FileBase DT3_rLS_rCA1_20150928_516um_432um ElecNo 12 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 0.40 and 0.59 GB. - 8 bytes per element (scalar), 26610000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.14 and 0.21 GB. - 8 bytes per element (scalar), 9579600 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.04 and 0.05 GB. - 2 bytes per element (data_int), 9579600 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 9579600 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 9579600 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 16200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=532200, nDims=18, MaxPossibleClusters=50 Total memory usage will be between 0.61 and 0.92 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 532200 data points of dimension 18. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 532200 points ------ SP: Assigned 20 initial classes randomly. Iteration 0F (9.802562 sec): 20 clusters Score: Raw -42052075.179261 + Penalty 23798.518221 = -42028276.661040 nChanged 504244 Iteration 1F (14.673315 sec): 20 clusters Score: Raw -44037627.797454 + Penalty 23798.518221 = -44013829.279233 nChanged 193290 Deleting Class 1 (597 points): Lose 1003.426686 but Gain 1252.553591 Iteration 2F (19.476965 sec): 19 clusters Score: Raw -44479141.465549 + Penalty 22545.964630 = -44456595.500919 nChanged 105991 Iteration 3F (24.110824 sec): 19 clusters Score: Raw -44679825.802313 + Penalty 22545.964630 = -44657279.837683 nChanged 53068 Iteration 4F (28.756195 sec): 19 clusters Score: Raw -44749953.817566 + Penalty 22545.964630 = -44727407.852935 nChanged 29330 Iteration 5F (33.416904 sec): 19 clusters Score: Raw -44777881.044310 + Penalty 22545.964630 = -44755335.079680 nChanged 20615 Iteration 6Q (35.877618 sec): 19 clusters Score: Raw -44793285.014743 + Penalty 22545.964630 = -44770739.050113 nChanged 15828 Iteration 7Q (38.400125 sec): 19 clusters Score: Raw -44804204.720727 + Penalty 22545.964630 = -44781658.756097 nChanged 12994 Iteration 8Q (41.005753 sec): 19 clusters Score: Raw -44812587.481044 + Penalty 22545.964630 = -44790041.516414 nChanged 11197 Iteration 9Q (43.207280 sec): 19 clusters Score: Raw -44818838.984869 + Penalty 22545.964630 = -44796293.020239 nChanged 10063 Iteration 10Q (45.718694 sec): 19 clusters Score: Raw -44823775.058529 + Penalty 22545.964630 = -44801229.093899 nChanged 9189 Iteration 11Q (47.870891 sec): 19 clusters Score: Raw -44827898.330833 + Penalty 22545.964630 = -44805352.366203 nChanged 8437 Iteration 12Q (50.300728 sec): 19 clusters Score: Raw -44831395.712996 + Penalty 22545.964630 = -44808849.748365 nChanged 8162 Iteration 13Q (52.796214 sec): 19 clusters Score: Raw -44834803.207984 + Penalty 22545.964630 = -44812257.243354 nChanged 8127 Iteration 14Q (54.971410 sec): 19 clusters Score: Raw -44838184.445809 + Penalty 22545.964630 = -44815638.481179 nChanged 7994 Iteration 15Q (57.193285 sec): 19 clusters Score: Raw -44841720.094389 + Penalty 22545.964630 = -44819174.129759 nChanged 8016 Iteration 16Q (59.394319 sec): 19 clusters Score: Raw -44845591.238339 + Penalty 22545.964630 = -44823045.273709 nChanged 8229 Iteration 17Q (61.628211 sec): 19 clusters Score: Raw -44849024.362198 + Penalty 22545.964630 = -44826478.397568 nChanged 8279 Iteration 18Q (63.906507 sec): 19 clusters Score: Raw -44852331.386736 + Penalty 22545.964630 = -44829785.422106 nChanged 8617 Iteration 19Q (66.183999 sec): 19 clusters Score: Raw -44855811.874183 + Penalty 22545.964630 = -44833265.909552 nChanged 9119 Writing temp clu file Because OldScore, -44829785.422106, is greater than current (better) Score,-44833265.909552 Compute initial score before splitting: Score: Raw -44855811.874183 + Penalty 22545.964630 = -44833265.909552 Trying to split cluster 2 (3813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.378789 sec): 2 clusters Score: Raw -315959.227831 + Penalty 783.386298 = -315175.841533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.432924 sec): 3 clusters Score: Raw -313936.606676 + Penalty 1566.772596 = -312369.834080 nChanged 1598 SP:Iteration 1F (66.481729 sec): 3 clusters Score: Raw -314949.308604 + Penalty 1566.772596 = -313382.536007 nChanged 292 SP:Iteration 2F (66.529357 sec): 3 clusters Score: Raw -315145.113419 + Penalty 1566.772596 = -313578.340823 nChanged 246 SP:Iteration 3F (66.589270 sec): 3 clusters Score: Raw -315330.199734 + Penalty 1566.772596 = -313763.427137 nChanged 252 SP:Iteration 4F (66.638561 sec): 3 clusters Score: Raw -315487.928672 + Penalty 1566.772596 = -313921.156075 nChanged 187 SP:Iteration 5Q (66.688026 sec): 3 clusters Score: Raw -315583.331212 + Penalty 1566.772596 = -314016.558616 nChanged 133 SP:Iteration 6Q (66.738773 sec): 3 clusters Score: Raw -315658.420082 + Penalty 1566.772596 = -314091.647485 nChanged 103 SP:Iteration 7Q (66.785799 sec): 3 clusters Score: Raw -315716.936408 + Penalty 1566.772596 = -314150.163812 nChanged 87 SP:Iteration 8Q (66.840056 sec): 3 clusters Score: Raw -315784.014150 + Penalty 1566.772596 = -314217.241553 nChanged 80 SP:Iteration 9Q (66.888786 sec): 3 clusters Score: Raw -315919.319592 + Penalty 1566.772596 = -314352.546996 nChanged 96 SP:Iteration 10Q (66.937204 sec): 3 clusters Score: Raw -316144.255064 + Penalty 1566.772596 = -314577.482468 nChanged 84 SP:Iteration 11Q (66.974536 sec): 3 clusters Score: Raw -316230.700943 + Penalty 1566.772596 = -314663.928347 nChanged 73 SP:Iteration 12Q (67.030628 sec): 3 clusters Score: Raw -316253.396682 + Penalty 1566.772596 = -314686.624086 nChanged 50 SP:Iteration 13Q (67.079760 sec): 3 clusters Score: Raw -316268.624583 + Penalty 1566.772596 = -314701.851986 nChanged 50 SP:Iteration 14Q (67.127937 sec): 3 clusters Score: Raw -316284.353594 + Penalty 1566.772596 = -314717.580997 nChanged 42 SP:Iteration 15Q (67.165199 sec): 3 clusters Score: Raw -316296.189814 + Penalty 1566.772596 = -314729.417218 nChanged 41 SP:Iteration 16Q (67.215372 sec): 3 clusters Score: Raw -316308.513794 + Penalty 1566.772596 = -314741.741198 nChanged 38 SP:Iteration 17Q (67.259978 sec): 3 clusters Score: Raw -316318.250738 + Penalty 1566.772596 = -314751.478141 nChanged 41 SP:Iteration 18Q (67.321969 sec): 3 clusters Score: Raw -316329.479117 + Penalty 1566.772596 = -314762.706521 nChanged 46 SP:Iteration 19Q (67.360941 sec): 3 clusters Score: Raw -316343.648982 + Penalty 1566.772596 = -314776.876386 nChanged 51 SP:Iteration 20F (67.407636 sec): 3 clusters Score: Raw -316362.813683 + Penalty 1566.772596 = -314796.041086 nChanged 51 SP:Iteration 21Q (67.457618 sec): 3 clusters Score: Raw -316383.881576 + Penalty 1566.772596 = -314817.108979 nChanged 65 SP:Iteration 22Q (67.512195 sec): 3 clusters Score: Raw -316416.334770 + Penalty 1566.772596 = -314849.562173 nChanged 80 SP:Iteration 23Q (67.555097 sec): 3 clusters Score: Raw -316457.667663 + Penalty 1566.772596 = -314890.895067 nChanged 89 SP:Iteration 24Q (67.604601 sec): 3 clusters Score: Raw -316508.494889 + Penalty 1566.772596 = -314941.722292 nChanged 100 SP:Iteration 25Q (67.663326 sec): 3 clusters Score: Raw -316570.416877 + Penalty 1566.772596 = -315003.644280 nChanged 111 SP:Iteration 26Q (67.715356 sec): 3 clusters Score: Raw -316647.145802 + Penalty 1566.772596 = -315080.373206 nChanged 113 SP:Iteration 27Q (67.771001 sec): 3 clusters Score: Raw -316738.094232 + Penalty 1566.772596 = -315171.321636 nChanged 113 SP:Iteration 28Q (67.822331 sec): 3 clusters Score: Raw -316838.424572 + Penalty 1566.772596 = -315271.651976 nChanged 93 SP:Iteration 29Q (67.870983 sec): 3 clusters Score: Raw -316933.845459 + Penalty 1566.772596 = -315367.072863 nChanged 72 SP:Iteration 30Q (67.910804 sec): 3 clusters Score: Raw -317063.591801 + Penalty 1566.772596 = -315496.819205 nChanged 75 SP:Iteration 31Q (67.970483 sec): 3 clusters Score: Raw -317396.799263 + Penalty 1566.772596 = -315830.026667 nChanged 53 SP:Iteration 32Q (68.015695 sec): 3 clusters Score: Raw -317773.833999 + Penalty 1566.772596 = -316207.061403 nChanged 20 SP:Iteration 33Q (68.067112 sec): 3 clusters Score: Raw -317812.222786 + Penalty 1566.772596 = -316245.450189 nChanged 3 SP:Iteration 34Q (68.117738 sec): 3 clusters Score: Raw -317813.301310 + Penalty 1566.772596 = -316246.528714 nChanged 0 SP:Iteration 35F (68.176014 sec): 3 clusters Score: Raw -317813.301310 + Penalty 1566.772596 = -316246.528714 nChanged 0 Score: Raw -44859442.388619 + Penalty 23798.518221 = -44835643.870398 Splitting cluster 2 changes total score from -44833265.909552 to -44835643.870398 So it's getting split into cluster 1. Trying to split cluster 3 (322977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73.405840 sec): 2 clusters Score: Raw -28117867.417409 + Penalty 1205.106957 = -28116662.310452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73.858891 sec): 3 clusters Score: Raw -27899178.804587 + Penalty 2410.213915 = -27896768.590673 nChanged 159311 SP:Iteration 1F (74.318412 sec): 3 clusters Score: Raw -27996291.081547 + Penalty 2410.213915 = -27993880.867632 nChanged 12059 SP:Iteration 2Q (74.778304 sec): 3 clusters Score: Raw -27999820.945782 + Penalty 2410.213915 = -27997410.731867 nChanged 13513 SP:Iteration 3Q (75.247554 sec): 3 clusters Score: Raw -28004662.055037 + Penalty 2410.213915 = -28002251.841123 nChanged 15760 SP:Iteration 4Q (75.695154 sec): 3 clusters Score: Raw -28011653.400882 + Penalty 2410.213915 = -28009243.186967 nChanged 18368 SP:Iteration 5F (76.147725 sec): 3 clusters Score: Raw -28021737.577523 + Penalty 2410.213915 = -28019327.363608 nChanged 20657 SP:Iteration 6F (76.590334 sec): 3 clusters Score: Raw -28035519.479317 + Penalty 2410.213915 = -28033109.265403 nChanged 21555 SP:Iteration 7F (77.030930 sec): 3 clusters Score: Raw -28052724.255196 + Penalty 2410.213915 = -28050314.041281 nChanged 20538 SP:Iteration 8F (77.462007 sec): 3 clusters Score: Raw -28073672.326268 + Penalty 2410.213915 = -28071262.112354 nChanged 19887 SP:Iteration 9F (77.897286 sec): 3 clusters Score: Raw -28108962.082661 + Penalty 2410.213915 = -28106551.868747 nChanged 21231 SP:Iteration 10F (78.359237 sec): 3 clusters Score: Raw -28199962.546978 + Penalty 2410.213915 = -28197552.333064 nChanged 17270 SP:Iteration 11F (78.809696 sec): 3 clusters Score: Raw -28292994.747175 + Penalty 2410.213915 = -28290584.533260 nChanged 4582 SP:Iteration 12Q (79.160846 sec): 3 clusters Score: Raw -28316103.980141 + Penalty 2410.213915 = -28313693.766227 nChanged 23 SP:Iteration 13Q (79.498472 sec): 3 clusters Score: Raw -28316108.407654 + Penalty 2410.213915 = -28313698.193739 nChanged 0 SP:Iteration 14F (79.937085 sec): 3 clusters Score: Raw -28316108.407654 + Penalty 2410.213915 = -28313698.193739 nChanged 0 Score: Raw -45057683.378863 + Penalty 25051.071811 = -45032632.307052 Splitting cluster 3 changes total score from -44833265.909552 to -45032632.307052 So it's getting split into cluster 20. Trying to split cluster 4 (4812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.115532 sec): 2 clusters Score: Raw -402955.425052 + Penalty 805.492467 = -402149.932585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.171488 sec): 3 clusters Score: Raw -400219.243847 + Penalty 1610.984935 = -398608.258913 nChanged 2085 SP:Iteration 1F (85.223741 sec): 3 clusters Score: Raw -401509.497299 + Penalty 1610.984935 = -399898.512364 nChanged 390 SP:Iteration 2F (85.278311 sec): 3 clusters Score: Raw -401783.027810 + Penalty 1610.984935 = -400172.042876 nChanged 353 SP:Iteration 3F (85.328881 sec): 3 clusters Score: Raw -402109.254786 + Penalty 1610.984935 = -400498.269851 nChanged 346 SP:Iteration 4F (85.382201 sec): 3 clusters Score: Raw -402423.063245 + Penalty 1610.984935 = -400812.078310 nChanged 312 SP:Iteration 5F (85.435895 sec): 3 clusters Score: Raw -402717.220382 + Penalty 1610.984935 = -401106.235448 nChanged 252 SP:Iteration 6F (85.488526 sec): 3 clusters Score: Raw -402932.867374 + Penalty 1610.984935 = -401321.882440 nChanged 193 SP:Iteration 7Q (85.541447 sec): 3 clusters Score: Raw -403069.824837 + Penalty 1610.984935 = -401458.839902 nChanged 148 SP:Iteration 8Q (85.594734 sec): 3 clusters Score: Raw -403165.685586 + Penalty 1610.984935 = -401554.700651 nChanged 111 SP:Iteration 9Q (85.649923 sec): 3 clusters Score: Raw -403229.906495 + Penalty 1610.984935 = -401618.921560 nChanged 79 SP:Iteration 10Q (85.690178 sec): 3 clusters Score: Raw -403264.842034 + Penalty 1610.984935 = -401653.857099 nChanged 58 SP:Iteration 11Q (85.753598 sec): 3 clusters Score: Raw -403287.368790 + Penalty 1610.984935 = -401676.383855 nChanged 44 SP:Iteration 12Q (85.806931 sec): 3 clusters Score: Raw -403301.768535 + Penalty 1610.984935 = -401690.783600 nChanged 31 SP:Iteration 13Q (85.853144 sec): 3 clusters Score: Raw -403311.900986 + Penalty 1610.984935 = -401700.916051 nChanged 33 SP:Iteration 14Q (85.900545 sec): 3 clusters Score: Raw -403322.494064 + Penalty 1610.984935 = -401711.509129 nChanged 26 SP:Iteration 15Q (85.961464 sec): 3 clusters Score: Raw -403328.454262 + Penalty 1610.984935 = -401717.469327 nChanged 22 SP:Iteration 16Q (86.004701 sec): 3 clusters Score: Raw -403334.302513 + Penalty 1610.984935 = -401723.317579 nChanged 23 SP:Iteration 17Q (86.065890 sec): 3 clusters Score: Raw -403341.006078 + Penalty 1610.984935 = -401730.021143 nChanged 18 SP:Iteration 18Q (86.123678 sec): 3 clusters Score: Raw -403347.579818 + Penalty 1610.984935 = -401736.594883 nChanged 18 SP:Iteration 19Q (86.170862 sec): 3 clusters Score: Raw -403351.548221 + Penalty 1610.984935 = -401740.563287 nChanged 16 SP:Iteration 20F (86.228549 sec): 3 clusters Score: Raw -403355.553364 + Penalty 1610.984935 = -401744.568429 nChanged 18 SP:Iteration 21Q (86.277248 sec): 3 clusters Score: Raw -403359.380417 + Penalty 1610.984935 = -401748.395483 nChanged 15 SP:Iteration 22Q (86.333295 sec): 3 clusters Score: Raw -403362.455325 + Penalty 1610.984935 = -401751.470390 nChanged 16 SP:Iteration 23Q (86.380025 sec): 3 clusters Score: Raw -403366.514213 + Penalty 1610.984935 = -401755.529278 nChanged 9 SP:Iteration 24Q (86.433553 sec): 3 clusters Score: Raw -403368.710648 + Penalty 1610.984935 = -401757.725713 nChanged 11 SP:Iteration 25Q (86.489251 sec): 3 clusters Score: Raw -403370.760741 + Penalty 1610.984935 = -401759.775806 nChanged 6 SP:Iteration 26Q (86.535834 sec): 3 clusters Score: Raw -403371.690887 + Penalty 1610.984935 = -401760.705953 nChanged 5 SP:Iteration 27Q (86.590067 sec): 3 clusters Score: Raw -403372.823680 + Penalty 1610.984935 = -401761.838745 nChanged 4 SP:Iteration 28Q (86.635716 sec): 3 clusters Score: Raw -403373.401230 + Penalty 1610.984935 = -401762.416295 nChanged 1 SP:Iteration 29Q (86.698682 sec): 3 clusters Score: Raw -403373.812235 + Penalty 1610.984935 = -401762.827301 nChanged 1 SP:Iteration 30Q (86.747029 sec): 3 clusters Score: Raw -403373.991386 + Penalty 1610.984935 = -401763.006451 nChanged 0 SP:Iteration 31F (86.801674 sec): 3 clusters Score: Raw -403373.991386 + Penalty 1610.984935 = -401763.006451 nChanged 0 Trying to split cluster 5 (26067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.862103 sec): 2 clusters Score: Raw -2318995.981895 + Penalty 966.000415 = -2318029.981480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.947251 sec): 3 clusters Score: Raw -2302358.757362 + Penalty 1932.000831 = -2300426.756531 nChanged 12117 SP:Iteration 1F (87.027973 sec): 3 clusters Score: Raw -2309616.221148 + Penalty 1932.000831 = -2307684.220317 nChanged 1455 SP:Iteration 2F (87.104328 sec): 3 clusters Score: Raw -2310345.814194 + Penalty 1932.000831 = -2308413.813364 nChanged 1477 SP:Iteration 3F (87.184276 sec): 3 clusters Score: Raw -2311238.205605 + Penalty 1932.000831 = -2309306.204775 nChanged 1578 SP:Iteration 4F (87.264571 sec): 3 clusters Score: Raw -2312313.103749 + Penalty 1932.000831 = -2310381.102919 nChanged 1604 SP:Iteration 5F (87.344790 sec): 3 clusters Score: Raw -2313556.030029 + Penalty 1932.000831 = -2311624.029198 nChanged 1612 SP:Iteration 6F (87.413827 sec): 3 clusters Score: Raw -2314856.096773 + Penalty 1932.000831 = -2312924.095942 nChanged 1406 SP:Iteration 7F (87.496170 sec): 3 clusters Score: Raw -2315873.540990 + Penalty 1932.000831 = -2313941.540159 nChanged 1124 SP:Iteration 8Q (87.578592 sec): 3 clusters Score: Raw -2316500.703270 + Penalty 1932.000831 = -2314568.702439 nChanged 817 SP:Iteration 9Q (87.660532 sec): 3 clusters Score: Raw -2316861.819502 + Penalty 1932.000831 = -2314929.818672 nChanged 594 SP:Iteration 10Q (87.737294 sec): 3 clusters Score: Raw -2317099.568330 + Penalty 1932.000831 = -2315167.567499 nChanged 467 SP:Iteration 11Q (87.818536 sec): 3 clusters Score: Raw -2317284.002770 + Penalty 1932.000831 = -2315352.001939 nChanged 418 SP:Iteration 12Q (87.886172 sec): 3 clusters Score: Raw -2317445.603855 + Penalty 1932.000831 = -2315513.603024 nChanged 388 SP:Iteration 13Q (87.972719 sec): 3 clusters Score: Raw -2317589.519216 + Penalty 1932.000831 = -2315657.518385 nChanged 349 SP:Iteration 14Q (88.051399 sec): 3 clusters Score: Raw -2317720.459558 + Penalty 1932.000831 = -2315788.458727 nChanged 350 SP:Iteration 15Q (88.127806 sec): 3 clusters Score: Raw -2317848.409231 + Penalty 1932.000831 = -2315916.408400 nChanged 319 SP:Iteration 16Q (88.202723 sec): 3 clusters Score: Raw -2317954.302576 + Penalty 1932.000831 = -2316022.301746 nChanged 273 SP:Iteration 17Q (88.274341 sec): 3 clusters Score: Raw -2318045.409058 + Penalty 1932.000831 = -2316113.408227 nChanged 282 SP:Iteration 18Q (88.344621 sec): 3 clusters Score: Raw -2318141.430906 + Penalty 1932.000831 = -2316209.430075 nChanged 276 SP:Iteration 19Q (88.430695 sec): 3 clusters Score: Raw -2318237.340280 + Penalty 1932.000831 = -2316305.339449 nChanged 281 SP:Iteration 20F (88.512615 sec): 3 clusters Score: Raw -2318343.393510 + Penalty 1932.000831 = -2316411.392679 nChanged 279 SP:Iteration 21Q (88.588551 sec): 3 clusters Score: Raw -2318447.038947 + Penalty 1932.000831 = -2316515.038116 nChanged 264 SP:Iteration 22Q (88.661663 sec): 3 clusters Score: Raw -2318537.665650 + Penalty 1932.000831 = -2316605.664820 nChanged 219 SP:Iteration 23Q (88.738054 sec): 3 clusters Score: Raw -2318610.674100 + Penalty 1932.000831 = -2316678.673270 nChanged 230 SP:Iteration 24Q (88.816169 sec): 3 clusters Score: Raw -2318692.278104 + Penalty 1932.000831 = -2316760.277273 nChanged 238 SP:Iteration 25Q (88.890777 sec): 3 clusters Score: Raw -2318767.292805 + Penalty 1932.000831 = -2316835.291974 nChanged 200 SP:Iteration 26Q (88.960650 sec): 3 clusters Score: Raw -2318830.223078 + Penalty 1932.000831 = -2316898.222247 nChanged 187 SP:Iteration 27Q (89.036155 sec): 3 clusters Score: Raw -2318887.209243 + Penalty 1932.000831 = -2316955.208412 nChanged 152 SP:Iteration 28Q (89.109255 sec): 3 clusters Score: Raw -2318927.086298 + Penalty 1932.000831 = -2316995.085467 nChanged 134 SP:Iteration 29Q (89.183968 sec): 3 clusters Score: Raw -2318956.281298 + Penalty 1932.000831 = -2317024.280467 nChanged 106 SP:Iteration 30Q (89.252754 sec): 3 clusters Score: Raw -2318986.478142 + Penalty 1932.000831 = -2317054.477311 nChanged 110 SP:Iteration 31Q (89.336822 sec): 3 clusters Score: Raw -2319016.504250 + Penalty 1932.000831 = -2317084.503420 nChanged 97 SP:Iteration 32Q (89.411947 sec): 3 clusters Score: Raw -2319044.788967 + Penalty 1932.000831 = -2317112.788137 nChanged 83 SP:Iteration 33Q (89.482026 sec): 3 clusters Score: Raw -2319067.662870 + Penalty 1932.000831 = -2317135.662040 nChanged 77 SP:Iteration 34Q (89.559227 sec): 3 clusters Score: Raw -2319087.161001 + Penalty 1932.000831 = -2317155.160170 nChanged 66 SP:Iteration 35Q (89.622922 sec): 3 clusters Score: Raw -2319105.843269 + Penalty 1932.000831 = -2317173.842438 nChanged 73 SP:Iteration 36Q (89.704608 sec): 3 clusters Score: Raw -2319126.792230 + Penalty 1932.000831 = -2317194.791400 nChanged 59 SP:Iteration 37Q (89.779021 sec): 3 clusters Score: Raw -2319143.157322 + Penalty 1932.000831 = -2317211.156491 nChanged 56 SP:Iteration 38Q (89.852999 sec): 3 clusters Score: Raw -2319155.498613 + Penalty 1932.000831 = -2317223.497782 nChanged 41 SP:Iteration 39Q (89.926416 sec): 3 clusters Score: Raw -2319164.438139 + Penalty 1932.000831 = -2317232.437309 nChanged 36 SP:Iteration 40F (90.005167 sec): 3 clusters Score: Raw -2319172.805642 + Penalty 1932.000831 = -2317240.804811 nChanged 43 SP:Iteration 41Q (90.076768 sec): 3 clusters Score: Raw -2319182.188132 + Penalty 1932.000831 = -2317250.187301 nChanged 32 SP:Iteration 42Q (90.143279 sec): 3 clusters Score: Raw -2319189.287140 + Penalty 1932.000831 = -2317257.286309 nChanged 32 SP:Iteration 43Q (90.225859 sec): 3 clusters Score: Raw -2319197.609443 + Penalty 1932.000831 = -2317265.608613 nChanged 39 SP:Iteration 44Q (90.300267 sec): 3 clusters Score: Raw -2319209.417298 + Penalty 1932.000831 = -2317277.416467 nChanged 29 SP:Iteration 45Q (90.365808 sec): 3 clusters Score: Raw -2319216.257416 + Penalty 1932.000831 = -2317284.256585 nChanged 29 SP:Iteration 46Q (90.449131 sec): 3 clusters Score: Raw -2319222.581625 + Penalty 1932.000831 = -2317290.580794 nChanged 19 SP:Iteration 47Q (90.518973 sec): 3 clusters Score: Raw -2319226.066698 + Penalty 1932.000831 = -2317294.065867 nChanged 21 SP:Iteration 48Q (90.590431 sec): 3 clusters Score: Raw -2319230.525256 + Penalty 1932.000831 = -2317298.524425 nChanged 25 SP:Iteration 49Q (90.669860 sec): 3 clusters Score: Raw -2319235.861387 + Penalty 1932.000831 = -2317303.860556 nChanged 29 SP:Iteration 50Q (90.747192 sec): 3 clusters Score: Raw -2319241.978746 + Penalty 1932.000831 = -2317309.977915 nChanged 25 SP:Iteration 51Q (90.819805 sec): 3 clusters Score: Raw -2319248.425934 + Penalty 1932.000831 = -2317316.425103 nChanged 29 SP:Iteration 52Q (90.894609 sec): 3 clusters Score: Raw -2319255.291003 + Penalty 1932.000831 = -2317323.290172 nChanged 21 SP:Iteration 53Q (90.971634 sec): 3 clusters Score: Raw -2319259.984484 + Penalty 1932.000831 = -2317327.983653 nChanged 22 SP:Iteration 54Q (91.035951 sec): 3 clusters Score: Raw -2319265.650969 + Penalty 1932.000831 = -2317333.650138 nChanged 19 SP:Iteration 55Q (91.116871 sec): 3 clusters Score: Raw -2319270.555815 + Penalty 1932.000831 = -2317338.554984 nChanged 20 SP:Iteration 56Q (91.191244 sec): 3 clusters Score: Raw -2319276.082619 + Penalty 1932.000831 = -2317344.081789 nChanged 19 SP:Iteration 57Q (91.249721 sec): 3 clusters Score: Raw -2319279.280246 + Penalty 1932.000831 = -2317347.279415 nChanged 11 SP:Iteration 58Q (91.321845 sec): 3 clusters Score: Raw -2319281.423216 + Penalty 1932.000831 = -2317349.422385 nChanged 10 SP:Iteration 59Q (91.403168 sec): 3 clusters Score: Raw -2319283.025418 + Penalty 1932.000831 = -2317351.024587 nChanged 13 SP:Iteration 60F (91.483502 sec): 3 clusters Score: Raw -2319285.657873 + Penalty 1932.000831 = -2317353.657042 nChanged 13 SP:Iteration 61Q (91.559675 sec): 3 clusters Score: Raw -2319288.193536 + Penalty 1932.000831 = -2317356.192706 nChanged 12 SP:Iteration 62Q (91.637032 sec): 3 clusters Score: Raw -2319290.173683 + Penalty 1932.000831 = -2317358.172852 nChanged 8 SP:Iteration 63Q (91.713160 sec): 3 clusters Score: Raw -2319291.656459 + Penalty 1932.000831 = -2317359.655628 nChanged 6 SP:Iteration 64Q (91.788203 sec): 3 clusters Score: Raw -2319292.645058 + Penalty 1932.000831 = -2317360.644227 nChanged 3 SP:Iteration 65Q (91.866705 sec): 3 clusters Score: Raw -2319293.100907 + Penalty 1932.000831 = -2317361.100076 nChanged 5 SP:Iteration 66Q (91.936083 sec): 3 clusters Score: Raw -2319293.775651 + Penalty 1932.000831 = -2317361.774821 nChanged 6 SP:Iteration 67Q (92.009946 sec): 3 clusters Score: Raw -2319294.872965 + Penalty 1932.000831 = -2317362.872134 nChanged 7 SP:Iteration 68Q (92.081813 sec): 3 clusters Score: Raw -2319295.927284 + Penalty 1932.000831 = -2317363.926453 nChanged 2 SP:Iteration 69Q (92.150838 sec): 3 clusters Score: Raw -2319296.243242 + Penalty 1932.000831 = -2317364.242411 nChanged 2 SP:Iteration 70Q (92.213778 sec): 3 clusters Score: Raw -2319296.655396 + Penalty 1932.000831 = -2317364.654565 nChanged 7 SP:Iteration 71Q (92.296149 sec): 3 clusters Score: Raw -2319298.106303 + Penalty 1932.000831 = -2317366.105472 nChanged 4 SP:Iteration 72Q (92.371697 sec): 3 clusters Score: Raw -2319298.497820 + Penalty 1932.000831 = -2317366.496989 nChanged 2 SP:Iteration 73Q (92.447314 sec): 3 clusters Score: Raw -2319298.700932 + Penalty 1932.000831 = -2317366.700102 nChanged 1 SP:Iteration 74Q (92.515862 sec): 3 clusters Score: Raw -2319298.819761 + Penalty 1932.000831 = -2317366.818930 nChanged 0 SP:Iteration 75F (92.604929 sec): 3 clusters Score: Raw -2319298.819761 + Penalty 1932.000831 = -2317366.818930 nChanged 0 Trying to split cluster 6 (27500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.657640 sec): 2 clusters Score: Raw -2326440.236710 + Penalty 971.084422 = -2325469.152288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.742071 sec): 3 clusters Score: Raw -2309119.864512 + Penalty 1942.168844 = -2307177.695668 nChanged 12913 SP:Iteration 1F (92.823195 sec): 3 clusters Score: Raw -2317154.569945 + Penalty 1942.168844 = -2315212.401101 nChanged 1585 SP:Iteration 2F (92.903393 sec): 3 clusters Score: Raw -2317868.401957 + Penalty 1942.168844 = -2315926.233113 nChanged 1541 SP:Iteration 3F (92.991133 sec): 3 clusters Score: Raw -2318541.935572 + Penalty 1942.168844 = -2316599.766728 nChanged 1422 SP:Iteration 4F (93.073775 sec): 3 clusters Score: Raw -2319137.360489 + Penalty 1942.168844 = -2317195.191645 nChanged 1353 SP:Iteration 5Q (93.156284 sec): 3 clusters Score: Raw -2319772.175665 + Penalty 1942.168844 = -2317830.006821 nChanged 1290 SP:Iteration 6Q (93.240072 sec): 3 clusters Score: Raw -2320556.606819 + Penalty 1942.168844 = -2318614.437975 nChanged 1295 SP:Iteration 7Q (93.319659 sec): 3 clusters Score: Raw -2321446.807475 + Penalty 1942.168844 = -2319504.638632 nChanged 1227 SP:Iteration 8Q (93.403544 sec): 3 clusters Score: Raw -2322357.734868 + Penalty 1942.168844 = -2320415.566024 nChanged 1144 SP:Iteration 9Q (93.486072 sec): 3 clusters Score: Raw -2323116.481802 + Penalty 1942.168844 = -2321174.312958 nChanged 942 SP:Iteration 10Q (93.568221 sec): 3 clusters Score: Raw -2323601.803679 + Penalty 1942.168844 = -2321659.634836 nChanged 713 SP:Iteration 11Q (93.650646 sec): 3 clusters Score: Raw -2323920.282450 + Penalty 1942.168844 = -2321978.113606 nChanged 569 SP:Iteration 12Q (93.732669 sec): 3 clusters Score: Raw -2324134.957492 + Penalty 1942.168844 = -2322192.788648 nChanged 453 SP:Iteration 13Q (93.810122 sec): 3 clusters Score: Raw -2324287.075589 + Penalty 1942.168844 = -2322344.906746 nChanged 438 SP:Iteration 14Q (93.881358 sec): 3 clusters Score: Raw -2324451.243209 + Penalty 1942.168844 = -2322509.074365 nChanged 474 SP:Iteration 15Q (93.969117 sec): 3 clusters Score: Raw -2324636.932156 + Penalty 1942.168844 = -2322694.763312 nChanged 425 SP:Iteration 16Q (94.053323 sec): 3 clusters Score: Raw -2324797.522727 + Penalty 1942.168844 = -2322855.353883 nChanged 430 SP:Iteration 17Q (94.134317 sec): 3 clusters Score: Raw -2324954.952928 + Penalty 1942.168844 = -2323012.784084 nChanged 417 SP:Iteration 18Q (94.214360 sec): 3 clusters Score: Raw -2325117.499253 + Penalty 1942.168844 = -2323175.330409 nChanged 434 SP:Iteration 19Q (94.294293 sec): 3 clusters Score: Raw -2325302.874912 + Penalty 1942.168844 = -2323360.706068 nChanged 431 SP:Iteration 20F (94.377544 sec): 3 clusters Score: Raw -2325492.911457 + Penalty 1942.168844 = -2323550.742613 nChanged 400 SP:Iteration 21Q (94.456910 sec): 3 clusters Score: Raw -2325689.149261 + Penalty 1942.168844 = -2323746.980417 nChanged 378 SP:Iteration 22Q (94.534606 sec): 3 clusters Score: Raw -2325895.748063 + Penalty 1942.168844 = -2323953.579219 nChanged 373 SP:Iteration 23Q (94.602763 sec): 3 clusters Score: Raw -2326101.189549 + Penalty 1942.168844 = -2324159.020705 nChanged 298 SP:Iteration 24Q (94.679657 sec): 3 clusters Score: Raw -2326257.733566 + Penalty 1942.168844 = -2324315.564722 nChanged 261 SP:Iteration 25Q (94.753678 sec): 3 clusters Score: Raw -2326395.252186 + Penalty 1942.168844 = -2324453.083342 nChanged 230 SP:Iteration 26Q (94.844351 sec): 3 clusters Score: Raw -2326513.166314 + Penalty 1942.168844 = -2324570.997470 nChanged 213 SP:Iteration 27Q (94.920340 sec): 3 clusters Score: Raw -2326632.198127 + Penalty 1942.168844 = -2324690.029283 nChanged 197 SP:Iteration 28Q (94.996153 sec): 3 clusters Score: Raw -2326738.599688 + Penalty 1942.168844 = -2324796.430844 nChanged 181 SP:Iteration 29Q (95.070937 sec): 3 clusters Score: Raw -2326824.716355 + Penalty 1942.168844 = -2324882.547511 nChanged 137 SP:Iteration 30Q (95.148987 sec): 3 clusters Score: Raw -2326875.495396 + Penalty 1942.168844 = -2324933.326552 nChanged 102 SP:Iteration 31Q (95.225824 sec): 3 clusters Score: Raw -2326917.449549 + Penalty 1942.168844 = -2324975.280705 nChanged 82 SP:Iteration 32Q (95.294247 sec): 3 clusters Score: Raw -2326947.187459 + Penalty 1942.168844 = -2325005.018615 nChanged 74 SP:Iteration 33Q (95.376713 sec): 3 clusters Score: Raw -2326971.907166 + Penalty 1942.168844 = -2325029.738322 nChanged 68 SP:Iteration 34Q (95.459647 sec): 3 clusters Score: Raw -2326995.430637 + Penalty 1942.168844 = -2325053.261793 nChanged 62 SP:Iteration 35Q (95.535385 sec): 3 clusters Score: Raw -2327014.551695 + Penalty 1942.168844 = -2325072.382851 nChanged 58 SP:Iteration 36Q (95.607281 sec): 3 clusters Score: Raw -2327031.882498 + Penalty 1942.168844 = -2325089.713654 nChanged 46 SP:Iteration 37Q (95.686481 sec): 3 clusters Score: Raw -2327042.640671 + Penalty 1942.168844 = -2325100.471827 nChanged 32 SP:Iteration 38Q (95.760447 sec): 3 clusters Score: Raw -2327049.991897 + Penalty 1942.168844 = -2325107.823053 nChanged 27 SP:Iteration 39Q (95.833842 sec): 3 clusters Score: Raw -2327055.167426 + Penalty 1942.168844 = -2325112.998582 nChanged 28 SP:Iteration 40F (95.909266 sec): 3 clusters Score: Raw -2327059.897222 + Penalty 1942.168844 = -2325117.728378 nChanged 27 SP:Iteration 41Q (95.971807 sec): 3 clusters Score: Raw -2327065.072253 + Penalty 1942.168844 = -2325122.903409 nChanged 23 SP:Iteration 42Q (96.058348 sec): 3 clusters Score: Raw -2327068.819230 + Penalty 1942.168844 = -2325126.650386 nChanged 22 SP:Iteration 43Q (96.131975 sec): 3 clusters Score: Raw -2327072.924265 + Penalty 1942.168844 = -2325130.755421 nChanged 25 SP:Iteration 44Q (96.206638 sec): 3 clusters Score: Raw -2327078.250728 + Penalty 1942.168844 = -2325136.081884 nChanged 30 SP:Iteration 45Q (96.278944 sec): 3 clusters Score: Raw -2327082.658237 + Penalty 1942.168844 = -2325140.489393 nChanged 21 SP:Iteration 46Q (96.348316 sec): 3 clusters Score: Raw -2327086.294621 + Penalty 1942.168844 = -2325144.125777 nChanged 26 SP:Iteration 47Q (96.423033 sec): 3 clusters Score: Raw -2327090.312662 + Penalty 1942.168844 = -2325148.143818 nChanged 13 SP:Iteration 48Q (96.495648 sec): 3 clusters Score: Raw -2327092.376254 + Penalty 1942.168844 = -2325150.207411 nChanged 15 SP:Iteration 49Q (96.571037 sec): 3 clusters Score: Raw -2327094.465574 + Penalty 1942.168844 = -2325152.296730 nChanged 18 SP:Iteration 50Q (96.643724 sec): 3 clusters Score: Raw -2327096.886818 + Penalty 1942.168844 = -2325154.717974 nChanged 14 SP:Iteration 51Q (96.716484 sec): 3 clusters Score: Raw -2327098.910586 + Penalty 1942.168844 = -2325156.741743 nChanged 14 SP:Iteration 52Q (96.790532 sec): 3 clusters Score: Raw -2327101.767677 + Penalty 1942.168844 = -2325159.598833 nChanged 20 SP:Iteration 53Q (96.865404 sec): 3 clusters Score: Raw -2327105.123410 + Penalty 1942.168844 = -2325162.954566 nChanged 22 SP:Iteration 54Q (96.940903 sec): 3 clusters Score: Raw -2327107.755440 + Penalty 1942.168844 = -2325165.586596 nChanged 13 SP:Iteration 55Q (97.013337 sec): 3 clusters Score: Raw -2327109.431296 + Penalty 1942.168844 = -2325167.262452 nChanged 12 SP:Iteration 56Q (97.086081 sec): 3 clusters Score: Raw -2327110.769738 + Penalty 1942.168844 = -2325168.600894 nChanged 8 SP:Iteration 57Q (97.158578 sec): 3 clusters Score: Raw -2327111.696660 + Penalty 1942.168844 = -2325169.527816 nChanged 10 SP:Iteration 58Q (97.234141 sec): 3 clusters Score: Raw -2327113.463937 + Penalty 1942.168844 = -2325171.295093 nChanged 11 SP:Iteration 59Q (97.296191 sec): 3 clusters Score: Raw -2327114.953031 + Penalty 1942.168844 = -2325172.784187 nChanged 6 SP:Iteration 60F (97.374103 sec): 3 clusters Score: Raw -2327115.857024 + Penalty 1942.168844 = -2325173.688180 nChanged 10 SP:Iteration 61Q (97.444145 sec): 3 clusters Score: Raw -2327116.949428 + Penalty 1942.168844 = -2325174.780584 nChanged 7 SP:Iteration 62Q (97.534440 sec): 3 clusters Score: Raw -2327117.499519 + Penalty 1942.168844 = -2325175.330676 nChanged 4 SP:Iteration 63Q (97.616855 sec): 3 clusters Score: Raw -2327117.975796 + Penalty 1942.168844 = -2325175.806952 nChanged 7 SP:Iteration 64Q (97.698061 sec): 3 clusters Score: Raw -2327118.639570 + Penalty 1942.168844 = -2325176.470727 nChanged 2 SP:Iteration 65Q (97.775373 sec): 3 clusters Score: Raw -2327118.864367 + Penalty 1942.168844 = -2325176.695523 nChanged 3 SP:Iteration 66Q (97.853861 sec): 3 clusters Score: Raw -2327119.014259 + Penalty 1942.168844 = -2325176.845415 nChanged 3 SP:Iteration 67Q (97.931200 sec): 3 clusters Score: Raw -2327119.341263 + Penalty 1942.168844 = -2325177.172419 nChanged 3 SP:Iteration 68Q (97.998210 sec): 3 clusters Score: Raw -2327119.555648 + Penalty 1942.168844 = -2325177.386804 nChanged 2 SP:Iteration 69Q (98.080837 sec): 3 clusters Score: Raw -2327119.749131 + Penalty 1942.168844 = -2325177.580287 nChanged 2 SP:Iteration 70Q (98.159606 sec): 3 clusters Score: Raw -2327119.881631 + Penalty 1942.168844 = -2325177.712787 nChanged 2 SP:Iteration 71Q (98.225034 sec): 3 clusters Score: Raw -2327120.142528 + Penalty 1942.168844 = -2325177.973684 nChanged 3 SP:Iteration 72Q (98.299981 sec): 3 clusters Score: Raw -2327120.447892 + Penalty 1942.168844 = -2325178.279048 nChanged 4 SP:Iteration 73Q (98.387071 sec): 3 clusters Score: Raw -2327120.949142 + Penalty 1942.168844 = -2325178.780298 nChanged 3 SP:Iteration 74Q (98.462258 sec): 3 clusters Score: Raw -2327121.238489 + Penalty 1942.168844 = -2325179.069645 nChanged 0 SP:Iteration 75F (98.546577 sec): 3 clusters Score: Raw -2327121.238489 + Penalty 1942.168844 = -2325179.069645 nChanged 0 Trying to split cluster 7 (21758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.593491 sec): 2 clusters Score: Raw -1936953.920739 + Penalty 948.834995 = -1936005.085744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.670516 sec): 3 clusters Score: Raw -1923281.961069 + Penalty 1897.669989 = -1921384.291080 nChanged 10120 SP:Iteration 1F (98.746525 sec): 3 clusters Score: Raw -1929024.426980 + Penalty 1897.669989 = -1927126.756991 nChanged 1055 SP:Iteration 2Q (98.824402 sec): 3 clusters Score: Raw -1929410.727845 + Penalty 1897.669989 = -1927513.057855 nChanged 1100 SP:Iteration 3F (98.901836 sec): 3 clusters Score: Raw -1929922.409869 + Penalty 1897.669989 = -1928024.739880 nChanged 1246 SP:Iteration 4F (98.979452 sec): 3 clusters Score: Raw -1930661.413014 + Penalty 1897.669989 = -1928763.743025 nChanged 1459 SP:Iteration 5F (99.055563 sec): 3 clusters Score: Raw -1931697.952354 + Penalty 1897.669989 = -1929800.282365 nChanged 1585 SP:Iteration 6F (99.129981 sec): 3 clusters Score: Raw -1933042.496964 + Penalty 1897.669989 = -1931144.826975 nChanged 1608 SP:Iteration 7F (99.207098 sec): 3 clusters Score: Raw -1934561.353788 + Penalty 1897.669989 = -1932663.683799 nChanged 1297 SP:Iteration 8F (99.283813 sec): 3 clusters Score: Raw -1935816.590244 + Penalty 1897.669989 = -1933918.920255 nChanged 937 SP:Iteration 9Q (99.362973 sec): 3 clusters Score: Raw -1936671.145184 + Penalty 1897.669989 = -1934773.475195 nChanged 545 SP:Iteration 10Q (99.435539 sec): 3 clusters Score: Raw -1937091.072913 + Penalty 1897.669989 = -1935193.402924 nChanged 306 SP:Iteration 11Q (99.509594 sec): 3 clusters Score: Raw -1937293.072888 + Penalty 1897.669989 = -1935395.402899 nChanged 185 SP:Iteration 12Q (99.582726 sec): 3 clusters Score: Raw -1937395.543999 + Penalty 1897.669989 = -1935497.874010 nChanged 112 SP:Iteration 13Q (99.646196 sec): 3 clusters Score: Raw -1937452.324341 + Penalty 1897.669989 = -1935554.654352 nChanged 87 SP:Iteration 14Q (99.728601 sec): 3 clusters Score: Raw -1937495.778043 + Penalty 1897.669989 = -1935598.108054 nChanged 65 SP:Iteration 15Q (99.798766 sec): 3 clusters Score: Raw -1937522.354423 + Penalty 1897.669989 = -1935624.684433 nChanged 43 SP:Iteration 16Q (99.870165 sec): 3 clusters Score: Raw -1937535.690318 + Penalty 1897.669989 = -1935638.020329 nChanged 29 SP:Iteration 17Q (99.936720 sec): 3 clusters Score: Raw -1937544.606455 + Penalty 1897.669989 = -1935646.936466 nChanged 24 SP:Iteration 18Q (100.008338 sec): 3 clusters Score: Raw -1937552.944466 + Penalty 1897.669989 = -1935655.274477 nChanged 14 SP:Iteration 19Q (100.080089 sec): 3 clusters Score: Raw -1937556.646849 + Penalty 1897.669989 = -1935658.976860 nChanged 6 SP:Iteration 20F (100.154197 sec): 3 clusters Score: Raw -1937558.765584 + Penalty 1897.669989 = -1935661.095594 nChanged 12 SP:Iteration 21Q (100.227942 sec): 3 clusters Score: Raw -1937561.668346 + Penalty 1897.669989 = -1935663.998357 nChanged 7 SP:Iteration 22Q (100.286932 sec): 3 clusters Score: Raw -1937562.921140 + Penalty 1897.669989 = -1935665.251151 nChanged 6 SP:Iteration 23Q (100.358311 sec): 3 clusters Score: Raw -1937564.003254 + Penalty 1897.669989 = -1935666.333265 nChanged 4 SP:Iteration 24Q (100.441306 sec): 3 clusters Score: Raw -1937564.499994 + Penalty 1897.669989 = -1935666.830005 nChanged 0 SP:Iteration 25F (100.516932 sec): 3 clusters Score: Raw -1937564.499994 + Penalty 1897.669989 = -1935666.830005 nChanged 0 Trying to split cluster 8 (2626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.546953 sec): 2 clusters Score: Raw -226608.317935 + Penalty 747.955620 = -225860.362315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.599408 sec): 3 clusters Score: Raw -225282.242433 + Penalty 1495.911240 = -223786.331192 nChanged 1075 SP:Iteration 1F (100.650541 sec): 3 clusters Score: Raw -225947.998646 + Penalty 1495.911240 = -224452.087406 nChanged 202 SP:Iteration 2F (100.692073 sec): 3 clusters Score: Raw -226086.413115 + Penalty 1495.911240 = -224590.501874 nChanged 160 SP:Iteration 3F (100.746630 sec): 3 clusters Score: Raw -226207.184410 + Penalty 1495.911240 = -224711.273170 nChanged 118 SP:Iteration 4Q (100.795325 sec): 3 clusters Score: Raw -226281.808746 + Penalty 1495.911240 = -224785.897506 nChanged 111 SP:Iteration 5Q (100.842386 sec): 3 clusters Score: Raw -226369.094293 + Penalty 1495.911240 = -224873.183052 nChanged 101 SP:Iteration 6Q (100.889699 sec): 3 clusters Score: Raw -226434.277437 + Penalty 1495.911240 = -224938.366197 nChanged 80 SP:Iteration 7Q (100.952651 sec): 3 clusters Score: Raw -226489.234109 + Penalty 1495.911240 = -224993.322868 nChanged 74 SP:Iteration 8Q (101.005712 sec): 3 clusters Score: Raw -226527.872153 + Penalty 1495.911240 = -225031.960912 nChanged 55 SP:Iteration 9Q (101.057661 sec): 3 clusters Score: Raw -226552.218254 + Penalty 1495.911240 = -225056.307014 nChanged 48 SP:Iteration 10Q (101.105895 sec): 3 clusters Score: Raw -226572.729092 + Penalty 1495.911240 = -225076.817852 nChanged 27 SP:Iteration 11Q (101.149607 sec): 3 clusters Score: Raw -226585.604934 + Penalty 1495.911240 = -225089.693693 nChanged 28 SP:Iteration 12Q (101.201085 sec): 3 clusters Score: Raw -226595.902977 + Penalty 1495.911240 = -225099.991737 nChanged 23 SP:Iteration 13Q (101.250921 sec): 3 clusters Score: Raw -226602.381612 + Penalty 1495.911240 = -225106.470372 nChanged 14 SP:Iteration 14Q (101.314112 sec): 3 clusters Score: Raw -226606.178570 + Penalty 1495.911240 = -225110.267330 nChanged 18 SP:Iteration 15Q (101.364036 sec): 3 clusters Score: Raw -226613.483971 + Penalty 1495.911240 = -225117.572731 nChanged 22 SP:Iteration 16Q (101.413373 sec): 3 clusters Score: Raw -226621.911421 + Penalty 1495.911240 = -225126.000181 nChanged 16 SP:Iteration 17Q (101.468253 sec): 3 clusters Score: Raw -226626.293652 + Penalty 1495.911240 = -225130.382411 nChanged 14 SP:Iteration 18Q (101.520736 sec): 3 clusters Score: Raw -226631.247851 + Penalty 1495.911240 = -225135.336611 nChanged 17 SP:Iteration 19Q (101.568025 sec): 3 clusters Score: Raw -226637.089680 + Penalty 1495.911240 = -225141.178440 nChanged 16 SP:Iteration 20F (101.614295 sec): 3 clusters Score: Raw -226642.881660 + Penalty 1495.911240 = -225146.970419 nChanged 17 SP:Iteration 21Q (101.662620 sec): 3 clusters Score: Raw -226648.951502 + Penalty 1495.911240 = -225153.040262 nChanged 17 SP:Iteration 22Q (101.708051 sec): 3 clusters Score: Raw -226653.423320 + Penalty 1495.911240 = -225157.512080 nChanged 15 SP:Iteration 23Q (101.764855 sec): 3 clusters Score: Raw -226658.606030 + Penalty 1495.911240 = -225162.694790 nChanged 13 SP:Iteration 24Q (101.807174 sec): 3 clusters Score: Raw -226663.630161 + Penalty 1495.911240 = -225167.718920 nChanged 15 SP:Iteration 25Q (101.851856 sec): 3 clusters Score: Raw -226667.899479 + Penalty 1495.911240 = -225171.988238 nChanged 11 SP:Iteration 26Q (101.900986 sec): 3 clusters Score: Raw -226670.615457 + Penalty 1495.911240 = -225174.704216 nChanged 8 SP:Iteration 27Q (101.950030 sec): 3 clusters Score: Raw -226673.473778 + Penalty 1495.911240 = -225177.562538 nChanged 6 SP:Iteration 28Q (101.989487 sec): 3 clusters Score: Raw -226675.389639 + Penalty 1495.911240 = -225179.478399 nChanged 8 SP:Iteration 29Q (102.035614 sec): 3 clusters Score: Raw -226677.426479 + Penalty 1495.911240 = -225181.515239 nChanged 11 SP:Iteration 30Q (102.088616 sec): 3 clusters Score: Raw -226679.665737 + Penalty 1495.911240 = -225183.754497 nChanged 7 SP:Iteration 31Q (102.143114 sec): 3 clusters Score: Raw -226682.001144 + Penalty 1495.911240 = -225186.089903 nChanged 6 SP:Iteration 32Q (102.188294 sec): 3 clusters Score: Raw -226683.430861 + Penalty 1495.911240 = -225187.519620 nChanged 5 SP:Iteration 33Q (102.239371 sec): 3 clusters Score: Raw -226684.459832 + Penalty 1495.911240 = -225188.548591 nChanged 3 SP:Iteration 34Q (102.285110 sec): 3 clusters Score: Raw -226685.221049 + Penalty 1495.911240 = -225189.309808 nChanged 3 SP:Iteration 35Q (102.337181 sec): 3 clusters Score: Raw -226685.817855 + Penalty 1495.911240 = -225189.906614 nChanged 2 SP:Iteration 36Q (102.381054 sec): 3 clusters Score: Raw -226686.048861 + Penalty 1495.911240 = -225190.137621 nChanged 1 SP:Iteration 37Q (102.425053 sec): 3 clusters Score: Raw -226686.149532 + Penalty 1495.911240 = -225190.238291 nChanged 0 SP:Iteration 38F (102.477607 sec): 3 clusters Score: Raw -226686.149532 + Penalty 1495.911240 = -225190.238291 nChanged 0 Trying to split cluster 9 (1935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.503304 sec): 2 clusters Score: Raw -120298.840663 + Penalty 718.946948 = -119579.893715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.549081 sec): 3 clusters Score: Raw -119968.274246 + Penalty 1437.893895 = -118530.380351 nChanged 840 SP:Iteration 1F (102.583969 sec): 3 clusters Score: Raw -122957.688241 + Penalty 1437.893895 = -121519.794346 nChanged 240 SP:Iteration 2F (102.628554 sec): 3 clusters Score: Raw -123944.344069 + Penalty 1437.893895 = -122506.450174 nChanged 120 SP:Iteration 3F (102.669549 sec): 3 clusters Score: Raw -124596.836225 + Penalty 1437.893895 = -123158.942330 nChanged 75 SP:Iteration 4Q (102.724469 sec): 3 clusters Score: Raw -124850.573642 + Penalty 1437.893895 = -123412.679747 nChanged 51 SP:Iteration 5Q (102.758857 sec): 3 clusters Score: Raw -124962.065223 + Penalty 1437.893895 = -123524.171328 nChanged 36 SP:Iteration 6Q (102.810964 sec): 3 clusters Score: Raw -125015.174408 + Penalty 1437.893895 = -123577.280513 nChanged 29 SP:Iteration 7Q (102.844479 sec): 3 clusters Score: Raw -125047.040384 + Penalty 1437.893895 = -123609.146489 nChanged 20 SP:Iteration 8Q (102.892451 sec): 3 clusters Score: Raw -125068.265038 + Penalty 1437.893895 = -123630.371143 nChanged 11 SP:Iteration 9Q (102.940284 sec): 3 clusters Score: Raw -125081.481268 + Penalty 1437.893895 = -123643.587373 nChanged 11 SP:Iteration 10Q (102.981409 sec): 3 clusters Score: Raw -125088.635067 + Penalty 1437.893895 = -123650.741172 nChanged 6 SP:Iteration 11Q (103.036033 sec): 3 clusters Score: Raw -125090.838037 + Penalty 1437.893895 = -123652.944142 nChanged 3 SP:Iteration 12Q (103.080036 sec): 3 clusters Score: Raw -125092.533706 + Penalty 1437.893895 = -123654.639811 nChanged 1 SP:Iteration 13Q (103.114343 sec): 3 clusters Score: Raw -125092.855590 + Penalty 1437.893895 = -123654.961695 nChanged 0 SP:Iteration 14F (103.158037 sec): 3 clusters Score: Raw -125095.598065 + Penalty 1437.893895 = -123657.704170 nChanged 1 SP:Iteration 15Q (103.203949 sec): 3 clusters Score: Raw -125099.763525 + Penalty 1437.893895 = -123661.869630 nChanged 3 SP:Iteration 16Q (103.254943 sec): 3 clusters Score: Raw -125101.034862 + Penalty 1437.893895 = -123663.140967 nChanged 4 SP:Iteration 17Q (103.292521 sec): 3 clusters Score: Raw -125103.333994 + Penalty 1437.893895 = -123665.440099 nChanged 4 SP:Iteration 18Q (103.337944 sec): 3 clusters Score: Raw -125105.067927 + Penalty 1437.893895 = -123667.174032 nChanged 2 SP:Iteration 19Q (103.400113 sec): 3 clusters Score: Raw -125109.429480 + Penalty 1437.893895 = -123671.535585 nChanged 2 SP:Iteration 20F (103.452914 sec): 3 clusters Score: Raw -125112.721293 + Penalty 1437.893895 = -123674.827398 nChanged 2 SP:Iteration 21Q (103.496690 sec): 3 clusters Score: Raw -125117.465565 + Penalty 1437.893895 = -123679.571670 nChanged 2 SP:Iteration 22Q (103.539258 sec): 3 clusters Score: Raw -125124.538625 + Penalty 1437.893895 = -123686.644730 nChanged 2 SP:Iteration 23Q (103.583960 sec): 3 clusters Score: Raw -125128.514944 + Penalty 1437.893895 = -123690.621049 nChanged 3 SP:Iteration 24Q (103.639409 sec): 3 clusters Score: Raw -125130.835849 + Penalty 1437.893895 = -123692.941954 nChanged 0 SP:Iteration 25F (103.684424 sec): 3 clusters Score: Raw -125130.835849 + Penalty 1437.893895 = -123692.941954 nChanged 0 Score: Raw -45062515.374050 + Penalty 26303.625402 = -45036211.748648 Splitting cluster 9 changes total score from -44833265.909552 to -45036211.748648 So it's getting split into cluster 21. Trying to split cluster 10 (5883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.039416 sec): 2 clusters Score: Raw -417230.426104 + Penalty 824.583101 = -416405.843004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.092240 sec): 3 clusters Score: Raw -413975.553864 + Penalty 1649.166202 = -412326.387662 nChanged 2568 SP:Iteration 1F (109.135641 sec): 3 clusters Score: Raw -415856.706576 + Penalty 1649.166202 = -414207.540374 nChanged 598 SP:Iteration 2F (109.202816 sec): 3 clusters Score: Raw -416510.927284 + Penalty 1649.166202 = -414861.761082 nChanged 549 SP:Iteration 3F (109.257594 sec): 3 clusters Score: Raw -417022.928747 + Penalty 1649.166202 = -415373.762545 nChanged 400 SP:Iteration 4F (109.314357 sec): 3 clusters Score: Raw -417345.149600 + Penalty 1649.166202 = -415695.983398 nChanged 321 SP:Iteration 5F (109.364320 sec): 3 clusters Score: Raw -417556.543435 + Penalty 1649.166202 = -415907.377233 nChanged 222 SP:Iteration 6Q (109.420513 sec): 3 clusters Score: Raw -417669.285141 + Penalty 1649.166202 = -416020.118939 nChanged 151 SP:Iteration 7Q (109.467916 sec): 3 clusters Score: Raw -417745.286422 + Penalty 1649.166202 = -416096.120220 nChanged 121 SP:Iteration 8Q (109.513358 sec): 3 clusters Score: Raw -417806.151538 + Penalty 1649.166202 = -416156.985336 nChanged 112 SP:Iteration 9Q (109.573151 sec): 3 clusters Score: Raw -417863.925449 + Penalty 1649.166202 = -416214.759247 nChanged 99 SP:Iteration 10Q (109.623333 sec): 3 clusters Score: Raw -417917.360271 + Penalty 1649.166202 = -416268.194070 nChanged 94 SP:Iteration 11Q (109.677293 sec): 3 clusters Score: Raw -417959.502435 + Penalty 1649.166202 = -416310.336233 nChanged 94 SP:Iteration 12Q (109.723319 sec): 3 clusters Score: Raw -418010.832192 + Penalty 1649.166202 = -416361.665990 nChanged 76 SP:Iteration 13Q (109.787433 sec): 3 clusters Score: Raw -418051.734090 + Penalty 1649.166202 = -416402.567888 nChanged 69 SP:Iteration 14Q (109.839548 sec): 3 clusters Score: Raw -418083.450514 + Penalty 1649.166202 = -416434.284312 nChanged 61 SP:Iteration 15Q (109.897604 sec): 3 clusters Score: Raw -418107.010915 + Penalty 1649.166202 = -416457.844714 nChanged 61 SP:Iteration 16Q (109.952394 sec): 3 clusters Score: Raw -418127.950691 + Penalty 1649.166202 = -416478.784489 nChanged 46 SP:Iteration 17Q (110.005985 sec): 3 clusters Score: Raw -418145.494256 + Penalty 1649.166202 = -416496.328055 nChanged 47 SP:Iteration 18Q (110.053255 sec): 3 clusters Score: Raw -418159.680090 + Penalty 1649.166202 = -416510.513888 nChanged 47 SP:Iteration 19Q (110.122562 sec): 3 clusters Score: Raw -418172.323288 + Penalty 1649.166202 = -416523.157086 nChanged 42 SP:Iteration 20F (110.167576 sec): 3 clusters Score: Raw -418184.642448 + Penalty 1649.166202 = -416535.476246 nChanged 46 SP:Iteration 21Q (110.225664 sec): 3 clusters Score: Raw -418201.609655 + Penalty 1649.166202 = -416552.443453 nChanged 54 SP:Iteration 22Q (110.288592 sec): 3 clusters Score: Raw -418223.759653 + Penalty 1649.166202 = -416574.593451 nChanged 60 SP:Iteration 23Q (110.346299 sec): 3 clusters Score: Raw -418252.789341 + Penalty 1649.166202 = -416603.623139 nChanged 55 SP:Iteration 24Q (110.397728 sec): 3 clusters Score: Raw -418279.352907 + Penalty 1649.166202 = -416630.186705 nChanged 45 SP:Iteration 25Q (110.454686 sec): 3 clusters Score: Raw -418300.393528 + Penalty 1649.166202 = -416651.227326 nChanged 53 SP:Iteration 26Q (110.504334 sec): 3 clusters Score: Raw -418332.971133 + Penalty 1649.166202 = -416683.804931 nChanged 51 SP:Iteration 27Q (110.551575 sec): 3 clusters Score: Raw -418354.384296 + Penalty 1649.166202 = -416705.218094 nChanged 24 SP:Iteration 28Q (110.612404 sec): 3 clusters Score: Raw -418361.804677 + Penalty 1649.166202 = -416712.638476 nChanged 21 SP:Iteration 29Q (110.657084 sec): 3 clusters Score: Raw -418371.221655 + Penalty 1649.166202 = -416722.055453 nChanged 23 SP:Iteration 30Q (110.710342 sec): 3 clusters Score: Raw -418378.883451 + Penalty 1649.166202 = -416729.717249 nChanged 21 SP:Iteration 31Q (110.775493 sec): 3 clusters Score: Raw -418387.036135 + Penalty 1649.166202 = -416737.869933 nChanged 20 SP:Iteration 32Q (110.818107 sec): 3 clusters Score: Raw -418395.548141 + Penalty 1649.166202 = -416746.381940 nChanged 26 SP:Iteration 33Q (110.875967 sec): 3 clusters Score: Raw -418408.755489 + Penalty 1649.166202 = -416759.589287 nChanged 31 SP:Iteration 34Q (110.940385 sec): 3 clusters Score: Raw -418422.166070 + Penalty 1649.166202 = -416772.999868 nChanged 19 SP:Iteration 35Q (110.988558 sec): 3 clusters Score: Raw -418429.634539 + Penalty 1649.166202 = -416780.468337 nChanged 17 SP:Iteration 36Q (111.050807 sec): 3 clusters Score: Raw -418433.678507 + Penalty 1649.166202 = -416784.512305 nChanged 11 SP:Iteration 37Q (111.106454 sec): 3 clusters Score: Raw -418436.040813 + Penalty 1649.166202 = -416786.874611 nChanged 7 SP:Iteration 38Q (111.159105 sec): 3 clusters Score: Raw -418438.404234 + Penalty 1649.166202 = -416789.238032 nChanged 9 SP:Iteration 39Q (111.205065 sec): 3 clusters Score: Raw -418440.605206 + Penalty 1649.166202 = -416791.439004 nChanged 8 SP:Iteration 40F (111.264445 sec): 3 clusters Score: Raw -418442.964113 + Penalty 1649.166202 = -416793.797912 nChanged 8 SP:Iteration 41Q (111.316352 sec): 3 clusters Score: Raw -418444.670067 + Penalty 1649.166202 = -416795.503865 nChanged 10 SP:Iteration 42Q (111.354365 sec): 3 clusters Score: Raw -418446.683007 + Penalty 1649.166202 = -416797.516806 nChanged 3 SP:Iteration 43Q (111.418154 sec): 3 clusters Score: Raw -418447.612279 + Penalty 1649.166202 = -416798.446077 nChanged 4 SP:Iteration 44Q (111.470595 sec): 3 clusters Score: Raw -418448.198193 + Penalty 1649.166202 = -416799.031991 nChanged 3 SP:Iteration 45Q (111.511019 sec): 3 clusters Score: Raw -418448.627237 + Penalty 1649.166202 = -416799.461035 nChanged 0 SP:Iteration 46F (111.571311 sec): 3 clusters Score: Raw -418448.627237 + Penalty 1649.166202 = -416799.461035 nChanged 0 Score: Raw -45063733.575182 + Penalty 27556.178992 = -45036177.396190 Splitting cluster 10 changes total score from -44833265.909552 to -45036177.396190 So it's getting split into cluster 22. Trying to split cluster 11 (1241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.144268 sec): 2 clusters Score: Raw -96447.464823 + Penalty 676.748915 = -95770.715909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.187432 sec): 3 clusters Score: Raw -96016.207671 + Penalty 1353.497829 = -94662.709842 nChanged 474 SP:Iteration 1F (117.229904 sec): 3 clusters Score: Raw -96655.785938 + Penalty 1353.497829 = -95302.288109 nChanged 162 SP:Iteration 2F (117.286853 sec): 3 clusters Score: Raw -97111.742693 + Penalty 1353.497829 = -95758.244863 nChanged 118 SP:Iteration 3F (117.334194 sec): 3 clusters Score: Raw -97393.335493 + Penalty 1353.497829 = -96039.837664 nChanged 60 SP:Iteration 4Q (117.379827 sec): 3 clusters Score: Raw -97539.582411 + Penalty 1353.497829 = -96186.084581 nChanged 34 SP:Iteration 5Q (117.428053 sec): 3 clusters Score: Raw -97575.590045 + Penalty 1353.497829 = -96222.092216 nChanged 16 SP:Iteration 6Q (117.482967 sec): 3 clusters Score: Raw -97588.752117 + Penalty 1353.497829 = -96235.254287 nChanged 6 SP:Iteration 7Q (117.539197 sec): 3 clusters Score: Raw -97594.254273 + Penalty 1353.497829 = -96240.756444 nChanged 2 SP:Iteration 8Q (117.592529 sec): 3 clusters Score: Raw -97599.288379 + Penalty 