851186 + Penalty 2790.805004 = -443742.046183 nChanged 1 SP:Iteration 45Q (2153.637384 sec): 3 clusters Score: Raw -446533.086559 + Penalty 2790.805004 = -443742.281556 nChanged 1 SP:Iteration 46Q (2153.658325 sec): 3 clusters Score: Raw -446533.221370 + Penalty 2790.805004 = -443742.416367 nChanged 1 SP:Iteration 47Q (2153.679237 sec): 3 clusters Score: Raw -446533.412512 + Penalty 2790.805004 = -443742.607509 nChanged 0 SP:Iteration 48F (2153.700700 sec): 3 clusters Score: Raw -446533.412512 + Penalty 2790.805004 = -443742.607509 nChanged 0 Trying to split cluster 20 (1141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.713095 sec): 2 clusters Score: Raw -86883.432146 + Penalty 1143.944807 = -85739.487339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.719510 sec): 3 clusters Score: Raw -86498.922283 + Penalty 2287.889614 = -84211.032670 nChanged 356 SP:Iteration 1F (2153.725502 sec): 3 clusters Score: Raw -86791.167386 + Penalty 2287.889614 = -84503.277772 nChanged 85 SP:Iteration 2F (2153.731522 sec): 3 clusters Score: Raw -86877.365907 + Penalty 2287.889614 = -84589.476293 nChanged 55 SP:Iteration 3Q (2153.737556 sec): 3 clusters Score: Raw -86950.723959 + Penalty 2287.889614 = -84662.834345 nChanged 46 SP:Iteration 4Q (2153.743610 sec): 3 clusters Score: Raw -86995.620262 + Penalty 2287.889614 = -84707.730648 nChanged 31 SP:Iteration 5Q (2153.749611 sec): 3 clusters Score: Raw -87019.640383 + Penalty 2287.889614 = -84731.750769 nChanged 16 SP:Iteration 6Q (2153.755582 sec): 3 clusters Score: Raw -87035.357563 + Penalty 2287.889614 = -84747.467949 nChanged 22 SP:Iteration 7Q (2153.761573 sec): 3 clusters Score: Raw -87052.281383 + Penalty 2287.889614 = -84764.391770 nChanged 17 SP:Iteration 8Q (2153.767565 sec): 3 clusters Score: Raw -87062.767260 + Penalty 2287.889614 = -84774.877646 nChanged 8 SP:Iteration 9Q (2153.773556 sec): 3 clusters Score: Raw -87068.549381 + Penalty 2287.889614 = -84780.659767 nChanged 8 SP:Iteration 10Q (2153.779540 sec): 3 clusters Score: Raw -87074.746747 + Penalty 2287.889614 = -84786.857133 nChanged 10 SP:Iteration 11Q (2153.785468 sec): 3 clusters Score: Raw -87085.776841 + Penalty 2287.889614 = -84797.887227 nChanged 13 SP:Iteration 12Q (2153.791436 sec): 3 clusters Score: Raw -87098.841679 + Penalty 2287.889614 = -84810.952065 nChanged 11 SP:Iteration 13Q (2153.797389 sec): 3 clusters Score: Raw -87108.922929 + Penalty 2287.889614 = -84821.033315 nChanged 12 SP:Iteration 14Q (2153.803356 sec): 3 clusters Score: Raw -87120.298953 + Penalty 2287.889614 = -84832.409339 nChanged 7 SP:Iteration 15Q (2153.809284 sec): 3 clusters Score: Raw -87127.279696 + Penalty 2287.889614 = -84839.390082 nChanged 5 SP:Iteration 16Q (2153.815247 sec): 3 clusters Score: Raw -87132.200799 + Penalty 2287.889614 = -84844.311185 nChanged 6 SP:Iteration 17Q (2153.821205 sec): 3 clusters Score: Raw -87138.852314 + Penalty 2287.889614 = -84850.962700 nChanged 6 SP:Iteration 18Q (2153.827135 sec): 3 clusters Score: Raw -87145.688100 + Penalty 2287.889614 = -84857.798486 nChanged 6 SP:Iteration 19Q (2153.833073 sec): 3 clusters Score: Raw -87150.800702 + Penalty 2287.889614 = -84862.911088 nChanged 6 SP:Iteration 20F (2153.839091 sec): 3 clusters Score: Raw -87154.179498 + Penalty 2287.889614 = -84866.289885 nChanged 4 SP:Iteration 21Q (2153.844984 sec): 3 clusters Score: Raw -87155.575640 + Penalty 2287.889614 = -84867.686027 nChanged 1 SP:Iteration 22Q (2153.850920 sec): 3 clusters Score: Raw -87156.442803 + Penalty 2287.889614 = -84868.553189 nChanged 1 SP:Iteration 23Q (2153.856851 sec): 3 clusters Score: Raw -87156.922023 + Penalty 2287.889614 = -84869.032409 nChanged 0 SP:Iteration 24F (2153.862786 sec): 3 clusters Score: Raw -87156.922023 + Penalty 2287.889614 = -84869.032409 nChanged 0 Trying to split cluster 21 (1018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.872787 sec): 2 clusters Score: Raw -82289.186375 + Penalty 1125.409220 = -81163.777156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.878598 sec): 3 clusters Score: Raw -81957.962791 + Penalty 2250.818439 = -79707.144352 nChanged 319 SP:Iteration 1F (2153.884059 sec): 3 clusters Score: Raw -82222.060802 + Penalty 2250.818439 = -79971.242363 nChanged 69 SP:Iteration 2F (2153.889515 sec): 3 clusters Score: Raw -82290.177648 + Penalty 2250.818439 = -80039.359209 nChanged 36 SP:Iteration 3Q (2153.894967 sec): 3 clusters Score: Raw -82334.603225 + Penalty 2250.818439 = -80083.784786 nChanged 27 SP:Iteration 4Q (2153.900392 sec): 3 clusters Score: Raw -82363.342533 + Penalty 2250.818439 = -80112.524094 nChanged 13 SP:Iteration 5Q (2153.905835 sec): 3 clusters Score: Raw -82374.000101 + Penalty 2250.818439 = -80123.181662 nChanged 10 SP:Iteration 6Q (2153.911262 sec): 3 clusters Score: Raw -82381.367457 + Penalty 2250.818439 = -80130.549018 nChanged 6 SP:Iteration 7Q (2153.916667 sec): 3 clusters Score: Raw -82386.680094 + Penalty 2250.818439 = -80135.861655 nChanged 6 SP:Iteration 8Q (2153.922030 sec): 3 clusters Score: Raw -82393.679095 + Penalty 2250.818439 = -80142.860656 nChanged 7 SP:Iteration 9Q (2153.927425 sec): 3 clusters Score: Raw -82398.635212 + Penalty 2250.818439 = -80147.816773 nChanged 2 SP:Iteration 10Q (2153.932823 sec): 3 clusters Score: Raw -82399.766777 + Penalty 2250.818439 = -80148.948338 nChanged 0 SP:Iteration 11F (2153.938268 sec): 3 clusters Score: Raw -82399.766777 + Penalty 2250.818439 = -80148.948338 nChanged 0 Trying to split cluster 22 (4951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.957609 sec): 2 clusters Score: Raw -391805.097296 + Penalty 1382.443539 = -390422.653757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.979272 sec): 3 clusters Score: Raw -389289.055438 + Penalty 2764.887078 = -386524.168360 nChanged 1953 SP:Iteration 1F (2154.000623 sec): 3 clusters Score: Raw -390527.528482 + Penalty 2764.887078 = -387762.641404 nChanged 406 SP:Iteration 2F (2154.021706 sec): 3 clusters Score: Raw -390815.801989 + Penalty 2764.887078 = -388050.914912 nChanged 330 SP:Iteration 3F (2154.043011 sec): 3 clusters Score: Raw -391054.703322 + Penalty 2764.887078 = -388289.816244 nChanged 261 SP:Iteration 4F (2154.064253 sec): 3 clusters Score: Raw -391215.212247 + Penalty 2764.887078 = -388450.325169 nChanged 227 SP:Iteration 5Q (2154.085553 sec): 3 clusters Score: Raw -391357.679077 + Penalty 2764.887078 = -388592.791999 nChanged 197 SP:Iteration 6Q (2154.106907 sec): 3 clusters Score: Raw -391495.975211 + Penalty 2764.887078 = -388731.088133 nChanged 196 SP:Iteration 7Q (2154.128225 sec): 3 clusters Score: Raw -391626.049526 + Penalty 2764.887078 = -388861.162448 nChanged 177 SP:Iteration 8Q (2154.149645 sec): 3 clusters Score: Raw -391739.307488 + Penalty 2764.887078 = -388974.420410 nChanged 163 SP:Iteration 9Q (2154.170750 sec): 3 clusters Score: Raw -391849.344333 + Penalty 2764.887078 = -389084.457255 nChanged 148 SP:Iteration 10Q (2154.191770 sec): 3 clusters Score: Raw -391931.558761 + Penalty 2764.887078 = -389166.671683 nChanged 114 SP:Iteration 11Q (2154.212949 sec): 3 clusters Score: Raw -391987.586451 + Penalty 2764.887078 = -389222.699373 nChanged 94 SP:Iteration 12Q (2154.233925 sec): 3 clusters Score: Raw -392036.423894 + Penalty 2764.887078 = -389271.536816 nChanged 75 SP:Iteration 13Q (2154.254791 sec): 3 clusters Score: Raw -392080.605143 + Penalty 2764.887078 = -389315.718065 nChanged 82 SP:Iteration 14Q (2154.275645 sec): 3 clusters Score: Raw -392122.749471 + Penalty 2764.887078 = -389357.862393 nChanged 76 SP:Iteration 15Q (2154.296522 sec): 3 clusters Score: Raw -392155.686144 + Penalty 2764.887078 = -389390.799066 nChanged 58 SP:Iteration 16Q (2154.317440 sec): 3 clusters Score: Raw -392178.369451 + Penalty 2764.887078 = -389413.482373 nChanged 40 SP:Iteration 17Q (2154.338274 sec): 3 clusters Score: Raw -392194.646789 + Penalty 2764.887078 = -389429.759711 nChanged 45 SP:Iteration 18Q (2154.359202 sec): 3 clusters Score: Raw -392215.697404 + Penalty 2764.887078 = -389450.810326 nChanged 43 SP:Iteration 19Q (2154.380028 sec): 3 clusters Score: Raw -392233.996103 + Penalty 2764.887078 = -389469.109025 nChanged 39 SP:Iteration 20F (2154.401309 sec): 3 clusters Score: Raw -392249.799893 + Penalty 2764.887078 = -389484.912815 nChanged 43 SP:Iteration 21Q (2154.422272 sec): 3 clusters Score: Raw -392267.889868 + Penalty 2764.887078 = -389503.002790 nChanged 36 SP:Iteration 22Q (2154.443156 sec): 3 clusters Score: Raw -392282.780326 + Penalty 2764.887078 = -389517.893248 nChanged 42 SP:Iteration 23Q (2154.463823 sec): 3 clusters Score: Raw -392302.089307 + Penalty 2764.887078 = -389537.202229 nChanged 37 SP:Iteration 24Q (2154.484488 sec): 3 clusters Score: Raw -392318.294401 + Penalty 2764.887078 = -389553.407323 nChanged 36 SP:Iteration 25Q (2154.504938 sec): 3 clusters Score: Raw -392331.729118 + Penalty 2764.887078 = -389566.842040 nChanged 32 SP:Iteration 26Q (2154.525375 sec): 3 clusters Score: Raw -392346.732182 + Penalty 2764.887078 = -389581.845104 nChanged 26 SP:Iteration 27Q (2154.545902 sec): 3 clusters Score: Raw -392356.664505 + Penalty 2764.887078 = -389591.777427 nChanged 19 SP:Iteration 28Q (2154.566639 sec): 3 clusters Score: Raw -392361.814108 + Penalty 2764.887078 = -389596.927030 nChanged 11 SP:Iteration 29Q (2154.587208 sec): 3 clusters Score: Raw -392363.762879 + Penalty 2764.887078 = -389598.875801 nChanged 8 SP:Iteration 30Q (2154.607732 sec): 3 clusters Score: Raw -392365.265086 + Penalty 2764.887078 = -389600.378008 nChanged 6 SP:Iteration 31Q (2154.628107 sec): 3 clusters Score: Raw -392366.310500 + Penalty 2764.887078 = -389601.423422 nChanged 3 SP:Iteration 32Q (2154.648709 sec): 3 clusters Score: Raw -392366.927963 + Penalty 2764.887078 = -389602.040885 nChanged 2 SP:Iteration 33Q (2154.669280 sec): 3 clusters Score: Raw -392367.238535 + Penalty 2764.887078 = -389602.351457 nChanged 3 SP:Iteration 34Q (2154.689795 sec): 3 clusters Score: Raw -392368.027170 + Penalty 2764.887078 = -389603.140092 nChanged 3 SP:Iteration 35Q (2154.710199 sec): 3 clusters Score: Raw -392369.008221 + Penalty 2764.887078 = -389604.121143 nChanged 8 SP:Iteration 36Q (2154.730694 sec): 3 clusters Score: Raw -392371.231939 + Penalty 2764.887078 = -389606.344861 nChanged 5 SP:Iteration 37Q (2154.751262 sec): 3 clusters Score: Raw -392372.566992 + Penalty 2764.887078 = -389607.679914 nChanged 6 SP:Iteration 38Q (2154.771596 sec): 3 clusters Score: Raw -392374.161595 + Penalty 2764.887078 = -389609.274517 nChanged 4 SP:Iteration 39Q (2154.792060 sec): 3 clusters Score: Raw -392375.403242 + Penalty 2764.887078 = -389610.516164 nChanged 4 SP:Iteration 40F (2154.813277 sec): 3 clusters Score: Raw -392376.510509 + Penalty 2764.887078 = -389611.623431 nChanged 7 SP:Iteration 41Q (2154.833824 sec): 3 clusters Score: Raw -392377.684247 + Penalty 2764.887078 = -389612.797169 nChanged 6 SP:Iteration 42Q (2154.854361 sec): 3 clusters Score: Raw -392379.085255 + Penalty 2764.887078 = -389614.198177 nChanged 5 SP:Iteration 43Q (2154.874843 sec): 3 clusters Score: Raw -392379.865008 + Penalty 2764.887078 = -389614.977930 nChanged 2 SP:Iteration 44Q (2154.895289 sec): 3 clusters Score: Raw -392380.173316 + Penalty 2764.887078 = -389615.286238 nChanged 2 SP:Iteration 45Q (2154.915745 sec): 3 clusters Score: Raw -392380.481716 + Penalty 2764.887078 = -389615.594638 nChanged 2 SP:Iteration 46Q (2154.936370 sec): 3 clusters Score: Raw -392380.795072 + Penalty 2764.887078 = -389615.907994 nChanged 2 SP:Iteration 47Q (2154.956872 sec): 3 clusters Score: Raw -392381.362272 + Penalty 2764.887078 = -389616.475194 nChanged 3 SP:Iteration 48Q (2154.977341 sec): 3 clusters Score: Raw -392382.206351 + Penalty 2764.887078 = -389617.319273 nChanged 4 SP:Iteration 49Q (2154.997816 sec): 3 clusters Score: Raw -392383.057170 + Penalty 2764.887078 = -389618.170092 nChanged 4 SP:Iteration 50Q (2155.018073 sec): 3 clusters Score: Raw -392383.972694 + Penalty 2764.887078 = -389619.085616 nChanged 1 SP:Iteration 51Q (2155.038377 sec): 3 clusters Score: Raw -392384.138682 + Penalty 2764.887078 = -389619.251604 nChanged 2 SP:Iteration 52Q (2155.058851 sec): 3 clusters Score: Raw -392384.604550 + Penalty 2764.887078 = -389619.717472 nChanged 2 SP:Iteration 53Q (2155.079149 sec): 3 clusters Score: Raw -392385.072267 + Penalty 2764.887078 = -389620.185189 nChanged 0 SP:Iteration 54F (2155.100430 sec): 3 clusters Score: Raw -392385.072267 + Penalty 2764.887078 = -389620.185189 nChanged 0 Trying to split cluster 23 (4025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2155.117941 sec): 2 clusters Score: Raw -330034.775882 + Penalty 1348.795531 = -328685.980351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2155.138149 sec): 3 clusters Score: Raw -328001.196037 + Penalty 2697.591062 = -325303.604976 nChanged 1590 SP:Iteration 1F (2155.157235 sec): 3 clusters Score: Raw -328949.985931 + Penalty 2697.591062 = -326252.394869 nChanged 294 SP:Iteration 2F (2155.176691 sec): 3 clusters Score: Raw -329144.755290 + Penalty 2697.591062 = -326447.164228 nChanged 229 SP:Iteration 3F (2155.195772 sec): 3 clusters Score: Raw -329277.119766 + Penalty 2697.591062 = -326579.528705 nChanged 174 SP:Iteration 4Q (2155.214691 sec): 3 clusters Score: Raw -329381.439963 + Penalty 2697.591062 = -326683.848901 nChanged 144 SP:Iteration 5Q (2155.233692 sec): 3 clusters Score: Raw -329463.735360 + Penalty 2697.591062 = -326766.144298 nChanged 118 SP:Iteration 6Q (2155.252645 sec): 3 clusters Score: Raw -329524.698253 + Penalty 2697.591062 = -326827.107192 nChanged 108 SP:Iteration 7Q (2155.271742 sec): 3 clusters Score: Raw -329579.272249 + Penalty 2697.591062 = -326881.681187 nChanged 92 SP:Iteration 8Q (2155.290670 sec): 3 clusters Score: Raw -329634.483335 + Penalty 2697.591062 = -326936.892273 nChanged 89 SP:Iteration 9Q (2155.309602 sec): 3 clusters Score: Raw -329683.192982 + Penalty 2697.591062 = -326985.601920 nChanged 78 SP:Iteration 10Q (2155.328753 sec): 3 clusters Score: Raw -329732.387427 + Penalty 2697.591062 = -327034.796365 nChanged 71 SP:Iteration 11Q (2155.348095 sec): 3 clusters Score: Raw -329775.369770 + Penalty 2697.591062 = -327077.778708 nChanged 81 SP:Iteration 12Q (2155.367171 sec): 3 clusters Score: Raw -329829.590775 + Penalty 2697.591062 = -327131.999714 nChanged 78 SP:Iteration 13Q (2155.386089 sec): 3 clusters Score: Raw -329900.928965 + Penalty 2697.591062 = -327203.337903 nChanged 91 SP:Iteration 14Q (2155.404878 sec): 3 clusters Score: Raw -329965.976371 + Penalty 2697.591062 = -327268.385310 nChanged 91 SP:Iteration 15Q (2155.423756 sec): 3 clusters Score: Raw -330023.540708 + Penalty 2697.591062 = -327325.949647 nChanged 72 SP:Iteration 16Q (2155.442317 sec): 3 clusters Score: Raw -330064.281666 + Penalty 2697.591062 = -327366.690605 nChanged 59 SP:Iteration 17Q (2155.461002 sec): 3 clusters Score: Raw -330100.369263 + Penalty 2697.591062 = -327402.778201 nChanged 57 SP:Iteration 18Q (2155.479357 sec): 3 clusters Score: Raw -330133.471304 + Penalty 2697.591062 = -327435.880243 nChanged 54 SP:Iteration 19Q (2155.497844 sec): 3 clusters Score: Raw -330169.314335 + Penalty 2697.591062 = -327471.723273 nChanged 60 SP:Iteration 20F (2155.516504 sec): 3 clusters Score: Raw -330210.744422 + Penalty 2697.591062 = -327513.153361 nChanged 57 SP:Iteration 21Q (2155.534952 sec): 3 clusters Score: Raw -330249.368434 + Penalty 2697.591062 = -327551.777373 nChanged 52 SP:Iteration 22Q (2155.553657 sec): 3 clusters Score: Raw -330295.323592 + Penalty 2697.591062 = -327597.732531 nChanged 47 SP:Iteration 23Q (2155.571911 sec): 3 clusters Score: Raw -330318.325524 + Penalty 2697.591062 = -327620.734462 nChanged 41 SP:Iteration 24Q (2155.590267 sec): 3 clusters Score: Raw -330339.746606 + Penalty 2697.591062 = -327642.155544 nChanged 30 SP:Iteration 25Q (2155.608921 sec): 3 clusters Score: Raw -330352.947221 + Penalty 2697.591062 = -327655.356160 nChanged 26 SP:Iteration 26Q (2155.627299 sec): 3 clusters Score: Raw -330365.222494 + Penalty 2697.591062 = -327667.631432 nChanged 24 SP:Iteration 27Q (2155.645508 sec): 3 clusters Score: Raw -330375.750223 + Penalty 2697.591062 = -327678.159161 nChanged 24 SP:Iteration 28Q (2155.663653 sec): 3 clusters Score: Raw -330383.648871 + Penalty 2697.591062 = -327686.057809 nChanged 22 SP:Iteration 29Q (2155.681928 sec): 3 clusters Score: Raw -330391.660986 + Penalty 2697.591062 = -327694.069925 nChanged 23 SP:Iteration 30Q (2155.700282 sec): 3 clusters Score: Raw -330404.052479 + Penalty 2697.591062 = -327706.461417 nChanged 27 SP:Iteration 31Q (2155.718665 sec): 3 clusters Score: Raw -330417.821838 + Penalty 2697.591062 = -327720.230777 nChanged 22 SP:Iteration 32Q (2155.736730 sec): 3 clusters Score: Raw -330425.578998 + Penalty 2697.591062 = -327727.987936 nChanged 16 SP:Iteration 33Q (2155.754983 sec): 3 clusters Score: Raw -330433.413312 + Penalty 2697.591062 = -327735.822250 nChanged 16 SP:Iteration 34Q (2155.773016 sec): 3 clusters Score: Raw -330441.225387 + Penalty 2697.591062 = -327743.634325 nChanged 19 SP:Iteration 35Q (2155.791388 sec): 3 clusters Score: Raw -330449.428760 + Penalty 2697.591062 = -327751.837699 nChanged 24 SP:Iteration 36Q (2155.809699 sec): 3 clusters Score: Raw -330458.253413 + Penalty 2697.591062 = -327760.662352 nChanged 24 SP:Iteration 37Q (2155.828381 sec): 3 clusters Score: Raw -330468.167084 + Penalty 2697.591062 = -327770.576023 nChanged 17 SP:Iteration 38Q (2155.846838 sec): 3 clusters Score: Raw -330473.787269 + Penalty 2697.591062 = -327776.196208 nChanged 13 SP:Iteration 39Q (2155.865020 sec): 3 clusters Score: Raw -330479.016667 + Penalty 2697.591062 = -327781.425605 nChanged 13 SP:Iteration 40F (2155.884175 sec): 3 clusters Score: Raw -330483.639902 + Penalty 2697.591062 = -327786.048840 nChanged 13 SP:Iteration 41Q (2155.902395 sec): 3 clusters Score: Raw -330489.175447 + Penalty 2697.591062 = -327791.584385 nChanged 15 SP:Iteration 42Q (2155.920651 sec): 3 clusters Score: Raw -330496.489386 + Penalty 2697.591062 = -327798.898324 nChanged 19 SP:Iteration 43Q (2155.938836 sec): 3 clusters Score: Raw -330509.672669 + Penalty 2697.591062 = -327812.081607 nChanged 26 SP:Iteration 44Q (2155.956972 sec): 3 clusters Score: Raw -330523.199963 + Penalty 2697.591062 = -327825.608901 nChanged 23 SP:Iteration 45Q (2155.975253 sec): 3 clusters Score: Raw -330532.528260 + Penalty 2697.591062 = -327834.937198 nChanged 25 SP:Iteration 46Q (2155.993753 sec): 3 clusters Score: Raw -330542.418531 + Penalty 2697.591062 = -327844.827470 nChanged 17 SP:Iteration 47Q (2156.011749 sec): 3 clusters Score: Raw -330548.921099 + Penalty 2697.591062 = -327851.330037 nChanged 16 SP:Iteration 48Q (2156.030182 sec): 3 clusters Score: Raw -330555.895099 + Penalty 2697.591062 = -327858.304038 nChanged 18 SP:Iteration 49Q (2156.048445 sec): 3 clusters Score: Raw -330562.408838 + Penalty 2697.591062 = -327864.817776 nChanged 18 SP:Iteration 50Q (2156.066723 sec): 3 clusters Score: Raw -330569.371292 + Penalty 2697.591062 = -327871.780231 nChanged 17 SP:Iteration 51Q (2156.085194 sec): 3 clusters Score: Raw -330575.575623 + Penalty 2697.591062 = -327877.984561 nChanged 11 SP:Iteration 52Q (2156.103261 sec): 3 clusters Score: Raw -330578.766172 + Penalty 2697.591062 = -327881.175110 nChanged 2 SP:Iteration 53Q (2156.121454 sec): 3 clusters Score: Raw -330578.937905 + Penalty 2697.591062 = -327881.346843 nChanged 1 SP:Iteration 54Q (2156.139640 sec): 3 clusters Score: Raw -330579.174049 + Penalty 2697.591062 = -327881.582988 nChanged 1 SP:Iteration 55Q (2156.158125 sec): 3 clusters Score: Raw -330579.492090 + Penalty 2697.591062 = -327881.901028 nChanged 1 SP:Iteration 56Q (2156.176487 sec): 3 clusters Score: Raw -330579.694677 + Penalty 2697.591062 = -327882.103615 nChanged 1 SP:Iteration 57Q (2156.195011 sec): 3 clusters Score: Raw -330580.281045 + Penalty 2697.591062 = -327882.689983 nChanged 1 SP:Iteration 58Q (2156.213410 sec): 3 clusters Score: Raw -330580.433716 + Penalty 2697.591062 = -327882.842654 nChanged 0 SP:Iteration 59F (2156.232690 sec): 3 clusters Score: Raw -330580.433716 + Penalty 2697.591062 = -327882.842654 nChanged 0 Trying to split cluster 24 (28294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2156.279809 sec): 2 clusters Score: Raw -2285448.345948 + Penalty 1665.690820 = -2283782.655128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2156.339651 sec): 3 clusters Score: Raw -2268170.270823 + Penalty 3331.381640 = -2264838.889183 nChanged 12938 SP:Iteration 1F (2156.395953 sec): 3 clusters Score: Raw -2275304.167090 + Penalty 3331.381640 = -2271972.785449 nChanged 1376 SP:Iteration 2Q (2156.453693 sec): 3 clusters Score: Raw -2275858.466686 + Penalty 3331.381640 = -2272527.085046 nChanged 1492 SP:Iteration 3F (2156.509096 sec): 3 clusters Score: Raw -2276568.545920 + Penalty 3331.381640 = -2273237.164280 nChanged 1633 SP:Iteration 4F (2156.565137 sec): 3 clusters Score: Raw -2277479.651972 + Penalty 3331.381640 = -2274148.270332 nChanged 1764 SP:Iteration 5F (2156.621046 sec): 3 clusters Score: Raw -2278593.368613 + Penalty 3331.381640 = -2275261.986973 nChanged 1796 SP:Iteration 6F (2156.677160 sec): 3 clusters Score: Raw -2279812.090229 + Penalty 3331.381640 = -2276480.708589 nChanged 1736 SP:Iteration 7F (2156.733273 sec): 3 clusters Score: Raw -2281057.977872 + Penalty 3331.381640 = -2277726.596232 nChanged 1497 SP:Iteration 8F (2156.789330 sec): 3 clusters Score: Raw -2282110.513215 + Penalty 3331.381640 = -2278779.131575 nChanged 1228 SP:Iteration 9Q (2156.845541 sec): 3 clusters Score: Raw -2282992.107105 + Penalty 3331.381640 = -2279660.725465 nChanged 1020 SP:Iteration 10Q (2156.900255 sec): 3 clusters Score: Raw -2283698.922157 + Penalty 3331.381640 = -2280367.540517 nChanged 745 SP:Iteration 11Q (2156.953691 sec): 3 clusters Score: Raw -2284194.230030 + Penalty 3331.381640 = -2280862.848390 nChanged 600 SP:Iteration 12Q (2157.006119 sec): 3 clusters Score: Raw -2284613.456929 + Penalty 3331.381640 = -2281282.075289 nChanged 482 SP:Iteration 13Q (2157.057401 sec): 3 clusters Score: Raw -2284938.912203 + Penalty 3331.381640 = -2281607.530563 nChanged 355 SP:Iteration 14Q (2157.108252 sec): 3 clusters Score: Raw -2285171.858527 + Penalty 3331.381640 = -2281840.476887 nChanged 271 SP:Iteration 15Q (2157.158054 sec): 3 clusters Score: Raw -2285321.018697 + Penalty 3331.381640 = -2281989.637057 nChanged 185 SP:Iteration 16Q (2157.207251 sec): 3 clusters Score: Raw -2285421.439027 + Penalty 3331.381640 = -2282090.057387 nChanged 159 SP:Iteration 17Q (2157.255955 sec): 3 clusters Score: Raw -2285496.217072 + Penalty 3331.381640 = -2282164.835432 nChanged 124 SP:Iteration 18Q (2157.304573 sec): 3 clusters Score: Raw -2285553.532845 + Penalty 3331.381640 = -2282222.151205 nChanged 104 SP:Iteration 19Q (2157.352881 sec): 3 clusters Score: Raw -2285611.707233 + Penalty 3331.381640 = -2282280.325593 nChanged 85 SP:Iteration 20F (2157.408174 sec): 3 clusters Score: Raw -2285653.681198 + Penalty 3331.381640 = -2282322.299558 nChanged 72 SP:Iteration 21Q (2157.456877 sec): 3 clusters Score: Raw -2285689.663391 + Penalty 3331.381640 = -2282358.281751 nChanged 59 SP:Iteration 22Q (2157.504617 sec): 3 clusters Score: Raw -2285719.319717 + Penalty 3331.381640 = -2282387.938077 nChanged 54 SP:Iteration 23Q (2157.552296 sec): 3 clusters Score: Raw -2285745.564092 + Penalty 3331.381640 = -2282414.182452 nChanged 44 SP:Iteration 24Q (2157.600139 sec): 3 clusters Score: Raw -2285768.569370 + Penalty 3331.381640 = -2282437.187729 nChanged 35 SP:Iteration 25Q (2157.647553 sec): 3 clusters Score: Raw -2285783.433123 + Penalty 3331.381640 = -2282452.051483 nChanged 26 SP:Iteration 26Q (2157.694934 sec): 3 clusters Score: Raw -2285791.896318 + Penalty 3331.381640 = -2282460.514678 nChanged 14 SP:Iteration 27Q (2157.742551 sec): 3 clusters Score: Raw -2285797.637174 + Penalty 3331.381640 = -2282466.255534 nChanged 14 SP:Iteration 28Q (2157.789984 sec): 3 clusters Score: Raw -2285802.639059 + Penalty 3331.381640 = -2282471.257418 nChanged 16 SP:Iteration 29Q (2157.837297 sec): 3 clusters Score: Raw -2285810.530399 + Penalty 3331.381640 = -2282479.148759 nChanged 14 SP:Iteration 30Q (2157.884692 sec): 3 clusters Score: Raw -2285816.586422 + Penalty 3331.381640 = -2282485.204782 nChanged 12 SP:Iteration 31Q (2157.932085 sec): 3 clusters Score: Raw -2285822.570935 + Penalty 3331.381640 = -2282491.189295 nChanged 13 SP:Iteration 32Q (2157.979319 sec): 3 clusters Score: Raw -2285830.687590 + Penalty 3331.381640 = -2282499.305950 nChanged 14 SP:Iteration 33Q (2158.026803 sec): 3 clusters Score: Raw -2285835.765914 + Penalty 3331.381640 = -2282504.384274 nChanged 9 SP:Iteration 34Q (2158.073836 sec): 3 clusters Score: Raw -2285838.947963 + Penalty 3331.381640 = -2282507.566323 nChanged 7 SP:Iteration 35Q (2158.121221 sec): 3 clusters Score: Raw -2285842.410148 + Penalty 3331.381640 = -2282511.028507 nChanged 4 SP:Iteration 36Q (2158.168502 sec): 3 clusters Score: Raw -2285843.555983 + Penalty 3331.381640 = -2282512.174343 nChanged 2 SP:Iteration 37Q (2158.215764 sec): 3 clusters Score: Raw -2285844.605291 + Penalty 3331.381640 = -2282513.223651 nChanged 0 SP:Iteration 38F (2158.270622 sec): 3 clusters Score: Raw -2285844.605291 + Penalty 3331.381640 = -2282513.223651 nChanged 0 Trying to split cluster 25 (3188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2158.284597 sec): 2 clusters Score: Raw -247491.327919 + Penalty 1310.911719 = -246180.416200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2158.300924 sec): 3 clusters Score: Raw -245972.361506 + Penalty 2621.823438 = -243350.538068 nChanged 1255 SP:Iteration 1F (2158.316395 sec): 3 clusters Score: Raw -246679.607008 + Penalty 2621.823438 = -244057.783570 nChanged 233 SP:Iteration 2F (2158.331790 sec): 3 clusters Score: Raw -246842.038796 + Penalty 2621.823438 = -244220.215358 nChanged 188 SP:Iteration 3F (2158.347099 sec): 3 clusters Score: Raw -246958.386290 + Penalty 2621.823438 = -244336.562852 nChanged 142 SP:Iteration 4Q (2158.362562 sec): 3 clusters Score: Raw -247071.827813 + Penalty 2621.823438 = -244450.004375 nChanged 138 SP:Iteration 5Q (2158.377936 sec): 3 clusters Score: Raw -247192.407285 + Penalty 2621.823438 = -244570.583847 nChanged 145 SP:Iteration 6Q (2158.393327 sec): 3 clusters Score: Raw -247315.814076 + Penalty 2621.823438 = -244693.990638 nChanged 148 SP:Iteration 7Q (2158.408610 sec): 3 clusters Score: Raw -247439.953911 + Penalty 2621.823438 = -244818.130473 nChanged 124 SP:Iteration 8Q (2158.423901 sec): 3 clusters Score: Raw -247525.964453 + Penalty 2621.823438 = -244904.141015 nChanged 104 SP:Iteration 9Q (2158.439159 sec): 3 clusters Score: Raw -247598.972503 + Penalty 2621.823438 = -244977.149065 nChanged 84 SP:Iteration 10Q (2158.454398 sec): 3 clusters Score: Raw -247651.244043 + Penalty 2621.823438 = -245029.420605 nChanged 79 SP:Iteration 11Q (2158.469622 sec): 3 clusters Score: Raw -247699.131151 + Penalty 2621.823438 = -245077.307713 nChanged 54 SP:Iteration 12Q (2158.484679 sec): 3 clusters Score: Raw -247730.148847 + Penalty 2621.823438 = -245108.325409 nChanged 58 SP:Iteration 13Q (2158.499734 sec): 3 clusters Score: Raw -247766.989268 + Penalty 2621.823438 = -245145.165830 nChanged 56 SP:Iteration 14Q (2158.514906 sec): 3 clusters Score: Raw -247803.373262 + Penalty 2621.823438 = -245181.549824 nChanged 56 SP:Iteration 15Q (2158.530046 sec): 3 clusters Score: Raw -247839.304197 + Penalty 2621.823438 = -245217.480759 nChanged 53 SP:Iteration 16Q (2158.545132 sec): 3 clusters Score: Raw -247874.960663 + Penalty 2621.823438 = -245253.137225 nChanged 61 SP:Iteration 17Q (2158.560215 sec): 3 clusters Score: Raw -247919.756800 + Penalty 2621.823438 = -245297.933362 nChanged 59 SP:Iteration 18Q (2158.575262 sec): 3 clusters Score: Raw -247961.279061 + Penalty 2621.823438 = -245339.455623 nChanged 53 SP:Iteration 19Q (2158.590295 sec): 3 clusters Score: Raw -248001.988204 + Penalty 2621.823438 = -245380.164767 nChanged 49 SP:Iteration 20F (2158.605502 sec): 3 clusters Score: Raw -248029.329962 + Penalty 2621.823438 = -245407.506524 nChanged 33 SP:Iteration 21Q (2158.620419 sec): 3 clusters Score: Raw -248047.544550 + Penalty 2621.823438 = -245425.721112 nChanged 24 SP:Iteration 22Q (2158.658194 sec): 3 clusters Score: Raw -248061.858109 + Penalty 2621.823438 = -245440.034671 nChanged 25 SP:Iteration 23Q (2158.673108 sec): 3 clusters Score: Raw -248074.145390 + Penalty 2621.823438 = -245452.321952 nChanged 18 SP:Iteration 24Q (2158.687972 sec): 3 clusters Score: Raw -248083.817878 + Penalty 2621.823438 = -245461.994440 nChanged 20 SP:Iteration 25Q (2158.702847 sec): 3 clusters Score: Raw -248095.078068 + Penalty 2621.823438 = -245473.254630 nChanged 15 SP:Iteration 26Q (2158.717691 sec): 3 clusters Score: Raw -248103.806652 + Penalty 2621.823438 = -245481.983214 nChanged 23 SP:Iteration 27Q (2158.732560 sec): 3 clusters Score: Raw -248122.618372 + Penalty 2621.823438 = -245500.794934 nChanged 21 SP:Iteration 28Q (2158.747198 sec): 3 clusters Score: Raw -248133.067156 + Penalty 2621.823438 = -245511.243718 nChanged 20 SP:Iteration 29Q (2158.761999 sec): 3 clusters Score: Raw -248142.239502 + Penalty 2621.823438 = -245520.416064 nChanged 15 SP:Iteration 30Q (2158.776586 sec): 3 clusters Score: Raw -248149.670741 + Penalty 2621.823438 = -245527.847303 nChanged 9 SP:Iteration 31Q (2158.791328 sec): 3 clusters Score: Raw -248154.827505 + Penalty 2621.823438 = -245533.004068 nChanged 10 SP:Iteration 32Q (2158.805857 sec): 3 clusters Score: Raw -248159.267721 + Penalty 2621.823438 = -245537.444283 nChanged 7 SP:Iteration 33Q (2158.820436 sec): 3 clusters Score: Raw -248160.792365 + Penalty 2621.823438 = -245538.968927 nChanged 4 SP:Iteration 34Q (2158.835008 sec): 3 clusters Score: Raw -248161.680015 + Penalty 2621.823438 = -245539.856577 nChanged 2 SP:Iteration 35Q (2158.849673 sec): 3 clusters Score: Raw -248162.272477 + Penalty 2621.823438 = -245540.449039 nChanged 0 SP:Iteration 36F (2158.865010 sec): 3 clusters Score: Raw -248162.272477 + Penalty 2621.823438 = -245540.449039 nChanged 0 Trying to split cluster 26 (3190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2158.881536 sec): 2 clusters Score: Raw -265258.118185 + Penalty 1311.013632 = -263947.104553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2158.897904 sec): 3 clusters Score: Raw -263704.455023 + Penalty 2622.027264 = -261082.427759 nChanged 1208 SP:Iteration 1F (2158.913314 sec): 3 clusters Score: Raw -264445.430915 + Penalty 2622.027264 = -261823.403651 nChanged 261 SP:Iteration 2F (2158.928697 sec): 3 clusters Score: Raw -264627.547640 + Penalty 2622.027264 = -262005.520376 nChanged 194 SP:Iteration 3F (2158.944231 sec): 3 clusters Score: Raw -264753.166736 + Penalty 2622.027264 = -262131.139473 nChanged 144 SP:Iteration 4Q (2158.959775 sec): 3 clusters Score: Raw -264850.061474 + Penalty 2622.027264 = -262228.034211 nChanged 116 SP:Iteration 5Q (2158.975333 sec): 3 clusters Score: Raw -264927.214807 + Penalty 2622.027264 = -262305.187543 nChanged 103 SP:Iteration 6Q (2158.990713 sec): 3 clusters Score: Raw -264989.757015 + Penalty 2622.027264 = -262367.729752 nChanged 72 SP:Iteration 7Q (2159.006227 sec): 3 clusters Score: Raw -265031.086348 + Penalty 2622.027264 = -262409.059085 nChanged 66 SP:Iteration 8Q (2159.021754 sec): 3 clusters Score: Raw -265066.435675 + Penalty 2622.027264 = -262444.408411 nChanged 57 SP:Iteration 9Q (2159.037254 sec): 3 clusters Score: Raw -265097.081031 + Penalty 2622.027264 = -262475.053768 nChanged 55 SP:Iteration 