1353.497829 = -96245.790550 nChanged 3 SP:Iteration 9Q (117.630523 sec): 3 clusters Score: Raw -97602.432517 + Penalty 1353.497829 = -96248.934688 nChanged 0 SP:Iteration 10F (117.684947 sec): 3 clusters Score: Raw -97602.432517 + Penalty 1353.497829 = -96248.934688 nChanged 0 Score: Raw -45064888.542876 + Penalty 28808.732583 = -45036079.810293 Splitting cluster 11 changes total score from -44833265.909552 to -45036079.810293 So it's getting split into cluster 23. Trying to split cluster 12 (3266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.451811 sec): 2 clusters Score: Raw -274950.483287 + Penalty 768.675521 = -274181.807766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.503702 sec): 3 clusters Score: Raw -273241.816919 + Penalty 1537.351042 = -271704.465877 nChanged 1324 SP:Iteration 1F (123.546423 sec): 3 clusters Score: Raw -273972.065053 + Penalty 1537.351042 = -272434.714011 nChanged 255 SP:Iteration 2F (123.597956 sec): 3 clusters Score: Raw -274145.851940 + Penalty 1537.351042 = -272608.500898 nChanged 211 SP:Iteration 3F (123.657412 sec): 3 clusters Score: Raw -274322.405536 + Penalty 1537.351042 = -272785.054494 nChanged 230 SP:Iteration 4F (123.710946 sec): 3 clusters Score: Raw -274639.371296 + Penalty 1537.351042 = -273102.020254 nChanged 221 SP:Iteration 5F (123.751379 sec): 3 clusters Score: Raw -274942.684672 + Penalty 1537.351042 = -273405.333630 nChanged 220 SP:Iteration 6F (123.806180 sec): 3 clusters Score: Raw -275138.354609 + Penalty 1537.351042 = -273601.003568 nChanged 187 SP:Iteration 7F (123.853788 sec): 3 clusters Score: Raw -275261.024946 + Penalty 1537.351042 = -273723.673904 nChanged 130 SP:Iteration 8Q (123.915372 sec): 3 clusters Score: Raw -275333.483011 + Penalty 1537.351042 = -273796.131969 nChanged 90 SP:Iteration 9Q (123.961988 sec): 3 clusters Score: Raw -275378.625883 + Penalty 1537.351042 = -273841.274841 nChanged 85 SP:Iteration 10Q (124.010177 sec): 3 clusters Score: Raw -275423.370069 + Penalty 1537.351042 = -273886.019027 nChanged 78 SP:Iteration 11Q (124.062062 sec): 3 clusters Score: Raw -275465.071457 + Penalty 1537.351042 = -273927.720415 nChanged 70 SP:Iteration 12Q (124.113609 sec): 3 clusters Score: Raw -275505.079403 + Penalty 1537.351042 = -273967.728361 nChanged 77 SP:Iteration 13Q (124.164549 sec): 3 clusters Score: Raw -275542.736099 + Penalty 1537.351042 = -274005.385057 nChanged 56 SP:Iteration 14Q (124.227862 sec): 3 clusters Score: Raw -275572.039123 + Penalty 1537.351042 = -274034.688081 nChanged 62 SP:Iteration 15Q (124.283637 sec): 3 clusters Score: Raw -275609.647781 + Penalty 1537.351042 = -274072.296739 nChanged 64 SP:Iteration 16Q (124.324287 sec): 3 clusters Score: Raw -275644.948069 + Penalty 1537.351042 = -274107.597027 nChanged 51 SP:Iteration 17Q (124.388583 sec): 3 clusters Score: Raw -275673.808157 + Penalty 1537.351042 = -274136.457115 nChanged 54 SP:Iteration 18Q (124.443461 sec): 3 clusters Score: Raw -275708.863566 + Penalty 1537.351042 = -274171.512524 nChanged 53 SP:Iteration 19Q (124.495223 sec): 3 clusters Score: Raw -275745.691215 + Penalty 1537.351042 = -274208.340173 nChanged 60 SP:Iteration 20F (124.542104 sec): 3 clusters Score: Raw -275789.609189 + Penalty 1537.351042 = -274252.258147 nChanged 50 SP:Iteration 21Q (124.595901 sec): 3 clusters Score: Raw -275829.920299 + Penalty 1537.351042 = -274292.569257 nChanged 42 SP:Iteration 22Q (124.643295 sec): 3 clusters Score: Raw -275860.700628 + Penalty 1537.351042 = -274323.349586 nChanged 36 SP:Iteration 23Q (124.693098 sec): 3 clusters Score: Raw -275897.262899 + Penalty 1537.351042 = -274359.911857 nChanged 33 SP:Iteration 24Q (124.747574 sec): 3 clusters Score: Raw -275927.057978 + Penalty 1537.351042 = -274389.706936 nChanged 30 SP:Iteration 25Q (124.790865 sec): 3 clusters Score: Raw -275952.893573 + Penalty 1537.351042 = -274415.542531 nChanged 22 SP:Iteration 26Q (124.837447 sec): 3 clusters Score: Raw -275974.980279 + Penalty 1537.351042 = -274437.629237 nChanged 23 SP:Iteration 27Q (124.887386 sec): 3 clusters Score: Raw -276009.599382 + Penalty 1537.351042 = -274472.248340 nChanged 20 SP:Iteration 28Q (124.940536 sec): 3 clusters Score: Raw -276040.104944 + Penalty 1537.351042 = -274502.753902 nChanged 15 SP:Iteration 29Q (124.986897 sec): 3 clusters Score: Raw -276060.905653 + Penalty 1537.351042 = -274523.554611 nChanged 7 SP:Iteration 30Q (125.040383 sec): 3 clusters Score: Raw -276069.320623 + Penalty 1537.351042 = -274531.969581 nChanged 6 SP:Iteration 31Q (125.090571 sec): 3 clusters Score: Raw -276076.376898 + Penalty 1537.351042 = -274539.025856 nChanged 1 SP:Iteration 32Q (125.132004 sec): 3 clusters Score: Raw -276077.139985 + Penalty 1537.351042 = -274539.788943 nChanged 2 SP:Iteration 33Q (125.180391 sec): 3 clusters Score: Raw -276079.833985 + Penalty 1537.351042 = -274542.482943 nChanged 1 SP:Iteration 34Q (125.224959 sec): 3 clusters Score: Raw -276080.985097 + Penalty 1537.351042 = -274543.634055 nChanged 1 SP:Iteration 35Q (125.279219 sec): 3 clusters Score: Raw -276081.237946 + Penalty 1537.351042 = -274543.886904 nChanged 0 SP:Iteration 36F (125.323147 sec): 3 clusters Score: Raw -276081.237946 + Penalty 1537.351042 = -274543.886904 nChanged 0 Score: Raw -45066019.297535 + Penalty 30061.286174 = -45035958.011362 Splitting cluster 12 changes total score from -44833265.909552 to -45035958.011362 So it's getting split into cluster 24. Trying to split cluster 13 (27613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.373516 sec): 2 clusters Score: Raw -2168904.041634 + Penalty 971.473986 = -2167932.567648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.455652 sec): 3 clusters Score: Raw -2151503.020260 + Penalty 1942.947972 = -2149560.072288 nChanged 12879 SP:Iteration 1F (131.528429 sec): 3 clusters Score: Raw -2158823.997270 + Penalty 1942.947972 = -2156881.049298 nChanged 1362 SP:Iteration 2Q (131.623767 sec): 3 clusters Score: Raw -2159386.616991 + Penalty 1942.947972 = -2157443.669019 nChanged 1463 SP:Iteration 3F (131.712191 sec): 3 clusters Score: Raw -2160090.796077 + Penalty 1942.947972 = -2158147.848105 nChanged 1574 SP:Iteration 4F (131.798018 sec): 3 clusters Score: Raw -2160944.010022 + Penalty 1942.947972 = -2159001.062050 nChanged 1601 SP:Iteration 5F (131.873268 sec): 3 clusters Score: Raw -2161827.464462 + Penalty 1942.947972 = -2159884.516491 nChanged 1559 SP:Iteration 6F (131.965715 sec): 3 clusters Score: Raw -2162702.280098 + Penalty 1942.947972 = -2160759.332127 nChanged 1510 SP:Iteration 7F (132.041143 sec): 3 clusters Score: Raw -2163455.578008 + Penalty 1942.947972 = -2161512.630037 nChanged 1302 SP:Iteration 8Q (132.131722 sec): 3 clusters Score: Raw -2164111.144950 + Penalty 1942.947972 = -2162168.196979 nChanged 1210 SP:Iteration 9Q (132.217249 sec): 3 clusters Score: Raw -2164719.002312 + Penalty 1942.947972 = -2162776.054341 nChanged 1078 SP:Iteration 10Q (132.297070 sec): 3 clusters Score: Raw -2165283.824621 + Penalty 1942.947972 = -2163340.876649 nChanged 999 SP:Iteration 11Q (132.377732 sec): 3 clusters Score: Raw -2165738.458208 + Penalty 1942.947972 = -2163795.510237 nChanged 809 SP:Iteration 12Q (132.471796 sec): 3 clusters Score: Raw -2166070.068577 + Penalty 1942.947972 = -2164127.120605 nChanged 705 SP:Iteration 13Q (132.548737 sec): 3 clusters Score: Raw -2166344.451486 + Penalty 1942.947972 = -2164401.503514 nChanged 591 SP:Iteration 14Q (132.644749 sec): 3 clusters Score: Raw -2166527.256274 + Penalty 1942.947972 = -2164584.308302 nChanged 454 SP:Iteration 15Q (132.724625 sec): 3 clusters Score: Raw -2166677.229380 + Penalty 1942.947972 = -2164734.281408 nChanged 405 SP:Iteration 16Q (132.808158 sec): 3 clusters Score: Raw -2166811.837092 + Penalty 1942.947972 = -2164868.889121 nChanged 393 SP:Iteration 17Q (132.893012 sec): 3 clusters Score: Raw -2166933.775697 + Penalty 1942.947972 = -2164990.827726 nChanged 368 SP:Iteration 18Q (132.973499 sec): 3 clusters Score: Raw -2167033.782732 + Penalty 1942.947972 = -2165090.834761 nChanged 292 SP:Iteration 19Q (133.058350 sec): 3 clusters Score: Raw -2167112.077963 + Penalty 1942.947972 = -2165169.129991 nChanged 296 SP:Iteration 20F (133.135825 sec): 3 clusters Score: Raw -2167191.188348 + Penalty 1942.947972 = -2165248.240376 nChanged 272 SP:Iteration 21Q (133.229537 sec): 3 clusters Score: Raw -2167262.127827 + Penalty 1942.947972 = -2165319.179856 nChanged 255 SP:Iteration 22Q (133.307231 sec): 3 clusters Score: Raw -2167331.212909 + Penalty 1942.947972 = -2165388.264938 nChanged 275 SP:Iteration 23Q (133.390642 sec): 3 clusters Score: Raw -2167410.841321 + Penalty 1942.947972 = -2165467.893350 nChanged 289 SP:Iteration 24Q (133.476945 sec): 3 clusters Score: Raw -2167483.478384 + Penalty 1942.947972 = -2165540.530413 nChanged 254 SP:Iteration 25Q (133.556676 sec): 3 clusters Score: Raw -2167544.035399 + Penalty 1942.947972 = -2165601.087427 nChanged 231 SP:Iteration 26Q (133.638404 sec): 3 clusters Score: Raw -2167589.236527 + Penalty 1942.947972 = -2165646.288555 nChanged 201 SP:Iteration 27Q (133.722487 sec): 3 clusters Score: Raw -2167627.068302 + Penalty 1942.947972 = -2165684.120331 nChanged 180 SP:Iteration 28Q (133.805304 sec): 3 clusters Score: Raw -2167661.150915 + Penalty 1942.947972 = -2165718.202943 nChanged 168 SP:Iteration 29Q (133.887924 sec): 3 clusters Score: Raw -2167688.704242 + Penalty 1942.947972 = -2165745.756270 nChanged 152 SP:Iteration 30Q (133.971294 sec): 3 clusters Score: Raw -2167710.202051 + Penalty 1942.947972 = -2165767.254079 nChanged 141 SP:Iteration 31Q (134.053331 sec): 3 clusters Score: Raw -2167727.782325 + Penalty 1942.947972 = -2165784.834353 nChanged 120 SP:Iteration 32Q (134.130471 sec): 3 clusters Score: Raw -2167743.677796 + Penalty 1942.947972 = -2165800.729824 nChanged 124 SP:Iteration 33Q (134.225322 sec): 3 clusters Score: Raw -2167759.595396 + Penalty 1942.947972 = -2165816.647424 nChanged 122 SP:Iteration 34Q (134.310964 sec): 3 clusters Score: Raw -2167776.584418 + Penalty 1942.947972 = -2165833.636447 nChanged 119 SP:Iteration 35Q (134.392512 sec): 3 clusters Score: Raw -2167792.165169 + Penalty 1942.947972 = -2165849.217198 nChanged 94 SP:Iteration 36Q (134.472914 sec): 3 clusters Score: Raw -2167801.521279 + Penalty 1942.947972 = -2165858.573308 nChanged 90 SP:Iteration 37Q (134.552773 sec): 3 clusters Score: Raw -2167809.127848 + Penalty 1942.947972 = -2165866.179877 nChanged 82 SP:Iteration 38Q (134.636021 sec): 3 clusters Score: Raw -2167816.436308 + Penalty 1942.947972 = -2165873.488336 nChanged 72 SP:Iteration 39Q (134.720608 sec): 3 clusters Score: Raw -2167821.945604 + Penalty 1942.947972 = -2165878.997633 nChanged 52 SP:Iteration 40F (134.797871 sec): 3 clusters Score: Raw -2167825.603267 + Penalty 1942.947972 = -2165882.655295 nChanged 59 SP:Iteration 41Q (134.880200 sec): 3 clusters Score: Raw -2167830.270450 + Penalty 1942.947972 = -2165887.322478 nChanged 65 SP:Iteration 42Q (134.962433 sec): 3 clusters Score: Raw -2167834.818266 + Penalty 1942.947972 = -2165891.870294 nChanged 53 SP:Iteration 43Q (135.044024 sec): 3 clusters Score: Raw -2167838.826089 + Penalty 1942.947972 = -2165895.878118 nChanged 56 SP:Iteration 44Q (135.119295 sec): 3 clusters Score: Raw -2167842.984731 + Penalty 1942.947972 = -2165900.036760 nChanged 39 SP:Iteration 45Q (135.202582 sec): 3 clusters Score: Raw -2167845.139933 + Penalty 1942.947972 = -2165902.191961 nChanged 31 SP:Iteration 46Q (135.288104 sec): 3 clusters Score: Raw -2167846.821614 + Penalty 1942.947972 = -2165903.873642 nChanged 38 SP:Iteration 47Q (135.358466 sec): 3 clusters Score: Raw -2167848.821638 + Penalty 1942.947972 = -2165905.873666 nChanged 38 SP:Iteration 48Q (135.439341 sec): 3 clusters Score: Raw -2167851.149530 + Penalty 1942.947972 = -2165908.201559 nChanged 47 SP:Iteration 49Q (135.533886 sec): 3 clusters Score: Raw -2167853.948180 + Penalty 1942.947972 = -2165911.000208 nChanged 50 SP:Iteration 50Q (135.616171 sec): 3 clusters Score: Raw -2167857.540903 + Penalty 1942.947972 = -2165914.592931 nChanged 63 SP:Iteration 51Q (135.702939 sec): 3 clusters Score: Raw -2167861.663411 + Penalty 1942.947972 = -2165918.715439 nChanged 59 SP:Iteration 52Q (135.787296 sec): 3 clusters Score: Raw -2167866.489595 + Penalty 1942.947972 = -2165923.541623 nChanged 66 SP:Iteration 53Q (135.868569 sec): 3 clusters Score: Raw -2167871.620626 + Penalty 1942.947972 = -2165928.672654 nChanged 72 SP:Iteration 54Q (135.953932 sec): 3 clusters Score: Raw -2167877.572213 + Penalty 1942.947972 = -2165934.624241 nChanged 72 SP:Iteration 55Q (136.033475 sec): 3 clusters Score: Raw -2167883.076381 + Penalty 1942.947972 = -2165940.128409 nChanged 57 SP:Iteration 56Q (136.110849 sec): 3 clusters Score: Raw -2167887.687268 + Penalty 1942.947972 = -2165944.739297 nChanged 50 SP:Iteration 57Q (136.189384 sec): 3 clusters Score: Raw -2167891.759544 + Penalty 1942.947972 = -2165948.811572 nChanged 61 SP:Iteration 58Q (136.279268 sec): 3 clusters Score: Raw -2167896.843692 + Penalty 1942.947972 = -2165953.895721 nChanged 68 SP:Iteration 59Q (136.363992 sec): 3 clusters Score: Raw -2167900.834703 + Penalty 1942.947972 = -2165957.886732 nChanged 53 SP:Iteration 60F (136.450543 sec): 3 clusters Score: Raw -2167904.463621 + Penalty 1942.947972 = -2165961.515649 nChanged 48 SP:Iteration 61Q (136.527299 sec): 3 clusters Score: Raw -2167907.778984 + Penalty 1942.947972 = -2165964.831012 nChanged 52 SP:Iteration 62Q (136.611123 sec): 3 clusters Score: Raw -2167912.214788 + Penalty 1942.947972 = -2165969.266817 nChanged 53 SP:Iteration 63Q (136.684312 sec): 3 clusters Score: Raw -2167916.068584 + Penalty 1942.947972 = -2165973.120613 nChanged 51 SP:Iteration 64Q (136.773444 sec): 3 clusters Score: Raw -2167919.235802 + Penalty 1942.947972 = -2165976.287831 nChanged 49 SP:Iteration 65Q (136.856820 sec): 3 clusters Score: Raw -2167922.379434 + Penalty 1942.947972 = -2165979.431463 nChanged 60 SP:Iteration 66Q (136.941025 sec): 3 clusters Score: Raw -2167928.329677 + Penalty 1942.947972 = -2165985.381705 nChanged 89 SP:Iteration 67Q (137.024855 sec): 3 clusters Score: Raw -2167937.151767 + Penalty 1942.947972 = -2165994.203795 nChanged 89 SP:Iteration 68Q (137.098241 sec): 3 clusters Score: Raw -2167946.953633 + Penalty 1942.947972 = -2166004.005661 nChanged 102 SP:Iteration 69Q (137.193874 sec): 3 clusters Score: Raw -2167959.919806 + Penalty 1942.947972 = -2166016.971835 nChanged 113 SP:Iteration 70Q (137.277384 sec): 3 clusters Score: Raw -2167977.569103 + Penalty 1942.947972 = -2166034.621131 nChanged 133 SP:Iteration 71Q (137.364163 sec): 3 clusters Score: Raw -2167995.590831 + Penalty 1942.947972 = -2166052.642860 nChanged 140 SP:Iteration 72Q (137.447490 sec): 3 clusters Score: Raw -2168014.351937 + Penalty 1942.947972 = -2166071.403966 nChanged 125 SP:Iteration 73Q (137.531079 sec): 3 clusters Score: Raw -2168029.100774 + Penalty 1942.947972 = -2166086.152802 nChanged 119 SP:Iteration 74Q (137.613454 sec): 3 clusters Score: Raw -2168041.789297 + Penalty 1942.947972 = -2166098.841325 nChanged 107 SP:Iteration 75Q (137.694133 sec): 3 clusters Score: Raw -2168052.506718 + Penalty 1942.947972 = -2166109.558746 nChanged 105 SP:Iteration 76Q (137.773135 sec): 3 clusters Score: Raw -2168062.635902 + Penalty 1942.947972 = -2166119.687931 nChanged 102 SP:Iteration 77Q (137.862254 sec): 3 clusters Score: Raw -2168072.658507 + Penalty 1942.947972 = -2166129.710535 nChanged 111 SP:Iteration 78Q (137.945392 sec): 3 clusters Score: Raw -2168085.583745 + Penalty 1942.947972 = -2166142.635773 nChanged 107 SP:Iteration 79Q (138.028805 sec): 3 clusters Score: Raw -2168096.974546 + Penalty 1942.947972 = -2166154.026574 nChanged 107 SP:Iteration 80F (138.108266 sec): 3 clusters Score: Raw -2168109.718271 + Penalty 1942.947972 = -2166166.770300 nChanged 133 SP:Iteration 81Q (138.194995 sec): 3 clusters Score: Raw -2168127.551738 + Penalty 1942.947972 = -2166184.603766 nChanged 125 SP:Iteration 82Q (138.266861 sec): 3 clusters Score: Raw -2168141.901053 + Penalty 1942.947972 = -2166198.953082 nChanged 118 SP:Iteration 83Q (138.359697 sec): 3 clusters Score: Raw -2168156.831481 + Penalty 1942.947972 = -2166213.883510 nChanged 122 SP:Iteration 84Q (138.443837 sec): 3 clusters Score: Raw -2168171.180646 + Penalty 1942.947972 = -2166228.232674 nChanged 106 SP:Iteration 85Q (138.528243 sec): 3 clusters Score: Raw -2168183.226781 + Penalty 1942.947972 = -2166240.278809 nChanged 107 SP:Iteration 86Q (138.611868 sec): 3 clusters Score: Raw -2168197.624942 + Penalty 1942.947972 = -2166254.676970 nChanged 125 SP:Iteration 87Q (138.693193 sec): 3 clusters Score: Raw -2168216.337774 + Penalty 1942.947972 = -2166273.389802 nChanged 152 SP:Iteration 88Q (138.773949 sec): 3 clusters Score: Raw -2168243.241222 + Penalty 1942.947972 = -2166300.293250 nChanged 168 SP:Iteration 89Q (138.854552 sec): 3 clusters Score: Raw -2168274.515122 + Penalty 1942.947972 = -2166331.567151 nChanged 183 SP:Iteration 90Q (138.934129 sec): 3 clusters Score: Raw -2168309.864565 + Penalty 1942.947972 = -2166366.916594 nChanged 191 SP:Iteration 91Q (139.005855 sec): 3 clusters Score: Raw -2168347.617397 + Penalty 1942.947972 = -2166404.669425 nChanged 201 SP:Iteration 92Q (139.083259 sec): 3 clusters Score: Raw -2168388.643567 + Penalty 1942.947972 = -2166445.695595 nChanged 195 SP:Iteration 93Q (139.171939 sec): 3 clusters Score: Raw -2168431.391083 + Penalty 1942.947972 = -2166488.443112 nChanged 216 SP:Iteration 94Q (139.245160 sec): 3 clusters Score: Raw -2168479.448650 + Penalty 1942.947972 = -2166536.500679 nChanged 222 SP:Iteration 95Q (139.325586 sec): 3 clusters Score: Raw -2168534.446530 + Penalty 1942.947972 = -2166591.498558 nChanged 221 SP:Iteration 96Q (139.407432 sec): 3 clusters Score: Raw -2168584.058380 + Penalty 1942.947972 = -2166641.110408 nChanged 217 SP:Iteration 97Q (139.475413 sec): 3 clusters Score: Raw -2168636.875121 + Penalty 1942.947972 = -2166693.927149 nChanged 226 SP:Iteration 98Q (139.564335 sec): 3 clusters Score: Raw -2168695.973870 + Penalty 1942.947972 = -2166753.025899 nChanged 219 SP:Iteration 99Q (139.642812 sec): 3 clusters Score: Raw -2168755.285463 + Penalty 1942.947972 = -2166812.337492 nChanged 227 SP:Iteration 100F (139.716922 sec): 3 clusters Score: Raw -2168822.142526 + Penalty 1942.947972 = -2166879.194555 nChanged 234 SP:Iteration 101Q (139.796426 sec): 3 clusters Score: Raw -2168892.768503 + Penalty 1942.947972 = -2166949.820532 nChanged 219 SP:Iteration 102Q (139.874708 sec): 3 clusters Score: Raw -2168954.139992 + Penalty 1942.947972 = -2167011.192020 nChanged 206 SP:Iteration 103Q (139.947950 sec): 3 clusters Score: Raw -2169014.899190 + Penalty 1942.947972 = -2167071.951219 nChanged 206 SP:Iteration 104Q (140.029637 sec): 3 clusters Score: Raw -2169073.864901 + Penalty 1942.947972 = -2167130.916930 nChanged 194 SP:Iteration 105Q (140.105698 sec): 3 clusters Score: Raw -2169138.228897 + Penalty 1942.947972 = -2167195.280926 nChanged 180 SP:Iteration 106Q (140.169329 sec): 3 clusters Score: Raw -2169195.400634 + Penalty 1942.947972 = -2167252.452663 nChanged 165 SP:Iteration 107Q (140.259466 sec): 3 clusters Score: Raw -2169242.951864 + Penalty 1942.947972 = -2167300.003893 nChanged 166 SP:Iteration 108Q (140.338378 sec): 3 clusters Score: Raw -2169297.567742 + Penalty 1942.947972 = -2167354.619771 nChanged 157 SP:Iteration 109Q (140.416843 sec): 3 clusters Score: Raw -2169354.531496 + Penalty 1942.947972 = -2167411.583524 nChanged 145 SP:Iteration 110Q (140.490711 sec): 3 clusters Score: Raw -2169409.575175 + Penalty 1942.947972 = -2167466.627204 nChanged 146 SP:Iteration 111Q (140.571513 sec): 3 clusters Score: Raw -2169472.390449 + Penalty 1942.947972 = -2167529.442477 nChanged 120 SP:Iteration 112Q (140.650958 sec): 3 clusters Score: Raw -2169527.862843 + Penalty 1942.947972 = -2167584.914872 nChanged 121 SP:Iteration 113Q (140.721804 sec): 3 clusters Score: Raw -2169581.694554 + Penalty 1942.947972 = -2167638.746582 nChanged 102 SP:Iteration 114Q (140.802147 sec): 3 clusters Score: Raw -2169620.691164 + Penalty 1942.947972 = -2167677.743193 nChanged 87 SP:Iteration 115Q (140.882878 sec): 3 clusters Score: Raw -2169658.338397 + Penalty 1942.947972 = -2167715.390426 nChanged 81 SP:Iteration 116Q (140.960918 sec): 3 clusters Score: Raw -2169686.116374 + Penalty 1942.947972 = -2167743.168403 nChanged 63 SP:Iteration 117Q (141.036139 sec): 3 clusters Score: Raw -2169710.397793 + Penalty 1942.947972 = -2167767.449822 nChanged 53 SP:Iteration 118Q (141.106738 sec): 3 clusters Score: Raw -2169728.458421 + Penalty 1942.947972 = -2167785.510450 nChanged 50 SP:Iteration 119Q (141.180458 sec): 3 clusters Score: Raw -2169741.802807 + Penalty 1942.947972 = -2167798.854836 nChanged 43 SP:Iteration 120F (141.262391 sec): 3 clusters Score: Raw -2169751.490035 + Penalty 1942.947972 = -2167808.542063 nChanged 35 SP:Iteration 121Q (141.343638 sec): 3 clusters Score: Raw -2169758.447248 + Penalty 1942.947972 = -2167815.499276 nChanged 27 SP:Iteration 122Q (141.419729 sec): 3 clusters Score: Raw -2169763.865100 + Penalty 1942.947972 = -2167820.917129 nChanged 22 SP:Iteration 123Q (141.487741 sec): 3 clusters Score: Raw -2169768.272503 + Penalty 1942.947972 = -2167825.324531 nChanged 27 SP:Iteration 124Q (141.572256 sec): 3 clusters Score: Raw -2169772.954442 + Penalty 1942.947972 = -2167830.006471 nChanged 16 SP:Iteration 125Q (141.648638 sec): 3 clusters Score: Raw -2169775.779706 + Penalty 1942.947972 = -2167832.831735 nChanged 11 SP:Iteration 126Q (141.726912 sec): 3 clusters Score: Raw -2169777.326528 + Penalty 1942.947972 = -2167834.378557 nChanged 6 SP:Iteration 127Q (141.800782 sec): 3 clusters Score: Raw -2169778.342929 + Penalty 1942.947972 = -2167835.394958 nChanged 7 SP:Iteration 128Q (141.876449 sec): 3 clusters Score: Raw -2169779.033526 + Penalty 1942.947972 = -2167836.085554 nChanged 5 SP:Iteration 129Q (141.951632 sec): 3 clusters Score: Raw -2169779.290740 + Penalty 1942.947972 = -2167836.342769 nChanged 2 SP:Iteration 130Q (142.029699 sec): 3 clusters Score: Raw -2169779.396123 + Penalty 1942.947972 = -2167836.448151 nChanged 1 SP:Iteration 131Q (142.104891 sec): 3 clusters Score: Raw -2169779.581304 + Penalty 1942.947972 = -2167836.633333 nChanged 1 SP:Iteration 132Q (142.182812 sec): 3 clusters Score: Raw -2169779.686610 + Penalty 1942.947972 = -2167836.738638 nChanged 0 SP:Iteration 133F (142.260092 sec): 3 clusters Score: Raw -2169779.686610 + Penalty 1942.947972 = -2167836.738638 nChanged 0 Trying to split cluster 14 (46701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.333026 sec): 2 clusters Score: Raw -3986125.940147 + Penalty 1021.394481 = -3985104.545666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.441539 sec): 3 clusters Score: Raw -3956082.637715 + Penalty 2042.788963 = -3954039.848752 nChanged 22167 SP:Iteration 1F (142.551170 sec): 3 clusters Score: Raw -3970026.976623 + Penalty 2042.788963 = -3967984.187660 nChanged 2444 SP:Iteration 2F (142.656863 sec): 3 clusters Score: Raw -3971150.278216 + Penalty 2042.788963 = -3969107.489253 nChanged 2485 SP:Iteration 3F (142.774046 sec): 3 clusters Score: Raw -3972397.325966 + Penalty 2042.788963 = -3970354.537003 nChanged 2547 SP:Iteration 4F (142.884060 sec): 3 clusters Score: Raw -3973770.992606 + Penalty 2042.788963 = -3971728.203643 nChanged 2621 SP:Iteration 5F (142.977154 sec): 3 clusters Score: Raw -3975289.399244 + Penalty 2042.788963 = -3973246.610281 nChanged 2586 SP:Iteration 6F (143.092893 sec): 3 clusters Score: Raw -3976812.372194 + Penalty 2042.788963 = -3974769.583232 nChanged 2375 SP:Iteration 7F (143.190953 sec): 3 clusters Score: Raw -3978072.793511 + Penalty 2042.788963 = -3976030.004549 nChanged 1923 SP:Iteration 8Q (143.297311 sec): 3 clusters Score: Raw -3978839.837874 + Penalty 2042.788963 = -3976797.048911 nChanged 1384 SP:Iteration 9Q (143.396165 sec): 3 clusters Score: Raw -3979238.732429 + Penalty 2042.788963 = -3977195.943466 nChanged 947 SP:Iteration 10Q (143.501793 sec): 3 clusters Score: Raw -3979473.259702 + Penalty 2042.788963 = -3977430.470739 nChanged 822 SP:Iteration 11Q (143.598338 sec): 3 clusters Score: Raw -3979683.182500 + Penalty 2042.788963 = -3977640.393537 nChanged 780 SP:Iteration 12Q (143.705253 sec): 3 clusters Score: Raw -3979899.952919 + Penalty 2042.788963 = -3977857.163956 nChanged 809 SP:Iteration 13Q (143.796769 sec): 3 clusters Score: Raw -3980154.452734 + Penalty 2042.788963 = -3978111.663771 nChanged 881 SP:Iteration 14Q (143.905378 sec): 3 clusters Score: Raw -3980456.163334 + Penalty 2042.788963 = -3978413.374371 nChanged 920 SP:Iteration 15Q (144.001578 sec): 3 clusters Score: Raw -3980783.358095 + Penalty 2042.788963 = -3978740.569132 nChanged 949 SP:Iteration 16Q (144.119342 sec): 3 clusters Score: Raw -3981148.751503 + Penalty 2042.788963 = -3979105.962540 nChanged 987 SP:Iteration 17Q (144.221937 sec): 3 clusters Score: Raw -3981575.857742 + Penalty 2042.788963 = -3979533.068779 nChanged 1050 SP:Iteration 18Q (144.328921 sec): 3 clusters Score: Raw -3982068.384802 + Penalty 2042.788963 = -3980025.595839 nChanged 985 SP:Iteration 19Q (144.429914 sec): 3 clusters Score: Raw -3982575.768131 + Penalty 2042.788963 = -3980532.979169 nChanged 924 SP:Iteration 20F (144.530894 sec): 3 clusters Score: Raw -3983073.074842 + Penalty 2042.788963 = -3981030.285879 nChanged 865 SP:Iteration 21Q (144.633015 sec): 3 clusters Score: Raw -3983567.949925 + Penalty 2042.788963 = -3981525.160962 nChanged 792 SP:Iteration 22Q (144.731114 sec): 3 clusters Score: Raw -3984051.899438 + Penalty 2042.788963 = -3982009.110476 nChanged 681 SP:Iteration 23Q (144.825037 sec): 3 clusters Score: Raw -3984451.363026 + Penalty 2042.788963 = -3982408.574063 nChanged 621 SP:Iteration 24Q (144.926183 sec): 3 clusters Score: Raw -3984836.790801 + Penalty 2042.788963 = -3982794.001838 nChanged 505 SP:Iteration 25Q (145.020660 sec): 3 clusters Score: Raw -3985154.178615 + Penalty 2042.788963 = -3983111.389652 nChanged 407 SP:Iteration 26Q (145.117578 sec): 3 clusters Score: Raw -3985409.791781 + Penalty 2042.788963 = -3983367.002818 nChanged 354 SP:Iteration 27Q (145.219188 sec): 3 clusters Score: Raw -3985657.542225 + Penalty 2042.788963 = -3983614.753263 nChanged 286 SP:Iteration 28Q (145.310798 sec): 3 clusters Score: Raw -3985842.794746 + Penalty 2042.788963 = -3983800.005783 nChanged 216 SP:Iteration 29Q (145.409778 sec): 3 clusters Score: Raw -3985941.515462 + Penalty 2042.788963 = -3983898.726499 nChanged 174 SP:Iteration 30Q (145.505176 sec): 3 clusters Score: Raw -3986022.141338 + Penalty 2042.788963 = -3983979.352375 nChanged 138 SP:Iteration 31Q (145.605703 sec): 3 clusters Score: Raw -3986085.772496 + Penalty 2042.788963 = -3984042.983533 nChanged 124 SP:Iteration 32Q (145.698093 sec): 3 clusters Score: Raw -3986141.270057 + Penalty 2042.788963 = -3984098.481095 nChanged 102 SP:Iteration 33Q (145.801343 sec): 3 clusters Score: Raw -3986194.914872 + Penalty 2042.788963 = -3984152.125909 nChanged 95 SP:Iteration 34Q (145.881880 sec): 3 clusters Score: Raw -3986241.208992 + Penalty 2042.788963 = -3984198.420029 nChanged 82 SP:Iteration 35Q (145.981993 sec): 3 clusters Score: Raw -3986278.888505 + Penalty 2042.788963 = -3984236.099542 nChanged 68 SP:Iteration 36Q (146.074496 sec): 3 clusters Score: Raw -3986304.666338 + Penalty 2042.788963 = -3984261.877375 nChanged 65 SP:Iteration 37Q (146.173041 sec): 3 clusters Score: Raw -3986332.185036 + Penalty 2042.788963 = -3984289.396073 nChanged 57 SP:Iteration 38Q (146.268778 sec): 3 clusters Score: Raw -3986355.209035 + Penalty 2042.788963 = -3984312.420073 nChanged 40 SP:Iteration 39Q (146.362065 sec): 3 clusters Score: Raw -3986369.457196 + Penalty 2042.788963 = -3984326.668233 nChanged 38 SP:Iteration 40F (146.459195 sec): 3 clusters Score: Raw -3986382.865272 + Penalty 2042.788963 = -3984340.076310 nChanged 34 SP:Iteration 41Q (146.559879 sec): 3 clusters Score: Raw -3986390.752641 + Penalty 2042.788963 = -3984347.963678 nChanged 24 SP:Iteration 42Q (146.655164 sec): 3 clusters Score: Raw -3986395.825364 + Penalty 2042.788963 = -3984353.036402 nChanged 17 SP:Iteration 43Q (146.751121 sec): 3 clusters Score: Raw -3986399.746428 + Penalty 2042.788963 = -3984356.957465 nChanged 16 SP:Iteration 44Q (146.848563 sec): 3 clusters Score: Raw -3986403.564352 + Penalty 2042.788963 = -3984360.775389 nChanged 14 SP:Iteration 45Q (146.945277 sec): 3 clusters Score: Raw -3986406.907911 + Penalty 2042.788963 = -3984364.118948 nChanged 9 SP:Iteration 46Q (147.036828 sec): 3 clusters Score: Raw -3986408.609026 + Penalty 2042.788963 = -3984365.820063 nChanged 10 SP:Iteration 47Q (147.136487 sec): 3 clusters Score: Raw -3986411.296670 + Penalty 2042.788963 = -3984368.507707 nChanged 11 SP:Iteration 48Q (147.234632 sec): 3 clusters Score: Raw -3986413.037926 + Penalty 2042.788963 = -3984370.248963 nChanged 4 SP:Iteration 49Q (147.333360 sec): 3 clusters Score: Raw -3986413.651163 + Penalty 2042.788963 = -3984370.862201 nChanged 4 SP:Iteration 50Q (147.422665 sec): 3 clusters Score: Raw -3986414.113244 + Penalty 2042.788963 = -3984371.324281 nChanged 4 SP:Iteration 51Q (147.513125 sec): 3 clusters Score: Raw -3986414.762852 + Penalty 2042.788963 = -3984371.973890 nChanged 5 SP:Iteration 52Q (147.610079 sec): 3 clusters Score: Raw -3986415.510522 + Penalty 2042.788963 = -3984372.721560 nChanged 3 SP:Iteration 53Q (147.701430 sec): 3 clusters Score: Raw -3986415.875729 + Penalty 2042.788963 = -3984373.086766 nChanged 3 SP:Iteration 54Q (147.793308 sec): 3 clusters Score: Raw -3986416.560377 + Penalty 2042.788963 = -3984373.771414 nChanged 4 SP:Iteration 55Q (147.888250 sec): 3 clusters Score: Raw -3986417.176575 + Penalty 2042.788963 = -3984374.387612 nChanged 3 SP:Iteration 56Q (147.986429 sec): 3 clusters Score: Raw -3986418.171975 + Penalty 2042.788963 = -3984375.383012 nChanged 7 SP:Iteration 57Q (148.085864 sec): 3 clusters Score: Raw -3986420.825504 + Penalty 2042.788963 = -3984378.036542 nChanged 10 SP:Iteration 58Q (148.184228 sec): 3 clusters Score: Raw -3986422.672224 + Penalty 2042.788963 = -3984379.883261 nChanged 8 SP:Iteration 59Q (148.281866 sec): 3 clusters Score: Raw -3986423.752829 + Penalty 2042.788963 = -3984380.963866 nChanged 9 SP:Iteration 60F (148.386436 sec): 3 clusters Score: Raw -3986425.321865 + Penalty 2042.788963 = -3984382.532902 nChanged 10 SP:Iteration 61Q (148.480927 sec): 3 clusters Score: Raw -3986428.320773 + Penalty 2042.788963 = -3984385.531810 nChanged 9 SP:Iteration 62Q (148.574220 sec): 3 clusters Score: Raw -3986430.770021 + Penalty 2042.788963 = -3984387.981058 nChanged 10 SP:Iteration 63Q (148.665992 sec): 3 clusters Score: Raw -3986433.331900 + Penalty 2042.788963 = -3984390.542937 nChanged 13 SP:Iteration 64Q (148.763335 sec): 3 clusters Score: Raw -3986435.815899 + Penalty 2042.788963 = -3984393.026936 nChanged 6 SP:Iteration 65Q (148.859819 sec): 3 clusters Score: Raw -3986437.103875 + Penalty 2042.788963 = -3984394.314913 nChanged 8 SP:Iteration 66Q (148.961839 sec): 3 clusters Score: Raw -3986439.259175 + Penalty 2042.788963 = -3984396.470213 nChanged 8 SP:Iteration 67Q (149.056262 sec): 3 clusters Score: Raw -3986441.572658 + Penalty 2042.788963 = -3984398.783695 nChanged 11 SP:Iteration 68Q (149.157396 sec): 3 clusters Score: Raw -3986444.200144 + Penalty 2042.788963 = -3984401.411181 nChanged 7 SP:Iteration 69Q (149.255462 sec): 3 clusters Score: Raw -3986445.918949 + Penalty 2042.788963 = -3984403.129986 nChanged 8 SP:Iteration 70Q (149.348648 sec): 3 clusters Score: Raw -3986447.844857 + Penalty 2042.788963 = -3984405.055894 nChanged 8 SP:Iteration 71Q (149.442011 sec): 3 clusters Score: Raw -3986449.199408 + Penalty 2042.788963 = -3984406.410445 nChanged 3 SP:Iteration 72Q (149.532128 sec): 3 clusters Score: Raw -3986449.659373 + Penalty 2042.788963 = -3984406.870410 nChanged 2 SP:Iteration 73Q (149.623439 sec): 3 clusters Score: Raw -3986450.275517 + Penalty 2042.788963 = -3984407.486554 nChanged 5 SP:Iteration 74Q (149.726023 sec): 3 clusters Score: Raw -3986451.307114 + Penalty 2042.788963 = -3984408.518152 nChanged 5 SP:Iteration 75Q (149.823786 sec): 3 clusters Score: Raw -3986452.537169 + Penalty 2042.788963 = -3984409.748206 nChanged 4 SP:Iteration 76Q (149.919145 sec): 3 clusters Score: Raw -3986453.571919 + Penalty 2042.788963 = -3984410.782957 nChanged 4 SP:Iteration 77Q (150.002391 sec): 3 clusters Score: Raw -3986454.497913 + Penalty 2042.788963 = -3984411.708950 nChanged 7 SP:Iteration 78Q (150.088281 sec): 3 clusters Score: Raw -3986455.723945 + Penalty 2042.788963 = -3984412.934983 nChanged 3 SP:Iteration 79Q (150.174140 sec): 3 clusters Score: Raw -3986456.350586 + Penalty 2042.788963 = -3984413.561624 nChanged 3 SP:Iteration 80F (150.279891 sec): 3 clusters Score: Raw -3986456.983774 + Penalty 2042.788963 = -3984414.194811 nChanged 1 SP:Iteration 81Q (150.374489 sec): 3 clusters Score: Raw -3986457.219792 + Penalty 2042.788963 = -3984414.430829 nChanged 4 SP:Iteration 82Q (150.468339 sec): 3 clusters Score: Raw -3986458.119386 + Penalty 2042.788963 = -3984415.330423 nChanged 2 SP:Iteration 83Q (150.558753 sec): 3 clusters Score: Raw -3986458.949684 + Penalty 2042.788963 = -3984416.160721 nChanged 3 SP:Iteration 84Q (150.652109 sec): 3 clusters Score: Raw -3986459.902796 + Penalty 2042.788963 = -3984417.113833 nChanged 3 SP:Iteration 85Q (150.749057 sec): 3 clusters Score: Raw -3986460.405934 + Penalty 2042.788963 = -3984417.616971 nChanged 4 SP:Iteration 86Q (150.858093 sec): 3 clusters Score: Raw -3986461.077779 + Penalty 2042.788963 = -3984418.288816 nChanged 1 SP:Iteration 87Q (150.947673 sec): 3 clusters Score: Raw -3986461.194525 + Penalty 2042.788963 = -3984418.405563 nChanged 1 SP:Iteration 88Q (151.037107 sec): 3 clusters Score: Raw -3986461.583256 + Penalty 2042.788963 = -3984418.794293 nChanged 1 SP:Iteration 89Q (151.118346 sec): 3 clusters Score: Raw -3986461.739409 + Penalty 2042.788963 = -3984418.950446 nChanged 1 SP:Iteration 90Q (151.223862 sec): 3 clusters Score: Raw -3986461.903508 + Penalty 2042.788963 = -3984419.114545 nChanged 0 SP:Iteration 91F (151.330811 sec): 3 clusters Score: Raw -3986461.903508 + Penalty 2042.788963 = -3984419.114545 nChanged 0 Trying to split cluster 15 (18043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.376009 sec): 2 clusters Score: Raw -1568528.782435 + Penalty 931.048742 = -1567597.733692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.443809 sec): 3 clusters Score: Raw -1557392.217462 + Penalty 1862.097485 = -1555530.119978 nChanged 8270 SP:Iteration 1F (151.509801 sec): 3 clusters Score: Raw -1561978.734300 + Penalty 1862.097485 = -1560116.636815 nChanged 957 SP:Iteration 2F (151.571830 sec): 3 clusters Score: Raw -1562362.512183 + Penalty 1862.097485 = -1560500.414698 nChanged 988 SP:Iteration 3F (151.642637 sec): 3 clusters Score: Raw -1562901.666772 + Penalty 1862.097485 = -1561039.569287 nChanged 1126 SP:Iteration 4F (151.717857 sec): 3 clusters Score: Raw -1563826.959264 + Penalty 1862.097485 = -1561964.861779 nChanged 1358 SP:Iteration 5F (151.781678 sec): 3 clusters Score: Raw -1565467.184289 + Penalty 1862.097485 = -1563605.086804 nChanged 1544 SP:Iteration 6F (151.858276 sec): 3 clusters Score: Raw -1567525.217485 + Penalty 1862.097485 = -1565663.120001 nChanged 1449 SP:Iteration 7F (151.929267 sec): 3 clusters Score: Raw -1568943.459255 + Penalty 1862.097485 = -1567081.361770 nChanged 1074 SP:Iteration 8F (151.998534 sec): 3 clusters Score: Raw -1569596.996277 + Penalty 1862.097485 = -1567734.898793 nChanged 769 SP:Iteration 9Q (152.065999 sec): 3 clusters Score: Raw -1569924.235337 + Penalty 1862.097485 = -1568062.137852 nChanged 544 SP:Iteration 10Q (152.141299 sec): 3 clusters Score: Raw -1570092.264290 + Penalty 1862.097485 = -1568230.166806 nChanged 395 SP:Iteration 11Q (152.214858 sec): 3 clusters Score: Raw -1570190.116592 + Penalty 1862.097485 = -1568328.019107 nChanged 287 SP:Iteration 12Q (152.278087 sec): 3 clusters Score: Raw -1570247.967834 + Penalty 1862.097485 = -1568385.870349 nChanged 244 SP:Iteration 13Q (152.365588 sec): 3 clusters Score: Raw -1570294.720419 + Penalty 1862.097485 = -1568432.622934 nChanged 215 SP:Iteration 14Q (152.425144 sec): 3 clusters Score: Raw -1570338.512492 + Penalty 1862.097485 = -1568476.415007 nChanged 215 SP:Iteration 15Q (152.495179 sec): 3 clusters Score: Raw -1570387.484414 + Penalty 1862.097485 = -1568525.386930 nChanged 238 SP:Iteration 16Q (152.578865 sec): 3 clusters Score: Raw -1570451.637514 + Penalty 1862.097485 = -1568589.540029 nChanged 271 SP:Iteration 17Q (152.641320 sec): 3 clusters Score: Raw -1570537.524687 + Penalty 1862.097485 = -1568675.427202 nChanged 338 SP:Iteration 18Q (152.720791 sec): 3 clusters Score: Raw -1570675.086799 + Penalty 1862.097485 = -1568812.989314 nChanged 424 SP:Iteration 19Q (152.791173 sec): 3 clusters Score: Raw -1570903.794409 + Penalty 1862.097485 = -1569041.696924 nChanged 488 SP:Iteration 20F (152.860581 sec): 3 clusters Score: Raw -1571237.424918 + Penalty 1862.097485 = -1569375.327434 nChanged 594 SP:Iteration 21Q (152.929551 sec): 3 clusters Score: Raw -1571754.403545 + Penalty 1862.097485 = -1569892.306060 nChanged 594 SP:Iteration 22Q (152.992058 sec): 3 clusters Score: Raw -1572355.060473 + Penalty 1862.097485 = -1570492.962988 nChanged 539 SP:Iteration 23Q (153.074290 sec): 3 clusters Score: Raw -1572998.479686 + Penalty 1862.097485 = -1571136.382201 nChanged 477 SP:Iteration 24Q (153.146268 sec): 3 clusters Score: Raw -1573544.834066 + Penalty 1862.097485 = -1571682.736582 nChanged 391 SP:Iteration 25Q (153.215930 sec): 3 clusters Score: Raw -1573955.424221 + Penalty 1862.097485 = -1572093.326737 nChanged 299 SP:Iteration 26Q (153.281635 sec): 3 clusters Score: Raw -1574209.808442 + Penalty 1862.097485 = -1572347.710957 nChanged 206 SP:Iteration 27Q (153.345654 sec): 3 clusters Score: Raw -1574337.276953 + Penalty 1862.097485 = -1572475.179469 nChanged 134 SP:Iteration 28Q (153.416445 sec): 3 clusters Score: Raw -1574399.816816 + Penalty 1862.097485 = -1572537.719332 nChanged 101 SP:Iteration 29Q (153.485188 sec): 3 clusters Score: Raw -1574433.984480 + Penalty 1862.097485 = -1572571.886995 nChanged 62 SP:Iteration 30Q (153.550597 sec): 3 clusters Score: Raw -1574451.437366 + Penalty 1862.097485 = -1572589.339882 nChanged 40 SP:Iteration 31Q (153.615677 sec): 3 clusters Score: Raw -1574459.577590 + Penalty 1862.097485 = -1572597.480105 nChanged 30 SP:Iteration 32Q (153.678282 sec): 3 clusters Score: Raw -1574463.508998 + Penalty 1862.097485 = -1572601.411513 nChanged 18 SP:Iteration 33Q (153.751336 sec): 3 clusters Score: Raw -1574465.210504 + Penalty 1862.097485 = -1572603.113019 nChanged 8 SP:Iteration 34Q (153.820533 sec): 3 clusters Score: Raw -1574465.928480 + Penalty 1862.097485 = -1572603.830996 nChanged 6 SP:Iteration 35Q (153.887786 sec): 3 clusters Score: Raw -1574466.372880 + Penalty 1862.097485 = -1572604.275396 nChanged 6 SP:Iteration 36Q (153.952560 sec): 3 clusters Score: Raw -1574466.847317 + Penalty 1862.097485 = -1572604.749832 nChanged 4 SP:Iteration 37Q (154.020369 sec): 3 clusters Score: Raw -1574467.091764 + Penalty 1862.097485 = -1572604.994279 nChanged 3 SP:Iteration 38Q (154.084623 sec): 3 clusters Score: Raw -1574467.221774 + Penalty 1862.097485 = -1572605.124289 nChanged 2 SP:Iteration 39Q (154.146291 sec): 3 clusters Score: Raw -1574467.280383 + Penalty 1862.097485 = -1572605.182898 nChanged 1 SP:Iteration 40F (154.216235 sec): 3 clusters Score: Raw -1574467.302785 + Penalty 1862.097485 = -1572605.205300 nChanged 0 Score: Raw -45071957.817885 + Penalty 31313.839764 = -45040643.978121 Splitting cluster 15 changes total score from -44833265.909552 to -45040643.978121 So it's getting split into cluster 25. Trying to split cluster 16 (9192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (160.650585 sec): 2 clusters Score: Raw -724585.788168 + Penalty 866.978438 = -723718.809730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (160.710195 sec): 3 clusters Score: Raw -719110.561374 + Penalty 1733.956876 = -717376.604499 nChanged 4168 SP:Iteration 1F (160.769356 sec): 3 clusters Score: Raw -721400.698711 + Penalty 1733.956876 = -719666.741836 nChanged 575 SP:Iteration 2F (160.829710 sec): 3 clusters Score: Raw -721740.413387 + Penalty 1733.956876 = -720006.456511 nChanged 639 SP:Iteration 3F (160.878112 sec): 3 clusters Score: Raw -722458.611936 + Penalty 1733.956876 = -720724.655061 nChanged 864 SP:Iteration 4F (160.943773 sec): 3 clusters Score: Raw -723626.347637 + Penalty 1733.956876 = -721892.390761 nChanged 968 SP:Iteration 5F (160.989712 sec): 3 clusters Score: Raw -724833.173804 + Penalty 1733.956876 = -723099.216928 nChanged 759 SP:Iteration 6F (161.049792 sec): 3 clusters Score: Raw -725548.789477 + Penalty 1733.956876 = -723814.832602 nChanged 452 SP:Iteration 7Q (161.107984 sec): 3 clusters Score: Raw -725904.758988 + Penalty 1733.956876 = -724170.802113 nChanged 293 SP:Iteration 8Q (161.167856 sec): 3 clusters Score: Raw -726144.244927 + Penalty 1733.956876 = -724410.288051 nChanged 168 SP:Iteration 9Q (161.227402 sec): 3 clusters Score: Raw -726258.427180 + Penalty 1733.956876 = -724524.470304 nChanged 130 SP:Iteration 10Q (161.283241 sec): 3 clusters Score: Raw -726332.818717 + Penalty 1733.956876 = -724598.861841 nChanged 82 SP:Iteration 11Q (161.337719 sec): 3 clusters Score: Raw -726364.634916 + Penalty 1733.956876 = -724630.678040 nChanged 62 SP:Iteration 12Q (161.390086 sec): 3 clusters Score: Raw -726382.369123 + Penalty 1733.956876 = -724648.412247 nChanged 38 SP:Iteration 13Q (161.449122 sec): 3 clusters Score: Raw -726394.344791 + Penalty 1733.956876 = -724660.387916 nChanged 29 SP:Iteration 14Q (161.499213 sec): 3 clusters Score: Raw -726399.825355 + Penalty 1733.956876 = -724665.868480 nChanged 25 SP:Iteration 15Q (161.562650 sec): 3 clusters Score: Raw -726403.438115 + Penalty 1733.956876 = -724669.481239 nChanged 17 SP:Iteration 16Q (161.616035 sec): 3 clusters Score: Raw -726405.809016 + Penalty 1733.956876 = -724671.852141 nChanged 11 SP:Iteration 17Q (161.659945 sec): 3 clusters Score: Raw -726406.997945 + Penalty 1733.956876 = -724673.041069 nChanged 10 SP:Iteration 18Q (161.725862 sec): 3 clusters Score: Raw -726408.058310 + Penalty 1733.956876 = -724674.101434 nChanged 10 SP:Iteration 19Q (161.785696 sec): 3 clusters Score: Raw -726409.045820 + Penalty 1733.956876 = -724675.088945 nChanged 8 SP:Iteration 20F (161.836202 sec): 3 clusters Score: Raw -726410.296764 + Penalty 1733.956876 = -724676.339888 nChanged 2 SP:Iteration 21Q (161.897051 sec): 3 clusters Score: Raw -726410.467211 + Penalty 1733.956876 = -724676.510336 nChanged 0 SP:Iteration 22F (161.955834 sec): 3 clusters Score: Raw -726410.467211 + Penalty 1733.956876 = -724676.510336 nChanged 0 Score: Raw -45073782.496929 + Penalty 32566.393355 = -45041216.103574 Splitting cluster 16 changes total score from -44833265.909552 to -45041216.103574 So it's getting split into cluster 26. Trying to split cluster 17 (2399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (168.542897 sec): 2 clusters Score: Raw -196680.976905 + Penalty 739.366690 = -195941.610215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (168.601104 sec): 3 clusters Score: Raw -195540.770993 + Penalty 1478.733380 = -194062.037614 nChanged 1019 SP:Iteration 1F (168.652441 sec): 3 clusters Score: Raw -196443.175916 + Penalty 1478.733380 = -194964.442536 nChanged 292 SP:Iteration 2F (168.696215 sec): 3 clusters Score: Raw -196999.184475 + Penalty 1478.733380 = -195520.451095 nChanged 277 SP:Iteration 3F (168.754836 sec): 3 clusters Score: Raw -197733.977945 + Penalty 1478.733380 = -196255.244565 nChanged 232 SP:Iteration 4F (168.806788 sec): 3 clusters Score: Raw -198345.522689 + Penalty 1478.733380 = -196866.789309 nChanged 159 SP:Iteration 5F (168.848538 sec): 3 clusters Score: Raw -198451.898000 + Penalty 1478.733380 = -196973.164620 nChanged 46 SP:Iteration 6Q (168.906601 sec): 3 clusters Score: Raw -198472.497730 + Penalty 1478.733380 = -196993.764350 nChanged 24 SP:Iteration 7Q (168.956614 sec): 3 clusters Score: Raw -198483.716440 + Penalty 1478.733380 = -197004.983060 nChanged 19 SP:Iteration 8Q (169.001447 sec): 3 clusters Score: Raw -198492.729806 + Penalty 1478.733380 = -197013.996426 nChanged 18 SP:Iteration 9Q (169.042822 sec): 3 clusters Score: Raw -198504.241165 + Penalty 1478.733380 = -197025.507785 nChanged 20 SP:Iteration 10Q (169.089889 sec): 3 clusters Score: Raw -198519.239981 + Penalty 1478.733380 = -197040.506601 nChanged 29 SP:Iteration 11Q (169.139543 sec): 3 clusters Score: Raw -198543.073745 + Penalty 1478.733380 = -197064.340365 nChanged 26 SP:Iteration 12Q (169.181755 sec): 3 clusters Score: Raw -198567.106533 + Penalty 1478.733380 = -197088.373153 nChanged 16 SP:Iteration 13Q (169.226045 sec): 3 clusters Score: Raw -198587.181117 + Penalty 1478.733380 = -197108.447737 nChanged 14 SP:Iteration 14Q (169.270082 sec): 3 clusters Score: Raw -198603.760239 + Penalty 1478.733380 = -197125.026859 nChanged 16 SP:Iteration 15Q (169.329314 sec): 3 clusters Score: Raw -198613.629738 + Penalty 1478.733380 = -197134.896358 nChanged 8 SP:Iteration 16Q (169.371795 sec): 3 clusters Score: Raw -198619.764077 + Penalty 1478.733380 = -197141.030697 nChanged 3 SP:Iteration 17Q (169.431106 sec): 3 clusters Score: Raw -198621.596084 + Penalty 1478.733380 = -197142.862704 nChanged 4 SP:Iteration 18Q (169.489448 sec): 3 clusters Score: Raw -198623.515831 + Penalty 1478.733380 = -197144.782451 nChanged 3 SP:Iteration 19Q (169.543107 sec): 3 clusters Score: Raw -198624.345194 + Penalty 1478.733380 = -197145.611814 nChanged 1 SP:Iteration 20F (169.592422 sec): 3 clusters Score: Raw -198624.634908 + Penalty 1478.733380 = -197145.901528 nChanged 0 Score: Raw -45075726.154931 + Penalty 33818.946945 = -45041907.207986 Splitting cluster 17 changes total score from -44833265.909552 to -45041907.207986 So it's getting split into cluster 27. Trying to split cluster 18 (2276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.490975 sec): 2 clusters Score: Raw -171282.318698 + Penalty 734.366606 = -170547.952092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.550369 sec): 3 clusters Score: Raw -170195.963454 + Penalty 1468.733211 = -168727.230243 nChanged 935 SP:Iteration 1F (176.591829 sec): 3 clusters Score: Raw -170950.706996 + Penalty 1468.733211 = -169481.973785 nChanged 231 SP:Iteration 2F (176.640532 sec): 3 clusters Score: Raw -171175.285240 + Penalty 1468.733211 = -169706.552029 nChanged 171 SP:Iteration 3F (176.686301 sec): 3 clusters Score: Raw -171312.623396 + Penalty 1468.733211 = -169843.890185 nChanged 126 SP:Iteration 4F (176.737512 sec): 3 clusters Score: Raw -171418.503403 + Penalty 1468.733211 = -169949.770192 nChanged 108 SP:Iteration 5Q (176.779948 sec): 3 clusters Score: Raw -171529.030975 + Penalty 1468.733211 = -170060.297764 nChanged 89 SP:Iteration 6Q (176.831421 sec): 3 clusters Score: Raw -171668.112140 + Penalty 1468.733211 = -170199.378929 nChanged 79 SP:Iteration 7Q (176.885205 sec): 3 clusters Score: Raw -171799.210518 + Penalty 1468.733211 = -170330.477307 nChanged 72 SP:Iteration 8Q (176.943097 sec): 3 clusters Score: Raw -171856.428191 + Penalty 1468.733211 = -170387.694980 nChanged 45 SP:Iteration 9Q (176.990556 sec): 3 clusters Score: Raw -171880.535831 + Penalty 1468.733211 = -170411.802620 nChanged 41 SP:Iteration 10Q (177.033910 sec): 3 clusters Score: Raw -171900.064179 + Penalty 1468.733211 = -170431.330968 nChanged 36 SP:Iteration 11Q (177.086778 sec): 3 clusters Score: Raw -171919.877773 + Penalty 1468.733211 = -170451.144562 nChanged 35 SP:Iteration 12Q (177.125294 sec): 3 clusters Score: Raw -171940.946713 + Penalty 1468.733211 = -170472.213502 nChanged 31 SP:Iteration 13Q (177.177597 sec): 3 clusters Score: Raw -171958.951135 + Penalty 1468.733211 = -170490.217924 nChanged 35 SP:Iteration 14Q (177.216948 sec): 3 clusters Score: Raw -171979.932093 + Penalty 1468.733211 = -170511.198882 nChanged 27 SP:Iteration 15Q (177.269490 sec): 3 clusters Score: Raw -172000.051328 + Penalty 1468.733211 = -170531.318117 nChanged 42 SP:Iteration 16Q (177.324591 sec): 3 clusters Score: Raw -172039.322148 + Penalty 1468.733211 = -170570.588937 nChanged 51 SP:Iteration 17Q (177.367327 sec): 3 clusters Score: Raw -172084.224738 + Penalty 1468.733211 = -170615.491527 nChanged 61 SP:Iteration 18Q (177.419978 sec): 3 clusters Score: Raw -172164.382753 + Penalty 1468.733211 = -170695.649542 nChanged 80 SP:Iteration 19Q (177.474405 sec): 3 clusters Score: Raw -172265.141285 + Penalty 1468.733211 = -170796.408074 nChanged 92 SP:Iteration 20F (177.512236 sec): 3 clusters Score: Raw -172429.540089 + Penalty 1468.733211 = -170960.806877 nChanged 126 SP:Iteration 21F (177.575329 sec): 3 clusters Score: Raw -172748.765075 + Penalty 1468.733211 = -171280.031864 nChanged 139 SP:Iteration 22F (177.630040 sec): 3 clusters Score: Raw -173050.716836 + Penalty 1468.733211 = -171581.983625 nChanged 98 SP:Iteration 23Q (177.684102 sec): 3 clusters Score: Raw -173210.397098 + Penalty 1468.733211 = -171741.663887 nChanged 68 SP:Iteration 24Q (177.732331 sec): 3 clusters Score: Raw -173294.508245 + Penalty 1468.733211 = -171825.775034 nChanged 38 SP:Iteration 25Q (177.787487 sec): 3 clusters Score: Raw -173314.158433 + Penalty 1468.733211 = -171845.425222 nChanged 13 SP:Iteration 26Q (177.841325 sec): 3 clusters Score: Raw -173321.681896 + Penalty 1468.733211 = -171852.948685 nChanged 14 SP:Iteration 27Q (177.889729 sec): 3 clusters Score: Raw -173329.480869 + Penalty 1468.733211 = -171860.747658 nChanged 10 SP:Iteration 28Q (177.927572 sec): 3 clusters Score: Raw -173334.014507 + Penalty 1468.733211 = -171865.281296 nChanged 2 SP:Iteration 29Q (177.985712 sec): 3 clusters Score: Raw -173335.116539 + Penalty 1468.733211 = -171866.383328 nChanged 3 SP:Iteration 30Q (178.034350 sec): 3 clusters Score: Raw -173337.569296 + Penalty 1468.733211 = -171868.836085 nChanged 2 SP:Iteration 31Q (178.080465 sec): 3 clusters Score: Raw -173338.945555 + Penalty 1468.733211 = -171870.212344 nChanged 2 SP:Iteration 32Q (178.146099 sec): 3 clusters Score: Raw -173340.227924 + Penalty 1468.733211 = -171871.494713 nChanged 2 SP:Iteration 33Q (178.187636 sec): 3 clusters Score: Raw -173342.639423 + Penalty 1468.733211 = -171873.906212 nChanged 3 SP:Iteration 34Q (178.246554 sec): 3 clusters Score: Raw -173344.794350 + Penalty 1468.733211 = -171876.061139 nChanged 2 SP:Iteration 35Q (178.291707 sec): 3 clusters Score: Raw -173345.309317 + Penalty 1468.733211 = -171876.576106 nChanged 2 SP:Iteration 36Q (178.347048 sec): 3 clusters Score: Raw -173345.715889 + Penalty 1468.733211 = -171876.982678 nChanged 0 SP:Iteration 37F (178.399674 sec): 3 clusters Score: Raw -173345.715889 + Penalty 1468.733211 = -171876.982678 nChanged 0 Score: Raw -45077789.552123 + Penalty 35071.500536 = -45042718.051587 Splitting cluster 18 changes total score from -44833265.909552 to -45042718.051587 So it's getting split into cluster 28. Trying to split cluster 19 (3838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.474796 sec): 2 clusters Score: Raw -334670.380931 + Penalty 784.007134 = -333886.373797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.524821 sec): 3 clusters Score: Raw -332569.764244 + Penalty 1568.014269 = -331001.749976 nChanged 1560 SP:Iteration 1F (185.570794 sec): 3 clusters Score: Raw -333519.922367 + Penalty 1568.014269 = -331951.908099 nChanged 324 SP:Iteration 2F (185.626333 sec): 3 clusters Score: Raw -333763.157791 + Penalty 1568.014269 = -332195.143523 nChanged 284 SP:Iteration 3F (185.681878 sec): 3 clusters Score: Raw -333979.544576 + Penalty 1568.014269 = -332411.530307 nChanged 248 SP:Iteration 4F (185.733789 sec): 3 clusters Score: Raw -334235.576191 + Penalty 1568.014269 = -332667.561923 nChanged 267 SP:Iteration 5F (185.778934 sec): 3 clusters Score: Raw -334468.417926 + Penalty 1568.014269 = -332900.403657 nChanged 231 SP:Iteration 6F (185.828548 sec): 3 clusters Score: Raw -334641.323983 + Penalty 1568.014269 = -333073.309714 nChanged 181 SP:Iteration 7Q (185.882929 sec): 3 clusters Score: Raw -334762.848176 + Penalty 1568.014269 = -333194.833908 nChanged 138 SP:Iteration 8Q (185.920857 sec): 3 clusters Score: Raw -334856.412001 + Penalty 1568.014269 = -333288.397733 nChanged 111 SP:Iteration 9Q (185.978962 sec): 3 clusters Score: Raw -334914.342578 + Penalty 1568.014269 = -333346.328309 nChanged 81 SP:Iteration 10Q (186.027028 sec): 3 clusters Score: Raw -334946.543861 + Penalty 1568.014269 = -333378.529592 nChanged 58 SP:Iteration 11Q (186.064642 sec): 3 clusters Score: Raw -334968.416777 + Penalty 1568.014269 = -333400.402508 nChanged 43 SP:Iteration 12Q (186.113119 sec): 3 clusters Score: Raw -334983.500768 + Penalty 1568.014269 = -333415.486499 nChanged 41 SP:Iteration 13Q (186.167492 sec): 3 clusters Score: Raw -334998.241348 + Penalty 1568.014269 = -333430.227080 nChanged 44 SP:Iteration 14Q (186.214994 sec): 3 clusters Score: Raw -335013.826146 + Penalty 1568.014269 = -333445.811877 nChanged 48 SP:Iteration 15Q (186.262716 sec): 3 clusters Score: Raw -335028.833314 + Penalty 1568.014269 = -333460.819045 nChanged 27 SP:Iteration 16Q (186.323601 sec): 3 clusters Score: Raw -335038.370229 + Penalty 1568.014269 = -333470.355960 nChanged 32 SP:Iteration 17Q (186.361088 sec): 3 clusters Score: Raw -335047.688764 + Penalty 1568.014269 = -333479.674495 nChanged 27 SP:Iteration 18Q (186.408719 sec): 3 clusters Score: Raw -335057.797587 + Penalty 1568.014269 = -333489.783319 nChanged 24 SP:Iteration 19Q (186.460947 sec): 3 clusters Score: Raw -335064.052674 + Penalty 1568.014269 = -333496.038405 nChanged 25 SP:Iteration 20F (186.511094 