10Q (2159.052768 sec): 3 clusters Score: Raw -265134.293641 + Penalty 2622.027264 = -262512.266377 nChanged 53 SP:Iteration 11Q (2159.068212 sec): 3 clusters Score: Raw -265157.386467 + Penalty 2622.027264 = -262535.359203 nChanged 38 SP:Iteration 12Q (2159.083544 sec): 3 clusters Score: Raw -265176.776134 + Penalty 2622.027264 = -262554.748870 nChanged 40 SP:Iteration 13Q (2159.098961 sec): 3 clusters Score: Raw -265196.292652 + Penalty 2622.027264 = -262574.265388 nChanged 38 SP:Iteration 14Q (2159.114429 sec): 3 clusters Score: Raw -265215.729002 + Penalty 2622.027264 = -262593.701739 nChanged 36 SP:Iteration 15Q (2159.129860 sec): 3 clusters Score: Raw -265228.660530 + Penalty 2622.027264 = -262606.633267 nChanged 24 SP:Iteration 16Q (2159.145264 sec): 3 clusters Score: Raw -265239.404162 + Penalty 2622.027264 = -262617.376898 nChanged 29 SP:Iteration 17Q (2159.160709 sec): 3 clusters Score: Raw -265250.265146 + Penalty 2622.027264 = -262628.237882 nChanged 33 SP:Iteration 18Q (2159.176183 sec): 3 clusters Score: Raw -265260.286890 + Penalty 2622.027264 = -262638.259627 nChanged 14 SP:Iteration 19Q (2159.191632 sec): 3 clusters Score: Raw -265264.596297 + Penalty 2622.027264 = -262642.569034 nChanged 11 SP:Iteration 20F (2159.207179 sec): 3 clusters Score: Raw -265267.803824 + Penalty 2622.027264 = -262645.776561 nChanged 8 SP:Iteration 21Q (2159.222614 sec): 3 clusters Score: Raw -265269.849577 + Penalty 2622.027264 = -262647.822314 nChanged 8 SP:Iteration 22Q (2159.238080 sec): 3 clusters Score: Raw -265272.342981 + Penalty 2622.027264 = -262650.315717 nChanged 5 SP:Iteration 23Q (2159.255100 sec): 3 clusters Score: Raw -265273.366599 + Penalty 2622.027264 = -262651.339336 nChanged 2 SP:Iteration 24Q (2159.270876 sec): 3 clusters Score: Raw -265274.399434 + Penalty 2622.027264 = -262652.372170 nChanged 5 SP:Iteration 25Q (2159.286329 sec): 3 clusters Score: Raw -265274.872039 + Penalty 2622.027264 = -262652.844775 nChanged 0 SP:Iteration 26F (2159.301881 sec): 3 clusters Score: Raw -265274.872039 + Penalty 2622.027264 = -262652.844775 nChanged 0 Trying to split cluster 27 (24728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2159.342477 sec): 2 clusters Score: Raw -2090699.157094 + Penalty 1643.799866 = -2089055.357228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2159.392623 sec): 3 clusters Score: Raw -2075508.477793 + Penalty 3287.599732 = -2072220.878061 nChanged 11483 SP:Iteration 1F (2159.440329 sec): 3 clusters Score: Raw -2082333.651370 + Penalty 3287.599732 = -2079046.051638 nChanged 1754 SP:Iteration 2F (2159.487923 sec): 3 clusters Score: Raw -2083380.950007 + Penalty 3287.599732 = -2080093.350275 nChanged 1784 SP:Iteration 3F (2159.535778 sec): 3 clusters Score: Raw -2084499.823060 + Penalty 3287.599732 = -2081212.223328 nChanged 1660 SP:Iteration 4F (2159.583516 sec): 3 clusters Score: Raw -2085619.717267 + Penalty 3287.599732 = -2082332.117534 nChanged 1533 SP:Iteration 5F (2159.631402 sec): 3 clusters Score: Raw -2086669.249060 + Penalty 3287.599732 = -2083381.649328 nChanged 1315 SP:Iteration 6F (2159.678953 sec): 3 clusters Score: Raw -2087539.207869 + Penalty 3287.599732 = -2084251.608137 nChanged 1039 SP:Iteration 7Q (2159.727808 sec): 3 clusters Score: Raw -2088229.257182 + Penalty 3287.599732 = -2084941.657450 nChanged 893 SP:Iteration 8Q (2159.775527 sec): 3 clusters Score: Raw -2088773.512506 + Penalty 3287.599732 = -2085485.912774 nChanged 666 SP:Iteration 9Q (2159.822193 sec): 3 clusters Score: Raw -2089108.244679 + Penalty 3287.599732 = -2085820.644947 nChanged 515 SP:Iteration 10Q (2159.868439 sec): 3 clusters Score: Raw -2089332.212626 + Penalty 3287.599732 = -2086044.612894 nChanged 377 SP:Iteration 11Q (2159.914308 sec): 3 clusters Score: Raw -2089468.104240 + Penalty 3287.599732 = -2086180.504508 nChanged 313 SP:Iteration 12Q (2159.959520 sec): 3 clusters Score: Raw -2089570.323342 + Penalty 3287.599732 = -2086282.723609 nChanged 264 SP:Iteration 13Q (2160.004274 sec): 3 clusters Score: Raw -2089658.934712 + Penalty 3287.599732 = -2086371.334980 nChanged 265 SP:Iteration 14Q (2160.048870 sec): 3 clusters Score: Raw -2089744.781758 + Penalty 3287.599732 = -2086457.182026 nChanged 244 SP:Iteration 15Q (2160.093170 sec): 3 clusters Score: Raw -2089820.731153 + Penalty 3287.599732 = -2086533.131420 nChanged 239 SP:Iteration 16Q (2160.137230 sec): 3 clusters Score: Raw -2089895.004547 + Penalty 3287.599732 = -2086607.404815 nChanged 210 SP:Iteration 17Q (2160.181021 sec): 3 clusters Score: Raw -2089958.341212 + Penalty 3287.599732 = -2086670.741479 nChanged 207 SP:Iteration 18Q (2160.224640 sec): 3 clusters Score: Raw -2090023.287802 + Penalty 3287.599732 = -2086735.688070 nChanged 169 SP:Iteration 19Q (2160.268116 sec): 3 clusters Score: Raw -2090069.868839 + Penalty 3287.599732 = -2086782.269107 nChanged 161 SP:Iteration 20F (2160.315572 sec): 3 clusters Score: Raw -2090114.886923 + Penalty 3287.599732 = -2086827.287190 nChanged 155 SP:Iteration 21Q (2160.358959 sec): 3 clusters Score: Raw -2090160.251601 + Penalty 3287.599732 = -2086872.651869 nChanged 154 SP:Iteration 22Q (2160.401884 sec): 3 clusters Score: Raw -2090199.994485 + Penalty 3287.599732 = -2086912.394753 nChanged 157 SP:Iteration 23Q (2160.444603 sec): 3 clusters Score: Raw -2090246.410087 + Penalty 3287.599732 = -2086958.810354 nChanged 167 SP:Iteration 24Q (2160.487216 sec): 3 clusters Score: Raw -2090300.806078 + Penalty 3287.599732 = -2087013.206345 nChanged 176 SP:Iteration 25Q (2160.529610 sec): 3 clusters Score: Raw -2090352.825972 + Penalty 3287.599732 = -2087065.226240 nChanged 138 SP:Iteration 26Q (2160.572127 sec): 3 clusters Score: Raw -2090395.495048 + Penalty 3287.599732 = -2087107.895316 nChanged 152 SP:Iteration 27Q (2160.614253 sec): 3 clusters Score: Raw -2090446.971988 + Penalty 3287.599732 = -2087159.372256 nChanged 142 SP:Iteration 28Q (2160.656188 sec): 3 clusters Score: Raw -2090494.256443 + Penalty 3287.599732 = -2087206.656711 nChanged 124 SP:Iteration 29Q (2160.698099 sec): 3 clusters Score: Raw -2090524.106138 + Penalty 3287.599732 = -2087236.506406 nChanged 100 SP:Iteration 30Q (2160.739670 sec): 3 clusters Score: Raw -2090552.837287 + Penalty 3287.599732 = -2087265.237555 nChanged 106 SP:Iteration 31Q (2160.781154 sec): 3 clusters Score: Raw -2090585.339340 + Penalty 3287.599732 = -2087297.739608 nChanged 95 SP:Iteration 32Q (2160.822623 sec): 3 clusters Score: Raw -2090615.240183 + Penalty 3287.599732 = -2087327.640450 nChanged 78 SP:Iteration 33Q (2160.864130 sec): 3 clusters Score: Raw -2090638.872765 + Penalty 3287.599732 = -2087351.273033 nChanged 80 SP:Iteration 34Q (2160.938460 sec): 3 clusters Score: Raw -2090661.088028 + Penalty 3287.599732 = -2087373.488296 nChanged 70 SP:Iteration 35Q (2160.979667 sec): 3 clusters Score: Raw -2090681.170735 + Penalty 3287.599732 = -2087393.571002 nChanged 74 SP:Iteration 36Q (2161.020673 sec): 3 clusters Score: Raw -2090705.653741 + Penalty 3287.599732 = -2087418.054008 nChanged 71 SP:Iteration 37Q (2161.061653 sec): 3 clusters Score: Raw -2090728.973053 + Penalty 3287.599732 = -2087441.373321 nChanged 69 SP:Iteration 38Q (2161.102780 sec): 3 clusters Score: Raw -2090753.278396 + Penalty 3287.599732 = -2087465.678664 nChanged 61 SP:Iteration 39Q (2161.143641 sec): 3 clusters Score: Raw -2090774.281938 + Penalty 3287.599732 = -2087486.682205 nChanged 68 SP:Iteration 40F (2161.191265 sec): 3 clusters Score: Raw -2090796.425142 + Penalty 3287.599732 = -2087508.825409 nChanged 73 SP:Iteration 41Q (2161.232334 sec): 3 clusters Score: Raw -2090820.757055 + Penalty 3287.599732 = -2087533.157323 nChanged 75 SP:Iteration 42Q (2161.272999 sec): 3 clusters Score: Raw -2090846.074239 + Penalty 3287.599732 = -2087558.474507 nChanged 64 SP:Iteration 43Q (2161.313677 sec): 3 clusters Score: Raw -2090874.215142 + Penalty 3287.599732 = -2087586.615410 nChanged 60 SP:Iteration 44Q (2161.354228 sec): 3 clusters Score: Raw -2090899.201558 + Penalty 3287.599732 = -2087611.601826 nChanged 57 SP:Iteration 45Q (2161.394854 sec): 3 clusters Score: Raw -2090920.738005 + Penalty 3287.599732 = -2087633.138273 nChanged 50 SP:Iteration 46Q (2161.435309 sec): 3 clusters Score: Raw -2090940.547121 + Penalty 3287.599732 = -2087652.947389 nChanged 42 SP:Iteration 47Q (2161.475724 sec): 3 clusters Score: Raw -2090961.890384 + Penalty 3287.599732 = -2087674.290652 nChanged 32 SP:Iteration 48Q (2161.515986 sec): 3 clusters Score: Raw -2090975.642545 + Penalty 3287.599732 = -2087688.042812 nChanged 30 SP:Iteration 49Q (2161.556339 sec): 3 clusters Score: Raw -2090985.657394 + Penalty 3287.599732 = -2087698.057662 nChanged 27 SP:Iteration 50Q (2161.596524 sec): 3 clusters Score: Raw -2090998.885411 + Penalty 3287.599732 = -2087711.285679 nChanged 31 SP:Iteration 51Q (2161.636760 sec): 3 clusters Score: Raw -2091013.202079 + Penalty 3287.599732 = -2087725.602347 nChanged 33 SP:Iteration 52Q (2161.676918 sec): 3 clusters Score: Raw -2091028.950084 + Penalty 3287.599732 = -2087741.350352 nChanged 25 SP:Iteration 53Q (2161.717220 sec): 3 clusters Score: Raw -2091043.167302 + Penalty 3287.599732 = -2087755.567570 nChanged 31 SP:Iteration 54Q (2161.757321 sec): 3 clusters Score: Raw -2091058.948719 + Penalty 3287.599732 = -2087771.348986 nChanged 27 SP:Iteration 55Q (2161.797488 sec): 3 clusters Score: Raw -2091069.341687 + Penalty 3287.599732 = -2087781.741955 nChanged 24 SP:Iteration 56Q (2161.837314 sec): 3 clusters Score: Raw -2091080.035641 + Penalty 3287.599732 = -2087792.435908 nChanged 19 SP:Iteration 57Q (2161.877422 sec): 3 clusters Score: Raw -2091088.528336 + Penalty 3287.599732 = -2087800.928604 nChanged 14 SP:Iteration 58Q (2161.930529 sec): 3 clusters Score: Raw -2091094.340099 + Penalty 3287.599732 = -2087806.740367 nChanged 16 SP:Iteration 59Q (2161.970275 sec): 3 clusters Score: Raw -2091101.056410 + Penalty 3287.599732 = -2087813.456678 nChanged 12 SP:Iteration 60F (2162.017629 sec): 3 clusters Score: Raw -2091105.311279 + Penalty 3287.599732 = -2087817.711547 nChanged 8 SP:Iteration 61Q (2162.057422 sec): 3 clusters Score: Raw -2091108.477425 + Penalty 3287.599732 = -2087820.877693 nChanged 4 SP:Iteration 62Q (2162.097190 sec): 3 clusters Score: Raw -2091109.617564 + Penalty 3287.599732 = -2087822.017832 nChanged 9 SP:Iteration 63Q (2162.136828 sec): 3 clusters Score: Raw -2091112.333830 + Penalty 3287.599732 = -2087824.734097 nChanged 3 SP:Iteration 64Q (2162.176447 sec): 3 clusters Score: Raw -2091113.283847 + Penalty 3287.599732 = -2087825.684115 nChanged 2 SP:Iteration 65Q (2162.216015 sec): 3 clusters Score: Raw -2091113.629458 + Penalty 3287.599732 = -2087826.029725 nChanged 1 SP:Iteration 66Q (2162.255741 sec): 3 clusters Score: Raw -2091113.878447 + Penalty 3287.599732 = -2087826.278715 nChanged 2 SP:Iteration 67Q (2162.295440 sec): 3 clusters Score: Raw -2091114.543938 + Penalty 3287.599732 = -2087826.944206 nChanged 0 SP:Iteration 68F (2162.343185 sec): 3 clusters Score: Raw -2091114.543938 + Penalty 3287.599732 = -2087826.944206 nChanged 0 Trying to split cluster 28 (5137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2162.359579 sec): 2 clusters Score: Raw -425336.167865 + Penalty 1388.436486 = -423947.731379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2162.380584 sec): 3 clusters Score: Raw -422688.937951 + Penalty 2776.872972 = -419912.064979 nChanged 2067 SP:Iteration 1F (2162.403532 sec): 3 clusters Score: Raw -423861.169674 + Penalty 2776.872972 = -421084.296701 nChanged 383 SP:Iteration 2F (2162.424128 sec): 3 clusters Score: Raw -424090.429318 + Penalty 2776.872972 = -421313.556346 nChanged 335 SP:Iteration 3F (2162.445243 sec): 3 clusters Score: Raw -424296.512416 + Penalty 2776.872972 = -421519.639444 nChanged 266 SP:Iteration 4F (2162.466138 sec): 3 clusters Score: Raw -424463.585003 + Penalty 2776.872972 = -421686.712030 nChanged 235 SP:Iteration 5Q (2162.487127 sec): 3 clusters Score: Raw -424599.017702 + Penalty 2776.872972 = -421822.144729 nChanged 195 SP:Iteration 6Q (2162.508266 sec): 3 clusters Score: Raw -424717.317842 + Penalty 2776.872972 = -421940.444869 nChanged 170 SP:Iteration 7Q (2162.529222 sec): 3 clusters Score: Raw -424817.683620 + Penalty 2776.872972 = -422040.810647 nChanged 155 SP:Iteration 8Q (2162.550348 sec): 3 clusters Score: Raw -424908.011874 + Penalty 2776.872972 = -422131.138901 nChanged 123 SP:Iteration 9Q (2162.571532 sec): 3 clusters Score: Raw -424980.736776 + Penalty 2776.872972 = -422203.863804 nChanged 117 SP:Iteration 10Q (2162.592506 sec): 3 clusters Score: Raw -425056.926221 + Penalty 2776.872972 = -422280.053248 nChanged 106 SP:Iteration 11Q (2162.613352 sec): 3 clusters Score: Raw -425134.540580 + Penalty 2776.872972 = -422357.667607 nChanged 94 SP:Iteration 12Q (2162.634257 sec): 3 clusters Score: Raw -425202.583546 + Penalty 2776.872972 = -422425.710573 nChanged 89 SP:Iteration 13Q (2162.655013 sec): 3 clusters Score: Raw -425266.477314 + Penalty 2776.872972 = -422489.604342 nChanged 80 SP:Iteration 14Q (2162.675684 sec): 3 clusters Score: Raw -425326.157213 + Penalty 2776.872972 = -422549.284240 nChanged 60 SP:Iteration 15Q (2162.696299 sec): 3 clusters Score: Raw -425377.853930 + Penalty 2776.872972 = -422600.980958 nChanged 52 SP:Iteration 16Q (2162.716919 sec): 3 clusters Score: Raw -425420.035137 + Penalty 2776.872972 = -422643.162165 nChanged 31 SP:Iteration 17Q (2162.737042 sec): 3 clusters Score: Raw -425445.756622 + Penalty 2776.872972 = -422668.883649 nChanged 34 SP:Iteration 18Q (2162.757339 sec): 3 clusters Score: Raw -425476.094604 + Penalty 2776.872972 = -422699.221632 nChanged 26 SP:Iteration 19Q (2162.777809 sec): 3 clusters Score: Raw -425499.029871 + Penalty 2776.872972 = -422722.156899 nChanged 17 SP:Iteration 20F (2162.798751 sec): 3 clusters Score: Raw -425511.692266 + Penalty 2776.872972 = -422734.819294 nChanged 18 SP:Iteration 21Q (2162.819120 sec): 3 clusters Score: Raw -425524.760644 + Penalty 2776.872972 = -422747.887671 nChanged 16 SP:Iteration 22Q (2162.839271 sec): 3 clusters Score: Raw -425538.454424 + Penalty 2776.872972 = -422761.581451 nChanged 16 SP:Iteration 23Q (2162.859565 sec): 3 clusters Score: Raw -425549.311351 + Penalty 2776.872972 = -422772.438379 nChanged 6 SP:Iteration 24Q (2162.879632 sec): 3 clusters Score: Raw -425552.512293 + Penalty 2776.872972 = -422775.639321 nChanged 3 SP:Iteration 25Q (2162.899714 sec): 3 clusters Score: Raw -425554.058036 + Penalty 2776.872972 = -422777.185063 nChanged 0 SP:Iteration 26F (2162.920787 sec): 3 clusters Score: Raw -425554.058036 + Penalty 2776.872972 = -422777.185063 nChanged 0 Trying to split cluster 29 (8500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2162.943874 sec): 2 clusters Score: Raw -725466.711200 + Penalty 1470.270984 = -723996.440215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2162.971012 sec): 3 clusters Score: Raw -720747.879400 + Penalty 2940.541969 = -717807.337431 nChanged 3610 SP:Iteration 1F (2162.997296 sec): 3 clusters Score: Raw -722665.752120 + Penalty 2940.541969 = -719725.210151 nChanged 529 SP:Iteration 2F (2163.023610 sec): 3 clusters Score: Raw -722907.821584 + Penalty 2940.541969 = -719967.279615 nChanged 442 SP:Iteration 3F (2163.049728 sec): 3 clusters Score: Raw -723100.828288 + Penalty 2940.541969 = -720160.286319 nChanged 353 SP:Iteration 4Q (2163.076188 sec): 3 clusters Score: Raw -723245.721293 + Penalty 2940.541969 = -720305.179324 nChanged 308 SP:Iteration 5Q (2163.102431 sec): 3 clusters Score: Raw -723373.112945 + Penalty 2940.541969 = -720432.570977 nChanged 300 SP:Iteration 6Q (2163.128634 sec): 3 clusters Score: Raw -723515.524302 + Penalty 2940.541969 = -720574.982334 nChanged 331 SP:Iteration 7Q (2163.154791 sec): 3 clusters Score: Raw -723686.713656 + Penalty 2940.541969 = -720746.171687 nChanged 346 SP:Iteration 8Q (2163.181235 sec): 3 clusters Score: Raw -723872.182053 + Penalty 2940.541969 = -720931.640084 nChanged 348 SP:Iteration 9Q (2163.207464 sec): 3 clusters Score: Raw -724089.734536 + Penalty 2940.541969 = -721149.192567 nChanged 359 SP:Iteration 10Q (2163.233739 sec): 3 clusters Score: Raw -724335.033222 + Penalty 2940.541969 = -721394.491253 nChanged 354 SP:Iteration 11Q (2163.260128 sec): 3 clusters Score: Raw -724580.130578 + Penalty 2940.541969 = -721639.588609 nChanged 325 SP:Iteration 12Q (2163.286098 sec): 3 clusters Score: Raw -724819.837694 + Penalty 2940.541969 = -721879.295726 nChanged 266 SP:Iteration 13Q (2163.312035 sec): 3 clusters Score: Raw -725008.559135 + Penalty 2940.541969 = -722068.017166 nChanged 226 SP:Iteration 14Q (2163.337247 sec): 3 clusters Score: Raw -725187.422641 + Penalty 2940.541969 = -722246.880672 nChanged 166 SP:Iteration 15Q (2163.362328 sec): 3 clusters Score: Raw -725313.992533 + Penalty 2940.541969 = -722373.450565 nChanged 132 SP:Iteration 16Q (2163.386713 sec): 3 clusters Score: Raw -725414.044079 + Penalty 2940.541969 = -722473.502110 nChanged 83 SP:Iteration 17Q (2163.410624 sec): 3 clusters Score: Raw -725479.590023 + Penalty 2940.541969 = -722539.048054 nChanged 60 SP:Iteration 18Q (2163.434360 sec): 3 clusters Score: Raw -725523.054263 + Penalty 2940.541969 = -722582.512294 nChanged 45 SP:Iteration 19Q (2163.457777 sec): 3 clusters Score: Raw -725554.316120 + Penalty 2940.541969 = -722613.774152 nChanged 37 SP:Iteration 20F (2163.484086 sec): 3 clusters Score: Raw -725576.890459 + Penalty 2940.541969 = -722636.348491 nChanged 24 SP:Iteration 21Q (2163.507226 sec): 3 clusters Score: Raw -725591.815106 + Penalty 2940.541969 = -722651.273137 nChanged 17 SP:Iteration 22Q (2163.530442 sec): 3 clusters Score: Raw -725602.318513 + Penalty 2940.541969 = -722661.776544 nChanged 9 SP:Iteration 23Q (2163.553702 sec): 3 clusters Score: Raw -725608.903373 + Penalty 2940.541969 = -722668.361404 nChanged 11 SP:Iteration 24Q (2163.576700 sec): 3 clusters Score: Raw -725619.901498 + Penalty 2940.541969 = -722679.359529 nChanged 17 SP:Iteration 25Q (2163.599862 sec): 3 clusters Score: Raw -725634.278052 + Penalty 2940.541969 = -722693.736084 nChanged 15 SP:Iteration 26Q (2163.622759 sec): 3 clusters Score: Raw -725643.168878 + Penalty 2940.541969 = -722702.626909 nChanged 10 SP:Iteration 27Q (2163.645726 sec): 3 clusters Score: Raw -725648.195159 + Penalty 2940.541969 = -722707.653190 nChanged 9 SP:Iteration 28Q (2163.668558 sec): 3 clusters Score: Raw -725654.084103 + Penalty 2940.541969 = -722713.542134 nChanged 11 SP:Iteration 29Q (2163.691496 sec): 3 clusters Score: Raw -725661.352839 + Penalty 2940.541969 = -722720.810870 nChanged 6 SP:Iteration 30Q (2163.714205 sec): 3 clusters Score: Raw -725666.348744 + Penalty 2940.541969 = -722725.806776 nChanged 4 SP:Iteration 31Q (2163.737019 sec): 3 clusters Score: Raw -725668.649192 + Penalty 2940.541969 = -722728.107223 nChanged 2 SP:Iteration 32Q (2163.759685 sec): 3 clusters Score: Raw -725669.873289 + Penalty 2940.541969 = -722729.331320 nChanged 3 SP:Iteration 33Q (2163.782360 sec): 3 clusters Score: Raw -725670.995690 + Penalty 2940.541969 = -722730.453721 nChanged 0 SP:Iteration 34F (2163.808367 sec): 3 clusters Score: Raw -725670.995690 + Penalty 2940.541969 = -722730.453721 nChanged 0 Trying to split cluster 30 (23414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2163.845815 sec): 2 clusters Score: Raw -1973158.725907 + Penalty 1634.927030 = -1971523.798877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2163.893878 sec): 3 clusters Score: Raw -1958958.892597 + Penalty 3269.854059 = -1955689.038538 nChanged 10569 SP:Iteration 1F (2163.939674 sec): 3 clusters Score: Raw -1965064.170875 + Penalty 3269.854059 = -1961794.316816 nChanged 1373 SP:Iteration 2F (2163.985474 sec): 3 clusters Score: Raw -1965733.223083 + Penalty 3269.854059 = -1962463.369024 nChanged 1368 SP:Iteration 3F (2164.031273 sec): 3 clusters Score: Raw -1966499.943255 + Penalty 3269.854059 = -1963230.089196 nChanged 1409 SP:Iteration 4F (2164.077165 sec): 3 clusters Score: Raw -1967310.560506 + Penalty 3269.854059 = -1964040.706446 nChanged 1411 SP:Iteration 5F (2164.123088 sec): 3 clusters Score: Raw -1968185.084687 + Penalty 3269.854059 = -1964915.230628 nChanged 1394 SP:Iteration 6F (2164.168873 sec): 3 clusters Score: Raw -1969152.481838 + Penalty 3269.854059 = -1965882.627779 nChanged 1248 SP:Iteration 7F (2164.214643 sec): 3 clusters Score: Raw -1970064.442976 + Penalty 3269.854059 = -1966794.588917 nChanged 1062 SP:Iteration 8Q (2164.260625 sec): 3 clusters Score: Raw -1970830.856295 + Penalty 3269.854059 = -1967561.002236 nChanged 836 SP:Iteration 9Q (2164.305923 sec): 3 clusters Score: Raw -1971452.284251 + Penalty 3269.854059 = -1968182.430192 nChanged 640 SP:Iteration 10Q (2164.349927 sec): 3 clusters Score: Raw -1971918.006893 + Penalty 3269.854059 = -1968648.152834 nChanged 508 SP:Iteration 11Q (2164.393072 sec): 3 clusters Score: Raw -1972252.370706 + Penalty 3269.854059 = -1968982.516647 nChanged 404 SP:Iteration 12Q (2164.435485 sec): 3 clusters Score: Raw -1972523.964795 + Penalty 3269.854059 = -1969254.110736 nChanged 330 SP:Iteration 13Q (2164.477335 sec): 3 clusters Score: Raw -1972724.244837 + Penalty 3269.854059 = -1969454.390778 nChanged 246 SP:Iteration 14Q (2164.518813 sec): 3 clusters Score: Raw -1972848.911102 + Penalty 3269.854059 = -1969579.057043 nChanged 220 SP:Iteration 15Q (2164.559974 sec): 3 clusters Score: Raw -1972980.463784 + Penalty 3269.854059 = -1969710.609725 nChanged 211 SP:Iteration 16Q (2164.600954 sec): 3 clusters Score: Raw -1973129.217617 + Penalty 3269.854059 = -1969859.363558 nChanged 211 SP:Iteration 17Q (2164.641720 sec): 3 clusters Score: Raw -1973255.828745 + Penalty 3269.854059 = -1969985.974686 nChanged 172 SP:Iteration 18Q (2164.682155 sec): 3 clusters Score: Raw -1973353.116937 + Penalty 3269.854059 = -1970083.262878 nChanged 177 SP:Iteration 19Q (2164.722649 sec): 3 clusters Score: Raw -1973450.746265 + Penalty 3269.854059 = -1970180.892206 nChanged 177 SP:Iteration 20F (2164.768241 sec): 3 clusters Score: Raw -1973534.867710 + Penalty 3269.854059 = -1970265.013651 nChanged 137 SP:Iteration 21Q (2164.808508 sec): 3 clusters Score: Raw -1973598.733662 + Penalty 3269.854059 = -1970328.879602 nChanged 114 SP:Iteration 22Q (2164.848625 sec): 3 clusters Score: Raw -1973646.946354 + Penalty 3269.854059 = -1970377.092295 nChanged 89 SP:Iteration 23Q (2164.888321 sec): 3 clusters Score: Raw -1973680.013830 + Penalty 3269.854059 = -1970410.159771 nChanged 69 SP:Iteration 24Q (2164.928211 sec): 3 clusters Score: Raw -1973702.831366 + Penalty 3269.854059 = -1970432.977306 nChanged 53 SP:Iteration 25Q (2164.967810 sec): 3 clusters Score: Raw -1973719.821183 + Penalty 3269.854059 = -1970449.967124 nChanged 48 SP:Iteration 26Q (2165.007480 sec): 3 clusters Score: Raw -1973737.243793 + Penalty 3269.854059 = -1970467.389734 nChanged 53 SP:Iteration 27Q (2165.047116 sec): 3 clusters Score: Raw -1973753.773486 + Penalty 3269.854059 = -1970483.919427 nChanged 49 SP:Iteration 28Q (2165.086667 sec): 3 clusters Score: Raw -1973767.555385 + Penalty 3269.854059 = -1970497.701326 nChanged 46 SP:Iteration 29Q (2165.126493 sec): 3 clusters Score: Raw -1973781.553043 + Penalty 3269.854059 = -1970511.698984 nChanged 46 SP:Iteration 30Q (2165.165809 sec): 3 clusters Score: Raw -1973796.947921 + Penalty 3269.854059 = -1970527.093862 nChanged 45 SP:Iteration 31Q (2165.205120 sec): 3 clusters Score: Raw -1973810.941681 + Penalty 3269.854059 = -1970541.087622 nChanged 47 SP:Iteration 32Q (2165.244650 sec): 3 clusters Score: Raw -1973827.151264 + Penalty 3269.854059 = -1970557.297205 nChanged 34 SP:Iteration 33Q (2165.284031 sec): 3 clusters Score: Raw -1973837.341310 + Penalty 3269.854059 = -1970567.487250 nChanged 28 SP:Iteration 34Q (2165.323484 sec): 3 clusters Score: Raw -1973844.273204 + Penalty 3269.854059 = -1970574.419145 nChanged 25 SP:Iteration 35Q (2165.362844 sec): 3 clusters Score: Raw -1973850.609101 + Penalty 3269.854059 = -1970580.755042 nChanged 21 SP:Iteration 36Q (2165.402167 sec): 3 clusters Score: Raw -1973855.759596 + Penalty 3269.854059 = -1970585.905537 nChanged 13 SP:Iteration 37Q (2165.441579 sec): 3 clusters Score: Raw -1973858.597122 + Penalty 3269.854059 = -1970588.743063 nChanged 9 SP:Iteration 38Q (2165.480869 sec): 3 clusters Score: Raw -1973859.878603 + Penalty 3269.854059 = -1970590.024544 nChanged 4 SP:Iteration 39Q (2165.520039 sec): 3 clusters Score: Raw -1973860.559110 + Penalty 3269.854059 = -1970590.705051 nChanged 4 SP:Iteration 40F (2165.569741 sec): 3 clusters Score: Raw -1973861.341032 + Penalty 3269.854059 = -1970591.486973 nChanged 5 SP:Iteration 41Q (2165.608981 sec): 3 clusters Score: Raw -1973862.456433 + Penalty 3269.854059 = -1970592.602374 nChanged 5 SP:Iteration 42Q (2165.648303 sec): 3 clusters Score: Raw -1973863.596236 + Penalty 3269.854059 = -1970593.742177 nChanged 3 SP:Iteration 43Q (2165.687819 sec): 3 clusters Score: Raw -1973864.150399 + Penalty 3269.854059 = -1970594.296340 nChanged 4 SP:Iteration 44Q (2165.727430 sec): 3 clusters Score: Raw -1973864.991517 + Penalty 3269.854059 = -1970595.137458 nChanged 5 SP:Iteration 45Q (2165.766695 sec): 3 clusters Score: Raw -1973866.170677 + Penalty 3269.854059 = -1970596.316618 nChanged 6 SP:Iteration 46Q (2165.806062 sec): 3 clusters Score: Raw -1973867.612402 + Penalty 3269.854059 = -1970597.758343 nChanged 8 SP:Iteration 47Q (2165.845326 sec): 3 clusters Score: Raw -1973869.532625 + Penalty 3269.854059 = -1970599.678565 nChanged 9 SP:Iteration 48Q (2165.884552 sec): 3 clusters Score: Raw -1973871.303865 + Penalty 3269.854059 = -1970601.449806 nChanged 7 SP:Iteration 49Q (2165.924087 sec): 3 clusters Score: Raw -1973872.465468 + Penalty 3269.854059 = -1970602.611409 nChanged 2 SP:Iteration 50Q (2165.963271 sec): 3 clusters Score: Raw -1973872.841012 + Penalty 3269.854059 = -1970602.986952 nChanged 2 SP:Iteration 51Q (2166.002549 sec): 3 clusters Score: Raw -1973873.221872 + Penalty 3269.854059 = -1970603.367813 nChanged 3 SP:Iteration 52Q (2166.041900 sec): 3 clusters Score: Raw -1973873.784262 + Penalty 3269.854059 = -1970603.930203 nChanged 2 SP:Iteration 53Q (2166.081223 sec): 3 clusters Score: Raw -1973874.350698 + Penalty 3269.854059 = -1970604.496639 nChanged 2 SP:Iteration 54Q (2166.120558 sec): 3 clusters Score: Raw -1973875.229836 + Penalty 3269.854059 = -1970605.375777 nChanged 5 SP:Iteration 55Q (2166.159812 sec): 3 clusters Score: Raw -1973876.527022 + Penalty 3269.854059 = -1970606.672962 nChanged 9 SP:Iteration 56Q (2166.199130 sec): 3 clusters Score: Raw -1973879.538209 + Penalty 3269.854059 = -1970609.684150 nChanged 9 SP:Iteration 57Q (2166.238557 sec): 3 clusters Score: Raw -1973882.184966 + Penalty 3269.854059 = -1970612.330906 nChanged 12 SP:Iteration 58Q (2166.277809 sec): 3 clusters Score: Raw -1973884.928632 + Penalty 3269.854059 = -1970615.074573 nChanged 5 SP:Iteration 59Q (2166.317046 sec): 3 clusters Score: Raw -1973885.779720 + Penalty 3269.854059 = -1970615.925661 nChanged 8 SP:Iteration 60F (2166.362809 sec): 3 clusters Score: Raw -1973887.082082 + Penalty 3269.854059 = -1970617.228023 nChanged 7 SP:Iteration 61Q (2166.402662 sec): 3 clusters Score: Raw -1973888.950894 + Penalty 3269.854059 = -1970619.096834 nChanged 8 SP:Iteration 62Q (2166.442528 sec): 3 clusters Score: Raw -1973890.837709 + Penalty 3269.854059 = -1970620.983650 nChanged 6 SP:Iteration 63Q (2166.482531 sec): 3 clusters Score: Raw -1973892.066281 + Penalty 3269.854059 = -1970622.212222 nChanged 3 SP:Iteration 64Q (2166.522270 sec): 3 clusters Score: Raw -1973892.688432 + Penalty 3269.854059 = -1970622.834373 nChanged 2 SP:Iteration 65Q (2166.561688 sec): 3 clusters Score: Raw -1973892.965558 + Penalty 3269.854059 = -1970623.111499 nChanged 2 SP:Iteration 66Q (2166.601547 sec): 3 clusters Score: Raw -1973893.627801 + Penalty 3269.854059 = -1970623.773742 nChanged 1 SP:Iteration 67Q (2166.641135 sec): 3 clusters Score: Raw -1973893.831940 + Penalty 3269.854059 = -1970623.977880 nChanged 2 SP:Iteration 68Q (2166.680303 sec): 3 clusters Score: Raw -1973894.056354 + Penalty 3269.854059 = -1970624.202294 nChanged 1 SP:Iteration 69Q (2166.719558 sec): 3 clusters Score: Raw -1973894.226877 + Penalty 3269.854059 = -1970624.372818 nChanged 2 SP:Iteration 70Q (2166.758718 sec): 3 clusters Score: Raw -1973894.576931 + Penalty 3269.854059 = -1970624.722872 nChanged 2 SP:Iteration 71Q (2166.798031 sec): 3 clusters Score: Raw -1973895.128503 + Penalty 3269.854059 = -1970625.274444 nChanged 3 SP:Iteration 72Q (2166.837241 sec): 3 clusters Score: Raw -1973895.623173 + Penalty 3269.854059 = -1970625.769114 nChanged 0 SP:Iteration 73F (2166.882964 sec): 3 clusters Score: Raw -1973895.623173 + Penalty 3269.854059 = -1970625.769114 nChanged 0 Iteration 339Q (2169.248852 sec): 31 clusters Score: Raw -23032753.427545 + Penalty 61283.627149 = -22971469.800396 nChanged 17 Iteration 340F (2174.291534 sec): 31 clusters Score: Raw -23032754.735989 + Penalty 61283.627149 = -22971471.108840 nChanged 15 Iteration 341Q (2176.651141 sec): 31 clusters Score: Raw -23032755.724624 + Penalty 61283.627149 = -22971472.097475 nChanged 19 Iteration 342Q (2179.014137 sec): 31 clusters Score: Raw -23032757.160895 + Penalty 61283.627149 = -22971473.533746 nChanged 20 Iteration 343Q (2181.374394 sec): 31 clusters Score: Raw -23032758.859564 + Penalty 61283.627149 = -22971475.232415 nChanged 18 Iteration 344Q (2183.732829 sec): 31 clusters Score: Raw -23032759.742367 + Penalty 61283.627149 = -22971476.115218 nChanged 15 Iteration 345Q (2186.091393 sec): 31 clusters Score: Raw -23032760.680871 + Penalty 61283.627149 = -22971477.053722 nChanged 17 Iteration 346Q (2188.451733 sec): 31 clusters Score: Raw -23032762.069697 + Penalty 61283.627149 = -22971478.442548 nChanged 18 Iteration 347Q (2190.833886 sec): 31 clusters Score: Raw -23032763.272514 + Penalty 61283.627149 = -22971479.645365 nChanged 27 Iteration 348Q (2193.198536 sec): 31 clusters Score: Raw -23032765.069294 + Penalty 61283.627149 = -22971481.442145 nChanged 27 Iteration 349Q (2195.561094 sec): 31 clusters Score: Raw -23032767.218646 + Penalty 61283.627149 = -22971483.591497 nChanged 29 Iteration 350Q (2197.927247 sec): 31 clusters Score: Raw -23032769.176282 + Penalty 61283.627149 = -22971485.549134 nChanged 29 Iteration 351Q (2200.287133 sec): 31 clusters Score: Raw -23032771.216972 + Penalty 61283.627149 = -22971487.589823 nChanged 26 Iteration 352Q (2202.668314 sec): 31 clusters Score: Raw -23032773.004643 + Penalty 61283.627149 = -22971489.377494 nChanged 23 Iteration 353Q (2205.028047 sec): 31 clusters Score: Raw -23032774.737602 + Penalty 61283.627149 = -22971491.110453 nChanged 29 Iteration 354Q (2207.389904 sec): 31 clusters Score: Raw -23032776.723631 + Penalty 61283.627149 = -22971493.096482 nChanged 28 Iteration 355Q (2209.771479 sec): 31 clusters Score: Raw -23032778.573873 + Penalty 61283.627149 = -22971494.946724 nChanged 26 Iteration 356Q (2212.130998 sec): 31 clusters Score: Raw -23032780.324348 + Penalty 61283.627149 = -22971496.697199 nChanged 15 Iteration 357Q (2214.505845 sec): 31 clusters Score: Raw -23032781.252982 + Penalty 61283.627149 = -22971497.625833 nChanged 13 Iteration 358Q (2216.873219 sec): 31 clusters Score: Raw -23032781.863568 + Penalty 61283.627149 = -22971498.236419 nChanged 11 Iteration 359Q (2219.255351 sec): 31 clusters Score: Raw -23032782.588785 + Penalty 61283.627149 = -22971498.961636 nChanged 8 Iteration 360F (2224.298839 sec): 31 clusters Score: Raw -23032783.069047 + Penalty 61283.627149 = -22971499.441898 nChanged 6 Iteration 