sec): 3 clusters Score: Raw -335071.874954 + Penalty 1568.014269 = -333503.860686 nChanged 19 SP:Iteration 21Q (186.570646 sec): 3 clusters Score: Raw -335077.867918 + Penalty 1568.014269 = -333509.853649 nChanged 25 SP:Iteration 22Q (186.619835 sec): 3 clusters Score: Raw -335085.590267 + Penalty 1568.014269 = -333517.575998 nChanged 22 SP:Iteration 23Q (186.663820 sec): 3 clusters Score: Raw -335091.428185 + Penalty 1568.014269 = -333523.413916 nChanged 12 SP:Iteration 24Q (186.715408 sec): 3 clusters Score: Raw -335094.390483 + Penalty 1568.014269 = -333526.376214 nChanged 13 SP:Iteration 25Q (186.772576 sec): 3 clusters Score: Raw -335096.926312 + Penalty 1568.014269 = -333528.912044 nChanged 7 SP:Iteration 26Q (186.829182 sec): 3 clusters Score: Raw -335098.665779 + Penalty 1568.014269 = -333530.651510 nChanged 11 SP:Iteration 27Q (186.883184 sec): 3 clusters Score: Raw -335103.124021 + Penalty 1568.014269 = -333535.109753 nChanged 13 SP:Iteration 28Q (186.936008 sec): 3 clusters Score: Raw -335106.815419 + Penalty 1568.014269 = -333538.801151 nChanged 14 SP:Iteration 29Q (186.986121 sec): 3 clusters Score: Raw -335110.655708 + Penalty 1568.014269 = -333542.641440 nChanged 15 SP:Iteration 30Q (187.034034 sec): 3 clusters Score: Raw -335114.720971 + Penalty 1568.014269 = -333546.706703 nChanged 12 SP:Iteration 31Q (187.082112 sec): 3 clusters Score: Raw -335117.783720 + Penalty 1568.014269 = -333549.769452 nChanged 10 SP:Iteration 32Q (187.121201 sec): 3 clusters Score: Raw -335120.379045 + Penalty 1568.014269 = -333552.364776 nChanged 9 SP:Iteration 33Q (187.177916 sec): 3 clusters Score: Raw -335122.652318 + Penalty 1568.014269 = -333554.638050 nChanged 7 SP:Iteration 34Q (187.232108 sec): 3 clusters Score: Raw -335124.107936 + Penalty 1568.014269 = -333556.093668 nChanged 2 SP:Iteration 35Q (187.284507 sec): 3 clusters Score: Raw -335124.299464 + Penalty 1568.014269 = -333556.285195 nChanged 0 SP:Iteration 36F (187.333521 sec): 3 clusters Score: Raw -335124.299464 + Penalty 1568.014269 = -333556.285195 nChanged 0 Iteration 20F (194.313176 sec): 29 clusters Score: Raw -45113985.496149 + Penalty 35071.500536 = -45078913.995614 nChanged 27787 Iteration 21F (201.245238 sec): 29 clusters Score: Raw -45147188.983209 + Penalty 35071.500536 = -45112117.482673 nChanged 19468 Iteration 22Q (204.334282 sec): 29 clusters Score: Raw -45162878.589480 + Penalty 35071.500536 = -45127807.088944 nChanged 15125 Iteration 23Q (207.201455 sec): 29 clusters Score: Raw -45171691.300505 + Penalty 35071.500536 = -45136619.799969 nChanged 11862 Iteration 24Q (210.170677 sec): 29 clusters Score: Raw -45177109.816712 + Penalty 35071.500536 = -45142038.316176 nChanged 9343 Iteration 25Q (213.051776 sec): 29 clusters Score: Raw -45180615.479512 + Penalty 35071.500536 = -45145543.978976 nChanged 7552 Iteration 26Q (216.047549 sec): 29 clusters Score: Raw -45182969.668244 + Penalty 35071.500536 = -45147898.167708 nChanged 6316 Iteration 27Q (218.882743 sec): 29 clusters Score: Raw -45184724.904935 + Penalty 35071.500536 = -45149653.404399 nChanged 5473 Iteration 28Q (221.650468 sec): 29 clusters Score: Raw -45186079.624608 + Penalty 35071.500536 = -45151008.124073 nChanged 4767 Iteration 29Q (224.416980 sec): 29 clusters Score: Raw -45187131.196989 + Penalty 35071.500536 = -45152059.696454 nChanged 4263 Iteration 30Q (227.488367 sec): 29 clusters Score: Raw -45187994.285292 + Penalty 35071.500536 = -45152922.784756 nChanged 3773 Iteration 31Q (230.486191 sec): 29 clusters Score: Raw -45188671.205741 + Penalty 35071.500536 = -45153599.705205 nChanged 3359 Iteration 32Q (233.536544 sec): 29 clusters Score: Raw -45189215.250572 + Penalty 35071.500536 = -45154143.750036 nChanged 3001 Iteration 33Q (236.201648 sec): 29 clusters Score: Raw -45189670.811392 + Penalty 35071.500536 = -45154599.310856 nChanged 2707 Iteration 34Q (239.179367 sec): 29 clusters Score: Raw -45190039.858949 + Penalty 35071.500536 = -45154968.358414 nChanged 2517 Iteration 35Q (241.945791 sec): 29 clusters Score: Raw -45190344.105935 + Penalty 35071.500536 = -45155272.605399 nChanged 2201 Iteration 36Q (244.845552 sec): 29 clusters Score: Raw -45190595.833238 + Penalty 35071.500536 = -45155524.332703 nChanged 2089 Iteration 37Q (247.752033 sec): 29 clusters Score: Raw -45190827.860677 + Penalty 35071.500536 = -45155756.360141 nChanged 1985 Iteration 38Q (250.633862 sec): 29 clusters Score: Raw -45191046.298782 + Penalty 35071.500536 = -45155974.798246 nChanged 1860 Iteration 39Q (253.376096 sec): 29 clusters Score: Raw -45191237.726061 + Penalty 35071.500536 = -45156166.225525 nChanged 1793 Iteration 40F (260.333127 sec): 29 clusters Score: Raw -45191981.797760 + Penalty 35071.500536 = -45156910.297224 nChanged 1938 Iteration 41Q (263.078272 sec): 29 clusters Score: Raw -45192699.542048 + Penalty 35071.500536 = -45157628.041512 nChanged 1881 Iteration 42Q (266.012077 sec): 29 clusters Score: Raw -45193126.868080 + Penalty 35071.500536 = -45158055.367544 nChanged 1872 Iteration 43Q (268.825194 sec): 29 clusters Score: Raw -45193437.749597 + Penalty 35071.500536 = -45158366.249061 nChanged 1752 Iteration 44Q (271.797994 sec): 29 clusters Score: Raw -45193721.905326 + Penalty 35071.500536 = -45158650.404790 nChanged 1718 Iteration 45Q (274.469126 sec): 29 clusters Score: Raw -45193966.831018 + Penalty 35071.500536 = -45158895.330483 nChanged 1672 Iteration 46Q (277.187193 sec): 29 clusters Score: Raw -45194172.054324 + Penalty 35071.500536 = -45159100.553789 nChanged 1545 Iteration 47Q (279.947878 sec): 29 clusters Score: Raw -45194352.745177 + Penalty 35071.500536 = -45159281.244641 nChanged 1540 Iteration 48Q (282.994322 sec): 29 clusters Score: Raw -45194526.660420 + Penalty 35071.500536 = -45159455.159884 nChanged 1471 Iteration 49Q (285.874833 sec): 29 clusters Score: Raw -45194680.196023 + Penalty 35071.500536 = -45159608.695487 nChanged 1471 Iteration 50Q (288.913740 sec): 29 clusters Score: Raw -45194832.053205 + Penalty 35071.500536 = -45159760.552670 nChanged 1418 Iteration 51Q (292.010206 sec): 29 clusters Score: Raw -45194970.211593 + Penalty 35071.500536 = -45159898.711057 nChanged 1381 Iteration 52Q (294.899256 sec): 29 clusters Score: Raw -45195096.306139 + Penalty 35071.500536 = -45160024.805603 nChanged 1320 Iteration 53Q (297.698190 sec): 29 clusters Score: Raw -45195211.999412 + Penalty 35071.500536 = -45160140.498876 nChanged 1300 Iteration 54Q (300.565765 sec): 29 clusters Score: Raw -45195328.171895 + Penalty 35071.500536 = -45160256.671360 nChanged 1322 Iteration 55Q (303.593966 sec): 29 clusters Score: Raw -45195454.304580 + Penalty 35071.500536 = -45160382.804044 nChanged 1280 Iteration 56Q (306.490408 sec): 29 clusters Score: Raw -45195565.730234 + Penalty 35071.500536 = -45160494.229698 nChanged 1249 Iteration 57Q (309.513311 sec): 29 clusters Score: Raw -45195677.070754 + Penalty 35071.500536 = -45160605.570218 nChanged 1267 Iteration 58Q (312.225611 sec): 29 clusters Score: Raw -45195785.348947 + Penalty 35071.500536 = -45160713.848411 nChanged 1134 Writing temp clu file Because OldScore, -45160605.570218, is greater than current (better) Score,-45160713.848411 Compute initial score before splitting: Score: Raw -45195785.348947 + Penalty 35071.500536 = -45160713.848411 Trying to split cluster 1 (1319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (312.400434 sec): 2 clusters Score: Raw -112912.184441 + Penalty 682.539770 = -112229.644672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (312.459313 sec): 3 clusters Score: Raw -112319.436225 + Penalty 1365.079539 = -110954.356686 nChanged 476 SP:Iteration 1F (312.496171 sec): 3 clusters Score: Raw -112588.294569 + Penalty 1365.079539 = -111223.215030 nChanged 90 SP:Iteration 2F (312.558876 sec): 3 clusters Score: Raw -112656.142321 + Penalty 1365.079539 = -111291.062782 nChanged 75 SP:Iteration 3F (312.599591 sec): 3 clusters Score: Raw -112704.582186 + Penalty 1365.079539 = -111339.502647 nChanged 61 SP:Iteration 4Q (312.654299 sec): 3 clusters Score: Raw -112749.761822 + Penalty 1365.079539 = -111384.682283 nChanged 60 SP:Iteration 5Q (312.691014 sec): 3 clusters Score: Raw -112804.675620 + Penalty 1365.079539 = -111439.596081 nChanged 53 SP:Iteration 6Q (312.745531 sec): 3 clusters Score: Raw -112847.417829 + Penalty 1365.079539 = -111482.338290 nChanged 42 SP:Iteration 7Q (312.796813 sec): 3 clusters Score: Raw -112878.380297 + Penalty 1365.079539 = -111513.300758 nChanged 27 SP:Iteration 8Q (312.847402 sec): 3 clusters Score: Raw -112896.328454 + Penalty 1365.079539 = -111531.248915 nChanged 30 SP:Iteration 9Q (312.902519 sec): 3 clusters Score: Raw -112912.954626 + Penalty 1365.079539 = -111547.875087 nChanged 20 SP:Iteration 10Q (312.936082 sec): 3 clusters Score: Raw -112927.651400 + Penalty 1365.079539 = -111562.571861 nChanged 21 SP:Iteration 11Q (312.994685 sec): 3 clusters Score: Raw -112946.521754 + Penalty 1365.079539 = -111581.442215 nChanged 22 SP:Iteration 12Q (313.034832 sec): 3 clusters Score: Raw -112962.956166 + Penalty 1365.079539 = -111597.876627 nChanged 31 SP:Iteration 13Q (313.098746 sec): 3 clusters Score: Raw -112988.753894 + Penalty 1365.079539 = -111623.674355 nChanged 23 SP:Iteration 14Q (313.147006 sec): 3 clusters Score: Raw -113009.141624 + Penalty 1365.079539 = -111644.062085 nChanged 26 SP:Iteration 15Q (313.195480 sec): 3 clusters Score: Raw -113029.071895 + Penalty 1365.079539 = -111663.992356 nChanged 14 SP:Iteration 16Q (313.248321 sec): 3 clusters Score: Raw -113038.876890 + Penalty 1365.079539 = -111673.797351 nChanged 17 SP:Iteration 17Q (313.292876 sec): 3 clusters Score: Raw -113049.058452 + Penalty 1365.079539 = -111683.978913 nChanged 12 SP:Iteration 18Q (313.336203 sec): 3 clusters Score: Raw -113057.699253 + Penalty 1365.079539 = -111692.619714 nChanged 13 SP:Iteration 19Q (313.384254 sec): 3 clusters Score: Raw -113066.013291 + Penalty 1365.079539 = -111700.933752 nChanged 12 SP:Iteration 20F (313.434854 sec): 3 clusters Score: Raw -113075.132548 + Penalty 1365.079539 = -111710.053008 nChanged 25 SP:Iteration 21Q (313.493714 sec): 3 clusters Score: Raw -113092.059598 + Penalty 1365.079539 = -111726.980059 nChanged 19 SP:Iteration 22Q (313.540348 sec): 3 clusters Score: Raw -113104.309539 + Penalty 1365.079539 = -111739.230000 nChanged 16 SP:Iteration 23Q (313.581149 sec): 3 clusters Score: Raw -113115.879477 + Penalty 1365.079539 = -111750.799938 nChanged 12 SP:Iteration 24Q (313.632163 sec): 3 clusters Score: Raw -113124.488964 + Penalty 1365.079539 = -111759.409425 nChanged 13 SP:Iteration 25Q (313.685078 sec): 3 clusters Score: Raw -113133.120653 + Penalty 1365.079539 = -111768.041114 nChanged 6 SP:Iteration 26Q (313.736668 sec): 3 clusters Score: Raw -113135.630012 + Penalty 1365.079539 = -111770.550473 nChanged 3 SP:Iteration 27Q (313.786564 sec): 3 clusters Score: Raw -113136.722727 + Penalty 1365.079539 = -111771.643188 nChanged 2 SP:Iteration 28Q (313.832350 sec): 3 clusters Score: Raw -113137.174333 + Penalty 1365.079539 = -111772.094794 nChanged 1 SP:Iteration 29Q (313.873033 sec): 3 clusters Score: Raw -113137.506211 + Penalty 1365.079539 = -111772.426672 nChanged 1 SP:Iteration 30Q (313.934695 sec): 3 clusters Score: Raw -113137.715219 + Penalty 1365.079539 = -111772.635680 nChanged 0 SP:Iteration 31F (313.980156 sec): 3 clusters Score: Raw -113137.715219 + Penalty 1365.079539 = -111772.635680 nChanged 0 Trying to split cluster 2 (2930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (314.008844 sec): 2 clusters Score: Raw -245862.407567 + Penalty 758.361982 = -245104.045585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (314.055955 sec): 3 clusters Score: Raw -244364.429609 + Penalty 1516.723963 = -242847.705645 nChanged 1175 SP:Iteration 1F (314.102690 sec): 3 clusters Score: Raw -245017.468285 + Penalty 1516.723963 = -243500.744321 nChanged 227 SP:Iteration 2F (314.149170 sec): 3 clusters Score: Raw -245158.525855 + Penalty 1516.723963 = -243641.801892 nChanged 194 SP:Iteration 3F (314.195811 sec): 3 clusters Score: Raw -245300.309998 + Penalty 1516.723963 = -243783.586034 nChanged 182 SP:Iteration 4F (314.232082 sec): 3 clusters Score: Raw -245454.983151 + Penalty 1516.723963 = -243938.259188 nChanged 182 SP:Iteration 5F (314.279277 sec): 3 clusters Score: Raw -245614.163411 + Penalty 1516.723963 = -244097.439447 nChanged 168 SP:Iteration 6F (314.331355 sec): 3 clusters Score: Raw -245746.598495 + Penalty 1516.723963 = -244229.874531 nChanged 136 SP:Iteration 7Q (314.371294 sec): 3 clusters Score: Raw -245842.153164 + Penalty 1516.723963 = -244325.429200 nChanged 92 SP:Iteration 8Q (314.419351 sec): 3 clusters Score: Raw -245894.331464 + Penalty 1516.723963 = -244377.607501 nChanged 77 SP:Iteration 9Q (314.476948 sec): 3 clusters Score: Raw -245941.886852 + Penalty 1516.723963 = -244425.162889 nChanged 57 SP:Iteration 10Q (314.515480 sec): 3 clusters Score: Raw -245978.367486 + Penalty 1516.723963 = -244461.643523 nChanged 47 SP:Iteration 11Q (314.559245 sec): 3 clusters Score: Raw -246008.996211 + Penalty 1516.723963 = -244492.272248 nChanged 53 SP:Iteration 12Q (314.612031 sec): 3 clusters Score: Raw -246042.744926 + Penalty 1516.723963 = -244526.020963 nChanged 48 SP:Iteration 13Q (314.664987 sec): 3 clusters Score: Raw -246068.089979 + Penalty 1516.723963 = -244551.366016 nChanged 37 SP:Iteration 14Q (314.713415 sec): 3 clusters Score: Raw -246088.948070 + Penalty 1516.723963 = -244572.224106 nChanged 42 SP:Iteration 15Q (314.768002 sec): 3 clusters Score: Raw -246108.755965 + Penalty 1516.723963 = -244592.032002 nChanged 35 SP:Iteration 16Q (314.821621 sec): 3 clusters Score: Raw -246124.021011 + Penalty 1516.723963 = -244607.297048 nChanged 33 SP:Iteration 17Q (314.876382 sec): 3 clusters Score: Raw -246136.447948 + Penalty 1516.723963 = -244619.723984 nChanged 31 SP:Iteration 18Q (314.920938 sec): 3 clusters Score: Raw -246148.495768 + Penalty 1516.723963 = -244631.771805 nChanged 24 SP:Iteration 19Q (314.971727 sec): 3 clusters Score: Raw -246157.305789 + Penalty 1516.723963 = -244640.581825 nChanged 24 SP:Iteration 20F (315.019844 sec): 3 clusters Score: Raw -246165.764602 + Penalty 1516.723963 = -244649.040639 nChanged 16 SP:Iteration 21Q (315.067615 sec): 3 clusters Score: Raw -246170.315211 + Penalty 1516.723963 = -244653.591247 nChanged 10 SP:Iteration 22Q (315.122814 sec): 3 clusters Score: Raw -246173.680280 + Penalty 1516.723963 = -244656.956317 nChanged 11 SP:Iteration 23Q (315.173650 sec): 3 clusters Score: Raw -246176.587364 + Penalty 1516.723963 = -244659.863401 nChanged 8 SP:Iteration 24Q (315.225999 sec): 3 clusters Score: Raw -246178.356468 + Penalty 1516.723963 = -244661.632504 nChanged 7 SP:Iteration 25Q (315.266456 sec): 3 clusters Score: Raw -246180.214038 + Penalty 1516.723963 = -244663.490075 nChanged 6 SP:Iteration 26Q (315.314756 sec): 3 clusters Score: Raw -246181.228739 + Penalty 1516.723963 = -244664.504776 nChanged 5 SP:Iteration 27Q (315.363584 sec): 3 clusters Score: Raw -246181.834890 + Penalty 1516.723963 = -244665.110926 nChanged 1 SP:Iteration 28Q (315.411969 sec): 3 clusters Score: Raw -246182.235166 + Penalty 1516.723963 = -244665.511202 nChanged 1 SP:Iteration 29Q (315.459628 sec): 3 clusters Score: Raw -246182.390561 + Penalty 1516.723963 = -244665.666598 nChanged 0 SP:Iteration 30F (315.503428 sec): 3 clusters Score: Raw -246182.390561 + Penalty 1516.723963 = -244665.666598 nChanged 0 Trying to split cluster 3 (209262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (315.740994 sec): 2 clusters Score: Raw -18573849.937788 + Penalty 1163.877522 = -18572686.060266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.062129 sec): 3 clusters Score: Raw -18433510.045572 + Penalty 2327.755044 = -18431182.290529 nChanged 102369 SP:Iteration 1F (316.366442 sec): 3 clusters Score: Raw -18499536.320008 + Penalty 2327.755044 = -18497208.564964 nChanged 9984 SP:Iteration 2Q (316.699272 sec): 3 clusters Score: Raw -18503702.645408 + Penalty 2327.755044 = -18501374.890364 nChanged 11702 SP:Iteration 3F (317.009272 sec): 3 clusters Score: Raw -18510041.227674 + Penalty 2327.755044 = -18507713.472630 nChanged 13367 SP:Iteration 4F (317.317617 sec): 3 clusters Score: Raw -18518951.071574 + Penalty 2327.755044 = -18516623.316530 nChanged 14048 SP:Iteration 5F (317.631457 sec): 3 clusters Score: Raw -18529428.949939 + Penalty 2327.755044 = -18527101.194896 nChanged 12967 SP:Iteration 6F (317.941196 sec): 3 clusters Score: Raw -18539310.817664 + Penalty 2327.755044 = -18536983.062621 nChanged 10916 SP:Iteration 7F (318.237454 sec): 3 clusters Score: Raw -18547131.732259 + Penalty 2327.755044 = -18544803.977215 nChanged 8442 SP:Iteration 8Q (318.549872 sec): 3 clusters Score: Raw -18552564.409624 + Penalty 2327.755044 = -18550236.654580 nChanged 6267 SP:Iteration 9Q (318.844111 sec): 3 clusters Score: Raw -18556206.686605 + Penalty 2327.755044 = -18553878.931561 nChanged 4646 SP:Iteration 10Q (319.134795 sec): 3 clusters Score: Raw -18558906.128531 + Penalty 2327.755044 = -18556578.373488 nChanged 3708 SP:Iteration 11Q (319.420172 sec): 3 clusters Score: Raw -18561219.555277 + Penalty 2327.755044 = -18558891.800233 nChanged 3322 SP:Iteration 12Q (319.695271 sec): 3 clusters Score: Raw -18563496.626577 + Penalty 2327.755044 = -18561168.871533 nChanged 3048 SP:Iteration 13Q (319.976312 sec): 3 clusters Score: Raw -18565777.612637 + Penalty 2327.755044 = -18563449.857593 nChanged 2936 SP:Iteration 14Q (320.248284 sec): 3 clusters Score: Raw -18568067.053025 + Penalty 2327.755044 = -18565739.297981 nChanged 2668 SP:Iteration 15Q (320.509648 sec): 3 clusters Score: Raw -18569973.815964 + Penalty 2327.755044 = -18567646.060920 nChanged 2402 SP:Iteration 16Q (320.779221 sec): 3 clusters Score: Raw -18571518.823630 + Penalty 2327.755044 = -18569191.068587 nChanged 2127 SP:Iteration 17Q (321.049955 sec): 3 clusters Score: Raw -18572715.844671 + Penalty 2327.755044 = -18570388.089628 nChanged 1809 SP:Iteration 18Q (321.316451 sec): 3 clusters Score: Raw -18573556.541321 + Penalty 2327.755044 = -18571228.786277 nChanged 1461 SP:Iteration 19Q (321.576007 sec): 3 clusters Score: Raw -18574134.524263 + Penalty 2327.755044 = -18571806.769219 nChanged 1178 SP:Iteration 20F (321.888826 sec): 3 clusters Score: Raw -18574491.575704 + Penalty 2327.755044 = -18572163.820660 nChanged 873 SP:Iteration 21Q (322.152863 sec): 3 clusters Score: Raw -18574693.316652 + Penalty 2327.755044 = -18572365.561608 nChanged 696 SP:Iteration 22Q (322.408396 sec): 3 clusters Score: Raw -18574821.608260 + Penalty 2327.755044 = -18572493.853217 nChanged 530 SP:Iteration 23Q (322.658812 sec): 3 clusters Score: Raw -18574899.496133 + Penalty 2327.755044 = -18572571.741090 nChanged 412 SP:Iteration 24Q (322.913309 sec): 3 clusters Score: Raw -18574948.378017 + Penalty 2327.755044 = -18572620.622973 nChanged 321 SP:Iteration 25Q (323.165461 sec): 3 clusters Score: Raw -18574980.634188 + Penalty 2327.755044 = -18572652.879144 nChanged 250 SP:Iteration 26Q (323.427953 sec): 3 clusters Score: Raw -18575000.332531 + Penalty 2327.755044 = -18572672.577487 nChanged 217 SP:Iteration 27Q (323.695764 sec): 3 clusters Score: Raw -18575016.718202 + Penalty 2327.755044 = -18572688.963158 nChanged 204 SP:Iteration 28Q (324.007910 sec): 3 clusters Score: Raw -18575032.057858 + Penalty 2327.755044 = -18572704.302814 nChanged 206 SP:Iteration 29Q (324.287700 sec): 3 clusters Score: Raw -18575048.195484 + Penalty 2327.755044 = -18572720.440441 nChanged 185 SP:Iteration 30Q (324.552180 sec): 3 clusters Score: Raw -18575060.287970 + Penalty 2327.755044 = -18572732.532926 nChanged 162 SP:Iteration 31Q (324.799235 sec): 3 clusters Score: Raw -18575070.715857 + Penalty 2327.755044 = -18572742.960814 nChanged 168 SP:Iteration 32Q (325.049305 sec): 3 clusters Score: Raw -18575082.737502 + Penalty 2327.755044 = -18572754.982458 nChanged 175 SP:Iteration 33Q (325.309331 sec): 3 clusters Score: Raw -18575093.936480 + Penalty 2327.755044 = -18572766.181437 nChanged 165 SP:Iteration 34Q (325.561133 sec): 3 clusters Score: Raw -18575103.922665 + Penalty 2327.755044 = -18572776.167621 nChanged 164 SP:Iteration 35Q (325.836765 sec): 3 clusters Score: Raw -18575113.309691 + Penalty 2327.755044 = -18572785.554647 nChanged 154 SP:Iteration 36Q (326.098865 sec): 3 clusters Score: Raw -18575120.946866 + Penalty 2327.755044 = -18572793.191822 nChanged 135 SP:Iteration 37Q (326.361186 sec): 3 clusters Score: Raw -18575127.590619 + Penalty 2327.755044 = -18572799.835575 nChanged 139 SP:Iteration 38Q (326.627584 sec): 3 clusters Score: Raw -18575134.159001 + Penalty 2327.755044 = -18572806.403957 nChanged 123 SP:Iteration 39Q (326.905334 sec): 3 clusters Score: Raw -18575139.692801 + Penalty 2327.755044 = -18572811.937757 nChanged 124 SP:Iteration 40F (327.208439 sec): 3 clusters Score: Raw -18575145.317159 + Penalty 2327.755044 = -18572817.562115 nChanged 118 SP:Iteration 41Q (327.463256 sec): 3 clusters Score: Raw -18575150.018584 + Penalty 2327.755044 = -18572822.263540 nChanged 112 SP:Iteration 42Q (327.723673 sec): 3 clusters Score: Raw -18575154.782524 + Penalty 2327.755044 = -18572827.027480 nChanged 114 SP:Iteration 43Q (327.975607 sec): 3 clusters Score: Raw -18575159.880990 + Penalty 2327.755044 = -18572832.125947 nChanged 118 SP:Iteration 44Q (328.221389 sec): 3 clusters Score: Raw -18575165.556007 + Penalty 2327.755044 = -18572837.800964 nChanged 109 SP:Iteration 45Q (328.479052 sec): 3 clusters Score: Raw -18575170.391670 + Penalty 2327.755044 = -18572842.636627 nChanged 109 SP:Iteration 46Q (328.734030 sec): 3 clusters Score: Raw -18575175.288007 + Penalty 2327.755044 = -18572847.532963 nChanged 103 SP:Iteration 47Q (328.994828 sec): 3 clusters Score: Raw -18575179.197762 + Penalty 2327.755044 = -18572851.442718 nChanged 91 SP:Iteration 48Q (329.251376 sec): 3 clusters Score: Raw -18575182.520627 + Penalty 2327.755044 = -18572854.765584 nChanged 86 SP:Iteration 49Q (329.525017 sec): 3 clusters Score: Raw -18575185.495478 + Penalty 2327.755044 = -18572857.740435 nChanged 72 SP:Iteration 50Q (329.776284 sec): 3 clusters Score: Raw -18575187.714126 + Penalty 2327.755044 = -18572859.959083 nChanged 65 SP:Iteration 51Q (330.018807 sec): 3 clusters Score: Raw -18575189.928639 + Penalty 2327.755044 = -18572862.173595 nChanged 64 SP:Iteration 52Q (330.267712 sec): 3 clusters Score: Raw -18575192.063707 + Penalty 2327.755044 = -18572864.308664 nChanged 65 SP:Iteration 53Q (330.521593 sec): 3 clusters Score: Raw -18575194.052689 + Penalty 2327.755044 = -18572866.297645 nChanged 46 SP:Iteration 54Q (330.771460 sec): 3 clusters Score: Raw -18575195.159024 + Penalty 2327.755044 = -18572867.403981 nChanged 47 SP:Iteration 55Q (331.026322 sec): 3 clusters Score: Raw -18575196.473709 + Penalty 2327.755044 = -18572868.718665 nChanged 47 SP:Iteration 56Q (331.274924 sec): 3 clusters Score: Raw -18575197.897625 + Penalty 2327.755044 = -18572870.142581 nChanged 52 SP:Iteration 57Q (331.545698 sec): 3 clusters Score: Raw -18575199.410319 + Penalty 2327.755044 = -18572871.655276 nChanged 55 SP:Iteration 58Q (331.819299 sec): 3 clusters Score: Raw -18575201.077634 + Penalty 2327.755044 = -18572873.322591 nChanged 53 SP:Iteration 59Q (332.097598 sec): 3 clusters Score: Raw -18575202.557256 + Penalty 2327.755044 = -18572874.802212 nChanged 44 SP:Iteration 60F (332.404528 sec): 3 clusters Score: Raw -18575203.877123 + Penalty 2327.755044 = -18572876.122079 nChanged 46 SP:Iteration 61Q (332.650484 sec): 3 clusters Score: Raw -18575205.041161 + Penalty 2327.755044 = -18572877.286117 nChanged 42 SP:Iteration 62Q (332.901340 sec): 3 clusters Score: Raw -18575205.950161 + Penalty 2327.755044 = -18572878.195117 nChanged 35 SP:Iteration 63Q (333.147065 sec): 3 clusters Score: Raw -18575206.750689 + Penalty 2327.755044 = -18572878.995646 nChanged 39 SP:Iteration 64Q (333.398635 sec): 3 clusters Score: Raw -18575207.582232 + Penalty 2327.755044 = -18572879.827188 nChanged 42 SP:Iteration 65Q (333.658935 sec): 3 clusters Score: Raw -18575208.664736 + Penalty 2327.755044 = -18572880.909692 nChanged 49 SP:Iteration 66Q (333.921673 sec): 3 clusters Score: Raw -18575209.777022 + Penalty 2327.755044 = -18572882.021979 nChanged 44 SP:Iteration 67Q (334.197084 sec): 3 clusters Score: Raw -18575210.769542 + Penalty 2327.755044 = -18572883.014498 nChanged 41 SP:Iteration 68Q (334.454793 sec): 3 clusters Score: Raw -18575211.856682 + Penalty 2327.755044 = -18572884.101638 nChanged 43 SP:Iteration 69Q (334.730555 sec): 3 clusters Score: Raw -18575213.083764 + Penalty 2327.755044 = -18572885.328720 nChanged 41 SP:Iteration 70Q (334.982558 sec): 3 clusters Score: Raw -18575214.102200 + Penalty 2327.755044 = -18572886.347157 nChanged 37 SP:Iteration 71Q (335.228312 sec): 3 clusters Score: Raw -18575214.879336 + Penalty 2327.755044 = -18572887.124293 nChanged 28 SP:Iteration 72Q (335.486830 sec): 3 clusters Score: Raw -18575215.420086 + Penalty 2327.755044 = -18572887.665042 nChanged 38 SP:Iteration 73Q (335.751413 sec): 3 clusters Score: Raw -18575216.422530 + Penalty 2327.755044 = -18572888.667486 nChanged 35 SP:Iteration 74Q (336.014673 sec): 3 clusters Score: Raw -18575217.220324 + Penalty 2327.755044 = -18572889.465280 nChanged 30 SP:Iteration 75Q (336.262077 sec): 3 clusters Score: Raw -18575217.917316 + Penalty 2327.755044 = -18572890.162272 nChanged 33 SP:Iteration 76Q (336.513132 sec): 3 clusters Score: Raw -18575218.592924 + Penalty 2327.755044 = -18572890.837880 nChanged 26 SP:Iteration 77Q (336.790770 sec): 3 clusters Score: Raw -18575219.109094 + Penalty 2327.755044 = -18572891.354050 nChanged 16 SP:Iteration 78Q (337.073598 sec): 3 clusters Score: Raw -18575219.301455 + Penalty 2327.755044 = -18572891.546411 nChanged 10 SP:Iteration 79Q (337.346035 sec): 3 clusters Score: Raw -18575219.428386 + Penalty 2327.755044 = -18572891.673342 nChanged 7 SP:Iteration 80F (337.663689 sec): 3 clusters Score: Raw -18575219.507814 + Penalty 2327.755044 = -18572891.752770 nChanged 8 SP:Iteration 81Q (337.913784 sec): 3 clusters Score: Raw -18575219.639456 + Penalty 2327.755044 = -18572891.884413 nChanged 7 SP:Iteration 82Q (338.156761 sec): 3 clusters Score: Raw -18575219.737627 + Penalty 2327.755044 = -18572891.982584 nChanged 5 SP:Iteration 83Q (338.406018 sec): 3 clusters Score: Raw -18575219.837094 + Penalty 2327.755044 = -18572892.082051 nChanged 8 SP:Iteration 84Q (338.658576 sec): 3 clusters Score: Raw -18575219.930577 + Penalty 2327.755044 = -18572892.175533 nChanged 3 SP:Iteration 85Q (338.899681 sec): 3 clusters Score: Raw -18575219.958244 + Penalty 2327.755044 = -18572892.203200 nChanged 8 SP:Iteration 86Q (339.162772 sec): 3 clusters Score: Raw -18575220.052856 + Penalty 2327.755044 = -18572892.297812 nChanged 4 SP:Iteration 87Q (339.467419 sec): 3 clusters Score: Raw -18575220.083146 + Penalty 2327.755044 = -18572892.328103 nChanged 2 SP:Iteration 88Q (339.743695 sec): 3 clusters Score: Raw -18575220.102961 + Penalty 2327.755044 = -18572892.347917 nChanged 4 SP:Iteration 89Q (340.003302 sec): 3 clusters Score: Raw -18575220.146475 + Penalty 2327.755044 = -18572892.391432 nChanged 7 SP:Iteration 90Q (340.261300 sec): 3 clusters Score: Raw -18575220.237197 + Penalty 2327.755044 = -18572892.482153 nChanged 8 SP:Iteration 91Q (340.504563 sec): 3 clusters Score: Raw -18575220.379306 + Penalty 2327.755044 = -18572892.624262 nChanged 9 SP:Iteration 92Q (340.751291 sec): 3 clusters Score: Raw -18575220.539555 + Penalty 2327.755044 = -18572892.784511 nChanged 7 SP:Iteration 93Q (341.000863 sec): 3 clusters Score: Raw -18575220.670719 + Penalty 2327.755044 = -18572892.915676 nChanged 12 SP:Iteration 94Q (341.251805 sec): 3 clusters Score: Raw -18575220.815249 + Penalty 2327.755044 = -18572893.060205 nChanged 8 SP:Iteration 95Q (341.517898 sec): 3 clusters Score: Raw -18575220.972320 + Penalty 2327.755044 = -18572893.217277 nChanged 15 SP:Iteration 96Q (341.762920 sec): 3 clusters Score: Raw -18575221.287330 + Penalty 2327.755044 = -18572893.532286 nChanged 18 SP:Iteration 97Q (342.040295 sec): 3 clusters Score: Raw -18575221.513684 + Penalty 2327.755044 = -18572893.758640 nChanged 9 SP:Iteration 98Q (342.311101 sec): 3 clusters Score: Raw -18575221.616713 + Penalty 2327.755044 = -18572893.861669 nChanged 6 SP:Iteration 99Q (342.569791 sec): 3 clusters Score: Raw -18575221.679431 + Penalty 2327.755044 = -18572893.924388 nChanged 6 SP:Iteration 100F (342.877879 sec): 3 clusters Score: Raw -18575221.737359 + Penalty 2327.755044 = -18572893.982315 nChanged 7 SP:Iteration 101Q (343.125725 sec): 3 clusters Score: Raw -18575221.814580 + Penalty 2327.755044 = -18572894.059536 nChanged 5 SP:Iteration 102Q (343.372089 sec): 3 clusters Score: Raw -18575221.854576 + Penalty 2327.755044 = -18572894.099532 nChanged 3 SP:Iteration 103Q (343.624737 sec): 3 clusters Score: Raw -18575221.881569 + Penalty 2327.755044 = -18572894.126525 nChanged 5 SP:Iteration 104Q (343.890134 sec): 3 clusters Score: Raw -18575221.912883 + Penalty 2327.755044 = -18572894.157839 nChanged 9 SP:Iteration 105Q (344.181255 sec): 3 clusters Score: Raw -18575221.995063 + Penalty 2327.755044 = -18572894.240020 nChanged 8 SP:Iteration 106Q (344.434834 sec): 3 clusters Score: Raw -18575222.079635 + Penalty 2327.755044 = -18572894.324592 nChanged 8 SP:Iteration 107Q (344.703650 sec): 3 clusters Score: Raw -18575222.171960 + Penalty 2327.755044 = -18572894.416916 nChanged 7 SP:Iteration 108Q (344.949479 sec): 3 clusters Score: Raw -18575222.333858 + Penalty 2327.755044 = -18572894.578815 nChanged 11 SP:Iteration 109Q (345.225103 sec): 3 clusters Score: Raw -18575222.544850 + Penalty 2327.755044 = -18572894.789806 nChanged 11 SP:Iteration 110Q (345.486754 sec): 3 clusters Score: Raw -18575222.720346 + Penalty 2327.755044 = -18572894.965303 nChanged 8 SP:Iteration 111Q (345.734249 sec): 3 clusters Score: Raw -18575222.867459 + Penalty 2327.755044 = -18572895.112415 nChanged 7 SP:Iteration 112Q (345.984253 sec): 3 clusters Score: Raw -18575222.977548 + Penalty 2327.755044 = -18572895.222504 nChanged 8 SP:Iteration 113Q (346.229972 sec): 3 clusters Score: Raw -18575223.069070 + Penalty 2327.755044 = -18572895.314027 nChanged 5 SP:Iteration 114Q (346.485101 sec): 3 clusters Score: Raw -18575223.127292 + Penalty 2327.755044 = -18572895.372248 nChanged 4 SP:Iteration 115Q (346.733909 sec): 3 clusters Score: Raw -18575223.172308 + Penalty 2327.755044 = -18572895.417264 nChanged 4 SP:Iteration 116Q (346.984936 sec): 3 clusters Score: Raw -18575223.231260 + Penalty 2327.755044 = -18572895.476216 nChanged 9 SP:Iteration 117Q (347.228603 sec): 3 clusters Score: Raw -18575223.317433 + Penalty 2327.755044 = -18572895.562390 nChanged 9 SP:Iteration 118Q (347.483438 sec): 3 clusters Score: Raw -18575223.451087 + Penalty 2327.755044 = -18572895.696044 nChanged 4 SP:Iteration 119Q (347.739905 sec): 3 clusters Score: Raw -18575223.495750 + Penalty 2327.755044 = -18572895.740706 nChanged 5 SP:Iteration 120F (348.044142 sec): 3 clusters Score: Raw -18575223.554698 + Penalty 2327.755044 = -18572895.799654 nChanged 7 SP:Iteration 121Q (348.296771 sec): 3 clusters Score: Raw -18575223.710019 + Penalty 2327.755044 = -18572895.954976 nChanged 9 SP:Iteration 122Q (348.539560 sec): 3 clusters Score: Raw -18575223.833939 + Penalty 2327.755044 = -18572896.078896 nChanged 7 SP:Iteration 123Q (348.793603 sec): 3 clusters Score: Raw -18575223.970233 + Penalty 2327.755044 = -18572896.215190 nChanged 8 SP:Iteration 124Q (349.043408 sec): 3 clusters Score: Raw -18575224.088549 + Penalty 2327.755044 = -18572896.333506 nChanged 9 SP:Iteration 125Q (349.293360 sec): 3 clusters Score: Raw -18575224.253888 + Penalty 2327.755044 = -18572896.498845 nChanged 6 SP:Iteration 126Q (349.580707 sec): 3 clusters Score: Raw -18575224.417682 + Penalty 2327.755044 = -18572896.662639 nChanged 10 SP:Iteration 127Q (349.848333 sec): 3 clusters Score: Raw -18575224.689063 + Penalty 2327.755044 = -18572896.934019 nChanged 17 SP:Iteration 128Q (350.101240 sec): 3 clusters Score: Raw -18575225.081550 + Penalty 2327.755044 = -18572897.326507 nChanged 18 SP:Iteration 129Q (350.358475 sec): 3 clusters Score: Raw -18575225.397606 + Penalty 2327.755044 = -18572897.642563 nChanged 21 SP:Iteration 130Q (350.624125 sec): 3 clusters Score: Raw -18575225.699820 + Penalty 2327.755044 = -18572897.944776 nChanged 17 SP:Iteration 131Q (350.898860 sec): 3 clusters Score: Raw -18575226.019337 + Penalty 2327.755044 = -18572898.264294 nChanged 22 SP:Iteration 132Q (351.149951 sec): 3 clusters Score: Raw -18575226.394780 + Penalty 2327.755044 = -18572898.639736 nChanged 19 SP:Iteration 133Q (351.411282 sec): 3 clusters Score: Raw -18575226.812610 + Penalty 2327.755044 = -18572899.057566 nChanged 22 SP:Iteration 134Q (351.676420 sec): 3 clusters Score: Raw -18575227.297126 + Penalty 2327.755044 = -18572899.542083 nChanged 22 SP:Iteration 135Q (351.937108 sec): 3 clusters Score: Raw -18575227.845116 + Penalty 2327.755044 = -18572900.090072 nChanged 30 SP:Iteration 136Q (352.180800 sec): 3 clusters Score: Raw -18575228.539235 + Penalty 2327.755044 = -18572900.784192 nChanged 27 SP:Iteration 137Q (352.441182 sec): 3 clusters Score: Raw -18575229.186747 + Penalty 2327.755044 = -18572901.431703 nChanged 27 SP:Iteration 138Q (352.696025 sec): 3 clusters Score: Raw -18575229.889279 + Penalty 2327.755044 = -18572902.134235 nChanged 38 SP:Iteration 139Q (352.942440 sec): 3 clusters Score: Raw -18575230.835031 + Penalty 2327.755044 = -18572903.079987 nChanged 30 SP:Iteration 140F (353.250577 sec): 3 clusters Score: Raw -18575231.612845 + Penalty 2327.755044 = -18572903.857802 nChanged 47 SP:Iteration 141Q (353.537022 sec): 3 clusters Score: Raw -18575233.365224 + Penalty 2327.755044 = -18572905.610181 nChanged 59 SP:Iteration 142Q (353.791566 sec): 3 clusters Score: Raw -18575235.311987 + Penalty 2327.755044 = -18572907.556943 nChanged 48 SP:Iteration 143Q (354.049165 sec): 3 clusters Score: Raw -18575236.791751 + Penalty 2327.755044 = -18572909.036708 nChanged 41 SP:Iteration 144Q (354.294956 sec): 3 clusters Score: Raw -18575237.936048 + Penalty 2327.755044 = -18572910.181005 nChanged 43 SP:Iteration 145Q (354.559461 sec): 3 clusters Score: Raw -18575238.992055 + Penalty 2327.755044 = -18572911.237012 nChanged 44 SP:Iteration 146Q (354.815763 sec): 3 clusters Score: Raw -18575239.986338 + Penalty 2327.755044 = -18572912.231295 nChanged 40 SP:Iteration 147Q (355.064153 sec): 3 clusters Score: Raw -18575241.068852 + Penalty 2327.755044 = -18572913.313808 nChanged 43 SP:Iteration 148Q (355.337766 sec): 3 clusters Score: Raw -18575242.304359 + Penalty 2327.755044 = -18572914.549315 nChanged 44 SP:Iteration 149Q (355.593361 sec): 3 clusters Score: Raw -18575243.651963 + Penalty 2327.755044 = -18572915.896920 nChanged 46 SP:Iteration 150Q (355.861854 sec): 3 clusters Score: Raw -18575244.967009 + Penalty 2327.755044 = -18572917.211965 nChanged 42 SP:Iteration 151Q (356.131455 sec): 3 clusters Score: Raw -18575246.330886 + Penalty 2327.755044 = -18572918.575842 nChanged 46 SP:Iteration 152Q (356.402263 sec): 3 clusters Score: Raw -18575247.746860 + Penalty 2327.755044 = -18572919.991817 nChanged 49 SP:Iteration 153Q (356.653245 sec): 3 clusters Score: Raw -18575249.322631 + Penalty 2327.755044 = -18572921.567588 nChanged 42 SP:Iteration 154Q (356.904351 sec): 3 clusters Score: Raw -18575250.701171 + Penalty 2327.755044 = -18572922.946128 nChanged 44 SP:Iteration 155Q (357.164928 sec): 3 clusters Score: Raw -18575251.893440 + Penalty 2327.755044 = -18572924.138396 nChanged 36 SP:Iteration 156Q (357.452663 sec): 3 clusters Score: Raw -18575252.934104 + Penalty 2327.755044 = -18572925.179060 nChanged 32 SP:Iteration 157Q (357.744022 sec): 3 clusters Score: Raw -18575254.002191 + Penalty 2327.755044 = -18572926.247148 nChanged 40 SP:Iteration 158Q (358.016939 sec): 3 clusters Score: Raw -18575255.476653 + Penalty 2327.755044 = -18572927.721609 nChanged 40 SP:Iteration 159Q (358.289460 sec): 3 clusters Score: Raw -18575256.528441 + Penalty 2327.755044 = -18572928.773398 nChanged 41 SP:Iteration 160F (358.592785 sec): 3 clusters Score: Raw -18575257.883067 + Penalty 2327.755044 = -18572930.128023 nChanged 55 SP:Iteration 161Q (358.847118 sec): 3 clusters Score: Raw -18575260.058267 + Penalty 2327.755044 = -18572932.303223 nChanged 63 SP:Iteration 162Q (359.090073 sec): 3 clusters Score: Raw -18575262.353768 + Penalty 2327.755044 = -18572934.598724 nChanged 54 SP:Iteration 163Q (359.343614 sec): 3 clusters Score: Raw -18575264.300195 + Penalty 2327.755044 = -18572936.545152 nChanged 58 SP:Iteration 164Q (359.608751 sec): 3 clusters Score: Raw -18575266.295755 + Penalty 2327.755044 = -18572938.540712 nChanged 52 SP:Iteration 165Q (359.873839 sec): 3 clusters Score: Raw -18575268.190523 + Penalty 2327.755044 = -18572940.435480 nChanged 61 SP:Iteration 166Q (360.118080 sec): 3 clusters Score: Raw -18575270.223843 + Penalty 2327.755044 = -18572942.468800 nChanged 55 SP:Iteration 167Q (360.378822 sec): 3 clusters Score: Raw -18575271.846115 + Penalty 2327.755044 = -18572944.091072 nChanged 53 SP:Iteration 168Q (360.635750 sec): 3 clusters Score: Raw -18575273.679183 + Penalty 2327.755044 = -18572945.924139 nChanged 48 SP:Iteration 169Q (360.892282 sec): 3 clusters Score: Raw -18575275.094858 + Penalty 2327.755044 = -18572947.339814 nChanged 38 SP:Iteration 170Q (361.168872 sec): 3 clusters Score: Raw -18575275.978706 + Penalty 2327.755044 = -18572948.223662 nChanged 32 SP:Iteration 171Q (361.427138 sec): 3 clusters Score: Raw -18575276.720647 + Penalty 2327.755044 = -18572948.965603 nChanged 33 SP:Iteration 172Q (361.702236 sec): 3 clusters Score: Raw -18575277.670244 + Penalty 2327.755044 = -18572949.915200 nChanged 39 SP:Iteration 173Q (361.980360 sec): 3 clusters Score: Raw -18575278.577816 + Penalty 2327.755044 = -18572950.822773 nChanged 31 SP:Iteration 174Q (362.247617 sec): 3 clusters Score: Raw -18575279.186932 + Penalty 2327.755044 = -18572951.431888 nChanged 35 SP:Iteration 175Q (362.494322 sec): 3 clusters Score: Raw -18575280.150361 + Penalty 2327.755044 = -18572952.395318 nChanged 24 SP:Iteration 176Q (362.758935 sec): 3 clusters Score: Raw -18575280.618202 + Penalty 2327.755044 = -18572952.863159 nChanged 20 SP:Iteration 177Q (363.004731 sec): 3 clusters Score: Raw -18575281.002184 + Penalty 2327.755044 = -18572953.247141 nChanged 15 SP:Iteration 178Q (363.259356 sec): 3 clusters Score: Raw -18575281.275582 + Penalty 2327.755044 = -18572953.520538 nChanged 20 SP:Iteration 179Q (363.514609 sec): 3 clusters Score: Raw -18575281.699673 + Penalty 2327.755044 = -18572953.944630 nChanged 18 SP:Iteration 180F (363.808442 sec): 3 clusters Score: Raw -18575282.224550 + Penalty 2327.755044 = -18572954.469506 nChanged 23 SP:Iteration 181Q (364.065578 sec): 3 clusters Score: Raw -18575282.831904 + Penalty 2327.755044 = -18572955.076861 nChanged 23 SP:Iteration 182Q (364.330576 sec): 3 clusters Score: Raw -18575283.406557 + Penalty 2327.755044 = -18572955.651514 nChanged 25 SP:Iteration 183Q (364.586668 sec): 3 clusters Score: Raw -18575283.919115 + Penalty 2327.755044 = -18572956.164072 nChanged 20 SP:Iteration 184Q (364.853446 sec): 3 clusters Score: Raw -18575284.377276 + Penalty 2327.755044 = -18572956.622233 nChanged 16 SP:Iteration 185Q (365.118729 sec): 3 clusters Score: Raw -18575284.665354 + Penalty 2327.755044 = -18572956.910310 nChanged 20 SP:Iteration 186Q (365.377140 sec): 3 clusters Score: Raw -18575285.068741 + Penalty 2327.755044 = -18572957.313698 nChanged 17 SP:Iteration 187Q (365.638881 sec): 3 clusters Score: Raw -18575285.370884 + Penalty 2327.755044 = -18572957.615840 nChanged 14 SP:Iteration 188Q (365.903778 sec): 3 clusters Score: Raw -18575285.667904 + Penalty 2327.755044 = -18572957.912860 nChanged 16 SP:Iteration 189Q (366.162865 sec): 3 clusters Score: Raw -18575285.992147 + Penalty 2327.755044 = -18572958.237103 nChanged 14 SP:Iteration 190Q (366.409830 sec): 3 clusters Score: Raw -18575286.320707 + Penalty 2327.755044 = -18572958.565663 nChanged 11 SP:Iteration 191Q (366.656427 sec): 3 clusters Score: Raw -18575286.500689 + Penalty 2327.755044 = -18572958.745645 nChanged 8 SP:Iteration 192Q (366.905462 sec): 3 clusters Score: Raw -18575286.637161 + Penalty 2327.755044 = -18572958.882118 nChanged 9 SP:Iteration 193Q (367.151323 sec): 3 clusters Score: Raw -18575286.733964 + Penalty 2327.755044 = -18572958.978921 nChanged 4 SP:Iteration 194Q (367.400042 sec): 3 clusters Score: Raw -18575286.791881 + Penalty 2327.755044 = -18572959.036838 nChanged 3 SP:Iteration 195Q (367.649709 sec): 3 clusters Score: Raw -18575286.833347 + Penalty 2327.755044 = -18572959.078304 nChanged 5 SP:Iteration 196Q (367.893758 sec): 3 clusters Score: Raw -18575286.932423 + Penalty 2327.755044 = -18572959.177380 nChanged 6 SP:Iteration 197Q (368.146623 sec): 3 clusters Score: Raw -18575287.012405 + Penalty 2327.755044 = -18572959.257362 nChanged 4 SP:Iteration 198Q (368.403621 sec): 3 clusters Score: Raw -18575287.108998 + Penalty 2327.755044 = -18572959.353954 nChanged 6 SP:Iteration 199Q (368.663739 sec): 3 clusters Score: Raw -18575287.172218 + Penalty 2327.755044 = -18572959.417174 nChanged 3 SP:Iteration 200F (368.976540 sec): 3 clusters Score: Raw -18575287.226965 + Penalty 2327.755044 = -18572959.471922 nChanged 3 SP:Iteration 201Q (369.239987 sec): 3 clusters Score: Raw -18575287.269802 + Penalty 2327.755044 = -18572959.514759 nChanged 4 SP:Iteration 202Q (369.500731 sec): 3 clusters Score: Raw -18575287.307842 + Penalty 2327.755044 = -18572959.552798 nChanged 2 SP:Iteration 203Q (369.757926 sec): 3 clusters Score: Raw -18575287.330261 + Penalty 2327.755044 = -18572959.575218 nChanged 1 SP:Iteration 204Q (370.004212 sec): 3 clusters Score: Raw -18575287.353794 + Penalty 2327.755044 = -18572959.598750 nChanged 2 SP:Iteration 205Q (370.267007 sec): 3 clusters Score: Raw -18575287.377089 + Penalty 2327.755044 = -18572959.622046 nChanged 3 SP:Iteration 206Q (370.508950 sec): 3 clusters Score: Raw -18575287.446052 + Penalty 2327.755044 = -18572959.691009 nChanged 4 SP:Iteration 207Q (370.749031 sec): 3 clusters Score: Raw -18575287.507360 + Penalty 2327.755044 = -18572959.752317 nChanged 6 SP:Iteration 208Q (371.003748 sec): 3 clusters Score: Raw -18575287.568935 + Penalty 2327.755044 = -18572959.813891 nChanged 6 SP:Iteration 209Q (371.257794 sec): 3 clusters Score: Raw -18575287.650436 + Penalty 2327.755044 = -18572959.895393 nChanged 4 SP:Iteration 210Q (371.510751 sec): 3 clusters Score: Raw -18575287.691960 + Penalty 2327.755044 = -18572959.936916 nChanged 2 SP:Iteration 211Q (371.758709 sec): 3 clusters Score: Raw -18575287.726165 + Penalty 2327.755044 = -18572959.971122 nChanged 1 SP:Iteration 212Q (372.027235 sec): 3 clusters Score: Raw -18575287.740417 + Penalty 2327.755044 = -18572959.985374 nChanged 0 SP:Iteration 213F (372.328092 sec): 3 clusters Score: Raw -18575287.740417 + Penalty 2327.755044 = -18572959.985374 nChanged 0 Score: Raw -45197275.623694 + Penalty 36324.054126 = -45160951.569568 Splitting cluster 3 changes total score from -45160713.848411 to -45160951.569568 So it's getting split into cluster 29. Trying to split cluster 4 (17927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.792204 sec): 2 clusters Score: Raw -1548278.474799 + Penalty 930.436007 = -1547348.038792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.864101 sec): 3 clusters Score: Raw -1537328.952891 + Penalty 1860.872015 = -1535468.080876 nChanged 8239 SP:Iteration 1F (379.934029 sec): 3 clusters Score: Raw -1542147.198746 + Penalty 1860.872015 = -1540286.326731 nChanged 1141 SP:Iteration 2F (380.002096 sec): 3 clusters Score: Raw -1542701.603019 + Penalty 1860.872015 = -1540840.731004 nChanged 1055 SP:Iteration 3F (380.076041 sec): 3 clusters Score: Raw -1543227.979463 + Penalty 1860.872015 = -1541367.107448 nChanged 995 SP:Iteration 4F (380.135473 sec): 3 clusters Score: Raw -1543769.286198 + Penalty 1860.872015 = -1541908.414183 nChanged 953 SP:Iteration 5F (380.205566 sec): 3 clusters Score: Raw -1544277.997657 + Penalty 1860.872015 = -1542417.125643 nChanged 859 SP:Iteration 6Q (380.289265 sec): 3 clusters Score: Raw -1544726.866414 + Penalty 1860.872015 = -1542865.994399 nChanged 818 SP:Iteration 7Q (380.349549 sec): 3 clusters Score: Raw -1545177.732581 + Penalty 1860.872015 = -1543316.860566 nChanged 788 SP:Iteration 8Q (380.428551 sec): 3 clusters Score: Raw -1545613.373510 + Penalty 1860.872015 = -1543752.501495 nChanged 686 SP:Iteration 9Q (380.503975 sec): 3 clusters Score: Raw -1545974.378425 + Penalty 1860.872015 = -1544113.506411 nChanged 688 SP:Iteration 10Q (380.574524 sec): 3 clusters Score: Raw -1546317.236129 + Penalty 1860.872015 = -1544456.364115 nChanged 626 SP:Iteration 11Q (380.644727 sec): 3 clusters Score: Raw -1546610.534363 + Penalty 1860.872015 = -1544749.662349 nChanged 544 SP:Iteration 12Q (380.708645 sec): 3 clusters Score: Raw -1546843.439888 + Penalty 1860.872015 = -1544982.567874 nChanged 467 SP:Iteration 13Q (380.781778 sec): 3 clusters Score: Raw -1547014.581064 + Penalty 1860.872015 = -1545153.709049 nChanged 386 SP:Iteration 14Q (380.845509 sec): 3 clusters Score: Raw -1547134.059760 + Penalty 1860.872015 = -1545273.187745 nChanged 310 SP:Iteration 15Q (380.920411 sec): 3 clusters Score: Raw -1547214.259495 + Penalty 1860.872015 = -1545353.387480 nChanged 245 SP:Iteration 16Q (380.988296 sec): 3 clusters Score: Raw -1547278.756997 + Penalty 1860.872015 = -1545417.884982 nChanged 203 SP:Iteration 17Q (381.058119 sec): 3 clusters Score: Raw -1547334.302365 + Penalty 1860.872015 = -1545473.430350 nChanged 188 SP:Iteration 18Q (381.133733 sec): 3 clusters Score: Raw -1547387.072432 + Penalty 1860.872015 = -1545526.200417 nChanged 186 SP:Iteration 19Q (381.204334 sec): 3 clusters Score: Raw -1547437.627421 + Penalty 1860.872015 = -1545576.755406 nChanged 177 SP:Iteration 20F (381.274544 sec): 3 clusters Score: Raw -1547479.101186 + Penalty 1860.872015 = -1545618.229172 nChanged 145 SP:Iteration 21Q (381.343310 sec): 3 clusters Score: Raw -1547510.422028 + Penalty 1860.872015 = -1545649.550013 nChanged 155 SP:Iteration 22Q (381.397718 sec): 3 clusters Score: Raw -1547546.249433 + Penalty 1860.872015 = -1545685.377419 nChanged 142 SP:Iteration 23Q (381.473491 sec): 3 clusters Score: Raw -1547575.956832 + Penalty 1860.872015 = -1545715.084818 nChanged 127 SP:Iteration 24Q (381.544800 sec): 3 clusters Score: Raw -1547603.943886 + Penalty 1860.872015 = -1545743.071871 nChanged 149 SP:Iteration 25Q (381.605328 sec): 3 clusters Score: Raw -1547638.305110 + Penalty 1860.872015 = -1545777.433095 nChanged 145 SP:Iteration 26Q (381.679684 sec): 3 clusters Score: Raw -1547675.648976 + Penalty 1860.872015 = -1545814.776961 nChanged 165 SP:Iteration 27Q (381.746991 sec): 3 clusters Score: Raw -1547721.657571 + Penalty 1860.872015 = -1545860.785556 nChanged 151 SP:Iteration 28Q (381.816145 sec): 3 clusters Score: Raw -1547764.474046 + Penalty 1860.872015 = -1545903.602031 nChanged 151 SP:Iteration 29Q (381.873136 sec): 3 clusters Score: Raw -1547809.167834 + Penalty 1860.872015 = -1545948.295820 nChanged 165 SP:Iteration 30Q (381.953611 sec): 3 clusters Score: Raw -1547868.250014 + Penalty 1860.872015 = -1546007.377999 nChanged 175 SP:Iteration 31Q (382.006220 sec): 3 clusters Score: Raw -1547928.142263 + Penalty 1860.872015 = -1546067.270248 nChanged 168 SP:Iteration 32Q (382.082966 sec): 3 clusters Score: Raw -1547984.049290 + Penalty 1860.872015 = -1546123.177275 nChanged 198 SP:Iteration 33Q (382.149791 sec): 3 clusters Score: Raw -1548056.864317 + Penalty 1860.872015 = -1546195.992302 nChanged 216 SP:Iteration 34Q (382.218153 sec): 3 clusters Score: Raw -1548134.579300 + Penalty 1860.872015 = -1546273.707285 nChanged 199 SP:Iteration 35Q (382.285992 sec): 3 clusters Score: Raw -1548201.935303 + Penalty 1860.872015 = -1546341.063288 nChanged 189 SP:Iteration 36Q (382.351423 sec): 3 clusters Score: Raw -1548262.514386 + Penalty 1860.872015 = -1546401.642372 nChanged 181 SP:Iteration 37Q (382.420083 sec): 3 clusters Score: Raw -1548313.218053 + Penalty 1860.872015 = -1546452.346039 nChanged 156 SP:Iteration 38Q (382.472732 sec): 3 clusters Score: Raw -1548355.099420 + Penalty 1860.872015 = -1546494.227405 nChanged 145 SP:Iteration 39Q (382.548728 sec): 3 clusters Score: Raw -1548397.126897 + Penalty 1860.872015 = -1546536.254883 nChanged 137 SP:Iteration 40F (382.605336 sec): 3 clusters Score: Raw -1548436.988365 + Penalty 1860.872015 = -1546576.116350 nChanged 145 SP:Iteration 41Q (382.681981 sec): 3 clusters Score: Raw -1548477.174851 + Penalty 1860.872015 = -1546616.302836 nChanged 134 SP:Iteration 42Q (382.745527 sec): 3 clusters Score: Raw -1548507.592080 + Penalty 1860.872015 = -1546646.720065 nChanged 113 SP:Iteration 43Q (382.814797 sec): 3 clusters Score: Raw -1548530.015372 + Penalty 1860.872015 = -1546669.143358 nChanged 89 SP:Iteration 44Q (382.885827 sec): 3 clusters Score: Raw -1548545.534052 + Penalty 1860.872015 = -1546684.662037 nChanged 69 SP:Iteration 45Q (382.951941 sec): 3 clusters Score: Raw -1548556.743694 + Penalty 1860.872015 = -1546695.871679 nChanged 66 SP:Iteration 46Q (383.014635 sec): 3 clusters Score: Raw -1548564.691574 + Penalty 1860.872015 = -1546703.819560 nChanged 43 SP:Iteration 47Q (383.091282 sec): 3 clusters Score: Raw -1548569.751247 + Penalty 1860.872015 = -1546708.879232 nChanged 41 SP:Iteration 48Q (383.149734 sec): 3 clusters Score: Raw -1548577.034008 + Penalty 1860.872015 = -1546716.161993 nChanged 42 SP:Iteration 49Q (383.228061 sec): 3 clusters Score: Raw -1548584.950009 + Penalty 1860.872015 = -1546724.077995 nChanged 43 SP:Iteration 50Q (383.295777 sec): 3 clusters Score: Raw -1548592.008069 + Penalty 1860.872015 = -1546731.136054 nChanged 41 SP:Iteration 51Q (383.357320 sec): 3 clusters Score: Raw -1548598.917129 + Penalty 1860.872015 = -1546738.045114 nChanged 43 SP:Iteration 52Q (383.428608 sec): 3 clusters Score: Raw -1548606.126247 + Penalty 1860.872015 = -1546745.254232 nChanged 43 SP:Iteration 53Q (383.488546 sec): 3 clusters Score: Raw -1548613.788643 + Penalty 1860.872015 = -1546752.916628 nChanged 43 SP:Iteration 54Q (383.563974 sec): 3 clusters Score: Raw -1548620.699820 + Penalty 1860.872015 = -1546759.827805 nChanged 38 SP:Iteration 55Q (383.630229 sec): 3 clusters Score: Raw -1548625.141070 + Penalty 1860.872015 = -1546764.269055 nChanged 34 SP:Iteration 56Q (383.699117 sec): 3 clusters Score: Raw -1548629.996512 + Penalty 1860.872015 = -1546769.124497 nChanged 29 SP:Iteration 57Q (383.765283 sec): 3 clusters Score: Raw -1548634.877690 + Penalty 1860.872015 = -1546774.005675 nChanged 34 SP:Iteration 58Q (383.831126 sec): 3 clusters Score: Raw -1548639.723530 + Penalty 1860.872015 = -1546778.851515 nChanged 26 SP:Iteration 59Q (383.898326 sec): 3 clusters Score: Raw -1548642.889539 + Penalty 1860.872015 = -1546782.017524 nChanged 20 SP:Iteration 60F (383.970635 sec): 3 clusters Score: Raw -1548645.984973 + Penalty 1860.872015 = -1546785.112958 nChanged 21 SP:Iteration 61Q (384.034648 sec): 3 clusters Score: Raw -1548649.772790 + Penalty 1860.872015 = -1546788.900775 nChanged 25 SP:Iteration 62Q (384.101832 sec): 3 clusters Score: Raw -1548653.623792 + Penalty 1860.872015 = -1546792.751777 nChanged 29 SP:Iteration 63Q (384.167594 sec): 3 clusters Score: Raw -1548657.251978 + Penalty 1860.872015 = -1546796.379963 nChanged 25 SP:Iteration 64Q (384.230484 sec): 3 clusters Score: Raw -1548659.845108 + Penalty 1860.872015 = -1546798.973094 nChanged 11 SP:Iteration 65Q (384.290043 sec): 3 clusters Score: Raw -1548661.329798 + Penalty 1860.872015 = -1546800.457783 nChanged 9 SP:Iteration 66Q (384.366835 sec): 3 clusters Score: Raw -1548662.165067 + Penalty 1860.872015 = -1546801.293052 nChanged 9 SP:Iteration 67Q (384.438577 sec): 3 clusters Score: Raw -1548663.878399 + Penalty 1860.872015 = -1546803.006384 nChanged 11 SP:Iteration 68Q (384.510021 sec): 3 clusters Score: Raw -1548665.035697 + Penalty 1860.872015 = -1546804.163682 nChanged 11 SP:Iteration 69Q (384.561826 sec): 3 clusters Score: Raw -1548666.241960 + Penalty 1860.872015 = -1546805.369945 nChanged 5 SP:Iteration 70Q (384.633135 sec): 3 clusters Score: Raw -1548666.587160 + Penalty 1860.872015 = -1546805.715145 nChanged 0 SP:Iteration 71F (384.693638 sec): 3 clusters Score: Raw -1548666.587160 + Penalty 1860.872015 = -1546805.715145 nChanged 0 Trying to split cluster 5 (6527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (384.730895 sec): 2 clusters Score: Raw -588102.633362 + Penalty 834.451756 = -587268.181605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (384.785166 sec): 3 clusters Score: Raw -584366.711137 + Penalty 1668.903513 = -582697.807625 nChanged 2826 SP:Iteration 1F (384.839122 sec): 3 clusters Score: Raw -586169.172774 + Penalty 1668.903513 = -584500.269261 nChanged 461 SP:Iteration 2F (384.897035 sec): 3 clusters Score: Raw -586466.249372 + Penalty 1668.903513 = -584797.345859 nChanged 457 SP:Iteration 3F (384.954157 sec): 3 clusters Score: Raw -586851.358836 + Penalty 1668.903513 = -585182.455324 nChanged 469 SP:Iteration 4F (384.998400 sec): 3 clusters Score: Raw -587331.002272 + Penalty 1668.903513 = -585662.098759 nChanged 424 SP:Iteration 5F (385.056652 sec): 3 clusters Score: Raw -587718.411103 + Penalty 1668.903513 = -586049.507591 nChanged 359 SP:Iteration 6F (385.102409 sec): 3 clusters Score: Raw -587996.597420 + Penalty 1668.903513 = -586327.693907 nChanged 264 SP:Iteration 7Q (385.160219 sec): 3 clusters Score: Raw -588163.329916 + Penalty 1668.903513 = -586494.426403 nChanged 156 SP:Iteration 8Q (385.211767 sec): 3 clusters Score: Raw -588240.995022 + Penalty 1668.903513 = -586572.091509 nChanged 114 SP:Iteration 9Q (385.264626 sec): 3 clusters Score: Raw -588289.363008 + Penalty 1668.903513 = -586620.459495 nChanged 102 SP:Iteration 10Q (385.322477 sec): 3 clusters Score: Raw -588328.696327 + Penalty 1668.903513 = -586659.792814 nChanged 100 SP:Iteration 11Q (385.377288 sec): 3 clusters Score: Raw -588368.187801 + Penalty 1668.903513 = -586699.284289 nChanged 77 SP:Iteration 12Q (385.430117 sec): 3 clusters Score: Raw -588402.841754 + Penalty 1668.903513 = -586733.938241 nChanged 79 SP:Iteration 13Q (385.486189 sec): 3 clusters Score: Raw -588430.972359 + Penalty 1668.903513 = -586762.068847 nChanged 67 SP:Iteration 14Q (385.541020 sec): 3 clusters Score: Raw -588455.056576 + Penalty 1668.903513 = -586786.153064 nChanged 55 SP:Iteration 15Q (385.594304 sec): 3 clusters Score: Raw -588470.142570 + Penalty 1668.903513 = -586801.239058 nChanged 37 SP:Iteration 16Q (385.645939 sec): 3 clusters Score: Raw -588479.324379 + Penalty 1668.903513 = -586810.420866 nChanged 33 SP:Iteration 17Q (385.703416 sec): 3 clusters Score: Raw -588487.153819 + Penalty 1668.903513 = -586818.250306 nChanged 33 SP:Iteration 18Q (385.761574 sec): 3 clusters Score: Raw -588493.166965 + Penalty 1668.903513 = -586824.263452 nChanged 30 SP:Iteration 19Q (385.816480 sec): 3 clusters Score: Raw -588498.134317 + Penalty 1668.903513 = -586829.230805 nChanged 17 SP:Iteration 20F (385.867866 sec): 3 clusters Score: Raw -588501.380308 + Penalty 1668.903513 = -586832.476795 nChanged 18 SP:Iteration 21Q (385.918563 sec): 3 clusters Score: Raw -588504.445282 + Penalty 1668.903513 = -586835.541769 nChanged 15 SP:Iteration 22Q (385.984699 sec): 3 clusters Score: Raw -588506.750624 + Penalty 1668.903513 = -586837.847111 nChanged 16 SP:Iteration 23Q (386.042742 sec): 3 clusters Score: Raw -588510.071399 + Penalty 1668.903513 = -586841.167886 nChanged 24 SP:Iteration 24Q (386.096384 sec): 3 clusters Score: Raw -588514.391650 + Penalty 1668.903513 = -586845.488138 nChanged 23 SP:Iteration 25Q (386.152860 sec): 3 clusters Score: Raw -588517.715848 + Penalty 1668.903513 = -586848.812335 nChanged 19 SP:Iteration 26Q (386.198478 sec): 3 clusters Score: Raw -588520.387846 + Penalty 1668.903513 = -586851.484333 nChanged 17 SP:Iteration 27Q (386.256501 sec): 3 clusters Score: Raw -588524.320811 + Penalty 1668.903513 = -586855.417298 nChanged 23 SP:Iteration 28Q (386.314634 sec): 3 clusters Score: Raw -588529.599503 + Penalty 1668.903513 = -586860.695990 nChanged 22 SP:Iteration 29Q (386.365495 sec): 3 clusters Score: Raw -588533.837007 + Penalty 1668.903513 = -586864.933494 nChanged 13 SP:Iteration 30Q (386.433802 sec): 3 clusters Score: Raw -588536.116814 + Penalty 1668.903513 = -586867.213302 nChanged 19 SP:Iteration 31Q (386.477075 sec): 3 clusters Score: Raw -588538.592896 + Penalty 1668.903513 = -586869.689383 nChanged 14 SP:Iteration 32Q (386.541773 sec): 3 clusters Score: Raw -588540.212201 + Penalty 1668.903513 = -586871.308688 nChanged 13 SP:Iteration 33Q (386.597697 sec): 3 clusters Score: Raw -588541.969376 + Penalty 1668.903513 = -586873.065863 nChanged 13 SP:Iteration 34Q (386.651889 sec): 3 clusters Score: Raw -588544.118502 + Penalty 1668.903513 = -586875.214989 nChanged 16 SP:Iteration 35Q (386.708093 sec): 3 clusters Score: Raw -588547.524196 + Penalty 1668.903513 = -586878.620684 nChanged 20 SP:Iteration 36Q (386.764543 sec): 3 clusters Score: Raw -588551.730448 + Penalty 1668.903513 = -586882.826935 nChanged 19 SP:Iteration 37Q (386.807148 sec): 3 clusters Score: Raw -588554.895622 + Penalty 1668.903513 = -586885.992109 nChanged 14 SP:Iteration 38Q (386.873144 sec): 3 clusters Score: Raw -588557.154697 + Penalty 1668.903513 = -586888.251184 nChanged 14 SP:Iteration 39Q (386.916613 sec): 3 clusters Score: Raw -588559.170146 + Penalty 1668.903513 = -586890.266633 nChanged 9 SP:Iteration 40F (386.981878 sec): 3 clusters Score: Raw -588561.144820 + Penalty 1668.903513 = -586892.241308 nChanged 14 SP:Iteration 41Q (387.036715 sec): 3 clusters Score: Raw -588563.491214 + Penalty 1668.903513 = -586894.587701 nChanged 20 SP:Iteration 42Q (387.082693 sec): 3 clusters Score: Raw -588567.113819 + Penalty 1668.903513 = -586898.210306 nChanged 21 SP:Iteration 43Q (387.149062 sec): 3 clusters Score: Raw -588571.685578 + Penalty 1668.903513 = -586902.782066 nChanged 16 SP:Iteration 44Q (387.203705 sec): 3 clusters Score: Raw -588574.934104 + Penalty 1668.903513 = -586906.030592 nChanged 13 SP:Iteration 45Q (387.253069 sec): 3 clusters Score: Raw -588577.248216 + Penalty 1668.903513 = -586908.344703 nChanged 12 SP:Iteration 46Q (387.317313 sec): 3 clusters Score: Raw -588578.819853 + Penalty 1668.903513 = -586909.916340 nChanged 11 SP:Iteration 47Q (387.370395 sec): 3 clusters Score: Raw -588580.516994 + Penalty 1668.903513 = -586911.613482 nChanged 10 SP:Iteration 48Q (387.430561 sec): 3 clusters Score: Raw -588582.547952 + Penalty 1668.903513 = -586913.644439 nChanged 9 SP:Iteration 49Q (387.488027 sec): 3 clusters Score: Raw -588583.271993 + Penalty 1668.903513 = -586914.368480 nChanged 4 SP:Iteration 50Q (387.543522 sec): 3 clusters Score: Raw -588583.610157 + Penalty 1668.903513 = -586914.706644 nChanged 1 SP:Iteration 51Q (387.595626 sec): 3 clusters Score: Raw -588583.655612 + Penalty 1668.903513 = -586914.752100 nChanged 0 SP:Iteration 52F (387.654086 sec): 3 clusters Score: Raw -588583.655612 + Penalty 1668.903513 = -586914.752100 nChanged 0 Trying to split cluster 6 (38887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (387.720980 sec): 2 clusters Score: Raw -3355135.935366 + Penalty 1003.999452 = -3354131.935914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (387.819712 sec): 3 clusters Score: Raw -3330229.124100 + Penalty 2007.998904 = -3328221.125196 nChanged 18471 SP:Iteration 1F (387.920587 sec): 3 clusters Score: Raw -3341087.947853 + Penalty 2007.998904 = -3339079.948949 nChanged 1940 SP:Iteration 2Q (388.015509 sec): 3 clusters Score: Raw -3341940.639468 + Penalty 2007.998904 = -3339932.640564 nChanged 2063 SP:Iteration 3F (388.115318 sec): 3 clusters Score: Raw -3343256.606056 + Penalty 2007.998904 = -3341248.607152 nChanged 2428 SP:Iteration 4F (388.207348 sec): 3 clusters Score: Raw -3345139.348566 + Penalty 2007.998904 = -3343131.349662 nChanged 2603 SP:Iteration 5F (388.305909 sec): 3 clusters Score: Raw -3347328.148880 + Penalty 2007.998904 = -3345320.149976 nChanged 2647 SP:Iteration 6F (388.399327 sec): 3 clusters Score: Raw -3349458.426091 + Penalty 2007.998904 = -3347450.427187 nChanged 2434 SP:Iteration 7F (388.490262 sec): 3 clusters Score: Raw -3351067.025351 + Penalty 2007.998904 = -3349059.026447 nChanged 1874 SP:Iteration 8Q (388.581732 sec): 3 clusters Score: Raw -3351951.407248 + Penalty 2007.998904 = -3349943.408344 nChanged 1269 SP:Iteration 9Q (388.669039 sec): 3 clusters Score: Raw -3352390.630045 + Penalty 2007.998904 = -3350382.631141 nChanged 923 SP:Iteration 10Q (388.773642 sec): 3 clusters Score: Raw -3352652.965586 + Penalty 2007.998904 = -3350644.966682 nChanged 719 SP:Iteration 11Q (388.854263 sec): 3 clusters Score: Raw -3352840.279134 + Penalty 2007.998904 = -3350832.280230 nChanged 621 SP:Iteration 12Q (388.949874 sec): 3 clusters Score: Raw -3353005.280721 + Penalty 2007.998904 = -3350997.281817 nChanged 579 SP:Iteration 13Q (389.037811 sec): 3 clusters Score: Raw -3353158.919945 + Penalty 2007.998904 = -3351150.921041 nChanged 534 SP:Iteration 14Q (389.130067 sec): 3 clusters Score: Raw -3353293.232840 + Penalty 2007.998904 = -3351285.233936 nChanged 519 SP:Iteration 15Q (389.232244 sec): 3 clusters Score: Raw -3353415.225919 + Penalty 2007.998904 = -3351407.227015 nChanged 459 SP:Iteration 16Q (389.329580 sec): 3 clusters Score: Raw -3353506.601051 + Penalty 2007.998904 = -3351498.602147 nChanged 430 SP:Iteration 17Q (389.424473 sec): 3 clusters Score: Raw -3353590.826613 + Penalty 2007.998904 = -3351582.827709 nChanged 361 SP:Iteration 18Q (389.518882 sec): 3 clusters Score: Raw -3353648.751560 + Penalty 2007.998904 = -3351640.752656 nChanged 280 SP:Iteration 19Q (389.614415 sec): 3 clusters Score: Raw -3353687.598813 + Penalty 2007.998904 = -3351679.599910 nChanged 255 SP:Iteration 20F (389.697996 sec): 3 clusters Score: Raw -3353722.287294 + Penalty 2007.998904 = -3351714.288391 nChanged 239 SP:Iteration 21Q (389.804158 sec): 3 clusters Score: Raw -3353758.166319 + Penalty 2007.998904 = -3351750.167416 nChanged 226 SP:Iteration 22Q (389.898747 sec): 3 clusters Score: Raw -3353789.299736 + Penalty 2007.998904 = -3351781.300833 nChanged 214 SP:Iteration 23Q (389.993656 sec): 3 clusters Score: Raw -3353815.324526 + Penalty 2007.998904 = -3351807.325622 nChanged 184 SP:Iteration 24Q (390.087458 sec): 3 clusters Score: Raw -3353838.226478 + Penalty 2007.998904 = -3351830.227574 nChanged 179 SP:Iteration 25Q (390.181516 sec): 3 clusters Score: Raw -3353862.309007 + Penalty 2007.998904 = -3351854.310103 nChanged 190 SP:Iteration 26Q (390.277234 sec): 3 clusters Score: Raw -3353887.751218 + Penalty 2007.998904 = -3351879.752314 nChanged 170 SP:Iteration 27Q (390.367164 sec): 3 clusters Score: Raw -3353908.569927 + Penalty 2007.998904 = -3351900.571024 nChanged 164 SP:Iteration 28Q (390.461904 sec): 3 clusters Score: Raw -3353930.647481 + Penalty 2007.998904 = -3351922.648577 nChanged 146 SP:Iteration 29Q (390.560090 sec): 3 clusters Score: Raw -3353946.419562 + Penalty 2007.998904 = -3351938.420658 nChanged 130 SP:Iteration 30Q (390.657103 sec): 3 clusters Score: Raw -3353959.428609 + Penalty 2007.998904 = -3351951.429705 nChanged 138 SP:Iteration 31Q (390.755816 sec): 3 clusters Score: Raw -3353974.088865 + Penalty 2007.998904 = -3351966.089961 nChanged 134 SP:Iteration 32Q (390.849235 sec): 3 clusters Score: Raw -3353989.057711 + Penalty 2007.998904 = -3351981.058807 nChanged 151 SP:Iteration 33Q (390.948213 sec): 3 clusters Score: Raw -3354002.365852 + Penalty 2007.998904 = -3351994.366948 nChanged 151 SP:Iteration 34Q (391.042551 sec): 3 clusters Score: Raw -3354014.334771 + Penalty 2007.998904 = -3352006.335868 nChanged 142 SP:Iteration 35Q (391.142536 sec): 3 clusters Score: Raw -3354026.150811 + Penalty 2007.998904 = -3352018.151907 nChanged 149 SP:Iteration 36Q (391.234308 sec): 3 clusters Score: Raw -3354040.284941 + Penalty 2007.998904 = -3352032.286037 nChanged 171 SP:Iteration 37Q (391.331757 sec): 3 clusters Score: Raw -3354056.461310 + Penalty 2007.998904 = -3352048.462406 nChanged 181 SP:Iteration 38Q (391.420875 sec): 3 clusters Score: Raw -3354073.386166 + Penalty 2007.998904 = -3352065.387262 nChanged 196 SP:Iteration 39Q (391.515536 sec): 3 clusters Score: Raw -3354093.036159 + Penalty 2007.998904 = -3352085.037256 nChanged 202 SP:Iteration 40F (391.607874 sec): 3 clusters Score: Raw -3354111.423503 + Penalty 2007.998904 = -3352103.424599 nChanged 208 SP:Iteration 41Q (391.697073 sec): 3 clusters Score: Raw -3354130.982938 + Penalty 2007.998904 = -3352122.984035 nChanged 221 SP:Iteration 42Q (391.803991 sec): 3 clusters Score: Raw -3354152.512942 + Penalty 2007.998904 = -3352144.514038 nChanged 220 SP:Iteration 43Q (391.899171 sec): 3 clusters Score: Raw -3354173.697521 + Penalty 2007.998904 = -3352165.698617 nChanged 203 SP:Iteration 44Q (391.995562 sec): 3 clusters Score: Raw -3354192.084637 + Penalty 2007.998904 = -3352184.085733 nChanged 185 SP:Iteration 45Q (392.090048 sec): 3 clusters Score: Raw -3354208.191524 + Penalty 2007.998904 = -3352200.192620 nChanged 209 SP:Iteration 46Q (392.180558 sec): 3 clusters Score: Raw -3354229.936748 + Penalty 2007.998904 = -3352221.937844 nChanged 221 SP:Iteration 47Q (392.282841 sec): 3 clusters Score: Raw -3354252.755962 + Penalty 2007.998904 = -3352244.757058 nChanged 228 SP:Iteration 48Q (392.373908 sec): 3 clusters Score: Raw -3354277.280573 + Penalty 2007.998904 = -3352269.281669 nChanged 238 SP:Iteration 49Q (392.464444 sec): 3 clusters Score: Raw -3354303.500944 + Penalty 2007.998904 = -3352295.502040 nChanged 236 SP:Iteration 50Q (392.566562 sec): 3 clusters Score: Raw -3354330.028200 + Penalty 2007.998904 = -3352322.029297 nChanged 239 SP:Iteration 51Q (392.667526 sec): 3 clusters Score: Raw -3354362.146959 + Penalty 2007.998904 = -3352354.148055 nChanged 235 SP:Iteration 52Q (392.763370 sec): 3 clusters Score: Raw -3354394.775652 + Penalty 2007.998904 = -3352386.776748 nChanged 270 SP:Iteration 53Q (392.859800 sec): 3 clusters Score: Raw -3354434.639201 + Penalty 2007.998904 = -3352426.640297 nChanged 282 SP:Iteration 54Q (392.953561 sec): 3 clusters Score: Raw -3354479.765750 + Penalty 2007.998904 = -3352471.766847 nChanged 324 SP:Iteration 55Q (393.041670 sec): 3 clusters Score: Raw -3354528.159783 + Penalty 2007.998904 = -3352520.160879 nChanged 293 SP:Iteration 56Q (393.133710 sec): 3 clusters Score: Raw -3354570.990602 + Penalty 2007.998904 = -3352562.991699 nChanged 300 SP:Iteration 57Q (393.230585 sec): 3 clusters Score: Raw -3354617.024997 + Penalty 2007.998904 = -3352609.026093 nChanged 318 SP:Iteration 58Q (393.315388 sec): 3 clusters Score: Raw -3354674.996689 + Penalty 2007.998904 = -3352666.997785 nChanged 354 SP:Iteration 59Q (393.414856 sec): 3 clusters Score: Raw -3354742.177130 + Penalty 2007.998904 = -3352734.178227 nChanged 369 SP:Iteration 60F (393.509697 sec): 3 clusters Score: Raw -3354815.164572 + Penalty 2007.998904 = -3352807.165668 nChanged 389 SP:Iteration 61Q (393.609673 sec): 3 clusters Score: Raw -3354886.148608 + Penalty 2007.998904 = -3352878.149704 nChanged 362 SP:Iteration 62Q (393.702216 sec): 3 clusters Score: Raw -3354954.158393 + Penalty 2007.998904 = -3352946.159489 nChanged 354 SP:Iteration 63Q (393.801078 sec): 3 clusters Score: Raw -3355016.141854 + Penalty 2007.998904 = -3353008.142950 nChanged 335 SP:Iteration 64Q (393.887942 sec): 3 clusters Score: Raw -3355073.507706 + Penalty 2007.998904 = -3353065.508802 nChanged 333 SP:Iteration 65Q (393.982173 sec): 3 clusters Score: Raw -3355133.627602 + Penalty 2007.998904 = -3353125.628699 nChanged 341 SP:Iteration 66Q (394.090247 sec): 3 clusters Score: Raw -3355195.844299 + Penalty 2007.998904 = -3353187.845396 nChanged 334 SP:Iteration 67Q (394.186728 sec): 3 clusters Score: Raw -3355250.682619 + Penalty 2007.998904 = -3353242.683715 nChanged 302 SP:Iteration 68Q (394.281819 sec): 3 clusters Score: Raw -3355300.222559 + Penalty 2007.998904 = -3353292.223655 nChanged 307 SP:Iteration 69Q (394.372089 sec): 3 clusters Score: Raw -3355352.560931 + Penalty 2007.998904 = -3353344.562027 nChanged 294 SP:Iteration 70Q (394.463200 sec): 3 clusters Score: Raw -3355398.616350 + Penalty 2007.998904 = -3353390.617446 nChanged 270 SP:Iteration 71Q (394.552430 sec): 3 clusters Score: Raw -3355437.722149 + Penalty 2007.998904 = -3353429.723245 nChanged 246 SP:Iteration 72Q (394.644660 sec): 3 clusters Score: Raw -3355474.340379 + Penalty 2007.998904 = -3353466.341475 nChanged 240 SP:Iteration 73Q (394.735905 sec): 3 clusters Score: Raw -3355507.401032 + Penalty 2007.998904 = -3353499.402128 nChanged 218 SP:Iteration 74Q (394.833735 sec): 3 clusters Score: Raw -3355539.801093 + Penalty 2007.998904 = -3353531.802189 nChanged 215 SP:Iteration 75Q (394.924447 sec): 3 clusters Score: Raw -3355573.772649 + Penalty 2007.998904 = -3353565.773745 nChanged 231 SP:Iteration 76Q (395.006482 sec): 3 clusters Score: Raw -3355606.360275 + Penalty 2007.998904 = -3353598.361371 nChanged 196 SP:Iteration 77Q (395.108106 sec): 3 clusters Score: Raw -3355631.401418 + Penalty 2007.998904 = -3353623.402514 nChanged 183 SP:Iteration 78Q (395.200053 sec): 3 clusters Score: Raw -3355656.730087 + Penalty 2007.998904 = -3353648.731184 nChanged 162 SP:Iteration 79Q (395.289780 sec): 3 clusters Score: Raw -3355677.463380 + Penalty 2007.998904 = -3353669.464476 nChanged 165 SP:Iteration 80F (395.382019 sec): 3 clusters Score: Raw -3355701.588966 + Penalty 2007.998904 = -3353693.590062 nChanged 161 SP:Iteration 81Q (395.472349 sec): 3 clusters Score: Raw -3355725.504204 + Penalty 2007.998904 = -3353717.505300 nChanged 158 SP:Iteration 82Q (395.558475 sec): 3 clusters Score: Raw -3355747.810256 + Penalty 2007.998904 = -3353739.811352 nChanged 134 SP:Iteration 83Q (395.641856 sec): 3 clusters Score: Raw -3355765.236675 + Penalty 2007.998904 = -3353757.237772 nChanged 122 SP:Iteration 84Q (395.734434 sec): 3 clusters Score: Raw -3355778.941456 + Penalty 2007.998904 = -3353770.942552 nChanged 118 SP:Iteration 85Q (395.811947 sec): 3 clusters Score: Raw -3355791.638419 + Penalty 2007.998904 = -3353783.639515 nChanged 86 SP:Iteration 86Q (395.904972 sec): 3 clusters Score: Raw -3355798.724542 + Penalty 2007.998904 = -3353790.725638 nChanged 71 SP:Iteration 87Q (395.998851 sec): 3 clusters Score: Raw -3355805.954610 + Penalty 2007.998904 = -3353797.955706 nChanged 79 SP:Iteration 88Q (396.076769 sec): 3 clusters Score: Raw -3355813.565812 + Penalty 2007.998904 = -3353805.566908 nChanged 77 SP:Iteration 89Q (396.176921 sec): 3 clusters Score: Raw -3355819.794057 + Penalty 2007.998904 = -3353811.795153 nChanged 57 SP:Iteration 90Q (396.270000 sec): 3 clusters Score: Raw -3355825.447591 + Penalty 2007.998904 = -3353817.448688 nChanged 74 SP:Iteration 91Q (396.360719 sec): 3 clusters Score: Raw -3355832.101938 + Penalty 2007.998904 = -3353824.103034 nChanged 61 SP:Iteration 92Q (396.451716 sec): 3 clusters Score: Raw -3355837.086693 + Penalty 2007.998904 = -3353829.087789 nChanged 61 SP:Iteration 93Q (396.539966 sec): 3 clusters Score: Raw -3355841.729149 + Penalty 2007.998904 = -3353833.730245 nChanged 58 SP:Iteration 94Q (396.625526 sec): 3 clusters Score: Raw -3355846.567647 + Penalty 2007.998904 = -3353838.568743 nChanged 46 SP:Iteration 95Q (396.719965 sec): 3 clusters Score: Raw -3355850.785961 + Penalty 2007.998904 = -3353842.787057 nChanged 48 SP:Iteration 96Q (396.806810 sec): 3 clusters Score: Raw -3355855.247901 + Penalty 2007.998904 = -3353847.248997 nChanged 48 SP:Iteration 97Q (396.902132 sec): 3 clusters Score: Raw -3355858.807370 + Penalty 2007.998904 = -3353850.808466 nChanged 44 SP:Iteration 98Q (396.992748 sec): 3 clusters Score: Raw -3355862.503477 + Penalty 2007.998904 = -3353854.504574 nChanged 44 SP:Iteration 99Q (397.074731 sec): 3 clusters Score: Raw -3355866.375354 + Penalty 2007.998904 = -3353858.376450 nChanged 48 SP:Iteration 100F (397.179492 sec): 3 clusters Score: Raw -3355871.346521 + Penalty 2007.998904 = -3353863.347617 nChanged 43 SP:Iteration 101Q (397.275679 sec): 3 clusters Score: Raw -3355875.343135 + Penalty 2007.998904 = -3353867.344231 nChanged 36 SP:Iteration 102Q (397.350446 sec): 3 clusters Score: Raw -3355878.664629 + Penalty 2007.998904 = -3353870.665725 nChanged 37 SP:Iteration 103Q (397.449049 sec): 3 clusters Score: Raw -3355882.264338 + Penalty 2007.998904 = -3353874.265434 nChanged 50 SP:Iteration 104Q (397.540599 sec): 3 clusters Score: Raw -3355886.439892 + Penalty 2007.998904 = -3353878.440988 nChanged 41 SP:Iteration 105Q (397.622227 sec): 3 clusters Score: Raw -3355889.794522 + Penalty 2007.998904 = -3353881.795618 nChanged 38 SP:Iteration 106Q (397.721600 sec): 3 clusters Score: Raw -3355893.412073 + Penalty 2007.998904 = -3353885.413169 nChanged 36 SP:Iteration 107Q (397.798311 sec): 3 clusters Score: Raw -3355897.563254 + Penalty 2007.998904 = -3353889.564350 nChanged 54 SP:Iteration 108Q (397.892487 sec): 3 clusters Score: Raw -3355903.075069 + Penalty 2007.998904 = -3353895.076165 nChanged 42 SP:Iteration 109Q (397.984926 sec): 3 clusters Score: Raw -3355906.767683 + Penalty 2007.998904 = -3353898.768779 nChanged 37 SP:Iteration 110Q (398.071828 sec): 3 clusters Score: Raw -3355910.807271 + Penalty 2007.998904 = -3353902.808367 nChanged 47 SP:Iteration 111Q (398.157121 sec): 3 clusters Score: Raw -3355916.425789 + Penalty 2007.998904 = -3353908.426886 nChanged 59 SP:Iteration 112Q (398.255120 sec): 3 clusters Score: Raw -3355923.319584 + Penalty 2007.998904 = -3353915.320680 nChanged 44 SP:Iteration 113Q (398.346914 sec): 3 clusters Score: Raw -3355927.984700 + Penalty 2007.998904 = -3353919.985797 nChanged 37 SP:Iteration 114Q (398.428096 sec): 3 clusters Score: Raw -3355932.291544 + Penalty 2007.998904 = -3353924.292641 nChanged 42 SP:Iteration 115Q (398.528467 sec): 3 clusters Score: Raw -3355936.437155 + Penalty 2007.998904 = -3353928.438251 nChanged 39 SP:Iteration 116Q (398.618210 sec): 3 clusters Score: Raw -3355939.745446 + Penalty 2007.998904 = -3353931.746542 nChanged 28 SP:Iteration 117Q (398.707887 sec): 3 clusters Score: Raw -3355942.296140 + Penalty 2007.998904 = -3353934.297236 nChanged 22 SP:Iteration 118Q (398.795241 sec): 3 clusters Score: Raw -3355943.815262 + Penalty 2007.998904 = -3353935.816358 nChanged 14 SP:Iteration 119Q (398.887918 sec): 3 clusters Score: Raw -3355944.814151 + Penalty 2007.998904 = -3353936.815247 nChanged 12 SP:Iteration 120F (398.987962 sec): 3 clusters Score: Raw -3355945.733729 + Penalty 2007.998904 = -3353937.734825 nChanged 13 SP:Iteration 121Q (399.076773 sec): 3 clusters Score: Raw -3355946.292206 + Penalty 2007.998904 = -3353938.293302 nChanged 5 SP:Iteration 122Q (399.167952 sec): 3 clusters Score: Raw -3355946.546025 + Penalty 2007.998904 = -3353938.547121 nChanged 3 SP:Iteration 123Q (399.255328 sec): 3 clusters Score: Raw -3355946.712822 + Penalty 2007.998904 = -3353938.713918 nChanged 5 SP:Iteration 124Q (399.331938 sec): 3 clusters Score: Raw -3355946.961476 + Penalty 2007.998904 = -3353938.962572 nChanged 8 SP:Iteration 125Q (399.429764 sec): 3 clusters Score: Raw -3355947.505953 + Penalty 2007.998904 = -3353939.507049 nChanged 13 SP:Iteration 126Q (399.509503 sec): 3 clusters Score: Raw -3355948.243661 + Penalty 2007.998904 = -3353940.244758 nChanged 10 SP:Iteration 127Q (399.605153 sec): 3 clusters Score: Raw -3355948.694843 + Penalty 2007.998904 = -3353940.695940 nChanged 9 SP:Iteration 128Q (399.692200 sec): 3 clusters Score: Raw -3355949.066898 + Penalty 2007.998904 = -3353941.067994 nChanged 5 SP:Iteration 129Q (399.777897 sec): 3 clusters Score: Raw -3355949.346011 + Penalty 2007.998904 = -3353941.347107 nChanged 3 SP:Iteration 130Q (399.862854 sec): 3 clusters Score: Raw -3355949.473400 + Penalty 2007.998904 = -3353941.474496 nChanged 5 SP:Iteration 131Q (399.951962 sec): 3 clusters Score: Raw -3355949.744431 + Penalty 2007.998904 = -3353941.745528 nChanged 3 SP:Iteration 132Q (400.044691 sec): 3 clusters Score: Raw -3355949.906177 + Penalty 2007.998904 = -3353941.907273 nChanged 7 SP:Iteration 133Q (400.139296 sec): 3 clusters Score: Raw -3355950.291686 + Penalty 2007.998904 = -3353942.292783 nChanged 6 SP:Iteration 134Q (400.225103 sec): 3 clusters Score: Raw -3355950.688744 + Penalty 2007.998904 = -3353942.689840 nChanged 13 SP:Iteration 135Q (400.317542 sec): 3 clusters Score: Raw -3355951.526453 + Penalty 2007.998904 = -3353943.527549 nChanged 4 SP:Iteration 136Q (400.404806 sec): 3 clusters Score: Raw -3355951.678382 + Penalty 2007.998904 = -3353943.679478 nChanged 4 SP:Iteration 137Q (400.486795 sec): 3 clusters Score: Raw -3355951.800011 + Penalty 2007.998904 = -3353943.801107 nChanged 2 SP:Iteration 138Q (400.586246 sec): 3 clusters Score: Raw -3355951.860609 + Penalty 2007.998904 = -3353943.861705 nChanged 1 SP:Iteration 139Q (400.672487 sec): 3 clusters Score: Raw -3355951.936747 + Penalty 2007.998904 = -3353943.937843 nChanged 1 SP:Iteration 140F (400.766984 sec): 3 clusters Score: Raw -3355952.007070 + Penalty 2007.998904 = -3353944.008166 nChanged 2 SP:Iteration 141Q (400.852344 sec): 3 clusters Score: Raw -3355952.111201 + Penalty 2007.998904 = -3353944.112297 nChanged 2 SP:Iteration 142Q (400.955966 sec): 3 clusters Score: Raw -3355952.171456 + Penalty 2007.998904 = -3353944.172552 nChanged 1 SP:Iteration 143Q (401.046288 sec): 3 clusters Score: Raw -3355952.192725 + Penalty 2007.998904 = -3353944.193821 nChanged 0 SP:Iteration 144F (401.143835 sec): 3 clusters Score: Raw -3355952.192725 + Penalty 2007.998904 = -3353944.193821 nChanged 0 Trying to split cluster 7 (21917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (401.183113 sec): 2 clusters Score: Raw -1950817.909199 + Penalty 949.526698 = -1949868.382501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (401.270679 sec): 3 clusters Score: Raw -1937062.351509 + Penalty 1899.053395 = -1935163.298113 nChanged 10232 SP:Iteration 1F (401.340710 sec): 3 clusters Score: Raw -1943000.161678 + Penalty 1899.053395 = -1941101.108283 nChanged 1140 SP:Iteration 2F (401.421575 sec): 3 clusters Score: Raw -1943460.091027 + Penalty 1899.053395 = -1941561.037632 nChanged 1142 SP:Iteration 3F (401.499212 sec): 3 clusters Score: Raw -1943983.659638 + Penalty 1899.053395 = -1942084.606243 nChanged 1215 SP:Iteration 4F (401.573421 sec): 3 clusters Score: Raw -1944643.318035 + Penalty 1899.053395 = -1942744.264640 nChanged 1362 SP:Iteration 5F (401.636174 sec): 3 clusters Score: Raw -1945562.024809 + Penalty 1899.053395 = -1943662.971414 nChanged 1445 SP:Iteration 6F (401.708403 sec): 3 clusters Score: Raw -1946684.590391 + Penalty 1899.053395 = -1944785.536996 nChanged 1409 SP:Iteration 7F (401.791602 sec): 3 clusters Score: Raw -1947862.106670 + Penalty 1899.053395 = -1945963.053274 nChanged 1186 SP:Iteration 8F (401.859386 sec): 3 clusters Score: Raw -1948831.947463 + Penalty 1899.053395 = -1946932.894068 nChanged 879 SP:Iteration 9Q (401.936245 sec): 3 clusters Score: Raw -1949554.834165 + Penalty 1899.053395 = -1947655.780769 nChanged 629 SP:Iteration 10Q (402.016191 sec): 3 clusters Score: Raw -1950077.536230 + Penalty 1899.053395 = -1948178.482834 nChanged 423 SP:Iteration 11Q (402.085548 sec): 3 clusters Score: Raw -1950426.718651 + Penalty 1899.053395 = -1948527.665255 nChanged 259 SP:Iteration 12Q (402.155930 sec): 3 clusters Score: Raw -1950634.947061 + Penalty 1899.053395 = -1948735.893665 nChanged 148 SP:Iteration 13Q (402.223626 sec): 3 clusters Score: Raw -1950751.885510 + Penalty 1899.053395 = -1948852.832115 nChanged 94 SP:Iteration 14Q (402.284939 sec): 3 clusters Score: Raw -1950824.805905 + Penalty 1899.053395 = -1948925.752509 nChanged 60 SP:Iteration 15Q (402.366473 sec): 3 clusters Score: Raw -1950880.023487 + Penalty 1899.053395 = -1948980.970092 nChanged 35 SP:Iteration 16Q (402.434171 sec): 3 clusters Score: Raw -1950909.334561 + Penalty 1899.053395 = -1949010.281165 nChanged 24 SP:Iteration 17Q (402.498010 sec): 3 clusters Score: Raw -1950930.631779 + Penalty 1899.053395 = -1949031.578384 nChanged 19 SP:Iteration 18Q (402.568447 sec): 3 clusters Score: Raw -1950946.554622 + Penalty 1899.053395 = -1949047.501227 nChanged 11 SP:Iteration 19Q (402.638894 sec): 3 clusters Score: Raw -1950954.762603 + Penalty 1899.053395 = -1949055.709208 nChanged 11 SP:Iteration 20F (402.714355 sec): 3 clusters Score: Raw -1950964.329487 + Penalty 1899.053395 = -1949065.276091 nChanged 5 SP:Iteration 21Q (402.782249 sec): 3 clusters Score: Raw -1950968.592519 + Penalty 1899.053395 = -1949069.539124 nChanged 2 SP:Iteration 22Q (402.853138 sec): 3 clusters Score: Raw -1950969.941434 + Penalty 1899.053395 = -1949070.888039 nChanged 1 SP:Iteration 23Q (402.917436 sec): 3 clusters Score: Raw -1950971.026606 + Penalty 1899.053395 = -1949071.973211 nChanged 1 SP:Iteration 24Q (402.992830 sec): 3 clusters Score: Raw -1950972.021171 + Penalty 1899.053395 = -1949072.967776 nChanged 1 SP:Iteration 25Q (403.062201 sec): 3 clusters Score: Raw -1950972.957794 + Penalty 1899.053395 = -1949073.904399 nChanged 2 SP:Iteration 26Q (403.133608 sec): 3 clusters Score: Raw -1950974.510103 + Penalty 1899.053395 = -1949075.456707 nChanged 1 SP:Iteration 27Q (403.203758 sec): 3 clusters Score: Raw -1950974.752861 + Penalty 1899.053395 = -1949075.699465 nChanged 1 SP:Iteration 28Q (403.271463 sec): 3 clusters Score: Raw -1950975.401913 + Penalty 1899.053395 = -1949076.348517 nChanged 0 SP:Iteration 29F (403.348831 sec): 3 clusters Score: Raw -1950975.401913 + Penalty 1899.053395 = -1949076.348517 nChanged 0 Trying to split cluster 8 (1197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (403.379818 sec): 2 clusters Score: Raw -102540.704927 + Penalty 673.319502 = -101867.385425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (403.417892 sec): 3 clusters Score: Raw -102003.732141 + Penalty 1346.639004 = -100657.093137 nChanged 441 SP:Iteration 1F (403.465145 sec): 3 clusters Score: Raw -102290.023093 + Penalty 1346.639004 = -100943.384089 nChanged 76 SP:Iteration 2F (403.516095 sec): 3 clusters Score: Raw -102353.280294 + Penalty 1346.639004 = -101006.641290 nChanged 64 SP:Iteration 3F (403.557452 sec): 3 clusters Score: Raw -102402.341542 + Penalty 1346.639004 = -101055.702538 nChanged 45 SP:Iteration 4Q (403.611839 sec): 3 clusters Score: Raw -102435.087177 + Penalty 1346.639004 = -101088.448173 nChanged 30 SP:Iteration 5Q (403.648581 sec): 3 clusters Score: Raw -102454.721757 + Penalty 1346.639004 = -101108.082753 nChanged 27 SP:Iteration 6Q (403.705762 sec): 3 clusters Score: Raw -102473.859672 + Penalty 1346.639004 = -101127.220668 nChanged 23 SP:Iteration 7Q (403.750603 sec): 3 clusters Score: Raw -102484.027049 + Penalty 1346.639004 = -101137.388045 nChanged 20 SP:Iteration 8Q (403.790070 sec): 3 clusters Score: Raw -102494.354509 + Penalty 1346.639004 = -101147.715505 nChanged 18 SP:Iteration 9Q (403.840964 sec): 3 clusters Score: Raw -102503.663831 + Penalty 1346.639004 = -101157.024827 nChanged 9 SP:Iteration 10Q (403.887371 sec): 3 clusters Score: Raw -102510.028600 + Penalty 1346.639004 = -101163.389596 nChanged 8 SP:Iteration 11Q (403.939564 sec): 3 clusters Score: Raw -102513.487053 + Penalty 1346.639004 = -101166.848049 nChanged 7 SP:Iteration 12Q (403.990581 sec): 3 clusters Score: Raw -102516.107732 + Penalty 1346.639004 = -101169.468728 nChanged 6 SP:Iteration 13Q (404.041967 sec): 3 clusters Score: Raw -102518.782098 + Penalty 1346.639004 = -101172.143094 nChanged 2 SP:Iteration 14Q (404.092908 sec): 3 clusters Score: Raw -102519.824517 + Penalty 1346.639004 = -101173.185513 nChanged 0 SP:Iteration 15F (404.145971 sec): 3 clusters Score: Raw -102519.824517 + Penalty 1346.639004 = -101173.185513 nChanged 0 Trying to split cluster 9 (929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (404.174823 sec): 2 clusters Score: Raw -59966.233927 + Penalty 649.240330 = -59316.993597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (404.215947 sec): 3 clusters Score: Raw -59596.980122 + Penalty 1298.480660 = -58298.499461 nChanged 323 SP:Iteration 1F (404.276251 sec): 3 clusters Score: Raw -59905.347727 + Penalty 1298.480660 = -58606.867067 nChanged 120 SP:Iteration 2F (404.315948 sec): 3 clusters Score: Raw -60137.217074 + Penalty 1298.480660 = -58838.736413 nChanged 84 SP:Iteration 3F (404.359093 sec): 3 clusters Score: Raw -60328.364072 + Penalty 1298.480660 = -59029.883412 nChanged 78 SP:Iteration 4F (404.419171 sec): 3 clusters Score: Raw -60499.067897 + Penalty 1298.480660 = -59200.587236 nChanged 56 SP:Iteration 5F (404.465362 sec): 3 clusters Score: Raw -60624.349997 + Penalty 1298.480660 = -59325.869336 nChanged 37 SP:Iteration 6Q (404.506267 sec): 3 clusters Score: Raw -60715.798056 + Penalty 1298.480660 = -59417.317396 nChanged 28 SP:Iteration 7Q (404.561543 sec): 3 clusters Score: Raw -60758.135404 + Penalty 1298.480660 = -59459.654744 nChanged 26 SP:Iteration 8Q (404.605375 sec): 3 clusters Score: Raw -60787.816996 + Penalty 1298.480660 = -59489.336336 nChanged 17 SP:Iteration 9Q (404.649392 sec): 3 clusters Score: Raw -60808.236402 + Penalty 1298.480660 = -59509.755742 nChanged 14 SP:Iteration 10Q (404.707308 sec): 3 clusters Score: Raw -60819.243072 + Penalty 1298.480660 = -59520.762412 nChanged 8 SP:Iteration 11Q (404.758045 sec): 3 clusters Score: Raw -60827.790427 + Penalty 1298.480660 = -59529.309767 nChanged 8 SP:Iteration 12Q (404.806351 sec): 3 clusters Score: Raw -60840.441772 + Penalty 1298.480660 = -59541.961111 nChanged 5 SP:Iteration 13Q (404.840043 sec): 3 clusters Score: Raw -60847.074377 + Penalty 1298.480660 = -59548.593717 nChanged 6 SP:Iteration 14Q (404.885817 sec): 3 clusters Score: Raw -60852.702211 + Penalty 1298.480660 = -59554.221551 nChanged 5 SP:Iteration 15Q (404.931065 sec): 3 clusters Score: Raw -60855.431698 + Penalty 1298.480660 = -59556.951037 nChanged 5 SP:Iteration 16Q (404.968266 sec): 3 clusters Score: Raw -60858.685767 + Penalty 1298.480660 = -59560.205107 nChanged 5 SP:Iteration 17Q (405.008891 sec): 3 clusters Score: Raw -60861.107656 + Penalty 1298.480660 = -59562.626996 nChanged 2 SP:Iteration 18Q (405.056347 sec): 3 clusters Score: Raw -60862.284041 + Penalty 1298.480660 = -59563.803380 nChanged 1 SP:Iteration 19Q (405.104352 sec): 3 clusters Score: Raw -60862.913753 + Penalty 1298.480660 = -59564.433093 nChanged 2 SP:Iteration 20F (405.137706 sec): 3 clusters Score: Raw -60863.888575 + Penalty 1298.480660 = -59565.407914 nChanged 2 SP:Iteration 21Q (405.188099 sec): 3 clusters Score: Raw -60865.520442 + Penalty 1298.480660 = -59567.039781 nChanged 3 SP:Iteration 22Q (405.228597 sec): 3 clusters Score: Raw -60867.038550 + Penalty 1298.480660 = -59568.557890 nChanged 7 SP:Iteration 23Q (405.267053 sec): 3 clusters Score: Raw -60871.718107 + Penalty 1298.480660 = -59573.237447 nChanged 9 SP:Iteration 24Q (405.317315 sec): 3 clusters Score: Raw -60883.419918 + Penalty 1298.480660 = -59584.939257 nChanged 13 SP:Iteration 25Q (405.367030 sec): 3 clusters Score: Raw -60896.078234 + Penalty 1298.480660 = -59597.597574 nChanged 19 SP:Iteration 26Q (405.416826 sec): 3 clusters Score: Raw -60924.516138 + Penalty 1298.480660 = -59626.035478 nChanged 16 SP:Iteration 27Q (405.450146 sec): 3 clusters Score: Raw -60949.478387 + Penalty 1298.480660 = -59650.997726 nChanged 12 SP:Iteration 28Q (405.497266 sec): 3 clusters Score: Raw -60975.378607 + Penalty 1298.480660 = -59676.897947 nChanged 11 SP:Iteration 29Q (405.536697 sec): 3 clusters Score: Raw -61007.180227 + Penalty 1298.480660 = -59708.699566 nChanged 9 SP:Iteration 30Q (405.590783 sec): 3 clusters Score: Raw -61024.114928 + Penalty 1298.480660 = -59725.634268 nChanged 9 SP:Iteration 31Q (405.630368 sec): 3 clusters Score: Raw -61044.499284 + Penalty 1298.480660 = -59746.018623 nChanged 6 SP:Iteration 32Q (405.677934 sec): 3 clusters Score: Raw -61055.381993 + Penalty 1298.480660 = -59756.901332 nChanged 4 SP:Iteration 33Q (405.718175 sec): 3 clusters Score: Raw -61059.153487 + Penalty 1298.480660 = -59760.672827 nChanged 5 SP:Iteration 34Q (405.773185 sec): 3 clusters Score: Raw -61070.894281 + Penalty 1298.480660 = -59772.413620 nChanged 6 SP:Iteration 35Q (405.824923 sec): 3 clusters Score: Raw -61078.044049 + Penalty 1298.480660 = -59779.563389 nChanged 4 SP:Iteration 36Q (405.874579 sec): 3 clusters Score: Raw -61079.780156 + Penalty 1298.480660 = -59781.299496 nChanged 1 SP:Iteration 37Q (405.913235 sec): 3 clusters Score: Raw -61080.652075 + Penalty 1298.480660 = -59782.171414 nChanged 1 SP:Iteration 38Q (405.970974 sec): 3 clusters Score: Raw -61081.028945 + Penalty 1298.480660 = -59782.548285 nChanged 1 SP:Iteration 39Q (406.021957 sec): 3 clusters Score: Raw -61081.562517 + Penalty 1298.480660 = -59783.081857 nChanged 1 SP:Iteration 40F (406.071508 sec): 3 clusters Score: Raw -61082.117596 + Penalty 1298.480660 = -59783.636936 nChanged 0 Score: Raw -45198391.507363 + Penalty 37576.607717 = -45160814.899646 Splitting cluster 9 changes total score from -45160713.848411 to -45160814.899646 So it's getting split into cluster 30. Trying to split cluster 10 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (413.651084 sec): 2 clusters Score: Raw -37672.727110 + Penalty 600.643698 = -37072.083412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (413.699439 sec): 3 clusters Score: Raw -37558.458573 + Penalty 1201.287396 = -36357.171177 nChanged 153 SP:Iteration 1F (413.742635 sec): 3 clusters Score: Raw -37723.691044 + Penalty 1201.287396 = -36522.403648 nChanged 40 SP:Iteration 2F (413.785889 sec): 3 clusters Score: Raw -37776.478555 + Penalty 1201.287396 = -36575.191160 nChanged 22 SP:Iteration 3Q (413.823969 sec): 3 clusters Score: Raw -37797.290079 + Penalty 1201.287396 = -36596.002683 nChanged 12 SP:Iteration 4Q (413.880166 sec): 3 clusters Score: Raw -37812.899177 + Penalty 1201.287396 = -36611.611782 nChanged 15 SP:Iteration 5Q (413.917750 sec): 3 clusters Score: Raw -37837.182965 + Penalty 1201.287396 = -36635.895570 nChanged 14 SP:Iteration 6Q (413.961999 sec): 3 clusters Score: Raw -37856.401726 + Penalty 1201.287396 = -36655.114330 nChanged 9 SP:Iteration 7Q (414.009425 sec): 3 clusters Score: Raw -37872.125179 + Penalty 1201.287396 = -36670.837784 nChanged 9 SP:Iteration 8Q (414.054892 sec): 3 clusters Score: Raw -37880.973518 + Penalty 1201.287396 = -36679.686122 nChanged 8 SP:Iteration 9Q (414.100461 sec): 3 clusters Score: Raw -37889.733212 + Penalty 1201.287396 = -36688.445816 nChanged 4 SP:Iteration 10Q (414.147765 sec): 3 clusters Score: Raw -37894.420262 + Penalty 1201.287396 = -36693.132867 nChanged 3 SP:Iteration 11Q (414.190935 sec): 3 clusters Score: Raw -37897.711836 + Penalty 1201.287396 = -36696.424441 nChanged 2 SP:Iteration 12Q (414.235745 sec): 3 clusters Score: Raw -37900.242198 + Penalty 1201.287396 = -36698.954802 nChanged 4 SP:Iteration 13Q (414.282465 sec): 3 clusters Score: Raw -37904.253800 + Penalty 1201.287396 = -36702.966405 nChanged 1 SP:Iteration 14Q (414.324653 sec): 3 clusters Score: Raw -37909.519499 + Penalty 1201.287396 = -36708.232104 nChanged 4 SP:Iteration 15Q (414.357340 sec): 3 clusters Score: Raw -37916.951980 + Penalty 1201.287396 = -36715.664584 nChanged 6 SP:Iteration 16Q (414.400588 sec): 3 clusters Score: Raw -37921.267189 + Penalty 1201.287396 = -36719.979794 nChanged 6 SP:Iteration 17Q (414.448949 sec): 3 clusters Score: Raw -37927.846441 + Penalty 1201.287396 = -36726.559045 nChanged 2 SP:Iteration 18Q (414.492280 sec): 3 clusters Score: Raw -37929.203112 + Penalty 1201.287396 = -36727.915716 nChanged 1 SP:Iteration 19Q (414.534459 sec): 3 clusters Score: Raw -37930.761927 + Penalty 1201.287396 = -36729.474532 nChanged 0 SP:Iteration 20F (414.570727 sec): 3 clusters Score: Raw -37930.761927 + Penalty 1201.287396 = -36729.474532 nChanged 0 Trying to split cluster 11 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (414.594158 sec): 2 clusters Score: Raw -18377.632487 + Penalty 528.629439 = -17849.003048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (414.643601 sec): 3 clusters Score: Raw -18455.806298 + Penalty 1057.258877 = -17398.547420 nChanged 50 SP:Iteration 1F (414.682923 sec): 3 clusters Score: Raw -18597.845471 + Penalty 1057.258877 = -17540.586593 nChanged 22 SP:Iteration 2F (414.725808 sec): 3 clusters Score: Raw -18656.561873 + Penalty 1057.258877 = -17599.302996 nChanged 7 SP:Iteration 3Q (414.770425 sec): 3 clusters Score: Raw -18672.337936 + Penalty 1057.258877 = -17615.079058 nChanged 3 SP:Iteration 4Q (414.815035 sec): 3 clusters Score: Raw -18680.094534 + Penalty 1057.258877 = -17622.835656 nChanged 4 SP:Iteration 5Q (414.850752 sec): 3 clusters Score: Raw -18713.149687 + Penalty 1057.258877 = -17655.890810 nChanged 8 SP:Iteration 6Q (414.897127 sec): 3 clusters Score: Raw -18749.020605 + Penalty 1057.258877 = -17691.761728 nChanged 7 SP:Iteration 7Q (414.934985 sec): 3 clusters Score: Raw -18768.782184 + Penalty 1057.258877 = -17711.523307 nChanged 4 SP:Iteration 8Q (414.982890 sec): 3 clusters Score: Raw -18775.642048 + Penalty 1057.258877 = -17718.383171 nChanged 1 SP:Iteration 9Q (415.023781 sec): 3 clusters Score: Raw -18776.822436 + Penalty 1057.258877 = -17719.563559 nChanged 1 SP:Iteration 10Q (415.058541 sec): 3 clusters Score: Raw -18778.120719 + Penalty 1057.258877 = -17720.861842 nChanged 1 SP:Iteration 11Q (415.101545 sec): 3 clusters Score: Raw -18781.381721 + Penalty 1057.258877 = -17724.122843 nChanged 1 SP:Iteration 12Q (415.152538 sec): 3 clusters Score: Raw -18784.173778 + Penalty 1057.258877 = -17726.914901 nChanged 1 SP:Iteration 13Q (415.182736 sec): 3 clusters Score: Raw -18784.902129 + Penalty 1057.258877 = -17727.643251 nChanged 0 SP:Iteration 14F (415.225350 sec): 3 clusters Score: Raw -18784.902129 + Penalty 1057.258877 = -17727.643251 nChanged 0 Trying to split cluster 12 (3060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (415.262683 sec): 2 clusters Score: Raw -256764.620363 + Penalty 762.486169 = -256002.134194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (415.310000 sec): 3 clusters Score: Raw -255197.972991 + Penalty 1524.972337 = -253673.000654 nChanged 1243 SP:Iteration 1F (415.357218 sec): 3 clusters Score: Raw -255850.285220 + Penalty 1524.972337 = -254325.312883 nChanged 211 SP:Iteration 2F (415.404706 sec): 3 clusters Score: Raw -255967.349925 + Penalty 1524.972337 = -254442.377588 nChanged 178 SP:Iteration 3F (415.451710 sec): 3 clusters Score: Raw -256078.462691 + Penalty 1524.972337 = -254553.490354 nChanged 168 SP:Iteration 4F (415.499070 sec): 3 clusters Score: Raw -256183.747974 + Penalty 1524.972337 = -254658.775637 nChanged 162 SP:Iteration 5F (415.544257 sec): 3 clusters Score: Raw -256291.151955 + Penalty 1524.972337 = -254766.179618 nChanged 149 SP:Iteration 6Q (415.588944 sec): 3 clusters Score: Raw -256393.660606 + Penalty 1524.972337 = -254868.688269 nChanged 134 SP:Iteration 7Q (415.641869 sec): 3 clusters Score: Raw -256494.602766 + Penalty 1524.972337 = -254969.630429 nChanged 120 SP:Iteration 8Q (415.698636 sec): 3 clusters Score: Raw -256584.538699 + Penalty 1524.972337 = -255059.566362 nChanged 95 SP:Iteration 9Q (415.745162 sec): 3 clusters Score: Raw -256662.101010 + Penalty 1524.972337 = -255137.128673 nChanged 81 SP:Iteration 10Q (415.799669 sec): 3 clusters Score: Raw -256723.806626 + Penalty 1524.972337 = -255198.834289 nChanged 61 SP:Iteration 11Q (415.849873 sec): 3 clusters Score: Raw -256775.817159 + Penalty 1524.972337 = -255250.844821 nChanged 45 SP:Iteration 12Q (415.904581 sec): 3 clusters Score: Raw -256807.982053 + Penalty 1524.972337 = -255283.009716 nChanged 20 SP:Iteration 13Q (415.960312 sec): 3 clusters Score: Raw -256822.842972 + Penalty 1524.972337 = -255297.870635 nChanged 20 SP:Iteration 14Q (415.996786 sec): 3 clusters Score: Raw -256836.652947 + Penalty 1524.972337 = -255311.680610 nChanged 12 SP:Iteration 15Q (416.042970 sec): 3 clusters Score: Raw -256844.433060 + Penalty 1524.972337 = -255319.460723 nChanged 4 SP:Iteration 16Q (416.092649 sec): 3 clusters Score: Raw -256847.478069 + Penalty 1524.972337 = -255322.505732 nChanged 5 SP:Iteration 17Q (416.144312 sec): 3 clusters Score: Raw -256850.828935 + Penalty 1524.972337 = -255325.856597 nChanged 4 SP:Iteration 18Q (416.190519 sec): 3 clusters Score: Raw -256852.267101 + Penalty 1524.972337 = -255327.294764 nChanged 4 SP:Iteration 19Q (416.237443 sec): 3 clusters Score: Raw -256853.594304 + Penalty 1524.972337 = -255328.621967 nChanged 8 SP:Iteration 20F (416.284917 sec): 3 clusters Score: Raw -256861.395266 + Penalty 1524.972337 = -255336.422929 nChanged 6 SP:Iteration 21Q (416.331981 sec): 3 clusters Score: Raw -256866.993007 + Penalty 1524.972337 = -255342.020670 nChanged 7 SP:Iteration 22Q (416.379148 sec): 3 clusters Score: Raw -256876.842755 + Penalty 1524.972337 = -255351.870418 nChanged 9 SP:Iteration 23Q (416.425626 sec): 3 clusters Score: Raw -256885.570277 + Penalty 1524.972337 = -255360.597940 nChanged 4 SP:Iteration 24Q (416.463000 sec): 3 clusters Score: Raw -256889.934650 + Penalty 1524.972337 = -255364.962313 nChanged 5 SP:Iteration 25Q (416.518504 sec): 3 clusters Score: Raw -256893.900387 + Penalty 1524.972337 = -255368.928050 nChanged 3 SP:Iteration 26Q (416.560812 sec): 3 clusters Score: Raw -256898.793110 + Penalty 1524.972337 = -255373.820773 nChanged 5 SP:Iteration 27Q (416.615147 sec): 3 clusters Score: Raw -256905.223625 + Penalty 1524.972337 = -255380.251288 nChanged 2 SP:Iteration 28Q (416.665654 sec): 3 clusters Score: Raw -256905.971030 + Penalty 1524.972337 = -255380.998693 nChanged 0 SP:Iteration 29F (416.709897 sec): 3 clusters Score: Raw -256905.971030 + Penalty 1524.972337 = -255380.998693 nChanged 0 Trying to split cluster 13 (29588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (416.772629 sec): 2 clusters Score: Raw -2377703.973334 + Penalty 978.036795 = -2376725.936539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (416.861831 sec): 3 clusters Score: Raw -2358904.410779 + Penalty 1956.073589 = -2356948.337190 nChanged 13926 SP:Iteration 1F (416.943785 sec): 3 clusters Score: Raw -2367118.731898 + Penalty 1956.073589 = -2365162.658309 nChanged 1844 SP:Iteration 2F (417.026378 sec): 3 clusters Score: Raw -2368204.416929 + Penalty 1956.073589 = -2366248.343340 nChanged 2220 SP:Iteration 3F (417.114549 sec): 3 clusters Score: Raw -2369803.328585 + Penalty 1956.073589 = -2367847.254996 nChanged 2326 SP:Iteration 4F (417.198338 sec): 3 clusters Score: Raw -2371573.721088 + Penalty 1956.073589 = -2369617.647498 nChanged 2187 SP:Iteration 5F (417.285250 sec): 3 clusters Score: Raw -2373165.468278 + Penalty 1956.073589 = -2371209.394689 nChanged 1776 SP:Iteration 6F (417.358253 sec): 3 clusters Score: Raw -2374295.500202 + Penalty 1956.073589 = -2372339.426613 nChanged 1254 SP:Iteration 7Q (417.455784 sec): 3 clusters Score: Raw -2374966.948359 + Penalty 1956.073589 = -2373010.874770 nChanged 867 SP:Iteration 8Q (417.539916 sec): 3 clusters Score: Raw -2375306.270544 + Penalty 1956.073589 = -2373350.196955 nChanged 573 SP:Iteration 9Q (417.624064 sec): 3 clusters Score: Raw -2375474.400535 + Penalty 1956.073589 = -2373518.326946 nChanged 390 SP:Iteration 10Q (417.701555 sec): 3 clusters Score: Raw -2375577.640274 + Penalty 1956.073589 = -2373621.566685 nChanged 342 SP:Iteration 11Q (417.790269 sec): 3 clusters Score: Raw -2375661.114835 + Penalty 1956.073589 = -2373705.041246 nChanged 267 SP:Iteration 12Q (417.866842 sec): 3 clusters Score: Raw -2375723.114273 + Penalty 1956.073589 = -2373767.040684 nChanged 270 SP:Iteration 13Q (417.960335 sec): 3 clusters Score: Raw -2375781.427187 + Penalty 1956.073589 = -2373825.353598 nChanged 235 SP:Iteration 14Q (418.046683 sec): 3 clusters Score: Raw -2375824.659019 + Penalty 1956.073589 = -2373868.585429 nChanged 225 SP:Iteration 15Q (418.119273 sec): 3 clusters Score: Raw -2375865.396973 + Penalty 1956.073589 = -2373909.323384 nChanged 221 SP:Iteration 16Q (418.204113 sec): 3 clusters Score: Raw -2375906.529535 + Penalty 1956.073589 = -2373950.455946 nChanged 214 SP:Iteration 17Q (418.295221 sec): 3 clusters Score: Raw -2375945.682189 + Penalty 1956.073589 = -2373989.608600 nChanged 191 SP:Iteration 18Q (418.373999 sec): 3 clusters Score: Raw -2375977.719065 + Penalty 1956.073589 = -2374021.645476 nChanged 196 SP:Iteration 19Q (418.457635 sec): 3 clusters Score: Raw -2376012.345249 + Penalty 1956.073589 = -2374056.271660 nChanged 209 SP:Iteration 20F (418.539760 sec): 3 clusters Score: Raw -2376053.454823 + Penalty 1956.073589 = -2374097.381234 nChanged 213 SP:Iteration 21Q (418.621919 sec): 3 clusters Score: Raw -2376089.298439 + Penalty 1956.073589 = -2374133.224850 nChanged 204 SP:Iteration 22Q (418.703096 sec): 3 clusters Score: Raw -2376126.594897 + Penalty 1956.073589 = -2374170.521308 nChanged 215 SP:Iteration 23Q (418.786148 sec): 3 clusters Score: Raw -2376168.951722 + Penalty 1956.073589 = -2374212.878133 nChanged 226 SP:Iteration 24Q (418.866002 sec): 3 clusters Score: Raw -2376217.245686 + Penalty 1956.073589 = -2374261.172097 nChanged 266 SP:Iteration 25Q (418.953005 sec): 3 clusters Score: Raw -2376279.271877 + Penalty 1956.073589 = -2374323.198288 nChanged 270 SP:Iteration 26Q (419.035818 sec): 3 clusters Score: Raw -2376343.258352 + Penalty 1956.073589 = -2374387.184763 nChanged 279 SP:Iteration 27Q (419.119333 sec): 3 clusters Score: Raw -2376410.464343 + Penalty 1956.073589 = -2374454.390754 nChanged 269 SP:Iteration 28Q (419.197791 sec): 3 clusters Score: Raw -2376479.870802 + Penalty 1956.073589 = -2374523.797213 nChanged 238 SP:Iteration 29Q (419.270108 sec): 3 clusters Score: Raw -2376534.867043 + Penalty 1956.073589 = -2374578.793454 nChanged 242 SP:Iteration 30Q (419.357163 sec): 3 clusters Score: Raw -2376596.062883 + Penalty 1956.073589 = -2374639.989294 nChanged 240 SP:Iteration 31Q (419.436625 sec): 3 clusters Score: Raw -2376654.773164 + Penalty 1956.073589 = -2374698.699575 nChanged 259 SP:Iteration 32Q (419.516387 sec): 3 clusters Score: Raw -2376722.089726 + Penalty 1956.073589 = -2374766.016137 nChanged 246 SP:Iteration 33Q (419.583122 sec): 3 clusters Score: Raw -2376789.463666 + Penalty 1956.073589 = -2374833.390077 nChanged 248 SP:Iteration 34Q (419.674379 sec): 3 clusters Score: Raw -2376860.180237 + Penalty 1956.073589 = -2374904.106648 nChanged 247 SP:Iteration 35Q (419.754953 sec): 3 clusters Score: Raw -2376934.168638 + Penalty 1956.073589 = -2374978.095049 nChanged 215 SP:Iteration 36Q (419.832884 sec): 3 clusters Score: Raw -2376994.893637 + Penalty 1956.073589 = -2375038.820048 nChanged 237 SP:Iteration 37Q (419.910230 sec): 3 clusters Score: Raw -2377066.792886 + Penalty 1956.073589 = -2375110.719297 nChanged 224 SP:Iteration 38Q (419.982886 sec): 3 clusters Score: Raw -2377139.695119 + Penalty 1956.073589 = -2375183.621530 nChanged 233 SP:Iteration 39Q (420.074306 sec): 3 clusters Score: Raw -2377220.341387 + Penalty 1956.073589 = -2375264.267798 nChanged 231 SP:Iteration 40F (420.154860 sec): 3 clusters Score: Raw -2377304.760667 + Penalty 1956.073589 = -2375348.687078 nChanged 211 SP:Iteration 41Q (420.225099 sec): 3 clusters Score: Raw -2377390.183200 + Penalty 1956.073589 = -2375434.109611 nChanged 210 SP:Iteration 42Q (420.305032 sec): 3 clusters Score: Raw -2377476.721449 + Penalty 1956.073589 = -2375520.647860 nChanged 217 SP:Iteration 43Q (420.388361 sec): 3 clusters Score: Raw -2377560.594171 + Penalty 1956.073589 = -2375604.520582 nChanged 177 SP:Iteration 44Q (420.466391 sec): 3 clusters Score: Raw -2377621.727135 + Penalty 1956.073589 = -2375665.653546 nChanged 157 SP:Iteration 45Q (420.546774 sec): 3 clusters Score: Raw -2377670.686810 + Penalty 1956.073589 = -2375714.613221 nChanged 129 SP:Iteration 46Q (420.625652 sec): 3 clusters Score: Raw -2377713.115617 + Penalty 1956.073589 = -2375757.042028 nChanged 120 SP:Iteration 47Q (420.710665 sec): 3 clusters Score: Raw -2377756.255506 + Penalty 1956.073589 = -2375800.181917 nChanged 106 SP:Iteration 48Q (420.790627 sec): 3 clusters Score: Raw -2377789.575189 + Penalty 1956.073589 = -2375833.501600 nChanged 96 SP:Iteration 49Q (420.869637 sec): 3 clusters Score: Raw -2377821.499192 + Penalty 1956.073589 = -2375865.425603 nChanged 72 SP:Iteration 50Q (420.951375 sec): 3 clusters Score: Raw -2377841.431428 + Penalty 1956.073589 = -2375885.357839 nChanged 63 SP:Iteration 51Q (421.033524 sec): 3 clusters Score: Raw -2377864.468071 + Penalty 1956.073589 = -2375908.394482 nChanged 61 SP:Iteration 52Q (421.113252 sec): 3 clusters Score: Raw -2377881.691562 + Penalty 1956.073589 = -2375925.617973 nChanged 42 SP:Iteration 53Q (421.190421 sec): 3 clusters Score: Raw -2377890.608618 + Penalty 1956.073589 = -2375934.535029 nChanged 37 SP:Iteration 54Q (421.261700 sec): 3 clusters Score: Raw -2377899.665422 + Penalty 1956.073589 = -2375943.591833 nChanged 31 SP:Iteration 55Q (421.337487 sec): 3 clusters Score: Raw -2377905.537582 + Penalty 1956.073589 = -2375949.463993 nChanged 18 SP:Iteration 56Q (421.424455 sec): 3 clusters Score: Raw -2377908.661319 + Penalty 1956.073589 = -2375952.587730 nChanged 17 SP:Iteration 57Q (421.504466 sec): 3 clusters Score: Raw -2377911.550300 + Penalty 1956.073589 = -2375955.476711 nChanged 14 SP:Iteration 58Q (421.582801 sec): 3 clusters Score: Raw -2377915.027251 + Penalty 1956.073589 = -2375958.953662 nChanged 17 SP:Iteration 59Q (421.660070 sec): 3 clusters Score: Raw -2377918.959206 + Penalty 1956.073589 = -2375962.885617 nChanged 13 SP:Iteration 60F (421.745330 sec): 3 clusters Score: Raw -2377921.763638 + Penalty 1956.073589 = -2375965.690049 nChanged 14 SP:Iteration 61Q (421.822387 sec): 3 clusters Score: Raw -2377923.910943 + Penalty 1956.073589 = -2375967.837354 nChanged 9 SP:Iteration 62Q (421.900252 sec): 3 clusters Score: Raw -2377925.313702 + Penalty 1956.073589 = -2375969.240113 nChanged 6 SP:Iteration 63Q (421.980752 sec): 3 clusters Score: Raw -2377926.163199 + Penalty 1956.073589 = -2375970.089610 nChanged 11 SP:Iteration 64Q (422.059814 sec): 3 clusters Score: Raw -2377927.431117 + Penalty 1956.073589 = -2375971.357528 nChanged 12 SP:Iteration 65Q (422.137722 sec): 3 clusters Score: Raw -2377929.704137 + Penalty 1956.073589 = -2375973.630548 nChanged 15 SP:Iteration 66Q (422.215355 sec): 3 clusters Score: Raw -2377932.400263 + Penalty 1956.073589 = -2375976.326674 nChanged 5 SP:Iteration 67Q (422.290934 sec): 3 clusters Score: Raw -2377933.378535 + Penalty 1956.073589 = -2375977.304946 nChanged 9 SP:Iteration 68Q (422.365621 sec): 3 clusters Score: Raw -2377934.936661 + Penalty 1956.073589 = -2375978.863072 nChanged 9 SP:Iteration 69Q (422.440079 sec): 3 clusters Score: Raw -2377937.179581 + Penalty 1956.073589 = -2375981.105992 nChanged 9 SP:Iteration 70Q (422.515124 sec): 3 clusters Score: Raw -2377939.724425 + Penalty 1956.073589 = -2375983.650836 nChanged 10 SP:Iteration 71Q (422.587733 sec): 3 clusters Score: Raw -2377942.823193 + Penalty 1956.073589 = -2375986.749604 nChanged 6 SP:Iteration 72Q (422.662856 sec): 3 clusters Score: Raw -2377944.157376 + Penalty 1956.073589 = -2375988.083787 nChanged 8 SP:Iteration 73Q (422.741090 sec): 3 clusters Score: Raw -2377945.496044 + Penalty 1956.073589 = -2375989.422455 nChanged 5 SP:Iteration 74Q (422.819575 sec): 3 clusters Score: Raw -2377946.180055 + Penalty 1956.073589 = -2375990.106466 nChanged 2 SP:Iteration 75Q (422.897077 sec): 3 clusters Score: Raw -2377946.553151 + Penalty 1956.073589 = -2375990.479562 nChanged 1 