361Q (2226.662989 sec): 31 clusters Score: Raw -23032783.396760 + Penalty 61283.627149 = -22971499.769611 nChanged 3 Iteration 362Q (2229.027072 sec): 31 clusters Score: Raw -23032783.504820 + Penalty 61283.627149 = -22971499.877671 nChanged 2 Iteration 363Q (2231.387836 sec): 31 clusters Score: Raw -23032783.595874 + Penalty 61283.627149 = -22971499.968725 nChanged 5 Iteration 364Q (2233.748396 sec): 31 clusters Score: Raw -23032783.798279 + Penalty 61283.627149 = -22971500.171130 nChanged 6 Iteration 365Q (2236.108089 sec): 31 clusters Score: Raw -23032783.984723 + Penalty 61283.627149 = -22971500.357574 nChanged 4 Iteration 366Q (2238.467556 sec): 31 clusters Score: Raw -23032784.073163 + Penalty 61283.627149 = -22971500.446014 nChanged 3 Iteration 367Q (2240.828011 sec): 31 clusters Score: Raw -23032784.128363 + Penalty 61283.627149 = -22971500.501214 nChanged 1 Iteration 368Q (2243.188092 sec): 31 clusters Score: Raw -23032784.310496 + Penalty 61283.627149 = -22971500.683347 nChanged 0 Iteration 369F (2248.231305 sec): 31 clusters Score: Raw -23032784.310496 + Penalty 61283.627149 = -22971500.683347 nChanged 0 Compute initial score before splitting: Score: Raw -23032784.310496 + Penalty 61283.627149 = -22971500.683347 Trying to split cluster 1 (51393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2248.322598 sec): 2 clusters Score: Raw -4307736.297855 + Penalty 1762.679304 = -4305973.618551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2248.415354 sec): 3 clusters Score: Raw -4274985.818682 + Penalty 3525.358608 = -4271460.460074 nChanged 24245 SP:Iteration 1F (2248.501750 sec): 3 clusters Score: Raw -4289198.098970 + Penalty 3525.358608 = -4285672.740362 nChanged 2544 SP:Iteration 2Q (2248.593145 sec): 3 clusters Score: Raw -4290288.063044 + Penalty 3525.358608 = -4286762.704436 nChanged 2943 SP:Iteration 3F (2248.679528 sec): 3 clusters Score: Raw -4291864.374287 + Penalty 3525.358608 = -4288339.015679 nChanged 3456 SP:Iteration 4F (2248.765809 sec): 3 clusters Score: Raw -4294184.906295 + Penalty 3525.358608 = -4290659.547687 nChanged 3897 SP:Iteration 5F (2248.852046 sec): 3 clusters Score: Raw -4297196.035545 + Penalty 3525.358608 = -4293670.676937 nChanged 3735 SP:Iteration 6F (2248.938290 sec): 3 clusters Score: Raw -4300302.001204 + Penalty 3525.358608 = -4296776.642596 nChanged 3109 SP:Iteration 7F (2249.024302 sec): 3 clusters Score: Raw -4302841.548344 + Penalty 3525.358608 = -4299316.189736 nChanged 2267 SP:Iteration 8Q (2249.110963 sec): 3 clusters Score: Raw -4304621.725987 + Penalty 3525.358608 = -4301096.367379 nChanged 1639 SP:Iteration 9Q (2249.195146 sec): 3 clusters Score: Raw -4305889.166263 + Penalty 3525.358608 = -4302363.807655 nChanged 1123 SP:Iteration 10Q (2249.276135 sec): 3 clusters Score: Raw -4306738.754886 + Penalty 3525.358608 = -4303213.396278 nChanged 687 SP:Iteration 11Q (2249.354356 sec): 3 clusters Score: Raw -4307233.737467 + Penalty 3525.358608 = -4303708.378859 nChanged 441 SP:Iteration 12Q (2249.429723 sec): 3 clusters Score: Raw -4307541.883191 + Penalty 3525.358608 = -4304016.524583 nChanged 272 SP:Iteration 13Q (2249.503412 sec): 3 clusters Score: Raw -4307730.004484 + Penalty 3525.358608 = -4304204.645876 nChanged 150 SP:Iteration 14Q (2249.575809 sec): 3 clusters Score: Raw -4307825.847455 + Penalty 3525.358608 = -4304300.488847 nChanged 98 SP:Iteration 15Q (2249.647683 sec): 3 clusters Score: Raw -4307887.540151 + Penalty 3525.358608 = -4304362.181543 nChanged 65 SP:Iteration 16Q (2249.719065 sec): 3 clusters Score: Raw -4307926.232704 + Penalty 3525.358608 = -4304400.874096 nChanged 55 SP:Iteration 17Q (2249.789742 sec): 3 clusters Score: Raw -4307960.852344 + Penalty 3525.358608 = -4304435.493736 nChanged 48 SP:Iteration 18Q (2249.860876 sec): 3 clusters Score: Raw -4307989.271238 + Penalty 3525.358608 = -4304463.912630 nChanged 47 SP:Iteration 19Q (2249.931582 sec): 3 clusters Score: Raw -4308026.785928 + Penalty 3525.358608 = -4304501.427320 nChanged 47 SP:Iteration 20F (2250.017437 sec): 3 clusters Score: Raw -4308055.307645 + Penalty 3525.358608 = -4304529.949037 nChanged 26 SP:Iteration 21Q (2250.087273 sec): 3 clusters Score: Raw -4308070.947646 + Penalty 3525.358608 = -4304545.589038 nChanged 20 SP:Iteration 22Q (2250.157150 sec): 3 clusters Score: Raw -4308082.522448 + Penalty 3525.358608 = -4304557.163840 nChanged 16 SP:Iteration 23Q (2250.226960 sec): 3 clusters Score: Raw -4308093.324236 + Penalty 3525.358608 = -4304567.965628 nChanged 12 SP:Iteration 24Q (2250.297082 sec): 3 clusters Score: Raw -4308102.500341 + Penalty 3525.358608 = -4304577.141733 nChanged 14 SP:Iteration 25Q (2250.367113 sec): 3 clusters Score: Raw -4308113.775739 + Penalty 3525.358608 = -4304588.417131 nChanged 16 SP:Iteration 26Q (2250.436778 sec): 3 clusters Score: Raw -4308124.263816 + Penalty 3525.358608 = -4304598.905208 nChanged 12 SP:Iteration 27Q (2250.506382 sec): 3 clusters Score: Raw -4308132.678301 + Penalty 3525.358608 = -4304607.319693 nChanged 9 SP:Iteration 28Q (2250.576156 sec): 3 clusters Score: Raw -4308137.697039 + Penalty 3525.358608 = -4304612.338431 nChanged 4 SP:Iteration 29Q (2250.646177 sec): 3 clusters Score: Raw -4308140.109270 + Penalty 3525.358608 = -4304614.750662 nChanged 7 SP:Iteration 30Q (2250.715712 sec): 3 clusters Score: Raw -4308143.220157 + Penalty 3525.358608 = -4304617.861549 nChanged 4 SP:Iteration 31Q (2250.785238 sec): 3 clusters Score: Raw -4308145.916383 + Penalty 3525.358608 = -4304620.557775 nChanged 1 SP:Iteration 32Q (2250.854929 sec): 3 clusters Score: Raw -4308146.391383 + Penalty 3525.358608 = -4304621.032775 nChanged 2 SP:Iteration 33Q (2250.924720 sec): 3 clusters Score: Raw -4308148.087696 + Penalty 3525.358608 = -4304622.729088 nChanged 4 SP:Iteration 34Q (2250.994349 sec): 3 clusters Score: Raw -4308150.303723 + Penalty 3525.358608 = -4304624.945115 nChanged 5 SP:Iteration 35Q (2251.064120 sec): 3 clusters Score: Raw -4308152.940848 + Penalty 3525.358608 = -4304627.582240 nChanged 1 SP:Iteration 36Q (2251.133622 sec): 3 clusters Score: Raw -4308153.442177 + Penalty 3525.358608 = -4304628.083569 nChanged 1 SP:Iteration 37Q (2251.203148 sec): 3 clusters Score: Raw -4308153.883134 + Penalty 3525.358608 = -4304628.524526 nChanged 2 SP:Iteration 38Q (2251.273052 sec): 3 clusters Score: Raw -4308154.662539 + Penalty 3525.358608 = -4304629.303931 nChanged 1 SP:Iteration 39Q (2251.342805 sec): 3 clusters Score: Raw -4308155.010795 + Penalty 3525.358608 = -4304629.652187 nChanged 0 SP:Iteration 40F (2251.429211 sec): 3 clusters Score: Raw -4308155.010795 + Penalty 3525.358608 = -4304629.652187 nChanged 0 Trying to split cluster 2 (2146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2251.435610 sec): 2 clusters Score: Raw -147738.658257 + Penalty 1246.596150 = -146492.062107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2251.447051 sec): 3 clusters Score: Raw -146840.574092 + Penalty 2493.192300 = -144347.381792 nChanged 763 SP:Iteration 1F (2251.457932 sec): 3 clusters Score: Raw -147415.026002 + Penalty 2493.192300 = -144921.833702 nChanged 218 SP:Iteration 2F (2251.468713 sec): 3 clusters Score: Raw -147646.772295 + Penalty 2493.192300 = -145153.579995 nChanged 161 SP:Iteration 3F (2251.479419 sec): 3 clusters Score: Raw -147820.902660 + Penalty 2493.192300 = -145327.710360 nChanged 104 SP:Iteration 4Q (2251.490142 sec): 3 clusters Score: Raw -147948.533181 + Penalty 2493.192300 = -145455.340881 nChanged 97 SP:Iteration 5Q (2251.500905 sec): 3 clusters Score: Raw -148064.605924 + Penalty 2493.192300 = -145571.413624 nChanged 84 SP:Iteration 6Q (2251.511572 sec): 3 clusters Score: Raw -148158.328827 + Penalty 2493.192300 = -145665.136527 nChanged 77 SP:Iteration 7Q (2251.522185 sec): 3 clusters Score: Raw -148229.185026 + Penalty 2493.192300 = -145735.992726 nChanged 53 SP:Iteration 8Q (2251.532833 sec): 3 clusters Score: Raw -148282.730238 + Penalty 2493.192300 = -145789.537938 nChanged 55 SP:Iteration 9Q (2251.543503 sec): 3 clusters Score: Raw -148347.556748 + Penalty 2493.192300 = -145854.364448 nChanged 62 SP:Iteration 10Q (2251.553979 sec): 3 clusters Score: Raw -148409.526299 + Penalty 2493.192300 = -145916.333999 nChanged 58 SP:Iteration 11Q (2251.564258 sec): 3 clusters Score: Raw -148478.622673 + Penalty 2493.192300 = -145985.430373 nChanged 59 SP:Iteration 12Q (2251.574676 sec): 3 clusters Score: Raw -148573.981428 + Penalty 2493.192300 = -146080.789128 nChanged 62 SP:Iteration 13Q (2251.585089 sec): 3 clusters Score: Raw -148673.538269 + Penalty 2493.192300 = -146180.345969 nChanged 60 SP:Iteration 14Q (2251.595427 sec): 3 clusters Score: Raw -148750.146871 + Penalty 2493.192300 = -146256.954571 nChanged 39 SP:Iteration 15Q (2251.605708 sec): 3 clusters Score: Raw -148795.175959 + Penalty 2493.192300 = -146301.983659 nChanged 37 SP:Iteration 16Q (2251.616018 sec): 3 clusters Score: Raw -148826.352291 + Penalty 2493.192300 = -146333.159991 nChanged 30 SP:Iteration 17Q (2251.626263 sec): 3 clusters Score: Raw -148860.014461 + Penalty 2493.192300 = -146366.822161 nChanged 32 SP:Iteration 18Q (2251.636466 sec): 3 clusters Score: Raw -148887.628093 + Penalty 2493.192300 = -146394.435793 nChanged 20 SP:Iteration 19Q (2251.646730 sec): 3 clusters Score: Raw -148901.438117 + Penalty 2493.192300 = -146408.245817 nChanged 12 SP:Iteration 20F (2251.657325 sec): 3 clusters Score: Raw -148907.791849 + Penalty 2493.192300 = -146414.599549 nChanged 12 SP:Iteration 21Q (2251.667449 sec): 3 clusters Score: Raw -148918.368103 + Penalty 2493.192300 = -146425.175803 nChanged 14 SP:Iteration 22Q (2251.677710 sec): 3 clusters Score: Raw -148926.585466 + Penalty 2493.192300 = -146433.393166 nChanged 7 SP:Iteration 23Q (2251.687894 sec): 3 clusters Score: Raw -148930.530580 + Penalty 2493.192300 = -146437.338280 nChanged 8 SP:Iteration 24Q (2251.698119 sec): 3 clusters Score: Raw -148936.393079 + Penalty 2493.192300 = -146443.200779 nChanged 9 SP:Iteration 25Q (2251.708354 sec): 3 clusters Score: Raw -148942.762265 + Penalty 2493.192300 = -146449.569965 nChanged 11 SP:Iteration 26Q (2251.718574 sec): 3 clusters Score: Raw -148948.228432 + Penalty 2493.192300 = -146455.036132 nChanged 5 SP:Iteration 27Q (2251.728750 sec): 3 clusters Score: Raw -148950.552031 + Penalty 2493.192300 = -146457.359731 nChanged 4 SP:Iteration 28Q (2251.738919 sec): 3 clusters Score: Raw -148952.379285 + Penalty 2493.192300 = -146459.186985 nChanged 3 SP:Iteration 29Q (2251.749123 sec): 3 clusters Score: Raw -148953.466835 + Penalty 2493.192300 = -146460.274535 nChanged 3 SP:Iteration 30Q (2251.759288 sec): 3 clusters Score: Raw -148955.927247 + Penalty 2493.192300 = -146462.734947 nChanged 7 SP:Iteration 31Q (2251.769443 sec): 3 clusters Score: Raw -148961.124794 + Penalty 2493.192300 = -146467.932494 nChanged 5 SP:Iteration 32Q (2251.779636 sec): 3 clusters Score: Raw -148965.071235 + Penalty 2493.192300 = -146471.878935 nChanged 6 SP:Iteration 33Q (2251.789711 sec): 3 clusters Score: Raw -148970.964778 + Penalty 2493.192300 = -146477.772478 nChanged 6 SP:Iteration 34Q (2251.799874 sec): 3 clusters Score: Raw -148974.542272 + Penalty 2493.192300 = -146481.349972 nChanged 4 SP:Iteration 35Q (2251.809978 sec): 3 clusters Score: Raw -148976.915492 + Penalty 2493.192300 = -146483.723192 nChanged 3 SP:Iteration 36Q (2251.820138 sec): 3 clusters Score: Raw -148978.494649 + Penalty 2493.192300 = -146485.302349 nChanged 2 SP:Iteration 37Q (2251.830299 sec): 3 clusters Score: Raw -148979.077176 + Penalty 2493.192300 = -146485.884876 nChanged 1 SP:Iteration 38Q (2251.840487 sec): 3 clusters Score: Raw -148979.273902 + Penalty 2493.192300 = -146486.081602 nChanged 0 SP:Iteration 39F (2251.851051 sec): 3 clusters Score: Raw -148979.273902 + Penalty 2493.192300 = -146486.081602 nChanged 0 Trying to split cluster 3 (1734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2251.865617 sec): 2 clusters Score: Raw -148990.939694 + Penalty 1211.955251 = -147778.984444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2251.874914 sec): 3 clusters Score: Raw -148277.645053 + Penalty 2423.910501 = -145853.734552 nChanged 608 SP:Iteration 1F (2251.883601 sec): 3 clusters Score: Raw -148684.703312 + Penalty 2423.910501 = -146260.792811 nChanged 131 SP:Iteration 2F (2251.892291 sec): 3 clusters Score: Raw -148781.834255 + Penalty 2423.910501 = -146357.923754 nChanged 72 SP:Iteration 3Q (2251.901019 sec): 3 clusters Score: Raw -148831.297927 + Penalty 2423.910501 = -146407.387425 nChanged 52 SP:Iteration 4Q (2251.909706 sec): 3 clusters Score: Raw -148866.017537 + Penalty 2423.910501 = -146442.107036 nChanged 35 SP:Iteration 5Q (2251.918305 sec): 3 clusters Score: Raw -148890.540256 + Penalty 2423.910501 = -146466.629755 nChanged 25 SP:Iteration 6Q (2251.927007 sec): 3 clusters Score: Raw -148905.527000 + Penalty 2423.910501 = -146481.616499 nChanged 23 SP:Iteration 7Q (2251.935718 sec): 3 clusters Score: Raw -148920.513115 + Penalty 2423.910501 = -146496.602614 nChanged 22 SP:Iteration 8Q (2251.944320 sec): 3 clusters Score: Raw -148932.481266 + Penalty 2423.910501 = -146508.570765 nChanged 8 SP:Iteration 9Q (2251.952977 sec): 3 clusters Score: Raw -148938.310260 + Penalty 2423.910501 = -146514.399759 nChanged 6 SP:Iteration 10Q (2251.961623 sec): 3 clusters Score: Raw -148941.884229 + Penalty 2423.910501 = -146517.973728 nChanged 5 SP:Iteration 11Q (2251.970317 sec): 3 clusters Score: Raw -148943.976688 + Penalty 2423.910501 = -146520.066187 nChanged 2 SP:Iteration 12Q (2251.978995 sec): 3 clusters Score: Raw -148944.533002 + Penalty 2423.910501 = -146520.622501 nChanged 5 SP:Iteration 13Q (2251.987633 sec): 3 clusters Score: Raw -148946.460486 + Penalty 2423.910501 = -146522.549985 nChanged 2 SP:Iteration 14Q (2251.996309 sec): 3 clusters Score: Raw -148948.135450 + Penalty 2423.910501 = -146524.224948 nChanged 6 SP:Iteration 15Q (2252.004901 sec): 3 clusters Score: Raw -148949.720070 + Penalty 2423.910501 = -146525.809569 nChanged 3 SP:Iteration 16Q (2252.013484 sec): 3 clusters Score: Raw -148950.875504 + Penalty 2423.910501 = -146526.965003 nChanged 2 SP:Iteration 17Q (2252.022142 sec): 3 clusters Score: Raw -148952.311678 + Penalty 2423.910501 = -146528.401177 nChanged 4 SP:Iteration 18Q (2252.030844 sec): 3 clusters Score: Raw -148953.712327 + Penalty 2423.910501 = -146529.801826 nChanged 2 SP:Iteration 19Q (2252.039501 sec): 3 clusters Score: Raw -148955.261656 + Penalty 2423.910501 = -146531.351155 nChanged 2 SP:Iteration 20F (2252.048071 sec): 3 clusters Score: Raw -148955.735030 + Penalty 2423.910501 = -146531.824529 nChanged 0 Trying to split cluster 4 (11799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2252.073617 sec): 2 clusters Score: Raw -1002886.013916 + Penalty 1523.562635 = -1001362.451281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2252.105965 sec): 3 clusters Score: Raw -996033.135082 + Penalty 3047.125270 = -992986.009813 nChanged 5128 SP:Iteration 1F (2252.137037 sec): 3 clusters Score: Raw -998740.789632 + Penalty 3047.125270 = -995693.664362 nChanged 642 SP:Iteration 2F (2252.168004 sec): 3 clusters Score: Raw -998987.024937 + Penalty 3047.125270 = -995939.899667 nChanged 552 SP:Iteration 3Q (2252.199490 sec): 3 clusters Score: Raw -999198.154257 + Penalty 3047.125270 = -996151.028987 nChanged 504 SP:Iteration 4Q (2252.230823 sec): 3 clusters Score: Raw -999400.526743 + Penalty 3047.125270 = -996353.401474 nChanged 478 SP:Iteration 5Q (2252.262116 sec): 3 clusters Score: Raw -999600.084744 + Penalty 3047.125270 = -996552.959475 nChanged 497 SP:Iteration 6Q (2252.293224 sec): 3 clusters Score: Raw -999834.237941 + Penalty 3047.125270 = -996787.112671 nChanged 572 SP:Iteration 7Q (2252.324485 sec): 3 clusters Score: Raw -1000150.105474 + Penalty 3047.125270 = -997102.980204 nChanged 628 SP:Iteration 8F (2252.355502 sec): 3 clusters Score: Raw -1000582.096522 + Penalty 3047.125270 = -997534.971252 nChanged 681 SP:Iteration 9F (2252.386421 sec): 3 clusters Score: Raw -1001092.604870 + Penalty 3047.125270 = -998045.479601 nChanged 641 SP:Iteration 10F (2252.417526 sec): 3 clusters Score: Raw -1001619.218341 + Penalty 3047.125270 = -998572.093071 nChanged 575 SP:Iteration 11Q (2252.448764 sec): 3 clusters Score: Raw -1002069.860150 + Penalty 3047.125270 = -999022.734880 nChanged 467 SP:Iteration 12Q (2252.479600 sec): 3 clusters Score: Raw -1002415.730747 + Penalty 3047.125270 = -999368.605477 nChanged 315 SP:Iteration 13Q (2252.509951 sec): 3 clusters Score: Raw -1002641.513643 + Penalty 3047.125270 = -999594.388373 nChanged 230 SP:Iteration 14Q (2252.539623 sec): 3 clusters Score: Raw -1002787.630478 + Penalty 3047.125270 = -999740.505208 nChanged 162 SP:Iteration 15Q (2252.569173 sec): 3 clusters Score: Raw -1002876.501373 + Penalty 3047.125270 = -999829.376103 nChanged 131 SP:Iteration 16Q (2252.598485 sec): 3 clusters Score: Raw -1002940.296898 + Penalty 3047.125270 = -999893.171628 nChanged 105 SP:Iteration 17Q (2252.627462 sec): 3 clusters Score: Raw -1002982.937506 + Penalty 3047.125270 = -999935.812236 nChanged 74 SP:Iteration 18Q (2252.656288 sec): 3 clusters Score: Raw -1003014.215632 + Penalty 3047.125270 = -999967.090362 nChanged 84 SP:Iteration 19Q (2252.685123 sec): 3 clusters Score: Raw -1003052.505043 + Penalty 3047.125270 = -1000005.379773 nChanged 82 SP:Iteration 20F (2252.716165 sec): 3 clusters Score: Raw -1003082.544602 + Penalty 3047.125270 = -1000035.419332 nChanged 62 SP:Iteration 21Q (2252.744824 sec): 3 clusters Score: Raw -1003107.826622 + Penalty 3047.125270 = -1000060.701353 nChanged 53 SP:Iteration 22Q (2252.773351 sec): 3 clusters Score: Raw -1003125.971675 + Penalty 3047.125270 = -1000078.846405 nChanged 39 SP:Iteration 23Q (2252.802273 sec): 3 clusters Score: Raw -1003137.969431 + Penalty 3047.125270 = -1000090.844161 nChanged 40 SP:Iteration 24Q (2252.830688 sec): 3 clusters Score: Raw -1003156.325789 + Penalty 3047.125270 = -1000109.200519 nChanged 44 SP:Iteration 25Q (2252.859289 sec): 3 clusters Score: Raw -1003175.573140 + Penalty 3047.125270 = -1000128.447870 nChanged 46 SP:Iteration 26Q (2252.887810 sec): 3 clusters Score: Raw -1003189.945050 + Penalty 3047.125270 = -1000142.819780 nChanged 37 SP:Iteration 27Q (2252.916290 sec): 3 clusters Score: Raw -1003204.404978 + Penalty 3047.125270 = -1000157.279708 nChanged 37 SP:Iteration 28Q (2252.944700 sec): 3 clusters Score: Raw -1003219.407087 + Penalty 3047.125270 = -1000172.281817 nChanged 35 SP:Iteration 29Q (2252.973077 sec): 3 clusters Score: Raw -1003230.434888 + Penalty 3047.125270 = -1000183.309618 nChanged 40 SP:Iteration 30Q (2253.001346 sec): 3 clusters Score: Raw -1003242.397582 + Penalty 3047.125270 = -1000195.272312 nChanged 32 SP:Iteration 31Q (2253.029576 sec): 3 clusters Score: Raw -1003251.842167 + Penalty 3047.125270 = -1000204.716897 nChanged 36 SP:Iteration 32Q (2253.057907 sec): 3 clusters Score: Raw -1003261.624404 + Penalty 3047.125270 = -1000214.499134 nChanged 34 SP:Iteration 33Q (2253.086355 sec): 3 clusters Score: Raw -1003271.052814 + Penalty 3047.125270 = -1000223.927544 nChanged 31 SP:Iteration 34Q (2253.114677 sec): 3 clusters Score: Raw -1003278.629219 + Penalty 3047.125270 = -1000231.503949 nChanged 18 SP:Iteration 35Q (2253.142911 sec): 3 clusters Score: Raw -1003283.776465 + Penalty 3047.125270 = -1000236.651196 nChanged 25 SP:Iteration 36Q (2253.171094 sec): 3 clusters Score: Raw -1003290.635074 + Penalty 3047.125270 = -1000243.509804 nChanged 28 SP:Iteration 37Q (2253.199530 sec): 3 clusters Score: Raw -1003298.293002 + Penalty 3047.125270 = -1000251.167732 nChanged 22 SP:Iteration 38Q (2253.227812 sec): 3 clusters Score: Raw -1003302.498169 + Penalty 3047.125270 = -1000255.372899 nChanged 13 SP:Iteration 39Q (2253.255896 sec): 3 clusters Score: Raw -1003304.923353 + Penalty 3047.125270 = -1000257.798083 nChanged 7 SP:Iteration 40F (2253.286981 sec): 3 clusters Score: Raw -1003306.648995 + Penalty 3047.125270 = -1000259.523725 nChanged 9 SP:Iteration 41Q (2253.315248 sec): 3 clusters Score: Raw -1003308.247741 + Penalty 3047.125270 = -1000261.122471 nChanged 9 SP:Iteration 42Q (2253.349923 sec): 3 clusters Score: Raw -1003309.824072 + Penalty 3047.125270 = -1000262.698802 nChanged 10 SP:Iteration 43Q (2253.377860 sec): 3 clusters Score: Raw -1003311.662110 + Penalty 3047.125270 = -1000264.536840 nChanged 11 SP:Iteration 44Q (2253.406138 sec): 3 clusters Score: Raw -1003313.405801 + Penalty 3047.125270 = -1000266.280531 nChanged 7 SP:Iteration 45Q (2253.434318 sec): 3 clusters Score: Raw -1003314.917163 + Penalty 3047.125270 = -1000267.791893 nChanged 5 SP:Iteration 46Q (2253.462513 sec): 3 clusters Score: Raw -1003316.185742 + Penalty 3047.125270 = -1000269.060472 nChanged 4 SP:Iteration 47Q (2253.490816 sec): 3 clusters Score: Raw -1003316.946480 + Penalty 3047.125270 = -1000269.821210 nChanged 6 SP:Iteration 48Q (2253.519023 sec): 3 clusters Score: Raw -1003318.048570 + Penalty 3047.125270 = -1000270.923300 nChanged 7 SP:Iteration 49Q (2253.547198 sec): 3 clusters Score: Raw -1003319.724864 + Penalty 3047.125270 = -1000272.599594 nChanged 5 SP:Iteration 50Q (2253.575309 sec): 3 clusters Score: Raw -1003320.634399 + Penalty 3047.125270 = -1000273.509129 nChanged 3 SP:Iteration 51Q (2253.603605 sec): 3 clusters Score: Raw -1003321.160054 + Penalty 3047.125270 = -1000274.034784 nChanged 1 SP:Iteration 52Q (2253.631886 sec): 3 clusters Score: Raw -1003321.348346 + Penalty 3047.125270 = -1000274.223076 nChanged 2 SP:Iteration 53Q (2253.660029 sec): 3 clusters Score: Raw -1003321.460923 + Penalty 3047.125270 = -1000274.335653 nChanged 0 SP:Iteration 54F (2253.691103 sec): 3 clusters Score: Raw -1003321.460923 + Penalty 3047.125270 = -1000274.335653 nChanged 0 Trying to split cluster 5 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2253.705498 sec): 2 clusters Score: Raw -123722.536108 + Penalty 1212.142570 = -122510.393538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2253.714978 sec): 3 clusters Score: Raw -122979.288988 + Penalty 2424.285141 = -120555.003847 nChanged 599 SP:Iteration 1F (2253.723745 sec): 3 clusters Score: Raw -123392.928602 + Penalty 2424.285141 = -120968.643461 nChanged 151 SP:Iteration 2F (2253.732563 sec): 3 clusters Score: Raw -123535.643991 + Penalty 2424.285141 = -121111.358850 nChanged 109 SP:Iteration 3F (2253.741404 sec): 3 clusters Score: Raw -123633.886611 + Penalty 2424.285141 = -121209.601470 nChanged 74 SP:Iteration 4Q (2253.750264 sec): 3 clusters Score: Raw -123702.291638 + Penalty 2424.285141 = -121278.006497 nChanged 58 SP:Iteration 5Q (2253.758991 sec): 3 clusters Score: Raw -123749.564092 + Penalty 2424.285141 = -121325.278951 nChanged 50 SP:Iteration 6Q (2253.767774 sec): 3 clusters Score: Raw -123792.429067 + Penalty 2424.285141 = -121368.143926 nChanged 42 SP:Iteration 7Q (2253.776601 sec): 3 clusters Score: Raw -123828.656707 + Penalty 2424.285141 = -121404.371566 nChanged 35 SP:Iteration 8Q (2253.785366 sec): 3 clusters Score: Raw -123860.690345 + Penalty 2424.285141 = -121436.405204 nChanged 26 SP:Iteration 9Q (2253.794126 sec): 3 clusters Score: Raw -123878.919729 + Penalty 2424.285141 = -121454.634588 nChanged 25 SP:Iteration 10Q (2253.802862 sec): 3 clusters Score: Raw -123906.965045 + Penalty 2424.285141 = -121482.679904 nChanged 24 SP:Iteration 11Q (2253.811612 sec): 3 clusters Score: Raw -123924.096436 + Penalty 2424.285141 = -121499.811295 nChanged 22 SP:Iteration 12Q (2253.820314 sec): 3 clusters Score: Raw -123943.532334 + Penalty 2424.285141 = -121519.247193 nChanged 23 SP:Iteration 13Q (2253.828941 sec): 3 clusters Score: Raw -123971.681763 + Penalty 2424.285141 = -121547.396622 nChanged 25 SP:Iteration 14Q (2253.837648 sec): 3 clusters Score: Raw -123997.295997 + Penalty 2424.285141 = -121573.010856 nChanged 26 SP:Iteration 15Q (2253.846284 sec): 3 clusters Score: Raw -124017.083168 + Penalty 2424.285141 = -121592.798028 nChanged 17 SP:Iteration 16Q (2253.854883 sec): 3 clusters Score: Raw -124034.490698 + Penalty 2424.285141 = -121610.205557 nChanged 28 SP:Iteration 17Q (2253.863557 sec): 3 clusters Score: Raw -124060.815808 + Penalty 2424.285141 = -121636.530667 nChanged 26 SP:Iteration 18Q (2253.872234 sec): 3 clusters Score: Raw -124080.094700 + Penalty 2424.285141 = -121655.809559 nChanged 23 SP:Iteration 19Q (2253.880824 sec): 3 clusters Score: Raw -124094.861567 + Penalty 2424.285141 = -121670.576426 nChanged 19 SP:Iteration 20F (2253.889563 sec): 3 clusters Score: Raw -124110.658415 + Penalty 2424.285141 = -121686.373274 nChanged 23 SP:Iteration 21Q (2253.898210 sec): 3 clusters Score: Raw -124129.388381 + Penalty 2424.285141 = -121705.103240 nChanged 19 SP:Iteration 22Q (2253.906812 sec): 3 clusters Score: Raw -124154.366070 + Penalty 2424.285141 = -121730.080929 nChanged 14 SP:Iteration 23Q (2253.915441 sec): 3 clusters Score: Raw -124163.353988 + Penalty 2424.285141 = -121739.068847 nChanged 8 SP:Iteration 24Q (2253.924077 sec): 3 clusters Score: Raw -124174.294071 + Penalty 2424.285141 = -121750.008930 nChanged 12 SP:Iteration 25Q (2253.932708 sec): 3 clusters Score: Raw -124190.655378 + Penalty 2424.285141 = -121766.370237 nChanged 12 SP:Iteration 26Q (2253.941357 sec): 3 clusters Score: Raw -124211.559843 + Penalty 2424.285141 = -121787.274702 nChanged 17 SP:Iteration 27Q (2253.949970 sec): 3 clusters Score: Raw -124228.426302 + Penalty 2424.285141 = -121804.141161 nChanged 25 SP:Iteration 28Q (2253.958579 sec): 3 clusters Score: Raw -124250.142685 + Penalty 2424.285141 = -121825.857544 nChanged 21 SP:Iteration 29Q (2253.967107 sec): 3 clusters Score: Raw -124261.650155 + Penalty 2424.285141 = -121837.365014 nChanged 11 SP:Iteration 30Q (2253.975746 sec): 3 clusters Score: Raw -124272.131715 + Penalty 2424.285141 = -121847.846574 nChanged 14 SP:Iteration 31Q (2253.984346 sec): 3 clusters Score: Raw -124279.942923 + Penalty 2424.285141 = -121855.657782 nChanged 6 SP:Iteration 32Q (2253.992937 sec): 3 clusters Score: Raw -124281.568259 + Penalty 2424.285141 = -121857.283118 nChanged 5 SP:Iteration 33Q (2254.001484 sec): 3 clusters Score: Raw -124283.829875 + Penalty 2424.285141 = -121859.544734 nChanged 5 SP:Iteration 34Q (2254.009998 sec): 3 clusters Score: Raw -124288.767735 + Penalty 2424.285141 = -121864.482594 nChanged 5 SP:Iteration 35Q (2254.018511 sec): 3 clusters Score: Raw -124292.078841 + Penalty 2424.285141 = -121867.793700 nChanged 1 SP:Iteration 36Q (2254.027075 sec): 3 clusters Score: Raw -124292.450755 + Penalty 2424.285141 = -121868.165614 nChanged 1 SP:Iteration 37Q (2254.035669 sec): 3 clusters Score: Raw -124293.011635 + Penalty 2424.285141 = -121868.726494 nChanged 0 SP:Iteration 38F (2254.044397 sec): 3 clusters Score: Raw -124293.011635 + Penalty 2424.285141 = -121868.726494 nChanged 0 Trying to split cluster 6 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2254.057853 sec): 2 clusters Score: Raw -125303.829574 + Penalty 1193.096406 = -124110.733168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2254.066307 sec): 3 clusters Score: Raw -124689.971959 + Penalty 2386.192812 = -122303.779147 nChanged 503 SP:Iteration 1F (2254.074210 sec): 3 clusters Score: Raw -125055.424184 + Penalty 2386.192812 = -122669.231371 nChanged 128 SP:Iteration 2F (2254.082098 sec): 3 clusters Score: Raw -125182.960041 + Penalty 2386.192812 = -122796.767228 nChanged 87 SP:Iteration 3F (2254.089980 sec): 3 clusters Score: Raw -125261.792021 + Penalty 2386.192812 = -122875.599209 nChanged 58 SP:Iteration 4Q (2254.097801 sec): 3 clusters Score: Raw -125312.929298 + Penalty 2386.192812 = -122926.736485 nChanged 53 SP:Iteration 5Q (2254.105677 sec): 3 clusters Score: Raw -125366.722935 + Penalty 2386.192812 = -122980.530122 nChanged 42 SP:Iteration 6Q (2254.113511 sec): 3 clusters Score: Raw -125410.892451 + Penalty 2386.192812 = -123024.699639 nChanged 50 SP:Iteration 7Q (2254.121331 sec): 3 clusters Score: Raw -125457.175075 + Penalty 2386.192812 = -123070.982263 nChanged 48 SP:Iteration 8Q (2254.129184 sec): 3 clusters Score: Raw -125496.395153 + Penalty 2386.192812 = -123110.202340 nChanged 50 SP:Iteration 9Q (2254.136997 sec): 3 clusters Score: Raw -125538.737092 + Penalty 2386.192812 = -123152.544280 nChanged 41 SP:Iteration 10Q (2254.144720 sec): 3 clusters Score: Raw -125577.203107 + Penalty 2386.192812 = -123191.010294 nChanged 37 SP:Iteration 11Q (2254.152489 sec): 3 clusters Score: Raw -125607.393299 + Penalty 2386.192812 = -123221.200487 nChanged 34 SP:Iteration 12Q (2254.160287 sec): 3 clusters Score: Raw -125635.114193 + Penalty 2386.192812 = -123248.921381 nChanged 33 SP:Iteration 13Q (2254.168061 sec): 3 clusters Score: Raw -125659.210945 + Penalty 2386.192812 = -123273.018132 nChanged 24 SP:Iteration 14Q (2254.175818 sec): 3 clusters Score: Raw -125681.634845 + Penalty 2386.192812 = -123295.442033 nChanged 23 SP:Iteration 15Q (2254.183560 sec): 3 clusters Score: Raw -125702.504927 + Penalty 2386.192812 = -123316.312115 nChanged 22 SP:Iteration 16Q (2254.191295 sec): 3 clusters Score: Raw -125720.317423 + Penalty 2386.192812 = -123334.124611 nChanged 21 SP:Iteration 17Q (2254.199009 sec): 3 clusters Score: Raw -125738.892962 + Penalty 2386.192812 = -123352.700149 nChanged 23 SP:Iteration 18Q (2254.206731 sec): 3 clusters Score: Raw -125761.358329 + Penalty 2386.192812 = -123375.165516 nChanged 22 SP:Iteration 19Q (2254.214385 sec): 3 clusters Score: Raw -125776.680639 + Penalty 2386.192812 = -123390.487826 nChanged 16 SP:Iteration 20F (2254.222194 sec): 3 clusters Score: Raw -125787.048724 + Penalty 2386.192812 = -123400.855912 nChanged 10 SP:Iteration 21Q (2254.229981 sec): 3 clusters Score: Raw -125791.718072 + Penalty 2386.192812 = -123405.525260 nChanged 5 SP:Iteration 22Q (2254.237703 sec): 3 clusters Score: Raw -125794.076499 + Penalty 2386.192812 = -123407.883687 nChanged 1 SP:Iteration 23Q (2254.245366 sec): 3 clusters Score: Raw -125794.442980 + Penalty 2386.192812 = -123408.250168 nChanged 1 SP:Iteration 24Q (2254.253086 sec): 3 clusters Score: Raw -125795.324661 + Penalty 2386.192812 = -123409.131849 nChanged 2 SP:Iteration 25Q (2254.260789 sec): 3 clusters Score: Raw -125796.160335 + Penalty 2386.192812 = -123409.967523 nChanged 0 SP:Iteration 26F (2254.268668 sec): 3 clusters Score: Raw -125796.160335 + Penalty 2386.192812 = -123409.967523 nChanged 0 Trying to split cluster 7 (2775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2254.284971 sec): 2 clusters Score: Raw -227026.517413 + Penalty 1288.365979 = -225738.151433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2254.299359 sec): 3 clusters Score: Raw -225753.852969 + Penalty 2576.731959 = -223177.121011 nChanged 1001 SP:Iteration 1F (2254.312986 sec): 3 clusters Score: Raw -226316.690941 + Penalty 2576.731959 = -223739.958982 nChanged 230 SP:Iteration 2F (2254.326598 sec): 3 clusters Score: Raw -226473.504890 + Penalty 2576.731959 = -223896.772931 nChanged 172 SP:Iteration 3F (2254.340101 sec): 3 clusters Score: Raw -226594.981382 + Penalty 2576.731959 = -224018.249423 nChanged 130 SP:Iteration 4Q (2254.353758 sec): 3 clusters Score: Raw -226698.053284 + Penalty 2576.731959 = -224121.321325 nChanged 127 SP:Iteration 5Q (2254.367220 sec): 3 clusters Score: Raw -226808.925893 + Penalty 2576.731959 = -224232.193934 nChanged 117 SP:Iteration 6Q (2254.380820 sec): 3 clusters Score: Raw -226897.831000 + Penalty 2576.731959 = -224321.099042 nChanged 112 SP:Iteration 7Q (2254.394402 sec): 3 clusters Score: Raw -226980.560979 + Penalty 2576.731959 = -224403.829020 nChanged 102 SP:Iteration 8Q (2254.407952 