SP:Iteration 76Q (422.963563 sec): 3 clusters Score: Raw -2377946.896231 + Penalty 1956.073589 = -2375990.822642 nChanged 2 SP:Iteration 77Q (423.045764 sec): 3 clusters Score: Raw -2377947.778533 + Penalty 1956.073589 = -2375991.704944 nChanged 5 SP:Iteration 78Q (423.122266 sec): 3 clusters Score: Raw -2377949.466990 + Penalty 1956.073589 = -2375993.393401 nChanged 8 SP:Iteration 79Q (423.201329 sec): 3 clusters Score: Raw -2377951.632664 + Penalty 1956.073589 = -2375995.559075 nChanged 7 SP:Iteration 80F (423.282542 sec): 3 clusters Score: Raw -2377953.459732 + Penalty 1956.073589 = -2375997.386143 nChanged 7 SP:Iteration 81Q (423.365162 sec): 3 clusters Score: Raw -2377954.831987 + Penalty 1956.073589 = -2375998.758398 nChanged 4 SP:Iteration 82Q (423.437669 sec): 3 clusters Score: Raw -2377955.610906 + Penalty 1956.073589 = -2375999.537317 nChanged 5 SP:Iteration 83Q (423.517208 sec): 3 clusters Score: Raw -2377957.315679 + Penalty 1956.073589 = -2376001.242090 nChanged 9 SP:Iteration 84Q (423.583862 sec): 3 clusters Score: Raw -2377959.693901 + Penalty 1956.073589 = -2376003.620312 nChanged 11 SP:Iteration 85Q (423.666767 sec): 3 clusters Score: Raw -2377962.756074 + Penalty 1956.073589 = -2376006.682485 nChanged 7 SP:Iteration 86Q (423.742406 sec): 3 clusters Score: Raw -2377965.198637 + Penalty 1956.073589 = -2376009.125048 nChanged 8 SP:Iteration 87Q (423.820825 sec): 3 clusters Score: Raw -2377967.310321 + Penalty 1956.073589 = -2376011.236731 nChanged 7 SP:Iteration 88Q (423.897906 sec): 3 clusters Score: Raw -2377969.015000 + Penalty 1956.073589 = -2376012.941411 nChanged 6 SP:Iteration 89Q (423.972902 sec): 3 clusters Score: Raw -2377970.633162 + Penalty 1956.073589 = -2376014.559573 nChanged 11 SP:Iteration 90Q (424.051848 sec): 3 clusters Score: Raw -2377973.572960 + Penalty 1956.073589 = -2376017.499371 nChanged 8 SP:Iteration 91Q (424.128029 sec): 3 clusters Score: Raw -2377976.289786 + Penalty 1956.073589 = -2376020.216197 nChanged 5 SP:Iteration 92Q (424.205718 sec): 3 clusters Score: Raw -2377977.369877 + Penalty 1956.073589 = -2376021.296288 nChanged 4 SP:Iteration 93Q (424.282231 sec): 3 clusters Score: Raw -2377978.746476 + Penalty 1956.073589 = -2376022.672887 nChanged 4 SP:Iteration 94Q (424.354592 sec): 3 clusters Score: Raw -2377980.466576 + Penalty 1956.073589 = -2376024.392987 nChanged 8 SP:Iteration 95Q (424.429267 sec): 3 clusters Score: Raw -2377984.861312 + Penalty 1956.073589 = -2376028.787723 nChanged 13 SP:Iteration 96Q (424.508573 sec): 3 clusters Score: Raw -2377989.053317 + Penalty 1956.073589 = -2376032.979728 nChanged 13 SP:Iteration 97Q (424.585541 sec): 3 clusters Score: Raw -2377993.820203 + Penalty 1956.073589 = -2376037.746614 nChanged 10 SP:Iteration 98Q (424.664488 sec): 3 clusters Score: Raw -2377996.828715 + Penalty 1956.073589 = -2376040.755126 nChanged 11 SP:Iteration 99Q (424.733546 sec): 3 clusters Score: Raw -2377999.205133 + Penalty 1956.073589 = -2376043.131544 nChanged 4 SP:Iteration 100F (424.828687 sec): 3 clusters Score: Raw -2378000.054438 + Penalty 1956.073589 = -2376043.980849 nChanged 3 SP:Iteration 101Q (424.903434 sec): 3 clusters Score: Raw -2378000.985769 + Penalty 1956.073589 = -2376044.912180 nChanged 3 SP:Iteration 102Q (424.984554 sec): 3 clusters Score: Raw -2378002.041806 + Penalty 1956.073589 = -2376045.968217 nChanged 3 SP:Iteration 103Q (425.058857 sec): 3 clusters Score: Raw -2378002.811356 + Penalty 1956.073589 = -2376046.737767 nChanged 4 SP:Iteration 104Q (425.131969 sec): 3 clusters Score: Raw -2378003.610531 + Penalty 1956.073589 = -2376047.536942 nChanged 4 SP:Iteration 105Q (425.206287 sec): 3 clusters Score: Raw -2378005.258723 + Penalty 1956.073589 = -2376049.185134 nChanged 7 SP:Iteration 106Q (425.281378 sec): 3 clusters Score: Raw -2378007.211984 + Penalty 1956.073589 = -2376051.138395 nChanged 5 SP:Iteration 107Q (425.361288 sec): 3 clusters Score: Raw -2378009.047245 + Penalty 1956.073589 = -2376052.973656 nChanged 6 SP:Iteration 108Q (425.447321 sec): 3 clusters Score: Raw -2378010.365972 + Penalty 1956.073589 = -2376054.292383 nChanged 4 SP:Iteration 109Q (425.526586 sec): 3 clusters Score: Raw -2378012.171290 + Penalty 1956.073589 = -2376056.097701 nChanged 4 SP:Iteration 110Q (425.604911 sec): 3 clusters Score: Raw -2378013.030427 + Penalty 1956.073589 = -2376056.956838 nChanged 2 SP:Iteration 111Q (425.684002 sec): 3 clusters Score: Raw -2378013.469919 + Penalty 1956.073589 = -2376057.396330 nChanged 2 SP:Iteration 112Q (425.764380 sec): 3 clusters Score: Raw -2378013.878856 + Penalty 1956.073589 = -2376057.805267 nChanged 0 SP:Iteration 113F (425.852851 sec): 3 clusters Score: Raw -2378013.878856 + Penalty 1956.073589 = -2376057.805267 nChanged 0 Trying to split cluster 14 (48282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.924732 sec): 2 clusters Score: Raw -4138438.920238 + Penalty 1024.557339 = -4137414.362898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (426.026270 sec): 3 clusters Score: Raw -4107122.742295 + Penalty 2049.114679 = -4105073.627616 nChanged 23149 SP:Iteration 1F (426.137111 sec): 3 clusters Score: Raw -4120783.960641 + Penalty 2049.114679 = -4118734.845962 nChanged 2310 SP:Iteration 2Q (426.245808 sec): 3 clusters Score: Raw -4121675.529495 + Penalty 2049.114679 = -4119626.414816 nChanged 2440 SP:Iteration 3F (426.353733 sec): 3 clusters Score: Raw -4122757.373566 + Penalty 2049.114679 = -4120708.258887 nChanged 2538 SP:Iteration 4F (426.465375 sec): 3 clusters Score: Raw -4124098.299229 + Penalty 2049.114679 = -4122049.184550 nChanged 2682 SP:Iteration 5F (426.573431 sec): 3 clusters Score: Raw -4125778.713914 + Penalty 2049.114679 = -4123729.599235 nChanged 2942 SP:Iteration 6F (426.680214 sec): 3 clusters Score: Raw -4128040.113809 + Penalty 2049.114679 = -4125990.999130 nChanged 2831 SP:Iteration 7F (426.790034 sec): 3 clusters Score: Raw -4129963.165072 + Penalty 2049.114679 = -4127914.050394 nChanged 2197 SP:Iteration 8Q (426.884255 sec): 3 clusters Score: Raw -4130905.950680 + Penalty 2049.114679 = -4128856.836001 nChanged 1307 SP:Iteration 9Q (427.001080 sec): 3 clusters Score: Raw -4131238.211834 + Penalty 2049.114679 = -4129189.097155 nChanged 796 SP:Iteration 10Q (427.107549 sec): 3 clusters Score: Raw -4131393.503221 + Penalty 2049.114679 = -4129344.388543 nChanged 570 SP:Iteration 11Q (427.211933 sec): 3 clusters Score: Raw -4131512.081306 + Penalty 2049.114679 = -4129462.966628 nChanged 511 SP:Iteration 12Q (427.315780 sec): 3 clusters Score: Raw -4131621.883885 + Penalty 2049.114679 = -4129572.769206 nChanged 519 SP:Iteration 13Q (427.434815 sec): 3 clusters Score: Raw -4131738.602906 + Penalty 2049.114679 = -4129689.488227 nChanged 560 SP:Iteration 14Q (427.555871 sec): 3 clusters Score: Raw -4131864.555404 + Penalty 2049.114679 = -4129815.440725 nChanged 542 SP:Iteration 15Q (427.672178 sec): 3 clusters Score: Raw -4131987.958160 + Penalty 2049.114679 = -4129938.843482 nChanged 569 SP:Iteration 16Q (427.786376 sec): 3 clusters Score: Raw -4132128.789183 + Penalty 2049.114679 = -4130079.674505 nChanged 622 SP:Iteration 17Q (427.896341 sec): 3 clusters Score: Raw -4132283.767084 + Penalty 2049.114679 = -4130234.652405 nChanged 654 SP:Iteration 18Q (428.002364 sec): 3 clusters Score: Raw -4132457.695025 + Penalty 2049.114679 = -4130408.580346 nChanged 728 SP:Iteration 19Q (428.106484 sec): 3 clusters Score: Raw -4132657.623378 + Penalty 2049.114679 = -4130608.508699 nChanged 737 SP:Iteration 20F (428.202501 sec): 3 clusters Score: Raw -4132863.774298 + Penalty 2049.114679 = -4130814.659619 nChanged 772 SP:Iteration 21Q (428.313997 sec): 3 clusters Score: Raw -4133087.608226 + Penalty 2049.114679 = -4131038.493547 nChanged 767 SP:Iteration 22Q (428.418070 sec): 3 clusters Score: Raw -4133311.776607 + Penalty 2049.114679 = -4131262.661928 nChanged 798 SP:Iteration 23Q (428.523792 sec): 3 clusters Score: Raw -4133555.501496 + Penalty 2049.114679 = -4131506.386817 nChanged 818 SP:Iteration 24Q (428.624618 sec): 3 clusters Score: Raw -4133825.482012 + Penalty 2049.114679 = -4131776.367333 nChanged 879 SP:Iteration 25Q (428.731402 sec): 3 clusters Score: Raw -4134149.400527 + Penalty 2049.114679 = -4132100.285848 nChanged 901 SP:Iteration 26Q (428.840381 sec): 3 clusters Score: Raw -4134510.922479 + Penalty 2049.114679 = -4132461.807800 nChanged 918 SP:Iteration 27Q (428.942086 sec): 3 clusters Score: Raw -4134907.199956 + Penalty 2049.114679 = -4132858.085277 nChanged 952 SP:Iteration 28Q (429.046452 sec): 3 clusters Score: Raw -4135353.691974 + Penalty 2049.114679 = -4133304.577296 nChanged 962 SP:Iteration 29Q (429.155316 sec): 3 clusters Score: Raw -4135851.038129 + Penalty 2049.114679 = -4133801.923450 nChanged 907 SP:Iteration 30Q (429.258862 sec): 3 clusters Score: Raw -4136328.940887 + Penalty 2049.114679 = -4134279.826208 nChanged 791 SP:Iteration 31Q (429.362789 sec): 3 clusters Score: Raw -4136766.600025 + Penalty 2049.114679 = -4134717.485346 nChanged 743 SP:Iteration 32Q (429.461401 sec): 3 clusters Score: Raw -4137205.345311 + Penalty 2049.114679 = -4135156.230632 nChanged 623 SP:Iteration 33Q (429.564707 sec): 3 clusters Score: Raw -4137575.567533 + Penalty 2049.114679 = -4135526.452854 nChanged 463 SP:Iteration 34Q (429.664869 sec): 3 clusters Score: Raw -4137865.821224 + Penalty 2049.114679 = -4135816.706545 nChanged 375 SP:Iteration 35Q (429.759567 sec): 3 clusters Score: Raw -4138127.140254 + Penalty 2049.114679 = -4136078.025575 nChanged 256 SP:Iteration 36Q (429.853581 sec): 3 clusters Score: Raw -4138290.351282 + Penalty 2049.114679 = -4136241.236603 nChanged 168 SP:Iteration 37Q (429.942695 sec): 3 clusters Score: Raw -4138403.133757 + Penalty 2049.114679 = -4136354.019078 nChanged 130 SP:Iteration 38Q (430.042808 sec): 3 clusters Score: Raw -4138496.859111 + Penalty 2049.114679 = -4136447.744432 nChanged 102 SP:Iteration 39Q (430.138333 sec): 3 clusters Score: Raw -4138568.760548 + Penalty 2049.114679 = -4136519.645869 nChanged 50 SP:Iteration 40F (430.235729 sec): 3 clusters Score: Raw -4138599.933201 + Penalty 2049.114679 = -4136550.818522 nChanged 42 SP:Iteration 41Q (430.342234 sec): 3 clusters Score: Raw -4138621.460136 + Penalty 2049.114679 = -4136572.345457 nChanged 28 SP:Iteration 42Q (430.431945 sec): 3 clusters Score: Raw -4138635.086230 + Penalty 2049.114679 = -4136585.971551 nChanged 26 SP:Iteration 43Q (430.547581 sec): 3 clusters Score: Raw -4138646.226982 + Penalty 2049.114679 = -4136597.112303 nChanged 25 SP:Iteration 44Q (430.646565 sec): 3 clusters Score: Raw -4138658.936049 + Penalty 2049.114679 = -4136609.821370 nChanged 26 SP:Iteration 45Q (430.745883 sec): 3 clusters Score: Raw -4138671.656561 + Penalty 2049.114679 = -4136622.541882 nChanged 14 SP:Iteration 46Q (430.834292 sec): 3 clusters Score: Raw -4138678.609949 + Penalty 2049.114679 = -4136629.495270 nChanged 17 SP:Iteration 47Q (430.926683 sec): 3 clusters Score: Raw -4138684.022135 + Penalty 2049.114679 = -4136634.907456 nChanged 11 SP:Iteration 48Q (431.029413 sec): 3 clusters Score: Raw -4138687.388519 + Penalty 2049.114679 = -4136638.273840 nChanged 8 SP:Iteration 49Q (431.121321 sec): 3 clusters Score: Raw -4138691.147767 + Penalty 2049.114679 = -4136642.033088 nChanged 9 SP:Iteration 50Q (431.208279 sec): 3 clusters Score: Raw -4138695.076089 + Penalty 2049.114679 = -4136645.961411 nChanged 6 SP:Iteration 51Q (431.306626 sec): 3 clusters Score: Raw -4138697.432397 + Penalty 2049.114679 = -4136648.317718 nChanged 3 SP:Iteration 52Q (431.405019 sec): 3 clusters Score: Raw -4138698.211295 + Penalty 2049.114679 = -4136649.096616 nChanged 3 SP:Iteration 53Q (431.498170 sec): 3 clusters Score: Raw -4138699.329550 + Penalty 2049.114679 = -4136650.214871 nChanged 1 SP:Iteration 54Q (431.595556 sec): 3 clusters Score: Raw -4138699.665993 + Penalty 2049.114679 = -4136650.551314 nChanged 0 SP:Iteration 55F (431.706088 sec): 3 clusters Score: Raw -4138699.665993 + Penalty 2049.114679 = -4136650.551314 nChanged 0 Trying to split cluster 15 (9553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.746965 sec): 2 clusters Score: Raw -853898.017714 + Penalty 870.637999 = -853027.379715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.804901 sec): 3 clusters Score: Raw -848232.017270 + Penalty 1741.275999 = -846490.741271 nChanged 4263 SP:Iteration 1F (431.854650 sec): 3 clusters Score: Raw -850541.368715 + Penalty 1741.275999 = -848800.092716 nChanged 564 SP:Iteration 2F (431.923571 sec): 3 clusters Score: Raw -850788.119816 + Penalty 1741.275999 = -849046.843817 nChanged 491 SP:Iteration 3F (431.978950 sec): 3 clusters Score: Raw -851037.466194 + Penalty 1741.275999 = -849296.190195 nChanged 501 SP:Iteration 4F (432.037218 sec): 3 clusters Score: Raw -851336.377051 + Penalty 1741.275999 = -849595.101052 nChanged 494 SP:Iteration 5F (432.091055 sec): 3 clusters Score: Raw -851659.116892 + Penalty 1741.275999 = -849917.840893 nChanged 529 SP:Iteration 6F (432.145691 sec): 3 clusters Score: Raw -852018.463014 + Penalty 1741.275999 = -850277.187015 nChanged 485 SP:Iteration 7F (432.208349 sec): 3 clusters Score: Raw -852331.108495 + Penalty 1741.275999 = -850589.832496 nChanged 467 SP:Iteration 8Q (432.264674 sec): 3 clusters Score: Raw -852623.812512 + Penalty 1741.275999 = -850882.536514 nChanged 433 SP:Iteration 9Q (432.329449 sec): 3 clusters Score: Raw -852911.554839 + Penalty 1741.275999 = -851170.278840 nChanged 397 SP:Iteration 10Q (432.375430 sec): 3 clusters Score: Raw -853151.158024 + Penalty 1741.275999 = -851409.882025 nChanged 352 SP:Iteration 11Q (432.443160 sec): 3 clusters Score: Raw -853362.359114 + Penalty 1741.275999 = -851621.083115 nChanged 294 SP:Iteration 12Q (432.489670 sec): 3 clusters Score: Raw -853533.342950 + Penalty 1741.275999 = -851792.066951 nChanged 259 SP:Iteration 13Q (432.557988 sec): 3 clusters Score: Raw -853676.631269 + Penalty 1741.275999 = -851935.355270 nChanged 208 SP:Iteration 14Q (432.610448 sec): 3 clusters Score: Raw -853769.294140 + Penalty 1741.275999 = -852028.018141 nChanged 191 SP:Iteration 15Q (432.664163 sec): 3 clusters Score: Raw -853846.166196 + Penalty 1741.275999 = -852104.890197 nChanged 156 SP:Iteration 16Q (432.717302 sec): 3 clusters Score: Raw -853904.531311 + Penalty 1741.275999 = -852163.255313 nChanged 107 SP:Iteration 17Q (432.787075 sec): 3 clusters Score: Raw -853942.178788 + Penalty 1741.275999 = -852200.902789 nChanged 89 SP:Iteration 18Q (432.840462 sec): 3 clusters Score: Raw -853967.580677 + Penalty 1741.275999 = -852226.304678 nChanged 71 SP:Iteration 19Q (432.899972 sec): 3 clusters Score: Raw -853984.927948 + Penalty 1741.275999 = -852243.651949 nChanged 62 SP:Iteration 20F (432.955135 sec): 3 clusters Score: Raw -853999.846922 + Penalty 1741.275999 = -852258.570923 nChanged 57 SP:Iteration 21Q (433.012496 sec): 3 clusters Score: Raw -854014.234377 + Penalty 1741.275999 = -852272.958378 nChanged 44 SP:Iteration 22Q (433.070571 sec): 3 clusters Score: Raw -854025.840471 + Penalty 1741.275999 = -852284.564473 nChanged 52 SP:Iteration 23Q (433.127357 sec): 3 clusters Score: Raw -854040.244953 + Penalty 1741.275999 = -852298.968954 nChanged 42 SP:Iteration 24Q (433.173274 sec): 3 clusters Score: Raw -854050.988351 + Penalty 1741.275999 = -852309.712352 nChanged 38 SP:Iteration 25Q (433.228799 sec): 3 clusters Score: Raw -854060.048312 + Penalty 1741.275999 = -852318.772313 nChanged 33 SP:Iteration 26Q (433.292479 sec): 3 clusters Score: Raw -854066.201199 + Penalty 1741.275999 = -852324.925200 nChanged 24 SP:Iteration 27Q (433.348376 sec): 3 clusters Score: Raw -854070.382346 + Penalty 1741.275999 = -852329.106347 nChanged 13 SP:Iteration 28Q (433.396461 sec): 3 clusters Score: Raw -854072.698020 + Penalty 1741.275999 = -852331.422021 nChanged 9 SP:Iteration 29Q (433.463612 sec): 3 clusters Score: Raw -854074.553957 + Penalty 1741.275999 = -852333.277958 nChanged 10 SP:Iteration 30Q (433.514872 sec): 3 clusters Score: Raw -854076.451568 + Penalty 1741.275999 = -852335.175570 nChanged 9 SP:Iteration 31Q (433.585185 sec): 3 clusters Score: Raw -854077.834896 + Penalty 1741.275999 = -852336.558897 nChanged 9 SP:Iteration 32Q (433.633827 sec): 3 clusters Score: Raw -854080.068367 + Penalty 1741.275999 = -852338.792368 nChanged 13 SP:Iteration 33Q (433.698555 sec): 3 clusters Score: Raw -854083.078367 + Penalty 1741.275999 = -852341.802368 nChanged 17 SP:Iteration 34Q (433.747854 sec): 3 clusters Score: Raw -854087.716871 + Penalty 1741.275999 = -852346.440872 nChanged 19 SP:Iteration 35Q (433.804334 sec): 3 clusters Score: Raw -854091.460495 + Penalty 1741.275999 = -852350.184497 nChanged 22 SP:Iteration 36Q (433.865537 sec): 3 clusters Score: Raw -854096.893579 + Penalty 1741.275999 = -852355.617580 nChanged 17 SP:Iteration 37Q (433.925048 sec): 3 clusters Score: Raw -854100.564531 + Penalty 1741.275999 = -852359.288532 nChanged 19 SP:Iteration 38Q (433.985430 sec): 3 clusters Score: Raw -854104.319638 + Penalty 1741.275999 = -852363.043639 nChanged 13 SP:Iteration 39Q (434.040773 sec): 3 clusters Score: Raw -854107.704885 + Penalty 1741.275999 = -852366.428886 nChanged 19 SP:Iteration 40F (434.101802 sec): 3 clusters Score: Raw -854112.022405 + Penalty 1741.275999 = -852370.746406 nChanged 10 SP:Iteration 41Q (434.156041 sec): 3 clusters Score: Raw -854113.836456 + Penalty 1741.275999 = -852372.560457 nChanged 11 SP:Iteration 42Q (434.211649 sec): 3 clusters Score: Raw -854115.622062 + Penalty 1741.275999 = -852374.346063 nChanged 9 SP:Iteration 43Q (434.270106 sec): 3 clusters Score: Raw -854116.955991 + Penalty 1741.275999 = -852375.679992 nChanged 5 SP:Iteration 44Q (434.325011 sec): 3 clusters Score: Raw -854117.573871 + Penalty 1741.275999 = -852376.297873 nChanged 5 SP:Iteration 45Q (434.380105 sec): 3 clusters Score: Raw -854118.460365 + Penalty 1741.275999 = -852377.184366 nChanged 3 SP:Iteration 46Q (434.438954 sec): 3 clusters Score: Raw -854118.871844 + Penalty 1741.275999 = -852377.595845 nChanged 6 SP:Iteration 47Q (434.499562 sec): 3 clusters Score: Raw -854119.704901 + Penalty 1741.275999 = -852378.428902 nChanged 3 SP:Iteration 48Q (434.546575 sec): 3 clusters Score: Raw -854120.001647 + Penalty 1741.275999 = -852378.725648 nChanged 5 SP:Iteration 49Q (434.614636 sec): 3 clusters Score: Raw -854120.528769 + Penalty 1741.275999 = -852379.252770 nChanged 5 SP:Iteration 50Q (434.670345 sec): 3 clusters Score: Raw -854121.155795 + Penalty 1741.275999 = -852379.879797 nChanged 5 SP:Iteration 51Q (434.722943 sec): 3 clusters Score: Raw -854122.498316 + Penalty 1741.275999 = -852381.222317 nChanged 7 SP:Iteration 52Q (434.782629 sec): 3 clusters Score: Raw -854124.257589 + Penalty 1741.275999 = -852382.981590 nChanged 6 SP:Iteration 53Q (434.831645 sec): 3 clusters Score: Raw -854125.833726 + Penalty 1741.275999 = -852384.557727 nChanged 6 SP:Iteration 54Q (434.892542 sec): 3 clusters Score: Raw -854127.010012 + Penalty 1741.275999 = -852385.734013 nChanged 10 SP:Iteration 55Q (434.955965 sec): 3 clusters Score: Raw -854128.784011 + Penalty 1741.275999 = -852387.508012 nChanged 8 SP:Iteration 56Q (435.005456 sec): 3 clusters Score: Raw -854129.923276 + Penalty 1741.275999 = -852388.647277 nChanged 3 SP:Iteration 57Q (435.066167 sec): 3 clusters Score: Raw -854130.397137 + Penalty 1741.275999 = -852389.121138 nChanged 2 SP:Iteration 58Q (435.120835 sec): 3 clusters Score: Raw -854130.618798 + Penalty 1741.275999 = -852389.342799 nChanged 1 SP:Iteration 59Q (435.171715 sec): 3 clusters Score: Raw -854130.731566 + Penalty 1741.275999 = -852389.455567 nChanged 2 SP:Iteration 60F (435.231748 sec): 3 clusters Score: Raw -854130.878033 + Penalty 1741.275999 = -852389.602034 nChanged 0 Trying to split cluster 16 (3341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (435.259481 sec): 2 clusters Score: Raw -263148.615760 + Penalty 770.832417 = -262377.783343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (435.299570 sec): 3 clusters Score: Raw -261362.689237 + Penalty 1541.664834 = -259821.024403 nChanged 1398 SP:Iteration 1F (435.350120 sec): 3 clusters Score: Raw -262289.647764 + Penalty 1541.664834 = -260747.982930 nChanged 319 SP:Iteration 2F (435.413932 sec): 3 clusters Score: Raw -262547.573759 + Penalty 1541.664834 = -261005.908925 nChanged 256 SP:Iteration 3F (435.459837 sec): 3 clusters Score: Raw -262742.832875 + Penalty 1541.664834 = -261201.168041 nChanged 208 SP:Iteration 4F (435.504773 sec): 3 clusters Score: Raw -262902.685519 + Penalty 1541.664834 = -261361.020685 nChanged 182 SP:Iteration 5F (435.557678 sec): 3 clusters Score: Raw -263039.883443 + Penalty 1541.664834 = -261498.218608 nChanged 135 SP:Iteration 6Q (435.611350 sec): 3 clusters Score: Raw -263127.798242 + Penalty 1541.664834 = -261586.133408 nChanged 115 SP:Iteration 7Q (435.653561 sec): 3 clusters Score: Raw -263234.008248 + Penalty 1541.664834 = -261692.343414 nChanged 104 SP:Iteration 8Q (435.705758 sec): 3 clusters Score: Raw -263343.163606 + Penalty 1541.664834 = -261801.498772 nChanged 92 SP:Iteration 9Q (435.757231 sec): 3 clusters Score: Raw -263443.535846 + Penalty 1541.664834 = -261901.871012 nChanged 89 SP:Iteration 10Q (435.802468 sec): 3 clusters Score: Raw -263542.292474 + Penalty 1541.664834 = -262000.627640 nChanged 88 SP:Iteration 11Q (435.854237 sec): 3 clusters Score: Raw -263613.521446 + Penalty 1541.664834 = -262071.856612 nChanged 97 SP:Iteration 12Q (435.907724 sec): 3 clusters Score: Raw -263705.059984 + Penalty 1541.664834 = -262163.395150 nChanged 115 SP:Iteration 13Q (435.950929 sec): 3 clusters Score: Raw -263863.721597 + Penalty 1541.664834 = -262322.056763 nChanged 138 SP:Iteration 14Q (436.005652 sec): 3 clusters Score: Raw -264103.909603 + Penalty 1541.664834 = -262562.244769 nChanged 150 SP:Iteration 15Q (436.052618 sec): 3 clusters Score: Raw -264427.669025 + Penalty 1541.664834 = -262886.004190 nChanged 136 SP:Iteration 16Q (436.099217 sec): 3 clusters Score: Raw -264721.518289 + Penalty 1541.664834 = -263179.853455 nChanged 106 SP:Iteration 17Q (436.156883 sec): 3 clusters Score: Raw -264850.254301 + Penalty 1541.664834 = -263308.589467 nChanged 41 SP:Iteration 18Q (436.207491 sec): 3 clusters Score: Raw -264905.094872 + Penalty 1541.664834 = -263363.430038 nChanged 24 SP:Iteration 19Q (436.259429 sec): 3 clusters Score: Raw -264924.934014 + Penalty 1541.664834 = -263383.269180 nChanged 24 SP:Iteration 20F (436.312181 sec): 3 clusters Score: Raw -264936.315533 + Penalty 1541.664834 = -263394.650699 nChanged 13 SP:Iteration 21Q (436.364530 sec): 3 clusters Score: Raw -264941.304697 + Penalty 1541.664834 = -263399.639863 nChanged 11 SP:Iteration 22Q (436.412443 sec): 3 clusters Score: Raw -264946.261582 + Penalty 1541.664834 = -263404.596748 nChanged 9 SP:Iteration 23Q (436.450839 sec): 3 clusters Score: Raw -264949.085354 + Penalty 1541.664834 = -263407.420520 nChanged 4 SP:Iteration 24Q (436.509967 sec): 3 clusters Score: Raw -264949.985266 + Penalty 1541.664834 = -263408.320432 nChanged 1 SP:Iteration 25Q (436.551469 sec): 3 clusters Score: Raw -264950.081192 + Penalty 1541.664834 = -263408.416358 nChanged 0 SP:Iteration 26F (436.610793 sec): 3 clusters Score: Raw -264950.081192 + Penalty 1541.664834 = -263408.416358 nChanged 0 Score: Raw -45200192.972795 + Penalty 38829.161308 = -45161363.811487 Splitting cluster 16 changes total score from -45160713.848411 to -45161363.811487 So it's getting split into cluster 31. Trying to split cluster 17 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.453410 sec): 2 clusters Score: Raw -48805.609185 + Penalty 612.041316 = -48193.567869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.496539 sec): 3 clusters Score: Raw -48671.981063 + Penalty 1224.082632 = -47447.898431 nChanged 218 SP:Iteration 1F (444.546701 sec): 3 clusters Score: Raw -48945.868302 + Penalty 1224.082632 = -47721.785670 nChanged 57 SP:Iteration 2F (444.590782 sec): 3 clusters Score: Raw -49039.362924 + Penalty 1224.082632 = -47815.280292 nChanged 36 SP:Iteration 3F (444.633085 sec): 3 clusters Score: Raw -49100.143731 + Penalty 1224.082632 = -47876.061099 nChanged 26 SP:Iteration 4Q (444.676718 sec): 3 clusters Score: Raw -49136.169731 + Penalty 1224.082632 = -47912.087099 nChanged 15 SP:Iteration 5Q (444.711206 sec): 3 clusters Score: Raw -49148.855095 + Penalty 1224.082632 = -47924.772463 nChanged 6 SP:Iteration 6Q (444.765057 sec): 3 clusters Score: Raw -49154.956758 + Penalty 1224.082632 = -47930.874127 nChanged 3 SP:Iteration 7Q (444.799042 sec): 3 clusters Score: Raw -49156.667560 + Penalty 1224.082632 = -47932.584928 nChanged 3 SP:Iteration 8Q (444.843029 sec): 3 clusters Score: Raw -49157.671356 + Penalty 1224.082632 = -47933.588724 nChanged 2 SP:Iteration 9Q (444.895535 sec): 3 clusters Score: Raw -49158.430574 + Penalty 1224.082632 = -47934.347943 nChanged 1 SP:Iteration 10Q (444.935097 sec): 3 clusters Score: Raw -49158.688322 + Penalty 1224.082632 = -47934.605690 nChanged 1 SP:Iteration 11Q (444.975131 sec): 3 clusters Score: Raw -49160.132771 + Penalty 1224.082632 = -47936.050139 nChanged 2 SP:Iteration 12Q (445.021164 sec): 3 clusters Score: Raw -49162.479546 + Penalty 1224.082632 = -47938.396914 nChanged 2 SP:Iteration 13Q (445.073246 sec): 3 clusters Score: Raw -49173.354725 + Penalty 1224.082632 = -47949.272094 nChanged 2 SP:Iteration 14Q (445.114893 sec): 3 clusters Score: Raw -49176.641461 + Penalty 1224.082632 = -47952.558829 nChanged 2 SP:Iteration 15Q (445.164502 sec): 3 clusters Score: Raw -49177.774247 + Penalty 1224.082632 = -47953.691615 nChanged 0 SP:Iteration 16F (445.208132 sec): 3 clusters Score: Raw -49179.395221 + Penalty 1224.082632 = -47955.312590 nChanged 1 SP:Iteration 17Q (445.259380 sec): 3 clusters Score: Raw -49241.859971 + Penalty 1224.082632 = -48017.777340 nChanged 11 SP:Iteration 18Q (445.314241 sec): 3 clusters Score: Raw -49306.004148 + Penalty 1224.082632 = -48081.921517 nChanged 14 SP:Iteration 19Q (445.350991 sec): 3 clusters Score: Raw -49349.404223 + Penalty 1224.082632 = -48125.321591 nChanged 18 SP:Iteration 20F (445.408698 sec): 3 clusters Score: Raw -49368.162616 + Penalty 1224.082632 = -48144.079984 nChanged 5 SP:Iteration 21Q (445.446508 sec): 3 clusters Score: Raw -49374.193527 + Penalty 1224.082632 = -48150.110896 nChanged 3 SP:Iteration 22Q (445.490021 sec): 3 clusters Score: Raw -49378.215144 + Penalty 1224.082632 = -48154.132512 nChanged 1 SP:Iteration 23Q (445.535334 sec): 3 clusters Score: Raw -49379.241843 + Penalty 1224.082632 = -48155.159211 nChanged 0 SP:Iteration 24F (445.578653 sec): 3 clusters Score: Raw -49379.241843 + Penalty 1224.082632 = -48155.159211 nChanged 0 Trying to split cluster 18 (1151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (445.610484 sec): 2 clusters Score: Raw -85627.065859 + Penalty 669.596709 = -84957.469150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (445.647951 sec): 3 clusters Score: Raw -85205.381799 + Penalty 1339.193418 = -83866.188381 nChanged 406 SP:Iteration 1F (445.691699 sec): 3 clusters Score: Raw -85608.914037 + Penalty 1339.193418 = -84269.720619 nChanged 104 SP:Iteration 2F (445.741349 sec): 3 clusters Score: Raw -85701.202268 + Penalty 1339.193418 = -84362.008850 nChanged 67 SP:Iteration 3F (445.797817 sec): 3 clusters Score: Raw -85749.871715 + Penalty 1339.193418 = -84410.678297 nChanged 45 SP:Iteration 4Q (445.847594 sec): 3 clusters Score: Raw -85803.402858 + Penalty 1339.193418 = -84464.209441 nChanged 43 SP:Iteration 5Q (445.885400 sec): 3 clusters Score: Raw -85851.411437 + Penalty 1339.193418 = -84512.218019 nChanged 33 SP:Iteration 6Q (445.930634 sec): 3 clusters Score: Raw -85875.684134 + Penalty 1339.193418 = -84536.490716 nChanged 20 SP:Iteration 7Q (445.985722 sec): 3 clusters Score: Raw -85891.299238 + Penalty 1339.193418 = -84552.105821 nChanged 22 SP:Iteration 8Q (446.032116 sec): 3 clusters Score: Raw -85905.825811 + Penalty 1339.193418 = -84566.632393 nChanged 17 SP:Iteration 9Q (446.088699 sec): 3 clusters Score: Raw -85914.780825 + Penalty 1339.193418 = -84575.587407 nChanged 12 SP:Iteration 10Q (446.137023 sec): 3 clusters Score: Raw -85920.578108 + Penalty 1339.193418 = -84581.384690 nChanged 8 SP:Iteration 11Q (446.188175 sec): 3 clusters Score: Raw -85923.278658 + Penalty 1339.193418 = -84584.085240 nChanged 4 SP:Iteration 12Q (446.235830 sec): 3 clusters Score: Raw -85925.501417 + Penalty 1339.193418 = -84586.308000 nChanged 5 SP:Iteration 13Q (446.290067 sec): 3 clusters Score: Raw -85929.318823 + Penalty 1339.193418 = -84590.125406 nChanged 3 SP:Iteration 14Q (446.326116 sec): 3 clusters Score: Raw -85930.660867 + Penalty 1339.193418 = -84591.467449 nChanged 4 SP:Iteration 15Q (446.372861 sec): 3 clusters Score: Raw -85931.716631 + Penalty 1339.193418 = -84592.523213 nChanged 0 SP:Iteration 16F (446.415964 sec): 3 clusters Score: Raw -85931.716631 + Penalty 1339.193418 = -84592.523213 nChanged 0 Trying to split cluster 19 (2588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (446.445570 sec): 2 clusters Score: Raw -223784.201667 + Penalty 746.570862 = -223037.630805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (446.496541 sec): 3 clusters Score: Raw -222527.543706 + Penalty 1493.141725 = -221034.401982 nChanged 998 SP:Iteration 1F (446.539346 sec): 3 clusters Score: Raw -223072.266744 + Penalty 1493.141725 = -221579.125019 nChanged 201 SP:Iteration 2F (446.596851 sec): 3 clusters Score: Raw -223195.319466 + Penalty 1493.141725 = -221702.177741 nChanged 164 SP:Iteration 3F (446.633733 sec): 3 clusters Score: Raw -223300.575709 + Penalty 1493.141725 = -221807.433984 nChanged 139 SP:Iteration 4F (446.681921 sec): 3 clusters Score: Raw -223393.110092 + Penalty 1493.141725 = -221899.968367 nChanged 107 SP:Iteration 5Q (446.721501 sec): 3 clusters Score: Raw -223463.465633 + Penalty 1493.141725 = -221970.323908 nChanged 102 SP:Iteration 6Q (446.774730 sec): 3 clusters Score: Raw -223541.393218 + Penalty 1493.141725 = -222048.251493 nChanged 92 SP:Iteration 7Q (446.814414 sec): 3 clusters Score: Raw -223598.119688 + Penalty 1493.141725 = -222104.977964 nChanged 79 SP:Iteration 8Q (446.868264 sec): 3 clusters Score: Raw -223651.301138 + Penalty 1493.141725 = -222158.159414 nChanged 70 SP:Iteration 9Q (446.907729 sec): 3 clusters Score: Raw -223694.848762 + Penalty 1493.141725 = -222201.707037 nChanged 57 SP:Iteration 10Q (446.962670 sec): 3 clusters Score: Raw -223732.735429 + Penalty 1493.141725 = -222239.593705 nChanged 49 SP:Iteration 11Q (447.008737 sec): 3 clusters Score: Raw -223764.630035 + Penalty 1493.141725 = -222271.488310 nChanged 56 SP:Iteration 12Q (447.055081 sec): 3 clusters Score: Raw -223798.388371 + Penalty 1493.141725 = -222305.246646 nChanged 40 SP:Iteration 13Q (447.101592 sec): 3 clusters Score: Raw -223828.317421 + Penalty 1493.141725 = -222335.175697 nChanged 43 SP:Iteration 14Q (447.143959 sec): 3 clusters Score: Raw -223865.303379 + Penalty 1493.141725 = -222372.161655 nChanged 37 SP:Iteration 15Q (447.182780 sec): 3 clusters Score: Raw -223896.996442 + Penalty 1493.141725 = -222403.854717 nChanged 41 SP:Iteration 16Q (447.230786 sec): 3 clusters Score: Raw -223930.087153 + Penalty 1493.141725 = -222436.945429 nChanged 32 SP:Iteration 17Q (447.273335 sec): 3 clusters Score: Raw -223961.619393 + Penalty 1493.141725 = -222468.477669 nChanged 33 SP:Iteration 18Q (447.323604 sec): 3 clusters Score: Raw -223999.747899 + Penalty 1493.141725 = -222506.606174 nChanged 38 SP:Iteration 19Q (447.377128 sec): 3 clusters Score: Raw -224041.860227 + Penalty 1493.141725 = -222548.718503 nChanged 34 SP:Iteration 20F (447.423965 sec): 3 clusters Score: Raw -224086.030441 + Penalty 1493.141725 = -222592.888716 nChanged 29 SP:Iteration 21Q (447.471184 sec): 3 clusters Score: Raw -224115.207060 + Penalty 1493.141725 = -222622.065336 nChanged 22 SP:Iteration 22Q (447.513569 sec): 3 clusters Score: Raw -224136.200891 + Penalty 1493.141725 = -222643.059166 nChanged 19 SP:Iteration 23Q (447.552110 sec): 3 clusters Score: Raw -224146.790756 + Penalty 1493.141725 = -222653.649032 nChanged 12 SP:Iteration 24Q (447.606431 sec): 3 clusters Score: Raw -224153.200541 + Penalty 1493.141725 = -222660.058817 nChanged 14 SP:Iteration 25Q (447.651016 sec): 3 clusters Score: Raw -224159.498900 + Penalty 1493.141725 = -222666.357176 nChanged 13 SP:Iteration 26Q (447.709811 sec): 3 clusters Score: Raw -224165.652709 + Penalty 1493.141725 = -222672.510984 nChanged 18 SP:Iteration 27Q (447.760184 sec): 3 clusters Score: Raw -224174.958758 + Penalty 1493.141725 = -222681.817034 nChanged 11 SP:Iteration 28Q (447.805147 sec): 3 clusters Score: Raw -224179.354917 + Penalty 1493.141725 = -222686.213192 nChanged 6 SP:Iteration 29Q (447.851418 sec): 3 clusters Score: Raw -224181.542091 + Penalty 1493.141725 = -222688.400366 nChanged 6 SP:Iteration 30Q (447.891330 sec): 3 clusters Score: Raw -224184.024638 + Penalty 1493.141725 = -222690.882913 nChanged 9 SP:Iteration 31Q (447.949919 sec): 3 clusters Score: Raw -224189.811014 + Penalty 1493.141725 = -222696.669290 nChanged 9 SP:Iteration 32Q (447.999514 sec): 3 clusters Score: Raw -224192.552926 + Penalty 1493.141725 = -222699.411202 nChanged 6 SP:Iteration 33Q (448.049530 sec): 3 clusters Score: Raw -224194.986065 + Penalty 1493.141725 = -222701.844340 nChanged 5 SP:Iteration 34Q (448.099198 sec): 3 clusters Score: Raw -224196.738567 + Penalty 1493.141725 = -222703.596843 nChanged 7 SP:Iteration 35Q (448.143328 sec): 3 clusters Score: Raw -224200.111102 + Penalty 1493.141725 = -222706.969378 nChanged 5 SP:Iteration 36Q (448.195172 sec): 3 clusters Score: Raw -224201.330630 + Penalty 1493.141725 = -222708.188905 nChanged 6 SP:Iteration 37Q (448.247347 sec): 3 clusters Score: Raw -224203.712775 + Penalty 1493.141725 = -222710.571051 nChanged 5 SP:Iteration 38Q (448.290863 sec): 3 clusters Score: Raw -224205.914225 + Penalty 1493.141725 = -222712.772500 nChanged 5 SP:Iteration 39Q (448.345352 sec): 3 clusters Score: Raw -224207.841343 + Penalty 1493.141725 = -222714.699618 nChanged 2 SP:Iteration 40F (448.395910 sec): 3 clusters Score: Raw -224209.150248 + Penalty 1493.141725 = -222716.008524 nChanged 1 SP:Iteration 41Q (448.433627 sec): 3 clusters Score: Raw -224209.589598 + Penalty 1493.141725 = -222716.447873 nChanged 1 SP:Iteration 42Q (448.479711 sec): 3 clusters Score: Raw -224209.970534 + Penalty 1493.141725 = -222716.828809 nChanged 2 SP:Iteration 43Q (448.527215 sec): 3 clusters Score: Raw -224211.136174 + Penalty 1493.141725 = -222717.994449 nChanged 4 SP:Iteration 44Q (448.574302 sec): 3 clusters Score: Raw -224213.137163 + Penalty 1493.141725 = -222719.995438 nChanged 4 SP:Iteration 45Q (448.627339 sec): 3 clusters Score: Raw -224215.295602 + Penalty 1493.141725 = -222722.153877 nChanged 6 SP:Iteration 46Q (448.677578 sec): 3 clusters Score: Raw -224217.354801 + Penalty 1493.141725 = -222724.213076 nChanged 6 SP:Iteration 47Q (448.723596 sec): 3 clusters Score: Raw -224221.043907 + Penalty 1493.141725 = -222727.902182 nChanged 6 SP:Iteration 48Q (448.764438 sec): 3 clusters Score: Raw -224223.549704 + Penalty 1493.141725 = -222730.407980 nChanged 7 SP:Iteration 49Q (448.812778 sec): 3 clusters Score: Raw -224226.677391 + Penalty 1493.141725 = -222733.535666 nChanged 7 SP:Iteration 50Q (448.854558 sec): 3 clusters Score: Raw -224229.206836 + Penalty 1493.141725 = -222736.065112 nChanged 6 SP:Iteration 51Q (448.902395 sec): 3 clusters Score: Raw -224231.042784 + Penalty 1493.141725 = -222737.901060 nChanged 4 SP:Iteration 52Q (448.946672 sec): 3 clusters Score: Raw -224232.616955 + Penalty 1493.141725 = -222739.475231 nChanged 4 SP:Iteration 53Q (448.998381 sec): 3 clusters Score: Raw -224233.813131 + Penalty 1493.141725 = -222740.671407 nChanged 2 SP:Iteration 54Q (449.039986 sec): 3 clusters Score: Raw -224234.290014 + Penalty 1493.141725 = -222741.148289 nChanged 1 SP:Iteration 55Q (449.088277 sec): 3 clusters Score: Raw -224234.509366 + Penalty 1493.141725 = -222741.367642 nChanged 2 SP:Iteration 56Q (449.133580 sec): 3 clusters Score: Raw -224234.834434 + Penalty 1493.141725 = -222741.692709 nChanged 1 SP:Iteration 57Q (449.183992 sec): 3 clusters Score: Raw -224234.954943 + Penalty 1493.141725 = -222741.813218 nChanged 0 SP:Iteration 58F (449.222845 sec): 3 clusters Score: Raw -224234.954943 + Penalty 1493.141725 = -222741.813218 nChanged 0 Trying to split cluster 20 (95164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (449.344092 sec): 2 clusters Score: Raw -8497786.212943 + Penalty 1089.018915 = -8496697.194028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (449.516038 sec): 3 clusters Score: Raw -8435123.625637 + Penalty 2178.037830 = -8432945.587807 nChanged 45986 SP:Iteration 1F (449.683127 sec): 3 clusters Score: Raw -8464890.909685 + Penalty 2178.037830 = -8462712.871855 nChanged 5739 SP:Iteration 2F (449.845609 sec): 3 clusters Score: Raw -8468401.694933 + Penalty 2178.037830 = -8466223.657103 nChanged 6572 SP:Iteration 3F (450.003226 sec): 3 clusters Score: Raw -8473246.682019 + Penalty 2178.037830 = -8471068.644190 nChanged 7257 SP:Iteration 4F (450.163450 sec): 3 clusters Score: Raw -8479248.332424 + Penalty 2178.037830 = -8477070.294595 nChanged 7105 SP:Iteration 5F (450.335260 sec): 3 clusters Score: Raw -8485046.573628 + Penalty 2178.037830 = -8482868.535798 nChanged 5957 SP:Iteration 6F (450.499700 sec): 3 clusters Score: Raw -8489027.201207 + Penalty 2178.037830 = -8486849.163377 nChanged 4269 SP:Iteration 7Q (450.659282 sec): 3 clusters Score: Raw -8491322.359166 + Penalty 2178.037830 = -8489144.321336 nChanged 2948 SP:Iteration 8Q (450.831759 sec): 3 clusters Score: Raw -8492703.029963 + Penalty 2178.037830 = -8490524.992133 nChanged 2339 SP:Iteration 9Q (450.995267 sec): 3 clusters Score: Raw -8493777.144868 + Penalty 2178.037830 = -8491599.107038 nChanged 2026 SP:Iteration 10Q (451.158143 sec): 3 clusters Score: Raw -8494679.876333 + Penalty 2178.037830 = -8492501.838503 nChanged 1893 SP:Iteration 11Q (451.331958 sec): 3 clusters Score: Raw -8495508.621340 + Penalty 2178.037830 = -8493330.583510 nChanged 1792 SP:Iteration 12Q (451.496115 sec): 3 clusters Score: Raw -8496233.542676 + Penalty 2178.037830 = -8494055.504846 nChanged 1632 SP:Iteration 13Q (451.642221 sec): 3 clusters Score: Raw -8496861.404164 + Penalty 2178.037830 = -8494683.366334 nChanged 1462 SP:Iteration 14Q (451.813646 sec): 3 clusters Score: Raw -8497390.206518 + Penalty 2178.037830 = -8495212.168689 nChanged 1286 SP:Iteration 15Q (451.970614 sec): 3 clusters Score: Raw -8497797.976928 + Penalty 2178.037830 = -8495619.939099 nChanged 1125 SP:Iteration 16Q (452.142371 sec): 3 clusters Score: Raw -8498109.957129 + Penalty 2178.037830 = -8495931.919300 nChanged 960 SP:Iteration 17Q (452.313047 sec): 3 clusters Score: Raw -8498354.928920 + Penalty 2178.037830 = -8496176.891091 nChanged 852 SP:Iteration 18Q (452.481384 sec): 3 clusters Score: Raw -8498557.865827 + Penalty 2178.037830 = -8496379.827997 nChanged 804 SP:Iteration 19Q (452.640651 sec): 3 clusters Score: Raw -8498730.142132 + Penalty 2178.037830 = -8496552.104303 nChanged 713 SP:Iteration 20F (452.800211 sec): 3 clusters Score: Raw -8498873.259495 + Penalty 2178.037830 = -8496695.221666 nChanged 655 SP:Iteration 21Q (452.965581 sec): 3 clusters Score: Raw -8498994.300252 + Penalty 2178.037830 = -8496816.262422 nChanged 617 SP:Iteration 22Q (453.128700 sec): 3 clusters Score: Raw -8499094.407606 + Penalty 2178.037830 = -8496916.369777 nChanged 570 SP:Iteration 23Q (453.272418 sec): 3 clusters Score: Raw -8499178.916167 + Penalty 2178.037830 = -8497000.878338 nChanged 469 SP:Iteration 24Q (453.428916 sec): 3 clusters Score: Raw -8499240.958734 + Penalty 2178.037830 = -8497062.920904 nChanged 418 SP:Iteration 25Q (453.583207 sec): 3 clusters Score: Raw -8499291.287312 + Penalty 2178.037830 = -8497113.249483 nChanged 388 SP:Iteration 26Q (453.739491 sec): 3 clusters Score: Raw -8499331.116034 + Penalty 2178.037830 = -8497153.078205 nChanged 348 SP:Iteration 27Q (453.888513 sec): 3 clusters Score: Raw -8499364.220823 + Penalty 2178.037830 = -8497186.182994 nChanged 333 SP:Iteration 28Q (454.041228 sec): 3 clusters Score: Raw -8499393.371011 + Penalty 2178.037830 = -8497215.333181 nChanged 308 SP:Iteration 29Q (454.204519 sec): 3 clusters Score: Raw -8499419.395050 + Penalty 2178.037830 = -8497241.357220 nChanged 316 SP:Iteration 30Q (454.357402 sec): 3 clusters Score: Raw -8499446.190894 + Penalty 2178.037830 = -8497268.153065 nChanged 290 SP:Iteration 31Q (454.512950 sec): 3 clusters Score: Raw -8499468.615449 + Penalty 2178.037830 = -8497290.577619 nChanged 268 SP:Iteration 32Q (454.671244 sec): 3 clusters Score: Raw -8499487.702753 + Penalty 2178.037830 = -8497309.664923 nChanged 228 SP:Iteration 33Q (454.818921 sec): 3 clusters Score: Raw -8499502.484439 + Penalty 2178.037830 = -8497324.446609 nChanged 187 SP:Iteration 34Q (454.964484 sec): 3 clusters Score: Raw -8499512.987319 + Penalty 2178.037830 = -8497334.949489 nChanged 177 SP:Iteration 35Q (455.128718 sec): 3 clusters Score: Raw -8499522.213229 + Penalty 2178.037830 = -8497344.175399 nChanged 149 SP:Iteration 36Q (455.278368 sec): 3 clusters Score: Raw -8499529.177377 + Penalty 2178.037830 = -8497351.139547 nChanged 119 SP:Iteration 37Q (455.430276 sec): 3 clusters Score: Raw -8499534.811926 + Penalty 2178.037830 = -8497356.774096 nChanged 103 SP:Iteration 38Q (455.580457 sec): 3 clusters Score: Raw -8499539.642111 + Penalty 2178.037830 = -8497361.604281 nChanged 106 SP:Iteration 39Q (455.744228 sec): 3 clusters Score: Raw -8499544.191518 + Penalty 2178.037830 = -8497366.153689 nChanged 101 SP:Iteration 40F (455.908167 sec): 3 clusters Score: Raw -8499548.321948 + Penalty 2178.037830 = -8497370.284118 nChanged 86 SP:Iteration 41Q (456.059805 sec): 3 clusters Score: Raw -8499551.316438 + Penalty 2178.037830 = -8497373.278608 nChanged 76 SP:Iteration 42Q (456.199814 sec): 3 clusters Score: Raw -8499554.104515 + Penalty 2178.037830 = -8497376.066686 nChanged 77 SP:Iteration 43Q (456.357267 sec): 3 clusters Score: Raw -8499557.258272 + Penalty 2178.037830 = -8497379.220442 nChanged 74 SP:Iteration 44Q (456.518961 sec): 3 clusters Score: Raw -8499559.973402 + Penalty 2178.037830 = -8497381.935572 nChanged 74 SP:Iteration 45Q (456.671638 sec): 3 clusters Score: Raw -8499562.842263 + Penalty 2178.037830 = -8497384.804434 nChanged 79 SP:Iteration 46Q (456.814890 sec): 3 clusters Score: Raw -8499565.576484 + Penalty 2178.037830 = -8497387.538655 nChanged 77 SP:Iteration 47Q (456.960995 sec): 3 clusters Score: Raw -8499567.937717 + Penalty 2178.037830 = -8497389.899887 nChanged 77 SP:Iteration 48Q (457.105867 sec): 3 clusters Score: Raw -8499570.434938 + Penalty 2178.037830 = -8497392.397108 nChanged 78 SP:Iteration 49Q (457.247344 sec): 3 clusters Score: Raw -8499572.788210 + Penalty 2178.037830 = -8497394.750380 nChanged 61 SP:Iteration 50Q (457.395752 sec): 3 clusters Score: Raw -8499574.435663 + Penalty 2178.037830 = -8497396.397833 nChanged 54 SP:Iteration 51Q (457.552983 sec): 3 clusters Score: Raw -8499575.953891 + Penalty 2178.037830 = -8497397.916061 nChanged 51 SP:Iteration 52Q (457.734493 sec): 3 clusters Score: Raw -8499577.458681 + Penalty 2178.037830 = -8497399.420851 nChanged 58 SP:Iteration 53Q (457.895613 sec): 3 clusters Score: Raw -8499579.117758 + Penalty 2178.037830 = -8497401.079929 nChanged 58 SP:Iteration 54Q (458.054742 sec): 3 clusters Score: Raw -8499580.939014 + Penalty 2178.037830 = -8497402.901184 nChanged 57 SP:Iteration 55Q (458.214519 sec): 3 clusters Score: Raw -8499582.841409 + Penalty 2178.037830 = -8497404.803579 nChanged 56 SP:Iteration 56Q (458.364448 sec): 3 clusters Score: Raw -8499584.418989 + Penalty 2178.037830 = -8497406.381160 nChanged 53 SP:Iteration 57Q (458.512216 sec): 3 clusters Score: Raw -8499585.852048 + Penalty 2178.037830 = -8497407.814218 nChanged 39 SP:Iteration 58Q (458.659204 sec): 3 clusters Score: Raw -8499586.666472 + Penalty 2178.037830 = -8497408.628642 nChanged 37 SP:Iteration 59Q (458.808932 sec): 3 clusters Score: Raw -8499587.600152 + Penalty 2178.037830 = -8497409.562322 nChanged 49 SP:Iteration 60F (458.967665 sec): 3 clusters Score: Raw -8499589.319433 + Penalty 2178.037830 = -8497411.281603 nChanged 56 SP:Iteration 61Q (459.136167 sec): 3 clusters Score: Raw -8499591.074388 + Penalty 2178.037830 = -8497413.036559 nChanged 55 SP:Iteration 62Q (459.295699 sec): 3 clusters Score: Raw -8499592.529725 + Penalty 2178.037830 = -8497414.491896 nChanged 52 SP:Iteration 63Q (459.454460 sec): 3 clusters Score: Raw -8499594.199483 + Penalty 2178.037830 = -8497416.161654 nChanged 47 SP:Iteration 64Q (459.602378 sec): 3 clusters Score: Raw -8499595.392680 + Penalty 2178.037830 = -8497417.354850 nChanged 37 SP:Iteration 65Q (459.749619 sec): 3 clusters Score: Raw -8499596.380217 + Penalty 2178.037830 = -8497418.342388 nChanged 35 SP:Iteration 66Q (459.891363 sec): 3 clusters Score: Raw -8499597.302731 + Penalty 2178.037830 = -8497419.264901 nChanged 27 SP:Iteration 67Q (460.051828 sec): 3 clusters Score: Raw -8499597.800316 + Penalty 2178.037830 = -8497419.762486 nChanged 22 SP:Iteration 68Q (460.202014 sec): 3 clusters Score: Raw -8499598.522603 + Penalty 2178.037830 = -8497420.484773 nChanged 28 SP:Iteration 69Q (460.358874 sec): 3 clusters Score: Raw -8499599.109571 + Penalty 2178.037830 = -8497421.071741 nChanged 24 SP:Iteration 70Q (460.508557 sec): 3 clusters Score: Raw -8499599.481270 + Penalty 2178.037830 = -8497421.443440 nChanged 21 SP:Iteration 71Q (460.663158 sec): 3 clusters Score: Raw -8499599.858346 + Penalty 2178.037830 = -8497421.820516 nChanged 18 SP:Iteration 72Q (460.804616 sec): 3 clusters Score: Raw -8499600.144445 + Penalty 2178.037830 = -8497422.106615 nChanged 13 SP:Iteration 73Q (460.973774 sec): 3 clusters Score: Raw -8499600.324464 + Penalty 2178.037830 = -8497422.286635 nChanged 12 SP:Iteration 74Q (461.125021 sec): 3 clusters Score: Raw -8499600.526358 + Penalty 2178.037830 = -8497422.488529 nChanged 10 SP:Iteration 75Q (461.279925 sec): 3 clusters Score: Raw -8499600.645799 + Penalty 2178.037830 = -8497422.607970 nChanged 9 SP:Iteration 76Q (461.444140 sec): 3 clusters Score: Raw -8499600.748798 + Penalty 2178.037830 = -8497422.710969 nChanged 8 SP:Iteration 77Q (461.597862 sec): 3 clusters Score: Raw -8499600.844165 + Penalty 2178.037830 = -8497422.806335 nChanged 7 SP:Iteration 78Q (461.761444 sec): 3 clusters Score: Raw -8499600.921387 + Penalty 2178.037830 = -8497422.883557 nChanged 5 SP:Iteration 79Q (461.904078 sec): 3 clusters Score: Raw -8499600.980955 + Penalty 2178.037830 = -8497422.943126 nChanged 7 SP:Iteration 80F (462.079829 sec): 3 clusters Score: Raw -8499601.063316 + Penalty 2178.037830 = -8497423.025486 nChanged 7 SP:Iteration 81Q (462.220887 sec): 3 clusters Score: Raw -8499601.191555 + Penalty 2178.037830 = -8497423.153725 nChanged 12 SP:Iteration 82Q (462.379921 sec): 3 clusters Score: Raw -8499601.518699 + Penalty 2178.037830 = -8497423.480870 nChanged 19 SP:Iteration 83Q (462.534048 sec): 3 clusters Score: Raw -8499602.010445 + Penalty 2178.037830 = -8497423.972615 nChanged 21 SP:Iteration 84Q (462.687502 sec): 3 clusters Score: Raw -8499602.485563 + Penalty 2178.037830 = -8497424.447734 nChanged 16 SP:Iteration 85Q (462.840964 sec): 3 clusters Score: Raw -8499602.904437 + Penalty 2178.037830 = -8497424.866608 nChanged 19 SP:Iteration 86Q (463.004160 sec): 3 clusters Score: Raw -8499603.369759 + Penalty 2178.037830 = -8497425.331929 nChanged 26 SP:Iteration 87Q (463.153885 sec): 3 clusters Score: Raw -8499604.017438 + Penalty 2178.037830 = -8497425.979608 nChanged 27 SP:Iteration 88Q (463.309966 sec): 3 clusters Score: Raw -8499604.813219 + Penalty 2178.037830 = -8497426.775390 nChanged 31 SP:Iteration 89Q (463.461947 sec): 3 clusters Score: Raw -8499605.493181 + Penalty 2178.037830 = -8497427.455351 nChanged 26 SP:Iteration 90Q (463.611534 sec): 3 clusters Score: Raw -8499605.970724 + Penalty 2178.037830 = -8497427.932894 nChanged 18 SP:Iteration 91Q (463.774922 sec): 3 clusters Score: Raw -8499606.272046 + Penalty 2178.037830 = -8497428.234216 nChanged 14 SP:Iteration 92Q (463.940371 sec): 3 clusters Score: Raw -8499606.435197 + Penalty 2178.037830 = -8497428.397368 nChanged 11 SP:Iteration 93Q (464.094600 sec): 3 clusters Score: Raw -8499606.552583 + Penalty 2178.037830 = -8497428.514753 nChanged 3 SP:Iteration 94Q (464.245610 sec): 3 clusters Score: Raw -8499606.589096 + Penalty 2178.037830 = -8497428.551266 nChanged 6 SP:Iteration 95Q (464.389400 sec): 3 clusters Score: Raw -8499606.645872 + Penalty 2178.037830 = -8497428.608042 nChanged 8 SP:Iteration 96Q (464.534910 sec): 3 clusters Score: Raw -8499606.736760 + Penalty 2178.037830 = -8497428.698931 nChanged 7 SP:Iteration 97Q (464.674473 sec): 3 clusters Score: Raw -8499606.877689 + Penalty 2178.037830 = -8497428.839860 nChanged 7 SP:Iteration 98Q (464.835671 sec): 3 clusters Score: Raw -8499606.980360 + Penalty 2178.037830 = -8497428.942530 nChanged 5 SP:Iteration 99Q (464.994615 sec): 3 clusters Score: Raw -8499607.043617 + Penalty 2178.037830 = -8497429.005787 nChanged 9 SP:Iteration 100F (465.164537 sec): 3 clusters Score: Raw -8499607.178977 + Penalty 2178.037830 = -8497429.141147 nChanged 11 SP:Iteration 101Q (465.317179 sec): 3 clusters Score: Raw -8499607.404184 + Penalty 2178.037830 = -8497429.366354 nChanged 8 SP:Iteration 102Q (465.461456 sec): 3 clusters Score: Raw -8499607.557982 + Penalty 2178.037830 = -8497429.520152 nChanged 7 SP:Iteration 103Q (465.614444 sec): 3 clusters Score: Raw -8499607.678292 + Penalty 2178.037830 = -8497429.640463 nChanged 10 SP:Iteration 104Q (465.769107 sec): 3 clusters Score: Raw -8499607.840116 + Penalty 2178.037830 = -8497429.802287 nChanged 7 SP:Iteration 105Q (465.921844 sec): 3 clusters Score: Raw -8499607.934265 + Penalty 2178.037830 = -8497429.896436 nChanged 5 SP:Iteration 106Q (466.076389 sec): 3 clusters Score: Raw -8499608.015842 + Penalty 2178.037830 = -8497429.978013 nChanged 6 SP:Iteration 107Q (466.225391 sec): 3 clusters Score: Raw -8499608.098840 + Penalty 2178.037830 = -8497430.061011 nChanged 5 SP:Iteration 108Q (466.367090 sec): 3 clusters Score: Raw -8499608.174941 + Penalty 2178.037830 = -8497430.137111 nChanged 4 SP:Iteration 109Q (466.529178 sec): 3 clusters Score: Raw -8499608.234135 + Penalty 2178.037830 = -8497430.196305 nChanged 6 SP:Iteration 110Q (466.688258 sec): 3 clusters Score: Raw -8499608.404359 + Penalty 2178.037830 = -8497430.366529 nChanged 14 SP:Iteration 111Q (466.852758 sec): 3 clusters Score: Raw -8499608.585044 + Penalty 2178.037830 = -8497430.547215 nChanged 10 SP:Iteration 112Q (466.998691 sec): 3 clusters Score: Raw -8499608.808613 + Penalty 2178.037830 = -8497430.770783 nChanged 12 SP:Iteration 113Q (467.166483 sec): 3 clusters Score: Raw -8499609.014199 + Penalty 2178.037830 = -8497430.976369 nChanged 12 SP:Iteration 114Q (467.316790 sec): 3 clusters Score: Raw -8499609.178797 + Penalty 2178.037830 = -8497431.140968 nChanged 9 SP:Iteration 115Q (467.470932 sec): 3 clusters Score: Raw -8499609.262703 + Penalty 2178.037830 = -8497431.224873 nChanged 6 SP:Iteration 116Q (467.613643 sec): 3 clusters Score: Raw -8499609.334830 + Penalty 2178.037830 = -8497431.297001 nChanged 4 SP:Iteration 117Q (467.753511 sec): 3 clusters Score: Raw -8499609.374382 + Penalty 2178.037830 = -8497431.336552 nChanged 3 SP:Iteration 118Q (467.904791 sec): 3 clusters Score: Raw -8499609.391678 + Penalty 2178.037830 = -8497431.353849 nChanged 1 SP:Iteration 119Q (468.052764 sec): 3 clusters Score: Raw -8499609.400529 + Penalty 2178.037830 = -8497431.362699 nChanged 1 SP:Iteration 120F (468.212644 sec): 3 clusters Score: Raw -8499609.403011 + Penalty 2178.037830 = -8497431.365181 nChanged 0 Score: Raw -45202016.162863 + Penalty 40081.714898 = -45161934.447965 Splitting cluster 20 changes total score from -45160713.848411 to -45161934.447965 So it's getting split into cluster 32. Trying to split cluster 21 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (476.466383 sec): 2 clusters Score: Raw -15792.149437 + Penalty 555.136720 = -15237.012717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (476.505586 sec): 3 clusters Score: Raw -15834.595722 + Penalty 1110.273439 = -14724.322283 nChanged 115 SP:Iteration 1F (476.567120 sec): 3 clusters Score: Raw -16135.638165 + Penalty 1110.273439 = -15025.364726 nChanged 34 SP:Iteration 2F (476.613498 sec): 3 clusters Score: Raw -16276.991036 + Penalty 1110.273439 = -15166.717596 nChanged 24 SP:Iteration 3F (476.650463 sec): 3 clusters Score: Raw -16458.830454 + Penalty 1110.273439 = -15348.557015 nChanged 24 SP:Iteration 4F (476.708143 sec): 3 clusters Score: Raw -16602.022193 + Penalty 1110.273439 = -15491.748754 nChanged 12 SP:Iteration 5Q (476.756600 sec): 3 clusters Score: Raw -16654.795748 + Penalty 1110.273439 = -15544.522309 nChanged 6 SP:Iteration 6Q (476.804725 sec): 3 clusters Score: Raw -16710.456878 + Penalty 1110.273439 = -15600.183439 nChanged 7 SP:Iteration 7Q (476.844466 sec): 3 clusters Score: Raw -16749.692654 + Penalty 1110.273439 = -15639.419215 nChanged 1 SP:Iteration 8Q (476.893796 sec): 3 clusters Score: Raw -16751.666061 + Penalty 1110.273439 = -15641.392622 nChanged 0 SP:Iteration 9F (476.936284 sec): 3 clusters Score: Raw -16751.666061 + Penalty 1110.273439 = -15641.392622 nChanged 0 Score: Raw -45202975.679488 + Penalty 41334.268489 = -45161641.410999 Splitting cluster 21 changes total score from -45160713.848411 to -45161641.410999 So it's getting split into cluster 33. Trying to split cluster 22 (10656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.345270 sec): 2 clusters Score: Raw -781231.231941 + Penalty 881.018447 = -780350.213494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.394571 