sec): 3 clusters Score: Raw -227054.719924 + Penalty 2576.731959 = -224477.987965 nChanged 97 SP:Iteration 9Q (2254.421549 sec): 3 clusters Score: Raw -227125.410837 + Penalty 2576.731959 = -224548.678879 nChanged 95 SP:Iteration 10Q (2254.435086 sec): 3 clusters Score: Raw -227218.446323 + Penalty 2576.731959 = -224641.714364 nChanged 96 SP:Iteration 11Q (2254.448619 sec): 3 clusters Score: Raw -227294.182986 + Penalty 2576.731959 = -224717.451027 nChanged 68 SP:Iteration 12Q (2254.462007 sec): 3 clusters Score: Raw -227341.669490 + Penalty 2576.731959 = -224764.937531 nChanged 60 SP:Iteration 13Q (2254.475383 sec): 3 clusters Score: Raw -227386.528032 + Penalty 2576.731959 = -224809.796074 nChanged 55 SP:Iteration 14Q (2254.488743 sec): 3 clusters Score: Raw -227418.218196 + Penalty 2576.731959 = -224841.486237 nChanged 38 SP:Iteration 15Q (2254.502204 sec): 3 clusters Score: Raw -227442.690569 + Penalty 2576.731959 = -224865.958611 nChanged 42 SP:Iteration 16Q (2254.515676 sec): 3 clusters Score: Raw -227472.626114 + Penalty 2576.731959 = -224895.894156 nChanged 38 SP:Iteration 17Q (2254.529176 sec): 3 clusters Score: Raw -227500.601226 + Penalty 2576.731959 = -224923.869267 nChanged 47 SP:Iteration 18Q (2254.542637 sec): 3 clusters Score: Raw -227530.728302 + Penalty 2576.731959 = -224953.996344 nChanged 31 SP:Iteration 19Q (2254.556068 sec): 3 clusters Score: Raw -227546.585258 + Penalty 2576.731959 = -224969.853300 nChanged 17 SP:Iteration 20F (2254.569670 sec): 3 clusters Score: Raw -227554.627777 + Penalty 2576.731959 = -224977.895819 nChanged 16 SP:Iteration 21Q (2254.583116 sec): 3 clusters Score: Raw -227560.763733 + Penalty 2576.731959 = -224984.031774 nChanged 9 SP:Iteration 22Q (2254.596514 sec): 3 clusters Score: Raw -227565.890892 + Penalty 2576.731959 = -224989.158934 nChanged 12 SP:Iteration 23Q (2254.609787 sec): 3 clusters Score: Raw -227571.374319 + Penalty 2576.731959 = -224994.642360 nChanged 8 SP:Iteration 24Q (2254.623185 sec): 3 clusters Score: Raw -227574.498205 + Penalty 2576.731959 = -224997.766247 nChanged 7 SP:Iteration 25Q (2254.636468 sec): 3 clusters Score: Raw -227577.531447 + Penalty 2576.731959 = -225000.799489 nChanged 5 SP:Iteration 26Q (2254.649806 sec): 3 clusters Score: Raw -227579.182956 + Penalty 2576.731959 = -225002.450998 nChanged 4 SP:Iteration 27Q (2254.663073 sec): 3 clusters Score: Raw -227580.233974 + Penalty 2576.731959 = -225003.502015 nChanged 2 SP:Iteration 28Q (2254.676331 sec): 3 clusters Score: Raw -227580.729285 + Penalty 2576.731959 = -225003.997326 nChanged 0 SP:Iteration 29F (2254.689935 sec): 3 clusters Score: Raw -227580.729285 + Penalty 2576.731959 = -225003.997326 nChanged 0 Trying to split cluster 8 (8008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2254.711621 sec): 2 clusters Score: Raw -670111.850404 + Penalty 1460.581902 = -668651.268501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2254.737810 sec): 3 clusters Score: Raw -665722.813483 + Penalty 2921.163804 = -662801.649679 nChanged 3399 SP:Iteration 1F (2254.763072 sec): 3 clusters Score: Raw -667599.572223 + Penalty 2921.163804 = -664678.408419 nChanged 528 SP:Iteration 2F (2254.794438 sec): 3 clusters Score: Raw -667806.693296 + Penalty 2921.163804 = -664885.529492 nChanged 366 SP:Iteration 3Q (2254.852521 sec): 3 clusters Score: Raw -667944.519619 + Penalty 2921.163804 = -665023.355815 nChanged 286 SP:Iteration 4Q (2254.877840 sec): 3 clusters Score: Raw -668045.539256 + Penalty 2921.163804 = -665124.375452 nChanged 221 SP:Iteration 5Q (2254.902068 sec): 3 clusters Score: Raw -668118.156089 + Penalty 2921.163804 = -665196.992284 nChanged 213 SP:Iteration 6Q (2254.927632 sec): 3 clusters Score: Raw -668187.563779 + Penalty 2921.163804 = -665266.399975 nChanged 177 SP:Iteration 7Q (2254.952958 sec): 3 clusters Score: Raw -668250.127606 + Penalty 2921.163804 = -665328.963802 nChanged 176 SP:Iteration 8Q (2254.978319 sec): 3 clusters Score: Raw -668321.815864 + Penalty 2921.163804 = -665400.652059 nChanged 181 SP:Iteration 9Q (2255.003712 sec): 3 clusters Score: Raw -668399.308760 + Penalty 2921.163804 = -665478.144956 nChanged 195 SP:Iteration 10Q (2255.028883 sec): 3 clusters Score: Raw -668482.470763 + Penalty 2921.163804 = -665561.306958 nChanged 193 SP:Iteration 11Q (2255.054056 sec): 3 clusters Score: Raw -668570.734440 + Penalty 2921.163804 = -665649.570636 nChanged 225 SP:Iteration 12Q (2255.079334 sec): 3 clusters Score: Raw -668685.770225 + Penalty 2921.163804 = -665764.606420 nChanged 243 SP:Iteration 13Q (2255.104578 sec): 3 clusters Score: Raw -668819.909509 + Penalty 2921.163804 = -665898.745705 nChanged 227 SP:Iteration 14Q (2255.129507 sec): 3 clusters Score: Raw -668949.570065 + Penalty 2921.163804 = -666028.406261 nChanged 230 SP:Iteration 15Q (2255.154547 sec): 3 clusters Score: Raw -669086.477339 + Penalty 2921.163804 = -666165.313535 nChanged 249 SP:Iteration 16Q (2255.179425 sec): 3 clusters Score: Raw -669231.220951 + Penalty 2921.163804 = -666310.057147 nChanged 230 SP:Iteration 17Q (2255.203998 sec): 3 clusters Score: Raw -669365.482658 + Penalty 2921.163804 = -666444.318854 nChanged 241 SP:Iteration 18Q (2255.228541 sec): 3 clusters Score: Raw -669495.612319 + Penalty 2921.163804 = -666574.448515 nChanged 212 SP:Iteration 19Q (2255.253078 sec): 3 clusters Score: Raw -669622.095484 + Penalty 2921.163804 = -666700.931680 nChanged 194 SP:Iteration 20F (2255.278411 sec): 3 clusters Score: Raw -669724.342502 + Penalty 2921.163804 = -666803.178698 nChanged 157 SP:Iteration 21Q (2255.302587 sec): 3 clusters Score: Raw -669796.636839 + Penalty 2921.163804 = -666875.473034 nChanged 132 SP:Iteration 22Q (2255.326667 sec): 3 clusters Score: Raw -669855.182458 + Penalty 2921.163804 = -666934.018654 nChanged 111 SP:Iteration 23Q (2255.350677 sec): 3 clusters Score: Raw -669900.175628 + Penalty 2921.163804 = -666979.011824 nChanged 94 SP:Iteration 24Q (2255.374671 sec): 3 clusters Score: Raw -669937.974082 + Penalty 2921.163804 = -667016.810278 nChanged 90 SP:Iteration 25Q (2255.398465 sec): 3 clusters Score: Raw -669974.677563 + Penalty 2921.163804 = -667053.513759 nChanged 83 SP:Iteration 26Q (2255.422175 sec): 3 clusters Score: Raw -670008.637358 + Penalty 2921.163804 = -667087.473554 nChanged 79 SP:Iteration 27Q (2255.445622 sec): 3 clusters Score: Raw -670044.544097 + Penalty 2921.163804 = -667123.380293 nChanged 87 SP:Iteration 28Q (2255.468990 sec): 3 clusters Score: Raw -670088.183351 + Penalty 2921.163804 = -667167.019547 nChanged 73 SP:Iteration 29Q (2255.492570 sec): 3 clusters Score: Raw -670122.421029 + Penalty 2921.163804 = -667201.257224 nChanged 64 SP:Iteration 30Q (2255.516272 sec): 3 clusters Score: Raw -670153.815181 + Penalty 2921.163804 = -667232.651377 nChanged 69 SP:Iteration 31Q (2255.575955 sec): 3 clusters Score: Raw -670185.948333 + Penalty 2921.163804 = -667264.784529 nChanged 50 SP:Iteration 32Q (2255.635111 sec): 3 clusters Score: Raw -670207.547647 + Penalty 2921.163804 = -667286.383843 nChanged 45 SP:Iteration 33Q (2255.662837 sec): 3 clusters Score: Raw -670225.279051 + Penalty 2921.163804 = -667304.115247 nChanged 28 SP:Iteration 34Q (2255.686110 sec): 3 clusters Score: Raw -670235.469780 + Penalty 2921.163804 = -667314.305976 nChanged 18 SP:Iteration 35Q (2255.709267 sec): 3 clusters Score: Raw -670242.199866 + Penalty 2921.163804 = -667321.036062 nChanged 15 SP:Iteration 36Q (2255.732566 sec): 3 clusters Score: Raw -670246.127028 + Penalty 2921.163804 = -667324.963224 nChanged 12 SP:Iteration 37Q (2255.758512 sec): 3 clusters Score: Raw -670250.037591 + Penalty 2921.163804 = -667328.873786 nChanged 12 SP:Iteration 38Q (2255.781623 sec): 3 clusters Score: Raw -670254.855090 + Penalty 2921.163804 = -667333.691285 nChanged 13 SP:Iteration 39Q (2255.804665 sec): 3 clusters Score: Raw -670259.377017 + Penalty 2921.163804 = -667338.213213 nChanged 15 SP:Iteration 40F (2255.829836 sec): 3 clusters Score: Raw -670263.579372 + Penalty 2921.163804 = -667342.415567 nChanged 15 SP:Iteration 41Q (2255.852337 sec): 3 clusters Score: Raw -670270.034425 + Penalty 2921.163804 = -667348.870621 nChanged 12 SP:Iteration 42Q (2255.875717 sec): 3 clusters Score: Raw -670274.428565 + Penalty 2921.163804 = -667353.264761 nChanged 15 SP:Iteration 43Q (2255.898870 sec): 3 clusters Score: Raw -670279.264621 + Penalty 2921.163804 = -667358.100816 nChanged 17 SP:Iteration 44Q (2255.921959 sec): 3 clusters Score: Raw -670283.760039 + Penalty 2921.163804 = -667362.596235 nChanged 9 SP:Iteration 45Q (2255.944915 sec): 3 clusters Score: Raw -670286.113087 + Penalty 2921.163804 = -667364.949283 nChanged 4 SP:Iteration 46Q (2255.967946 sec): 3 clusters Score: Raw -670287.092582 + Penalty 2921.163804 = -667365.928778 nChanged 3 SP:Iteration 47Q (2255.991195 sec): 3 clusters Score: Raw -670287.772360 + Penalty 2921.163804 = -667366.608556 nChanged 0 SP:Iteration 48F (2256.016619 sec): 3 clusters Score: Raw -670287.772360 + Penalty 2921.163804 = -667366.608556 nChanged 0 Trying to split cluster 9 (5044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2256.035705 sec): 2 clusters Score: Raw -374105.876650 + Penalty 1385.467638 = -372720.409011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2256.057963 sec): 3 clusters Score: Raw -371528.808026 + Penalty 2770.935277 = -368757.872749 nChanged 2016 SP:Iteration 1F (2256.079603 sec): 3 clusters Score: Raw -372759.180988 + Penalty 2770.935277 = -369988.245712 nChanged 415 SP:Iteration 2F (2256.101125 sec): 3 clusters Score: Raw -373073.452201 + Penalty 2770.935277 = -370302.516925 nChanged 363 SP:Iteration 3F (2256.122751 sec): 3 clusters Score: Raw -373360.755226 + Penalty 2770.935277 = -370589.819950 nChanged 297 SP:Iteration 4F (2256.144544 sec): 3 clusters Score: Raw -373599.937095 + Penalty 2770.935277 = -370829.001819 nChanged 271 SP:Iteration 5F (2256.166174 sec): 3 clusters Score: Raw -373817.280349 + Penalty 2770.935277 = -371046.345072 nChanged 250 SP:Iteration 6Q (2256.187942 sec): 3 clusters Score: Raw -374054.113236 + Penalty 2770.935277 = -371283.177959 nChanged 217 SP:Iteration 7Q (2256.209447 sec): 3 clusters Score: Raw -374296.017505 + Penalty 2770.935277 = -371525.082228 nChanged 219 SP:Iteration 8Q (2256.230795 sec): 3 clusters Score: Raw -374520.243122 + Penalty 2770.935277 = -371749.307845 nChanged 174 SP:Iteration 9Q (2256.251817 sec): 3 clusters Score: Raw -374669.618207 + Penalty 2770.935277 = -371898.682931 nChanged 148 SP:Iteration 10Q (2256.272735 sec): 3 clusters Score: Raw -374770.676119 + Penalty 2770.935277 = -371999.740842 nChanged 119 SP:Iteration 11Q (2256.293639 sec): 3 clusters Score: Raw -374835.433561 + Penalty 2770.935277 = -372064.498285 nChanged 94 SP:Iteration 12Q (2256.314486 sec): 3 clusters Score: Raw -374882.678198 + Penalty 2770.935277 = -372111.742922 nChanged 77 SP:Iteration 13Q (2256.335177 sec): 3 clusters Score: Raw -374927.406700 + Penalty 2770.935277 = -372156.471423 nChanged 71 SP:Iteration 14Q (2256.355931 sec): 3 clusters Score: Raw -374964.650520 + Penalty 2770.935277 = -372193.715244 nChanged 66 SP:Iteration 15Q (2256.376619 sec): 3 clusters Score: Raw -374994.172670 + Penalty 2770.935277 = -372223.237394 nChanged 63 SP:Iteration 16Q (2256.397123 sec): 3 clusters Score: Raw -375019.930848 + Penalty 2770.935277 = -372248.995572 nChanged 51 SP:Iteration 17Q (2256.417785 sec): 3 clusters Score: Raw -375041.238423 + Penalty 2770.935277 = -372270.303146 nChanged 41 SP:Iteration 18Q (2256.438534 sec): 3 clusters Score: Raw -375056.543680 + Penalty 2770.935277 = -372285.608404 nChanged 42 SP:Iteration 19Q (2256.459310 sec): 3 clusters Score: Raw -375069.554030 + Penalty 2770.935277 = -372298.618754 nChanged 29 SP:Iteration 20F (2256.480937 sec): 3 clusters Score: Raw -375080.040749 + Penalty 2770.935277 = -372309.105472 nChanged 30 SP:Iteration 21Q (2256.501637 sec): 3 clusters Score: Raw -375090.773482 + Penalty 2770.935277 = -372319.838205 nChanged 25 SP:Iteration 22Q (2256.522158 sec): 3 clusters Score: Raw -375098.530237 + Penalty 2770.935277 = -372327.594960 nChanged 25 SP:Iteration 23Q (2256.542828 sec): 3 clusters Score: Raw -375107.210774 + Penalty 2770.935277 = -372336.275498 nChanged 28 SP:Iteration 24Q (2256.563470 sec): 3 clusters Score: Raw -375117.536256 + Penalty 2770.935277 = -372346.600979 nChanged 31 SP:Iteration 25Q (2256.583913 sec): 3 clusters Score: Raw -375128.536283 + Penalty 2770.935277 = -372357.601006 nChanged 28 SP:Iteration 26Q (2256.604495 sec): 3 clusters Score: Raw -375137.322177 + Penalty 2770.935277 = -372366.386900 nChanged 22 SP:Iteration 27Q (2256.625012 sec): 3 clusters Score: Raw -375143.152830 + Penalty 2770.935277 = -372372.217554 nChanged 20 SP:Iteration 28Q (2256.645531 sec): 3 clusters Score: Raw -375148.495774 + Penalty 2770.935277 = -372377.560497 nChanged 21 SP:Iteration 29Q (2256.665973 sec): 3 clusters Score: Raw -375154.177052 + Penalty 2770.935277 = -372383.241776 nChanged 18 SP:Iteration 30Q (2256.686405 sec): 3 clusters Score: Raw -375158.808354 + Penalty 2770.935277 = -372387.873078 nChanged 17 SP:Iteration 31Q (2256.707049 sec): 3 clusters Score: Raw -375164.858713 + Penalty 2770.935277 = -372393.923436 nChanged 27 SP:Iteration 32Q (2256.727610 sec): 3 clusters Score: Raw -375175.626296 + Penalty 2770.935277 = -372404.691019 nChanged 32 SP:Iteration 33Q (2256.748274 sec): 3 clusters Score: Raw -375187.193109 + Penalty 2770.935277 = -372416.257832 nChanged 30 SP:Iteration 34Q (2256.768812 sec): 3 clusters Score: Raw -375197.497141 + Penalty 2770.935277 = -372426.561865 nChanged 32 SP:Iteration 35Q (2256.789277 sec): 3 clusters Score: Raw -375210.080003 + Penalty 2770.935277 = -372439.144726 nChanged 38 SP:Iteration 36Q (2256.809753 sec): 3 clusters Score: Raw -375230.150539 + Penalty 2770.935277 = -372459.215262 nChanged 36 SP:Iteration 37Q (2256.829968 sec): 3 clusters Score: Raw -375247.065402 + Penalty 2770.935277 = -372476.130126 nChanged 31 SP:Iteration 38Q (2256.850514 sec): 3 clusters Score: Raw -375255.873183 + Penalty 2770.935277 = -372484.937907 nChanged 17 SP:Iteration 39Q (2256.871004 sec): 3 clusters Score: Raw -375262.221609 + Penalty 2770.935277 = -372491.286332 nChanged 20 SP:Iteration 40F (2256.892616 sec): 3 clusters Score: Raw -375268.746544 + Penalty 2770.935277 = -372497.811268 nChanged 15 SP:Iteration 41Q (2256.912921 sec): 3 clusters Score: Raw -375273.920240 + Penalty 2770.935277 = -372502.984964 nChanged 15 SP:Iteration 42Q (2256.933625 sec): 3 clusters Score: Raw -375279.276985 + Penalty 2770.935277 = -372508.341708 nChanged 11 SP:Iteration 43Q (2256.954108 sec): 3 clusters Score: Raw -375282.074563 + Penalty 2770.935277 = -372511.139287 nChanged 10 SP:Iteration 44Q (2256.974620 sec): 3 clusters Score: Raw -375287.200560 + Penalty 2770.935277 = -372516.265284 nChanged 14 SP:Iteration 45Q (2256.995147 sec): 3 clusters Score: Raw -375292.776164 + Penalty 2770.935277 = -372521.840887 nChanged 9 SP:Iteration 46Q (2257.015671 sec): 3 clusters Score: Raw -375295.087408 + Penalty 2770.935277 = -372524.152131 nChanged 3 SP:Iteration 47Q (2257.036337 sec): 3 clusters Score: Raw -375296.010648 + Penalty 2770.935277 = -372525.075371 nChanged 2 SP:Iteration 48Q (2257.056899 sec): 3 clusters Score: Raw -375296.301706 + Penalty 2770.935277 = -372525.366429 nChanged 2 SP:Iteration 49Q (2257.077556 sec): 3 clusters Score: Raw -375296.598053 + Penalty 2770.935277 = -372525.662776 nChanged 0 SP:Iteration 50F (2257.099387 sec): 3 clusters Score: Raw -375296.598053 + Penalty 2770.935277 = -372525.662776 nChanged 0 Trying to split cluster 10 (6702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2257.119982 sec): 2 clusters Score: Raw -557274.424756 + Penalty 1431.651206 = -555842.773550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2257.144451 sec): 3 clusters Score: Raw -553618.964536 + Penalty 2863.302412 = -550755.662124 nChanged 2828 SP:Iteration 1F (2257.168325 sec): 3 clusters Score: Raw -555175.937470 + Penalty 2863.302412 = -552312.635058 nChanged 462 SP:Iteration 2F (2257.192009 sec): 3 clusters Score: Raw -555434.649275 + Penalty 2863.302412 = -552571.346863 nChanged 378 SP:Iteration 3F (2257.215645 sec): 3 clusters Score: Raw -555643.154498 + Penalty 2863.302412 = -552779.852086 nChanged 314 SP:Iteration 4Q (2257.239522 sec): 3 clusters Score: Raw -555819.060814 + Penalty 2863.302412 = -552955.758402 nChanged 283 SP:Iteration 5Q (2257.263315 sec): 3 clusters Score: Raw -556000.618614 + Penalty 2863.302412 = -553137.316202 nChanged 276 SP:Iteration 6Q (2257.287009 sec): 3 clusters Score: Raw -556166.872545 + Penalty 2863.302412 = -553303.570133 nChanged 275 SP:Iteration 7Q (2257.310698 sec): 3 clusters Score: Raw -556316.432894 + Penalty 2863.302412 = -553453.130481 nChanged 244 SP:Iteration 8Q (2257.334390 sec): 3 clusters Score: Raw -556450.640549 + Penalty 2863.302412 = -553587.338137 nChanged 198 SP:Iteration 9Q (2257.358044 sec): 3 clusters Score: Raw -556542.077929 + Penalty 2863.302412 = -553678.775517 nChanged 173 SP:Iteration 10Q (2257.381719 sec): 3 clusters Score: Raw -556615.008028 + Penalty 2863.302412 = -553751.705616 nChanged 156 SP:Iteration 11Q (2257.405288 sec): 3 clusters Score: Raw -556679.615470 + Penalty 2863.302412 = -553816.313057 nChanged 153 SP:Iteration 12Q (2257.428657 sec): 3 clusters Score: Raw -556741.100606 + Penalty 2863.302412 = -553877.798194 nChanged 135 SP:Iteration 13Q (2257.452118 sec): 3 clusters Score: Raw -556789.761267 + Penalty 2863.302412 = -553926.458854 nChanged 104 SP:Iteration 14Q (2257.475519 sec): 3 clusters Score: Raw -556829.589475 + Penalty 2863.302412 = -553966.287063 nChanged 92 SP:Iteration 15Q (2257.499016 sec): 3 clusters Score: Raw -556858.447805 + Penalty 2863.302412 = -553995.145393 nChanged 79 SP:Iteration 16Q (2257.522507 sec): 3 clusters Score: Raw -556878.939897 + Penalty 2863.302412 = -554015.637485 nChanged 58 SP:Iteration 17Q (2257.545709 sec): 3 clusters Score: Raw -556893.830350 + Penalty 2863.302412 = -554030.527938 nChanged 48 SP:Iteration 18Q (2257.569245 sec): 3 clusters Score: Raw -556906.953471 + Penalty 2863.302412 = -554043.651059 nChanged 39 SP:Iteration 19Q (2257.592607 sec): 3 clusters Score: Raw -556916.229520 + Penalty 2863.302412 = -554052.927108 nChanged 34 SP:Iteration 20F (2257.616254 sec): 3 clusters Score: Raw -556921.830708 + Penalty 2863.302412 = -554058.528296 nChanged 23 SP:Iteration 21Q (2257.639678 sec): 3 clusters Score: Raw -556926.071854 + Penalty 2863.302412 = -554062.769441 nChanged 19 SP:Iteration 22Q (2257.663028 sec): 3 clusters Score: Raw -556929.253593 + Penalty 2863.302412 = -554065.951180 nChanged 17 SP:Iteration 23Q (2257.686095 sec): 3 clusters Score: Raw -556931.418515 + Penalty 2863.302412 = -554068.116103 nChanged 11 SP:Iteration 24Q (2257.709352 sec): 3 clusters Score: Raw -556932.704991 + Penalty 2863.302412 = -554069.402579 nChanged 10 SP:Iteration 25Q (2257.732657 sec): 3 clusters Score: Raw -556934.225137 + Penalty 2863.302412 = -554070.922724 nChanged 10 SP:Iteration 26Q (2257.756122 sec): 3 clusters Score: Raw -556935.602108 + Penalty 2863.302412 = -554072.299696 nChanged 7 SP:Iteration 27Q (2257.779498 sec): 3 clusters Score: Raw -556936.427196 + Penalty 2863.302412 = -554073.124784 nChanged 5 SP:Iteration 28Q (2257.802850 sec): 3 clusters Score: Raw -556936.780789 + Penalty 2863.302412 = -554073.478377 nChanged 2 SP:Iteration 29Q (2257.826328 sec): 3 clusters Score: Raw -556937.365175 + Penalty 2863.302412 = -554074.062762 nChanged 4 SP:Iteration 30Q (2257.849445 sec): 3 clusters Score: Raw -556938.157600 + Penalty 2863.302412 = -554074.855188 nChanged 7 SP:Iteration 31Q (2257.872657 sec): 3 clusters Score: Raw -556938.962748 + Penalty 2863.302412 = -554075.660336 nChanged 8 SP:Iteration 32Q (2257.895860 sec): 3 clusters Score: Raw -556939.944428 + Penalty 2863.302412 = -554076.642016 nChanged 9 SP:Iteration 33Q (2257.919349 sec): 3 clusters Score: Raw -556941.004194 + Penalty 2863.302412 = -554077.701782 nChanged 12 SP:Iteration 34Q (2257.942686 sec): 3 clusters Score: Raw -556943.092680 + Penalty 2863.302412 = -554079.790268 nChanged 11 SP:Iteration 35Q (2257.966008 sec): 3 clusters Score: Raw -556944.726263 + Penalty 2863.302412 = -554081.423850 nChanged 7 SP:Iteration 36Q (2257.989475 sec): 3 clusters Score: Raw -556945.720612 + Penalty 2863.302412 = -554082.418200 nChanged 5 SP:Iteration 37Q (2258.012890 sec): 3 clusters Score: Raw -556946.372297 + Penalty 2863.302412 = -554083.069885 nChanged 2 SP:Iteration 38Q (2258.036096 sec): 3 clusters Score: Raw -556946.576099 + Penalty 2863.302412 = -554083.273686 nChanged 1 SP:Iteration 39Q (2258.059360 sec): 3 clusters Score: Raw -556946.689423 + Penalty 2863.302412 = -554083.387011 nChanged 1 SP:Iteration 40F (2258.083160 sec): 3 clusters Score: Raw -556946.961717 + Penalty 2863.302412 = -554083.659305 nChanged 3 SP:Iteration 41Q (2258.106532 sec): 3 clusters Score: Raw -556947.183026 + Penalty 2863.302412 = -554083.880614 nChanged 1 SP:Iteration 42Q (2258.129785 sec): 3 clusters Score: Raw -556947.256600 + Penalty 2863.302412 = -554083.954188 nChanged 0 SP:Iteration 43F (2258.153687 sec): 3 clusters Score: Raw -556947.256600 + Penalty 2863.302412 = -554083.954188 nChanged 0 Trying to split cluster 11 (8887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2258.175610 sec): 2 clusters Score: Raw -753613.811056 + Penalty 1477.506032 = -752136.305024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2258.202426 sec): 3 clusters Score: Raw -748644.989610 + Penalty 2955.012064 = -745689.977545 nChanged 3813 SP:Iteration 1F (2258.228060 sec): 3 clusters Score: Raw -750914.583904 + Penalty 2955.012064 = -747959.571840 nChanged 615 SP:Iteration 2F (2258.254069 sec): 3 clusters Score: Raw -751281.798792 + Penalty 2955.012064 = -748326.786728 nChanged 562 SP:Iteration 3F (2258.279651 sec): 3 clusters Score: Raw -751626.051513 + Penalty 2955.012064 = -748671.039449 nChanged 557 SP:Iteration 4F (2258.305493 sec): 3 clusters Score: Raw -751980.209982 + Penalty 2955.012064 = -749025.197917 nChanged 523 SP:Iteration 5F (2258.331225 sec): 3 clusters Score: Raw -752326.626160 + Penalty 2955.012064 = -749371.614095 nChanged 460 SP:Iteration 6F (2258.357144 sec): 3 clusters Score: Raw -752615.996149 + Penalty 2955.012064 = -749660.984085 nChanged 433 SP:Iteration 7Q (2258.382997 sec): 3 clusters Score: Raw -752871.153078 + Penalty 2955.012064 = -749916.141013 nChanged 357 SP:Iteration 8Q (2258.408784 sec): 3 clusters Score: Raw -753058.323432 + Penalty 2955.012064 = -750103.311368 nChanged 304 SP:Iteration 9Q (2258.434488 sec): 3 clusters Score: Raw -753186.303683 + Penalty 2955.012064 = -750231.291619 nChanged 214 SP:Iteration 10Q (2258.460253 sec): 3 clusters Score: Raw -753262.904585 + Penalty 2955.012064 = -750307.892520 nChanged 147 SP:Iteration 11Q (2258.485796 sec): 3 clusters Score: Raw -753305.882697 + Penalty 2955.012064 = -750350.870633 nChanged 126 SP:Iteration 12Q (2258.511536 sec): 3 clusters Score: Raw -753340.329436 + Penalty 2955.012064 = -750385.317372 nChanged 92 SP:Iteration 13Q (2258.537304 sec): 3 clusters Score: Raw -753360.507475 + Penalty 2955.012064 = -750405.495411 nChanged 70 SP:Iteration 14Q (2258.563187 sec): 3 clusters Score: Raw -753373.780641 + Penalty 2955.012064 = -750418.768577 nChanged 46 SP:Iteration 15Q (2258.589080 sec): 3 clusters Score: Raw -753382.121138 + Penalty 2955.012064 = -750427.109074 nChanged 41 SP:Iteration 16Q (2258.614895 sec): 3 clusters Score: Raw -753390.051013 + Penalty 2955.012064 = -750435.038949 nChanged 40 SP:Iteration 17Q (2258.640757 sec): 3 clusters Score: Raw -753399.127513 + Penalty 2955.012064 = -750444.115449 nChanged 43 SP:Iteration 18Q (2258.666451 sec): 3 clusters Score: Raw -753410.289398 + Penalty 2955.012064 = -750455.277334 nChanged 43 SP:Iteration 19Q (2258.692152 sec): 3 clusters Score: Raw -753419.825544 + Penalty 2955.012064 = -750464.813480 nChanged 36 SP:Iteration 20F (2258.717847 sec): 3 clusters Score: Raw -753426.558837 + Penalty 2955.012064 = -750471.546773 nChanged 38 SP:Iteration 21Q (2258.743464 sec): 3 clusters Score: Raw -753434.321919 + Penalty 2955.012064 = -750479.309855 nChanged 30 SP:Iteration 22Q (2258.769383 sec): 3 clusters Score: Raw -753441.103039 + Penalty 2955.012064 = -750486.090974 nChanged 33 SP:Iteration 23Q (2258.795176 sec): 3 clusters Score: Raw -753447.927294 + Penalty 2955.012064 = -750492.915230 nChanged 28 SP:Iteration 24Q (2258.820869 sec): 3 clusters Score: Raw -753454.579563 + Penalty 2955.012064 = -750499.567499 nChanged 33 SP:Iteration 25Q (2258.846750 sec): 3 clusters Score: Raw -753460.836857 + Penalty 2955.012064 = -750505.824792 nChanged 36 SP:Iteration 26Q (2258.872646 sec): 3 clusters Score: Raw -753469.550937 + Penalty 2955.012064 = -750514.538873 nChanged 42 SP:Iteration 27Q (2258.898710 sec): 3 clusters Score: Raw -753478.575251 + Penalty 2955.012064 = -750523.563187 nChanged 38 SP:Iteration 28Q (2258.924408 sec): 3 clusters Score: Raw -753486.824979 + Penalty 2955.012064 = -750531.812914 nChanged 45 SP:Iteration 29Q (2258.950118 sec): 3 clusters Score: Raw -753498.807375 + Penalty 2955.012064 = -750543.795310 nChanged 39 SP:Iteration 30Q (2258.976331 sec): 3 clusters Score: Raw -753507.668409 + Penalty 2955.012064 = -750552.656344 nChanged 36 SP:Iteration 31Q (2259.002025 sec): 3 clusters Score: Raw -753515.265002 + Penalty 2955.012064 = -750560.252938 nChanged 31 SP:Iteration 32Q (2259.027686 sec): 3 clusters Score: Raw -753522.688156 + Penalty 2955.012064 = -750567.676092 nChanged 39 SP:Iteration 33Q (2259.053546 sec): 3 clusters Score: Raw -753531.185169 + Penalty 2955.012064 = -750576.173104 nChanged 38 SP:Iteration 34Q (2259.079423 sec): 3 clusters Score: Raw -753540.393181 + Penalty 2955.012064 = -750585.381117 nChanged 32 SP:Iteration 35Q (2259.105151 sec): 3 clusters Score: Raw -753548.315774 + Penalty 2955.012064 = -750593.303709 nChanged 35 SP:Iteration 36Q (2259.130857 sec): 3 clusters Score: Raw -753558.527275 + Penalty 2955.012064 = -750603.515211 nChanged 49 SP:Iteration 37Q (2259.156544 sec): 3 clusters Score: Raw -753572.826996 + Penalty 2955.012064 = -750617.814932 nChanged 44 SP:Iteration 38Q (2259.182175 sec): 3 clusters Score: Raw -753583.992482 + Penalty 2955.012064 = -750628.980417 nChanged 47 SP:Iteration 39Q (2259.207841 sec): 3 clusters Score: Raw -753595.046539 + Penalty 2955.012064 = -750640.034474 nChanged 36 SP:Iteration 40F (2259.233693 sec): 3 clusters Score: Raw -753604.634150 + Penalty 2955.012064 = -750649.622086 nChanged 39 SP:Iteration 41Q (2259.259491 sec): 3 clusters Score: Raw -753615.310740 + Penalty 2955.012064 = -750660.298675 nChanged 41 SP:Iteration 42Q (2259.285239 sec): 3 clusters Score: Raw -753627.426553 + Penalty 2955.012064 = -750672.414488 nChanged 45 SP:Iteration 43Q (2259.310939 sec): 3 clusters Score: Raw -753640.257281 + Penalty 2955.012064 = -750685.245217 nChanged 48 SP:Iteration 44Q (2259.336669 sec): 3 clusters Score: Raw -753656.520719 + Penalty 2955.012064 = -750701.508655 nChanged 44 SP:Iteration 45Q (2259.362160 sec): 3 clusters Score: Raw -753673.615454 + Penalty 2955.012064 = -750718.603389 nChanged 57 SP:Iteration 46Q (2259.388022 sec): 3 clusters Score: Raw -753695.519106 + Penalty 2955.012064 = -750740.507042 nChanged 62 SP:Iteration 47Q (2259.413467 sec): 3 clusters Score: Raw -753715.595574 + Penalty 2955.012064 = -750760.583509 nChanged 56 SP:Iteration 48Q (2259.438969 sec): 3 clusters Score: Raw -753736.635216 + Penalty 2955.012064 = -750781.623151 nChanged 58 SP:Iteration 49Q (2259.464224 sec): 3 clusters Score: Raw -753755.079529 + Penalty 2955.012064 = -750800.067465 nChanged 54 SP:Iteration 50Q (2259.489441 sec): 3 clusters Score: Raw -753770.834824 + Penalty 2955.012064 = -750815.822760 nChanged 38 SP:Iteration 51Q (2259.514500 sec): 3 clusters Score: Raw -753780.360280 + Penalty 2955.012064 = -750825.348216 nChanged 34 SP:Iteration 52Q (2259.539494 sec): 3 clusters Score: Raw -753791.399811 + Penalty 2955.012064 = -750836.387746 nChanged 48 SP:Iteration 53Q (2259.564600 sec): 3 clusters Score: Raw -753808.663944 + Penalty 2955.012064 = -750853.651880 nChanged 56 SP:Iteration 54Q (2259.589690 sec): 3 clusters Score: Raw -753832.742534 + Penalty 2955.012064 = -750877.730469 nChanged 53 SP:Iteration 55Q (2259.614625 sec): 3 clusters Score: Raw -753848.566359 + Penalty 2955.012064 = -750893.554295 nChanged 38 SP:Iteration 56Q (2259.639643 sec): 3 clusters Score: Raw -753859.157563 + Penalty 2955.012064 = -750904.145499 nChanged 31 SP:Iteration 57Q (2259.664374 sec): 3 clusters Score: Raw -753867.346944 + Penalty 2955.012064 = -750912.334879 nChanged 35 SP:Iteration 58Q (2259.689345 sec): 3 clusters Score: Raw -753876.581476 + Penalty 2955.012064 = -750921.569412 nChanged 32 SP:Iteration 59Q (2259.749991 sec): 3 clusters Score: Raw -753885.712411 + Penalty 2955.012064 = -750930.700347 nChanged 26 SP:Iteration 60F (2259.787904 sec): 3 clusters Score: Raw -753892.809765 + Penalty 2955.012064 = -750937.797701 nChanged 22 SP:Iteration 61Q (2259.812724 sec): 3 clusters Score: Raw -753897.501185 + Penalty 2955.012064 = -750942.489121 nChanged 19 SP:Iteration 62Q (2259.837298 sec): 3 clusters Score: Raw -753902.525983 + Penalty 2955.012064 = -750947.513919 nChanged 20 SP:Iteration 63Q (2259.861843 sec): 3 clusters Score: Raw -753907.699023 + Penalty 2955.012064 = -750952.686959 nChanged 19 SP:Iteration 64Q (2259.886418 sec): 3 clusters Score: Raw -753911.608912 + Penalty 2955.012064 = -750956.596847 nChanged 18 SP:Iteration 65Q (2259.910949 sec): 3 clusters Score: Raw -753915.161636 + Penalty 2955.012064 = -750960.149571 nChanged 19 SP:Iteration 66Q (2259.935450 sec): 3 clusters Score: Raw -753919.062148 + Penalty 2955.012064 = -750964.050083 nChanged 22 SP:Iteration 67Q (2259.959898 sec): 3 clusters Score: Raw -753924.789648 + Penalty 2955.012064 = -750969.777583 nChanged 19 SP:Iteration 68Q (2259.984357 sec): 3 clusters Score: Raw -753929.623482 + Penalty 2955.012064 = -750974.611417 nChanged 18 SP:Iteration 69Q (2260.008759 sec): 3 clusters Score: Raw -753933.466854 + Penalty 2955.012064 = -750978.454790 nChanged 13 SP:Iteration 70Q (2260.033205 sec): 3 clusters Score: Raw -753936.902863 + Penalty 2955.012064 = -750981.890798 nChanged 9 SP:Iteration 71Q (2260.057714 sec): 3 clusters Score: Raw -753938.265833 + Penalty 2955.012064 = -750983.253768 nChanged 5 SP:Iteration 72Q (2260.082018 sec): 3 clusters Score: Raw -753939.039030 + Penalty 2955.012064 = -750984.026965 nChanged 4 SP:Iteration 73Q (2260.106445 sec): 3 clusters Score: Raw -753939.999501 + Penalty 2955.012064 = -750984.987437 nChanged 6 SP:Iteration 74Q (2260.130748 sec): 3 clusters Score: Raw -753940.976660 + Penalty 2955.012064 = -750985.964595 nChanged 6 SP:Iteration 75Q (2260.155194 sec): 3 clusters Score: Raw -753942.186696 + Penalty 2955.012064 = -750987.174632 nChanged 6 SP:Iteration 76Q (2260.179448 sec): 3 clusters Score: Raw -753942.896224 + Penalty 2955.012064 = -750987.884159 nChanged 5 SP:Iteration 77Q (2260.203681 sec): 3 clusters Score: Raw -753943.690466 + Penalty 2955.012064 = -750988.678402 nChanged 5 SP:Iteration 78Q (2260.227832 sec): 3 clusters Score: Raw -753944.538344 + Penalty 2955.012064 = -750989.526279 nChanged 5 SP:Iteration 79Q (2260.252022 sec): 3 clusters Score: Raw -753945.488911 + Penalty 2955.012064 = -750990.476846 nChanged 3 SP:Iteration 80F (2260.277739 sec): 3 clusters Score: Raw -753946.603688 + Penalty 2955.012064 = -750991.591624 nChanged 3 SP:Iteration 81Q (2260.302204 sec): 3 clusters