sec): 3 clusters Score: Raw -774961.220965 + Penalty 1762.036895 = -773199.184070 nChanged 4761 SP:Iteration 1F (485.447477 sec): 3 clusters Score: Raw -778208.638512 + Penalty 1762.036895 = -776446.601617 nChanged 932 SP:Iteration 2F (485.515970 sec): 3 clusters Score: Raw -778851.247465 + Penalty 1762.036895 = -777089.210571 nChanged 813 SP:Iteration 3F (485.577160 sec): 3 clusters Score: Raw -779433.188338 + Penalty 1762.036895 = -777671.151444 nChanged 733 SP:Iteration 4F (485.635875 sec): 3 clusters Score: Raw -779856.372249 + Penalty 1762.036895 = -778094.335354 nChanged 555 SP:Iteration 5F (485.688203 sec): 3 clusters Score: Raw -780140.414047 + Penalty 1762.036895 = -778378.377152 nChanged 414 SP:Iteration 6Q (485.748605 sec): 3 clusters Score: Raw -780298.293724 + Penalty 1762.036895 = -778536.256829 nChanged 284 SP:Iteration 7Q (485.817410 sec): 3 clusters Score: Raw -780405.164402 + Penalty 1762.036895 = -778643.127507 nChanged 241 SP:Iteration 8Q (485.875949 sec): 3 clusters Score: Raw -780493.997778 + Penalty 1762.036895 = -778731.960884 nChanged 187 SP:Iteration 9Q (485.931446 sec): 3 clusters Score: Raw -780575.964017 + Penalty 1762.036895 = -778813.927123 nChanged 177 SP:Iteration 10Q (485.999342 sec): 3 clusters Score: Raw -780661.288736 + Penalty 1762.036895 = -778899.251842 nChanged 174 SP:Iteration 11Q (486.055283 sec): 3 clusters Score: Raw -780747.393444 + Penalty 1762.036895 = -778985.356550 nChanged 176 SP:Iteration 12Q (486.121283 sec): 3 clusters Score: Raw -780821.477991 + Penalty 1762.036895 = -779059.441097 nChanged 167 SP:Iteration 13Q (486.183825 sec): 3 clusters Score: Raw -780892.746011 + Penalty 1762.036895 = -779130.709116 nChanged 173 SP:Iteration 14Q (486.244667 sec): 3 clusters Score: Raw -780960.852361 + Penalty 1762.036895 = -779198.815467 nChanged 151 SP:Iteration 15Q (486.294749 sec): 3 clusters Score: Raw -781019.694040 + Penalty 1762.036895 = -779257.657145 nChanged 160 SP:Iteration 16Q (486.355799 sec): 3 clusters Score: Raw -781088.003908 + Penalty 1762.036895 = -779325.967013 nChanged 153 SP:Iteration 17Q (486.427279 sec): 3 clusters Score: Raw -781169.800901 + Penalty 1762.036895 = -779407.764007 nChanged 159 SP:Iteration 18Q (486.482848 sec): 3 clusters Score: Raw -781246.863350 + Penalty 1762.036895 = -779484.826455 nChanged 146 SP:Iteration 19Q (486.552935 sec): 3 clusters Score: Raw -781316.186918 + Penalty 1762.036895 = -779554.150023 nChanged 125 SP:Iteration 20F (486.608551 sec): 3 clusters Score: Raw -781380.845636 + Penalty 1762.036895 = -779618.808741 nChanged 111 SP:Iteration 21Q (486.670780 sec): 3 clusters Score: Raw -781452.408504 + Penalty 1762.036895 = -779690.371610 nChanged 119 SP:Iteration 22Q (486.731193 sec): 3 clusters Score: Raw -781507.945563 + Penalty 1762.036895 = -779745.908668 nChanged 96 SP:Iteration 23Q (486.790271 sec): 3 clusters Score: Raw -781554.586591 + Penalty 1762.036895 = -779792.549696 nChanged 97 SP:Iteration 24Q (486.834739 sec): 3 clusters Score: Raw -781595.295221 + Penalty 1762.036895 = -779833.258326 nChanged 81 SP:Iteration 25Q (486.897197 sec): 3 clusters Score: Raw -781622.866112 + Penalty 1762.036895 = -779860.829217 nChanged 67 SP:Iteration 26Q (486.956758 sec): 3 clusters Score: Raw -781645.924423 + Penalty 1762.036895 = -779883.887529 nChanged 64 SP:Iteration 27Q (487.019327 sec): 3 clusters Score: Raw -781661.117979 + Penalty 1762.036895 = -779899.081084 nChanged 42 SP:Iteration 28Q (487.075107 sec): 3 clusters Score: Raw -781669.466253 + Penalty 1762.036895 = -779907.429358 nChanged 46 SP:Iteration 29Q (487.137724 sec): 3 clusters Score: Raw -781678.370001 + Penalty 1762.036895 = -779916.333106 nChanged 29 SP:Iteration 30Q (487.196215 sec): 3 clusters Score: Raw -781684.924036 + Penalty 1762.036895 = -779922.887141 nChanged 31 SP:Iteration 31Q (487.255820 sec): 3 clusters Score: Raw -781693.172813 + Penalty 1762.036895 = -779931.135918 nChanged 35 SP:Iteration 32Q (487.311995 sec): 3 clusters Score: Raw -781701.698808 + Penalty 1762.036895 = -779939.661913 nChanged 38 SP:Iteration 33Q (487.372260 sec): 3 clusters Score: Raw -781713.125544 + Penalty 1762.036895 = -779951.088649 nChanged 47 SP:Iteration 34Q (487.428858 sec): 3 clusters Score: Raw -781724.599312 + Penalty 1762.036895 = -779962.562418 nChanged 45 SP:Iteration 35Q (487.491787 sec): 3 clusters Score: Raw -781735.763779 + Penalty 1762.036895 = -779973.726885 nChanged 37 SP:Iteration 36Q (487.552086 sec): 3 clusters Score: Raw -781743.084580 + Penalty 1762.036895 = -779981.047685 nChanged 27 SP:Iteration 37Q (487.613525 sec): 3 clusters Score: Raw -781748.123547 + Penalty 1762.036895 = -779986.086652 nChanged 26 SP:Iteration 38Q (487.675471 sec): 3 clusters Score: Raw -781753.097275 + Penalty 1762.036895 = -779991.060380 nChanged 25 SP:Iteration 39Q (487.725132 sec): 3 clusters Score: Raw -781756.737881 + Penalty 1762.036895 = -779994.700986 nChanged 24 SP:Iteration 40F (487.777630 sec): 3 clusters Score: Raw -781760.117476 + Penalty 1762.036895 = -779998.080581 nChanged 17 SP:Iteration 41Q (487.839308 sec): 3 clusters Score: Raw -781762.484238 + Penalty 1762.036895 = -780000.447344 nChanged 20 SP:Iteration 42Q (487.892961 sec): 3 clusters Score: Raw -781765.064322 + Penalty 1762.036895 = -780003.027427 nChanged 17 SP:Iteration 43Q (487.950571 sec): 3 clusters Score: Raw -781767.342515 + Penalty 1762.036895 = -780005.305620 nChanged 16 SP:Iteration 44Q (488.006683 sec): 3 clusters Score: Raw -781769.949434 + Penalty 1762.036895 = -780007.912539 nChanged 15 SP:Iteration 45Q (488.066154 sec): 3 clusters Score: Raw -781773.187541 + Penalty 1762.036895 = -780011.150647 nChanged 18 SP:Iteration 46Q (488.133064 sec): 3 clusters Score: Raw -781776.322651 + Penalty 1762.036895 = -780014.285757 nChanged 14 SP:Iteration 47Q (488.189033 sec): 3 clusters Score: Raw -781778.947001 + Penalty 1762.036895 = -780016.910107 nChanged 15 SP:Iteration 48Q (488.235769 sec): 3 clusters Score: Raw -781781.180556 + Penalty 1762.036895 = -780019.143661 nChanged 15 SP:Iteration 49Q (488.293528 sec): 3 clusters Score: Raw -781783.591689 + Penalty 1762.036895 = -780021.554795 nChanged 17 SP:Iteration 50Q (488.362814 sec): 3 clusters Score: Raw -781785.968240 + Penalty 1762.036895 = -780023.931345 nChanged 19 SP:Iteration 51Q (488.419671 sec): 3 clusters Score: Raw -781789.200351 + Penalty 1762.036895 = -780027.163457 nChanged 17 SP:Iteration 52Q (488.469272 sec): 3 clusters Score: Raw -781792.550945 + Penalty 1762.036895 = -780030.514050 nChanged 13 SP:Iteration 53Q (488.529137 sec): 3 clusters Score: Raw -781794.811186 + Penalty 1762.036895 = -780032.774292 nChanged 11 SP:Iteration 54Q (488.590161 sec): 3 clusters Score: Raw -781796.430678 + Penalty 1762.036895 = -780034.393784 nChanged 6 SP:Iteration 55Q (488.651607 sec): 3 clusters Score: Raw -781797.406384 + Penalty 1762.036895 = -780035.369489 nChanged 7 SP:Iteration 56Q (488.711164 sec): 3 clusters Score: Raw -781798.830595 + Penalty 1762.036895 = -780036.793700 nChanged 9 SP:Iteration 57Q (488.771673 sec): 3 clusters Score: Raw -781800.337463 + Penalty 1762.036895 = -780038.300568 nChanged 10 SP:Iteration 58Q (488.830109 sec): 3 clusters Score: Raw -781802.191014 + Penalty 1762.036895 = -780040.154119 nChanged 9 SP:Iteration 59Q (488.893991 sec): 3 clusters Score: Raw -781803.705103 + Penalty 1762.036895 = -780041.668208 nChanged 9 SP:Iteration 60F (488.951532 sec): 3 clusters Score: Raw -781805.117773 + Penalty 1762.036895 = -780043.080879 nChanged 9 SP:Iteration 61Q (489.008741 sec): 3 clusters Score: Raw -781806.596319 + Penalty 1762.036895 = -780044.559425 nChanged 8 SP:Iteration 62Q (489.065895 sec): 3 clusters Score: Raw -781808.138614 + Penalty 1762.036895 = -780046.101719 nChanged 13 SP:Iteration 63Q (489.115867 sec): 3 clusters Score: Raw -781810.558077 + Penalty 1762.036895 = -780048.521183 nChanged 7 SP:Iteration 64Q (489.183520 sec): 3 clusters Score: Raw -781811.527932 + Penalty 1762.036895 = -780049.491037 nChanged 6 SP:Iteration 65Q (489.245760 sec): 3 clusters Score: Raw -781812.630044 + Penalty 1762.036895 = -780050.593150 nChanged 5 SP:Iteration 66Q (489.306046 sec): 3 clusters Score: Raw -781813.415341 + Penalty 1762.036895 = -780051.378446 nChanged 5 SP:Iteration 67Q (489.366540 sec): 3 clusters Score: Raw -781814.730323 + Penalty 1762.036895 = -780052.693429 nChanged 6 SP:Iteration 68Q (489.415368 sec): 3 clusters Score: Raw -781816.550171 + Penalty 1762.036895 = -780054.513276 nChanged 9 SP:Iteration 69Q (489.486160 sec): 3 clusters Score: Raw -781818.763351 + Penalty 1762.036895 = -780056.726457 nChanged 13 SP:Iteration 70Q (489.538721 sec): 3 clusters Score: Raw -781820.556027 + Penalty 1762.036895 = -780058.519132 nChanged 9 SP:Iteration 71Q (489.597914 sec): 3 clusters Score: Raw -781822.070713 + Penalty 1762.036895 = -780060.033818 nChanged 7 SP:Iteration 72Q (489.664496 sec): 3 clusters Score: Raw -781823.340546 + Penalty 1762.036895 = -780061.303651 nChanged 6 SP:Iteration 73Q (489.727692 sec): 3 clusters Score: Raw -781824.667738 + Penalty 1762.036895 = -780062.630843 nChanged 8 SP:Iteration 74Q (489.778451 sec): 3 clusters Score: Raw -781826.589395 + Penalty 1762.036895 = -780064.552500 nChanged 4 SP:Iteration 75Q (489.834955 sec): 3 clusters Score: Raw -781826.987288 + Penalty 1762.036895 = -780064.950393 nChanged 4 SP:Iteration 76Q (489.904390 sec): 3 clusters Score: Raw -781827.832495 + Penalty 1762.036895 = -780065.795600 nChanged 1 SP:Iteration 77Q (489.957450 sec): 3 clusters Score: Raw -781828.134267 + Penalty 1762.036895 = -780066.097373 nChanged 3 SP:Iteration 78Q (490.014911 sec): 3 clusters Score: Raw -781828.510127 + Penalty 1762.036895 = -780066.473233 nChanged 2 SP:Iteration 79Q (490.067877 sec): 3 clusters Score: Raw -781828.711378 + Penalty 1762.036895 = -780066.674483 nChanged 2 SP:Iteration 80F (490.138812 sec): 3 clusters Score: Raw -781828.916880 + Penalty 1762.036895 = -780066.879985 nChanged 2 SP:Iteration 81Q (490.192256 sec): 3 clusters Score: Raw -781829.143834 + Penalty 1762.036895 = -780067.106940 nChanged 1 SP:Iteration 82Q (490.244628 sec): 3 clusters Score: Raw -781829.330146 + Penalty 1762.036895 = -780067.293251 nChanged 1 SP:Iteration 83Q (490.306145 sec): 3 clusters Score: Raw -781829.514439 + Penalty 1762.036895 = -780067.477544 nChanged 0 SP:Iteration 84F (490.377525 sec): 3 clusters Score: Raw -781829.514439 + Penalty 1762.036895 = -780067.477544 nChanged 0 Trying to split cluster 23 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (490.404818 sec): 2 clusters Score: Raw -95321.378432 + Penalty 670.336652 = -94651.041780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (490.450784 sec): 3 clusters Score: Raw -94824.085203 + Penalty 1340.673304 = -93483.411899 nChanged 423 SP:Iteration 1F (490.491519 sec): 3 clusters Score: Raw -95112.500807 + Penalty 1340.673304 = -93771.827503 nChanged 96 SP:Iteration 2F (490.537540 sec): 3 clusters Score: Raw -95185.049313 + Penalty 1340.673304 = -93844.376009 nChanged 64 SP:Iteration 3F (490.595661 sec): 3 clusters Score: Raw -95231.868233 + Penalty 1340.673304 = -93891.194929 nChanged 41 SP:Iteration 4Q (490.632791 sec): 3 clusters Score: Raw -95269.427865 + Penalty 1340.673304 = -93928.754561 nChanged 34 SP:Iteration 5Q (490.693301 sec): 3 clusters Score: Raw -95299.421246 + Penalty 1340.673304 = -93958.747942 nChanged 24 SP:Iteration 6Q (490.732300 sec): 3 clusters Score: Raw -95312.644111 + Penalty 1340.673304 = -93971.970807 nChanged 17 SP:Iteration 7Q (490.793215 sec): 3 clusters Score: Raw -95321.177599 + Penalty 1340.673304 = -93980.504295 nChanged 15 SP:Iteration 8Q (490.839921 sec): 3 clusters Score: Raw -95335.351099 + Penalty 1340.673304 = -93994.677795 nChanged 17 SP:Iteration 9Q (490.888879 sec): 3 clusters Score: Raw -95349.749910 + Penalty 1340.673304 = -94009.076606 nChanged 20 SP:Iteration 10Q (490.931447 sec): 3 clusters Score: Raw -95362.934108 + Penalty 1340.673304 = -94022.260804 nChanged 20 SP:Iteration 11Q (490.987318 sec): 3 clusters Score: Raw -95376.108635 + Penalty 1340.673304 = -94035.435331 nChanged 12 SP:Iteration 12Q (491.030798 sec): 3 clusters Score: Raw -95384.417115 + Penalty 1340.673304 = -94043.743811 nChanged 5 SP:Iteration 13Q (491.077692 sec): 3 clusters Score: Raw -95387.766328 + Penalty 1340.673304 = -94047.093025 nChanged 9 SP:Iteration 14Q (491.111005 sec): 3 clusters Score: Raw -95395.760517 + Penalty 1340.673304 = -94055.087213 nChanged 7 SP:Iteration 15Q (491.163196 sec): 3 clusters Score: Raw -95405.195286 + Penalty 1340.673304 = -94064.521982 nChanged 13 SP:Iteration 16Q (491.203739 sec): 3 clusters Score: Raw -95412.083461 + Penalty 1340.673304 = -94071.410157 nChanged 5 SP:Iteration 17Q (491.245576 sec): 3 clusters Score: Raw -95415.591820 + Penalty 1340.673304 = -94074.918516 nChanged 4 SP:Iteration 18Q (491.287739 sec): 3 clusters Score: Raw -95418.482933 + Penalty 1340.673304 = -94077.809629 nChanged 5 SP:Iteration 19Q (491.324684 sec): 3 clusters Score: Raw -95422.032672 + Penalty 1340.673304 = -94081.359368 nChanged 7 SP:Iteration 20F (491.367963 sec): 3 clusters Score: Raw -95426.415705 + Penalty 1340.673304 = -94085.742401 nChanged 5 SP:Iteration 21Q (491.423172 sec): 3 clusters Score: Raw -95428.203776 + Penalty 1340.673304 = -94087.530472 nChanged 1 SP:Iteration 22Q (491.475062 sec): 3 clusters Score: Raw -95428.969711 + Penalty 1340.673304 = -94088.296407 nChanged 1 SP:Iteration 23Q (491.527715 sec): 3 clusters Score: Raw -95430.236094 + Penalty 1340.673304 = -94089.562790 nChanged 1 SP:Iteration 24Q (491.579771 sec): 3 clusters Score: Raw -95431.597533 + Penalty 1340.673304 = -94090.924229 nChanged 1 SP:Iteration 25Q (491.625807 sec): 3 clusters Score: Raw -95431.697497 + Penalty 1340.673304 = -94091.024193 nChanged 0 SP:Iteration 26F (491.676382 sec): 3 clusters Score: Raw -95431.697497 + Penalty 1340.673304 = -94091.024193 nChanged 0 Trying to split cluster 24 (5406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (491.707929 sec): 2 clusters Score: Raw -464112.806329 + Penalty 816.550149 = -463296.256179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (491.748440 sec): 3 clusters Score: Raw -461036.639749 + Penalty 1633.100298 = -459403.539451 nChanged 2349 SP:Iteration 1F (491.815954 sec): 3 clusters Score: Raw -462396.227860 + Penalty 1633.100298 = -460763.127562 nChanged 404 SP:Iteration 2F (491.858439 sec): 3 clusters Score: Raw -462652.362243 + Penalty 1633.100298 = -461019.261945 nChanged 363 SP:Iteration 3F (491.913113 sec): 3 clusters Score: Raw -462875.260494 + Penalty 1633.100298 = -461242.160196 nChanged 277 SP:Iteration 4F (491.970089 sec): 3 clusters Score: Raw -463062.186342 + Penalty 1633.100298 = -461429.086044 nChanged 276 SP:Iteration 5F (492.029003 sec): 3 clusters Score: Raw -463243.441015 + Penalty 1633.100298 = -461610.340717 nChanged 227 SP:Iteration 6Q (492.073245 sec): 3 clusters Score: Raw -463394.882460 + Penalty 1633.100298 = -461761.782162 nChanged 228 SP:Iteration 7Q (492.134919 sec): 3 clusters Score: Raw -463543.874566 + Penalty 1633.100298 = -461910.774268 nChanged 222 SP:Iteration 8Q (492.189467 sec): 3 clusters Score: Raw -463681.118117 + Penalty 1633.100298 = -462048.017819 nChanged 188 SP:Iteration 9Q (492.240692 sec): 3 clusters Score: Raw -463796.654120 + Penalty 1633.100298 = -462163.553822 nChanged 163 SP:Iteration 10Q (492.300826 sec): 3 clusters Score: Raw -463883.918606 + Penalty 1633.100298 = -462250.818308 nChanged 143 SP:Iteration 11Q (492.354570 sec): 3 clusters Score: Raw -463956.841918 + Penalty 1633.100298 = -462323.741619 nChanged 123 SP:Iteration 12Q (492.409725 sec): 3 clusters Score: Raw -464022.547401 + Penalty 1633.100298 = -462389.447103 nChanged 120 SP:Iteration 13Q (492.463385 sec): 3 clusters Score: Raw -464089.807584 + Penalty 1633.100298 = -462456.707286 nChanged 107 SP:Iteration 14Q (492.504595 sec): 3 clusters Score: Raw -464153.850543 + Penalty 1633.100298 = -462520.750245 nChanged 81 SP:Iteration 15Q (492.558119 sec): 3 clusters Score: Raw -464198.298133 + Penalty 1633.100298 = -462565.197834 nChanged 72 SP:Iteration 16Q (492.617627 sec): 3 clusters Score: Raw -464238.178656 + Penalty 1633.100298 = -462605.078357 nChanged 57 SP:Iteration 17Q (492.660251 sec): 3 clusters Score: Raw -464272.393039 + Penalty 1633.100298 = -462639.292741 nChanged 36 SP:Iteration 18Q (492.714242 sec): 3 clusters Score: Raw -464292.943929 + Penalty 1633.100298 = -462659.843631 nChanged 25 SP:Iteration 19Q (492.767855 sec): 3 clusters Score: Raw -464307.630054 + Penalty 1633.100298 = -462674.529756 nChanged 26 SP:Iteration 20F (492.821243 sec): 3 clusters Score: Raw -464328.026444 + Penalty 1633.100298 = -462694.926146 nChanged 24 SP:Iteration 21Q (492.874866 sec): 3 clusters Score: Raw -464347.187899 + Penalty 1633.100298 = -462714.087600 nChanged 21 SP:Iteration 22Q (492.916729 sec): 3 clusters Score: Raw -464360.409450 + Penalty 1633.100298 = -462727.309152 nChanged 7 SP:Iteration 23Q (492.963927 sec): 3 clusters Score: Raw -464366.304363 + Penalty 1633.100298 = -462733.204065 nChanged 10 SP:Iteration 24Q (493.028434 sec): 3 clusters Score: Raw -464372.610515 + Penalty 1633.100298 = -462739.510217 nChanged 8 SP:Iteration 25Q (493.076113 sec): 3 clusters Score: Raw -464377.332214 + Penalty 1633.100298 = -462744.231916 nChanged 5 SP:Iteration 26Q (493.115826 sec): 3 clusters Score: Raw -464379.735552 + Penalty 1633.100298 = -462746.635254 nChanged 4 SP:Iteration 27Q (493.181473 sec): 3 clusters Score: Raw -464381.295349 + Penalty 1633.100298 = -462748.195051 nChanged 0 SP:Iteration 28F (493.233254 sec): 3 clusters Score: Raw -464381.295349 + Penalty 1633.100298 = -462748.195051 nChanged 0 Trying to split cluster 25 (6145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (493.269917 sec): 2 clusters Score: Raw -544496.996224 + Penalty 828.722432 = -543668.273792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (493.315643 sec): 3 clusters Score: Raw -540946.571619 + Penalty 1657.444864 = -539289.126754 nChanged 2683 SP:Iteration 1F (493.381888 sec): 3 clusters Score: Raw -542425.009804 + Penalty 1657.444864 = -540767.564940 nChanged 399 SP:Iteration 2F (493.435890 sec): 3 clusters Score: Raw -542624.840597 + Penalty 1657.444864 = -540967.395733 nChanged 383 SP:Iteration 3F (493.482632 sec): 3 clusters Score: Raw -542848.156396 + Penalty 1657.444864 = -541190.711532 nChanged 408 SP:Iteration 4F (493.539661 sec): 3 clusters Score: Raw -543095.679114 + Penalty 1657.444864 = -541438.234250 nChanged 401 SP:Iteration 5F (493.607859 sec): 3 clusters Score: Raw -543373.291096 + Penalty 1657.444864 = -541715.846232 nChanged 393 SP:Iteration 6F (493.660607 sec): 3 clusters Score: Raw -543623.411670 + Penalty 1657.444864 = -541965.966806 nChanged 330 SP:Iteration 7F (493.715480 sec): 3 clusters Score: Raw -543800.379603 + Penalty 1657.444864 = -542142.934739 nChanged 242 SP:Iteration 8Q (493.766680 sec): 3 clusters Score: Raw -543912.329409 + Penalty 1657.444864 = -542254.884545 nChanged 191 SP:Iteration 9Q (493.813576 sec): 3 clusters Score: Raw -544006.058898 + Penalty 1657.444864 = -542348.614034 nChanged 167 SP:Iteration 10Q (493.870091 sec): 3 clusters Score: Raw -544091.416599 + Penalty 1657.444864 = -542433.971734 nChanged 140 SP:Iteration 11Q (493.938177 sec): 3 clusters Score: Raw -544172.791619 + Penalty 1657.444864 = -542515.346755 nChanged 138 SP:Iteration 12Q (493.995802 sec): 3 clusters Score: Raw -544252.567153 + Penalty 1657.444864 = -542595.122289 nChanged 137 SP:Iteration 13Q (494.050234 sec): 3 clusters Score: Raw -544336.419071 + Penalty 1657.444864 = -542678.974207 nChanged 116 SP:Iteration 14Q (494.100275 sec): 3 clusters Score: Raw -544421.647677 + Penalty 1657.444864 = -542764.202813 nChanged 104 SP:Iteration 15Q (494.154743 sec): 3 clusters Score: Raw -544491.618037 + Penalty 1657.444864 = -542834.173173 nChanged 98 SP:Iteration 16Q (494.199167 sec): 3 clusters Score: Raw -544552.882634 + Penalty 1657.444864 = -542895.437769 nChanged 74 SP:Iteration 17Q (494.261023 sec): 3 clusters Score: Raw -544593.198443 + Penalty 1657.444864 = -542935.753579 nChanged 65 SP:Iteration 18Q (494.302687 sec): 3 clusters Score: Raw -544627.073052 + Penalty 1657.444864 = -542969.628188 nChanged 53 SP:Iteration 19Q (494.362248 sec): 3 clusters Score: Raw -544653.484925 + Penalty 1657.444864 = -542996.040061 nChanged 39 SP:Iteration 20F (494.409953 sec): 3 clusters Score: Raw -544668.483752 + Penalty 1657.444864 = -543011.038887 nChanged 39 SP:Iteration 21Q (494.459550 sec): 3 clusters Score: Raw -544688.336816 + Penalty 1657.444864 = -543030.891952 nChanged 41 SP:Iteration 22Q (494.517410 sec): 3 clusters Score: Raw -544708.567014 + Penalty 1657.444864 = -543051.122150 nChanged 37 SP:Iteration 23Q (494.580386 sec): 3 clusters Score: Raw -544726.258889 + Penalty 1657.444864 = -543068.814025 nChanged 42 SP:Iteration 24Q (494.632281 sec): 3 clusters Score: Raw -544746.629080 + Penalty 1657.444864 = -543089.184215 nChanged 34 SP:Iteration 25Q (494.680398 sec): 3 clusters Score: Raw -544763.193795 + Penalty 1657.444864 = -543105.748931 nChanged 27 SP:Iteration 26Q (494.736586 sec): 3 clusters Score: Raw -544774.585019 + Penalty 1657.444864 = -543117.140155 nChanged 18 SP:Iteration 27Q (494.801009 sec): 3 clusters Score: Raw -544784.094091 + Penalty 1657.444864 = -543126.649227 nChanged 15 SP:Iteration 28Q (494.847012 sec): 3 clusters Score: Raw -544789.855970 + Penalty 1657.444864 = -543132.411105 nChanged 15 SP:Iteration 29Q (494.907896 sec): 3 clusters Score: Raw -544796.437682 + Penalty 1657.444864 = -543138.992818 nChanged 18 SP:Iteration 30Q (494.955050 sec): 3 clusters Score: Raw -544802.691467 + Penalty 1657.444864 = -543145.246603 nChanged 14 SP:Iteration 31Q (495.002741 sec): 3 clusters Score: Raw -544806.351298 + Penalty 1657.444864 = -543148.906434 nChanged 13 SP:Iteration 32Q (495.042944 sec): 3 clusters Score: Raw -544810.893316 + Penalty 1657.444864 = -543153.448452 nChanged 11 SP:Iteration 33Q (495.091019 sec): 3 clusters Score: Raw -544814.972824 + Penalty 1657.444864 = -543157.527960 nChanged 16 SP:Iteration 34Q (495.139236 sec): 3 clusters Score: Raw -544824.115155 + Penalty 1657.444864 = -543166.670291 nChanged 15 SP:Iteration 35Q (495.187277 sec): 3 clusters Score: Raw -544829.378436 + Penalty 1657.444864 = -543171.933572 nChanged 12 SP:Iteration 36Q (495.242754 sec): 3 clusters Score: Raw -544833.300966 + Penalty 1657.444864 = -543175.856102 nChanged 8 SP:Iteration 37Q (495.296715 sec): 3 clusters Score: Raw -544835.752538 + Penalty 1657.444864 = -543178.307674 nChanged 4 SP:Iteration 38Q (495.350180 sec): 3 clusters Score: Raw -544836.726396 + Penalty 1657.444864 = -543179.281532 nChanged 3 SP:Iteration 39Q (495.397218 sec): 3 clusters Score: Raw -544837.703930 + Penalty 1657.444864 = -543180.259065 nChanged 3 SP:Iteration 40F (495.461952 sec): 3 clusters Score: Raw -544838.165855 + Penalty 1657.444864 = -543180.720990 nChanged 3 SP:Iteration 41Q (495.511062 sec): 3 clusters Score: Raw -544839.002436 + Penalty 1657.444864 = -543181.557572 nChanged 2 SP:Iteration 42Q (495.571586 sec): 3 clusters Score: Raw -544839.588745 + Penalty 1657.444864 = -543182.143881 nChanged 0 SP:Iteration 43F (495.617105 sec): 3 clusters Score: Raw -544839.588745 + Penalty 1657.444864 = -543182.143881 nChanged 0 Trying to split cluster 26 (9975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (495.666693 sec): 2 clusters Score: Raw -808505.814209 + Penalty 874.744538 = -807631.069671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (495.723886 sec): 3 clusters Score: Raw -802654.361340 + Penalty 1749.489076 = -800904.872264 nChanged 4430 SP:Iteration 1F (495.783950 sec): 3 clusters Score: Raw -805162.660945 + Penalty 1749.489076 = -803413.171869 nChanged 630 SP:Iteration 2F (495.834316 sec): 3 clusters Score: Raw -805565.472162 + Penalty 1749.489076 = -803815.983086 nChanged 673 SP:Iteration 3F (495.901965 sec): 3 clusters Score: Raw -806022.194478 + Penalty 1749.489076 = -804272.705402 nChanged 698 SP:Iteration 4F (495.962000 sec): 3 clusters Score: Raw -806454.827491 + Penalty 1749.489076 = -804705.338415 nChanged 614 SP:Iteration 5F (496.016446 sec): 3 clusters Score: Raw -806844.042551 + Penalty 1749.489076 = -805094.553475 nChanged 543 SP:Iteration 6F (496.078252 sec): 3 clusters Score: Raw -807140.095237 + Penalty 1749.489076 = -805390.606161 nChanged 424 SP:Iteration 7Q (496.128664 sec): 3 clusters Score: Raw -807359.997199 + Penalty 1749.489076 = -805610.508123 nChanged 369 SP:Iteration 8Q (496.189280 sec): 3 clusters Score: Raw -807554.219098 + Penalty 1749.489076 = -805804.730022 nChanged 331 SP:Iteration 9Q (496.257734 sec): 3 clusters Score: Raw -807701.891746 + Penalty 1749.489076 = -805952.402670 nChanged 247 SP:Iteration 10Q (496.319996 sec): 3 clusters Score: Raw -807788.973980 + Penalty 1749.489076 = -806039.484904 nChanged 194 SP:Iteration 11Q (496.372992 sec): 3 clusters Score: Raw -807843.472035 + Penalty 1749.489076 = -806093.982959 nChanged 153 SP:Iteration 12Q (496.438964 sec): 3 clusters Score: Raw -807880.781779 + Penalty 1749.489076 = -806131.292703 nChanged 120 SP:Iteration 13Q (496.503789 sec): 3 clusters Score: Raw -807902.804525 + Penalty 1749.489076 = -806153.315449 nChanged 88 SP:Iteration 14Q (496.550718 sec): 3 clusters Score: Raw -807918.601960 + Penalty 1749.489076 = -806169.112884 nChanged 73 SP:Iteration 15Q (496.620102 sec): 3 clusters Score: Raw -807930.701701 + Penalty 1749.489076 = -806181.212625 nChanged 61 SP:Iteration 16Q (496.673961 sec): 3 clusters Score: Raw -807940.260561 + Penalty 1749.489076 = -806190.771485 nChanged 62 SP:Iteration 17Q (496.730724 sec): 3 clusters Score: Raw -807951.881897 + Penalty 1749.489076 = -806202.392822 nChanged 68 SP:Iteration 18Q (496.798101 sec): 3 clusters Score: Raw -807962.884215 + Penalty 1749.489076 = -806213.395140 nChanged 56 SP:Iteration 19Q (496.848020 sec): 3 clusters Score: Raw -807971.132517 + Penalty 1749.489076 = -806221.643441 nChanged 51 SP:Iteration 20F (496.908582 sec): 3 clusters Score: Raw -807978.909639 + Penalty 1749.489076 = -806229.420563 nChanged 49 SP:Iteration 21Q (496.970557 sec): 3 clusters Score: Raw -807987.996796 + Penalty 1749.489076 = -806238.507720 nChanged 46 SP:Iteration 22Q (497.029984 sec): 3 clusters Score: Raw -807993.456767 + Penalty 1749.489076 = -806243.967691 nChanged 39 SP:Iteration 23Q (497.097365 sec): 3 clusters Score: Raw -807998.124709 + Penalty 1749.489076 = -806248.635633 nChanged 35 SP:Iteration 24Q (497.150597 sec): 3 clusters Score: Raw -808002.325467 + Penalty 1749.489076 = -806252.836391 nChanged 38 SP:Iteration 25Q (497.205373 sec): 3 clusters Score: Raw -808008.674523 + Penalty 1749.489076 = -806259.185447 nChanged 36 SP:Iteration 26Q (497.271358 sec): 3 clusters Score: Raw -808012.643085 + Penalty 1749.489076 = -806263.154009 nChanged 20 SP:Iteration 27Q (497.320958 sec): 3 clusters Score: Raw -808014.320407 + Penalty 1749.489076 = -806264.831331 nChanged 11 SP:Iteration 28Q (497.389844 sec): 3 clusters Score: Raw -808015.193691 + Penalty 1749.489076 = -806265.704615 nChanged 11 SP:Iteration 29Q (497.453681 sec): 3 clusters Score: Raw -808016.110889 + Penalty 1749.489076 = -806266.621813 nChanged 12 SP:Iteration 30Q (497.507086 sec): 3 clusters Score: Raw -808017.460558 + Penalty 1749.489076 = -806267.971482 nChanged 16 SP:Iteration 31Q (497.554266 sec): 3 clusters Score: Raw -808019.121431 + Penalty 1749.489076 = -806269.632355 nChanged 19 SP:Iteration 32Q (497.618846 sec): 3 clusters Score: Raw -808022.395522 + Penalty 1749.489076 = -806272.906446 nChanged 27 SP:Iteration 33Q (497.666948 sec): 3 clusters Score: Raw -808027.113775 + Penalty 1749.489076 = -806277.624699 nChanged 29 SP:Iteration 34Q (497.730647 sec): 3 clusters Score: Raw -808032.421253 + Penalty 1749.489076 = -806282.932177 nChanged 29 SP:Iteration 35Q (497.780553 sec): 3 clusters Score: Raw -808038.851814 + Penalty 1749.489076 = -806289.362738 nChanged 34 SP:Iteration 36Q (497.838306 sec): 3 clusters Score: Raw -808048.017217 + Penalty 1749.489076 = -806298.528141 nChanged 41 SP:Iteration 37Q (497.900360 sec): 3 clusters Score: Raw -808057.658145 + Penalty 1749.489076 = -806308.169069 nChanged 58 SP:Iteration 38Q (497.950290 sec): 3 clusters Score: Raw -808069.713969 + Penalty 1749.489076 = -806320.224893 nChanged 55 SP:Iteration 39Q (498.014464 sec): 3 clusters Score: Raw -808081.573146 + Penalty 1749.489076 = -806332.084070 nChanged 60 SP:Iteration 40F (498.073330 sec): 3 clusters Score: Raw -808090.154485 + Penalty 1749.489076 = -806340.665410 nChanged 50 SP:Iteration 41Q (498.129267 sec): 3 clusters Score: Raw -808098.297465 + Penalty 1749.489076 = -806348.808389 nChanged 49 SP:Iteration 42Q (498.189945 sec): 3 clusters Score: Raw -808106.815959 + Penalty 1749.489076 = -806357.326883 nChanged 46 SP:Iteration 43Q (498.262236 sec): 3 clusters Score: Raw -808112.837634 + Penalty 1749.489076 = -806363.348558 nChanged 49 SP:Iteration 44Q (498.322095 sec): 3 clusters Score: Raw -808120.664085 + Penalty 1749.489076 = -806371.175009 nChanged 40 SP:Iteration 45Q (498.369932 sec): 3 clusters Score: Raw -808127.136216 + Penalty 1749.489076 = -806377.647140 nChanged 36 SP:Iteration 46Q (498.430009 sec): 3 clusters Score: Raw -808133.612696 + Penalty 1749.489076 = -806384.123620 nChanged 42 SP:Iteration 47Q (498.477784 sec): 3 clusters Score: Raw -808141.836196 + Penalty 1749.489076 = -806392.347120 nChanged 46 SP:Iteration 48Q (498.542520 sec): 3 clusters Score: Raw -808149.509826 + Penalty 1749.489076 = -806400.020750 nChanged 55 SP:Iteration 49Q (498.590753 sec): 3 clusters Score: Raw -808156.541950 + Penalty 1749.489076 = -806407.052874 nChanged 40 SP:Iteration 50Q (498.658028 sec): 3 clusters Score: Raw -808162.145563 + Penalty 1749.489076 = -806412.656487 nChanged 37 SP:Iteration 51Q (498.710550 sec): 3 clusters Score: Raw -808166.251882 + Penalty 1749.489076 = -806416.762806 nChanged 31 SP:Iteration 52Q (498.769719 sec): 3 clusters Score: Raw -808169.724038 + Penalty 1749.489076 = -806420.234963 nChanged 24 SP:Iteration 53Q (498.823713 sec): 3 clusters Score: Raw -808172.067209 + Penalty 1749.489076 = -806422.578133 nChanged 23 SP:Iteration 54Q (498.873498 sec): 3 clusters Score: Raw -808174.065555 + Penalty 1749.489076 = -806424.576480 nChanged 18 SP:Iteration 55Q (498.937945 sec): 3 clusters Score: Raw -808175.481680 + Penalty 1749.489076 = -806425.992604 nChanged 16 SP:Iteration 56Q (498.992728 sec): 3 clusters Score: Raw -808177.343623 + Penalty 1749.489076 = -806427.854547 nChanged 22 SP:Iteration 57Q (499.057083 sec): 3 clusters Score: Raw -808179.652018 + Penalty 1749.489076 = -806430.162942 nChanged 20 SP:Iteration 58Q (499.109700 sec): 3 clusters Score: Raw -808181.846478 + Penalty 1749.489076 = -806432.357402 nChanged 19 SP:Iteration 59Q (499.167217 sec): 3 clusters Score: Raw -808183.925043 + Penalty 1749.489076 = -806434.435967 nChanged 25 SP:Iteration 60F (499.217143 sec): 3 clusters Score: Raw -808186.989719 + Penalty 1749.489076 = -806437.500643 nChanged 25 SP:Iteration 61Q (499.268844 sec): 3 clusters Score: Raw -808189.784586 + Penalty 1749.489076 = -806440.295510 nChanged 20 SP:Iteration 62Q (499.337039 sec): 3 clusters Score: Raw -808192.091500 + Penalty 1749.489076 = -806442.602424 nChanged 20 SP:Iteration 63Q (499.387072 sec): 3 clusters Score: Raw -808193.735978 + Penalty 1749.489076 = -806444.246902 nChanged 15 SP:Iteration 64Q (499.447113 sec): 3 clusters Score: Raw -808195.270217 + Penalty 1749.489076 = -806445.781142 nChanged 15 SP:Iteration 65Q (499.512821 sec): 3 clusters Score: Raw -808196.571903 + Penalty 1749.489076 = -806447.082827 nChanged 13 SP:Iteration 66Q (499.574952 sec): 3 clusters Score: Raw -808197.817296 + Penalty 1749.489076 = -806448.328220 nChanged 11 SP:Iteration 67Q (499.635065 sec): 3 clusters Score: Raw -808198.846957 + Penalty 1749.489076 = -806449.357881 nChanged 13 SP:Iteration 68Q (499.695330 sec): 3 clusters Score: Raw -808200.964450 + Penalty 1749.489076 = -806451.475374 nChanged 14 SP:Iteration 69Q (499.752258 sec): 3 clusters Score: Raw -808203.497396 + Penalty 1749.489076 = -806454.008320 nChanged 21 SP:Iteration 70Q (499.809657 sec): 3 clusters Score: Raw -808206.135026 + Penalty 1749.489076 = -806456.645950 nChanged 23 SP:Iteration 71Q (499.862555 sec): 3 clusters Score: Raw -808208.905428 + Penalty 1749.489076 = -806459.416353 nChanged 21 SP:Iteration 72Q (499.920711 sec): 3 clusters Score: Raw -808211.985687 + Penalty 1749.489076 = -806462.496611 nChanged 27 SP:Iteration 73Q (499.991352 sec): 3 clusters Score: Raw -808215.276655 + Penalty 1749.489076 = -806465.787579 nChanged 31 SP:Iteration 74Q (500.039837 sec): 3 clusters Score: Raw -808218.975026 + Penalty 1749.489076 = -806469.485950 nChanged 35 SP:Iteration 75Q (500.098291 sec): 3 clusters Score: Raw -808225.285153 + Penalty 1749.489076 = -806475.796077 nChanged 43 SP:Iteration 76Q (500.158742 sec): 3 clusters Score: Raw -808234.802145 + Penalty 1749.489076 = -806485.313070 nChanged 35 SP:Iteration 77Q (500.216870 sec): 3 clusters Score: Raw -808241.431747 + Penalty 1749.489076 = -806491.942671 nChanged 39 SP:Iteration 78Q (500.285224 sec): 3 clusters Score: Raw -808247.773115 + Penalty 1749.489076 = -806498.284039 nChanged 47 SP:Iteration 79Q (500.332968 sec): 3 clusters Score: Raw -808257.077073 + Penalty 1749.489076 = -806507.587997 nChanged 56 SP:Iteration 80F (500.397999 sec): 3 clusters Score: Raw -808269.438809 + Penalty 1749.489076 = -806519.949733 nChanged 70 SP:Iteration 81Q (500.456373 sec): 3 clusters Score: Raw -808283.629200 + Penalty 1749.489076 = -806534.140124 nChanged 64 SP:Iteration 82Q (500.514998 sec): 3 clusters Score: Raw -808298.901122 + Penalty 1749.489076 = -806549.412046 nChanged 56 SP:Iteration 83Q (500.564360 sec): 3 clusters Score: Raw -808310.647490 + Penalty 1749.489076 = -806561.158414 nChanged 52 SP:Iteration 84Q (500.622951 sec): 3 clusters Score: Raw -808325.013750 + Penalty 1749.489076 = -806575.524674 nChanged 60 SP:Iteration 85Q (500.686730 sec): 3 clusters Score: Raw -808338.375375 + Penalty 1749.489076 = -806588.886300 nChanged 57 SP:Iteration 86Q (500.749010 sec): 3 clusters Score: Raw -808351.316232 + Penalty 1749.489076 = -806601.827156 nChanged 59 SP:Iteration 87Q (500.804013 sec): 3 clusters Score: Raw -808365.161494 + Penalty 1749.489076 = -806615.672418 nChanged 57 SP:Iteration 88Q (500.870585 sec): 3 clusters Score: Raw -808376.646409 + Penalty 1749.489076 = -806627.157333 nChanged 62 SP:Iteration 89Q (500.928187 sec): 3 clusters Score: Raw -808390.842396 + Penalty 1749.489076 = -806641.353320 nChanged 56 SP:Iteration 90Q (500.988009 sec): 3 clusters Score: Raw -808403.371690 + Penalty 1749.489076 = -806653.882614 nChanged 53 SP:Iteration 91Q (501.048661 sec): 3 clusters Score: Raw -808416.752744 + Penalty 1749.489076 = -806667.263668 nChanged 53 SP:Iteration 92Q (501.122265 sec): 3 clusters Score: Raw -808432.667642 + Penalty 1749.489076 = -806683.178566 nChanged 53 SP:Iteration 93Q (501.168843 sec): 3 clusters Score: Raw -808448.312724 + Penalty 1749.489076 = -806698.823648 nChanged 72 SP:Iteration 94Q (501.226726 sec): 3 clusters Score: Raw -808471.251371 + Penalty 1749.489076 = -806721.762295 nChanged 83 SP:Iteration 95Q (501.294269 sec): 3 clusters Score: Raw -808496.921741 + Penalty 1749.489076 = -806747.432665 nChanged 81 SP:Iteration 96Q (501.357397 sec): 3 clusters Score: Raw -808514.564667 + Penalty 1749.489076 = -806765.075591 nChanged 54 SP:Iteration 97Q (501.416619 sec): 3 clusters Score: Raw -808524.911018 + Penalty 1749.489076 = -806775.421943 nChanged 48 SP:Iteration 98Q (501.465640 sec): 3 clusters Score: Raw -808533.365559 + Penalty 1749.489076 = -806783.876483 nChanged 32 SP:Iteration 99Q (501.521142 sec): 3 clusters Score: Raw -808538.273338 + Penalty 1749.489076 = -806788.784262 nChanged 30 SP:Iteration 100F (501.582404 sec): 3 clusters Score: Raw -808542.261697 + Penalty 1749.489076 = -806792.772621 nChanged 34 SP:Iteration 101Q (501.653341 sec): 3 clusters Score: Raw -808546.692024 + Penalty 1749.489076 = -806797.202948 nChanged 34 SP:Iteration 102Q (501.711619 sec): 3 clusters Score: Raw -808550.816273 + Penalty 1749.489076 = -806801.327197 nChanged 25 SP:Iteration 103Q (501.766892 sec): 3 clusters Score: Raw -808553.787852 + Penalty 1749.489076 = -806804.298776 nChanged 26 SP:Iteration 104Q (501.828122 sec): 3 clusters Score: Raw -808556.926355 + Penalty 1749.489076 = -806807.437279 nChanged 18 SP:Iteration 105Q (501.899639 sec): 3 clusters Score: Raw -808558.780412 + Penalty 1749.489076 = -806809.291336 nChanged 15 SP:Iteration 106Q (501.954393 sec): 3 clusters Score: Raw -808560.534919 + Penalty 1749.489076 = -806811.045843 nChanged 14 SP:Iteration 107Q (502.021949 sec): 3 clusters Score: Raw -808562.040414 + Penalty 1749.489076 = -806812.551338 nChanged 17 SP:Iteration 108Q (502.087947 sec): 3 clusters Score: Raw -808564.117558 + Penalty 1749.489076 = -806814.628482 nChanged 13 SP:Iteration 109Q (502.141085 sec): 3 clusters Score: Raw -808565.937488 + Penalty 1749.489076 = -806816.448412 nChanged 13 SP:Iteration 110Q (502.195762 sec): 3 clusters Score: Raw -808567.272223 + Penalty 1749.489076 = -806817.783147 nChanged 10 SP:Iteration 111Q (502.257702 sec): 3 clusters Score: Raw -808568.029990 + Penalty 1749.489076 = -806818.540914 nChanged 11 SP:Iteration 112Q (502.321158 sec): 3 clusters Score: Raw -808569.368484 + Penalty 1749.489076 = -806819.879408 nChanged 11 SP:Iteration 113Q (502.381130 sec): 3 clusters Score: Raw -808570.533335 + Penalty 1749.489076 = -806821.044259 nChanged 9 SP:Iteration 114Q (502.441051 sec): 3 clusters Score: Raw -808571.258189 + Penalty 1749.489076 = -806821.769113 nChanged 7 SP:Iteration 115Q (502.510972 sec): 3 clusters Score: Raw -808572.164331 + Penalty 1749.489076 = -806822.675255 nChanged 3 SP:Iteration 116Q (502.560483 sec): 3 clusters Score: Raw -808572.295810 + Penalty 1749.489076 = -806822.806734 nChanged 2 SP:Iteration 117Q (502.622291 sec): 3 clusters Score: Raw -808572.420138 + Penalty 1749.489076 = -806822.931062 nChanged 0 SP:Iteration 118F (502.685084 sec): 3 clusters Score: Raw -808572.420138 + Penalty 1749.489076 = -806822.931062 nChanged 0 Trying to split cluster 27 (1515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.712414 sec): 2 clusters Score: Raw -130573.524274 + Penalty 695.701218 = -129877.823056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.773182 sec): 3 clusters Score: Raw -129869.274565 + Penalty 1391.402436 = -128477.872129 nChanged 592 SP:Iteration 1F (502.812500 sec): 3 clusters Score: Raw -130372.617039 + Penalty 1391.402436 = -128981.214602 nChanged 162 SP:Iteration 2F (502.873891 sec): 3 clusters Score: Raw -130562.657771 + Penalty 1391.402436 = -129171.255335 nChanged 125 SP:Iteration 3F (502.914088 sec): 3 clusters Score: Raw -130661.175671 + Penalty 1391.402436 = -129269.773234 nChanged 92 SP:Iteration 4F (502.968766 sec): 3 clusters Score: Raw -130730.622373 + Penalty 1391.402436 = -129339.219937 nChanged 78 SP:Iteration 5F (503.016172 sec): 3 clusters Score: Raw -130787.405981 + Penalty 1391.402436 = -129396.003544 nChanged 63 SP:Iteration 6Q (503.067356 sec): 3 clusters Score: Raw -130834.120764 + Penalty 1391.402436 = -129442.718328 nChanged 44 SP:Iteration 7Q (503.114609 sec): 3 clusters Score: Raw -130868.096864 + Penalty 1391.402436 = -129476.694427 nChanged 37 SP:Iteration 8Q (503.154771 sec): 3 clusters Score: Raw -130896.142066 + Penalty 1391.402436 = -129504.739629 nChanged 32 SP:Iteration 9Q (503.209282 sec): 3 clusters Score: Raw -130916.601213 + Penalty 1391.402436 = -129525.198777 nChanged 26 SP:Iteration 10Q (503.253169 sec): 3 clusters Score: Raw -130934.188047 + Penalty 1391.402436 = -129542.785611 nChanged 23 SP:Iteration 11Q (503.296742 sec): 3 clusters Score: Raw -130951.334600 + Penalty 1391.402436 = -129559.932164 nChanged 19 SP:Iteration 12Q (503.346009 sec): 3 clusters Score: Raw -130965.056458 + Penalty 1391.402436 = -129573.654022 nChanged 12 SP:Iteration 13Q (503.391487 sec): 3 clusters Score: Raw -130975.521118 + Penalty 1391.402436 = -129584.118682 nChanged 14 SP:Iteration 14Q (503.449708 sec): 3 clusters Score: Raw -130985.352064 + Penalty 1391.402436 = -129593.949627 nChanged 7 SP:Iteration 15Q (503.493816 sec): 3 clusters Score: Raw -130989.782179 + Penalty 1391.402436 = -129598.379742 nChanged 3 SP:Iteration 16Q (503.542118 sec): 3 clusters Score: Raw -130991.360780 + Penalty 1391.402436 = -129599.958343 nChanged 3 SP:Iteration 17Q (503.582477 sec): 3 clusters Score: Raw -130992.272577 + Penalty 1391.402436 = -129600.870140 nChanged 0 SP:Iteration 18F (503.630585 sec): 3 clusters Score: Raw -130992.272577 + Penalty 1391.402436 = -129600.870140 nChanged 0 Trying to split cluster 28 (1827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.658986 sec): 2 clusters Score: Raw -139706.307501 + Penalty 713.490903 = -138992.816598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.707513 sec): 3 clusters Score: Raw -138875.616166 + Penalty 1426.981806 = -137448.634361 nChanged 673 SP:Iteration 1F (503.757568 sec): 3 clusters Score: Raw -139379.086428 + Penalty 1426.981806 = -137952.104622 nChanged 169 SP:Iteration 2F (503.811562 sec): 3 clusters Score: Raw -139512.007943 + Penalty 1426.981806 = -138085.026137 nChanged 109 SP:Iteration 3F (503.862966 sec): 3 clusters Score: Raw -139599.241605 + Penalty 1426.981806 = -138172.259800 nChanged 96 SP:Iteration 4F (503.913465 sec): 3 clusters Score: Raw -139675.473675 + Penalty 1426.981806 = -138248.491870 nChanged 65 SP:Iteration 5Q (503.958090 sec): 3 clusters Score: Raw -139719.936216 + Penalty 1426.981806 = -138292.954410 nChanged 37 SP:Iteration 6Q (504.011095 sec): 3 clusters Score: Raw -139745.010678 + Penalty 1426.981806 = -138318.028872 nChanged 23 SP:Iteration 7Q (504.066509 sec): 3 clusters Score: Raw -139763.171544 + Penalty 1426.981806 = -138336.189739 nChanged 28 SP:Iteration 8Q (504.113154 sec): 3 clusters Score: Raw -139774.883404 + Penalty 1426.981806 = -138347.901599 nChanged 17 SP:Iteration 9Q (504.155092 sec): 3 clusters Score: Raw -139783.897273 + Penalty 1426.981806 = -138356.915467 nChanged 16 SP:Iteration 10Q (504.193465 sec): 3 clusters Score: Raw -139789.663012 + Penalty 1426.981806 = -138362.681206 nChanged 7 SP:Iteration 11Q (504.243087 sec): 3 clusters Score: Raw -139792.061934 + Penalty 1426.981806 = -138365.080129 nChanged 9 SP:Iteration 12Q (504.286575 sec): 3 clusters Score: Raw -139796.613377 + Penalty 1426.981806 = -138369.631571 nChanged 8 SP:Iteration 13Q (504.335278 sec): 3 clusters Score: Raw -139799.001088 + Penalty 1426.981806 = -138372.019283 nChanged 3 SP:Iteration 14Q (504.378989 sec): 3 clusters Score: Raw -139800.037387 + Penalty 1426.981806 = -138373.055581 nChanged 4 SP:Iteration 15Q (504.432999 sec): 3 clusters Score: Raw -139800.985882 + Penalty 1426.981806 = -138374.004076 nChanged 3 SP:Iteration 16Q (504.477472 sec): 3 clusters Score: Raw -139801.874448 + Penalty 1426.981806 = -138374.892642 nChanged 3 SP:Iteration 17Q (504.538200 sec): 3 clusters Score: Raw -139802.682340 + Penalty 1426.981806 = -138375.700535 nChanged 1 SP:Iteration 18Q (504.589126 sec): 3 clusters Score: Raw -139803.026182 + Penalty 1426.981806 = -138376.044376 nChanged 2 SP:Iteration 19Q (504.637331 sec): 3 clusters Score: Raw -139803.480075 + Penalty 1426.981806 = -138376.498269 nChanged 0 SP:Iteration 20F (504.683392 sec): 3 clusters Score: Raw -139803.480075 + Penalty 1426.981806 = -138376.498269 nChanged 0 Iteration 59Q (510.999354 sec): 34 clusters Score: Raw -45205655.055044 + Penalty 41334.268489 = -45164320.786555 nChanged 6389 Iteration 60F (519.405195 sec): 34 clusters Score: Raw -45207879.935048 + Penalty 41334.268489 = -45166545.666559 nChanged 4674 Iteration 61Q (523.022372 sec): 34 clusters Score: Raw -45209127.322946 + Penalty 41334.268489 = -45167793.054457 nChanged 3137 Iteration 62Q (527.020406 sec): 34 clusters Score: Raw -45209844.352496 + Penalty 41334.268489 = -45168510.084007 nChanged 2661 Iteration 63Q (530.663503 sec): 34 clusters Score: Raw -45210309.112926 + Penalty 41334.268489 = -45168974.844438 nChanged 2356 Iteration 64Q (534.030072 sec): 34 clusters Score: Raw -45210718.130598 + Penalty 41334.268489 = -45169383.862110 nChanged 2170 Iteration 65Q (537.913574 sec): 34 clusters Score: Raw -45211052.131154 + Penalty 41334.268489 = -45169717.862666 nChanged 1955 Iteration 66Q (541.267496 sec): 34 clusters Score: Raw -45211340.389960 + Penalty 41334.268489 = -45170006.121471 nChanged 1934 Iteration 67Q (544.280527 sec): 34 clusters Score: Raw -45211598.811607 + Penalty 41334.268489 = -45170264.543118 nChanged 1799 Iteration 68Q (547.909683 sec): 34 clusters Score: Raw -45211835.060308 + Penalty 41334.268489 = -45170500.791819 nChanged 1678 Iteration 69Q (551.881920 sec): 34 clusters Score: Raw -45212040.007266 + Penalty 41334.268489 = -45170705.738777 nChanged 1523 Iteration 70Q (555.329063 sec): 34 clusters Score: Raw -45212204.265073 + Penalty 41334.268489 = -45170869.996584 nChanged 1444 Iteration 71Q (558.821400 sec): 34 clusters Score: Raw -45212364.915689 + Penalty 41334.268489 = -45171030.647200 nChanged 1420 Iteration 72Q (562.693467 sec): 34 clusters Score: Raw -45212515.485484 + Penalty 41334.268489 = -45171181.216995 nChanged 1257 Iteration 73Q (566.751283 sec): 34 clusters Score: Raw -45212631.421802 + Penalty 41334.268489 = -45171297.153313 nChanged 1233 Iteration 74Q (570.492541 sec): 34 clusters Score: Raw -45212742.366234 + Penalty 41334.268489 = -45171408.097745 nChanged 1080 Iteration 75Q (574.487804 sec): 34 clusters Score: Raw -45212823.458273 + Penalty 41334.268489 = -45171489.189785 nChanged 915 Iteration 76Q (578.347822 sec): 34 clusters Score: Raw -45212886.948933 + Penalty 41334.268489 = -45171552.680444 nChanged 841 Iteration 77Q (581.995590 sec): 34 clusters Score: Raw -45212939.036426 + Penalty 41334.268489 = -45171604.767938 nChanged 754 Iteration 78Q (586.019205 sec): 34 clusters Score: Raw -45212984.717267 + Penalty 41334.268489 = -45171650.448778 nChanged 665 Iteration 79Q (589.508300 sec): 34 clusters Score: Raw -45213023.241277 + Penalty 41334.268489 = -45171688.972788 nChanged 581 Iteration 80F (598.177873 sec): 34 clusters Score: Raw -45213214.771807 + Penalty 41334.268489 = -45171880.503318 nChanged 686 Iteration 81Q (602.134044 sec): 34 clusters Score: Raw -45213399.765521 + Penalty 41334.268489 = -45172065.497032 nChanged 781 Iteration 82Q (605.740690 sec): 34 clusters Score: Raw -45213481.237486 + Penalty 41334.268489 = -45172146.968997 nChanged 747 Iteration 83Q (609.332951 sec): 34 clusters Score: Raw -45213538.374273 + Penalty 41334.268489 = -45172204.105784 nChanged 702 Iteration 84Q (612.752424 sec): 34 clusters Score: Raw -45213586.511552 + Penalty 41334.268489 = -45172252.243063 nChanged 653 Iteration 85Q (616.421760 sec): 34 clusters Score: Raw -45213628.080157 + Penalty 41334.268489 = -45172293.811668 nChanged 683 Iteration 86Q (619.755777 sec): 34 clusters Score: Raw -45213670.747793 + Penalty 41334.268489 = -45172336.479304 nChanged 668 Iteration 87Q (623.287396 sec): 34 clusters Score: Raw -45213715.883331 + Penalty 41334.268489 = -45172381.614843 nChanged 703 Iteration 88Q (626.306897 sec): 34 clusters Score: Raw -45213764.385216 + Penalty 41334.268489 = -45172430.116727 nChanged 723 Iteration 89Q (629.940710 sec): 34 clusters Score: Raw -45213812.808866 + Penalty 41334.268489 = -45172478.540377 nChanged 746 Iteration 90Q (632.905255 sec): 34 clusters Score: Raw -45213860.120002 + Penalty 41334.268489 = -45172525.851514 nChanged 726 Iteration 91Q (636.184391 sec): 34 clusters Score: Raw -45213905.659424 + Penalty 41334.268489 = -45172571.390935 nChanged 740 Iteration 92Q (639.895354 sec): 34 clusters Score: Raw -45213953.911738 + Penalty 41334.268489 = -45172619.643250 nChanged 703 Iteration 93Q (643.465128 sec): 34 clusters Score: Raw -45213997.573770 + Penalty 41334.268489 = -45172663.305282 nChanged 736 Iteration 94Q (647.357775 sec): 34 clusters Score: Raw -45214047.290443 + Penalty 41334.268489 = -45172713.021954 nChanged 777 Iteration 95Q (650.599799 sec): 34 clusters Score: Raw -45214101.414350 + Penalty 41334.268489 = -45172767.145861 nChanged 756 Iteration 96Q (654.488412 sec): 34 clusters Score: Raw -45214148.882526 + Penalty 41334.268489 = -45172814.614038 nChanged 715 Iteration 97Q (658.066372 sec): 34 clusters Score: Raw -45214192.289481 + Penalty 41334.268489 = -45172858.020993 nChanged 726 Iteration 98Q (661.496814 sec): 34 clusters Score: Raw -45214233.393171 + Penalty 41334.268489 = -45172899.124682 nChanged 689 Writing temp clu file Because OldScore, -45172858.020993, is greater than current (better) Score,-45172899.124682 Compute initial score before splitting: Score: Raw -45214233.393171 + Penalty 41334.268489 = -45172899.124682 Trying to split cluster 1 (1227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.672514 sec): 2 clusters Score: Raw -104905.383565 + Penalty 675.671107 = -104229.712458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (661.716754 sec): 3 clusters Score: Raw -104404.151061 + Penalty 1351.342214 = -103052.808847 nChanged 443 SP:Iteration 1F (661.760816 sec): 3 clusters Score: Raw -104675.546042 + Penalty 1351.342214 = -103324.203828 nChanged 99 SP:Iteration 2F (661.804856 sec): 3 clusters Score: Raw -104743.344696 + Penalty 1351.342214 = -103392.002481 nChanged 54 SP:Iteration 3Q (661.848340 sec): 3 clusters Score: Raw -104776.656020 + Penalty 1351.342214 = -103425.313806 nChanged 37 SP:Iteration 4Q (661.889558 sec): 3 clusters Score: Raw -104802.448651 + Penalty 1351.342214 = -103451.106437 nChanged 26 SP:Iteration 5Q (661.940845 sec): 3 clusters Score: Raw -104819.521886 + Penalty 1351.342214 = -103468.179671 nChanged 20 SP:Iteration 6Q (661.992190 sec): 3 clusters Score: Raw -104832.083906 + Penalty 1351.342214 = -103480.741692 nChanged 19 SP:Iteration 7Q (662.041835 sec): 3 clusters Score: Raw -104846.724961 + Penalty 1351.342214 = -103495.382747 nChanged 19 SP:Iteration 8Q (662.089658 sec): 3 clusters Score: Raw -104857.512209 + Penalty 1351.342214 = -103506.169995 nChanged 19 SP:Iteration 9Q (662.128619 sec): 3 clusters Score: Raw -104867.157046 + Penalty 1351.342214 = -103515.814832 nChanged 17 SP:Iteration 10Q (662.178765 sec): 3 clusters Score: Raw -104878.250825 + Penalty 1351.342214 = -103526.908611 nChanged 13 SP:Iteration 11Q (662.230569 sec): 3 clusters Score: Raw -104887.403965 + Penalty 1351.342214 = -103536.061750 nChanged 15 SP:Iteration 12Q (662.281731 sec): 3 clusters Score: Raw -104896.552029 + Penalty 1351.342214 = -103545.209814 nChanged 9 SP:Iteration 13Q (662.334578 sec): 3 clusters Score: Raw -104903.832735 + Penalty 1351.342214 = -103552.490520 nChanged 12 SP:Iteration 14Q (662.383802 sec): 3 clusters Score: Raw -104912.616668 + Penalty 1351.342214 = -103561.274454 nChanged 8 SP:Iteration 15Q (662.432051 sec): 3 clusters Score: Raw -104918.156003 + Penalty 1351.342214 = -103566.813789 nChanged 5 SP:Iteration 16Q (662.480224 sec): 3 clusters Score: Raw -104920.902187 + Penalty 1351.342214 = -103569.559973 nChanged 4 SP:Iteration 17Q (662.531303 sec): 3 clusters Score: Raw -104925.856808 + Penalty 1351.342214 = -103574.514593 nChanged 3 SP:Iteration 18Q (662.588688 sec): 3 clusters Score: Raw -104927.497368 + Penalty 1351.342214 = -103576.155154 nChanged 5 SP:Iteration 19Q (662.643631 sec): 3 clusters Score: Raw -104930.502902 + Penalty 1351.342214 = -103579.160687 nChanged 6 SP:Iteration 20F (662.684180 sec): 3 clusters Score: Raw -104934.754012 + Penalty 1351.342214 = -103583.411797 nChanged 6 SP:Iteration 21Q (662.732153 sec): 3 clusters Score: Raw -104936.477529 + Penalty 1351.342214 = -103585.135314 nChanged 2 SP:Iteration 22Q (662.786305 sec): 3 clusters Score: Raw -104936.856077 + Penalty 1351.342214 = -103585.513863 nChanged 1 SP:Iteration 23Q (662.838572 sec): 3 clusters Score: Raw -104937.285538 + Penalty 1351.342214 = -103585.943324 nChanged 0 SP:Iteration 24F (662.885230 sec): 3 clusters Score: Raw -104937.285538 + Penalty 1351.342214 = -103585.943324 nChanged 0 Trying to split cluster 2 (3017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.912357 sec): 2 clusters Score: Raw -253007.011217 + Penalty 761.141733 = -252245.869484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.960497 sec): 3 clusters Score: Raw -251437.423880 + Penalty 1522.283465 = -249915.140415 nChanged 1219 SP:Iteration 1F (663.012494 sec): 3 clusters Score: Raw -252119.902390 + Penalty 1522.283465 = -250597.618924 nChanged 200 SP:Iteration 2F (663.056905 sec): 3 clusters Score: Raw -252239.909042 + Penalty 1522.283465 = -250717.625576 nChanged 154 SP:Iteration 3F (663.102743 sec): 3 clusters Score: Raw -252347.896999 + Penalty 1522.283465 = -250825.613534 nChanged 160 SP:Iteration 4F (663.158040 sec): 3 clusters Score: Raw -252454.036861 + Penalty 1522.283465 = -250931.753396 nChanged 147 SP:Iteration 5Q (663.199530 sec): 3 clusters Score: Raw -252551.788345 + Penalty 1522.283465 = -251029.504880 nChanged 124 SP:Iteration 6Q (663.253508 sec): 3 clusters Score: Raw -252651.132197 + Penalty 1522.283465 = -251128.848732 nChanged 147 SP:Iteration 7Q (663.293559 sec): 3 clusters Score: Raw -252782.299804 + Penalty 1522.283465 = -251260.016338 nChanged 132 SP:Iteration 8Q (663.339952 sec): 3 clusters Score: Raw -252900.707389 + Penalty 1522.283465 = -251378.423923 nChanged 100 SP:Iteration 9Q (663.405118 sec): 3 clusters Score: Raw -252993.109167 + Penalty 1522.283465 = -251470.825701 nChanged 69 SP:Iteration 10Q (663.449371 sec): 3 clusters Score: Raw -253045.540259 + Penalty 1522.283465 = -251523.256794 nChanged 39 SP:Iteration 11Q (663.492167 sec): 3 clusters Score: Raw -253077.855416 + Penalty 1522.283465 = -251555.571951 nChanged 34 SP:Iteration 12Q (663.540666 sec): 3 clusters Score: Raw -253107.046385 + Penalty 1522.283465 = -251584.762920 nChanged 21 SP:Iteration 13Q (663.591653 sec): 3 clusters Score: Raw -253127.259857 + Penalty 1522.283465 = -251604.976392 nChanged 14 SP:Iteration 14Q (663.640151 sec): 3 clusters Score: Raw -253141.448267 + Penalty 1522.283465 = -251619.164802 nChanged 8 SP:Iteration 15Q (663.691686 sec): 3 clusters Score: Raw -253144.993187 + Penalty 1522.283465 = -251622.709721 nChanged 5 SP:Iteration 16Q (663.738998 sec): 3 clusters Score: Raw -253150.257519 + Penalty 1522.283465 = -251627.974053 nChanged 6 SP:Iteration 17Q (663.789538 sec): 3 clusters Score: Raw -253157.704835 + Penalty 1522.283465 = -251635.421370 nChanged 8 SP:Iteration 18Q (663.834260 sec): 3 clusters Score: Raw -253164.590154 + Penalty 1522.283465 = -251642.306689 nChanged 6 SP:Iteration 19Q (663.879527 sec): 3 clusters Score: Raw -253171.937714 + Penalty 1522.283465 = -251649.654248 nChanged 9 SP:Iteration 20F (663.933420 sec): 3 clusters Score: Raw -253187.782911 + Penalty 1522.283465 = -251665.499445 nChanged 8 SP:Iteration 21Q (663.989956 sec): 3 clusters Score: Raw -253200.464889 + Penalty 1522.283465 = -251678.181424 nChanged 8 SP:Iteration 22Q (664.032081 sec): 3 clusters Score: Raw -253211.609081 + Penalty 1522.283465 = -251689.325616 nChanged 8 SP:Iteration 23Q (664.080557 sec): 3 clusters Score: Raw -253224.605632 + Penalty 1522.283465 = -251702.322167 nChanged 12 SP:Iteration 24Q (664.136965 sec): 3 clusters Score: Raw -253241.207137 + Penalty 1522.283465 = -251718.923671 nChanged 9 SP:Iteration 25Q (664.189093 sec): 3 clusters Score: Raw -253251.161514 + Penalty 1522.283465 = -251728.878049 nChanged 8 SP:Iteration 26Q (664.229043 sec): 3 clusters Score: Raw -253256.364256 + Penalty 1522.283465 = -251734.080791 nChanged 6 SP:Iteration 27Q (664.279988 sec): 3 clusters Score: Raw -253262.479148 + Penalty 1522.283465 = -251740.195682 nChanged 5 SP:Iteration 28Q (664.340626 sec): 3 clusters Score: Raw -253269.312509 + Penalty 1522.283465 = -251747.029044 nChanged 9 SP:Iteration 29Q (664.395368 sec): 3 clusters Score: Raw -253274.498024 + Penalty 1522.283465 = -251752.214558 nChanged 6 SP:Iteration 30Q (664.432160 sec): 3 clusters Score: Raw -253279.494864 + Penalty 1522.283465 = -251757.211399 nChanged 5 SP:Iteration 31Q (664.486868 sec): 3 clusters Score: Raw -253282.941122 + Penalty 1522.283465 = -251760.657657 nChanged 3 SP:Iteration 32Q (664.528981 sec): 3 clusters Score: Raw -253286.366786 + Penalty 1522.283465 = -251764.083321 nChanged 2 SP:Iteration 33Q (664.588165 sec): 3 clusters Score: Raw -253288.784367 + Penalty 1522.283465 = -251766.500902 nChanged 3 SP:Iteration 34Q (664.645740 sec): 3 clusters Score: Raw -253290.815743 + Penalty 1522.283465 = -251768.532277 nChanged 2 SP:Iteration 35Q (664.692473 sec): 3 clusters Score: Raw -253291.719233 + Penalty 1522.283465 = -251769.435767 nChanged 0 SP:Iteration 36F (664.746890 sec): 3 clusters Score: Raw -253291.719233 + Penalty 1522.283465 = -251769.435767 nChanged 0 Trying to split cluster 3 (27397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.801714 sec): 2 clusters Score: Raw -2452904.377377 + Penalty 970.727936 = -2451933.649441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.882217 sec): 3 clusters Score: Raw -2435541.490742 + Penalty 1941.455871 = -2433600.034871 nChanged 12777 SP:Iteration 1F (664.958053 sec): 3 clusters Score: Raw -2442787.343420 + Penalty 1941.455871 = -2440845.887549 nChanged 1111 SP:Iteration 2Q (665.051896 sec): 3 clusters Score: Raw -2443136.094417 + Penalty 1941.455871 = -2441194.638545 nChanged 1209 SP:Iteration 3Q (665.129404 sec): 3 clusters Score: Raw -2443617.345317 + Penalty 1941.455871 = -2441675.889446 nChanged 1501 SP:Iteration 4F (665.212583 sec): 3 clusters Score: Raw -2444404.412155 + Penalty 1941.455871 = -2442462.956284 nChanged 1916 SP:Iteration 5F (665.288897 sec): 3 clusters Score: Raw -2445714.281670 + Penalty 1941.455871 = -2443772.825798 nChanged 2249 SP:Iteration 6F (665.380085 sec): 3 clusters Score: Raw -2447634.939976 + Penalty 1941.455871 = -2445693.484105 nChanged 2238 SP:Iteration 7F (665.459098 sec): 3 clusters Score: Raw -2449808.629885 + Penalty 1941.455871 = -2447867.174013 nChanged 1749 SP:Iteration 8F (665.540125 sec): 3 clusters Score: Raw -2451606.255442 + Penalty 1941.455871 = -2449664.799571 nChanged 876 SP:Iteration 9Q (665.615443 sec): 3 clusters Score: Raw -2452465.493924 + Penalty 1941.455871 = -2450524.038052 nChanged 332 SP:Iteration 10Q (665.706487 sec): 3 clusters Score: Raw -2452797.095378 + Penalty 1941.455871 = -2450855.639507 nChanged 119 SP:Iteration 11Q (665.776213 sec): 3 clusters Score: Raw -2452935.020092 + Penalty 1941.455871 = -2450993.564221 nChanged 46 SP:Iteration 12Q (665.853545 sec): 3 clusters Score: Raw -2452999.263569 + Penalty 1941.455871 = -2451057.807697 nChanged 22 SP:Iteration 13Q (665.937650 sec): 3 clusters Score: Raw -2453020.451796 + Penalty 1941.455871 = -2451078.995925 nChanged 6 SP:Iteration 14Q (666.019806 sec): 3 clusters Score: Raw -2453025.844148 + Penalty 1941.455871 = -2451084.388277 nChanged 3 SP:Iteration 15Q (666.088571 sec): 3 clusters Score: Raw -2453029.841173 + Penalty 1941.455871 = -2451088.385302 nChanged 3 SP:Iteration 16Q (666.172082 sec): 3 clusters Score: Raw -2453032.187678 + Penalty 1941.455871 = -2451090.731807 nChanged 0 SP:Iteration 17F (666.248739 sec): 3 clusters Score: Raw -2453032.187678 + Penalty 1941.455871 = -2451090.731807 nChanged 0 Trying to split cluster 4 (18025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.297751 sec): 2 clusters Score: Raw -1574283.080177 + Penalty 930.953921 = -1573352.126256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (666.370743 sec): 3 clusters Score: Raw -1563113.922301 + Penalty 1861.907843 = -1561252.014458 nChanged 8329 SP:Iteration 1F (666.433063 sec): 3 clusters Score: Raw -1567906.748957 + Penalty 1861.907843 = -1566044.841114 nChanged 1005 SP:Iteration 2F (666.514414 sec): 3 clusters Score: Raw -1568416.815517 + Penalty 1861.907843 = -1566554.907675 nChanged 1066 SP:Iteration 3F (666.577246 sec): 3 clusters Score: Raw -1569096.025532 + Penalty 1861.907843 = -1567234.117689 nChanged 1205 SP:Iteration 4F (666.649735 sec): 3 clusters Score: Raw -1569962.671194 + Penalty 1861.907843 = -1568100.763351 nChanged 1202 SP:Iteration 5F (666.731189 sec): 3 clusters Score: Raw -1570961.231906 + Penalty 1861.907843 = -1569099.324063 nChanged 1217 SP:Iteration 6F (666.792015 sec): 3 clusters Score: Raw -1571896.951489 + Penalty 1861.907843 = -1570035.043646 nChanged 984 SP:Iteration 7F (666.864110 sec): 3 clusters Score: Raw -1572548.693359 + Penalty 1861.907843 = -1570686.785516 nChanged 765 SP:Iteration 8Q (666.948752 sec): 3 clusters Score: Raw -1572916.603499 + Penalty 1861.907843 = -1571054.695656 nChanged 553 SP:Iteration 9Q (667.020697 sec): 3 clusters Score: Raw -1573159.902126 + Penalty 1861.907843 = -1571297.994283 nChanged 434 SP:Iteration 10Q (667.090259 sec): 3 clusters Score: Raw -1573358.320604 + Penalty 1861.907843 = -1571496.412761 nChanged 397 SP:Iteration 11Q (667.163493 sec): 3 clusters Score: Raw -1573533.209115 + Penalty 1861.907843 = -1571671.301272 nChanged 373 SP:Iteration 12Q (667.234915 sec): 3 clusters Score: Raw -1573671.438441 + Penalty 1861.907843 = -1571809.530598 nChanged 327 SP:Iteration 13Q (667.306350 sec): 3 clusters Score: Raw -1573790.431689 + Penalty 1861.907843 = -1571928.523846 nChanged 319 SP:Iteration 14Q (667.369034 sec): 3 clusters Score: Raw -1573903.198566 + Penalty 1861.907843 = -1572041.290723 nChanged 302 SP:Iteration 15Q (667.437929 sec): 3 clusters Score: Raw -1574013.337970 + Penalty 1861.907843 = -1572151.430127 nChanged 284 SP:Iteration 16Q (667.512476 sec): 3 clusters Score: Raw -1574121.588241 + Penalty 1861.907843 = -1572259.680398 nChanged 279 SP:Iteration 17Q (667.596473 sec): 3 clusters Score: Raw -1574227.684545 + Penalty 1861.907843 = -1572365.776702 nChanged 292 SP:Iteration 18Q (667.662429 sec): 3 clusters Score: Raw -1574337.424469 + Penalty 1861.907843 = -1572475.516626 nChanged 292 SP:Iteration 19Q (667.742711 sec): 3 clusters Score: Raw -1574451.616689 + Penalty 1861.907843 = -1572589.708846 nChanged 289 SP:Iteration 20F (667.801249 sec): 3 clusters Score: Raw -1574572.508903 + Penalty 1861.907843 = -1572710.601061 nChanged 257 SP:Iteration 21Q (667.876268 sec): 3 clusters Score: Raw -1574696.684488 + Penalty 1861.907843 = -1572834.776645 nChanged 226 SP:Iteration 22Q (667.947926 sec): 3 clusters Score: Raw -1574812.608508 + Penalty 1861.907843 = -1572950.700666 nChanged 211 SP:Iteration 23Q (668.022149 sec): 3 clusters Score: Raw -1574908.546494 + Penalty 1861.907843 = -1573046.638652 nChanged 194 SP:Iteration 24Q (668.096054 sec): 3 clusters Score: Raw -1574984.268848 + Penalty 1861.907843 = -1573122.361005 nChanged 158 SP:Iteration 25Q (668.167448 sec): 3 clusters Score: Raw -1575024.738329 + Penalty 1861.907843 = -1573162.830486 nChanged 131 SP:Iteration 26Q (668.236643 sec): 3 clusters Score: Raw -1575057.713847 + Penalty 1861.907843 = -1573195.806004 nChanged 110 SP:Iteration 27Q (668.301844 sec): 3 clusters Score: Raw -1575080.530457 + Penalty 1861.907843 = -1573218.622615 nChanged 84 SP:Iteration 28Q (668.371611 sec): 3 clusters Score: Raw -1575094.260214 + Penalty 1861.907843 = -1573232.352371 nChanged 78 SP:Iteration 29Q (668.452237 sec): 3 clusters Score: Raw -1575107.247586 + Penalty 1861.907843 = -1573245.339743 nChanged 83 SP:Iteration 30Q (668.527237 sec): 3 clusters Score: Raw -1575123.685567 + Penalty 1861.907843 = -1573261.777724 nChanged 82 SP:Iteration 31Q (668.600813 sec): 3 clusters Score: Raw -1575138.639311 + Penalty 1861.907843 = -1573276.731468 nChanged 76 SP:Iteration 32Q (668.673126 sec): 3 clusters Score: Raw -1575153.106180 + Penalty 1861.907843 = -1573291.198338 nChanged 76 SP:Iteration 33Q (668.745204 sec): 3 clusters Score: Raw -1575167.636732 + Penalty 1861.907843 = -1573305.728889 nChanged 65 SP:Iteration 34Q (668.801701 sec): 3 clusters Score: Raw -1575176.355376 + Penalty 1861.907843 = -1573314.447533 nChanged 59 SP:Iteration 35Q (668.878461 sec): 3 clusters Score: Raw -1575185.749318 + Penalty 1861.907843 = -1573323.841476 nChanged 66 SP:Iteration 36Q (668.944539 sec): 3 clusters Score: Raw -1575194.981464 + Penalty 1861.907843 = -1573333.073622 nChanged 53 SP:Iteration 37Q (669.013869 sec): 3 clusters Score: Raw -1575202.321902 + Penalty 1861.907843 = -1573340.414059 nChanged 49 SP:Iteration 38Q (669.077121 sec): 3 clusters Score: Raw -1575208.423162 + Penalty 1861.907843 = -1573346.515319 nChanged 45 SP:Iteration 39Q (669.144964 sec): 3 clusters Score: Raw -1575214.672175 + Penalty 1861.907843 = -1573352.764332 nChanged 47 SP:Iteration 40F (669.221298 sec): 3 clusters Score: Raw -1575220.193222 + Penalty 1861.907843 = -1573358.285379 nChanged 31 SP:Iteration 41Q (669.291594 sec): 3 clusters Score: Raw -1575223.236040 + Penalty 1861.907843 = -1573361.328197 nChanged 27 SP:Iteration 42Q (669.365426 sec): 3 clusters Score: Raw -1575225.621522 + Penalty 1861.907843 = -1573363.713679 nChanged 33 SP:Iteration 43Q (669.437854 sec): 3 clusters Score: Raw -1575229.371782 + Penalty 1861.907843 = -1573367.463939 nChanged 32 SP:Iteration 44Q (669.498102 sec): 3 clusters Score: Raw -1575232.448611 + Penalty 1861.907843 = -1573370.540768 nChanged 29 SP:Iteration 45Q (669.566971 sec): 3 clusters Score: Raw -1575234.900046 + Penalty 1861.907843 = -1573372.992203 nChanged 30 SP:Iteration 46Q (669.647442 sec): 3 clusters Score: Raw -1575237.293111 + Penalty 1861.907843 = -1573375.385268 nChanged 21 SP:Iteration 47Q (669.715402 sec): 3 clusters Score: Raw -1575238.983562 + Penalty 1861.907843 = -1573377.075719 nChanged 19 SP:Iteration 48Q (669.787837 sec): 3 clusters Score: Raw -1575240.207812 + Penalty 1861.907843 = -1573378.299969 nChanged 16 SP:Iteration 49Q (669.857935 sec): 3 clusters Score: Raw -1575241.260275 + Penalty 1861.907843 = -1573379.352432 nChanged 14 SP:Iteration 50Q (669.924814 sec): 3 clusters Score: Raw -1575242.536443 + Penalty 1861.907843 = -1573380.628600 nChanged 17 SP:Iteration 51Q (669.991237 sec): 3 clusters Score: Raw -1575243.818036 + Penalty 1861.907843 = -1573381.910193 nChanged 20 SP:Iteration 52Q (670.063897 sec): 3 clusters Score: Raw -1575245.095079 + Penalty 1861.907843 = -1573383.187236 nChanged 17 SP:Iteration 53Q (670.128249 sec): 3 clusters Score: Raw -1575246.622335 + Penalty 1861.907843 = -1573384.714492 nChanged 23 SP:Iteration 54Q (670.197406 sec): 3 clusters Score: Raw -1575248.769629 + Penalty 1861.907843 = -1573386.861786 nChanged 24 SP:Iteration 55Q (670.263931 sec): 3 clusters Score: Raw -1575250.780022 + Penalty 1861.907843 = -1573388.872180 nChanged 22 SP:Iteration 56Q (670.336326 sec): 3 clusters Score: Raw -1575252.775788 + Penalty 1861.907843 = -1573390.867945 nChanged 22 SP:Iteration 57Q (670.403770 sec): 3 clusters Score: Raw -1575255.253026 + Penalty 1861.907843 = -1573393.345183 nChanged 24 SP:Iteration 58Q (670.471839 sec): 3 clusters Score: Raw -1575257.586704 + Penalty 1861.907843 = -1573395.678861 nChanged 24 SP:Iteration 59Q (670.538174 sec): 3 clusters Score: Raw -1575259.839953 + Penalty 1861.907843 = -1573397.932111 nChanged 27 SP:Iteration 60F (670.609988 sec): 3 clusters Score: Raw -1575261.750436 + Penalty 1861.907843 = -1573399.842593 nChanged 16 SP:Iteration 61Q (670.677164 sec): 3 clusters Score: Raw -1575262.857135 + Penalty 1861.907843 = -1573400.949292 nChanged 16 SP:Iteration 62Q (670.753949 sec): 3 clusters Score: Raw -1575263.990448 + Penalty 1861.907843 = -1573402.082605 nChanged 14 SP:Iteration 63Q (670.825803 sec): 3 clusters Score: Raw -1575264.815238 + Penalty 1861.907843 = -1573402.907395 nChanged 10 SP:Iteration 64Q (670.891058 sec): 3 clusters Score: Raw -1575265.442851 + Penalty 1861.907843 = -1573403.535008 nChanged 6 SP:Iteration 65Q (670.953071 sec): 3 clusters Score: Raw -1575265.932485 + Penalty 1861.907843 = -1573404.024642 nChanged 6 SP:Iteration 66Q (671.031432 sec): 3 clusters Score: Raw -1575266.683897 + Penalty 1861.907843 = -1573404.776054 nChanged 9 SP:Iteration 67Q (671.092029 sec): 3 clusters Score: Raw -1575267.314554 + Penalty 1861.907843 = -1573405.406711 nChanged 8 SP:Iteration 68Q (671.151965 sec): 3 clusters Score: Raw -1575267.994821 + Penalty 1861.907843 = -1573406.086978 nChanged 7 SP:Iteration 69Q (671.210780 sec): 3 clusters Score: Raw -1575268.456051 + Penalty 1861.907843 = -1573406.548208 nChanged 6 SP:Iteration 70Q (671.278315 sec): 3 clusters Score: Raw -1575268.796450 + Penalty 1861.907843 = -1573406.888607 nChanged 4 SP:Iteration 71Q (671.357507 sec): 3 clusters Score: Raw -1575268.962196 + Penalty 1861.907843 = -1573407.054353 nChanged 3 SP:Iteration 72Q (671.419779 sec): 3 clusters Score: Raw -1575269.153186 + Penalty 1861.907843 = -1573407.245343 nChanged 2 SP:Iteration 73Q (671.488057 sec): 3 clusters Score: Raw -1575269.217708 + Penalty 1861.907843 = -1573407.309866 nChanged 2 SP:Iteration 74Q (671.560548 sec): 3 clusters Score: Raw -1575269.257262 + Penalty 1861.907843 = -1573407.349419 nChanged 0 SP:Iteration 75F (671.631514 sec): 3 clusters Score: Raw -1575269.257262 + Penalty 1861.907843 = -1573407.349419 nChanged 0 Score: Raw -45215242.434104 + Penalty 42586.822079 = -45172655.612025 Splitting cluster 4 changes total score from -45172899.124682 to -45172655.612025 So it's not getting split. Trying to split cluster 5 (6141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (680.860042 sec): 2 clusters Score: Raw -553706.011950 + Penalty 828.660573 = -552877.351377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (680.912088 sec): 3 clusters Score: Raw -550175.987778 + Penalty 1657.321146 = -548518.666632 nChanged 2704 SP:Iteration 1F (680.950376 sec): 3 clusters Score: Raw -551687.681286 + Penalty 1657.321146 = -550030.360140 nChanged 423 SP:Iteration 2F (681.002978 sec): 3 clusters Score: Raw -551952.321762 + Penalty 1657.321146 = -550295.000616 nChanged 442 SP:Iteration 3F (681.055506 sec): 3 clusters Score: Raw -552264.398406 + Penalty 1657.321146 = -550607.077260 nChanged 425 SP:Iteration 4F (681.105763 sec): 3 clusters Score: Raw -552600.787916 + Penalty 1657.321146 = -550943.466770 nChanged 422 SP:Iteration 5F (681.158778 sec): 3 clusters Score: Raw -552941.998118 + Penalty 1657.321146 = -551284.676972 nChanged 358 SP:Iteration 6F (681.210443 sec): 3 clusters Score: Raw -553248.793626 + Penalty 1657.321146 = -551591.472480 nChanged 298 SP:Iteration 7Q (681.260681 sec): 3 clusters Score: Raw -553451.887017 + Penalty 1657.321146 = -551794.565871 nChanged 210 SP:Iteration 8Q (681.315963 sec): 3 clusters Score: Raw -553554.833755 + Penalty 1657.321146 = -551897.512609 nChanged 117 SP:Iteration 9Q (681.374306 sec): 3 clusters Score: Raw -553604.346178 + Penalty 1657.321146 = -551947.025032 nChanged 89 SP:Iteration 10Q (681.432222 sec): 3 clusters Score: Raw -553636.301182 + Penalty 1657.321146 = -551978.980036 nChanged 61 SP:Iteration 11Q (681.488571 sec): 3 clusters Score: Raw -553656.228785 + Penalty 1657.321146 = -551998.907639 nChanged 54 SP:Iteration 12Q (681.532470 sec): 3 clusters Score: Raw -553672.983405 + Penalty 1657.321146 = -552015.662259 nChanged 58 SP:Iteration 13Q (681.582831 sec): 3 clusters Score: Raw -553693.540687 + Penalty 1657.321146 = -552036.219541 nChanged 56 SP:Iteration 14Q (681.642393 sec): 3 clusters Score: Raw -553713.818801 + Penalty 1657.321146 = -552056.497655 nChanged 54 SP:Iteration 15Q (681.692514 sec): 3 clusters Score: Raw -553729.482941 + Penalty 1657.321146 = -552072.161795 nChanged 36 SP:Iteration 16Q (681.741108 sec): 3 clusters Score: Raw -553739.017346 + Penalty 1657.321146 = -552081.696200 nChanged 31 SP:Iteration 17Q (681.792948 sec): 3 clusters Score: Raw -553746.488966 + Penalty 1657.321146 = -552089.167820 nChanged 27 SP:Iteration 18Q (681.857018 sec): 3 clusters Score: Raw -553753.215324 + Penalty 1657.321146 = -552095.894178 nChanged 28 SP:Iteration 19Q (681.910771 sec): 3 clusters Score: Raw -553760.649284 + Penalty 1657.321146 = -552103.328138 nChanged 27 SP:Iteration 20F (681.949905 sec): 3 clusters Score: Raw -553768.226411 + Penalty 1657.321146 = -552110.905265 nChanged 20 SP:Iteration 21Q (682.005969 sec): 3 clusters Score: Raw -553774.152481 + Penalty 1657.321146 = -552116.831335 nChanged 33 SP:Iteration 22Q (682.062120 sec): 3 clusters Score: Raw -553785.181299 + Penalty 1657.321146 = -552127.860153 nChanged 30 SP:Iteration 23Q (682.107344 sec): 3 clusters Score: Raw -553795.116301 + Penalty 1657.321146 = -552137.795155 nChanged 36 SP:Iteration 24Q (682.169520 sec): 3 clusters Score: Raw -553804.581070 + Penalty 1657.321146 = -552147.259924 nChanged 28 SP:Iteration 25Q (682.217321 sec): 3 clusters Score: Raw -553812.095945 + Penalty 1657.321146 = -552154.774799 nChanged 24 SP:Iteration 26Q (682.287053 sec): 3 clusters Score: Raw -553818.227227 + Penalty 1657.321146 = -552160.906080 nChanged 15 SP:Iteration 27Q (682.341471 sec): 3 clusters Score: Raw -553822.933674 + Penalty 1657.321146 = -552165.612528 nChanged 11 SP:Iteration 28Q (682.398567 sec): 3 clusters Score: Raw -553825.013547 + Penalty 1657.321146 = -552167.692401 nChanged 11 SP:Iteration 29Q (682.454060 sec): 3 clusters Score: Raw -553826.773524 + Penalty 1657.321146 = -552169.452378 nChanged 10 SP:Iteration 30Q (682.502889 sec): 3 clusters Score: Raw -553828.428525 + Penalty 1657.321146 = -552171.107378 nChanged 6 SP:Iteration 31Q (682.556082 sec): 3 clusters Score: Raw -553829.042043 + Penalty 1657.321146 = -552171.720896 nChanged 4 SP:Iteration 32Q (682.603387 sec): 3 clusters Score: Raw -553829.614526 + Penalty 1657.321146 = -552172.293380 nChanged 5 SP:Iteration 33Q (682.658970 sec): 3 clusters Score: Raw -553830.614774 + Penalty 1657.321146 = -552173.293628 nChanged 10 SP:Iteration 34Q (682.715281 sec): 3 clusters Score: Raw -553833.183419 + Penalty 1657.321146 = -552175.862273 nChanged 7 SP:Iteration 35Q (682.764279 sec): 3 clusters Score: Raw -553835.039131 + Penalty 1657.321146 = -552177.717985 nChanged 8 SP:Iteration 36Q (682.822768 sec): 3 clusters Score: Raw -553836.130582 + Penalty 1657.321146 = -552178.809436 nChanged 3 SP:Iteration 37Q (682.875123 sec): 3 clusters Score: Raw -553836.702651 + Penalty 1657.321146 = -552179.381505 nChanged 2 SP:Iteration 38Q (682.927362 sec): 3 clusters Score: Raw -553836.966238 + Penalty 1657.321146 = -552179.645092 nChanged 1 SP:Iteration 39Q (682.975000 sec): 3 clusters Score: Raw -553837.272651 + Penalty 1657.321146 = -552179.951505 nChanged 3 SP:Iteration 40F (683.022365 sec): 3 clusters Score: Raw -553837.601177 + Penalty 1657.321146 = -552180.280031 nChanged 4 SP:Iteration 41Q (683.083560 sec): 3 clusters Score: Raw -553838.159577 + Penalty 1657.321146 = -552180.838431 nChanged 5 SP:Iteration 42Q (683.130096 sec): 3 clusters Score: Raw -553839.006308 + Penalty 1657.321146 = -552181.685162 nChanged 3 SP:Iteration 43Q (683.182568 sec): 3 clusters Score: Raw -553839.498125 + Penalty 1657.321146 = -552182.176979 nChanged 3 SP:Iteration 44Q (683.233717 sec): 3 clusters Score: Raw -553840.845686 + Penalty 1657.321146 = -552183.524540 nChanged 6 SP:Iteration 45Q (683.282055 sec): 3 clusters Score: Raw -553842.152453 + Penalty 1657.321146 = -552184.831307 nChanged 5 SP:Iteration 46Q (683.330928 sec): 3 clusters Score: Raw -553843.095727 + Penalty 1657.321146 = -552185.774581 nChanged 3 SP:Iteration 47Q (683.374302 sec): 3 clusters Score: Raw -553843.921934 + Penalty 1657.321146 = -552186.600788 nChanged 5 SP:Iteration 48Q (683.434357 sec): 3 clusters Score: Raw -553845.362794 + Penalty 1657.321146 = -552188.041648 nChanged 8 SP:Iteration 49Q (683.480906 sec): 3 clusters Score: Raw -553847.348141 + Penalty 1657.321146 = -552190.026995 nChanged 7 SP:Iteration 50Q (683.522332 sec): 3 clusters Score: Raw -553848.765098 + Penalty 1657.321146 = -552191.443952 nChanged 9 SP:Iteration 51Q (683.570244 sec): 3 clusters Score: Raw -553851.041631 + Penalty 1657.321146 = -552193.720485 nChanged 6 SP:Iteration 52Q (683.617733 sec): 3 clusters Score: Raw -553853.766221 + Penalty 1657.321146 = -552196.445075 nChanged 9 SP:Iteration 53Q (683.673460 sec): 3 clusters Score: Raw -553856.112895 + Penalty 1657.321146 = -552198.791748 nChanged 8 SP:Iteration 54Q (683.718328 sec): 3 clusters Score: Raw -553858.696240 + Penalty 1657.321146 = -552201.375094 nChanged 8 SP:Iteration 55Q (683.785422 sec): 3 clusters Score: Raw -553860.528463 + Penalty 1657.321146 = -552203.207317 nChanged 7 SP:Iteration 56Q (683.835831 sec): 3 clusters Score: Raw -553863.514004 + Penalty 1657.321146 = -552206.192858 nChanged 11 SP:Iteration 57Q (683.880970 sec): 3 clusters Score: Raw -553865.624121 + Penalty 1657.321146 = -552208.302975 nChanged 8 SP:Iteration 58Q (683.929272 sec): 3 clusters Score: Raw -553867.197864 + Penalty 1657.321146 = -552209.876718 nChanged 8 SP:Iteration 59Q (683.973313 sec): 3 clusters Score: Raw -553869.043571 + Penalty 1657.321146 = -552211.722424 nChanged 8 SP:Iteration 60F (684.030259 sec): 3 clusters Score: Raw -553870.992248 + Penalty 1657.321146 = -552213.671102 nChanged 11 SP:Iteration 61Q (684.070359 sec): 3 clusters Score: Raw -553874.799017 + Penalty 1657.321146 = -552217.477871 nChanged 11 SP:Iteration 62Q (684.125949 sec): 3 clusters Score: Raw -553878.040233 + Penalty 1657.321146 = -552220.719087 nChanged 12 SP:Iteration 63Q (684.187246 sec): 3 clusters Score: Raw -553881.555220 + Penalty 1657.321146 = -552224.234074 nChanged 9 SP:Iteration 64Q (684.243376 sec): 3 clusters Score: Raw -553883.867962 + Penalty 1657.321146 = -552226.546816 nChanged 9 SP:Iteration 65Q (684.296776 sec): 3 clusters Score: Raw -553885.957872 + Penalty 1657.321146 = -552228.636725 nChanged 12 SP:Iteration 66Q (684.346443 sec): 3 clusters Score: Raw -553890.272599 + Penalty 1657.321146 = -552232.951453 nChanged 16 SP:Iteration 67Q (684.393719 sec): 3 clusters Score: Raw -553897.013760 + Penalty 1657.321146 = -552239.692614 nChanged 13 SP:Iteration 68Q (684.439375 sec): 3 clusters Score: Raw -553901.965560 + Penalty 1657.321146 = -552244.644414 nChanged 10 SP:Iteration 69Q (684.493433 sec): 3 clusters Score: Raw -553904.751186 + Penalty 1657.321146 = -552247.430040 nChanged 9 SP:Iteration 70Q (684.545930 sec): 3 clusters Score: Raw -553906.880777 + Penalty 1657.321146 = -552249.559630 nChanged 7 SP:Iteration 71Q (684.601185 sec): 3 clusters Score: Raw -553909.134727 + Penalty 1657.321146 = -552251.813580 nChanged 8 SP:Iteration 72Q (684.661325 sec): 3 clusters Score: Raw -553911.381162 + Penalty 1657.321146 = -552254.060016 nChanged 9 SP:Iteration 73Q (684.716569 sec): 3 clusters Score: Raw -553914.031384 + Penalty 1657.321146 = -552256.710238 nChanged 6 SP:Iteration 74Q (684.768718 sec): 3 clusters Score: Raw -553915.841744 + Penalty 1657.321146 = -552258.520598 nChanged 5 SP:Iteration 75Q (684.821827 sec): 3 clusters Score: Raw -553916.881931 + Penalty 1657.321146 = -552259.560785 nChanged 3 SP:Iteration 76Q (684.865729 sec): 3 clusters Score: Raw -553917.600538 + Penalty 1657.321146 = -552260.279392 nChanged 2 SP:Iteration 77Q (684.929978 sec): 3 clusters Score: Raw -553918.055576 + Penalty 1657.321146 = -552260.734430 nChanged 3 SP:Iteration 78Q (684.974283 sec): 3 clusters Score: Raw -553919.531137 + Penalty 1657.321146 = -552262.209991 nChanged 3 SP:Iteration 79Q (685.035634 sec): 3 clusters Score: Raw -553920.933883 + Penalty 1657.321146 = -552263.612737 nChanged 3 SP:Iteration 80F (685.079931 sec): 3 clusters Score: Raw -553921.823069 + Penalty 1657.321146 = -552264.501923 nChanged 2 SP:Iteration 81Q (685.127622 sec): 3 clusters Score: Raw -553922.547251 + Penalty 1657.321146 = -552265.226105 nChanged 2 SP:Iteration 82Q (685.181405 sec): 3 clusters Score: Raw -553922.727625 + Penalty 1657.321146 = -552265.406479 nChanged 1 SP:Iteration 83Q (685.234843 sec): 3 clusters Score: Raw -553923.069496 + Penalty 1657.321146 = -552265.748350 nChanged 3 SP:Iteration 84Q (685.282372 sec): 3 clusters Score: Raw -553923.794859 + Penalty 1657.321146 = -552266.473713 nChanged 2 SP:Iteration 85Q (685.337286 sec): 3 clusters Score: Raw -553924.081279 + Penalty 1657.321146 = -552266.760133 nChanged 0 SP:Iteration 86F (685.391803 sec): 3 clusters Score: Raw -553924.081279 + Penalty 1657.321146 = -552266.760133 nChanged 0 Trying to split cluster 6 (27157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (685.447529 sec): 2 clusters Score: Raw -2330394.281654 + Penalty 969.892061 = -2329424.389592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (685.524904 sec): 3 clusters Score: Raw -2313280.384502 + Penalty 1939.784123 = -2311340.600380 nChanged 12713 SP:Iteration 1F (685.600196 sec): 3 clusters Score: Raw -2320959.760131 + Penalty 1939.784123 = -2319019.976008 nChanged 1447 SP:Iteration 2F (685.688495 sec): 3 clusters Score: Raw -2321668.155019 + Penalty 1939.784123 = -2319728.370897 nChanged 1515 SP:Iteration 3F (685.771617 sec): 3 clusters Score: Raw -2322444.341754 + Penalty 1939.784123 = -2320504.557631 nChanged 1532 SP:Iteration 4F (685.842060 sec): 3 clusters Score: Raw -2323343.330829 + Penalty 1939.784123 = -2321403.546706 nChanged 1593 SP:Iteration 5F (685.932422 sec): 3 clusters Score: Raw -2324411.471772 + Penalty 1939.784123 = -2322471.687649 nChanged 1681 SP:Iteration 6F (686.014821 sec): 3 clusters Score: Raw -2325703.673637 + Penalty 1939.784123 = -2323763.889515 nChanged 1629 SP:Iteration 7F (686.097547 sec): 3 clusters Score: Raw -2327116.330093 + Penalty 1939.784123 = -2325176.545970 nChanged 1378 SP:Iteration 8F (686.170699 sec): 3 clusters Score: Raw -2328351.251898 + Penalty 1939.784123 = -2326411.467775 nChanged 985 SP:Iteration 9Q (686.247015 sec): 3 clusters Score: Raw -2329253.241323 + Penalty 1939.784123 = -2327313.457200 nChanged 633 SP:Iteration 10Q (686.329648 sec): 3 clusters Score: Raw -2329849.419268 + Penalty 1939.784123 = -2327909.635146 nChanged 398 SP:Iteration 11Q (686.415459 sec): 3 clusters Score: Raw -2330195.762942 + Penalty 1939.784123 = -2328255.978819 nChanged 275 SP:Iteration 12Q (686.490586 sec): 3 clusters Score: Raw -2330378.246020 + Penalty 1939.784123 = -2328438.461898 nChanged 201 SP:Iteration 13Q (686.568358 sec): 3 clusters Score: Raw -2330498.036408 + Penalty 1939.784123 = -2328558.252286 nChanged 147 SP:Iteration 14Q (686.636327 sec): 3 clusters Score: Raw -2330563.240155 + Penalty 1939.784123 = -2328623.456032 nChanged 97 SP:Iteration 15Q (686.714436 sec): 3 clusters Score: Raw -2330598.529099 + Penalty 1939.784123 = -2328658.744976 nChanged 63 SP:Iteration 16Q (686.785773 sec): 3 clusters Score: Raw -2330623.889560 + Penalty 1939.784123 = -2328684.105437 nChanged 57 SP:Iteration 17Q (686.870148 sec): 3 clusters Score: Raw -2330649.202563 + Penalty 1939.784123 = -2328709.418440 nChanged 52 SP:Iteration 18Q (686.942943 sec): 3 clusters Score: Raw -2330678.015932 + Penalty 1939.784123 = -2328738.231810 nChanged 53 SP:Iteration 19Q (687.012732 sec): 3 clusters Score: Raw -2330701.393144 + Penalty 1939.784123 = -2328761.609021 nChanged 44 SP:Iteration 20F (687.082608 sec): 3 clusters Score: Raw -2330720.874430 + Penalty 1939.784123 = -2328781.090307 nChanged 44 SP:Iteration 21Q (687.155215 sec): 3 clusters Score: Raw -2330741.587570 + Penalty 1939.784123 = -2328801.803447 nChanged 33 SP:Iteration 22Q (687.223488 sec): 3 clusters Score: Raw -2330756.443364 + Penalty 1939.784123 = -2328816.659242 nChanged 36 SP:Iteration 23Q (687.302858 sec): 3 clusters Score: Raw -2330769.310414 + Penalty 1939.784123 = -2328829.526291 nChanged 24 SP:Iteration 24Q (687.377112 sec): 3 clusters Score: Raw -2330776.737027 + Penalty 1939.784123 = -2328836.952905 nChanged 21 SP:Iteration 25Q (687.455858 sec): 3 clusters Score: Raw -2330782.122708 + Penalty 1939.784123 = -2328842.338585 nChanged 17 SP:Iteration 26Q (687.520620 sec): 3 clusters Score: Raw -2330787.564601 + Penalty 1939.784123 = -2328847.780478 nChanged 12 SP:Iteration 27Q (687.594630 sec): 3 clusters Score: Raw -2330791.595079 + Penalty 1939.784123 = -2328851.810957 nChanged 8 SP:Iteration 28Q (687.680875 sec): 3 clusters Score: Raw -2330795.324608 + Penalty 1939.784123 = -2328855.540485 nChanged 12 SP:Iteration 29Q (687.752414 sec): 3 clusters Score: Raw -2330798.767961 + Penalty 1939.784123 = -2328858.983838 nChanged 11 SP:Iteration 30Q (687.831304 sec): 3 clusters Score: Raw -2330801.278739 + Penalty 1939.784123 = -2328861.494616 nChanged 6 SP:Iteration 31Q (687.904504 sec): 3 clusters Score: Raw -2330802.636771 + Penalty 1939.784123 = -2328862.852649 nChanged 4 SP:Iteration 32Q (687.965341 sec): 3 clusters Score: Raw -2330803.674270 + Penalty 1939.784123 = -2328863.890147 nChanged 4 SP:Iteration 33Q (688.044801 sec): 3 clusters Score: Raw -2330805.001674 + Penalty 1939.784123 = -2328865.217552 nChanged 5 SP:Iteration 34Q (688.121532 sec): 3 clusters Score: Raw -2330806.438959 + Penalty 1939.784123 = -2328866.654837 nChanged 3 SP:Iteration 35Q (688.201814 sec): 3 clusters Score: Raw -2330806.984634 + Penalty 1939.784123 = -2328867.200512 nChanged 1 SP:Iteration 36Q (688.279662 sec): 3 clusters Score: Raw -2330807.205288 + Penalty 1939.784123 = -2328867.421165 nChanged 0 SP:Iteration 37F (688.358409 sec): 3 clusters Score: Raw -2330807.205288 + Penalty 1939.784123 = -2328867.421165 nChanged 0 Trying to split cluster 7 (26089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (688.410984 sec): 2 clusters Score: Raw -2313772.077839 + Penalty 966.080560 = -2312805.997279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (688.498688 sec): 3 clusters Score: Raw -2297292.632899 + Penalty 1932.161119 = -2295360.471780 nChanged 12261 SP:Iteration 1F (688.568330 sec): 3 clusters Score: Raw -2304652.832750 + Penalty 1932.161119 = -2302720.671631 nChanged 1222 SP:Iteration 2Q (688.650986 sec): 3 clusters Score: Raw -2305101.975789 + Penalty 1932.161119 = -2303169.814670 nChanged 1234 SP:Iteration 3Q (688.736466 sec): 3 clusters Score: Raw -2305647.498719 + Penalty 1932.161119 = -2303715.337600 nChanged 1313 SP:Iteration 4F (688.818617 sec): 3 clusters Score: Raw -2306379.063336 + Penalty 1932.161119 = -2304446.902216 nChanged 1467 SP:Iteration 5F (688.899851 sec): 3 clusters Score: Raw -2307335.067302 + Penalty 1932.161119 = -2305402.906183 nChanged 1522 SP:Iteration 6F (688.974583 sec): 3 clusters Score: Raw -2308465.703164 + Penalty 1932.161119 = -2306533.542045 nChanged 1516 SP:Iteration 7F (689.051605 sec): 3 clusters Score: Raw -2309583.858262 + Penalty 1932.161119 = -2307651.697143 nChanged 1342 SP:Iteration 8F (689.139763 sec): 3 clusters Score: Raw -2310451.171178 + Penalty 1932.161119 = -2308519.010059 nChanged 1092 SP:Iteration 9Q (689.215850 sec): 3 clusters Score: Raw -2311029.747680 + Penalty 1932.161119 = -2309097.586561 nChanged 828 SP:Iteration 10Q (689.297397 sec): 3 clusters Score: Raw -2311355.614546 + Penalty 1932.161119 = -2309423.453427 nChanged 591 SP:Iteration 11Q (689.380169 sec): 3 clusters Score: Raw -2311517.853508 + Penalty 1932.161119 = -2309585.692389 nChanged 403 SP:Iteration 12Q (689.463968 sec): 3 clusters Score: Raw -2311605.938929 + Penalty 1932.161119 = -2309673.777810 nChanged 305 SP:Iteration 13Q (689.544072 sec): 3 clusters Score: Raw -2311672.761092 + Penalty 1932.161119 = -2309740.599973 nChanged 287 SP:Iteration 14Q (689.615681 sec): 3 clusters Score: Raw -2311733.833733 + Penalty 1932.161119 = -2309801.672614 nChanged 264 SP:Iteration 15Q (689.705057 sec): 3 clusters Score: Raw -2311783.107002 + Penalty 1932.161119 = -2309850.945883 nChanged 241 SP:Iteration 16Q (689.784268 sec): 3 clusters Score: Raw -2311826.134467 + Penalty 1932.161119 = -2309893.973348 nChanged 201 SP:Iteration 17Q (689.859660 sec): 3 clusters Score: Raw -2311864.062890 + Penalty 1932.161119 = -2309931.901770 nChanged 199 SP:Iteration 18Q (689.931125 sec): 3 clusters Score: Raw -2311906.778447 + Penalty 1932.161119 = -2309974.617328 nChanged 226 SP:Iteration 19Q (690.018493 sec): 3 clusters Score: Raw -2311953.865510 + Penalty 1932.161119 = -2310021.704390 nChanged 240 SP:Iteration 20F (690.085423 sec): 3 clusters Score: Raw -2312004.762632 + Penalty 1932.161119 = -2310072.601513 nChanged 253 SP:Iteration 21Q (690.171651 sec): 3 clusters Score: Raw -2312058.049827 + Penalty 1932.161119 = -2310125.888708 nChanged 263 SP:Iteration 22Q (690.256944 sec): 3 clusters Score: Raw -2312125.330461 + Penalty 1932.161119 = -2310193.169341 nChanged 308 SP:Iteration 23Q (690.329735 sec): 3 clusters Score: Raw -2312202.595064 + Penalty 1932.161119 = -2310270.433945 nChanged 293 SP:Iteration 24Q (690.402702 sec): 3 clusters Score: Raw -2312276.930608 + Penalty 1932.161119 = -2310344.769489 nChanged 320 SP:Iteration 25Q (690.479268 sec): 3 clusters Score: Raw -2312362.267774 + Penalty 1932.161119 = -2310430.106655 nChanged 312 SP:Iteration 26Q (690.567357 sec): 3 clusters Score: Raw -2312448.342073 + Penalty 1932.161119 = -2310516.180954 nChanged 306 SP:Iteration 27Q (690.640547 sec): 3 clusters Score: Raw -2312532.884933 + Penalty 1932.161119 = -2310600.723814 nChanged 319 SP:Iteration 28Q (690.718777 sec): 3 clusters Score: Raw -2312626.687457 + Penalty 1932.161119 = -2310694.526338 nChanged 318 SP:Iteration 29Q (690.796269 sec): 3 clusters Score: Raw -2312717.438373 + Penalty 1932.161119 = -2310785.277254 nChanged 359 SP:Iteration 30Q (690.880770 sec): 3 clusters Score: Raw -2312841.178076 + Penalty 1932.161119 = -2310909.016956 nChanged 372 SP:Iteration 31Q (690.951146 sec): 3 clusters Score: Raw -2312972.363846 + Penalty 1932.161119 = -2311040.202726 nChanged 412 SP:Iteration 32Q (691.032770 sec): 3 clusters Score: Raw -2313125.889636 + Penalty 1932.161119 = -2311193.728517 nChanged 436 SP:Iteration 33Q (691.119121 sec): 3 clusters Score: Raw -2313283.762398 + Penalty 1932.161119 = -2311351.601279 nChanged 440 SP:Iteration 34Q (691.186334 sec): 3 clusters Score: Raw -2313454.537315 + Penalty 1932.161119 = -2311522.376195 nChanged 458 SP:Iteration 35Q (691.263092 sec): 3 clusters Score: Raw -2313629.265048 + Penalty 1932.161119 = -2311697.103929 nChanged 466 SP:Iteration 36Q (691.354768 sec): 3 clusters Score: Raw -2313827.258570 + Penalty 1932.161119 = -2311895.097451 nChanged 458 SP:Iteration 37Q (691.433259 sec): 3 clusters Score: Raw -2314034.747263 + Penalty 1932.161119 = -2312102.586144 nChanged 478 SP:Iteration 38Q (691.505190 sec): 3 clusters Score: Raw -2314264.465696 + Penalty 1932.161119 = -2312332.304577 nChanged 506 SP:Iteration 39Q (691.580499 sec): 3 clusters Score: Raw -2314540.102799 + Penalty 1932.161119 = -2312607.941680 nChanged 492 SP:Iteration 40F (691.652109 sec): 3 clusters Score: Raw -2314874.568757 + Penalty 1932.161119 = -2312942.407637 nChanged 544 SP:Iteration 41Q (691.744620 sec): 3 clusters Score: Raw -2315268.135018 + Penalty 1932.161119 = -2313335.973899 nChanged 541 SP:Iteration 42Q (691.824538 sec): 3 clusters Score: Raw -2315686.425490 + Penalty 1932.161119 = -2313754.264371 nChanged 567 SP:Iteration 43Q (691.904668 sec): 3 clusters Score: Raw -2316176.588734 + Penalty 1932.161119 = -2314244.427615 nChanged 527 SP:Iteration 44Q (691.984199 sec): 3 clusters Score: Raw -2316645.631330 + Penalty 1932.161119 = -2314713.470211 nChanged 443 SP:Iteration 45Q (692.058967 sec): 3 clusters Score: Raw -2317028.137514 + Penalty 1932.161119 = -2315095.976395 nChanged 351 SP:Iteration 46Q (692.138879 sec): 3 clusters Score: Raw -2317281.967361 + Penalty 1932.161119 = -2315349.806241 nChanged 260 SP:Iteration 47Q (692.210879 sec): 3 clusters Score: Raw -2317435.323368 + Penalty 1932.161119 = -2315503.162249 nChanged 208 SP:Iteration 48Q (692.286561 sec): 3 clusters Score: Raw -2317533.155035 + Penalty 1932.161119 = -2315600.993916 nChanged 167 SP:Iteration 49Q (692.361399 sec): 3 clusters Score: Raw -2317597.125197 + Penalty 1932.161119 = -2315664.964078 nChanged 122 SP:Iteration 50Q (692.430683 sec): 3 clusters Score: Raw -2317633.492579 + Penalty 1932.161119 = -2315701.331460 nChanged 80 SP:Iteration 51Q (692.511269 sec): 3 clusters Score: Raw -2317652.586178 + Penalty 1932.161119 = -2315720.425059 nChanged 70 SP:Iteration 52Q (692.587325 sec): 3 clusters Score: Raw -2317667.366428 + Penalty 1932.161119 = -2315735.205309 nChanged 57 SP:Iteration 53Q (692.663238 sec): 3 clusters Score: Raw -2317675.592267 + Penalty 1932.161119 = -2315743.431147 nChanged 25 SP:Iteration 54Q (692.734876 sec): 3 clusters Score: Raw -2317678.087013 + Penalty 1932.161119 = -2315745.925894 nChanged 22 SP:Iteration 55Q (692.801383 sec): 3 clusters Score: Raw -2317679.974879 + Penalty 1932.161119 = -2315747.813760 nChanged 15 SP:Iteration 56Q (692.875555 sec): 3 clusters Score: Raw -2317681.076551 + Penalty 1932.161119 = -2315748.915432 nChanged 15 SP:Iteration 57Q (692.955440 sec): 3 clusters Score: Raw -2317682.159969 + Penalty 1932.161119 = -2315749.998850 nChanged 9 SP:Iteration 58Q (693.028636 sec): 3 clusters Score: Raw -2317682.687288 + Penalty 1932.161119 = -2315750.526169 nChanged 10 SP:Iteration 59Q (693.103748 sec): 3 clusters Score: Raw -2317683.312797 + Penalty 1932.161119 = -2315751.151678 nChanged 13 SP:Iteration 60F (693.177010 sec): 3 clusters Score: Raw -2317684.403925 + Penalty 1932.161119 = -2315752.242806 nChanged 10 SP:Iteration 61Q (693.262839 sec): 3 clusters Score: Raw -2317685.413552 + Penalty 1932.161119 = -2315753.252433 nChanged 10 SP:Iteration 62Q (693.340918 sec): 3 clusters Score: Raw -2317686.380818 + Penalty 1932.161119 = -2315754.219699 nChanged 11 SP:Iteration 63Q (693.419068 sec): 3 clusters Score: Raw -2317686.919831 + Penalty 1932.161119 = -2315754.758712 nChanged 7 SP:Iteration 64Q (693.478572 sec): 3 clusters Score: Raw -2317687.496942 + Penalty 1932.161119 = -2315755.335823 nChanged 3 SP:Iteration 65Q (693.552582 sec): 3 clusters Score: Raw -2317687.690374 + Penalty 1932.161119 = -2315755.529255 nChanged 1 SP:Iteration 66Q (693.637237 sec): 3 clusters Score: Raw -2317687.808141 + Penalty 1932.161119 = -2315755.647022 nChanged 3 SP:Iteration 67Q (693.704430 sec): 3 clusters Score: Raw -2317687.972840 + Penalty 1932.161119 = -2315755.811721 nChanged 3 SP:Iteration 68Q (693.790044 sec): 3 clusters Score: Raw -2317688.120294 + Penalty 1932.161119 = -2315755.959175 nChanged 0 SP:Iteration 69F (693.874065 sec): 3 clusters Score: Raw -2317688.120294 + Penalty 1932.161119 = -2315755.959175 nChanged 0 Score: Raw -45218172.299475 + Penalty 42586.822079 = -45175585.477395 Splitting cluster 7 changes total score from -45172899.124682 to -45175585.477395 So it's getting split into cluster 34. Trying to split cluster 8 (1469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (702.898774 sec): 2 clusters Score: Raw -126421.021095 + Penalty 692.772032 = -125728.249064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (702.934609 sec): 3 clusters Score: Raw -125740.423310 + Penalty 1385.544063 = -124354.879247 nChanged 550 SP:Iteration 1F (702.992444 sec): 3 clusters Score: Raw -126125.729383 + Penalty 1385.544063 = -124740.185319 nChanged 108 SP:Iteration 2F (703.040796 sec): 3 clusters Score: Raw -126190.483817 + Penalty 1385.544063 = -124804.939754 nChanged 55 SP:Iteration 3Q (703.095432 sec): 3 clusters Score: Raw -126232.292766 + Penalty 1385.544063 = -124846.748702 nChanged 40 SP:Iteration 4Q (703.139640 sec): 3 clusters Score: Raw -126254.561812 + Penalty 1385.544063 = -124869.017748 nChanged 28 SP:Iteration 5Q (703.184653 sec): 3 clusters Score: Raw -126273.338812 + Penalty 1385.544063 = -124887.794748 nChanged 30 SP:Iteration 6Q (703.235523 sec): 3 clusters Score: Raw -126287.815797 + Penalty 1385.544063 = -124902.271734 nChanged 22 SP:Iteration 7Q (703.291639 sec): 3 clusters Score: Raw -126301.232268 + Penalty 1385.544063 = -124915.688204 nChanged 25 SP:Iteration 8Q (703.345049 sec): 3 clusters Score: Raw -126313.378813 + Penalty 1385.544063 = -124927.834749 nChanged 14 SP:Iteration 9Q (703.384556 sec): 3 clusters Score: Raw -126321.441228 + Penalty 1385.544063 = -124935.897165 nChanged 16 SP:Iteration 10Q (703.436575 sec): 3 clusters Score: Raw -126330.799171 + Penalty 1385.544063 = -124945.255107 nChanged 14 SP:Iteration 11Q (703.490898 sec): 3 clusters Score: Raw -126336.749983 + Penalty 1385.544063 = -124951.205919 nChanged 14 SP:Iteration 12Q (703.540236 sec): 3 clusters Score: Raw -126342.175803 + Penalty 1385.544063 = -124956.631739 nChanged 3 SP:Iteration 13Q (703.593260 sec): 3 clusters Score: Raw -126343.806324 + Penalty 1385.544063 = -124958.262261 nChanged 8 SP:Iteration 14Q (703.644550 sec): 3 clusters Score: Raw -126346.743147 + Penalty 1385.544063 = -124961.199084 nChanged 5 SP:Iteration 15Q (703.699796 sec): 3 clusters Score: Raw -126349.184916 + Penalty 1385.544063 = -124963.640852 nChanged 7 SP:Iteration 16Q (703.742077 sec): 3 clusters Score: Raw -126351.600721 + Penalty 1385.544063 = -124966.056658 nChanged 7 SP:Iteration 17Q (703.797287 sec): 3 clusters Score: Raw -126354.900218 + Penalty 1385.544063 = -124969.356155 nChanged 10 SP:Iteration 18Q (703.846927 sec): 3 clusters Score: Raw -126358.016328 + Penalty 1385.544063 = -124972.472264 nChanged 5 SP:Iteration 19Q (703.893517 sec): 3 clusters Score: Raw -126359.966072 + Penalty 1385.544063 = -124974.422008 nChanged 4 SP:Iteration 20F (703.940435 sec): 3 clusters Score: Raw -126364.107793 + Penalty 1385.544063 = -124978.563729 nChanged 8 SP:Iteration 21Q (703.983795 sec): 3 clusters Score: Raw -126366.615012 + Penalty 1385.544063 = -124981.070949 nChanged 8 SP:Iteration 22Q (704.045348 sec): 3 clusters Score: Raw -126370.422654 + Penalty 1385.544063 = -124984.878590 nChanged 5 SP:Iteration 23Q (704.080659 sec): 3 clusters Score: Raw -126373.383220 + Penalty 1385.544063 = -124987.839156 nChanged 7 SP:Iteration 24Q (704.133282 sec): 3 clusters Score: Raw -126377.343892 + Penalty 1385.544063 = -124991.799829 nChanged 9 SP:Iteration 25Q (704.181252 sec): 3 clusters Score: Raw -126382.564488 + Penalty 1385.544063 = -124997.020425 nChanged 12 SP:Iteration 26Q (704.215306 sec): 3 clusters Score: Raw -126388.850297 + Penalty 1385.544063 = -125003.306234 nChanged 9 SP:Iteration 27Q (704.269896 sec): 3 clusters Score: Raw -126392.624324 + Penalty 1385.544063 = -125007.080260 nChanged 6 SP:Iteration 28Q (704.320921 sec): 3 clusters Score: Raw -126395.751499 + Penalty 1385.544063 = -125010.207435 nChanged 7 SP:Iteration 29Q (704.360130 sec): 3 clusters Score: Raw -126397.848038 + Penalty 1385.544063 = -125012.303974 nChanged 5 SP:Iteration 30Q (704.407463 sec): 3 clusters Score: Raw -126399.885440 + Penalty 1385.544063 = -125014.341377 nChanged 4 SP:Iteration 31Q (704.460323 sec): 3 clusters Score: Raw -126401.144544 + Penalty 1385.544063 = -125015.600481 nChanged 3 SP:Iteration 32Q (704.494618 sec): 3 clusters Score: Raw -126402.247986 + Penalty 1385.544063 = -125016.703922 nChanged 3 SP:Iteration 33Q (704.550895 sec): 3 clusters Score: Raw -126403.290685 + Penalty 1385.544063 = -125017.746621 nChanged 2 SP:Iteration 34Q (704.592804 sec): 3 clusters Score: Raw -126404.129375 + Penalty 1385.544063 = -125018.585311 nChanged 3 SP:Iteration 35Q (704.639656 sec): 3 clusters Score: Raw -126405.413693 + Penalty 1385.544063 = -125019.869630 nChanged 3 SP:Iteration 36Q (704.687686 sec): 3 clusters Score: Raw -126406.663303 + Penalty 1385.544063 = -125021.119239 nChanged 0 SP:Iteration 37F (704.743228 sec): 3 clusters Score: Raw -126406.663303 + Penalty 1385.544063 = -125021.119239 nChanged 0 Trying to split cluster 9 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (704.767662 sec): 2 clusters Score: Raw -48060.321592 + Penalty 627.245850 = -47433.075742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (704.805621 sec): 3 clusters Score: Raw -47840.133534 + Penalty 1254.491700 = -46585.641835 nChanged 239 SP:Iteration 1F (704.848268 sec): 3 clusters Score: Raw -48146.879278 + Penalty 1254.491700 = -46892.387578 nChanged 80 SP:Iteration 2F (704.901087 sec): 3 clusters Score: Raw -48299.224122 + Penalty 1254.491700 = -47044.732422 nChanged 59 SP:Iteration 3F (704.939757 sec): 3 clusters Score: Raw -48396.625060 + Penalty 1254.491700 = -47142.133360 nChanged 41 SP:Iteration 4F (704.986530 sec): 3 clusters Score: Raw -48446.035859 + Penalty 1254.491700 = -47191.544159 nChanged 17 SP:Iteration 5Q (705.036132 sec): 3 clusters Score: Raw -48464.283783 + Penalty 1254.491700 = -47209.792084 nChanged 7 SP:Iteration 6Q (705.081778 sec): 3 clusters Score: Raw -48468.356692 + Penalty 1254.491700 = -47213.864993 nChanged 1 SP:Iteration 7Q (705.136013 sec): 3 clusters Score: Raw -48469.394024 + Penalty 1254.491700 = -47214.902324 nChanged 0 SP:Iteration 8F (705.172915 sec): 3 clusters Score: Raw -48469.394024 + Penalty 1254.491700 = -47214.902324 nChanged 0 Trying to split cluster 10 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.205196 sec): 2 clusters Score: Raw -38341.407899 + Penalty 601.830154 = -37739.577746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.240079 sec): 3 clusters Score: Raw -38203.924499 + Penalty 1203.660308 = -37000.264192 nChanged 173 SP:Iteration 1F (705.283619 sec): 3 clusters Score: Raw -38404.597153 + Penalty 1203.660308 = -37200.936846 nChanged 41 SP:Iteration 2F (705.332236 sec): 3 clusters Score: Raw -38449.550038 + Penalty 1203.660308 = -37245.889731 nChanged 25 SP:Iteration 3Q (705.365534 sec): 3 clusters Score: Raw -38486.378658 + Penalty 1203.660308 = -37282.718351 nChanged 15 SP:Iteration 4Q (705.414588 sec): 3 clusters Score: Raw -38507.307576 + Penalty 1203.660308 = -37303.647268 nChanged 14 SP:Iteration 5Q (705.456204 sec): 3 clusters Score: Raw -38523.554821 + Penalty 1203.660308 = -37319.894513 nChanged 14 SP:Iteration 6Q (705.499281 sec): 3 clusters Score: Raw -38544.651686 + Penalty 1203.660308 = -37340.991378 nChanged 20 SP:Iteration 7Q (705.535796 sec): 3 clusters Score: Raw -38580.577248 + Penalty 1203.660308 = -37376.916940 nChanged 19 SP:Iteration 8Q (705.583876 sec): 3 clusters Score: Raw -38626.545444 + Penalty 1203.660308 = -37422.885136 nChanged 14 SP:Iteration 9Q (705.634548 sec): 3 clusters Score: Raw -38661.457465 + Penalty 1203.660308 = -37457.797158 nChanged 10 SP:Iteration 10Q (705.685477 sec): 3 clusters Score: Raw -38669.218532 + Penalty 1203.660308 = -37465.558224 nChanged 2 SP:Iteration 11Q (705.727447 sec): 3 clusters Score: Raw -38672.439986 + Penalty 1203.660308 = -37468.779679 nChanged 3 SP:Iteration 12Q (705.766259 sec): 3 clusters Score: Raw -38676.215530 + Penalty 1203.660308 = -37472.555222 nChanged 0 SP:Iteration 13F (705.822337 sec): 3 clusters Score: Raw -38676.215530 + Penalty 1203.660308 = -37472.555222 nChanged 0 Trying to split cluster 11 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.847449 sec): 2 clusters Score: Raw -17227.690590 + Penalty 522.619530 = -16705.071060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.893392 sec): 3 clusters Score: Raw -17215.161202 + Penalty 1045.239060 = -16169.922142 nChanged 60 SP:Iteration 1F (705.938982 sec): 3 clusters Score: Raw -17326.935436 + Penalty 1045.239060 = -16281.696376 nChanged 13 SP:Iteration 2F (705.985933 sec): 3 clusters Score: Raw -17355.434320 + Penalty 1045.239060 = -16310.195260 nChanged 6 SP:Iteration 3Q (706.033122 sec): 3 clusters Score: Raw -17367.979884 + Penalty 1045.239060 = -16322.740824 nChanged 2 SP:Iteration 4Q (706.077405 sec): 3 clusters Score: Raw -17370.809384 + Penalty 1045.239060 = -16325.570324 nChanged 2 SP:Iteration 5Q (706.127620 sec): 3 clusters Score: Raw -17372.979029 + Penalty 1045.239060 = -16327.739969 nChanged 1 SP:Iteration 6Q (706.170425 sec): 3 clusters Score: Raw -17374.793253 + Penalty 1045.239060 = -16329.554193 nChanged 1 SP:Iteration 7Q (706.201644 sec): 3 clusters Score: Raw -17379.063851 + Penalty 1045.239060 = -16333.824791 nChanged 1 SP:Iteration 8Q (706.251878 sec): 3 clusters Score: Raw -17381.357625 + Penalty 1045.239060 = -16336.118565 nChanged 1 SP:Iteration 9Q (706.294241 sec): 3 clusters Score: Raw -17382.259305 + Penalty 1045.239060 = -16337.020245 nChanged 0 SP:Iteration 10F (706.338856 sec): 3 clusters Score: Raw -17382.259305 + Penalty 1045.239060 = -16337.020245 nChanged 0 Trying to split cluster 12 (2957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (706.373018 sec): 2 clusters Score: Raw -247567.340708 + Penalty 759.233399 = -246808.107308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (706.417435 sec): 3 clusters Score: Raw -246061.541378 + Penalty 1518.466799 = -244543.074579 nChanged 1137 SP:Iteration 1F (706.466403 sec): 3 clusters Score: Raw -246728.000323 + Penalty 1518.466799 = -245209.533524 nChanged 234 SP:Iteration 2F (706.501001 sec): 3 clusters Score: Raw -246878.858678 + Penalty 1518.466799 = -245360.391879 nChanged 191 SP:Iteration 3F (706.539654 sec): 3 clusters Score: Raw -246995.683474 + Penalty 1518.466799 = -245477.216675 nChanged 144 SP:Iteration 4Q (706.579060 sec): 3 clusters Score: Raw -247088.993436 + Penalty 1518.466799 = -245570.526638 nChanged 110 SP:Iteration 5Q (706.629108 sec): 3 clusters Score: Raw -247153.509465 + Penalty 1518.466799 = -245635.042666 nChanged 101 SP:Iteration 6Q (706.685102 sec): 3 clusters Score: Raw -247210.398817 + Penalty 1518.466799 = -245691.932018 nChanged 87 SP:Iteration 7Q (706.740447 sec): 3 clusters Score: Raw -247257.588728 + Penalty 1518.466799 = -245739.121929 nChanged 68 SP:Iteration 8Q (706.782941 sec): 3 clusters Score: Raw -247296.248957 + Penalty 1518.466799 = -245777.782158 nChanged 74 SP:Iteration 9Q (706.844969 sec): 3 clusters Score: Raw -247335.778015 + Penalty 1518.466799 = -245817.311216 nChanged 60 SP:Iteration 10Q (706.884088 sec): 3 clusters Score: Raw -247373.023801 + Penalty 1518.466799 = -245854.557003 nChanged 60 SP:Iteration 11Q (706.933918 sec): 3 clusters Score: Raw -247411.334643 + Penalty 1518.466799 = -245892.867844 nChanged 60 SP:Iteration 12Q (706.995716 sec): 3 clusters Score: Raw -247460.499008 + Penalty 1518.466799 = -245942.032209 nChanged 56 SP:Iteration 13Q (707.048903 sec): 3 clusters Score: Raw -247500.582637 + Penalty 1518.466799 = -245982.115838 nChanged 58 SP:Iteration 14Q (707.099101 sec): 3 clusters Score: Raw -247529.119001 + Penalty 1518.466799 = -246010.652202 nChanged 41 SP:Iteration 15Q (707.145351 sec): 3 clusters Score: Raw -247557.689087 + Penalty 1518.466799 = -246039.222288 nChanged 47 SP:Iteration 16Q (707.204198 sec): 3 clusters Score: Raw -247598.791254 + Penalty 1518.466799 = -246080.324455 nChanged 39 SP:Iteration 17Q (707.247295 sec): 3 clusters Score: Raw -247643.002881 + Penalty 1518.466799 = -246124.536082 nChanged 37 SP:Iteration 18Q (707.311891 sec): 3 clusters Score: Raw -247694.480062 + Penalty 1518.466799 = -246176.013263 nChanged 42 SP:Iteration 19Q (707.353489 sec): 3 clusters Score: Raw -247738.575476 + Penalty 1518.466799 = -246220.108677 nChanged 30 SP:Iteration 20F (707.406687 sec): 3 clusters Score: Raw -247770.792867 + Penalty 1518.466799 = -246252.326068 nChanged 18 SP:Iteration 21Q (707.471126 sec): 3 clusters Score: Raw -247783.552924 + Penalty 1518.466799 = -246265.086125 nChanged 15 SP:Iteration 22Q (707.523849 sec): 3 clusters Score: Raw -247793.626552 + Penalty 1518.466799 = -246275.159753 nChanged 18 SP:Iteration 23Q (707.573572 sec): 3 clusters Score: Raw -247818.215444 + Penalty 1518.466799 = -246299.748646 nChanged 18 SP:Iteration 24Q (707.615774 sec): 3 clusters Score: Raw -247834.852859 + Penalty 1518.466799 = -246316.386061 nChanged 20 SP:Iteration 25Q (707.670325 sec): 3 clusters Score: Raw -247848.479447 + Penalty 1518.466799 = -246330.012648 nChanged 15 SP:Iteration 26Q (707.715956 sec): 3 clusters Score: Raw -247854.091854 + Penalty 1518.466799 = -246335.625055 nChanged 6 SP:Iteration 27Q (707.767185 sec): 3 clusters Score: Raw -247857.492727 + Penalty 1518.466799 = -246339.025928 nChanged 3 SP:Iteration 28Q (707.817345 