Score: Raw -753947.703167 + Penalty 2955.012064 = -750992.691103 nChanged 6 SP:Iteration 82Q (2260.326361 sec): 3 clusters Score: Raw -753949.921257 + Penalty 2955.012064 = -750994.909193 nChanged 7 SP:Iteration 83Q (2260.350615 sec): 3 clusters Score: Raw -753951.977709 + Penalty 2955.012064 = -750996.965644 nChanged 10 SP:Iteration 84Q (2260.374944 sec): 3 clusters Score: Raw -753953.775275 + Penalty 2955.012064 = -750998.763211 nChanged 9 SP:Iteration 85Q (2260.399341 sec): 3 clusters Score: Raw -753956.104091 + Penalty 2955.012064 = -751001.092026 nChanged 14 SP:Iteration 86Q (2260.423512 sec): 3 clusters Score: Raw -753959.536297 + Penalty 2955.012064 = -751004.524233 nChanged 12 SP:Iteration 87Q (2260.447790 sec): 3 clusters Score: Raw -753962.643966 + Penalty 2955.012064 = -751007.631902 nChanged 14 SP:Iteration 88Q (2260.472195 sec): 3 clusters Score: Raw -753965.907790 + Penalty 2955.012064 = -751010.895725 nChanged 11 SP:Iteration 89Q (2260.496356 sec): 3 clusters Score: Raw -753968.375301 + Penalty 2955.012064 = -751013.363237 nChanged 7 SP:Iteration 90Q (2260.520633 sec): 3 clusters Score: Raw -753970.210841 + Penalty 2955.012064 = -751015.198777 nChanged 8 SP:Iteration 91Q (2260.544872 sec): 3 clusters Score: Raw -753972.237919 + Penalty 2955.012064 = -751017.225854 nChanged 9 SP:Iteration 92Q (2260.569166 sec): 3 clusters Score: Raw -753974.561955 + Penalty 2955.012064 = -751019.549890 nChanged 12 SP:Iteration 93Q (2260.593348 sec): 3 clusters Score: Raw -753978.547699 + Penalty 2955.012064 = -751023.535635 nChanged 8 SP:Iteration 94Q (2260.617588 sec): 3 clusters Score: Raw -753980.248463 + Penalty 2955.012064 = -751025.236398 nChanged 9 SP:Iteration 95Q (2260.641807 sec): 3 clusters Score: Raw -753981.502341 + Penalty 2955.012064 = -751026.490277 nChanged 5 SP:Iteration 96Q (2260.665859 sec): 3 clusters Score: Raw -753982.617276 + Penalty 2955.012064 = -751027.605212 nChanged 4 SP:Iteration 97Q (2260.689898 sec): 3 clusters Score: Raw -753983.380787 + Penalty 2955.012064 = -751028.368723 nChanged 1 SP:Iteration 98Q (2260.713952 sec): 3 clusters Score: Raw -753983.458856 + Penalty 2955.012064 = -751028.446791 nChanged 1 SP:Iteration 99Q (2260.737989 sec): 3 clusters Score: Raw -753983.639041 + Penalty 2955.012064 = -751028.626977 nChanged 1 SP:Iteration 100F (2260.763713 sec): 3 clusters Score: Raw -753983.708701 + Penalty 2955.012064 = -751028.696637 nChanged 0 Trying to split cluster 12 (3142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2260.779837 sec): 2 clusters Score: Raw -248916.319584 + Penalty 1308.549908 = -247607.769676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2260.795987 sec): 3 clusters Score: Raw -247435.748901 + Penalty 2617.099816 = -244818.649085 nChanged 1159 SP:Iteration 1F (2260.811334 sec): 3 clusters Score: Raw -248112.024627 + Penalty 2617.099816 = -245494.924811 nChanged 227 SP:Iteration 2F (2260.826499 sec): 3 clusters Score: Raw -248244.447798 + Penalty 2617.099816 = -245627.347982 nChanged 150 SP:Iteration 3Q (2260.841873 sec): 3 clusters Score: Raw -248317.406291 + Penalty 2617.099816 = -245700.306475 nChanged 115 SP:Iteration 4Q (2260.857209 sec): 3 clusters Score: Raw -248372.527739 + Penalty 2617.099816 = -245755.427922 nChanged 85 SP:Iteration 5Q (2260.872531 sec): 3 clusters Score: Raw -248414.321199 + Penalty 2617.099816 = -245797.221383 nChanged 67 SP:Iteration 6Q (2260.887843 sec): 3 clusters Score: Raw -248449.725416 + Penalty 2617.099816 = -245832.625600 nChanged 63 SP:Iteration 7Q (2260.903182 sec): 3 clusters Score: Raw -248485.379102 + Penalty 2617.099816 = -245868.279285 nChanged 71 SP:Iteration 8Q (2260.918467 sec): 3 clusters Score: Raw -248528.430251 + Penalty 2617.099816 = -245911.330435 nChanged 66 SP:Iteration 9Q (2260.933629 sec): 3 clusters Score: Raw -248557.643814 + Penalty 2617.099816 = -245940.543998 nChanged 42 SP:Iteration 10Q (2260.948899 sec): 3 clusters Score: Raw -248577.812699 + Penalty 2617.099816 = -245960.712883 nChanged 38 SP:Iteration 11Q (2260.964173 sec): 3 clusters Score: Raw -248596.368937 + Penalty 2617.099816 = -245979.269120 nChanged 44 SP:Iteration 12Q (2260.979382 sec): 3 clusters Score: Raw -248623.491463 + Penalty 2617.099816 = -246006.391647 nChanged 55 SP:Iteration 13Q (2260.994619 sec): 3 clusters Score: Raw -248656.265008 + Penalty 2617.099816 = -246039.165192 nChanged 54 SP:Iteration 14Q (2261.009814 sec): 3 clusters Score: Raw -248698.261411 + Penalty 2617.099816 = -246081.161595 nChanged 54 SP:Iteration 15Q (2261.024989 sec): 3 clusters Score: Raw -248744.917445 + Penalty 2617.099816 = -246127.817629 nChanged 46 SP:Iteration 16Q (2261.040095 sec): 3 clusters Score: Raw -248783.229523 + Penalty 2617.099816 = -246166.129707 nChanged 42 SP:Iteration 17Q (2261.054970 sec): 3 clusters Score: Raw -248820.006241 + Penalty 2617.099816 = -246202.906425 nChanged 39 SP:Iteration 18Q (2261.069975 sec): 3 clusters Score: Raw -248841.629207 + Penalty 2617.099816 = -246224.529391 nChanged 23 SP:Iteration 19Q (2261.084794 sec): 3 clusters Score: Raw -248852.728900 + Penalty 2617.099816 = -246235.629084 nChanged 18 SP:Iteration 20F (2261.099865 sec): 3 clusters Score: Raw -248862.589711 + Penalty 2617.099816 = -246245.489895 nChanged 24 SP:Iteration 21Q (2261.114819 sec): 3 clusters Score: Raw -248874.742460 + Penalty 2617.099816 = -246257.642644 nChanged 20 SP:Iteration 22Q (2261.129764 sec): 3 clusters Score: Raw -248885.306793 + Penalty 2617.099816 = -246268.206977 nChanged 23 SP:Iteration 23Q (2261.144704 sec): 3 clusters Score: Raw -248899.002958 + Penalty 2617.099816 = -246281.903142 nChanged 14 SP:Iteration 24Q (2261.159716 sec): 3 clusters Score: Raw -248905.678620 + Penalty 2617.099816 = -246288.578804 nChanged 16 SP:Iteration 25Q (2261.174689 sec): 3 clusters Score: Raw -248913.070439 + Penalty 2617.099816 = -246295.970623 nChanged 15 SP:Iteration 26Q (2261.189646 sec): 3 clusters Score: Raw -248919.447919 + Penalty 2617.099816 = -246302.348103 nChanged 11 SP:Iteration 27Q (2261.204408 sec): 3 clusters Score: Raw -248924.392497 + Penalty 2617.099816 = -246307.292681 nChanged 12 SP:Iteration 28Q (2261.219347 sec): 3 clusters Score: Raw -248929.680771 + Penalty 2617.099816 = -246312.580955 nChanged 9 SP:Iteration 29Q (2261.234264 sec): 3 clusters Score: Raw -248932.630079 + Penalty 2617.099816 = -246315.530263 nChanged 8 SP:Iteration 30Q (2261.249208 sec): 3 clusters Score: Raw -248935.785487 + Penalty 2617.099816 = -246318.685671 nChanged 5 SP:Iteration 31Q (2261.264129 sec): 3 clusters Score: Raw -248937.445692 + Penalty 2617.099816 = -246320.345876 nChanged 5 SP:Iteration 32Q (2261.279057 sec): 3 clusters Score: Raw -248939.899700 + Penalty 2617.099816 = -246322.799883 nChanged 7 SP:Iteration 33Q (2261.293825 sec): 3 clusters Score: Raw -248943.244596 + Penalty 2617.099816 = -246326.144780 nChanged 10 SP:Iteration 34Q (2261.308753 sec): 3 clusters Score: Raw -248947.016554 + Penalty 2617.099816 = -246329.916737 nChanged 10 SP:Iteration 35Q (2261.323657 sec): 3 clusters Score: Raw -248952.224340 + Penalty 2617.099816 = -246335.124524 nChanged 6 SP:Iteration 36Q (2261.338519 sec): 3 clusters Score: Raw -248955.260336 + Penalty 2617.099816 = -246338.160520 nChanged 5 SP:Iteration 37Q (2261.353419 sec): 3 clusters Score: Raw -248957.602678 + Penalty 2617.099816 = -246340.502862 nChanged 5 SP:Iteration 38Q (2261.368323 sec): 3 clusters Score: Raw -248960.656252 + Penalty 2617.099816 = -246343.556436 nChanged 1 SP:Iteration 39Q (2261.383242 sec): 3 clusters Score: Raw -248961.634353 + Penalty 2617.099816 = -246344.534537 nChanged 4 SP:Iteration 40F (2261.398299 sec): 3 clusters Score: Raw -248964.559139 + Penalty 2617.099816 = -246347.459323 nChanged 6 SP:Iteration 41Q (2261.413199 sec): 3 clusters Score: Raw -248966.594763 + Penalty 2617.099816 = -246349.494946 nChanged 3 SP:Iteration 42Q (2261.427944 sec): 3 clusters Score: Raw -248967.544637 + Penalty 2617.099816 = -246350.444820 nChanged 1 SP:Iteration 43Q (2261.442853 sec): 3 clusters Score: Raw -248967.673443 + Penalty 2617.099816 = -246350.573627 nChanged 0 SP:Iteration 44F (2261.457932 sec): 3 clusters Score: Raw -248967.673443 + Penalty 2617.099816 = -246350.573627 nChanged 0 Trying to split cluster 13 (31102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2261.504950 sec): 2 clusters Score: Raw -2659578.437028 + Penalty 1681.066953 = -2657897.370075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2261.565733 sec): 3 clusters Score: Raw -2640330.118733 + Penalty 3362.133907 = -2636967.984826 nChanged 14326 SP:Iteration 1F (2261.622584 sec): 3 clusters Score: Raw -2648886.525647 + Penalty 3362.133907 = -2645524.391740 nChanged 1620 SP:Iteration 2F (2261.679768 sec): 3 clusters Score: Raw -2649618.976691 + Penalty 3362.133907 = -2646256.842785 nChanged 1650 SP:Iteration 3F (2261.736779 sec): 3 clusters Score: Raw -2650492.847653 + Penalty 3362.133907 = -2647130.713747 nChanged 1781 SP:Iteration 4F (2261.793473 sec): 3 clusters Score: Raw -2651590.658532 + Penalty 3362.133907 = -2648228.524626 nChanged 1853 SP:Iteration 5F (2261.850474 sec): 3 clusters Score: Raw -2652745.196300 + Penalty 3362.133907 = -2649383.062394 nChanged 1737 SP:Iteration 6F (2261.907232 sec): 3 clusters Score: Raw -2653860.455546 + Penalty 3362.133907 = -2650498.321640 nChanged 1669 SP:Iteration 7F (2261.963893 sec): 3 clusters Score: Raw -2654923.296696 + Penalty 3362.133907 = -2651561.162789 nChanged 1529 SP:Iteration 8Q (2262.022156 sec): 3 clusters Score: Raw -2655823.839657 + Penalty 3362.133907 = -2652461.705750 nChanged 1269 SP:Iteration 9Q (2262.078707 sec): 3 clusters Score: Raw -2656460.011294 + Penalty 3362.133907 = -2653097.877387 nChanged 961 SP:Iteration 10Q (2262.134259 sec): 3 clusters Score: Raw -2656875.170354 + Penalty 3362.133907 = -2653513.036448 nChanged 776 SP:Iteration 11Q (2262.189872 sec): 3 clusters Score: Raw -2657188.602441 + Penalty 3362.133907 = -2653826.468534 nChanged 680 SP:Iteration 12Q (2262.244567 sec): 3 clusters Score: Raw -2657454.194774 + Penalty 3362.133907 = -2654092.060868 nChanged 588 SP:Iteration 13Q (2262.299042 sec): 3 clusters Score: Raw -2657691.931428 + Penalty 3362.133907 = -2654329.797522 nChanged 583 SP:Iteration 14Q (2262.353071 sec): 3 clusters Score: Raw -2657925.190145 + Penalty 3362.133907 = -2654563.056239 nChanged 558 SP:Iteration 15Q (2262.406385 sec): 3 clusters Score: Raw -2658152.869550 + Penalty 3362.133907 = -2654790.735643 nChanged 502 SP:Iteration 16Q (2262.459706 sec): 3 clusters Score: Raw -2658361.221001 + Penalty 3362.133907 = -2654999.087094 nChanged 469 SP:Iteration 17Q (2262.512395 sec): 3 clusters Score: Raw -2658560.601822 + Penalty 3362.133907 = -2655198.467915 nChanged 423 SP:Iteration 18Q (2262.564980 sec): 3 clusters Score: Raw -2658770.690151 + Penalty 3362.133907 = -2655408.556244 nChanged 437 SP:Iteration 19Q (2262.616929 sec): 3 clusters Score: Raw -2659025.732137 + Penalty 3362.133907 = -2655663.598230 nChanged 397 SP:Iteration 20F (2262.672668 sec): 3 clusters Score: Raw -2659269.993609 + Penalty 3362.133907 = -2655907.859703 nChanged 345 SP:Iteration 21Q (2262.724695 sec): 3 clusters Score: Raw -2659485.383478 + Penalty 3362.133907 = -2656123.249571 nChanged 266 SP:Iteration 22Q (2262.775320 sec): 3 clusters Score: Raw -2659644.505936 + Penalty 3362.133907 = -2656282.372029 nChanged 233 SP:Iteration 23Q (2262.825164 sec): 3 clusters Score: Raw -2659763.156669 + Penalty 3362.133907 = -2656401.022763 nChanged 184 SP:Iteration 24Q (2262.874583 sec): 3 clusters Score: Raw -2659839.403472 + Penalty 3362.133907 = -2656477.269565 nChanged 165 SP:Iteration 25Q (2262.923640 sec): 3 clusters Score: Raw -2659911.472136 + Penalty 3362.133907 = -2656549.338230 nChanged 132 SP:Iteration 26Q (2262.972770 sec): 3 clusters Score: Raw -2659959.088804 + Penalty 3362.133907 = -2656596.954897 nChanged 99 SP:Iteration 27Q (2263.021559 sec): 3 clusters Score: Raw -2659991.710056 + Penalty 3362.133907 = -2656629.576150 nChanged 82 SP:Iteration 28Q (2263.069953 sec): 3 clusters Score: Raw -2660013.546293 + Penalty 3362.133907 = -2656651.412386 nChanged 66 SP:Iteration 29Q (2263.118387 sec): 3 clusters Score: Raw -2660029.604100 + Penalty 3362.133907 = -2656667.470194 nChanged 51 SP:Iteration 30Q (2263.166706 sec): 3 clusters Score: Raw -2660041.161077 + Penalty 3362.133907 = -2656679.027171 nChanged 55 SP:Iteration 31Q (2263.215120 sec): 3 clusters Score: Raw -2660054.169272 + Penalty 3362.133907 = -2656692.035366 nChanged 50 SP:Iteration 32Q (2263.263576 sec): 3 clusters Score: Raw -2660066.607988 + Penalty 3362.133907 = -2656704.474082 nChanged 41 SP:Iteration 33Q (2263.311598 sec): 3 clusters Score: Raw -2660074.655333 + Penalty 3362.133907 = -2656712.521427 nChanged 37 SP:Iteration 34Q (2263.359658 sec): 3 clusters Score: Raw -2660082.663208 + Penalty 3362.133907 = -2656720.529301 nChanged 28 SP:Iteration 35Q (2263.407658 sec): 3 clusters Score: Raw -2660089.479478 + Penalty 3362.133907 = -2656727.345571 nChanged 31 SP:Iteration 36Q (2263.455634 sec): 3 clusters Score: Raw -2660096.682656 + Penalty 3362.133907 = -2656734.548750 nChanged 21 SP:Iteration 37Q (2263.503506 sec): 3 clusters Score: Raw -2660101.735052 + Penalty 3362.133907 = -2656739.601145 nChanged 23 SP:Iteration 38Q (2263.551417 sec): 3 clusters Score: Raw -2660106.229041 + Penalty 3362.133907 = -2656744.095134 nChanged 20 SP:Iteration 39Q (2263.599304 sec): 3 clusters Score: Raw -2660110.383192 + Penalty 3362.133907 = -2656748.249286 nChanged 17 SP:Iteration 40F (2263.654726 sec): 3 clusters Score: Raw -2660114.518037 + Penalty 3362.133907 = -2656752.384131 nChanged 14 SP:Iteration 41Q (2263.704092 sec): 3 clusters Score: Raw -2660117.581286 + Penalty 3362.133907 = -2656755.447380 nChanged 17 SP:Iteration 42Q (2263.752019 sec): 3 clusters Score: Raw -2660119.917532 + Penalty 3362.133907 = -2656757.783625 nChanged 15 SP:Iteration 43Q (2263.799703 sec): 3 clusters Score: Raw -2660122.998612 + Penalty 3362.133907 = -2656760.864706 nChanged 19 SP:Iteration 44Q (2263.847516 sec): 3 clusters Score: Raw -2660126.522625 + Penalty 3362.133907 = -2656764.388719 nChanged 6 SP:Iteration 45Q (2263.895192 sec): 3 clusters Score: Raw -2660127.263447 + Penalty 3362.133907 = -2656765.129540 nChanged 4 SP:Iteration 46Q (2263.943055 sec): 3 clusters Score: Raw -2660127.974379 + Penalty 3362.133907 = -2656765.840473 nChanged 3 SP:Iteration 47Q (2263.990690 sec): 3 clusters Score: Raw -2660128.233031 + Penalty 3362.133907 = -2656766.099124 nChanged 3 SP:Iteration 48Q (2264.038606 sec): 3 clusters Score: Raw -2660128.630742 + Penalty 3362.133907 = -2656766.496836 nChanged 1 SP:Iteration 49Q (2264.086177 sec): 3 clusters Score: Raw -2660128.673565 + Penalty 3362.133907 = -2656766.539658 nChanged 0 SP:Iteration 50F (2264.141655 sec): 3 clusters Score: Raw -2660128.673565 + Penalty 3362.133907 = -2656766.539658 nChanged 0 Trying to split cluster 14 (5842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2264.157542 sec): 2 clusters Score: Raw -464224.908524 + Penalty 1409.334628 = -462815.573896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2264.180796 sec): 3 clusters Score: Raw -461127.915971 + Penalty 2818.669257 = -458309.246715 nChanged 2435 SP:Iteration 1F (2264.203134 sec): 3 clusters Score: Raw -462507.315535 + Penalty 2818.669257 = -459688.646278 nChanged 419 SP:Iteration 2F (2264.225625 sec): 3 clusters Score: Raw -462778.934103 + Penalty 2818.669257 = -459960.264846 nChanged 370 SP:Iteration 3F (2264.248083 sec): 3 clusters Score: Raw -463015.056602 + Penalty 2818.669257 = -460196.387345 nChanged 325 SP:Iteration 4F (2264.270542 sec): 3 clusters Score: Raw -463227.326098 + Penalty 2818.669257 = -460408.656841 nChanged 289 SP:Iteration 5Q (2264.292970 sec): 3 clusters Score: Raw -463412.715078 + Penalty 2818.669257 = -460594.045821 nChanged 272 SP:Iteration 6Q (2264.315637 sec): 3 clusters Score: Raw -463573.752457 + Penalty 2818.669257 = -460755.083200 nChanged 233 SP:Iteration 7Q (2264.338230 sec): 3 clusters Score: Raw -463705.491514 + Penalty 2818.669257 = -460886.822257 nChanged 192 SP:Iteration 8Q (2264.360648 sec): 3 clusters Score: Raw -463825.750335 + Penalty 2818.669257 = -461007.081078 nChanged 184 SP:Iteration 9Q (2264.383140 sec): 3 clusters Score: Raw -463926.342948 + Penalty 2818.669257 = -461107.673691 nChanged 158 SP:Iteration 10Q (2264.425204 sec): 3 clusters Score: Raw -464002.817326 + Penalty 2818.669257 = -461184.148069 nChanged 139 SP:Iteration 11Q (2264.447338 sec): 3 clusters Score: Raw -464074.804081 + Penalty 2818.669257 = -461256.134824 nChanged 140 SP:Iteration 12Q (2264.469668 sec): 3 clusters Score: Raw -464150.352194 + Penalty 2818.669257 = -461331.682937 nChanged 129 SP:Iteration 13Q (2264.492004 sec): 3 clusters Score: Raw -464228.670841 + Penalty 2818.669257 = -461410.001584 nChanged 135 SP:Iteration 14Q (2264.514129 sec): 3 clusters Score: Raw -464298.385405 + Penalty 2818.669257 = -461479.716148 nChanged 108 SP:Iteration 15Q (2264.536494 sec): 3 clusters Score: Raw -464343.893140 + Penalty 2818.669257 = -461525.223884 nChanged 87 SP:Iteration 16Q (2264.558646 sec): 3 clusters Score: Raw -464377.458786 + Penalty 2818.669257 = -461558.789529 nChanged 78 SP:Iteration 17Q (2264.580565 sec): 3 clusters Score: Raw -464406.693754 + Penalty 2818.669257 = -461588.024497 nChanged 75 SP:Iteration 18Q (2264.602411 sec): 3 clusters Score: Raw -464436.426706 + Penalty 2818.669257 = -461617.757449 nChanged 73 SP:Iteration 19Q (2264.624462 sec): 3 clusters Score: Raw -464462.949313 + Penalty 2818.669257 = -461644.280056 nChanged 63 SP:Iteration 20F (2264.646936 sec): 3 clusters Score: Raw -464487.732261 + Penalty 2818.669257 = -461669.063004 nChanged 64 SP:Iteration 21Q (2264.668935 sec): 3 clusters Score: Raw -464515.506011 + Penalty 2818.669257 = -461696.836754 nChanged 59 SP:Iteration 22Q (2264.690973 sec): 3 clusters Score: Raw -464538.319460 + Penalty 2818.669257 = -461719.650203 nChanged 49 SP:Iteration 23Q (2264.712801 sec): 3 clusters Score: Raw -464557.767459 + Penalty 2818.669257 = -461739.098202 nChanged 51 SP:Iteration 24Q (2264.734702 sec): 3 clusters Score: Raw -464576.640630 + Penalty 2818.669257 = -461757.971373 nChanged 42 SP:Iteration 25Q (2264.756634 sec): 3 clusters Score: Raw -464592.906535 + Penalty 2818.669257 = -461774.237278 nChanged 44 SP:Iteration 26Q (2264.778612 sec): 3 clusters Score: Raw -464609.762631 + Penalty 2818.669257 = -461791.093374 nChanged 38 SP:Iteration 27Q (2264.800577 sec): 3 clusters Score: Raw -464621.428870 + Penalty 2818.669257 = -461802.759613 nChanged 27 SP:Iteration 28Q (2264.822299 sec): 3 clusters Score: Raw -464629.409951 + Penalty 2818.669257 = -461810.740694 nChanged 22 SP:Iteration 29Q (2264.843963 sec): 3 clusters Score: Raw -464636.598633 + Penalty 2818.669257 = -461817.929376 nChanged 29 SP:Iteration 30Q (2264.865691 sec): 3 clusters Score: Raw -464645.253369 + Penalty 2818.669257 = -461826.584112 nChanged 30 SP:Iteration 31Q (2264.887235 sec): 3 clusters Score: Raw -464656.496682 + Penalty 2818.669257 = -461837.827425 nChanged 34 SP:Iteration 32Q (2264.908768 sec): 3 clusters Score: Raw -464668.893525 + Penalty 2818.669257 = -461850.224268 nChanged 41 SP:Iteration 33Q (2264.930494 sec): 3 clusters Score: Raw -464682.920356 + Penalty 2818.669257 = -461864.251099 nChanged 29 SP:Iteration 34Q (2264.952049 sec): 3 clusters Score: Raw -464692.533481 + Penalty 2818.669257 = -461873.864224 nChanged 34 SP:Iteration 35Q (2264.973504 sec): 3 clusters Score: Raw -464701.969605 + Penalty 2818.669257 = -461883.300348 nChanged 28 SP:Iteration 36Q (2264.995216 sec): 3 clusters Score: Raw -464710.958052 + Penalty 2818.669257 = -461892.288795 nChanged 30 SP:Iteration 37Q (2265.016587 sec): 3 clusters Score: Raw -464721.789293 + Penalty 2818.669257 = -461903.120036 nChanged 31 SP:Iteration 38Q (2265.037935 sec): 3 clusters Score: Raw -464732.463007 + Penalty 2818.669257 = -461913.793750 nChanged 28 SP:Iteration 39Q (2265.059472 sec): 3 clusters Score: Raw -464743.151945 + Penalty 2818.669257 = -461924.482688 nChanged 33 SP:Iteration 40F (2265.082131 sec): 3 clusters Score: Raw -464754.636663 + Penalty 2818.669257 = -461935.967406 nChanged 30 SP:Iteration 41Q (2265.103662 sec): 3 clusters Score: Raw -464764.126186 + Penalty 2818.669257 = -461945.456929 nChanged 23 SP:Iteration 42Q (2265.124980 sec): 3 clusters Score: Raw -464772.396170 + Penalty 2818.669257 = -461953.726913 nChanged 27 SP:Iteration 43Q (2265.146525 sec): 3 clusters Score: Raw -464782.734200 + Penalty 2818.669257 = -461964.064943 nChanged 33 SP:Iteration 44Q (2265.168001 sec): 3 clusters Score: Raw -464796.576561 + Penalty 2818.669257 = -461977.907304 nChanged 29 SP:Iteration 45Q (2265.189271 sec): 3 clusters Score: Raw -464810.930795 + Penalty 2818.669257 = -461992.261538 nChanged 39 SP:Iteration 46Q (2265.210738 sec): 3 clusters Score: Raw -464828.618533 + Penalty 2818.669257 = -462009.949276 nChanged 41 SP:Iteration 47Q (2265.232078 sec): 3 clusters Score: Raw -464854.503113 + Penalty 2818.669257 = -462035.833856 nChanged 45 SP:Iteration 48Q (2265.253366 sec): 3 clusters Score: Raw -464886.939107 + Penalty 2818.669257 = -462068.269850 nChanged 46 SP:Iteration 49Q (2265.274622 sec): 3 clusters Score: Raw -464916.263461 + Penalty 2818.669257 = -462097.594204 nChanged 46 SP:Iteration 50Q (2265.295673 sec): 3 clusters Score: Raw -464940.067256 + Penalty 2818.669257 = -462121.397999 nChanged 41 SP:Iteration 51Q (2265.316417 sec): 3 clusters Score: Raw -464955.697502 + Penalty 2818.669257 = -462137.028245 nChanged 30 SP:Iteration 52Q (2265.337270 sec): 3 clusters Score: Raw -464967.256631 + Penalty 2818.669257 = -462148.587374 nChanged 29 SP:Iteration 53Q (2265.358378 sec): 3 clusters Score: Raw -464978.099489 + Penalty 2818.669257 = -462159.430232 nChanged 18 SP:Iteration 54Q (2265.379530 sec): 3 clusters Score: Raw -464984.394017 + Penalty 2818.669257 = -462165.724760 nChanged 17 SP:Iteration 55Q (2265.400456 sec): 3 clusters Score: Raw -464991.496001 + Penalty 2818.669257 = -462172.826744 nChanged 13 SP:Iteration 56Q (2265.421398 sec): 3 clusters Score: Raw -464996.785815 + Penalty 2818.669257 = -462178.116558 nChanged 14 SP:Iteration 57Q (2265.442222 sec): 3 clusters Score: Raw -465001.748038 + Penalty 2818.669257 = -462183.078781 nChanged 13 SP:Iteration 58Q (2265.463187 sec): 3 clusters Score: Raw -465006.262477 + Penalty 2818.669257 = -462187.593220 nChanged 10 SP:Iteration 59Q (2265.484027 sec): 3 clusters Score: Raw -465008.046187 + Penalty 2818.669257 = -462189.376931 nChanged 7 SP:Iteration 60F (2265.506624 sec): 3 clusters Score: Raw -465009.676793 + Penalty 2818.669257 = -462191.007536 nChanged 6 SP:Iteration 61Q (2265.527533 sec): 3 clusters Score: Raw -465011.661476 + Penalty 2818.669257 = -462192.992219 nChanged 6 SP:Iteration 62Q (2265.548314 sec): 3 clusters Score: Raw -465013.670567 + Penalty 2818.669257 = -462195.001310 nChanged 3 SP:Iteration 63Q (2265.569201 sec): 3 clusters Score: Raw -465014.801105 + Penalty 2818.669257 = -462196.131849 nChanged 5 SP:Iteration 64Q (2265.590106 sec): 3 clusters Score: Raw -465016.678192 + Penalty 2818.669257 = -462198.008935 nChanged 4 SP:Iteration 65Q (2265.610967 sec): 3 clusters Score: Raw -465017.972308 + Penalty 2818.669257 = -462199.303051 nChanged 6 SP:Iteration 66Q (2265.631664 sec): 3 clusters Score: Raw -465020.042593 + Penalty 2818.669257 = -462201.373337 nChanged 4 SP:Iteration 67Q (2265.652684 sec): 3 clusters Score: Raw -465021.635701 + Penalty 2818.669257 = -462202.966444 nChanged 3 SP:Iteration 68Q (2265.673513 sec): 3 clusters Score: Raw -465023.097514 + Penalty 2818.669257 = -462204.428257 nChanged 4 SP:Iteration 69Q (2265.694507 sec): 3 clusters Score: Raw -465025.702773 + Penalty 2818.669257 = -462207.033516 nChanged 4 SP:Iteration 70Q (2265.715310 sec): 3 clusters Score: Raw -465028.347614 + Penalty 2818.669257 = -462209.678357 nChanged 3 SP:Iteration 71Q (2265.735936 sec): 3 clusters Score: Raw -465029.143455 + Penalty 2818.669257 = -462210.474198 nChanged 2 SP:Iteration 72Q (2265.756766 sec): 3 clusters Score: Raw -465029.568712 + Penalty 2818.669257 = -462210.899455 nChanged 2 SP:Iteration 73Q (2265.777680 sec): 3 clusters Score: Raw -465030.438762 + Penalty 2818.669257 = -462211.769505 nChanged 4 SP:Iteration 74Q (2265.798546 sec): 3 clusters Score: Raw -465031.549552 + Penalty 2818.669257 = -462212.880295 nChanged 4 SP:Iteration 75Q (2265.819331 sec): 3 clusters Score: Raw -465033.344111 + Penalty 2818.669257 = -462214.674854 nChanged 9 SP:Iteration 76Q (2265.840012 sec): 3 clusters Score: Raw -465037.472113 + Penalty 2818.669257 = -462218.802856 nChanged 10 SP:Iteration 77Q (2265.860785 sec): 3 clusters Score: Raw -465046.302728 + Penalty 2818.669257 = -462227.633471 nChanged 17 SP:Iteration 78Q (2265.881408 sec): 3 clusters Score: Raw -465055.765889 + Penalty 2818.669257 = -462237.096632 nChanged 14 SP:Iteration 79Q (2265.902320 sec): 3 clusters Score: Raw -465061.700998 + Penalty 2818.669257 = -462243.031741 nChanged 13 SP:Iteration 80F (2265.924745 sec): 3 clusters Score: Raw -465067.118835 + Penalty 2818.669257 = -462248.449578 nChanged 9 SP:Iteration 81Q (2265.945413 sec): 3 clusters Score: Raw -465071.796059 + Penalty 2818.669257 = -462253.126802 nChanged 8 SP:Iteration 82Q (2265.966014 sec): 3 clusters Score: Raw -465073.886276 + Penalty 2818.669257 = -462255.217019 nChanged 5 SP:Iteration 83Q (2265.986688 sec): 3 clusters Score: Raw -465075.632836 + Penalty 2818.669257 = -462256.963579 nChanged 8 SP:Iteration 84Q (2266.007233 sec): 3 clusters Score: Raw -465078.747687 + Penalty 2818.669257 = -462260.078430 nChanged 8 SP:Iteration 85Q (2266.027971 sec): 3 clusters Score: Raw -465080.910609 + Penalty 2818.669257 = -462262.241352 nChanged 4 SP:Iteration 86Q (2266.048513 sec): 3 clusters Score: Raw -465081.735725 + Penalty 2818.669257 = -462263.066468 nChanged 2 SP:Iteration 87Q (2266.069138 sec): 3 clusters Score: Raw -465082.758759 + Penalty 2818.669257 = -462264.089502 nChanged 4 SP:Iteration 88Q (2266.089927 sec): 3 clusters Score: Raw -465083.831903 + Penalty 2818.669257 = -462265.162646 nChanged 2 SP:Iteration 89Q (2266.110655 sec): 3 clusters Score: Raw -465084.454278 + Penalty 2818.669257 = -462265.785022 nChanged 1 SP:Iteration 90Q (2266.131460 sec): 3 clusters Score: Raw -465084.648572 + Penalty 2818.669257 = -462265.979315 nChanged 1 SP:Iteration 91Q (2266.152141 sec): 3 clusters Score: Raw -465084.849214 + Penalty 2818.669257 = -462266.179957 nChanged 1 SP:Iteration 92Q (2266.172959 sec): 3 clusters Score: Raw -465085.018760 + Penalty 2818.669257 = -462266.349503 nChanged 1 SP:Iteration 93Q (2266.193554 sec): 3 clusters Score: Raw -465085.453242 + Penalty 2818.669257 = -462266.783985 nChanged 2 SP:Iteration 94Q (2266.214081 sec): 3 clusters Score: Raw -465085.992679 + Penalty 2818.669257 = -462267.323422 nChanged 4 SP:Iteration 95Q (2266.234631 sec): 3 clusters Score: Raw -465087.052899 + Penalty 2818.669257 = -462268.383642 nChanged 4 SP:Iteration 96Q (2266.255377 sec): 3 clusters Score: Raw -465088.665895 + Penalty 2818.669257 = -462269.996638 nChanged 7 SP:Iteration 97Q (2266.275941 sec): 3 clusters Score: Raw -465091.444461 + Penalty 2818.669257 = -462272.775204 nChanged 6 SP:Iteration 98Q (2266.296534 sec): 3 clusters Score: Raw -465093.574043 + Penalty 2818.669257 = -462274.904786 nChanged 3 SP:Iteration 99Q (2266.317178 sec): 3 clusters Score: Raw -465094.158381 + Penalty 2818.669257 = -462275.489124 nChanged 3 SP:Iteration 100F (2266.339781 sec): 3 clusters Score: Raw -465095.142449 + Penalty 2818.669257 = -462276.473192 nChanged 3 SP:Iteration 101Q (2266.360410 sec): 3 clusters Score: Raw -465096.079300 + Penalty 2818.669257 = -462277.410043 nChanged 4 SP:Iteration 102Q (2266.380921 sec): 3 clusters Score: Raw -465098.346905 + Penalty 2818.669257 = -462279.677648 nChanged 4 SP:Iteration 103Q (2266.401574 sec): 3 clusters Score: Raw -465099.617803 + Penalty 2818.669257 = -462280.948546 nChanged 6 SP:Iteration 104Q (2266.422248 sec): 3 clusters Score: Raw -465101.285670 + Penalty 2818.669257 = -462282.616413 nChanged 2 SP:Iteration 105Q (2266.442718 sec): 3 clusters Score: Raw -465101.883176 + Penalty 2818.669257 = -462283.213919 nChanged 4 SP:Iteration 106Q (2266.463420 sec): 3 clusters Score: Raw -465102.973339 + Penalty 2818.669257 = -462284.304082 nChanged 4 SP:Iteration 107Q (2266.484106 sec): 3 clusters Score: Raw -465105.983496 + Penalty 2818.669257 = -462287.314239 nChanged 5 SP:Iteration 108Q (2266.504734 sec): 3 clusters Score: Raw -465107.695273 + Penalty 2818.669257 = -462289.026016 nChanged 4 SP:Iteration 109Q (2266.525238 sec): 3 clusters Score: Raw -465108.516911 + Penalty 2818.669257 = -462289.847654 nChanged 3 SP:Iteration 110Q (2266.545739 sec): 3 clusters Score: Raw -465108.818889 + Penalty 2818.669257 = -462290.149632 nChanged 1 SP:Iteration 111Q (2266.566322 sec): 3 clusters Score: Raw -465109.227992 + Penalty 2818.669257 = -462290.558735 nChanged 2 SP:Iteration 112Q (2266.586821 sec): 3 clusters Score: Raw -465109.978582 + Penalty 2818.669257 = -462291.309325 nChanged 4 SP:Iteration 113Q (2266.607611 sec): 3 clusters Score: Raw -465111.232415 + Penalty 2818.669257 = -462292.563158 nChanged 4 SP:Iteration 114Q (2266.628381 sec): 3 clusters Score: Raw -465112.373998 + Penalty 2818.669257 = -462293.704741 nChanged 1 SP:Iteration 115Q (2266.648998 sec): 3 clusters Score: Raw -465112.528309 + Penalty 2818.669257 = -462293.859052 nChanged 0 SP:Iteration 116F (2266.671563 sec): 3 clusters Score: Raw -465112.528309 + Penalty 2818.669257 = -462293.859052 nChanged 0 Trying to split cluster 15 (8354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2266.692960 sec): 2 clusters Score: Raw -643955.870140 + Penalty 1467.455559 = -642488.414582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2266.719056 sec): 3 clusters Score: Raw -639267.678970 + Penalty 2934.911117 = -636332.767852 nChanged 3647 SP:Iteration 1F (2266.744080 sec): 3 clusters Score: Raw -641414.013449 + Penalty 2934.911117 = -638479.102332 nChanged 632 SP:Iteration 2F (2266.769186 sec): 3 clusters Score: Raw -641811.492714 + Penalty 2934.911117 = -638876.581597 nChanged 558 SP:Iteration 3F (2266.828531 sec): 3 clusters Score: Raw -642177.288072 + Penalty 2934.911117 = -639242.376955 nChanged 493 SP:Iteration 4F (2266.853549 sec): 3 clusters Score: Raw -642475.747942 + Penalty 2934.911117 = -639540.836825 nChanged 410 SP:Iteration 5Q (2266.878667 sec): 3 clusters Score: Raw -642715.936193 + Penalty 2934.911117 = -639781.025075 nChanged 348 SP:Iteration 6Q (2266.910453 sec): 3 clusters Score: Raw -642918.134697 + Penalty 2934.911117 = -639983.223580 nChanged 309 SP:Iteration 7Q (2266.935667 sec): 3 clusters Score: Raw -643118.727038 + Penalty 2934.911117 = -640183.815921 nChanged 284 SP:Iteration 8Q (2266.960762 sec): 3 clusters Score: Raw -643302.492582 + Penalty 2934.911117 = -640367.581465 nChanged 259 SP:Iteration 9Q (2266.985669 sec): 3 clusters Score: Raw -643488.551666 + Penalty 2934.911117 = -640553.640549 nChanged 212 SP:Iteration 10Q (2267.009968 sec): 3 clusters Score: Raw -643626.791231 + Penalty 2934.911117 = -640691.880114 nChanged 163 SP:Iteration 11Q (2267.034694 sec): 3 clusters Score: Raw -643724.801300 + Penalty 2934.911117 = -640789.890183 nChanged 136 SP:Iteration 12Q (2267.059851 sec): 3 clusters Score: Raw -643787.999931 + Penalty 2934.911117 = -640853.088814 nChanged 102 SP:Iteration 13Q (2267.084157 sec): 3 clusters Score: Raw -643830.746500 + Penalty 2934.911117 = -640895.835383 nChanged 91 SP:Iteration 14Q (2267.108221 sec): 3 clusters Score: Raw -643866.426352 + Penalty 2934.911117 = -640931.515235 nChanged 63 SP:Iteration 15Q (2267.132069 sec): 3 clusters Score: Raw -643887.795942 + Penalty 2934.911117 = -640952.884825 nChanged 41 SP:Iteration 16Q (2267.155855 sec): 3 clusters Score: Raw -643901.952644 + Penalty 2934.911117 = -640967.041527 nChanged 46 SP:Iteration 17Q (2267.179623 sec): 3 clusters Score: Raw -643914.610202 + Penalty 2934.911117 = -640979.699085 nChanged 39 SP:Iteration 18Q (2267.203327 sec): 3 clusters Score: Raw -643925.313375 + Penalty 2934.911117 = -640990.402258 nChanged 34 SP:Iteration 19Q (2267.227123 sec): 3 clusters Score: Raw -643935.102112 + Penalty 2934.911117 = -641000.190995 nChanged 29 SP:Iteration 20F (2267.252208 sec): 3 clusters Score: Raw -643943.915532 + Penalty 2934.911117 = -641009.004415 nChanged 35 SP:Iteration 21Q (2267.276069 sec): 3 clusters Score: Raw -643955.151095 + Penalty 2934.911117 = -641020.239978 nChanged 31 SP:Iteration 22Q (2267.299670 sec): 3 clusters Score: Raw -643967.650235 + Penalty 2934.911117 = -641032.739118 nChanged 31 SP:Iteration 23Q (2267.323152 sec): 3 clusters Score: Raw -643976.450055 + Penalty 2934.911117 = -641041.538938 nChanged 27 SP:Iteration 24Q (2267.346645 sec): 3 clusters Score: Raw -643984.827526 + Penalty 2934.911117 = -641049.916408 nChanged 24 SP:Iteration 25Q (2267.370052 sec): 3 clusters Score: Raw -643992.750272 + Penalty 2934.911117 = -641057.839155 nChanged 20 SP:Iteration 26Q (2267.393625 sec): 3 clusters Score: Raw -643998.403601 + Penalty 2934.911117 = -641063.492484 nChanged 18 SP:Iteration 27Q (2267.416955 sec): 3 clusters Score: Raw -644004.461339 + Penalty 2934.911117 = -641069.550222 nChanged 20 SP:Iteration 28Q (2267.440268 sec): 3 clusters Score: Raw -644009.614322 + Penalty 2934.911117 = -641074.703205 nChanged 20 SP:Iteration 29Q (2267.463638 sec): 3 clusters Score: Raw -644014.335885 + Penalty 2934.911117 = -641079.424768 nChanged 15 SP:Iteration 30Q (2267.486900 sec): 3 clusters Score: Raw -644019.299603 + Penalty 2934.911117 = -641084.388486 nChanged 18 SP:Iteration 31Q (2267.510401 sec): 3 clusters Score: Raw -644024.731142 + Penalty 2934.911117 = -641089.820024 nChanged 11 SP:Iteration 32Q (2267.533779 sec): 3 clusters Score: Raw -644028.770803 + Penalty 2934.911117 = -641093.859686 nChanged 13 SP:Iteration 33Q (2267.557218 sec): 3 clusters Score: Raw -644032.922807 + Penalty 2934.911117 = -641098.011690 nChanged 17 SP:Iteration 34Q (2267.580445 sec): 3 clusters Score: Raw -644037.626904 + Penalty 2934.911117 = -641102.715787 nChanged 15 SP:Iteration 35Q (2267.603817 sec): 3 clusters Score: Raw -644042.632424 + Penalty 2934.911117 = -641107.721306 nChanged 23 SP:Iteration 36Q (2267.627138 sec): 3 clusters Score: Raw -644049.567984 + Penalty 2934.911117 = -641114.656866 nChanged 15 SP:Iteration 37Q (2267.650291 sec): 3 clusters Score: Raw -644054.462707 + Penalty 2934.911117 = -641119.551590 nChanged 15 SP:Iteration 38Q (2267.673467 sec): 3 clusters Score: Raw -644060.610219 + Penalty 2934.911117 = -641125.699102 nChanged 15 SP:Iteration 39Q (2267.696569 sec): 3 clusters Score: Raw -644066.495794 + Penalty 2934.911117 = -641131.584676 nChanged 17 SP:Iteration 40F (2267.721624 sec): 3 clusters Score: Raw -644075.207115 + Penalty 2934.911117 = -641140.295997 nChanged 16 SP:Iteration 41Q (2267.744752 sec): 3 clusters Score: Raw -644080.822569 + Penalty 2934.911117 = -641145.911452 nChanged 12 SP:Iteration 42Q (2267.767908 sec): 3 clusters Score: Raw -644084.085515 + Penalty 2934.911117 = -641149.174398 nChanged 13 SP:Iteration 43Q (2267.791206 sec): 3 clusters Score: Raw -644087.224240 + Penalty 2934.911117 = -641152.313123 nChanged 8 SP:Iteration 44Q (2267.814532 sec): 3 clusters Score: Raw -644088.934493 + Penalty 2934.911117 = -641154.023376 nChanged 6 SP:Iteration 45Q (2267.838046 sec): 3 clusters Score: Raw -644090.936870 + Penalty 2934.911117 = -641156.025752 nChanged 2 SP:Iteration 46Q (2267.861084 sec): 3 clusters Score: Raw -644091.180274 + Penalty 2934.911117 = -641156.269157 nChanged 0 SP:Iteration 47F (2267.886159 sec): 3 clusters Score: Raw -644091.180274 + Penalty 2934.911117 = -641156.269157 nChanged 0 Trying to split cluster 16 (4792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2267.903924 sec): 2 clusters Score: Raw -398361.665873 + Penalty 1377.139260 = -396984.526613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2267.924802 sec): 3 clusters Score: Raw -395934.150198 + Penalty 2754.278520 = -393179.871677 nChanged 1899 SP:Iteration 1F (2267.945223 sec): 3 clusters Score: Raw -397055.624605 + Penalty 2754.278520 = -394301.346084 nChanged 393 SP:Iteration 2F (2267.965746 sec): 3 clusters Score: Raw -397338.283766 + Penalty 2754.278520 = -394584.005245 nChanged 312 SP:Iteration 3F (2267.986180 sec): 3 clusters Score: Raw -397549.264320 + Penalty 2754.278520 = -394794.985800 nChanged 272 SP:Iteration 4F (2268.006712 sec): 3 clusters Score: Raw -397758.591366 + Penalty 2754.278520 = -395004.312846 nChanged 277 SP:Iteration 5F (2268.027089 sec): 3 clusters Score: Raw -398009.030728 + Penalty 2754.278520 = -395254.752207 nChanged 273 SP:Iteration 6F (2268.047746 sec): 3 clusters Score: Raw -398205.844793 + Penalty 2754.278520 = -395451.566272 nChanged 206 SP:Iteration 7Q (2268.067768 sec): 3 clusters Score: Raw -398348.955552 + Penalty 2754.278520 = -395594.677031 nChanged 174 SP:Iteration 8Q (2268.087837 sec): 3 clusters Score: Raw -398452.328300 + Penalty 2754.278520 = -395698.049779 nChanged 138 SP:Iteration 9Q (2268.108113 sec): 3 clusters Score: Raw -398525.650954 + Penalty 2754.278520 = -395771.372433 nChanged 108 SP:Iteration 10Q (2268.128327 sec): 3 clusters Score: Raw -398575.589190 + Penalty 2754.278520 = -395821.310670 nChanged 66 SP:Iteration 11Q (2268.148540 sec): 3 clusters Score: Raw -398596.595282 + Penalty 2754.278520 = -395842.316762 nChanged 49 SP:Iteration 12Q (2268.168695 sec): 3 clusters Score: Raw -398610.195146 + Penalty 2754.278520 = -395855.916625 nChanged 34 SP:Iteration 13Q (2268.188772 sec): 3 clusters Score: Raw -398618.905201 + Penalty 2754.278520 = -395864.626681 nChanged 26 SP:Iteration 14Q (2268.209034 sec): 3 clusters Score: Raw -398624.580255 + Penalty 2754.278520 = -395870.301735 nChanged 17 SP:Iteration 15Q (2268.229041 sec): 3 clusters Score: Raw -398628.481832 + Penalty 2754.278520 = -395874.203311 nChanged 19 SP:Iteration 16Q (2268.249320 sec): 3 clusters Score: Raw -398632.145226 + Penalty 2754.278520 = -395877.866705 nChanged 13 SP:Iteration 17Q (2268.269455 sec): 3 clusters Score: Raw -398634.160734 + Penalty 2754.278520 = -395879.882214 nChanged 11 SP:Iteration 18Q (2268.289280 sec): 3 clusters Score: Raw -398636.673037 + Penalty 2754.278520 = -395882.394517 nChanged 16 SP:Iteration 19Q (2268.309589 sec): 3 clusters Score: Raw -398639.640355 + Penalty 2754.278520 = -395885.361834 nChanged 11 SP:Iteration 20F (2268.329947 sec): 3 clusters Score: Raw -398641.821616 + Penalty 2754.278520 = -395887.543095 nChanged 4 SP:Iteration 21Q (2268.350171 sec): 3 clusters Score: Raw -398642.532417 + Penalty 2754.278520 = -395888.253897 nChanged 2 SP:Iteration 22Q (2268.370421 sec): 3 clusters Score: Raw -398642.980700 + Penalty 2754.278520 = -395888.702179 nChanged 4 SP:Iteration 23Q (2268.390475 sec): 3 clusters Score: Raw -398643.948927 + Penalty 2754.278520 = -395889.670406 nChanged 7 SP:Iteration 24Q (2268.410652 sec): 3 clusters Score: Raw -398645.832250 + Penalty 2754.278520 = -395891.553729 nChanged 6 SP:Iteration 25Q (2268.430813 sec): 3 clusters Score: Raw -398647.402515 + Penalty 2754.278520 = -395893.123995 nChanged 11 SP:Iteration 26Q (2268.451102 sec): 3 clusters Score: Raw -398650.049873 + Penalty 2754.278520 = -395895.771353 nChanged 6 SP:Iteration 27Q (2268.471130 sec): 3 clusters Score: Raw -398651.052798 + Penalty 2754.278520 = -395896.774278 nChanged 2 SP:Iteration 28Q (2268.491349 sec): 3 clusters Score: Raw -398651.413992 + Penalty 2754.278520 = -395897.135471 nChanged 4 SP:Iteration 29Q (2268.511689 sec): 3 clusters Score: Raw -398651.984189 + Penalty 2754.278520 = -395897.705669 nChanged 3 SP:Iteration 30Q (2268.531819 sec): 3 clusters Score: Raw -398652.431507 + Penalty 2754.278520 = -395898.152986 nChanged 2 SP:Iteration 31Q (2268.551819 sec): 3 clusters Score: Raw -398652.543168 + Penalty 2754.278520 = -395898.264647 nChanged 1 SP:Iteration 32Q (2268.572013 sec): 3 clusters Score: Raw -398652.658512 + Penalty 2754.278520 = -395898.379992 nChanged 3 SP:Iteration 33Q (2268.592164 sec): 3 clusters Score: Raw -398652.927369 + Penalty 2754.278520 = -395898.648848 nChanged 3 SP:Iteration 34Q (2268.612195 sec): 3 clusters Score: Raw -398653.232775 + Penalty 2754.278520 = -395898.954254 nChanged 3 SP:Iteration 35Q (2268.631955 sec): 3 clusters Score: Raw -398653.464570 + Penalty 2754.278520 = -395899.186049 nChanged 1 SP:Iteration 36Q (2268.652167 sec): 3 clusters Score: Raw -398653.713944 + Penalty 2754.278520 = -395899.435423 nChanged 5 SP:Iteration 37Q (2268.672054 sec): 3 clusters Score: Raw -398654.973433 + Penalty 2754.278520 = -395900.694912 nChanged 6 SP:Iteration 38Q (2268.692071 sec): 3 clusters Score: Raw -398656.084923 + Penalty 2754.278520 = -395901.806403 nChanged 6 SP:Iteration 39Q (2268.712326 sec): 3 clusters Score: Raw -398657.009146 + Penalty 2754.278520 = -395902.730625 nChanged 9 SP:Iteration 40F (2268.732863 sec): 3 clusters Score: Raw -398658.779408 + Penalty 2754.278520 = -395904.500887 nChanged 6 SP:Iteration 41Q (2268.752765 sec): 3 clusters Score: Raw -398659.925465 + Penalty 2754.278520 = -395905.646945 nChanged 6 SP:Iteration 42Q (2268.772754 sec): 3 clusters Score: Raw -398660.923301 + Penalty 2754.278520 = -395906.644781 nChanged 5 SP:Iteration 43Q (2268.792863 sec): 3 clusters Score: Raw -398661.364582 + Penalty 2754.278520 = -395907.086061 nChanged 6 SP:Iteration 44Q (2268.812807 sec): 3 clusters Score: Raw -398662.266428 + Penalty 2754.278520 = -395907.987908 nChanged 2 SP:Iteration 45Q (2268.833116 sec): 3 clusters Score: Raw -398662.474859 + Penalty 2754.278520 = -395908.196338 nChanged 3 SP:Iteration 46Q (2268.852866 sec): 3 clusters Score: Raw -398663.411311 + Penalty 2754.278520 = -395909.132791 nChanged 2 SP:Iteration 47Q (2268.872957 sec): 3 clusters Score: Raw -398663.795690 + Penalty 2754.278520 = -395909.517170 nChanged 2 SP:Iteration 48Q (2268.893089 sec): 3 clusters Score: Raw -398664.016609 + Penalty 2754.278520 = -395909.738088 nChanged 2 SP:Iteration 49Q (2268.913277 sec): 3 clusters Score: Raw -398664.343007 + Penalty 2754.278520 = -395910.064486 nChanged 5 SP:Iteration 50Q (2268.933303 sec): 3 clusters Score: Raw -398666.102290 + Penalty 2754.278520 = -395911.823770 nChanged 5 SP:Iteration 51Q (2268.953376 sec): 3 clusters Score: Raw -398667.111755 + Penalty 2754.278520 = -395912.833235 nChanged 7 SP:Iteration 52Q (2268.973610 sec): 3 clusters Score: Raw -398668.725923 + Penalty 2754.278520 = -395914.447402 nChanged 9 SP:Iteration 53Q (2268.993592 sec): 3 clusters Score: Raw -398670.831034 + Penalty 2754.278520 = -395916.552514 nChanged 7 SP:Iteration 54Q (2269.013702 sec): 3 clusters Score: Raw -398672.300129 + Penalty 2754.278520 = -395918.021608 nChanged 5 SP:Iteration 55Q (2269.033870 sec): 3 clusters Score: Raw -398673.207479 + Penalty 2754.278520 = -395918.928959 nChanged 3 SP:Iteration 56Q (2269.054040 sec): 3 clusters Score: Raw -398673.658132 + Penalty 2754.278520 = -395919.379611 nChanged 3 SP:Iteration 57Q (2269.074127 sec): 3 clusters Score: Raw -398673.926674 + Penalty 2754.278520 = -395919.648153 nChanged 1 SP:Iteration 58Q (2269.094176 sec): 3 clusters Score: Raw -398674.120409 + Penalty 2754.278520 = -395919.841889 nChanged 2 SP:Iteration 59Q (2269.114204 sec): 3 clusters Score: Raw -398674.298975 + Penalty 2754.278520 = -395920.020454 nChanged 1 SP:Iteration 60F (2269.134600 sec): 3 clusters Score: Raw -398674.426165 + Penalty 2754.278520 = -395920.147644 nChanged 2 SP:Iteration 61Q (2269.154651 sec): 3 clusters Score: Raw -398674.744298 + Penalty 2754.278520 = -395920.465778 nChanged 1 SP:Iteration 62Q (2269.174779 sec): 3 clusters Score: Raw -398675.197495 + Penalty 2754.278520 = -395920.918975 nChanged 2 SP:Iteration 63Q (2269.194658 sec): 3 clusters Score: Raw -398675.808426 + Penalty 2754.278520 = -395921.529905 nChanged 2 SP:Iteration 64Q (2269.214751 sec): 3 clusters Score: Raw -398676.120153 + Penalty 2754.278520 = -395921.841633 nChanged 2 SP:Iteration 65Q (2269.235028 sec): 3 clusters Score: Raw -398676.531789 + Penalty 2754.278520 = -395922.253268 nChanged 4 SP:Iteration 66Q (2269.254950 sec): 3 clusters Score: Raw -398677.177956 + Penalty 2754.278520 = -395922.899435 nChanged 5 SP:Iteration 67Q (2269.275196 sec): 3 clusters Score: Raw -398677.976138 + Penalty 2754.278520 = -395923.697617 nChanged 3 SP:Iteration 68Q (2269.295200 sec): 3 clusters Score: Raw -398678.572074 + Penalty 2754.278520 = -395924.293553 nChanged 3 SP:Iteration 69Q (2269.315188 sec): 3 clusters Score: Raw -398679.262636 + Penalty 2754.278520 = -395924.984115 nChanged 0 SP:Iteration 70F (2269.335801 sec): 3 clusters Score: Raw -398679.262636 + Penalty 2754.278520 = -395924.984115 nChanged 0 Trying to split cluster 17 (13542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2269.362929 sec): 2 clusters Score: Raw -1130412.610196 + Penalty 1545.952077 = -1128866.658119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2269.396872 sec): 3 clusters Score: Raw -1122481.696153 + Penalty 3091.904155 = -1119389.791998 nChanged 6034 SP:Iteration 1F (2269.429488 sec): 3 clusters Score: Raw -1125925.055559 + Penalty 3091.904155 = -1122833.151404 nChanged 851 SP:Iteration 2F (2269.462125 sec): 3 clusters Score: Raw -1126380.100611 + Penalty 3091.904155 = -1123288.196456 nChanged 885 SP:Iteration 3F (2269.494896 sec): 3 clusters Score: Raw -1126928.646781 + Penalty 3091.904155 = -1123836.742626 nChanged 969 SP:Iteration 4F (2269.527616 sec): 3 clusters Score: Raw -1127652.632020 + Penalty 3091.904155 = -1124560.727866 nChanged 1042 SP:Iteration 5F (2269.560228 sec): 3 clusters Score: Raw -1128534.298910 + Penalty 3091.904155 = -1125442.394755 nChanged 917 SP:Iteration 6F (2269.593180 sec): 3 clusters Score: Raw -1129331.393854 + Penalty 3091.904155 = -1126239.489699 nChanged 688 SP:Iteration 7F (2269.625936 sec): 3 clusters Score: Raw -1129863.782560 + Penalty 3091.904155 = -1126771.878405 nChanged 424 SP:Iteration 8Q (2269.658967 sec): 3 clusters Score: Raw -1130167.921142 + Penalty 3091.904155 = -1127076.016988 nChanged 297 SP:Iteration 9Q (2269.691861 sec): 3 clusters Score: Raw -1130402.871011 + Penalty 3091.904155 = -1127310.966856 nChanged 193 SP:Iteration 10Q (2269.723885 sec): 3 clusters Score: Raw -1130553.617635 + Penalty 3091.904155 = -1127461.713480 nChanged 183 SP:Iteration 11Q (2269.755208 sec): 3 clusters Score: Raw -1130666.115292 + Penalty 3091.904155 = -1127574.211138 nChanged 131 SP:Iteration 12Q (2269.785630 sec): 3 clusters Score: Raw -1130735.170178 + Penalty 3091.904155 = -1127643.266023 nChanged 100 SP:Iteration 13Q (2269.815764 sec): 3 clusters Score: Raw -1130783.068031 + Penalty 3091.904155 = -1127691.163877 nChanged 71 SP:Iteration 14Q (2269.845562 sec): 3 clusters Score: Raw -1130805.768764 + Penalty 3091.904155 = -1127713.864609 nChanged 52 SP:Iteration 15Q (2269.875584 sec): 3 clusters Score: Raw -1130821.810049 + Penalty 3091.904155 = -1127729.905894 nChanged 35 SP:Iteration 16Q (2269.905293 sec): 3 clusters Score: Raw -1130832.813026 + Penalty 3091.904155 = -1127740.908871 nChanged 31 SP:Iteration 17Q (2269.934964 sec): 3 clusters Score: Raw -1130842.223052 + Penalty 3091.904155 = -1127750.318897 nChanged 33 SP:Iteration 18Q (2269.964374 sec): 3 clusters Score: Raw -1130851.537241 + Penalty 3091.904155 = -1127759.633086 nChanged 30 SP:Iteration 19Q (2269.993946 sec): 3 clusters Score: Raw -1130859.454011 + Penalty 3091.904155 = -1127767.549856 nChanged 26 SP:Iteration 20F (2270.026504 sec): 3 clusters Score: Raw -1130866.023653 + Penalty 3091.904155 = -1127774.119498 nChanged 28 SP:Iteration 21Q (2270.056038 sec): 3 clusters Score: Raw -1130871.869124 + Penalty 3091.904155 = -1127779.964969 nChanged 22 SP:Iteration 22Q (2270.085254 sec): 3 clusters Score: Raw -1130876.446679 + Penalty 3091.904155 = -1127784.542524 nChanged 17 SP:Iteration 23Q (2270.114787 sec): 3 clusters Score: Raw -1130878.887623 + Penalty 3091.904155 = -1127786.983468 nChanged 10 SP:Iteration 24Q (2270.144002 sec): 3 clusters Score: Raw -1130880.361542 + Penalty 3091.904155 = -1127788.457387 nChanged 6 SP:Iteration 25Q (2270.173402 sec): 3 clusters Score: Raw -1130881.267615 + Penalty 3091.904155 = -1127789.363460 nChanged 3 SP:Iteration 26Q (2270.202554 sec): 3 clusters Score: Raw -1130881.621350 + Penalty 3091.904155 = -1127789.717195 nChanged 3 SP:Iteration 27Q (2270.231940 sec): 3 clusters Score: Raw -1130881.961972 + Penalty 3091.904155 = -1127790.057817 nChanged 4 SP:Iteration 28Q (2270.261133 sec): 3 clusters Score: Raw -1130882.545767 + Penalty 3091.904155 = -1127790.641612 nChanged 3 SP:Iteration 29Q (2270.290441 sec): 3 clusters Score: Raw -1130883.274635 + Penalty 3091.904155 = -1127791.370480 nChanged 4 SP:Iteration 30Q (2270.319627 sec): 3 clusters Score: Raw -1130883.987502 + Penalty 3091.904155 = -1127792.083347 nChanged 3 SP:Iteration 31Q (2270.348856 sec): 3 clusters Score: Raw -1130884.608913 + Penalty 3091.904155 = -1127792.704758 nChanged 2 SP:Iteration 32Q (2270.378077 sec): 3 clusters Score: Raw -1130884.884490 + Penalty 3091.904155 = -1127792.980335 nChanged 3 SP:Iteration 33Q (2270.407405 sec): 3 clusters Score: Raw -1130885.096209 + Penalty 3091.904155 = -1127793.192054 nChanged 3 SP:Iteration 34Q (2270.436624 sec): 3 clusters Score: Raw -1130885.280276 + Penalty 3091.904155 = -1127793.376121 nChanged 2 SP:Iteration 35Q (2270.465813 sec): 3 clusters Score: Raw -1130885.404840 + Penalty 3091.904155 = -1127793.500685 nChanged 1 SP:Iteration 36Q (2270.494936 sec): 3 clusters Score: Raw -1130885.544502 + Penalty 3091.904155 = -1127793.640347 nChanged 3 SP:Iteration 37Q (2270.524102 sec): 3 clusters Score: Raw -1130886.020392 + Penalty 3091.904155 = -1127794.116237 nChanged 2 SP:Iteration 38Q (2270.553323 sec): 3 clusters Score: Raw -1130886.393599 + Penalty 3091.904155 = -1127794.489444 nChanged 3 SP:Iteration 39Q (2270.582630 sec): 3 clusters Score: Raw -1130886.770519 + Penalty 3091.904155 = -1127794.866364 nChanged 3 SP:Iteration 40F (2270.615388 sec): 3 clusters Score: Raw -1130887.230424 + Penalty 3091.904155 = -1127795.326269 nChanged 1 SP:Iteration 41Q (2270.655948 sec): 3 clusters Score: Raw -1130887.267451 + Penalty 3091.904155 = -1127795.363296 nChanged 0 SP:Iteration 42F (2270.688706 sec): 3 clusters Score: Raw -1130887.267451 + Penalty 3091.904155 = -1127795.363296 nChanged 0 Trying to split cluster 18 (6348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2270.708202 sec): 2 clusters Score: Raw -517865.346967 + Penalty 1422.832951 = -516442.514017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2270.731232 sec): 3 clusters Score: Raw -514512.999998 + Penalty 2845.665902 = -511667.334096 nChanged 2643 SP:Iteration 1F (2270.753610 sec): 3 clusters Score: Raw -515988.046825 + Penalty 2845.665902 = -513142.380923 nChanged 457 SP:Iteration 2F (2270.775853 sec): 3 clusters Score: Raw -516284.720094 + Penalty 2845.665902 = -513439.054192 nChanged 405 SP:Iteration 3F (2270.798261 sec): 3 clusters Score: Raw -516546.446142 + Penalty 2845.665902 = -513700.780240 nChanged 369 SP:Iteration 4F (2270.820878 sec): 3 clusters Score: Raw -516738.067264 + Penalty 2845.665902 = -513892.401363 nChanged 273 SP:Iteration 5Q (2270.843508 sec): 3 clusters Score: Raw -516905.430138 + Penalty 2845.665902 = -514059.764236 nChanged 286 SP:Iteration 6Q (2270.866030 sec): 3 clusters Score: Raw -517064.226584 + Penalty 2845.665902 = -514218.560683 nChanged 245 SP:Iteration 7Q (2270.888562 sec): 3 clusters Score: Raw -517202.625699 + Penalty 2845.665902 = -514356.959797 nChanged 231 SP:Iteration 8Q (2270.911019 sec): 3 clusters Score: Raw -517332.908726 + Penalty 2845.665902 = -514487.242824 nChanged 220 SP:Iteration 9Q (2270.933539 sec): 3 clusters Score: Raw -517466.426067 + Penalty 2845.665902 = -514620.760165 nChanged 203 SP:Iteration 10Q (2270.956051 sec): 3 clusters Score: Raw -517593.280859 + Penalty 2845.665902 = -514747.614957 nChanged 172 SP:Iteration 11Q (2270.978573 sec): 3 clusters Score: Raw -517692.239227 + Penalty 2845.665902 = -514846.573326 nChanged 159 SP:Iteration 12Q (2271.001064 sec): 3 clusters Score: Raw -517781.683774 + Penalty 2845.665902 = -514936.017873 nChanged 129 SP:Iteration 13Q (2271.023610 sec): 3 clusters Score: Raw -517842.305127 + Penalty 2845.665902 = -514996.639225 nChanged 105 SP:Iteration 14Q (2271.046067 sec): 3 clusters Score: Raw -517898.438215 + Penalty 2845.665902 = -515052.772314 nChanged 110 SP:Iteration 15Q (2271.068382 sec): 3 clusters Score: Raw -517957.037236 + Penalty 2845.665902 = -515111.371334 nChanged 98 SP:Iteration 16Q (2271.090560 sec): 3 clusters Score: Raw -517999.400763 + Penalty 2845.665902 = -515153.734862 nChanged 76 SP:Iteration 17Q (2271.112674 sec): 3 clusters Score: Raw -518031.471498 + Penalty 2845.665902 = -515185.805596 nChanged 72 SP:Iteration 18Q (2271.134709 sec): 3 clusters Score: Raw -518056.545014 + Penalty 2845.665902 = -515210.879113 nChanged 53 SP:Iteration 19Q (2271.156923 sec): 3 clusters Score: Raw -518076.319832 + Penalty 2845.665902 = -515230.653930 nChanged 38 SP:Iteration 20F (2271.179452 sec): 3 clusters Score: Raw -518087.514514 + Penalty 2845.665902 = -515241.848612 nChanged 29 SP:Iteration 21Q (2271.201425 sec): 3 clusters Score: Raw -518095.859555 + Penalty 2845.665902 = -515250.193654 nChanged 21 SP:Iteration 22Q (2271.223505 sec): 3 clusters Score: Raw -518100.515340 + Penalty 2845.665902 = -515254.849438 nChanged 18 SP:Iteration 23Q (2271.245528 sec): 3 clusters Score: Raw -518103.509060 + Penalty 2845.665902 = -515257.843158 nChanged 13 SP:Iteration 24Q (2271.267596 sec): 3 clusters Score: Raw -518106.007859 + Penalty 2845.665902 = -515260.341958 nChanged 11 SP:Iteration 25Q (2271.289542 sec): 3 clusters Score: Raw -518108.005081 + Penalty 2845.665902 = -515262.339179 nChanged 6 SP:Iteration 26Q (2271.311527 sec): 3 clusters Score: Raw -518108.997976 + Penalty 2845.665902 = -515263.332074 nChanged 5 SP:Iteration 27Q (2271.333606 sec): 3 clusters Score: Raw -518110.436211 + Penalty 2845.665902 = -515264.770309 nChanged 5 SP:Iteration 28Q (2271.355209 sec): 3 clusters Score: Raw -518111.538594 + Penalty 2845.665902 = -515265.872692 nChanged 2 SP:Iteration 29Q (2271.377061 sec): 3 clusters Score: Raw -518111.915673 + Penalty 2845.665902 = -515266.249771 nChanged 4 SP:Iteration 30Q (2271.399127 sec): 3 clusters Score: Raw -518112.739889 + Penalty 2845.665902 = -515267.073987 nChanged 2 SP:Iteration 31Q (2271.420962 sec): 3 clusters Score: Raw -518113.103331 + Penalty 2845.665902 = -515267.437429 nChanged 3 SP:Iteration 32Q (2271.442970 sec): 3 clusters Score: Raw -518113.562728 + Penalty 2845.665902 = -515267.896826 nChanged 2 SP:Iteration 33Q (2271.464959 sec): 3 clusters Score: Raw -518114.106842 + Penalty 2845.665902 = -515268.440941 nChanged 3 SP:Iteration 34Q (2271.486703 sec): 3 clusters Score: Raw -518114.880859 + Penalty 2845.665902 = -515269.214957 nChanged 3 SP:Iteration 35Q (2271.508268 sec): 3 clusters Score: Raw -518115.925736 + Penalty 2845.665902 = -515270.259834 nChanged 5 SP:Iteration 36Q (2271.530272 sec): 3 clusters Score: Raw -518116.980177 + Penalty 2845.665902 = -515271.314276 nChanged 1 SP:Iteration 37Q (2271.552182 sec): 3 clusters Score: Raw -518117.459244 + Penalty 2845.665902 = -515271.793342 nChanged 4 SP:Iteration 38Q (2271.573707 sec): 3 clusters Score: Raw -518118.240056 + Penalty 2845.665902 = -515272.574154 nChanged 6 SP:Iteration 39Q (2271.595692 sec): 3 clusters Score: Raw -518119.477361 + Penalty 2845.665902 = -515273.811459 nChanged 4 SP:Iteration 40F (2271.618053 sec): 3 clusters Score: Raw -518120.337705 + Penalty 2845.665902 = -515274.671803 nChanged 3 SP:Iteration 41Q (2271.639916 sec): 3 clusters Score: Raw -518120.712613 + Penalty 2845.665902 = -515275.046711 nChanged 2 SP:Iteration 42Q (2271.661666 sec): 3 clusters Score: Raw -518121.093094 + Penalty 2845.665902 = -515275.427193 nChanged 3 SP:Iteration 43Q (2271.683556 sec): 3 clusters Score: Raw -518121.657868 + Penalty 2845.665902 = -515275.991967 nChanged 5 SP:Iteration 44Q (2271.705320 sec): 3 clusters Score: Raw -518122.482929 + Penalty 2845.665902 = -515276.817028 nChanged 4 SP:Iteration 45Q (2271.727133 sec): 3 clusters Score: Raw -518123.227202 + Penalty 2845.665902 = -515277.561301 nChanged 4 SP:Iteration 46Q (2271.748924 sec): 3 clusters Score: Raw -518123.750448 + Penalty 2845.665902 = -515278.084547 nChanged 3 SP:Iteration 47Q (2271.770775 sec): 3 clusters Score: Raw -518124.307810 + Penalty 2845.665902 = -515278.641908 nChanged 1 SP:Iteration 48Q (2271.792486 sec): 3 clusters Score: Raw -518124.503202 + Penalty 2845.665902 = -515278.837300 nChanged 0 SP:Iteration 49F (2271.814969 sec): 3 clusters Score: Raw -518124.503202 + Penalty 2845.665902 = -515278.837300 nChanged 0 Trying to split cluster 19 (5364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2271.833426 sec): 2 clusters Score: Raw -446475.232325 + Penalty 1395.463102 = -445079.769223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2271.855067 sec): 3 clusters Score: Raw -443700.154491 + Penalty 2790.926204 = -440909.228286 nChanged 2195 SP:Iteration 1F (2271.876022 sec): 3 clusters Score: Raw -445042.808683 + Penalty 2790.926204 = -442251.882479 nChanged 416 SP:Iteration 2F (2271.897215 sec): 3 clusters Score: Raw -445305.552196 + Penalty 2790.926204 = -442514.625992 nChanged 326 SP:Iteration 3F (2271.918359 sec): 3 clusters Score: Raw -445518.271351 + Penalty 2790.926204 = -442727.345146 nChanged 302 SP:Iteration 4F (2271.939568 sec): 3 clusters Score: Raw -445719.241626 + Penalty 2790.926204 = -442928.315422 nChanged 256 SP:Iteration 5Q (2271.960758 sec): 3 clusters Score: Raw -445888.536388 + Penalty 2790.926204 = -443097.610184 nChanged 212 SP:Iteration 6Q (2271.982051 sec): 3 clusters Score: Raw -446025.805675 + Penalty 2790.926204 = -443234.879471 nChanged 181 SP:Iteration 7Q (2272.003214 sec): 3 clusters Score: Raw -446134.877682 + Penalty 2790.926204 = -443343.951477 nChanged 164 SP:Iteration 8Q (2272.024406 sec): 3 clusters Score: Raw -446234.939690 + Penalty 2790.926204 = -443444.013486 nChanged 145 SP:Iteration 9Q (2272.045772 sec): 3 clusters Score: Raw -446302.439488 + Penalty 2790.926204 = -443511.513284 nChanged 109 SP:Iteration 10Q (2272.066943 sec): 3 clusters Score: Raw -446352.079019 + Penalty 2790.926204 = -443561.152815 nChanged 96 SP:Iteration 11Q (2272.088286 sec): 3 clusters Score: Raw -446390.217928 + Penalty 2790.926204 = -443599.291724 nChanged 79 SP:Iteration 12Q (2272.109261 sec): 3 clusters Score: Raw -446420.080425 + Penalty 2790.926204 = -443629.154220 nChanged 59 SP:Iteration 13Q (2272.130493 sec): 3 clusters Score: Raw -446443.163246 + Penalty 2790.926204 = -443652.237041 nChanged 47 SP:Iteration 14Q (2272.151484 sec): 3 clusters Score: Raw -446460.606694 + Penalty 2790.926204 = -443669.680490 nChanged 53 SP:Iteration 15Q (2272.172258 sec): 3 clusters Score: Raw -446477.728627 + Penalty 2790.926204 = -443686.802423 nChanged 41 SP:Iteration 16Q (2272.193192 sec): 3 clusters Score: Raw -446491.768418 + Penalty 2790.926204 = -443700.842214 nChanged 31 SP:Iteration 17Q (2272.214390 sec): 3 clusters Score: Raw -446502.310758 + Penalty 2790.926204 = -443711.384554 nChanged 28 SP:Iteration 18Q (2272.235605 sec): 3 clusters Score: Raw -446511.324746 + Penalty 2790.926204 = -443720.398541 nChanged 30 SP:Iteration 19Q (2272.256809 sec): 3 clusters Score: Raw -446519.550156 + Penalty 2790.926204 = -443728.623952 nChanged 20 SP:Iteration 20F (2272.277752 sec): 3 clusters Score: Raw -446523.944165 + Penalty 2790.926204 = -443733.017961 nChanged 20 SP:Iteration 21Q (2272.298878 sec): 3 clusters Score: Raw -446528.736011 + Penalty 2790.926204 = -443737.809807 nChanged 24 SP:Iteration 22Q (2272.319961 sec): 3 clusters Score: Raw -446534.605990 + Penalty 2790.926204 = -443743.679786 nChanged 18 SP:Iteration 23Q (2272.341130 sec): 3 clusters Score: Raw -446539.481112 + Penalty 2790.926204 = -443748.554907 nChanged 21 SP:Iteration 24Q (2272.362099 sec): 3 clusters Score: Raw -446544.331489 + Penalty 2790.926204 = -443753.405285 nChanged 14 SP:Iteration 25Q (2272.383281 sec): 3 clusters Score: Raw -446546.541000 + Penalty 2790.926204 = -443755.614796 nChanged 11 SP:Iteration 26Q (2272.404469 sec): 3 clusters Score: Raw -446549.261011 + Penalty 2790.926204 = -443758.334807 nChanged 10 SP:Iteration 27Q (2272.425539 sec): 3 clusters Score: Raw -446551.656699 + Penalty 2790.926204 = -443760.730495 nChanged 8 SP:Iteration 28Q (2272.446797 sec): 3 clusters Score: Raw -446554.187614 + Penalty 2790.926204 = -443763.261409 nChanged 9 SP:Iteration 29Q (2272.468094 sec): 3 clusters Score: Raw -446556.381539 + Penalty 2790.926204 = -443765.455334 nChanged 9 SP:Iteration 30Q (2272.489187 sec): 3 clusters Score: Raw -446557.783107 + Penalty 2790.926204 = -443766.856903 nChanged 2 SP:Iteration 31Q (2272.510322 sec): 3 clusters Score: Raw -446558.553613 + Penalty 2790.926204 = -443767.627408 nChanged 3 SP:Iteration 32Q (2272.531384 sec): 3 clusters Score: Raw -446558.947514 + Penalty 2790.926204 = -443768.021310 nChanged 4 SP:Iteration 33Q (2272.552384 sec): 3 clusters Score: Raw -446559.580336 + Penalty 2790.926204 = -443768.654132 nChanged 3 SP:Iteration 34Q (2272.573309 sec): 3 clusters Score: Raw -446560.151550 + Penalty 2790.926204 = -443769.225346 nChanged 3 SP:Iteration 35Q (2272.594428 sec): 3 clusters Score: Raw -446560.627076 + Penalty 2790.926204 = -443769.700872 nChanged 4 SP:Iteration 36Q (2272.615573 sec): 3 clusters Score: Raw -446561.539770 + Penalty 2790.926204 = -443770.613566 nChanged 3 SP:Iteration 37Q (2272.636570 sec): 3 clusters Score: Raw -446562.238925 + Penalty 2790.926204 = -443771.312721 nChanged 3 SP:Iteration 38Q (2272.657530 sec): 3 clusters Score: Raw -446562.968043 + Penalty 2790.926204 = -443772.041838 nChanged 4 SP:Iteration 39Q (2272.678701 sec): 3 clusters Score: Raw -446563.467199 + Penalty 2790.926204 = -443772.540995 nChanged 2 SP:Iteration 40F (2272.699878 sec): 3 clusters Score: Raw -446563.672967 + Penalty 2790.926204 = -443772.746762 nChanged 0 Trying to split cluster 20 (1141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2272.712128 sec): 2 clusters Score: Raw -86883.432146 + Penalty 1143.944807 = -85739.487339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2272.718516 sec): 3 clusters Score: Raw -86538.308053 + Penalty 2287.889614 = -84250.418439 nChanged 360 SP:Iteration 1F (2272.724519 sec): 3 clusters Score: Raw -86879.636901 + Penalty 2287.889614 = -84591.747288 nChanged 111 SP:Iteration 2F (2272.730516 sec): 3 clusters Score: Raw -86993.789845 + Penalty 2287.889614 = -84705.900231 nChanged 59 SP:Iteration 3F (2272.736507 sec): 3 clusters Score: Raw -87058.036798 + Penalty 2287.889614 = -84770.147184 nChanged 30 SP:Iteration 4Q (2272.742499 sec): 3 clusters Score: Raw -87099.192999 + Penalty 2287.889614 = -84811.303386 nChanged 31 SP:Iteration 5Q (2272.748405 sec): 3 clusters Score: Raw -87127.443464 + Penalty 2287.889614 = -84839.553850 nChanged 21 SP:Iteration 6Q (2272.754369 sec): 3 clusters Score: Raw -87150.695230 + Penalty 2287.889614 = -84862.805617 nChanged 13 SP:Iteration 7Q (2272.760301 sec): 3 clusters Score: Raw -87164.429856 + Penalty 2287.889614 = -84876.540242 nChanged 15 SP:Iteration 8Q (2272.766273 sec): 3 clusters Score: Raw -87180.247688 + Penalty 2287.889614 = -84892.358075 nChanged 11 SP:Iteration 9Q (2272.772170 sec): 3 clusters Score: Raw -87196.692509 + Penalty 2287.889614 = -84908.802895 nChanged 15 SP:Iteration 10Q (2272.778096 sec): 3 clusters Score: Raw -87214.720565 + Penalty 2287.889614 = -84926.830952 nChanged 6 SP:Iteration 11Q (2272.783995 sec): 3 clusters Score: Raw -87220.906136 + Penalty 2287.889614 = -84933.016523 nChanged 9 SP:Iteration 12Q (2272.789831 sec): 3 clusters Score: Raw -87227.456482 + Penalty 2287.889614 = -84939.566869 nChanged 6 SP:Iteration 13Q (2272.795761 sec): 3 clusters Score: Raw -87233.236667 + Penalty 2287.889614 = -84945.347053 nChanged 9 SP:Iteration 14Q (2272.801593 sec): 3 clusters Score: Raw -87240.644552 + Penalty 2287.889614 = -84952.754938 nChanged 8 SP:Iteration 15Q (2272.807481 sec): 3 clusters Score: Raw -87247.810586 + Penalty 2287.889614 = -84959.920972 nChanged 4 SP:Iteration 16Q (2272.813349 sec): 3 clusters Score: Raw -87250.399444 + Penalty 2287.889614 = -84962.509831 nChanged 2 SP:Iteration 17Q (2272.819215 sec): 3 clusters Score: Raw -87251.564965 + Penalty 2287.889614 = -84963.675351 nChanged 1 SP:Iteration 18Q (2272.825069 sec): 3 clusters Score: Raw -87252.073395 + Penalty 2287.889614 = -84964.183781 nChanged 2 SP:Iteration 19Q (2272.830977 sec): 3 clusters Score: Raw -87253.021177 + Penalty 2287.889614 = -84965.131563 nChanged 0 SP:Iteration 20F (2272.836939 sec): 3 clusters Score: Raw -87253.021177 + Penalty 2287.889614 = -84965.131563 nChanged 0 Trying to split cluster 21 (1018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2272.846848 sec): 2 clusters Score: Raw -82289.186375 + Penalty 1125.409220 = -81163.777156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2272.852655 sec): 3 clusters Score: Raw -81976.380189 + Penalty 2250.818439 = -79725.561750 nChanged 292 SP:Iteration 1F (2272.858108 sec): 3 clusters Score: Raw -82225.031518 + Penalty 2250.818439 = -79974.213079 nChanged 69 SP:Iteration 2F (2272.863580 sec): 3 clusters Score: Raw -82304.576333 + Penalty 2250.818439 = -80053.757894 nChanged 41 SP:Iteration 3Q (2272.869019 sec): 3 clusters Score: Raw -82339.159865 + Penalty 2250.818439 = -80088.341426 nChanged 21 SP:Iteration 4Q (2272.874383 sec): 3 clusters Score: Raw -82365.696299 + Penalty 2250.818439 = -80114.877860 nChanged 17 SP:Iteration 5Q (2272.879785 sec): 3 clusters Score: Raw -82385.262143 + Penalty 2250.818439 = -80134.443704 nChanged 14 SP:Iteration 6Q (2272.885149 sec): 3 clusters Score: Raw -82394.882679 + Penalty 2250.818439 = -80144.064240 nChanged 12 SP:Iteration 7Q (2272.890533 sec): 3 clusters Score: Raw -82404.942972 + Penalty 2250.818439 = -80154.124533 nChanged 13 SP:Iteration 8Q (2272.895919 sec): 3 clusters Score: Raw -82416.490189 + Penalty 2250.818439 = -80165.671749 nChanged 12 SP:Iteration 9Q (2272.901294 sec): 3 clusters Score: Raw -82423.647466 + Penalty 2250.818439 = -80172.829027 nChanged 5 SP:Iteration 10Q (2272.906671 sec): 3 clusters Score: Raw -82426.727501 + Penalty 2250.818439 = -80175.909062 nChanged 4 SP:Iteration 11Q (2272.912046 sec): 3 clusters Score: Raw -82428.798868 + Penalty 2250.818439 = -80177.980429 nChanged 2 SP:Iteration 12Q (2272.917436 sec): 3 clusters Score: Raw -82430.211467 + Penalty 2250.818439 = -80179.393028 nChanged 1 SP:Iteration 13Q (2272.922811 sec): 3 clusters Score: Raw -82431.021137 + Penalty 2250.818439 = -80180.202698 nChanged 2 SP:Iteration 14Q (2272.928204 sec): 3 clusters Score: Raw -82432.754116 + Penalty 2250.818439 = -80181.935677 nChanged 1 SP:Iteration 15Q (2272.933559 sec): 3 clusters Score: Raw -82433.228837 + Penalty 2250.818439 = -80182.410398 nChanged 1 SP:Iteration 16Q (2272.938927 sec): 3 clusters Score: Raw -82434.978413 + Penalty 2250.818439 = -80184.159974 nChanged 1 SP:Iteration 17Q (2272.944249 sec): 3 clusters Score: Raw -82435.716855 + Penalty 2250.818439 = -80184.898416 nChanged 2 SP:Iteration 18Q (2272.949626 sec): 3 clusters Score: Raw -82438.870138 + Penalty 2250.818439 = -80188.051699 nChanged 2 SP:Iteration 19Q (2272.954992 sec): 3 clusters Score: Raw -82440.427679 + Penalty 2250.818439 = -80189.609240 nChanged 2 SP:Iteration 20F (2272.960433 sec): 3 clusters Score: Raw -82441.031510 + Penalty 2250.818439 = -80190.213071 nChanged 0 Trying to split cluster 22 (4959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2272.979674 sec): 2 clusters Score: Raw -392443.795406 + Penalty 1382.705900 = -391061.089505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2273.001297 sec): 3 clusters Score: Raw -389812.859551 + Penalty 2765.411801 = -387047.447750 nChanged 2045 SP:Iteration 1F (2273.022774 sec): 3 clusters Score: Raw -390969.421790 + Penalty 2765.411801 = -388204.009989 nChanged 386 SP:Iteration 2F (2273.044188 sec): 3 clusters Score: Raw -391218.881174 + Penalty 2765.411801 = -388453.469373 nChanged 336 SP:Iteration 3F (2273.065532 sec): 3 clusters Score: Raw -391460.284740 + Penalty 2765.411801 = -388694.872940 nChanged 259 SP:Iteration 4F (2273.087081 sec): 3 clusters Score: Raw -391635.701874 + Penalty 2765.411801 = -388870.290073 nChanged 233 SP:Iteration 5Q (2273.108456 sec): 3 clusters Score: Raw -391803.672365 + Penalty 2765.411801 = -389038.260565 nChanged 250 SP:Iteration 6F (2273.129905 sec): 3 clusters Score: Raw -391998.511755 + Penalty 2765.411801 = -389233.099955 nChanged 232 SP:Iteration 7Q (2273.150936 sec): 3 clusters Score: Raw -392170.913487 + Penalty 2765.411801 = -389405.501686 nChanged 184 SP:Iteration 8Q (2273.172507 sec): 3 clusters Score: Raw -392288.710541 + Penalty 2765.411801 = -389523.298740 nChanged 157 SP:Iteration 9Q (2273.193758 sec): 3 clusters Score: Raw -392377.356106 + Penalty 2765.411801 = -389611.944306 nChanged 148 SP:Iteration 10Q (2273.215027 sec): 3 clusters Score: Raw -392464.036749 + Penalty 2765.411801 = -389698.624949 nChanged 109 SP:Iteration 11Q (2273.236263 sec): 3 clusters Score: Raw -392524.228121 + Penalty 2765.411801 = -389758.816320 nChanged 109 SP:Iteration 12Q (2273.257483 sec): 3 clusters Score: Raw -392593.153288 + Penalty 2765.411801 = -389827.741488 nChanged 107 SP:Iteration 13Q (2273.278797 sec): 3 clusters Score: Raw -392653.631592 + Penalty 2765.411801 = -389888.219791 nChanged 96 SP:Iteration 14Q (2273.299888 sec): 3 clusters Score: Raw -392703.302595 + Penalty 2765.411801 = -389937.890794 nChanged 94 SP:Iteration 15Q (2273.321060 sec): 3 clusters Score: Raw -392747.706677 + Penalty 2765.411801 = -389982.294877 nChanged 76 SP:Iteration 16Q (2273.342130 sec): 3 clusters Score: Raw -392781.504467 + Penalty 2765.411801 = -390016.092666 nChanged 67 SP:Iteration 17Q (2273.363241 sec): 3 clusters Score: Raw -392812.174295 + Penalty 2765.411801 = -390046.762495 nChanged 55 SP:Iteration 18Q (2273.384315 sec): 3 clusters Score: Raw -392833.743989 + Penalty 2765.411801 = -390068.332189 nChanged 42 SP:Iteration 19Q (2273.405239 sec): 3 clusters Score: Raw -392849.411432 + Penalty 2765.411801 = -390083.999632 nChanged 42 SP:Iteration 20F (2273.426712 sec): 3 clusters Score: Raw -392862.323185 + Penalty 2765.411801 = -390096.911384 nChanged 26 SP:Iteration 21Q (2273.447565 sec): 3 clusters Score: Raw -392872.331389 + Penalty 2765.411801 = -390106.919588 nChanged 27 SP:Iteration 22Q (2273.468667 sec): 3 clusters Score: Raw -392884.117208 + Penalty 2765.411801 = -390118.705408 nChanged 31 SP:Iteration 23Q (2273.489740 sec): 3 clusters Score: Raw -392897.174897 + Penalty 2765.411801 = -390131.763096 nChanged 32 SP:Iteration 24Q (2273.510535 sec): 3 clusters Score: Raw -392909.708586 + Penalty 2765.411801 = -390144.296785 nChanged 25 SP:Iteration 25Q (2273.531342 sec): 3 clusters Score: Raw -392917.128454 + Penalty 2765.411801 = -390151.716653 nChanged 28 SP:Iteration 26Q (2273.552056 sec): 3 clusters Score: Raw -392925.577622 + Penalty 2765.411801 = -390160.165821 nChanged 25 SP:Iteration 27Q (2273.572934 sec): 3 clusters Score: Raw -392934.795015 + Penalty 2765.411801 = -390169.383215 nChanged 27 SP:Iteration 28Q (2273.593944 sec): 3 clusters Score: Raw -392944.400630 + Penalty 2765.411801 = -390178.988830 nChanged 25 SP:Iteration 29Q (2273.614676 sec): 3 clusters Score: Raw -392954.165080 + Penalty 2765.411801 = -390188.753279 nChanged 22 SP:Iteration 30Q (2273.635559 sec): 3 clusters Score: Raw -392961.147515 + Penalty 2765.411801 = -390195.735714 nChanged 23 SP:Iteration 31Q (2273.656363 sec): 3 clusters Score: Raw -392967.650869 + Penalty 2765.411801 = -390202.239069 nChanged 21 SP:Iteration 32Q (2273.677283 sec): 3 clusters Score: Raw -392972.814253 + Penalty 2765.411801 = -390207.402452 nChanged 19 SP:Iteration 33Q (2273.698240 sec): 3 clusters Score: Raw -392978.965739 + Penalty 2765.411801 = -390213.553938 nChanged 22 SP:Iteration 34Q (2273.718923 sec): 3 clusters Score: Raw -392985.340577 + Penalty 2765.411801 = -390219.928776 nChanged 19 SP:Iteration 35Q (2273.739540 sec): 3 clusters Score: Raw -392990.740901 + Penalty 2765.411801 = -390225.329100 nChanged 17 SP:Iteration 36Q (2273.760287 sec): 3 clusters Score: Raw -392995.532660 + Penalty 2765.411801 = -390230.120859 nChanged 14 SP:Iteration 37Q (2273.780990 sec): 3 clusters Score: Raw -392999.713728 + Penalty 2765.411801 = -390234.301927 nChanged 13 SP:Iteration 38Q (2273.801627 sec): 3 clusters Score: Raw -393002.827041 + Penalty 2765.411801 = -390237.415240 nChanged 8 SP:Iteration 39Q (2273.822446 sec): 3 clusters Score: Raw -393004.898432 + Penalty 2765.411801 = -390239.486632 nChanged 3 SP:Iteration 40F (2273.843835 sec): 3 clusters Score: Raw -393005.401898 + Penalty 2765.411801 = -390239.990097 nChanged 5 SP:Iteration 41Q (2273.864697 sec): 3 clusters Score: Raw -393006.267807 + Penalty 2765.411801 = -390240.856007 nChanged 2 SP:Iteration 42Q (2273.885517 sec): 3 clusters Score: Raw -393006.430615 + Penalty 2765.411801 = -390241.018815 nChanged 1 SP:Iteration 43Q (2273.906353 sec): 3 clusters Score: Raw -393006.628261 + Penalty 2765.411801 = -390241.216461 nChanged 0 SP:Iteration 44F (2273.927679 sec): 3 clusters Score: Raw -393006.628261 + Penalty 2765.411801 = -390241.216461 nChanged 0 Trying to split cluster 23 (4133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2273.945014 sec): 2 clusters Score: Raw -338651.560414 + Penalty 1353.098307 = -337298.462107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2273.964911 sec): 3 clusters Score: Raw -336580.975579 + Penalty 2706.196615 = -333874.778964 nChanged 1630 SP:Iteration 1F (2273.984143 sec): 3 clusters Score: Raw -337495.537748 + Penalty 2706.196615 = -334789.341134 nChanged 310 SP:Iteration 2F (2274.003652 sec): 3 clusters Score: Raw -337696.253313 + Penalty 2706.196615 = -334990.056698 nChanged 251 SP:Iteration 3F (2274.023216 sec): 3 clusters Score: Raw -337852.298161 + Penalty 2706.196615 = -335146.101546 nChanged 216 SP:Iteration 4F (2274.042837 sec): 3 clusters Score: Raw -338005.370684 + Penalty 2706.196615 = -335299.174070 nChanged 214 SP:Iteration 5F (2274.062272 sec): 3 clusters Score: Raw -338145.781642 + Penalty 2706.196615 = -335439.585027 nChanged 167 SP:Iteration 6Q (2274.082045 sec): 3 clusters Score: Raw -338261.214666 + Penalty 2706.196615 = -335555.018051 nChanged 163 SP:Iteration 7Q (2274.101495 sec): 3 clusters Score: Raw -338368.192919 + Penalty 2706.196615 = -335661.996304 nChanged 141 SP:Iteration 8Q (2274.120812 sec): 3 clusters Score: Raw -338459.040835 + Penalty 2706.196615 = -335752.844220 nChanged 138 SP:Iteration 9Q (2274.140257 sec): 3 clusters Score: Raw -338565.085132 + Penalty 2706.196615 = -335858.888517 nChanged 130 SP:Iteration 10Q (2274.159658 sec): 3 clusters Score: Raw -338660.981025 + Penalty 2706.196615 = -335954.784411 nChanged 116 SP:Iteration 11Q (2274.179086 sec): 3 clusters Score: Raw -338751.242939 + Penalty 2706.196615 = -336045.046325 nChanged 100 SP:Iteration 12Q (2274.198392 sec): 3 clusters Score: Raw -338824.887906 + Penalty 2706.196615 = -336118.691292 nChanged 71 SP:Iteration 13Q (2274.217659 sec): 3 clusters Score: Raw -338885.548150 + Penalty 2706.196615 = -336179.351535 nChanged 66 SP:Iteration 14Q (2274.236888 sec): 3 clusters Score: Raw -338934.315796 + Penalty 2706.196615 = -336228.119181 nChanged 48 SP:Iteration 15Q (2274.256109 sec): 3 clusters Score: Raw -338967.312024 + Penalty 2706.196615 = -336261.115410 nChanged 46 SP:Iteration 16Q (2274.275223 sec): 3 clusters Score: Raw -339003.783125 + Penalty 2706.196615 = -336297.586510 nChanged 37 SP:Iteration 17Q (2274.294099 sec): 3 clusters Score: Raw -339021.019885 + Penalty 2706.196615 = -336314.823271 nChanged 16 SP:Iteration 18Q (2274.312839 sec): 3 clusters Score: Raw -339027.280113 + Penalty 2706.196615 = -336321.083498 nChanged 15 SP:Iteration 19Q (2274.331748 sec): 3 clusters Score: Raw -339034.009295 + Penalty 2706.196615 = -336327.812680 nChanged 11 SP:Iteration 20F (2274.351109 sec): 3 clusters Score: Raw -339038.468895 + Penalty 2706.196615 = -336332.272280 nChanged 7 SP:Iteration 21Q (2274.370005 sec): 3 clusters Score: Raw -339041.873997 + Penalty 2706.196615 = -336335.677383 nChanged 9 SP:Iteration 22Q (2274.388890 sec): 3 clusters Score: Raw -339047.181569 + Penalty 2706.196615 = -336340.984954 nChanged 13 SP:Iteration 23Q (2274.407529 sec): 3 clusters Score: Raw -339053.623255 + Penalty 2706.196615 = -336347.426640 nChanged 9 SP:Iteration 24Q (2274.426432 sec): 3 clusters Score: Raw -339057.249547 + Penalty 2706.196615 = -336351.052933 nChanged 6 SP:Iteration 25Q (2274.445289 sec): 3 clusters Score: Raw -339060.553619 + Penalty 2706.196615 = -336354.357005 nChanged 6 SP:Iteration 26Q (2274.464113 sec): 3 clusters Score: Raw -339062.146736 + Penalty 2706.196615 = -336355.950121 nChanged 3 SP:Iteration 27Q (2274.482787 sec): 3 clusters Score: Raw -339063.386268 + Penalty 2706.196615 = -336357.189653 nChanged 1 SP:Iteration 28Q (2274.501387 sec): 3 clusters Score: Raw -339063.708389 + Penalty 2706.196615 = -336357.511775 nChanged 2 SP:Iteration 29Q (2274.520129 sec): 3 clusters Score: Raw -339064.345389 + Penalty 2706.196615 = -336358.148774 nChanged 0 SP:Iteration 30F (2274.539418 sec): 3 clusters Score: Raw -339064.345389 + Penalty 2706.196615 = -336358.148774 nChanged 0 Trying to split cluster 24 (28395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2274.584726 sec): 2 clusters Score: Raw -2293626.017511 + Penalty 1666.269857 = -2291959.747654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2274.641100 sec): 3 clusters Score: Raw -2276257.442601 + Penalty 3332.539715 = -2272924.902886 nChanged 12950 SP:Iteration 1F (2274.694173 sec): 3 clusters Score: Raw -2283579.209806 + Penalty 3332.539715 = -2280246.670092 nChanged 1498 SP:Iteration 2F (2274.747036 sec): 3 clusters Score: Raw -2284175.075456 + Penalty 3332.539715 = -2280842.535741 nChanged 1545 SP:Iteration 3F (2274.800069 sec): 3 clusters Score: Raw -2284836.920914 + Penalty 3332.539715 = -2281504.381199 nChanged 1609 SP:Iteration 4F (2274.853047 sec): 3 clusters Score: Raw -2285585.394829 + Penalty 3332.539715 = -2282252.855114 nChanged 1587 SP:Iteration 5F (2274.906089 sec): 3 clusters Score: Raw -2286404.996856 + Penalty 3332.539715 = -2283072.457141 nChanged 1642 SP:Iteration 6F (2274.959112 sec): 3 clusters Score: Raw -2287315.391934 + Penalty 3332.539715 = -2283982.852220 nChanged 1582 SP:Iteration 7F (2275.011891 sec): 3 clusters Score: Raw -2288216.934365 + Penalty 3332.539715 = -2284884.394651 nChanged 1495 SP:Iteration 8F (2275.064862 sec): 3 clusters Score: Raw -2289127.868926 + Penalty 3332.539715 = -2285795.329211 nChanged 1372 SP:Iteration 9Q (2275.119955 sec): 3 clusters Score: Raw -2290026.164025 + Penalty 3332.539715 = -2286693.624311 nChanged 1283 SP:Iteration 10Q (2275.173995 sec): 3 clusters Score: Raw -2290911.586988 + Penalty 3332.539715 = -2287579.047273 nChanged 1147 SP:Iteration 11Q (2275.227523 sec): 3 clusters Score: Raw -2291737.747343 + Penalty 3332.539715 = -2288405.207629 nChanged 954 SP:Iteration 12Q (2275.280352 sec): 3 clusters Score: Raw -2292432.243198 + Penalty 3332.539715 = -2289099.703484 nChanged 711 SP:Iteration 13Q (2275.331801 sec): 3 clusters Score: Raw -2292951.951383 + Penalty 3332.539715 = -2289619.411668 nChanged 524 SP:Iteration 14Q (2275.381926 sec): 3 clusters Score: Raw -2293349.577553 + Penalty 3332.539715 = -2290017.037838 nChanged 311 SP:Iteration 15Q (2275.430158 sec): 3 clusters Score: Raw -2293575.212203 + Penalty 3332.539715 = -2290242.672489 nChanged 187 SP:Iteration 16Q (2275.477153 sec): 3 clusters Score: Raw -2293700.910421 + Penalty 3332.539715 = -2290368.370707 nChanged 123 SP:Iteration 17Q (2275.522898 sec): 3 clusters Score: Raw -2293782.486503 + Penalty 3332.539715 = -2290449.946789 nChanged 89 SP:Iteration 18Q (2275.568111 sec): 3 clusters Score: Raw -2293845.468730 + Penalty 3332.539715 = -2290512.929015 nChanged 80 SP:Iteration 19Q (2275.612978 sec): 3 clusters Score: Raw -2293899.223135 + Penalty 3332.539715 = -2290566.683420 nChanged 52 SP:Iteration 20F (2275.665626 sec): 3 clusters Score: Raw -2293932.367354 + Penalty 3332.539715 = -2290599.827640 nChanged 36 SP:Iteration 21Q (2275.710091 sec): 3 clusters Score: Raw -2293958.906196 + Penalty 3332.539715 = -2290626.366482 nChanged 24 SP:Iteration 22Q (2275.754310 sec): 3 clusters Score: Raw -2293971.637894 + Penalty 3332.539715 = -2290639.098179 nChanged 24 SP:Iteration 23Q (2275.798624 sec): 3 clusters Score: Raw -2293983.040371 + Penalty 3332.539715 = -2290650.500657 nChanged 18 SP:Iteration 24Q (2275.842707 sec): 3 clusters Score: Raw -2293991.707656 + Penalty 3332.539715 = -2290659.167941 nChanged 15 SP:Iteration 25Q (2275.886690 sec): 3 clusters Score: Raw -2293999.542131 + Penalty 3332.539715 = -2290667.002417 nChanged 11 SP:Iteration 26Q (2275.930792 sec): 3 clusters Score: Raw -2294005.739559 + Penalty 3332.539715 = -2290673.199845 nChanged 10 SP:Iteration 27Q (2275.974532 sec): 3 clusters Score: Raw -2294011.648636 + Penalty 3332.539715 = -2290679.108922 nChanged 10 SP:Iteration 28Q (2276.018458 sec): 3 clusters Score: Raw -2294016.359107 + Penalty 3332.539715 = -2290683.819392 nChanged 5 SP:Iteration 29Q (2276.062327 sec): 3 clusters Score: Raw -2294018.394496 + Penalty 3332.539715 = -2290685.854781 nChanged 2 SP:Iteration 30Q (2276.106270 sec): 3 clusters Score: Raw -2294019.215345 + Penalty 3332.539715 = -2290686.675631 nChanged 1 SP:Iteration 31Q (2276.150080 sec): 3 clusters Score: Raw -2294019.640178 + Penalty 3332.539715 = -2290687.100463 nChanged 1 SP:Iteration 32Q (2276.194038 sec): 3 clusters Score: Raw -2294020.168925 + Penalty 3332.539715 = -2290687.629210 nChanged 1 SP:Iteration 33Q (2276.238075 sec): 3 clusters Score: Raw -2294020.344989 + Penalty 3332.539715 = -2290687.805275 nChanged 0 SP:Iteration 34F (2276.290415 sec): 3 clusters Score: Raw -2294020.344989 + Penalty 3332.539715 = -2290687.805275 nChanged 0 Trying to split cluster 25 (3190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2276.316299 sec): 2 clusters Score: Raw -247645.355545 + Penalty 1311.013632 = -246334.341913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2276.355031 sec): 3 clusters Score: Raw -246125.013031 + Penalty 2622.027264 = -243502.985767 nChanged 1188 SP:Iteration 1F (2276.370624 sec): 3 clusters Score: Raw -246950.204085 + Penalty 2622.027264 = -244328.176821 nChanged 267 SP:Iteration 2F (2276.386126 sec): 3 clusters Score: Raw -247238.982758 + Penalty 2622.027264 = -244616.955495 nChanged 244 SP:Iteration 3F (2276.401632 sec): 3 clusters Score: Raw -247493.394457 + Penalty 2622.027264 = -244871.367193 nChanged 219 SP:Iteration 4F (2276.417890 sec): 3 clusters Score: Raw -247716.484694 + Penalty 2622.027264 = -245094.457431 nChanged 171 SP:Iteration 5F (2276.433354 sec): 3 clusters Score: Raw -247867.318803 + Penalty 2622.027264 = -245245.291539 nChanged 124 SP:Iteration 6Q (2276.448710 sec): 3 clusters Score: Raw -247969.457760 + Penalty 2622.027264 = -245347.430496 nChanged 101 SP:Iteration 7Q (2276.463889 sec): 3 clusters Score: Raw -248048.307754 + Penalty 2622.027264 = -245426.280491 nChanged 90 SP:Iteration 8Q (2276.479131 sec): 3 clusters Score: Raw -248101.426595 + Penalty 2622.027264 = -245479.399332 nChanged 48 SP:Iteration 9Q (2276.494374 sec): 3 clusters Score: Raw -248123.442028 + Penalty 2622.027264 = -245501.414764 nChanged 32 SP:Iteration 10Q (2276.509435 sec): 3 clusters Score: Raw -248139.024586 + Penalty 2622.027264 = -245516.997323 nChanged 27 SP:Iteration 11Q (2276.524701 sec): 3 clusters Score: Raw -248149.012511 + Penalty 2622.027264 = -245526.985247 nChanged 26 SP:Iteration 12Q (2276.539858 sec): 3 clusters Score: Raw -248159.150391 + Penalty 2622.027264 = -245537.123127 nChanged 12 SP:Iteration 13Q (2276.555106 sec): 3 clusters Score: Raw -248163.618690 + Penalty 2622.027264 = -245541.591426 nChanged 10 SP:Iteration 14Q (2276.570236 sec): 3 clusters Score: Raw -248166.595934 + Penalty 2622.027264 = -245544.568671 nChanged 10 SP:Iteration 15Q (2276.585432 sec): 3 clusters Score: Raw -248169.834329 + Penalty 2622.027264 = -245547.807065 nChanged 6 SP:Iteration 16Q (2276.600561 sec): 3 clusters Score: Raw -248171.143817 + Penalty 2622.027264 = -245549.116554 nChanged 4 SP:Iteration 17Q (2276.615618 sec): 3 clusters Score: Raw -248171.992017 + Penalty 2622.027264 = -245549.964754 nChanged 6 SP:Iteration 18Q (2276.630765 sec): 3 clusters Score: Raw -248174.730514 + Penalty 2622.027264 = -245552.703251 nChanged 8 SP:Iteration 19Q (2276.645957 sec): 3 clusters Score: Raw -248177.561361 + Penalty 2622.027264 = -245555.534098 nChanged 9 SP:Iteration 20F (2276.661292 sec): 3 clusters Score: Raw -248181.949666 + Penalty 2622.027264 = -245559.922402 nChanged 9 SP:Iteration 21Q (2276.676511 sec): 3 clusters Score: Raw -248185.236830 + Penalty 2622.027264 = -245563.209567 nChanged 10 SP:Iteration 22Q (2276.691691 sec): 3 clusters Score: Raw -248189.038898 + Penalty 2622.027264 = -245567.011635 nChanged 8 SP:Iteration 23Q (2276.706876 sec): 3 clusters Score: Raw -248191.863460 + Penalty 2622.027264 = -245569.836196 nChanged 7 SP:Iteration 24Q (2276.722043 sec): 3 clusters Score: Raw -248194.416533 + Penalty 2622.027264 = -245572.389270 nChanged 5 SP:Iteration 25Q (2276.737206 sec): 3 clusters Score: Raw -248196.390308 + Penalty 2622.027264 = -245574.363044 nChanged 6 SP:Iteration 26Q (2276.752357 sec): 3 clusters Score: Raw -248199.353990 + Penalty 2622.027264 = -245577.326727 nChanged 4 SP:Iteration 27Q (2276.767497 sec): 3 clusters Score: Raw -248200.767815 + Penalty 2622.027264 = -245578.740551 nChanged 5 SP:Iteration 28Q (2276.782661 sec): 3 clusters Score: Raw -248202.503900 + Penalty 2622.027264 = -245580.476636 nChanged 8 SP:Iteration 29Q (2276.797748 sec): 3 clusters Score: Raw -248205.510483 + Penalty 2622.027264 = -245583.483220 nChanged 5 SP:Iteration 30Q (2276.812920 sec): 3 clusters Score: Raw -248207.268036 + Penalty 2622.027264 = -245585.240773 nChanged 6 SP:Iteration 31Q (2276.828058 sec): 3 clusters Score: Raw -248209.043773 + Penalty 2622.027264 = -245587.016509 nChanged 8 SP:Iteration 32Q (2276.843212 sec): 3 clusters Score: Raw -248211.944404 + Penalty 2622.027264 = -245589.917141 nChanged 8 SP:Iteration 33Q (2276.858302 sec): 3 clusters Score: Raw -248213.960963 + Penalty 2622.027264 = -245591.933700 nChanged 4 SP:Iteration 34Q (2276.873285 sec): 3 clusters Score: Raw -248214.623257 + Penalty 2622.027264 = -245592.595994 nChanged 0 SP:Iteration 35F (2276.888771 sec): 3 clusters Score: Raw -248214.623257 + Penalty 2622.027264 = -245592.595994 nChanged 0 Trying to split cluster 26 (3190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2276.905296 sec): 2 clusters Score: Raw -265258.118185 + Penalty 1311.013632 = -263947.104553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2276.921772 sec): 3 clusters Score: Raw -263719.077717 + Penalty 2622.027264 = -261097.050454 nChanged 1205 SP:Iteration 1F (2276.937307 sec): 3 clusters Score: Raw -264370.091832 + Penalty 2622.027264 = -261748.064568 nChanged 236 SP:Iteration 2F (2276.952750 sec): 3 clusters Score: Raw -264509.467451 + Penalty 2622.027264 = -261887.440188 nChanged 167 SP:Iteration 3F (2276.968133 sec): 3 clusters Score: Raw -264613.624651 + Penalty 2622.027264 = -261991.597388 nChanged 135 SP:Iteration 4Q (2276.983508 sec): 3 clusters Score: Raw -264700.539417 + Penalty 2622.027264 = -262078.512154 nChanged 124 SP:Iteration 5Q (2276.998912 sec): 3 clusters Score: Raw -264765.246798 + Penalty 2622.027264 = -262143.219535 nChanged 99 SP:Iteration 6Q (2277.014431 sec): 3 clusters Score: Raw -264823.874957 + Penalty 2622.027264 = -262201.847693 nChanged 92 SP:Iteration 7Q (2277.029981 sec): 3 clusters Score: Raw -264885.088716 + Penalty 2622.027264 = -262263.061452 nChanged 90 SP:Iteration 8Q (2277.045489 sec): 3 clusters Score: Raw -264938.737058 + Penalty 2622.027264 = -262316.709794 nChanged 84 SP:Iteration 9Q (2277.061026 sec): 3 clusters Score: Raw -264988.172103 + Penalty 2622.027264 = -262366.144839 nChanged 74 SP:Iteration 10Q (2277.076498 sec): 3 clusters Score: Raw -265032.239157 + Penalty 2622.027264 = -262410.211894 nChanged 79 SP:Iteration 11Q (2277.091983 sec): 3 clusters Score: Raw -265084.376267 + Penalty 2622.027264 = -262462.349003 nChanged 72 SP:Iteration 12Q (2277.107429 sec): 3 clusters Score: Raw -265133.865065 + Penalty 2622.027264 = -262511.837802 nChanged 69 SP:Iteration 13Q (2277.122897 sec): 3 clusters Score: Raw -265183.359656 + Penalty 2622.027264 = -262561.332392 nChanged 69 SP:Iteration 14Q (2277.138131 sec): 3 clusters Score: Raw -265231.409937 + Penalty 2622.027264 = -262609.382673 nChanged 58 SP:Iteration 15Q (2277.153397 sec): 3 clusters Score: Raw -265265.077083 + Penalty 2622.027264 = -262643.049819 nChanged 39 SP:Iteration 16Q (2277.168752 sec): 3 clusters Score: Raw -265291.971882 + Penalty 2622.027264 = -262669.944618 nChanged 41 SP:Iteration 17Q (2277.184063 sec): 3 clusters Score: Raw -265315.681863 + Penalty 2622.027264 = -262693.654600 nChanged 37 SP:Iteration 18Q (2277.199364 sec): 3 clusters Score: Raw -265336.167909 + Penalty 2622.027264 = -262714.140646 nChanged 28 SP:Iteration 19Q (2277.214627 sec): 3 clusters Score: Raw -265352.447116 + Penalty 2622.027264 = -262730.419853 nChanged 21 SP:Iteration 20F (2277.230031 sec): 3 clusters Score: Raw -265369.701512 + Penalty 2622.027264 = -262747.674248 nChanged 19 SP:Iteration 21Q (2277.245195 sec): 3 clusters Score: Raw -265393.803673 + Penalty 2622.027264 = -262771.776409 nChanged 23 SP:Iteration 22Q (2277.260345 sec): 3 clusters Score: Raw -265413.309859 + Penalty 2622.027264 = -262791.282596 nChanged 23 SP:Iteration 23Q (2277.275321 sec): 3 clusters Score: Raw -265429.187324 + Penalty 2622.027264 = -262807.160060 nChanged 20 SP:Iteration 24Q (2277.290315 sec): 3 clusters Score: Raw -265445.660626 + Penalty 2622.027264 = -262823.633363 nChanged 13 SP:Iteration 25Q (2277.305353 sec): 3 clusters Score: Raw -265454.697867 + Penalty 2622.027264 = -262832.670603 nChanged 13 SP:Iteration 26Q (2277.320393 sec): 3 clusters Score: Raw -265463.159410 + Penalty 2622.027264 = -262841.132146 nChanged 9 SP:Iteration 27Q (2277.335399 sec): 3 clusters Score: Raw -265467.910495 + Penalty 2622.027264 = -262845.883231 nChanged 8 SP:Iteration 28Q (2277.350399 sec): 3 clusters Score: Raw -265473.622356 + Penalty 2622.027264 = -262851.595093 nChanged 6 SP:Iteration 29Q (2277.365231 sec): 3 clusters Score: Raw -265476.567367 + Penalty 2622.027264 = -262854.540104 nChanged 2 SP:Iteration 30Q (2277.380231 sec): 3 clusters Score: Raw -265478.177818 + Penalty 2622.027264 = -262856.150554 nChanged 2 SP:Iteration 31Q (2277.395175 sec): 3 clusters Score: Raw -265479.255765 + Penalty 2622.027264 = -262857.228502 nChanged 6 SP:Iteration 32Q (2277.410129 sec): 3 clusters Score: Raw -265482.816011 + Penalty 2622.027264 = -262860.788748 nChanged 3 SP:Iteration 33Q (2277.425052 sec): 3 clusters Score: Raw -265485.773407 + Penalty 2622.027264 = -262863.746144 nChanged 3 SP:Iteration 34Q (2277.439997 sec): 3 clusters Score: Raw -265488.453341 + Penalty 2622.027264 = -262866.426077 nChanged 5 SP:Iteration 35Q (2277.454883 sec): 3 clusters Score: Raw -265493.912809 + Penalty 2622.027264 = -262871.885545 nChanged 6 SP:Iteration 36Q (2277.469780 sec): 3 clusters Score: Raw -265499.657889 + Penalty 2622.027264 = -262877.630625 nChanged 7 SP:Iteration 37Q (2277.484660 sec): 3 clusters Score: Raw -265505.232500 + Penalty 2622.027264 = -262883.205237 nChanged 4 SP:Iteration 38Q (2277.499493 sec): 3 clusters Score: Raw -265508.585280 + Penalty 2622.027264 = -262886.558017 nChanged 1 SP:Iteration 39Q (2277.514316 sec): 3 clusters Score: Raw -265509.554611 + Penalty 2622.027264 = -262887.527348 nChanged 1 SP:Iteration 40F (2277.529535 sec): 3 clusters Score: Raw -265510.540933 + Penalty 2622.027264 = -262888.513669 nChanged 0 Trying to split cluster 27 (24728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2277.569535 sec): 2 clusters Score: Raw -2090699.157094 + Penalty 1643.799866 = -2089055.357228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2277.619587 sec): 3 clusters Score: Raw -2075739.153570 + Penalty 3287.599732 = -2072451.553838 nChanged 11322 SP:Iteration 1F (2277.667192 sec): 3 clusters Score: Raw -2082356.279335 + Penalty 3287.599732 = -2079068.679602 nChanged 1430 SP:Iteration 2F (2277.714773 sec): 3 clusters Score: Raw -2083008.003097 + Penalty 3287.599732 = -2079720.403364 nChanged 1521 SP:Iteration 3F (2277.762435 sec): 3 clusters Score: Raw -2083786.620582 + Penalty 3287.599732 = -2080499.020850 nChanged 1460 SP:Iteration 4F (2277.810091 sec): 3 clusters Score: Raw -2084601.032930 + Penalty 3287.599732 = -2081313.433198 nChanged 1497 SP:Iteration 5F (2277.857832 sec): 3 clusters Score: Raw -2085539.457676 + Penalty 3287.599732 = -2082251.857944 nChanged 1480 SP:Iteration 6F (2277.905477 sec): 3 clusters Score: Raw -2086577.962390 + Penalty 3287.599732 = -2083290.362658 nChanged 1374 SP:Iteration 7F (2277.953166 sec): 3 clusters Score: Raw -2087561.212348 + Penalty 3287.599732 = -2084273.612616 nChanged 1210 SP:Iteration 8Q (2278.002229 sec): 3 clusters Score: Raw -2088452.638217 + Penalty 3287.599732 = -2085165.038484 nChanged 986 SP:Iteration 9Q (2278.050059 sec): 3 clusters Score: Raw -2089140.425949 + Penalty 3287.599732 = -2085852.826217 nChanged 796 SP:Iteration 10Q (2278.097205 sec): 3 clusters Score: Raw -2089673.220105 + Penalty 3287.599732 = -2086385.620373 nChanged 572 SP:Iteration 11Q (2278.143248 sec): 3 clusters Score: Raw -2090032.793399 + Penalty 3287.599732 = -2086745.193667 nChanged 458 SP:Iteration 12Q (2278.187894 sec): 3 clusters Score: Raw -2090323.560946 + Penalty 3287.599732 = -2087035.961214 nChanged 354 SP:Iteration 13Q (2278.232033 sec): 3 clusters Score: Raw -2090551.557120 + Penalty 3287.599732 = -2087263.957387 nChanged 265 SP:Iteration 14Q (2278.275311 sec): 3 clusters Score: Raw -2090710.280637 + Penalty 3287.599732 = -2087422.680905 nChanged 225 SP:Iteration 15Q (2278.318295 sec): 3 clusters Score: Raw -2090859.534435 + Penalty 3287.599732 = -2087571.934703 nChanged 174 SP:Iteration 16Q (2278.360827 sec): 3 clusters Score: Raw -2090962.437516 + Penalty 3287.599732 = -2087674.837783 nChanged 108 SP:Iteration 17Q (2278.402700 sec): 3 clusters Score: Raw -2091023.019356 + Penalty 3287.599732 = -2087735.419624 nChanged 79 SP:Iteration 18Q (2278.444318 sec): 3 clusters Score: Raw -2091065.527655 + Penalty 3287.599732 = -2087777.927923 nChanged 50 SP:Iteration 19Q (2278.485100 sec): 3 clusters Score: Raw -2091094.131940 + Penalty 3287.599732 = -2087806.532208 nChanged 33 SP:Iteration 20F (2278.532241 sec): 3 clusters Score: Raw -2091113.161952 + Penalty 3287.599732 = -2087825.562220 nChanged 28 SP:Iteration 21Q (2278.573042 sec): 3 clusters Score: Raw -2091125.235273 + Penalty 3287.599732 = -2087837.635541 nChanged 17 SP:Iteration 22Q (2278.613860 sec): 3 clusters Score: Raw -2091135.556921 + Penalty 3287.599732 = -2087847.957189 nChanged 21 SP:Iteration 23Q (2278.654371 sec): 3 clusters Score: Raw -2091145.945790 + Penalty 3287.599732 = -2087858.346058 nChanged 19 SP:Iteration 24Q (2278.695157 sec): 3 clusters Score: Raw -2091159.370722 + Penalty 3287.599732 = -2087871.770990 nChanged 20 SP:Iteration 25Q (2278.735648 sec): 3 clusters Score: Raw -2091170.310534 + Penalty 3287.599732 = -2087882.710802 nChanged 15 SP:Iteration 26Q (2278.776122 sec): 3 clusters Score: Raw -2091177.364259 + Penalty 3287.599732 = -2087889.764527 nChanged 15 SP:Iteration 27Q (2278.816600 sec): 3 clusters Score: Raw -2091185.874846 + Penalty 3287.599732 = -2087898.275113 nChanged 13 SP:Iteration 28Q (2278.857015 sec): 3 clusters Score: Raw -2091194.091610 + Penalty 3287.599732 = -2087906.491878 nChanged 7 SP:Iteration 29Q (2278.897416 sec): 3 clusters Score: Raw -2091197.959900 + Penalty 3287.599732 = -2087910.360167 nChanged 4 SP:Iteration 30Q (2278.937797 sec): 3 clusters Score: Raw -2091199.341975 + Penalty 3287.599732 = -2087911.742242 nChanged 3 SP:Iteration 31Q (2278.977901 sec): 3 clusters Score: Raw -2091200.203293 + Penalty 3287.599732 = -2087912.603561 nChanged 3 SP:Iteration 32Q (2279.018340 sec): 3 clusters Score: Raw -2091202.591123 + Penalty 3287.599732 = -2087914.991391 nChanged 4 SP:Iteration 33Q (2279.058539 sec): 3 clusters Score: Raw -2091204.722741 + Penalty 3287.599732 = -2087917.123009 nChanged 4 SP:Iteration 34Q (2279.098908 sec): 3 clusters Score: Raw -2091206.578586 + Penalty 3287.599732 = -2087918.978854 nChanged 5 SP:Iteration 35Q (2279.139453 sec): 3 clusters Score: Raw -2091209.150978 + Penalty 3287.599732 = -2087921.551246 nChanged 7 SP:Iteration 36Q (2279.179674 sec): 3 clusters Score: Raw -2091213.731440 + Penalty 3287.599732 = -2087926.131708 nChanged 6 SP:Iteration 37Q (2279.219873 sec): 3 clusters Score: Raw -2091216.210307 + Penalty 3287.599732 = -2087928.610575 nChanged 3 SP:Iteration 38Q (2279.260138 sec): 3 clusters Score: Raw -2091217.671875 + Penalty 3287.599732 = -2087930.072142 nChanged 3 SP:Iteration 39Q (2279.300300 sec): 3 clusters Score: Raw -2091218.663410 + Penalty 3287.599732 = -2087931.063678 nChanged 0 SP:Iteration 40F (2279.347723 sec): 3 clusters Score: Raw -2091218.663410 + Penalty 3287.599732 = -2087931.063678 nChanged 0 Trying to split cluster 28 (5139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2279.364414 sec): 2 clusters Score: Raw -425483.999612 + Penalty 1388.499740 = -424095.499871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2279.386165 sec): 3 clusters Score: Raw -422786.452964 + Penalty 2776.999481 = -420009.453483 nChanged 2097 SP:Iteration 1F (2279.407414 sec): 3 clusters Score: Raw -423924.670089 + Penalty 2776.999481 = -421147.670608 nChanged 371 SP:Iteration 2F (2279.428679 sec): 3 clusters Score: Raw -424117.597870 + Penalty 2776.999481 = -421340.598389 nChanged 282 SP:Iteration 3F (2279.449642 sec): 3 clusters Score: Raw -424242.664266 + Penalty 2776.999481 = -421465.664785 nChanged 225 SP:Iteration 4Q (2279.470880 sec): 3 clusters Score: Raw -424341.384624 + Penalty 2776.999481 = -421564.385143 nChanged 184 SP:Iteration 5Q (2279.492026 sec): 3 clusters Score: Raw -424432.781351 + Penalty 2776.999481 = -421655.781870 nChanged 178 SP:Iteration 6Q (2279.513251 sec): 3 clusters Score: Raw -424524.206327 + Penalty 2776.999481 = -421747.206846 nChanged 171 SP:Iteration 7Q (2279.534385 sec): 3 clusters Score: Raw -424610.784961 + Penalty 2776.999481 = -421833.785480 nChanged 154 SP:Iteration 8Q (2279.555756 sec): 3 clusters Score: Raw -424681.076308 + Penalty 2776.999481 = -421904.076827 nChanged 138 SP:Iteration 9Q (2279.576955 sec): 3 clusters Score: Raw -424752.498417 + Penalty 2776.999481 = -421975.498937 nChanged 154 SP:Iteration 10Q (2279.598168 sec): 3 clusters Score: Raw -424832.072265 + Penalty 2776.999481 = -422055.072785 nChanged 131 SP:Iteration 11Q (2279.619257 sec): 3 clusters Score: Raw -424897.214342 + Penalty 2776.999481 = -422120.214861 nChanged 143 SP:Iteration 12Q (2279.640425 sec): 3 clusters Score: Raw -424965.609421 + Penalty 2776.999481 = -422188.609940 nChanged 141 SP:Iteration 13Q (2279.661859 sec): 3 clusters Score: Raw -425032.526513 + Penalty 2776.999481 = -422255.527032 nChanged 125 SP:Iteration 14Q (2279.683002 sec): 3 clusters Score: Raw -425088.497782 + Penalty 2776.999481 = -422311.498301 nChanged 100 SP:Iteration 15Q (2279.704007 sec): 3 clusters Score: Raw -425129.779983 + Penalty 2776.999481 = -422352.780502 nChanged 84 SP:Iteration 16Q (2279.725143 sec): 3 clusters Score: Raw -425167.480003 + Penalty 2776.999481 = -422390.480522 nChanged 73 SP:Iteration 17Q (2279.746136 sec): 3 clusters Score: Raw -425198.744487 + Penalty 2776.999481 = -422421.745006 nChanged 62 SP:Iteration 18Q (2279.767158 sec): 3 clusters Score: Raw -425222.842261 + Penalty 2776.999481 = -422445.842780 nChanged 53 SP:Iteration 19Q (2279.788088 sec): 3 clusters Score: Raw -425243.436708 + Penalty 2776.999481 = -422466.437227 nChanged 53 SP:Iteration 20F (2279.809439 sec): 3 clusters Score: Raw -425264.086885 + Penalty 2776.999481 = -422487.087404 nChanged 41 SP:Iteration 21Q (2279.830220 sec): 3 clusters Score: Raw -425283.083128 + Penalty 2776.999481 = -422506.083647 nChanged 46 SP:Iteration 22Q (2279.851158 sec): 3 clusters Score: Raw -425306.982307 + Penalty 2776.999481 = -422529.982826 nChanged 52 SP:Iteration 23Q (2279.872043 sec): 3 clusters Score: Raw -425335.871267 + Penalty 2776.999481 = -422558.871786 nChanged 63 SP:Iteration 24Q (2279.893025 sec): 3 clusters Score: Raw -425367.933668 + Penalty 2776.999481 = -422590.934187 nChanged 56 SP:Iteration 25Q (2279.913807 sec): 3 clusters Score: Raw -425395.682603 + Penalty 2776.999481 = -422618.683123 nChanged 53 SP:Iteration 26Q (2279.934629 sec): 3 clusters Score: Raw -425419.861169 + Penalty 2776.999481 = -422642.861688 nChanged 52 SP:Iteration 27Q (2279.955433 sec): 3 clusters Score: Raw -425441.030862 + Penalty 2776.999481 = -422664.031381 nChanged 48 SP:Iteration 28Q (2279.976185 sec): 3 clusters Score: Raw -425465.539321 + Penalty 2776.999481 = -422688.539840 nChanged 46 SP:Iteration 29Q (2279.996659 sec): 3 clusters Score: Raw -425486.599292 + Penalty 2776.999481 = -422709.599811 nChanged 41 SP:Iteration 30Q (2280.017154 sec): 3 clusters Score: Raw -425510.997623 + Penalty 2776.999481 = -422733.998143 nChanged 33 SP:Iteration 31Q (2280.037705 sec): 3 clusters Score: Raw -425528.522584 + Penalty 2776.999481 = -422751.523103 nChanged 32 SP:Iteration 32Q (2280.058320 sec): 3 clusters Score: Raw -425546.270915 + Penalty 2776.999481 = -422769.271435 nChanged 33 SP:Iteration 33Q (2280.078836 sec): 3 clusters Score: Raw -425562.158399 + Penalty 2776.999481 = -422785.158918 nChanged 26 SP:Iteration 34Q (2280.099113 sec): 3 clusters Score: Raw -425575.727325 + Penalty 2776.999481 = -422798.727844 nChanged 27 SP:Iteration 35Q (2280.119645 sec): 3 clusters Score: Raw -425586.992440 + Penalty 2776.999481 = -422809.992959 nChanged 23 SP:Iteration 36Q (2280.140011 sec): 3 clusters Score: Raw -425595.013982 + Penalty 2776.999481 = -422818.014501 nChanged 13 SP:Iteration 37Q (2280.160330 sec): 3 clusters Score: Raw -425600.121588 + Penalty 2776.999481 = -422823.122107 nChanged 13 SP:Iteration 38Q (2280.180649 sec): 3 clusters Score: Raw -425605.435975 + Penalty 2776.999481 = -422828.436494 nChanged 13 SP:Iteration 39Q (2280.200772 sec): 3 clusters Score: Raw -425610.693920 + Penalty 2776.999481 = -422833.694439 nChanged 11 SP:Iteration 40F (2280.221712 sec): 3 clusters Score: Raw -425615.367300 + Penalty 2776.999481 = -422838.367819 nChanged 17 SP:Iteration 41Q (2280.241939 sec): 3 clusters Score: Raw -425622.639452 + Penalty 2776.999481 = -422845.639971 nChanged 17 SP:Iteration 42Q (2280.262321 sec): 3 clusters Score: Raw -425628.254999 + Penalty 2776.999481 = -422851.255518 nChanged 12 SP:Iteration 43Q (2280.282388 sec): 3 clusters Score: Raw -425631.032472 + Penalty 2776.999481 = -422854.032991 nChanged 6 SP:Iteration 44Q (2280.302530 sec): 3 clusters Score: Raw -425632.309642 + Penalty 2776.999481 = -422855.310161 nChanged 7 SP:Iteration 45Q (2280.322668 sec): 3 clusters Score: Raw -425634.180791 + Penalty 2776.999481 = -422857.181311 nChanged 7 SP:Iteration 46Q (2280.342857 sec): 3 clusters Score: Raw -425635.749913 + Penalty 2776.999481 = -422858.750433 nChanged 2 SP:Iteration 47Q (2280.362900 sec): 3 clusters Score: Raw -425636.458152 + Penalty 2776.999481 = -422859.458671 nChanged 0 SP:Iteration 48F (2280.384195 sec): 3 clusters Score: Raw -425636.458152 + Penalty 2776.999481 = -422859.458671 nChanged 0 Trying to split cluster 29 (8504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2280.406059 sec): 2 clusters Score: Raw -725719.921420 + Penalty 1470.347437 = -724249.573983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2280.432243 sec): 3 clusters Score: Raw -720950.211979 + Penalty 2940.694874 = -718009.517105 nChanged 3614 SP:Iteration 1F (2280.457561 sec): 3 clusters Score: Raw -722884.058896 + Penalty 2940.694874 = -719943.364022 nChanged 525 SP:Iteration 2F (2280.482924 sec): 3 clusters Score: Raw -723162.835340 + Penalty 2940.694874 = -720222.140466 nChanged 509 SP:Iteration 3F (2280.508184 sec): 3 clusters Score: Raw -723423.424755 + Penalty 2940.694874 = -720482.729881 nChanged 412 SP:Iteration 4Q (2280.533501 sec): 3 clusters Score: Raw -723627.445161 + Penalty 2940.694874 = -720686.750287 nChanged 393 SP:Iteration 5Q (2280.558963 sec): 3 clusters Score: Raw -723809.318655 + Penalty 2940.694874 = -720868.623781 nChanged 337 SP:Iteration 6Q (2280.584528 sec): 3 clusters Score: Raw -723971.474796 + Penalty 2940.694874 = -721030.779922 nChanged 309 SP:Iteration 7Q (2280.609948 sec): 3 clusters Score: Raw -724121.849603 + Penalty 2940.694874 = -721181.154729 nChanged 315 SP:Iteration 8Q (2280.635380 sec): 3 clusters Score: Raw -724292.620210 + Penalty 2940.694874 = -721351.925336 nChanged 316 SP:Iteration 9Q (2280.660854 sec): 3 clusters Score: Raw -724489.019945 + Penalty 2940.694874 = -721548.325071 nChanged 313 SP:Iteration 10Q (2280.685927 sec): 3 clusters Score: Raw -724675.072137 + Penalty 2940.694874 = -721734.377263 nChanged 275 SP:Iteration 11Q (2280.711100 sec): 3 clusters Score: Raw -724842.588940 + Penalty 2940.694874 = -721901.894066 nChanged 283 SP:Iteration 12Q (2280.736278 sec): 3 clusters Score: Raw -725006.004929 + Penalty 2940.694874 = -722065.310055 nChanged 255 SP:Iteration 13Q (2280.761401 sec): 3 clusters Score: Raw -725131.124718 + Penalty 2940.694874 = -722190.429844 nChanged 195 SP:Iteration 14Q (2280.786475 sec): 3 clusters Score: Raw -725220.528949 + Penalty 2940.694874 = -722279.834075 nChanged 140 SP:Iteration 15Q (2280.811333 sec): 3 clusters Score: Raw -725271.381653 + Penalty 2940.694874 = -722330.686779 nChanged 99 SP:Iteration 16Q (2280.836171 sec): 3 clusters Score: Raw -725300.711802 + Penalty 2940.694874 = -722360.016928 nChanged 80 SP:Iteration 17Q (2280.861067 sec): 3 clusters Score: Raw -725321.294351 + Penalty 2940.694874 = -722380.599477 nChanged 61 SP:Iteration 18Q (2280.885851 sec): 3 clusters Score: Raw -725333.675625 + Penalty 2940.694874 = -722392.980751 nChanged 48 SP:Iteration 19Q (2280.910648 sec): 3 clusters Score: Raw -725345.137326 + Penalty 2940.694874 = -722404.442452 nChanged 44 SP:Iteration 20F (2280.935825 sec): 3 clusters Score: Raw -725355.371622 + Penalty 2940.694874 = -722414.676748 nChanged 47 SP:Iteration 21Q (2280.960508 sec): 3 clusters Score: Raw -725366.935030 + Penalty 2940.694874 = -722426.240156 nChanged 57 SP:Iteration 22Q (2280.985010 sec): 3 clusters Score: Raw -725381.266146 + Penalty 2940.694874 = -722440.571272 nChanged 48 SP:Iteration 23Q (2281.009551 sec): 3 clusters Score: Raw -725393.385869 + Penalty 2940.694874 = -722452.690995 nChanged 44 SP:Iteration 24Q (2281.034278 sec): 3 clusters Score: Raw -725403.859020 + Penalty 2940.694874 = -722463.164146 nChanged 40 SP:Iteration 25Q (2281.059003 sec): 3 clusters Score: Raw -725412.294179 + Penalty 2940.694874 = -722471.599305 nChanged 32 SP:Iteration 26Q (2281.083588 sec): 3 clusters Score: Raw -725418.184603 + Penalty 2940.694874 = -722477.489729 nChanged 24 SP:Iteration 27Q (2281.107959 sec): 3 clusters Score: Raw -725421.305851 + Penalty 2940.694874 = -722480.610977 nChanged 12 SP:Iteration 28Q (2281.132330 sec): 3 clusters Score: Raw -725422.919695 + Penalty 2940.694874 = -722482.224821 nChanged 14 SP:Iteration 29Q (2281.156646 sec): 3 clusters Score: Raw -725424.635032 + Penalty 2940.694874 = -722483.940158 nChanged 14 SP:Iteration 30Q (2281.180965 sec): 3 clusters Score: Raw -725426.385289 + Penalty 2940.694874 = -722485.690415 nChanged 15 SP:Iteration 31Q (2281.205335 sec): 3 clusters Score: Raw -725428.344801 + Penalty 2940.694874 = -722487.649927 nChanged 12 SP:Iteration 32Q (2281.229668 sec): 3 clusters Score: Raw -725429.633875 + Penalty 2940.694874 = -722488.939001 nChanged 6 SP:Iteration 33Q (2281.253940 sec): 3 clusters Score: Raw -725430.212161 + Penalty 2940.694874 = -722489.517287 nChanged 4 SP:Iteration 34Q (2281.278318 sec): 3 clusters Score: Raw -725430.502475 + Penalty 2940.694874 = -722489.807601 nChanged 2 SP:Iteration 35Q (2281.302710 sec): 3 clusters Score: Raw -725430.777629 + Penalty 2940.694874 = -722490.082755 nChanged 6 SP:Iteration 36Q (2281.327238 sec): 3 clusters Score: Raw -725431.359472 + Penalty 2940.694874 = -722490.664598 nChanged 5 SP:Iteration 37Q (2281.351594 sec): 3 clusters Score: Raw -725431.812662 + Penalty 2940.694874 = -722491.117788 nChanged 8 SP:Iteration 38Q (2281.376005 sec): 3 clusters Score: Raw -725432.732245 + Penalty 2940.694874 = -722492.037371 nChanged 8 SP:Iteration 39Q (2281.400441 sec): 3 clusters Score: Raw -725433.964150 + Penalty 2940.694874 = -722493.269276 nChanged 12 SP:Iteration 40F (2281.425844 sec): 3 clusters Score: Raw -725435.229826 + Penalty 2940.694874 = -722494.534952 nChanged 13 SP:Iteration 41Q (2281.450266 sec): 3 clusters Score: Raw -725437.219969 + Penalty 2940.694874 = -722496.525095 nChanged 15 SP:Iteration 42Q (2281.474604 sec): 3 clusters Score: Raw -725439.361652 + Penalty 2940.694874 = -722498.666778 nChanged 9 SP:Iteration 43Q (2281.499265 sec): 3 clusters Score: Raw -725440.942398 + Penalty 2940.694874 = -722500.247524 nChanged 13 SP:Iteration 44Q (2281.523918 sec): 3 clusters Score: Raw -725443.927161 + Penalty 2940.694874 = -722503.232287 nChanged 17 SP:Iteration 45Q (2281.548514 sec): 3 clusters Score: Raw -725447.199429 + Penalty 2940.694874 = -722506.504555 nChanged 19 SP:Iteration 46Q (2281.573008 sec): 3 clusters Score: Raw -725450.769860 + Penalty 2940.694874 = -722510.074986 nChanged 22 SP:Iteration 47Q (2281.597506 sec): 3 clusters Score: Raw -725455.166913 + Penalty 2940.694874 = -722514.472039 nChanged 24 SP:Iteration 48Q (2281.622013 sec): 3 clusters Score: Raw -725460.867249 + Penalty 2940.694874 = -722520.172375 nChanged 29 SP:Iteration 49Q (2281.646425 sec): 3 clusters Score: Raw -725469.898618 + Penalty 2940.694874 = -722529.203744 nChanged 44 SP:Iteration 50Q (2281.670800 sec): 3 clusters Score: Raw -725481.818700 + Penalty 2940.694874 = -722541.123826 nChanged 37 SP:Iteration 51Q (2281.695040 sec): 3 clusters Score: Raw -725491.029814 + Penalty 2940.694874 = -722550.334940 nChanged 38 SP:Iteration 52Q (2281.719339 sec): 3 clusters Score: Raw -725499.405628 + Penalty 2940.694874 = -722558.710754 nChanged 35 SP:Iteration 53Q (2281.743647 sec): 3 clusters Score: Raw -725508.685627 + Penalty 2940.694874 = -722567.990753 nChanged 36 SP:Iteration 54Q (2281.767956 sec): 3 clusters Score: Raw -725518.395794 + Penalty 2940.694874 = -722577.700920 nChanged 24 SP:Iteration 55Q (2281.792296 sec): 3 clusters Score: Raw -725523.849457 + Penalty 2940.694874 = -722583.154583 nChanged 35 SP:Iteration 56Q (2281.816443 sec): 3 clusters Score: Raw -725531.463977 + Penalty 2940.694874 = -722590.769103 nChanged 27 SP:Iteration 57Q (2281.840544 sec): 3 clusters Score: Raw -725536.864052 + Penalty 2940.694874 = -722596.169178 nChanged 34 SP:Iteration 58Q (2281.864589 sec): 3 clusters Score: Raw -725543.225527 + Penalty 2940.694874 = -722602.530653 nChanged 30 SP:Iteration 59Q (2281.888640 sec): 3 clusters Score: Raw -725549.092784 + Penalty 2940.694874 = -722608.397910 nChanged 20 SP:Iteration 60F (2281.942488 sec): 3 clusters Score: Raw -725553.418851 + Penalty 2940.694874 = -722612.723977 nChanged 18 SP:Iteration 61Q (2281.966297 sec): 3 clusters Score: Raw -725557.477038 + Penalty 2940.694874 = -722616.782164 nChanged 21 SP:Iteration 62Q (2281.990456 sec): 3 clusters Score: Raw -725561.395322 + Penalty 2940.694874 = -722620.700448 nChanged 14 SP:Iteration 63Q (2282.014652 sec): 3 clusters Score: Raw -725564.010558 + Penalty 2940.694874 = -722623.315684 nChanged 10 SP:Iteration 64Q (2282.038803 sec): 3 clusters Score: Raw -725565.306467 + Penalty 2940.694874 = -722624.611593 nChanged 11 SP:Iteration 65Q (2282.063181 sec): 3 clusters Score: Raw -725566.763189 + Penalty 2940.694874 = -722626.068315 nChanged 4 SP:Iteration 66Q (2282.087433 sec): 3 clusters Score: Raw -725567.052243 + Penalty 2940.694874 = -722626.357369 nChanged 0 SP:Iteration 67F (2282.112992 sec): 3 clusters Score: Raw -725567.052243 + Penalty 2940.694874 = -722626.357369 nChanged 0 Trying to split cluster 30 (23417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2282.150743 sec): 2 clusters Score: Raw -1973405.643174 + Penalty 1634.947849 = -1971770.695325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2282.198740 sec): 3 clusters Score: Raw -1959189.183928 + Penalty 3269.895698 = -1955919.288229 nChanged 10684 SP:Iteration 1F (2282.244591 sec): 3 clusters Score: Raw -1965221.242832 + Penalty 3269.895698 = -1961951.347134 nChanged 1357 SP:Iteration 2F (2282.290368 sec): 3 clusters Score: Raw -1965833.525593 + Penalty 3269.895698 = -1962563.629894 nChanged 1334 SP:Iteration 3F (2282.336454 sec): 3 clusters Score: Raw -1966519.582556 + Penalty 3269.895698 = -1963249.686857 nChanged 1331 SP:Iteration 4F (2282.382413 sec): 3 clusters Score: Raw -1967287.149751 + Penalty 3269.895698 = -1964017.254053 nChanged 1389 SP:Iteration 5F (2282.428327 sec): 3 clusters Score: Raw -1968052.248825 + Penalty 3269.895698 = -1964782.353127 nChanged 1257 SP:Iteration 6F (2282.474485 sec): 3 clusters Score: Raw -1968685.840601 + Penalty 3269.895698 = -1965415.944903 nChanged 1101 SP:Iteration 7Q (2282.521113 sec): 3 clusters Score: Raw -1969199.689718 + Penalty 3269.895698 = -1965929.794020 nChanged 970 SP:Iteration 8Q (2282.567501 sec): 3 clusters Score: Raw -1969614.870241 + Penalty 3269.895698 = -1966344.974542 nChanged 800 SP:Iteration 9Q (2282.613927 sec): 3 clusters Score: Raw -1969934.240386 + Penalty 3269.895698 = -1966664.344688 nChanged 683 SP:Iteration 10Q (2282.660147 sec): 3 clusters Score: Raw -1970174.840225 + Penalty 3269.895698 = -1966904.944527 nChanged 614 SP:Iteration 11Q (2282.706454 sec): 3 clusters Score: Raw -1970389.804609 + Penalty 3269.895698 = -1967119.908911 nChanged 555 SP:Iteration 12Q (2282.752352 sec): 3 clusters Score: Raw -1970586.706097 + Penalty 3269.895698 = -1967316.810399 nChanged 502 SP:Iteration 13Q (2282.798558 sec): 3 clusters Score: Raw -1970761.267273 + Penalty 3269.895698 = -1967491.371575 nChanged 452 SP:Iteration 14Q (2282.854569 sec): 3 clusters Score: Raw -1970918.173202 + Penalty 3269.895698 = -1967648.277504 nChanged 443 SP:Iteration 15Q (2282.918063 sec): 3 clusters Score: Raw -1971062.051324 + Penalty 3269.895698 = -1967792.155626 nChanged 434 SP:Iteration 16Q (2282.975812 sec): 3 clusters Score: Raw -1971193.054404 + Penalty 3269.895698 = -1967923.158705 nChanged 418 SP:Iteration 17Q (2283.034078 sec): 3 clusters Score: Raw -1971327.146697 + Penalty 3269.895698 = -1968057.250999 nChanged 392 SP:Iteration 18Q (2283.079793 sec): 3 clusters Score: Raw -1971434.787461 + Penalty 3269.895698 = -1968164.891763 nChanged 361 SP:Iteration 19Q (2283.126029 sec): 3 clusters Score: Raw -1971533.446086 + Penalty 3269.895698 = -1968263.550388 nChanged 326 SP:Iteration 20F (2283.171582 sec): 3 clusters Score: Raw -1971619.163429 + Penalty 3269.895698 = -1968349.267731 nChanged 303 SP:Iteration 21Q (2283.217831 sec): 3 clusters Score: Raw -1971696.090134 + Penalty 3269.895698 = -1968426.194436 nChanged 295 SP:Iteration 22Q (2283.263893 sec): 3 clusters Score: Raw -1971761.539305 + Penalty 3269.895698 = -1968491.643607 nChanged 267 SP:Iteration 23Q (2283.309592 sec): 3 clusters Score: Raw -1971820.570872 + Penalty 3269.895698 = -1968550.675174 nChanged 248 SP:Iteration 24Q (2283.354851 sec): 3 clusters Score: Raw -1971883.820146 + Penalty 3269.895698 = -1968613.924447 nChanged 254 SP:Iteration 25Q (2283.400033 sec): 3 clusters Score: Raw -1971945.473035 + Penalty 3269.895698 = -1968675.577336 nChanged 268 SP:Iteration 26Q (2283.445091 sec): 3 clusters Score: Raw -1972006.235263 + Penalty 3269.895698 = -1968736.339564 nChanged 239 SP:Iteration 27Q (2283.490033 sec): 3 clusters Score: Raw -1972058.239096 + Penalty 3269.895698 = -1968788.343398 nChanged 220 SP:Iteration 28Q (2283.534946 sec): 3 clusters Score: Raw -1972106.414218 + Penalty 3269.895698 = -1968836.518520 nChanged 209 SP:Iteration 29Q (2283.579940 sec): 3 clusters Score: Raw -1972152.799446 + Penalty 3269.895698 = -1968882.903748 nChanged 219 SP:Iteration 30Q (2283.624527 sec): 3 clusters Score: Raw -1972200.544035 + Penalty 3269.895698 = -1968930.648337 nChanged 196 SP:Iteration 31Q (2283.669443 sec): 3 clusters Score: Raw -1972244.829714 + Penalty 3269.895698 = -1968974.934015 nChanged 228 SP:Iteration 32Q (2283.713904 sec): 3 clusters Score: Raw -1972299.810993 + Penalty 3269.895698 = -1969029.915295 nChanged 224 SP:Iteration 33Q (2283.758788 sec): 3 clusters Score: Raw -1972351.936316 + Penalty 3269.895698 = -1969082.040617 nChanged 211 SP:Iteration 34Q (2283.803244 sec): 3 clusters Score: Raw -1972397.111798 + Penalty 3269.895698 = -1969127.216100 nChanged 202 SP:Iteration 35Q (2283.847832 sec): 3 clusters Score: Raw -1972437.015261 + Penalty 3269.895698 = -1969167.119562 nChanged 207 SP:Iteration 36Q (2283.892037 sec): 3 clusters Score: Raw -1972475.609079 + Penalty 3269.895698 = -1969205.713381 nChanged 179 SP:Iteration 37Q (2283.936589 sec): 3 clusters Score: Raw -1972513.802477 + Penalty 3269.895698 = -1969243.906779 nChanged 185 SP:Iteration 38Q (2283.980933 sec): 3 clusters Score: Raw -1972557.997743 + Penalty 3269.895698 = -1969288.102045 nChanged 213 SP:Iteration 39Q (2284.025331 sec): 3 clusters Score: Raw -1972608.767830 + Penalty 3269.895698 = -1969338.872131 nChanged 204 SP:Iteration 40F (2284.070927 sec): 3 clusters Score: Raw -1972653.778728 + Penalty 3269.895698 = -1969383.883030 nChanged 196 SP:Iteration 41Q (2284.115740 sec): 3 clusters Score: Raw -1972694.143388 + Penalty 3269.895698 = -1969424.247690 nChanged 169 SP:Iteration 42Q (2284.160206 sec): 3 clusters Score: Raw -1972724.020016 + Penalty 3269.895698 = -1969454.124318 nChanged 159 SP:Iteration 43Q (2284.204565 sec): 3 clusters Score: Raw -1972749.811740 + Penalty 3269.895698 = -1969479.916042 nChanged 140 SP:Iteration 44Q (2284.248914 sec): 3 clusters Score: Raw -1972775.217618 + Penalty 3269.895698 = -1969505.321920 nChanged 140 SP:Iteration 45Q (2284.293014 sec): 3 clusters Score: Raw -1972800.803004 + Penalty 3269.895698 = -1969530.907306 nChanged 126 SP:Iteration 46Q (2284.337287 sec): 3 clusters Score: Raw -1972820.544136 + Penalty 3269.895698 = -1969550.648438 nChanged 109 SP:Iteration 47Q (2284.381429 sec): 3 clusters Score: Raw -1972835.386295 + Penalty 3269.895698 = -1969565.490597 nChanged 108 SP:Iteration 48Q (2284.425748 sec): 3 clusters Score: Raw -1972849.263764 + Penalty 3269.895698 = -1969579.368066 nChanged 107 SP:Iteration 49Q (2284.469750 sec): 3 clusters Score: Raw -1972861.947249 + Penalty 3269.895698 = -1969592.051551 nChanged 93 SP:Iteration 50Q (2284.513990 sec): 3 clusters Score: Raw -1972872.729620 + Penalty 3269.895698 = -1969602.833921 nChanged 79 SP:Iteration 51Q (2284.558131 sec): 3 clusters Score: Raw -1972880.735687 + Penalty 3269.895698 = -1969610.839988 nChanged 58 SP:Iteration 52Q (2284.602241 sec): 3 clusters Score: Raw -1972885.903429 + Penalty 3269.895698 = -1969616.007730 nChanged 51 SP:Iteration 53Q (2284.646320 sec): 3 clusters Score: Raw -1972889.888412 + Penalty 3269.895698 = -1969619.992713 nChanged 40 SP:Iteration 54Q (2284.690276 sec): 3 clusters Score: Raw -1972892.994501 + Penalty 3269.895698 = -1969623.098803 nChanged 38 SP:Iteration 55Q (2284.734353 sec): 3 clusters Score: Raw -1972895.999717 + Penalty 3269.895698 = -1969626.104018 nChanged 45 SP:Iteration 56Q (2284.778168 sec): 3 clusters Score: Raw -1972900.365361 + Penalty 3269.895698 = -1969630.469663 nChanged 49 SP:Iteration 57Q (2284.822499 sec): 3 clusters Score: Raw -1972905.671606 + Penalty 3269.895698 = -1969635.775908 nChanged 46 SP:Iteration 58Q (2284.866135 sec): 3 clusters Score: Raw -1972911.046801 + Penalty 3269.895698 = -1969641.151103 nChanged 52 SP:Iteration 59Q (2284.910168 sec): 3 clusters Score: Raw -1972916.156901 + Penalty 3269.895698 = -1969646.261203 nChanged 56 SP:Iteration 60F (2284.955455 sec): 3 clusters Score: Raw -1972922.785570 + Penalty 3269.895698 = -1969652.889872 nChanged 58 SP:Iteration 61Q (2284.999939 sec): 3 clusters Score: Raw -1972930.483734 + Penalty 3269.895698 = -1969660.588035 nChanged 52 SP:Iteration 62Q (2285.043765 sec): 3 clusters Score: Raw -1972935.556886 + Penalty 3269.895698 = -1969665.661188 nChanged 51 SP:Iteration 63Q (2285.087723 sec): 3 clusters Score: Raw -1972941.757627 + Penalty 3269.895698 = -1969671.861929 nChanged 51 SP:Iteration 64Q (2285.131594 sec): 3 clusters Score: Raw -1972947.798188 + Penalty 3269.895698 = -1969677.902490 nChanged 57 SP:Iteration 65Q (2285.175417 sec): 3 clusters Score: Raw -1972953.254449 + Penalty 3269.895698 = -1969683.358751 nChanged 48 SP:Iteration 66Q (2285.219459 sec): 3 clusters Score: Raw -1972958.135569 + Penalty 3269.895698 = -1969688.239870 nChanged 46 SP:Iteration 67Q (2285.263107 sec): 3 clusters Score: Raw -1972962.597878 + Penalty 3269.895698 = -1969692.702180 nChanged 44 SP:Iteration 68Q (2285.307117 sec): 3 clusters Score: Raw -1972966.573561 + Penalty 3269.895698 = -1969696.677862 nChanged 50 SP:Iteration 69Q (2285.350894 sec): 3 clusters Score: Raw -1972970.358353 + Penalty 3269.895698 = -1969700.462655 nChanged 46 SP:Iteration 70Q (2285.394751 sec): 3 clusters Score: Raw -1972973.465176 + Penalty 3269.895698 = -1969703.569477 nChanged 38 SP:Iteration 71Q (2285.438663 sec): 3 clusters Score: Raw -1972976.308213 + Penalty 3269.895698 = -1969706.412515 nChanged 29 SP:Iteration 72Q (2285.482343 sec): 3 clusters Score: Raw -1972978.447655 + Penalty 3269.895698 = -1969708.551957 nChanged 28 SP:Iteration 73Q (2285.526120 sec): 3 clusters Score: Raw -1972980.588751 + Penalty 3269.895698 = -1969710.693053 nChanged 35 SP:Iteration 74Q (2285.570024 sec): 3 clusters Score: Raw -1972983.611631 + Penalty 3269.895698 = -1969713.715933 nChanged 38 SP:Iteration 75Q (2285.613603 sec): 3 clusters Score: Raw -1972987.089085 + Penalty 3269.895698 = -1969717.193386 nChanged 44 SP:Iteration 76Q (2285.657338 sec): 3 clusters Score: Raw -1972991.096755 + Penalty 3269.895698 = -1969721.201056 nChanged 48 SP:Iteration 77Q (2285.701162 sec): 3 clusters Score: Raw -1972995.918529 + Penalty 3269.895698 = -1969726.022830 nChanged 57 SP:Iteration 78Q (2285.744924 sec): 3 clusters Score: Raw -1973001.459623 + Penalty 3269.895698 = -1969731.563924 nChanged 52 SP:Iteration 79Q (2285.788515 sec): 3 clusters Score: Raw -1973006.156651 + Penalty 3269.895698 = -1969736.260953 nChanged 47 SP:Iteration 80F (2285.834332 sec): 3 clusters Score: Raw -1973010.435841 + Penalty 3269.895698 = -1969740.540143 nChanged 40 SP:Iteration 81Q (2285.878441 sec): 3 clusters Score: Raw -1973013.444598 + Penalty 3269.895698 = -1969743.548900 nChanged 36 SP:Iteration 82Q (2285.922129 sec): 3 clusters Score: Raw -1973015.906032 + Penalty 3269.895698 = -1969746.010333 nChanged 29 SP:Iteration 83Q (2285.965475 sec): 3 clusters Score: Raw -1973017.735398 + Penalty 3269.895698 = -1969747.839700 nChanged 16 SP:Iteration 84Q (2286.009272 sec): 3 clusters Score: Raw -1973018.834391 + Penalty 3269.895698 = -1969748.938693 nChanged 16 SP:Iteration 85Q (2286.052961 sec): 3 clusters Score: Raw -1973019.565835 + Penalty 3269.895698 = -1969749.670136 nChanged 11 SP:Iteration 86Q (2286.096529 sec): 3 clusters Score: Raw -1973019.977994 + Penalty 3269.895698 = -1969750.082296 nChanged 5 SP:Iteration 87Q (2286.140035 sec): 3 clusters Score: Raw -1973020.200809 + Penalty 3269.895698 = -1969750.305110 nChanged 2 SP:Iteration 88Q (2286.183576 sec): 3 clusters Score: Raw -1973020.284767 + Penalty 3269.895698 = -1969750.389069 nChanged 2 SP:Iteration 89Q (2286.227197 sec): 3 clusters Score: Raw -1973020.417866 + Penalty 3269.895698 = -1969750.522168 nChanged 6 SP:Iteration 90Q (2286.270802 sec): 3 clusters Score: Raw -1973020.748259 + Penalty 3269.895698 = -1969750.852560 nChanged 6 SP:Iteration 91Q (2286.327088 sec): 3 clusters Score: Raw -1973021.089279 + Penalty 3269.895698 = -1969751.193581 nChanged 7 SP:Iteration 92Q (2286.371218 sec): 3 clusters Score: Raw -1973021.595685 + Penalty 3269.895698 = -1969751.699987 nChanged 8 SP:Iteration 93Q (2286.414912 sec): 3 clusters Score: Raw -1973021.979407 + Penalty 3269.895698 = -1969752.083709 nChanged 3 SP:Iteration 94Q (2286.458365 sec): 3 clusters Score: Raw -1973022.075946 + Penalty 3269.895698 = -1969752.180248 nChanged 4 SP:Iteration 95Q (2286.501845 sec): 3 clusters Score: Raw -1973022.245934 + Penalty 3269.895698 = -1969752.350236 nChanged 3 SP:Iteration 96Q (2286.545442 sec): 3 clusters Score: Raw -1973022.327026 + Penalty 3269.895698 = -1969752.431327 nChanged 2 SP:Iteration 97Q (2286.589073 sec): 3 clusters Score: Raw -1973022.373433 + Penalty 3269.895698 = -1969752.477734 nChanged 1 SP:Iteration 98Q (2286.632654 sec): 3 clusters Score: Raw -1973022.425232 + Penalty 3269.895698 = -1969752.529533 nChanged 3 SP:Iteration 99Q (2286.676345 sec): 3 clusters Score: Raw -1973022.575241 + Penalty 3269.895698 = -1969752.679542 nChanged 2 SP:Iteration 100F (2286.721934 sec): 3 clusters Score: Raw -1973022.685599 + Penalty 3269.895698 = -1969752.789901 nChanged 1 SP:Iteration 101Q (2286.766028 sec): 3 clusters Score: Raw -1973022.705850 + Penalty 3269.895698 = -1969752.810152 nChanged 0 SP:Iteration 102F (2286.811463 sec): 3 clusters Score: Raw -1973022.705850 + Penalty 3269.895698 = -1969752.810152 nChanged 0 Time taken for this iteration:1405.607162 seconds. 21->31 Clusters: Score -22971500.683347, best is -22970823.426171 THE BEST YET! Main iterations: 603 (time per iteration =685.067944 ms) Total iterations: 24198 (time per iteration =17.071492 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 279933592896.000000 (time per metric unit =1.475693ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 6718406229504.000000 (time per metric unit=61.487197ps) That took 413.095970 seconds.