sec): 3 clusters Score: Raw -247858.021288 + Penalty 1518.466799 = -246339.554489 nChanged 1 SP:Iteration 29Q (707.869940 sec): 3 clusters Score: Raw -247858.239360 + Penalty 1518.466799 = -246339.772562 nChanged 1 SP:Iteration 30Q (707.921321 sec): 3 clusters Score: Raw -247858.550190 + Penalty 1518.466799 = -246340.083391 nChanged 0 SP:Iteration 31F (707.975282 sec): 3 clusters Score: Raw -247858.550190 + Penalty 1518.466799 = -246340.083391 nChanged 0 Trying to split cluster 13 (27592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (708.036371 sec): 2 clusters Score: Raw -2227397.599719 + Penalty 971.401710 = -2226426.198010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (708.120628 sec): 3 clusters Score: Raw -2209894.265588 + Penalty 1942.803419 = -2207951.462169 nChanged 13034 SP:Iteration 1F (708.203891 sec): 3 clusters Score: Raw -2217606.412493 + Penalty 1942.803419 = -2215663.609074 nChanged 1694 SP:Iteration 2F (708.280932 sec): 3 clusters Score: Raw -2218434.889040 + Penalty 1942.803419 = -2216492.085621 nChanged 1896 SP:Iteration 3F (708.368264 sec): 3 clusters Score: Raw -2219532.956144 + Penalty 1942.803419 = -2217590.152724 nChanged 2074 SP:Iteration 4F (708.448850 sec): 3 clusters Score: Raw -2220895.698493 + Penalty 1942.803419 = -2218952.895073 nChanged 2045 SP:Iteration 5F (708.531276 sec): 3 clusters Score: Raw -2222304.618713 + Penalty 1942.803419 = -2220361.815294 nChanged 1770 SP:Iteration 6F (708.612840 sec): 3 clusters Score: Raw -2223593.072374 + Penalty 1942.803419 = -2221650.268955 nChanged 1471 SP:Iteration 7F (708.681460 sec): 3 clusters Score: Raw -2224741.920115 + Penalty 1942.803419 = -2222799.116696 nChanged 1154 SP:Iteration 8Q (708.759017 sec): 3 clusters Score: Raw -2225742.718147 + Penalty 1942.803419 = -2223799.914728 nChanged 845 SP:Iteration 9Q (708.850232 sec): 3 clusters Score: Raw -2226510.545907 + Penalty 1942.803419 = -2224567.742487 nChanged 495 SP:Iteration 10Q (708.925915 sec): 3 clusters Score: Raw -2226939.934506 + Penalty 1942.803419 = -2224997.131086 nChanged 303 SP:Iteration 11Q (709.018707 sec): 3 clusters Score: Raw -2227207.142626 + Penalty 1942.803419 = -2225264.339207 nChanged 171 SP:Iteration 12Q (709.087969 sec): 3 clusters Score: Raw -2227342.379188 + Penalty 1942.803419 = -2225399.575768 nChanged 88 SP:Iteration 13Q (709.177079 sec): 3 clusters Score: Raw -2227410.472646 + Penalty 1942.803419 = -2225467.669227 nChanged 67 SP:Iteration 14Q (709.258468 sec): 3 clusters Score: Raw -2227466.142735 + Penalty 1942.803419 = -2225523.339316 nChanged 41 SP:Iteration 15Q (709.333064 sec): 3 clusters Score: Raw -2227494.985048 + Penalty 1942.803419 = -2225552.181629 nChanged 29 SP:Iteration 16Q (709.402954 sec): 3 clusters Score: Raw -2227517.725064 + Penalty 1942.803419 = -2225574.921645 nChanged 19 SP:Iteration 17Q (709.474443 sec): 3 clusters Score: Raw -2227528.460044 + Penalty 1942.803419 = -2225585.656625 nChanged 11 SP:Iteration 18Q (709.558347 sec): 3 clusters Score: Raw -2227536.157862 + Penalty 1942.803419 = -2225593.354442 nChanged 11 SP:Iteration 19Q (709.636792 sec): 3 clusters Score: Raw -2227543.576960 + Penalty 1942.803419 = -2225600.773541 nChanged 13 SP:Iteration 20F (709.720231 sec): 3 clusters Score: Raw -2227549.334498 + Penalty 1942.803419 = -2225606.531078 nChanged 15 SP:Iteration 21Q (709.797130 sec): 3 clusters Score: Raw -2227557.319840 + Penalty 1942.803419 = -2225614.516420 nChanged 8 SP:Iteration 22Q (709.874668 sec): 3 clusters Score: Raw -2227561.451828 + Penalty 1942.803419 = -2225618.648408 nChanged 8 SP:Iteration 23Q (709.956155 sec): 3 clusters Score: Raw -2227564.743836 + Penalty 1942.803419 = -2225621.940416 nChanged 5 SP:Iteration 24Q (710.029652 sec): 3 clusters Score: Raw -2227567.283084 + Penalty 1942.803419 = -2225624.479664 nChanged 2 SP:Iteration 25Q (710.111927 sec): 3 clusters Score: Raw -2227568.268225 + Penalty 1942.803419 = -2225625.464806 nChanged 6 SP:Iteration 26Q (710.192375 sec): 3 clusters Score: Raw -2227572.099783 + Penalty 1942.803419 = -2225629.296363 nChanged 5 SP:Iteration 27Q (710.270300 sec): 3 clusters Score: Raw -2227575.752850 + Penalty 1942.803419 = -2225632.949430 nChanged 7 SP:Iteration 28Q (710.337343 sec): 3 clusters Score: Raw -2227580.606398 + Penalty 1942.803419 = -2225637.802979 nChanged 8 SP:Iteration 29Q (710.411110 sec): 3 clusters Score: Raw -2227583.913648 + Penalty 1942.803419 = -2225641.110228 nChanged 1 SP:Iteration 30Q (710.492146 sec): 3 clusters Score: Raw -2227584.172734 + Penalty 1942.803419 = -2225641.369314 nChanged 0 SP:Iteration 31F (710.577826 sec): 3 clusters Score: Raw -2227584.172734 + Penalty 1942.803419 = -2225641.369314 nChanged 0 Trying to split cluster 14 (52397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (710.655298 sec): 2 clusters Score: Raw -4494200.585955 + Penalty 1032.327439 = -4493168.258516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (710.765636 sec): 3 clusters Score: Raw -4460259.483934 + Penalty 2064.654877 = -4458194.829057 nChanged 25053 SP:Iteration 1F (710.882462 sec): 3 clusters Score: Raw -4475031.383179 + Penalty 2064.654877 = -4472966.728302 nChanged 2584 SP:Iteration 2Q (711.007916 sec): 3 clusters Score: Raw -4476062.165255 + Penalty 2064.654877 = -4473997.510378 nChanged 3062 SP:Iteration 3F (711.125110 sec): 3 clusters Score: Raw -4477653.341084 + Penalty 2064.654877 = -4475588.686207 nChanged 3678 SP:Iteration 4F (711.243721 sec): 3 clusters Score: Raw -4480108.883384 + Penalty 2064.654877 = -4478044.228507 nChanged 4007 SP:Iteration 5F (711.360658 sec): 3 clusters Score: Raw -4483334.015776 + Penalty 2064.654877 = -4481269.360899 nChanged 3906 SP:Iteration 6F (711.475207 sec): 3 clusters Score: Raw -4486922.939987 + Penalty 2064.654877 = -4484858.285110 nChanged 3218 SP:Iteration 7F (711.586968 sec): 3 clusters Score: Raw -4489929.872430 + Penalty 2064.654877 = -4487865.217552 nChanged 2223 SP:Iteration 8Q (711.706739 sec): 3 clusters Score: Raw -4491938.262013 + Penalty 2064.654877 = -4489873.607136 nChanged 1308 SP:Iteration 9Q (711.819480 sec): 3 clusters Score: Raw -4493053.479252 + Penalty 2064.654877 = -4490988.824375 nChanged 749 SP:Iteration 10Q (711.926934 sec): 3 clusters Score: Raw -4493657.662319 + Penalty 2064.654877 = -4491593.007442 nChanged 399 SP:Iteration 11Q (712.027073 sec): 3 clusters Score: Raw -4493950.379394 + Penalty 2064.654877 = -4491885.724517 nChanged 227 SP:Iteration 12Q (712.119112 sec): 3 clusters Score: Raw -4494109.382043 + Penalty 2064.654877 = -4492044.727165 nChanged 133 SP:Iteration 13Q (712.227513 sec): 3 clusters Score: Raw -4494212.412849 + Penalty 2064.654877 = -4492147.757972 nChanged 86 SP:Iteration 14Q (712.319011 sec): 3 clusters Score: Raw -4494276.242554 + Penalty 2064.654877 = -4492211.587677 nChanged 61 SP:Iteration 15Q (712.427012 sec): 3 clusters Score: Raw -4494320.860505 + Penalty 2064.654877 = -4492256.205628 nChanged 41 SP:Iteration 16Q (712.527987 sec): 3 clusters Score: Raw -4494341.685340 + Penalty 2064.654877 = -4492277.030463 nChanged 36 SP:Iteration 17Q (712.620884 sec): 3 clusters Score: Raw -4494360.069803 + Penalty 2064.654877 = -4492295.414926 nChanged 23 SP:Iteration 18Q (712.717290 sec): 3 clusters Score: Raw -4494376.130533 + Penalty 2064.654877 = -4492311.475655 nChanged 20 SP:Iteration 19Q (712.810084 sec): 3 clusters Score: Raw -4494387.494033 + Penalty 2064.654877 = -4492322.839156 nChanged 25 SP:Iteration 20F (712.908316 sec): 3 clusters Score: Raw -4494403.234508 + Penalty 2064.654877 = -4492338.579630 nChanged 21 SP:Iteration 21Q (713.010214 sec): 3 clusters Score: Raw -4494414.540508 + Penalty 2064.654877 = -4492349.885631 nChanged 17 SP:Iteration 22Q (713.112412 sec): 3 clusters Score: Raw -4494424.121673 + Penalty 2064.654877 = -4492359.466796 nChanged 10 SP:Iteration 23Q (713.210508 sec): 3 clusters Score: Raw -4494428.791858 + Penalty 2064.654877 = -4492364.136981 nChanged 5 SP:Iteration 24Q (713.312297 sec): 3 clusters Score: Raw -4494430.329663 + Penalty 2064.654877 = -4492365.674786 nChanged 3 SP:Iteration 25Q (713.407253 sec): 3 clusters Score: Raw -4494431.009964 + Penalty 2064.654877 = -4492366.355087 nChanged 4 SP:Iteration 26Q (713.502183 sec): 3 clusters Score: Raw -4494432.854150 + Penalty 2064.654877 = -4492368.199273 nChanged 2 SP:Iteration 27Q (713.606418 sec): 3 clusters Score: Raw -4494433.739214 + Penalty 2064.654877 = -4492369.084337 nChanged 0 SP:Iteration 28F (713.719111 sec): 3 clusters Score: Raw -4494433.739214 + Penalty 2064.654877 = -4492369.084337 nChanged 0 Trying to split cluster 15 (8685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (713.757745 sec): 2 clusters Score: Raw -776635.818717 + Penalty 861.588504 = -775774.230213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (713.818931 sec): 3 clusters Score: Raw -771476.588758 + Penalty 1723.177009 = -769753.411749 nChanged 3881 SP:Iteration 1F (713.878855 sec): 3 clusters Score: Raw -773818.381964 + Penalty 1723.177009 = -772095.204955 nChanged 624 SP:Iteration 2F (713.939826 sec): 3 clusters Score: Raw -774212.890862 + Penalty 1723.177009 = -772489.713853 nChanged 600 SP:Iteration 3F (713.990035 sec): 3 clusters Score: Raw -774614.974152 + Penalty 1723.177009 = -772891.797143 nChanged 565 SP:Iteration 4F (714.041669 sec): 3 clusters Score: Raw -775036.162004 + Penalty 1723.177009 = -773312.984995 nChanged 543 SP:Iteration 5F (714.111062 sec): 3 clusters Score: Raw -775428.083643 + Penalty 1723.177009 = -773704.906634 nChanged 457 SP:Iteration 6F (714.173227 sec): 3 clusters Score: Raw -775731.476659 + Penalty 1723.177009 = -774008.299650 nChanged 412 SP:Iteration 7Q (714.231161 sec): 3 clusters Score: Raw -775995.935491 + Penalty 1723.177009 = -774272.758482 nChanged 338 SP:Iteration 8Q (714.278070 sec): 3 clusters Score: Raw -776191.134657 + Penalty 1723.177009 = -774467.957648 nChanged 264 SP:Iteration 9Q (714.342194 sec): 3 clusters Score: Raw -776318.869182 + Penalty 1723.177009 = -774595.692173 nChanged 211 SP:Iteration 10Q (714.393353 sec): 3 clusters Score: Raw -776412.384583 + Penalty 1723.177009 = -774689.207574 nChanged 179 SP:Iteration 11Q (714.463278 sec): 3 clusters Score: Raw -776487.964114 + Penalty 1723.177009 = -774764.787106 nChanged 153 SP:Iteration 12Q (714.515891 sec): 3 clusters Score: Raw -776554.017156 + Penalty 1723.177009 = -774830.840147 nChanged 153 SP:Iteration 13Q (714.570059 sec): 3 clusters Score: Raw -776628.767707 + Penalty 1723.177009 = -774905.590698 nChanged 146 SP:Iteration 14Q (714.614056 sec): 3 clusters Score: Raw -776702.070813 + Penalty 1723.177009 = -774978.893805 nChanged 133 SP:Iteration 15Q (714.671504 sec): 3 clusters Score: Raw -776764.115135 + Penalty 1723.177009 = -775040.938126 nChanged 102 SP:Iteration 16Q (714.727200 sec): 3 clusters Score: Raw -776813.439312 + Penalty 1723.177009 = -775090.262303 nChanged 99 SP:Iteration 17Q (714.781564 sec): 3 clusters Score: Raw -776860.788687 + Penalty 1723.177009 = -775137.611678 nChanged 76 SP:Iteration 18Q (714.840907 sec): 3 clusters Score: Raw -776898.129845 + Penalty 1723.177009 = -775174.952836 nChanged 78 SP:Iteration 19Q (714.898413 sec): 3 clusters Score: Raw -776931.245283 + Penalty 1723.177009 = -775208.068274 nChanged 59 SP:Iteration 20F (714.949952 sec): 3 clusters Score: Raw -776950.959187 + Penalty 1723.177009 = -775227.782178 nChanged 51 SP:Iteration 21Q (715.005099 sec): 3 clusters Score: Raw -776966.903757 + Penalty 1723.177009 = -775243.726749 nChanged 40 SP:Iteration 22Q (715.054219 sec): 3 clusters Score: Raw -776983.325541 + Penalty 1723.177009 = -775260.148532 nChanged 44 SP:Iteration 23Q (715.114888 sec): 3 clusters Score: Raw -776998.808500 + Penalty 1723.177009 = -775275.631491 nChanged 26 SP:Iteration 24Q (715.168063 sec): 3 clusters Score: Raw -777004.752034 + Penalty 1723.177009 = -775281.575025 nChanged 27 SP:Iteration 25Q (715.227238 sec): 3 clusters Score: Raw -777012.090749 + Penalty 1723.177009 = -775288.913740 nChanged 17 SP:Iteration 26Q (715.274613 sec): 3 clusters Score: Raw -777015.281915 + Penalty 1723.177009 = -775292.104906 nChanged 11 SP:Iteration 27Q (715.338750 sec): 3 clusters Score: Raw -777017.533507 + Penalty 1723.177009 = -775294.356498 nChanged 11 SP:Iteration 28Q (715.385015 sec): 3 clusters Score: Raw -777019.707338 + Penalty 1723.177009 = -775296.530329 nChanged 11 SP:Iteration 29Q (715.450761 sec): 3 clusters Score: Raw -777021.213554 + Penalty 1723.177009 = -775298.036545 nChanged 5 SP:Iteration 30Q (715.507974 sec): 3 clusters Score: Raw -777022.028562 + Penalty 1723.177009 = -775298.851553 nChanged 3 SP:Iteration 31Q (715.565899 sec): 3 clusters Score: Raw -777022.851403 + Penalty 1723.177009 = -775299.674394 nChanged 8 SP:Iteration 32Q (715.609110 sec): 3 clusters Score: Raw -777024.133708 + Penalty 1723.177009 = -775300.956699 nChanged 6 SP:Iteration 33Q (715.663585 sec): 3 clusters Score: Raw -777024.779147 + Penalty 1723.177009 = -775301.602138 nChanged 2 SP:Iteration 34Q (715.731303 sec): 3 clusters Score: Raw -777025.014057 + Penalty 1723.177009 = -775301.837048 nChanged 3 SP:Iteration 35Q (715.792667 sec): 3 clusters Score: Raw -777025.557901 + Penalty 1723.177009 = -775302.380892 nChanged 3 SP:Iteration 36Q (715.849944 sec): 3 clusters Score: Raw -777026.389993 + Penalty 1723.177009 = -775303.212984 nChanged 6 SP:Iteration 37Q (715.908013 sec): 3 clusters Score: Raw -777027.489984 + Penalty 1723.177009 = -775304.312975 nChanged 2 SP:Iteration 38Q (715.964247 sec): 3 clusters Score: Raw -777027.882580 + Penalty 1723.177009 = -775304.705571 nChanged 1 SP:Iteration 39Q (716.004962 sec): 3 clusters Score: Raw -777028.012961 + Penalty 1723.177009 = -775304.835952 nChanged 0 SP:Iteration 40F (716.070926 sec): 3 clusters Score: Raw -777028.012961 + Penalty 1723.177009 = -775304.835952 nChanged 0 Trying to split cluster 16 (4548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (716.101144 sec): 2 clusters Score: Raw -373276.906288 + Penalty 800.132071 = -372476.774217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (716.141193 sec): 3 clusters Score: Raw -370794.515476 + Penalty 1600.264142 = -369194.251333 nChanged 1936 SP:Iteration 1F (716.202733 sec): 3 clusters Score: Raw -371925.111569 + Penalty 1600.264142 = -370324.847427 nChanged 350 SP:Iteration 2F (716.252448 sec): 3 clusters Score: Raw -372130.007327 + Penalty 1600.264142 = -370529.743184 nChanged 279 SP:Iteration 3F (716.307559 sec): 3 clusters Score: Raw -372315.947476 + Penalty 1600.264142 = -370715.683334 nChanged 272 SP:Iteration 4F (716.359203 sec): 3 clusters Score: Raw -372514.594223 + Penalty 1600.264142 = -370914.330081 nChanged 256 SP:Iteration 5F (716.406790 sec): 3 clusters Score: Raw -372705.293389 + Penalty 1600.264142 = -371105.029247 nChanged 256 SP:Iteration 6F (716.447581 sec): 3 clusters Score: Raw -372896.095322 + Penalty 1600.264142 = -371295.831179 nChanged 266 SP:Iteration 7F (716.495102 sec): 3 clusters Score: Raw -373098.577593 + Penalty 1600.264142 = -371498.313451 nChanged 205 SP:Iteration 8Q (716.555984 sec): 3 clusters Score: Raw -373227.586425 + Penalty 1600.264142 = -371627.322282 nChanged 153 SP:Iteration 9Q (716.613293 sec): 3 clusters Score: Raw -373310.195395 + Penalty 1600.264142 = -371709.931252 nChanged 124 SP:Iteration 10Q (716.654657 sec): 3 clusters Score: Raw -373382.683467 + Penalty 1600.264142 = -371782.419325 nChanged 122 SP:Iteration 11Q (716.712981 sec): 3 clusters Score: Raw -373454.874362 + Penalty 1600.264142 = -371854.610220 nChanged 100 SP:Iteration 12Q (716.762018 sec): 3 clusters Score: Raw -373501.639108 + Penalty 1600.264142 = -371901.374965 nChanged 83 SP:Iteration 13Q (716.816620 sec): 3 clusters Score: Raw -373533.428354 + Penalty 1600.264142 = -371933.164212 nChanged 60 SP:Iteration 14Q (716.857102 sec): 3 clusters Score: Raw -373555.762186 + Penalty 1600.264142 = -371955.498044 nChanged 42 SP:Iteration 15Q (716.905913 sec): 3 clusters Score: Raw -373567.001722 + Penalty 1600.264142 = -371966.737579 nChanged 36 SP:Iteration 16Q (716.955189 sec): 3 clusters Score: Raw -373575.084015 + Penalty 1600.264142 = -371974.819873 nChanged 20 SP:Iteration 17Q (717.011744 sec): 3 clusters Score: Raw -373580.027615 + Penalty 1600.264142 = -371979.763472 nChanged 21 SP:Iteration 18Q (717.053928 sec): 3 clusters Score: Raw -373584.527557 + Penalty 1600.264142 = -371984.263414 nChanged 15 SP:Iteration 19Q (717.100833 sec): 3 clusters Score: Raw -373588.268984 + Penalty 1600.264142 = -371988.004842 nChanged 16 SP:Iteration 20F (717.151811 sec): 3 clusters Score: Raw -373592.222064 + Penalty 1600.264142 = -371991.957922 nChanged 15 SP:Iteration 21Q (717.201139 sec): 3 clusters Score: Raw -373595.178835 + Penalty 1600.264142 = -371994.914692 nChanged 5 SP:Iteration 22Q (717.248717 sec): 3 clusters Score: Raw -373595.792254 + Penalty 1600.264142 = -371995.528112 nChanged 3 SP:Iteration 23Q (717.301647 sec): 3 clusters Score: Raw -373596.525244 + Penalty 1600.264142 = -371996.261101 nChanged 4 SP:Iteration 24Q (717.353848 sec): 3 clusters Score: Raw -373597.685290 + Penalty 1600.264142 = -371997.421147 nChanged 5 SP:Iteration 25Q (717.401469 sec): 3 clusters Score: Raw -373598.573245 + Penalty 1600.264142 = -371998.309102 nChanged 3 SP:Iteration 26Q (717.461445 sec): 3 clusters Score: Raw -373599.345627 + Penalty 1600.264142 = -371999.081485 nChanged 2 SP:Iteration 27Q (717.503876 sec): 3 clusters Score: Raw -373599.622534 + Penalty 1600.264142 = -371999.358391 nChanged 1 SP:Iteration 28Q (717.549316 sec): 3 clusters Score: Raw -373599.740263 + Penalty 1600.264142 = -371999.476121 nChanged 3 SP:Iteration 29Q (717.591850 sec): 3 clusters Score: Raw -373600.085920 + Penalty 1600.264142 = -371999.821778 nChanged 0 SP:Iteration 30F (717.641132 sec): 3 clusters Score: Raw -373600.085920 + Penalty 1600.264142 = -371999.821778 nChanged 0 Trying to split cluster 17 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (717.660965 sec): 2 clusters Score: Raw -49185.180809 + Penalty 613.094375 = -48572.086434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (717.707420 sec): 3 clusters Score: Raw -49022.930854 + Penalty 1226.188750 = -47796.742104 nChanged 208 SP:Iteration 1F (717.743040 sec): 3 clusters Score: Raw -49348.105431 + Penalty 1226.188750 = -48121.916682 nChanged 68 SP:Iteration 2F (717.787509 sec): 3 clusters Score: Raw -49494.660094 + Penalty 1226.188750 = -48268.471344 nChanged 44 SP:Iteration 3F (717.832352 sec): 3 clusters Score: Raw -49590.045398 + Penalty 1226.188750 = -48363.856649 nChanged 34 SP:Iteration 4F (717.867166 sec): 3 clusters Score: Raw -49666.782837 + Penalty 1226.188750 = -48440.594087 nChanged 20 SP:Iteration 5Q (717.899404 sec): 3 clusters Score: Raw -49700.859634 + Penalty 1226.188750 = -48474.670884 nChanged 15 SP:Iteration 6Q (717.947256 sec): 3 clusters Score: Raw -49724.612124 + Penalty 1226.188750 = -48498.423375 nChanged 2 SP:Iteration 7Q (717.986385 sec): 3 clusters Score: Raw -49737.964706 + Penalty 1226.188750 = -48511.775956 nChanged 3 SP:Iteration 8Q (718.027461 sec): 3 clusters Score: Raw -49747.520854 + Penalty 1226.188750 = -48521.332104 nChanged 1 SP:Iteration 9Q (718.075888 sec): 3 clusters Score: Raw -49749.996178 + Penalty 1226.188750 = -48523.807429 nChanged 1 SP:Iteration 10Q (718.116924 sec): 3 clusters Score: Raw -49754.592105 + Penalty 1226.188750 = -48528.403356 nChanged 2 SP:Iteration 11Q (718.151360 sec): 3 clusters Score: Raw -49756.926725 + Penalty 1226.188750 = -48530.737976 nChanged 0 SP:Iteration 12F (718.188998 sec): 3 clusters Score: Raw -49756.926725 + Penalty 1226.188750 = -48530.737976 nChanged 0 Trying to split cluster 18 (1115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (718.217313 sec): 2 clusters Score: Raw -83525.003910 + Penalty 666.577920 = -82858.425990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (718.255742 sec): 3 clusters Score: Raw -83045.324677 + Penalty 1333.155840 = -81712.168837 nChanged 414 SP:Iteration 1F (718.307748 sec): 3 clusters Score: Raw -83352.688649 + Penalty 1333.155840 = -82019.532809 nChanged 111 SP:Iteration 2F (718.338681 sec): 3 clusters Score: Raw -83431.015170 + Penalty 1333.155840 = -82097.859330 nChanged 60 SP:Iteration 3F (718.379499 sec): 3 clusters Score: Raw -83482.978923 + Penalty 1333.155840 = -82149.823083 nChanged 46 SP:Iteration 4Q (718.416355 sec): 3 clusters Score: Raw -83518.240641 + Penalty 1333.155840 = -82185.084801 nChanged 23 SP:Iteration 5Q (718.458452 sec): 3 clusters Score: Raw -83532.801525 + Penalty 1333.155840 = -82199.645685 nChanged 19 SP:Iteration 6Q (718.503032 sec): 3 clusters Score: Raw -83544.436339 + Penalty 1333.155840 = -82211.280499 nChanged 15 SP:Iteration 7Q (718.559111 sec): 3 clusters Score: Raw -83556.347054 + Penalty 1333.155840 = -82223.191214 nChanged 17 SP:Iteration 8Q (718.592270 sec): 3 clusters Score: Raw -83566.840080 + Penalty 1333.155840 = -82233.684240 nChanged 19 SP:Iteration 9Q (718.631303 sec): 3 clusters Score: Raw -83580.658081 + Penalty 1333.155840 = -82247.502241 nChanged 18 SP:Iteration 10Q (718.681863 sec): 3 clusters Score: Raw -83593.747470 + Penalty 1333.155840 = -82260.591630 nChanged 19 SP:Iteration 11Q (718.726015 sec): 3 clusters Score: Raw -83610.521127 + Penalty 1333.155840 = -82277.365287 nChanged 12 SP:Iteration 12Q (718.770542 sec): 3 clusters Score: Raw -83624.683224 + Penalty 1333.155840 = -82291.527384 nChanged 19 SP:Iteration 13Q (718.808225 sec): 3 clusters Score: Raw -83642.620729 + Penalty 1333.155840 = -82309.464889 nChanged 27 SP:Iteration 14Q (718.858014 sec): 3 clusters Score: Raw -83677.816774 + Penalty 1333.155840 = -82344.660934 nChanged 25 SP:Iteration 15Q (718.905971 sec): 3 clusters Score: Raw -83706.140438 + Penalty 1333.155840 = -82372.984598 nChanged 22 SP:Iteration 16Q (718.957166 sec): 3 clusters Score: Raw -83720.893160 + Penalty 1333.155840 = -82387.737320 nChanged 15 SP:Iteration 17Q (719.000656 sec): 3 clusters Score: Raw -83730.516542 + Penalty 1333.155840 = -82397.360702 nChanged 10 SP:Iteration 18Q (719.048429 sec): 3 clusters Score: Raw -83737.929947 + Penalty 1333.155840 = -82404.774107 nChanged 10 SP:Iteration 19Q (719.096302 sec): 3 clusters Score: Raw -83745.819691 + Penalty 1333.155840 = -82412.663851 nChanged 12 SP:Iteration 20F (719.143443 sec): 3 clusters Score: Raw -83759.436402 + Penalty 1333.155840 = -82426.280562 nChanged 9 SP:Iteration 21Q (719.192783 sec): 3 clusters Score: Raw -83774.980948 + Penalty 1333.155840 = -82441.825109 nChanged 13 SP:Iteration 22Q (719.235765 sec): 3 clusters Score: Raw -83791.705846 + Penalty 1333.155840 = -82458.550006 nChanged 23 SP:Iteration 23Q (719.277231 sec): 3 clusters Score: Raw -83824.734388 + Penalty 1333.155840 = -82491.578548 nChanged 25 SP:Iteration 24Q (719.324018 sec): 3 clusters Score: Raw -83869.773066 + Penalty 1333.155840 = -82536.617226 nChanged 28 SP:Iteration 25Q (719.368318 sec): 3 clusters Score: Raw -83921.958172 + Penalty 1333.155840 = -82588.802332 nChanged 25 SP:Iteration 26Q (719.422179 sec): 3 clusters Score: Raw -83955.327054 + Penalty 1333.155840 = -82622.171214 nChanged 29 SP:Iteration 27Q (719.466656 sec): 3 clusters Score: Raw -83978.434508 + Penalty 1333.155840 = -82645.278668 nChanged 25 SP:Iteration 28Q (719.518929 sec): 3 clusters Score: Raw -83997.851735 + Penalty 1333.155840 = -82664.695895 nChanged 14 SP:Iteration 29Q (719.565442 sec): 3 clusters Score: Raw -84007.915667 + Penalty 1333.155840 = -82674.759827 nChanged 13 SP:Iteration 30Q (719.608048 sec): 3 clusters Score: Raw -84014.085638 + Penalty 1333.155840 = -82680.929798 nChanged 7 SP:Iteration 31Q (719.661547 sec): 3 clusters Score: Raw -84018.990844 + Penalty 1333.155840 = -82685.835004 nChanged 6 SP:Iteration 32Q (719.710992 sec): 3 clusters Score: Raw -84022.824011 + Penalty 1333.155840 = -82689.668171 nChanged 9 SP:Iteration 33Q (719.756838 sec): 3 clusters Score: Raw -84027.742344 + Penalty 1333.155840 = -82694.586504 nChanged 2 SP:Iteration 34Q (719.804508 sec): 3 clusters Score: Raw -84029.140232 + Penalty 1333.155840 = -82695.984392 nChanged 0 SP:Iteration 35F (719.853212 sec): 3 clusters Score: Raw -84029.140232 + Penalty 1333.155840 = -82695.984392 nChanged 0 Trying to split cluster 19 (2308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (719.868783 sec): 2 clusters Score: Raw -200005.564336 + Penalty 735.692980 = -199269.871356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.916521 sec): 3 clusters Score: Raw -198849.132074 + Penalty 1471.385959 = -197377.746115 nChanged 906 SP:Iteration 1F (719.971842 sec): 3 clusters Score: Raw -199418.863732 + Penalty 1471.385959 = -197947.477772 nChanged 185 SP:Iteration 2F (720.006093 sec): 3 clusters Score: Raw -199570.213011 + Penalty 1471.385959 = -198098.827051 nChanged 144 SP:Iteration 3F (720.050082 sec): 3 clusters Score: Raw -199707.689338 + Penalty 1471.385959 = -198236.303379 nChanged 158 SP:Iteration 4F (720.087057 sec): 3 clusters Score: Raw -199853.326333 + Penalty 1471.385959 = -198381.940374 nChanged 135 SP:Iteration 5F (720.133483 sec): 3 clusters Score: Raw -199966.020483 + Penalty 1471.385959 = -198494.634524 nChanged 105 SP:Iteration 6Q (720.195140 sec): 3 clusters Score: Raw -200044.442656 + Penalty 1471.385959 = -198573.056697 nChanged 93 SP:Iteration 7Q (720.243599 sec): 3 clusters Score: Raw -200119.742627 + Penalty 1471.385959 = -198648.356668 nChanged 79 SP:Iteration 8Q (720.273123 sec): 3 clusters Score: Raw -200187.045241 + Penalty 1471.385959 = -198715.659282 nChanged 70 SP:Iteration 9Q (720.320407 sec): 3 clusters Score: Raw -200246.188018 + Penalty 1471.385959 = -198774.802059 nChanged 57 SP:Iteration 10Q (720.373449 sec): 3 clusters Score: Raw -200288.932646 + Penalty 1471.385959 = -198817.546687 nChanged 45 SP:Iteration 11Q (720.416960 sec): 3 clusters Score: Raw -200314.667297 + Penalty 1471.385959 = -198843.281338 nChanged 33 SP:Iteration 12Q (720.457325 sec): 3 clusters Score: Raw -200332.245963 + Penalty 1471.385959 = -198860.860004 nChanged 32 SP:Iteration 13Q (720.500440 sec): 3 clusters Score: Raw -200353.051580 + Penalty 1471.385959 = -198881.665620 nChanged 27 SP:Iteration 14Q (720.559207 sec): 3 clusters Score: Raw -200371.029148 + Penalty 1471.385959 = -198899.643189 nChanged 24 SP:Iteration 15Q (720.606555 sec): 3 clusters Score: Raw -200385.232768 + Penalty 1471.385959 = -198913.846809 nChanged 23 SP:Iteration 16Q (720.645673 sec): 3 clusters Score: Raw -200395.343580 + Penalty 1471.385959 = -198923.957621 nChanged 11 SP:Iteration 17Q (720.706398 sec): 3 clusters Score: Raw -200399.481095 + Penalty 1471.385959 = -198928.095136 nChanged 10 SP:Iteration 18Q (720.747151 sec): 3 clusters Score: Raw -200403.342969 + Penalty 1471.385959 = -198931.957009 nChanged 5 SP:Iteration 19Q (720.791561 sec): 3 clusters Score: Raw -200405.268912 + Penalty 1471.385959 = -198933.882952 nChanged 4 SP:Iteration 20F (720.838764 sec): 3 clusters Score: Raw -200407.152852 + Penalty 1471.385959 = -198935.766893 nChanged 6 SP:Iteration 21Q (720.885160 sec): 3 clusters Score: Raw -200409.657805 + Penalty 1471.385959 = -198938.271846 nChanged 5 SP:Iteration 22Q (720.932849 sec): 3 clusters Score: Raw -200411.895544 + Penalty 1471.385959 = -198940.509585 nChanged 1 SP:Iteration 23Q (720.974582 sec): 3 clusters Score: Raw -200412.102549 + Penalty 1471.385959 = -198940.716589 nChanged 1 SP:Iteration 24Q (721.025428 sec): 3 clusters Score: Raw -200413.137143 + Penalty 1471.385959 = -198941.751184 nChanged 4 SP:Iteration 25Q (721.085227 sec): 3 clusters Score: Raw -200416.003485 + Penalty 1471.385959 = -198944.617526 nChanged 5 SP:Iteration 26Q (721.120157 sec): 3 clusters Score: Raw -200417.274102 + Penalty 1471.385959 = -198945.888143 nChanged 5 SP:Iteration 27Q (721.178312 sec): 3 clusters Score: Raw -200418.673452 + Penalty 1471.385959 = -198947.287493 nChanged 4 SP:Iteration 28Q (721.215141 sec): 3 clusters Score: Raw -200421.346933 + Penalty 1471.385959 = -198949.960973 nChanged 5 SP:Iteration 29Q (721.265638 sec): 3 clusters Score: Raw -200422.331207 + Penalty 1471.385959 = -198950.945248 nChanged 2 SP:Iteration 30Q (721.314899 sec): 3 clusters Score: Raw -200422.648996 + Penalty 1471.385959 = -198951.263037 nChanged 1 SP:Iteration 31Q (721.352132 sec): 3 clusters Score: Raw -200422.803206 + Penalty 1471.385959 = -198951.417247 nChanged 0 SP:Iteration 32F (721.392248 sec): 3 clusters Score: Raw -200422.803206 + Penalty 1471.385959 = -198951.417247 nChanged 0 Trying to split cluster 20 (17995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (721.436013 sec): 2 clusters Score: Raw -1643258.360258 + Penalty 930.795676 = -1642327.564582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (721.519153 sec): 3 clusters Score: Raw -1632036.445517 + Penalty 1861.591352 = -1630174.854165 nChanged 8294 SP:Iteration 1F (721.572862 sec): 3 clusters Score: Raw -1636642.882752 + Penalty 1861.591352 = -1634781.291400 nChanged 1041 SP:Iteration 2F (721.647143 sec): 3 clusters Score: Raw -1637086.521788 + Penalty 1861.591352 = -1635224.930436 nChanged 975 SP:Iteration 3F (721.706636 sec): 3 clusters Score: Raw -1637530.766944 + Penalty 1861.591352 = -1635669.175592 nChanged 1013 SP:Iteration 4F (721.777651 sec): 3 clusters Score: Raw -1638094.790535 + Penalty 1861.591352 = -1636233.199184 nChanged 1055 SP:Iteration 5F (721.836325 sec): 3 clusters Score: Raw -1638806.260384 + Penalty 1861.591352 = -1636944.669032 nChanged 1138 SP:Iteration 6F (721.901410 sec): 3 clusters Score: Raw -1639730.326921 + Penalty 1861.591352 = -1637868.735569 nChanged 1221 SP:Iteration 7F (721.966571 sec): 3 clusters Score: Raw -1640712.858681 + Penalty 1861.591352 = -1638851.267329 nChanged 1115 SP:Iteration 8F (722.031993 sec): 3 clusters Score: Raw -1641509.689057 + Penalty 1861.591352 = -1639648.097705 nChanged 807 SP:Iteration 9Q (722.102584 sec): 3 clusters Score: Raw -1641934.229668 + Penalty 1861.591352 = -1640072.638316 nChanged 555 SP:Iteration 10Q (722.180783 sec): 3 clusters Score: Raw -1642178.191939 + Penalty 1861.591352 = -1640316.600587 nChanged 426 SP:Iteration 11Q (722.245029 sec): 3 clusters Score: Raw -1642336.413297 + Penalty 1861.591352 = -1640474.821945 nChanged 310 SP:Iteration 12Q (722.320564 sec): 3 clusters Score: Raw -1642445.147163 + Penalty 1861.591352 = -1640583.555811 nChanged 285 SP:Iteration 13Q (722.379028 sec): 3 clusters Score: Raw -1642532.719459 + Penalty 1861.591352 = -1640671.128107 nChanged 249 SP:Iteration 14Q (722.451352 sec): 3 clusters Score: Raw -1642612.636130 + Penalty 1861.591352 = -1640751.044778 nChanged 228 SP:Iteration 15Q (722.533302 sec): 3 clusters Score: Raw -1642683.680729 + Penalty 1861.591352 = -1640822.089377 nChanged 215 SP:Iteration 16Q (722.606569 sec): 3 clusters Score: Raw -1642745.597143 + Penalty 1861.591352 = -1640884.005792 nChanged 213 SP:Iteration 17Q (722.673108 sec): 3 clusters Score: Raw -1642804.619172 + Penalty 1861.591352 = -1640943.027820 nChanged 202 SP:Iteration 18Q (722.745615 sec): 3 clusters Score: Raw -1642861.890740 + Penalty 1861.591352 = -1641000.299388 nChanged 199 SP:Iteration 19Q (722.818698 sec): 3 clusters Score: Raw -1642911.899668 + Penalty 1861.591352 = -1641050.308316 nChanged 152 SP:Iteration 20F (722.883885 sec): 3 clusters Score: Raw -1642942.316991 + Penalty 1861.591352 = -1641080.725639 nChanged 136 SP:Iteration 21Q (722.951363 sec): 3 clusters Score: Raw -1642969.083143 + Penalty 1861.591352 = -1641107.491792 nChanged 134 SP:Iteration 22Q (723.014434 sec): 3 clusters Score: Raw -1643000.268407 + Penalty 1861.591352 = -1641138.677056 nChanged 142 SP:Iteration 23Q (723.084381 sec): 3 clusters Score: Raw -1643031.549084 + Penalty 1861.591352 = -1641169.957732 nChanged 147 SP:Iteration 24Q (723.143990 sec): 3 clusters Score: Raw -1643061.950347 + Penalty 1861.591352 = -1641200.358995 nChanged 128 SP:Iteration 25Q (723.216341 sec): 3 clusters Score: Raw -1643087.857614 + Penalty 1861.591352 = -1641226.266262 nChanged 135 SP:Iteration 26Q (723.292026 sec): 3 clusters Score: Raw -1643114.138719 + Penalty 1861.591352 = -1641252.547367 nChanged 125 SP:Iteration 27Q (723.360016 sec): 3 clusters Score: Raw -1643138.524962 + Penalty 1861.591352 = -1641276.933610 nChanged 131 SP:Iteration 28Q (723.421010 sec): 3 clusters Score: Raw -1643167.149400 + Penalty 1861.591352 = -1641305.558048 nChanged 135 SP:Iteration 29Q (723.500654 sec): 3 clusters Score: Raw -1643194.559721 + Penalty 1861.591352 = -1641332.968369 nChanged 125 SP:Iteration 30Q (723.569909 sec): 3 clusters Score: Raw -1643218.683296 + Penalty 1861.591352 = -1641357.091944 nChanged 112 SP:Iteration 31Q (723.640912 sec): 3 clusters Score: Raw -1643239.516539 + Penalty 1861.591352 = -1641377.925188 nChanged 117 SP:Iteration 32Q (723.711073 sec): 3 clusters Score: Raw -1643258.612482 + Penalty 1861.591352 = -1641397.021130 nChanged 90 SP:Iteration 33Q (723.778853 sec): 3 clusters Score: Raw -1643272.903262 + Penalty 1861.591352 = -1641411.311911 nChanged 88 SP:Iteration 34Q (723.844791 sec): 3 clusters Score: Raw -1643287.371225 + Penalty 1861.591352 = -1641425.779873 nChanged 83 SP:Iteration 35Q (723.916118 sec): 3 clusters Score: Raw -1643300.957689 + Penalty 1861.591352 = -1641439.366337 nChanged 78 SP:Iteration 36Q (723.985684 sec): 3 clusters Score: Raw -1643311.950350 + Penalty 1861.591352 = -1641450.358998 nChanged 67 SP:Iteration 37Q (724.045622 sec): 3 clusters Score: Raw -1643321.657975 + Penalty 1861.591352 = -1641460.066623 nChanged 66 SP:Iteration 38Q (724.122518 sec): 3 clusters Score: Raw -1643331.344245 + Penalty 1861.591352 = -1641469.752893 nChanged 69 SP:Iteration 39Q (724.189320 sec): 3 clusters Score: Raw -1643340.651918 + Penalty 1861.591352 = -1641479.060566 nChanged 65 SP:Iteration 40F (724.260232 sec): 3 clusters Score: Raw -1643350.078209 + Penalty 1861.591352 = -1641488.486857 nChanged 78 SP:Iteration 41Q (724.329847 sec): 3 clusters Score: Raw -1643362.387762 + Penalty 1861.591352 = -1641500.796410 nChanged 72 SP:Iteration 42Q (724.389990 sec): 3 clusters Score: Raw -1643372.966744 + Penalty 1861.591352 = -1641511.375392 nChanged 61 SP:Iteration 43Q (724.460256 sec): 3 clusters Score: Raw -1643382.027117 + Penalty 1861.591352 = -1641520.435765 nChanged 62 SP:Iteration 44Q (724.526259 sec): 3 clusters Score: Raw -1643392.079023 + Penalty 1861.591352 = -1641530.487671 nChanged 60 SP:Iteration 45Q (724.591346 sec): 3 clusters Score: Raw -1643401.628445 + Penalty 1861.591352 = -1641540.037093 nChanged 59 SP:Iteration 46Q (724.664573 sec): 3 clusters Score: Raw -1643410.741384 + Penalty 1861.591352 = -1641549.150032 nChanged 57 SP:Iteration 47Q (724.731091 sec): 3 clusters Score: Raw -1643418.595358 + Penalty 1861.591352 = -1641557.004006 nChanged 60 SP:Iteration 48Q (724.796618 sec): 3 clusters Score: Raw -1643426.852003 + Penalty 1861.591352 = -1641565.260651 nChanged 58 SP:Iteration 49Q (724.863437 sec): 3 clusters Score: Raw -1643435.532387 + Penalty 1861.591352 = -1641573.941035 nChanged 58 SP:Iteration 50Q (724.927642 sec): 3 clusters Score: Raw -1643445.321783 + Penalty 1861.591352 = -1641583.730431 nChanged 70 SP:Iteration 51Q (725.004233 sec): 3 clusters Score: Raw -1643458.573897 + Penalty 1861.591352 = -1641596.982545 nChanged 81 SP:Iteration 52Q (725.070175 sec): 3 clusters Score: Raw -1643473.318293 + Penalty 1861.591352 = -1641611.726942 nChanged 69 SP:Iteration 53Q (725.133842 sec): 3 clusters Score: Raw -1643487.143093 + Penalty 1861.591352 = -1641625.551741 nChanged 67 SP:Iteration 54Q (725.205037 sec): 3 clusters Score: Raw -1643501.190805 + Penalty 1861.591352 = -1641639.599453 nChanged 73 SP:Iteration 55Q (725.275010 sec): 3 clusters Score: Raw -1643516.122461 + Penalty 1861.591352 = -1641654.531109 nChanged 70 SP:Iteration 56Q (725.344427 sec): 3 clusters Score: Raw -1643529.958363 + Penalty 1861.591352 = -1641668.367011 nChanged 65 SP:Iteration 57Q (725.395713 sec): 3 clusters Score: Raw -1643543.280641 + Penalty 1861.591352 = -1641681.689289 nChanged 59 SP:Iteration 58Q (725.463457 sec): 3 clusters Score: Raw -1643554.937913 + Penalty 1861.591352 = -1641693.346561 nChanged 46 SP:Iteration 59Q (725.519694 sec): 3 clusters Score: Raw -1643564.236952 + Penalty 1861.591352 = -1641702.645600 nChanged 46 SP:Iteration 60F (725.577145 sec): 3 clusters Score: Raw -1643572.560204 + Penalty 1861.591352 = -1641710.968852 nChanged 61 SP:Iteration 61Q (725.653874 sec): 3 clusters Score: Raw -1643586.307230 + Penalty 1861.591352 = -1641724.715878 nChanged 59 SP:Iteration 62Q (725.713190 sec): 3 clusters Score: Raw -1643601.232270 + Penalty 1861.591352 = -1641739.640918 nChanged 63 SP:Iteration 63Q (725.786825 sec): 3 clusters Score: Raw -1643617.376996 + Penalty 1861.591352 = -1641755.785645 nChanged 56 SP:Iteration 64Q (725.843699 sec): 3 clusters Score: Raw -1643629.285357 + Penalty 1861.591352 = -1641767.694005 nChanged 47 SP:Iteration 65Q (725.909668 sec): 3 clusters Score: Raw -1643639.605661 + Penalty 1861.591352 = -1641778.014309 nChanged 47 SP:Iteration 66Q (725.974740 sec): 3 clusters Score: Raw -1643647.960319 + Penalty 1861.591352 = -1641786.368967 nChanged 32 SP:Iteration 67Q (726.052397 sec): 3 clusters Score: Raw -1643653.682461 + Penalty 1861.591352 = -1641792.091109 nChanged 32 SP:Iteration 68Q (726.118246 sec): 3 clusters Score: Raw -1643658.472790 + Penalty 1861.591352 = -1641796.881438 nChanged 31 SP:Iteration 69Q (726.192238 sec): 3 clusters Score: Raw -1643663.215954 + Penalty 1861.591352 = -1641801.624602 nChanged 24 SP:Iteration 70Q (726.259809 sec): 3 clusters Score: Raw -1643666.633222 + Penalty 1861.591352 = -1641805.041870 nChanged 20 SP:Iteration 71Q (726.311252 sec): 3 clusters Score: Raw -1643669.728719 + Penalty 1861.591352 = -1641808.137367 nChanged 24 SP:Iteration 72Q (726.390870 sec): 3 clusters Score: Raw -1643673.367706 + Penalty 1861.591352 = -1641811.776354 nChanged 23 SP:Iteration 73Q (726.457751 sec): 3 clusters Score: Raw -1643676.742061 + Penalty 1861.591352 = -1641815.150709 nChanged 18 SP:Iteration 74Q (726.524947 sec): 3 clusters Score: Raw -1643679.707150 + Penalty 1861.591352 = -1641818.115798 nChanged 20 SP:Iteration 75Q (726.588971 sec): 3 clusters Score: Raw -1643682.687044 + Penalty 1861.591352 = -1641821.095692 nChanged 12 SP:Iteration 76Q (726.651718 sec): 3 clusters Score: Raw -1643683.618380 + Penalty 1861.591352 = -1641822.027028 nChanged 10 SP:Iteration 77Q (726.712132 sec): 3 clusters Score: Raw -1643684.601477 + Penalty 1861.591352 = -1641823.010126 nChanged 8 SP:Iteration 78Q (726.791352 sec): 3 clusters Score: Raw -1643685.287224 + Penalty 1861.591352 = -1641823.695872 nChanged 9 SP:Iteration 79Q (726.847857 sec): 3 clusters Score: Raw -1643686.871423 + Penalty 1861.591352 = -1641825.280071 nChanged 15 SP:Iteration 80F (726.922499 sec): 3 clusters Score: Raw -1643689.548058 + Penalty 1861.591352 = -1641827.956706 nChanged 16 SP:Iteration 81Q (726.992103 sec): 3 clusters Score: Raw -1643691.913578 + Penalty 1861.591352 = -1641830.322226 nChanged 18 SP:Iteration 82Q (727.050643 sec): 3 clusters Score: Raw -1643694.006256 + Penalty 1861.591352 = -1641832.414904 nChanged 14 SP:Iteration 83Q (727.126482 sec): 3 clusters Score: Raw -1643695.233319 + Penalty 1861.591352 = -1641833.641967 nChanged 13 SP:Iteration 84Q (727.196238 sec): 3 clusters Score: Raw -1643696.726988 + Penalty 1861.591352 = -1641835.135636 nChanged 7 SP:Iteration 85Q (727.265402 sec): 3 clusters Score: Raw -1643697.658377 + Penalty 1861.591352 = -1641836.067025 nChanged 10 SP:Iteration 86Q (727.332922 sec): 3 clusters Score: Raw -1643699.169070 + Penalty 1861.591352 = -1641837.577718 nChanged 14 SP:Iteration 87Q (727.402362 sec): 3 clusters Score: Raw -1643701.506802 + Penalty 1861.591352 = -1641839.915450 nChanged 17 SP:Iteration 88Q (727.464402 sec): 3 clusters Score: Raw -1643705.178903 + Penalty 1861.591352 = -1641843.587551 nChanged 13 SP:Iteration 89Q (727.525424 sec): 3 clusters Score: Raw -1643707.201687 + Penalty 1861.591352 = -1641845.610335 nChanged 9 SP:Iteration 90Q (727.585729 sec): 3 clusters Score: Raw -1643708.224717 + Penalty 1861.591352 = -1641846.633365 nChanged 9 SP:Iteration 91Q (727.663220 sec): 3 clusters Score: Raw -1643709.332445 + Penalty 1861.591352 = -1641847.741093 nChanged 9 SP:Iteration 92Q (727.712818 sec): 3 clusters Score: Raw -1643710.152715 + Penalty 1861.591352 = -1641848.561364 nChanged 11 SP:Iteration 93Q (727.773275 sec): 3 clusters Score: Raw -1643710.999240 + Penalty 1861.591352 = -1641849.407889 nChanged 8 SP:Iteration 94Q (727.845463 sec): 3 clusters Score: Raw -1643711.798635 + Penalty 1861.591352 = -1641850.207284 nChanged 6 SP:Iteration 95Q (727.902714 sec): 3 clusters Score: Raw -1643712.340919 + Penalty 1861.591352 = -1641850.749567 nChanged 3 SP:Iteration 96Q (727.967889 sec): 3 clusters Score: Raw -1643712.492396 + Penalty 1861.591352 = -1641850.901045 nChanged 2 SP:Iteration 97Q (728.035839 sec): 3 clusters Score: Raw -1643712.562244 + Penalty 1861.591352 = -1641850.970892 nChanged 3 SP:Iteration 98Q (728.105517 sec): 3 clusters Score: Raw -1643712.766367 + Penalty 1861.591352 = -1641851.175016 nChanged 1 SP:Iteration 99Q (728.170915 sec): 3 clusters Score: Raw -1643712.824436 + Penalty 1861.591352 = -1641851.233084 nChanged 2 SP:Iteration 100F (728.235760 sec): 3 clusters Score: Raw -1643713.094340 + Penalty 1861.591352 = -1641851.502988 nChanged 7 SP:Iteration 101Q (728.302523 sec): 3 clusters Score: Raw -1643713.686323 + Penalty 1861.591352 = -1641852.094971 nChanged 4 SP:Iteration 102Q (728.368908 sec): 3 clusters Score: Raw -1643714.327064 + Penalty 1861.591352 = -1641852.735712 nChanged 9 SP:Iteration 103Q (728.428412 sec): 3 clusters Score: Raw -1643715.487694 + Penalty 1861.591352 = -1641853.896342 nChanged 7 SP:Iteration 104Q (728.493734 sec): 3 clusters Score: Raw -1643716.441369 + Penalty 1861.591352 = -1641854.850017 nChanged 6 SP:Iteration 105Q (728.564725 sec): 3 clusters Score: Raw -1643717.365586 + Penalty 1861.591352 = -1641855.774234 nChanged 6 SP:Iteration 106Q (728.627399 sec): 3 clusters Score: Raw -1643718.085644 + Penalty 1861.591352 = -1641856.494292 nChanged 4 SP:Iteration 107Q (728.707164 sec): 3 clusters Score: Raw -1643718.371888 + Penalty 1861.591352 = -1641856.780536 nChanged 4 SP:Iteration 108Q (728.780827 sec): 3 clusters Score: Raw -1643718.790976 + Penalty 1861.591352 = -1641857.199624 nChanged 4 SP:Iteration 109Q (728.841205 sec): 3 clusters Score: Raw -1643719.587489 + Penalty 1861.591352 = -1641857.996137 nChanged 3 SP:Iteration 110Q (728.915894 sec): 3 clusters Score: Raw -1643719.965266 + Penalty 1861.591352 = -1641858.373914 nChanged 3 SP:Iteration 111Q (728.981179 sec): 3 clusters Score: Raw -1643720.293028 + Penalty 1861.591352 = -1641858.701676 nChanged 2 SP:Iteration 112Q (729.032863 sec): 3 clusters Score: Raw -1643720.532253 + Penalty 1861.591352 = -1641858.940901 nChanged 2 SP:Iteration 113Q (729.103984 sec): 3 clusters Score: Raw -1643720.828533 + Penalty 1861.591352 = -1641859.237181 nChanged 4 SP:Iteration 114Q (729.156170 sec): 3 clusters Score: Raw -1643721.300599 + Penalty 1861.591352 = -1641859.709247 nChanged 6 SP:Iteration 115Q (729.222966 sec): 3 clusters Score: Raw -1643721.652624 + Penalty 1861.591352 = -1641860.061272 nChanged 2 SP:Iteration 116Q (729.275386 sec): 3 clusters Score: Raw -1643721.910611 + Penalty 1861.591352 = -1641860.319259 nChanged 3 SP:Iteration 117Q (729.341046 sec): 3 clusters Score: Raw -1643722.349211 + Penalty 1861.591352 = -1641860.757859 nChanged 4 SP:Iteration 118Q (729.408305 sec): 3 clusters Score: Raw -1643722.698704 + Penalty 1861.591352 = -1641861.107352 nChanged 6 SP:Iteration 119Q (729.478841 sec): 3 clusters Score: Raw -1643723.337175 + Penalty 1861.591352 = -1641861.745823 nChanged 9 SP:Iteration 120F (729.555130 sec): 3 clusters Score: Raw -1643723.965695 + Penalty 1861.591352 = -1641862.374343 nChanged 3 SP:Iteration 121Q (729.619307 sec): 3 clusters Score: Raw -1643724.060521 + Penalty 1861.591352 = -1641862.469169 nChanged 0 SP:Iteration 122F (729.688060 sec): 3 clusters Score: Raw -1643724.060521 + Penalty 1861.591352 = -1641862.469169 nChanged 0 Trying to split cluster 21 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (729.712289 sec): 2 clusters Score: Raw -5446.018037 + Penalty 470.132190 = -4975.885847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (729.748244 sec): 3 clusters Score: Raw -5540.198154 + Penalty 940.264379 = -4599.933775 nChanged 38 SP:Iteration 1F (729.804080 sec): 3 clusters Score: Raw -5658.627263 + Penalty 940.264379 = -4718.362884 nChanged 9 SP:Iteration 2F (729.843630 sec): 3 clusters Score: Raw -5692.027752 + Penalty 940.264379 = -4751.763372 nChanged 4 SP:Iteration 3Q (729.888423 sec): 3 clusters Score: Raw -5728.239477 + Penalty 940.264379 = -4787.975097 nChanged 3 SP:Iteration 4Q (729.930971 sec): 3 clusters Score: Raw -5740.475350 + Penalty 940.264379 = -4800.210971 nChanged 1 SP:Iteration 5Q (729.977163 sec): 3 clusters Score: Raw -5744.384168 + Penalty 940.264379 = -4804.119789 nChanged 0 SP:Iteration 6F (730.029034 sec): 3 clusters Score: Raw -5744.384168 + Penalty 940.264379 = -4804.119789 nChanged 0 Trying to split cluster 22 (11755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (730.059205 sec): 2 clusters Score: Raw -865033.325991 + Penalty 890.343226 = -864142.982765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (730.119959 sec): 3 clusters Score: Raw -857992.660378 + Penalty 1780.686453 = -856211.973926 nChanged 5308 SP:Iteration 1F (730.189516 sec): 3 clusters Score: Raw -860977.328049 + Penalty 1780.686453 = -859196.641597 nChanged 668 SP:Iteration 2F (730.250436 sec): 3 clusters Score: Raw -861305.562019 + Penalty 1780.686453 = -859524.875567 nChanged 753 SP:Iteration 3F (730.311340 sec): 3 clusters Score: Raw -861798.461212 + Penalty 1780.686453 = -860017.774759 nChanged 887 SP:Iteration 4F (730.376197 sec): 3 clusters Score: Raw -862472.890243 + Penalty 1780.686453 = -860692.203791 nChanged 915 SP:Iteration 5F (730.436064 sec): 3 clusters Score: Raw -863142.397316 + Penalty 1780.686453 = -861361.710863 nChanged 817 SP:Iteration 6F (730.497633 sec): 3 clusters Score: Raw -863650.879710 + Penalty 1780.686453 = -861870.193257 nChanged 627 SP:Iteration 7F (730.556862 sec): 3 clusters Score: Raw -863977.547268 + Penalty 1780.686453 = -862196.860816 nChanged 500 SP:Iteration 8Q (730.621323 sec): 3 clusters Score: Raw -864228.467905 + Penalty 1780.686453 = -862447.781452 nChanged 421 SP:Iteration 9Q (730.681794 sec): 3 clusters Score: Raw -864432.310554 + Penalty 1780.686453 = -862651.624101 nChanged 343 SP:Iteration 10Q (730.749131 sec): 3 clusters Score: Raw -864589.348556 + Penalty 1780.686453 = -862808.662104 nChanged 302 SP:Iteration 11Q (730.800161 sec): 3 clusters Score: Raw -864743.980119 + Penalty 1780.686453 = -862963.293667 nChanged 311 SP:Iteration 12Q (730.857408 sec): 3 clusters Score: Raw -864909.035111 + Penalty 1780.686453 = -863128.348659 nChanged 273 SP:Iteration 13Q (730.929287 sec): 3 clusters Score: Raw -865060.660502 + Penalty 1780.686453 = -863279.974049 nChanged 260 SP:Iteration 14Q (730.981600 sec): 3 clusters Score: Raw -865215.305368 + Penalty 1780.686453 = -863434.618915 nChanged 227 SP:Iteration 15Q (731.052887 sec): 3 clusters Score: Raw -865356.831100 + Penalty 1780.686453 = -863576.144648 nChanged 175 SP:Iteration 16Q (731.113038 sec): 3 clusters Score: Raw -865457.082538 + Penalty 1780.686453 = -863676.396085 nChanged 130 SP:Iteration 17Q (731.171562 sec): 3 clusters Score: Raw -865541.606783 + Penalty 1780.686453 = -863760.920330 nChanged 103 SP:Iteration 18Q (731.236608 sec): 3 clusters Score: Raw -865597.824297 + Penalty 1780.686453 = -863817.137844 nChanged 65 SP:Iteration 19Q (731.287203 sec): 3 clusters Score: Raw -865628.432555 + Penalty 1780.686453 = -863847.746102 nChanged 45 SP:Iteration 20F (731.357116 sec): 3 clusters Score: Raw -865641.248930 + Penalty 1780.686453 = -863860.562477 nChanged 39 SP:Iteration 21Q (731.405825 sec): 3 clusters Score: Raw -865653.174659 + Penalty 1780.686453 = -863872.488206 nChanged 27 SP:Iteration 22Q (731.467594 sec): 3 clusters Score: Raw -865663.364223 + Penalty 1780.686453 = -863882.677771 nChanged 27 SP:Iteration 23Q (731.527919 sec): 3 clusters Score: Raw -865671.058407 + Penalty 1780.686453 = -863890.371955 nChanged 18 SP:Iteration 24Q (731.592726 sec): 3 clusters Score: Raw -865676.675703 + Penalty 1780.686453 = -863895.989251 nChanged 8 SP:Iteration 25Q (731.649482 sec): 3 clusters Score: Raw -865679.309629 + Penalty 1780.686453 = -863898.623177 nChanged 14 SP:Iteration 26Q (731.705829 sec): 3 clusters Score: Raw -865684.716211 + Penalty 1780.686453 = -863904.029758 nChanged 16 SP:Iteration 27Q (731.784675 sec): 3 clusters Score: Raw -865690.132414 + Penalty 1780.686453 = -863909.445961 nChanged 14 SP:Iteration 28Q (731.840104 sec): 3 clusters Score: Raw -865694.941883 + Penalty 1780.686453 = -863914.255431 nChanged 12 SP:Iteration 29Q (731.903215 sec): 3 clusters Score: Raw -865699.280489 + Penalty 1780.686453 = -863918.594036 nChanged 11 SP:Iteration 30Q (731.950108 sec): 3 clusters Score: Raw -865702.961941 + Penalty 1780.686453 = -863922.275489 nChanged 10 SP:Iteration 31Q (732.006113 sec): 3 clusters Score: Raw -865705.355524 + Penalty 1780.686453 = -863924.669072 nChanged 5 SP:Iteration 32Q (732.066349 sec): 3 clusters Score: Raw -865706.110757 + Penalty 1780.686453 = -863925.424304 nChanged 3 SP:Iteration 33Q (732.130361 sec): 3 clusters Score: Raw -865706.689484 + Penalty 1780.686453 = -863926.003032 nChanged 3 SP:Iteration 34Q (732.182192 sec): 3 clusters Score: Raw -865707.112910 + Penalty 1780.686453 = -863926.426458 nChanged 4 SP:Iteration 35Q (732.234218 sec): 3 clusters Score: Raw -865708.347307 + Penalty 1780.686453 = -863927.660854 nChanged 1 SP:Iteration 36Q (732.293992 sec): 3 clusters Score: Raw -865708.504996 + Penalty 1780.686453 = -863927.818544 nChanged 1 SP:Iteration 37Q (732.348599 sec): 3 clusters Score: Raw -865708.716590 + Penalty 1780.686453 = -863928.030137 nChanged 1 SP:Iteration 38Q (732.408440 sec): 3 clusters Score: Raw -865709.040081 + Penalty 1780.686453 = -863928.353629 nChanged 0 SP:Iteration 39F (732.466338 sec): 3 clusters Score: Raw -865709.040081 + Penalty 1780.686453 = -863928.353629 nChanged 0 Trying to split cluster 23 (1190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (732.484737 sec): 2 clusters Score: Raw -97705.151920 + Penalty 672.762316 = -97032.389604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (732.533118 sec): 3 clusters Score: Raw -97184.404671 + Penalty 1345.524631 = -95838.880040 nChanged 426 SP:Iteration 1F (732.582180 sec): 3 clusters Score: Raw -97461.481956 + Penalty 1345.524631 = -96115.957325 nChanged 90 SP:Iteration 2F (732.617375 sec): 3 clusters Score: Raw -97531.487498 + Penalty 1345.524631 = -96185.962866 nChanged 75 SP:Iteration 3F (732.668216 sec): 3 clusters Score: Raw -97587.680735 + Penalty 1345.524631 = -96242.156104 nChanged 60 SP:Iteration 4F (732.709397 sec): 3 clusters Score: Raw -97640.902833 + Penalty 1345.524631 = -96295.378202 nChanged 52 SP:Iteration 5Q (732.734054 sec): 3 clusters Score: Raw -97687.762873 + Penalty 1345.524631 = -96342.238242 nChanged 42 SP:Iteration 6Q (732.785449 sec): 3 clusters Score: Raw -97721.782344 + Penalty 1345.524631 = -96376.257712 nChanged 31 SP:Iteration 7Q (732.832880 sec): 3 clusters Score: Raw -97747.510647 + Penalty 1345.524631 = -96401.986016 nChanged 34 SP:Iteration 8Q (732.883060 sec): 3 clusters Score: Raw -97775.636025 + Penalty 1345.524631 = -96430.111394 nChanged 28 SP:Iteration 9Q (732.927876 sec): 3 clusters Score: Raw -97796.033834 + Penalty 1345.524631 = -96450.509203 nChanged 26 SP:Iteration 10Q (732.963956 sec): 3 clusters Score: Raw -97816.526038 + Penalty 1345.524631 = -96471.001406 nChanged 24 SP:Iteration 11Q (733.004395 sec): 3 clusters Score: Raw -97837.962196 + Penalty 1345.524631 = -96492.437565 nChanged 26 SP:Iteration 12Q (733.046407 sec): 3 clusters Score: Raw -97865.725228 + Penalty 1345.524631 = -96520.200596 nChanged 24 SP:Iteration 13Q (733.099464 sec): 3 clusters Score: Raw -97892.577864 + Penalty 1345.524631 = -96547.053233 nChanged 16 SP:Iteration 14Q (733.134077 sec): 3 clusters Score: Raw -97920.278752 + Penalty 1345.524631 = -96574.754121 nChanged 19 SP:Iteration 15Q (733.192218 sec): 3 clusters Score: Raw -97939.863529 + Penalty 1345.524631 = -96594.338898 nChanged 11 SP:Iteration 16Q (733.235991 sec): 3 clusters Score: Raw -97950.434953 + Penalty 1345.524631 = -96604.910322 nChanged 12 SP:Iteration 17Q (733.278993 sec): 3 clusters Score: Raw -97959.381759 + Penalty 1345.524631 = -96613.857128 nChanged 10 SP:Iteration 18Q (733.326416 sec): 3 clusters Score: Raw -97968.630586 + Penalty 1345.524631 = -96623.105955 nChanged 9 SP:Iteration 19Q (733.371007 sec): 3 clusters Score: Raw -97978.834818 + Penalty 1345.524631 = -96633.310187 nChanged 8 SP:Iteration 20F (733.433308 sec): 3 clusters Score: Raw -97982.535078 + Penalty 1345.524631 = -96637.010447 nChanged 3 SP:Iteration 21Q (733.472136 sec): 3 clusters Score: Raw -97985.755029 + Penalty 1345.524631 = -96640.230398 nChanged 6 SP:Iteration 22Q (733.522257 sec): 3 clusters Score: Raw -97989.567740 + Penalty 1345.524631 = -96644.043109 nChanged 2 SP:Iteration 23Q (733.563480 sec): 3 clusters Score: Raw -97991.066848 + Penalty 1345.524631 = -96645.542217 nChanged 2 SP:Iteration 24Q (733.619473 sec): 3 clusters Score: Raw -97991.484193 + Penalty 1345.524631 = -96645.959562 nChanged 1 SP:Iteration 25Q (733.659381 sec): 3 clusters Score: Raw -97991.656703 + Penalty 1345.524631 = -96646.132072 nChanged 0 SP:Iteration 26F (733.699125 sec): 3 clusters Score: Raw -97991.656703 + Penalty 1345.524631 = -96646.132072 nChanged 0 Trying to split cluster 24 (4991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (733.741520 sec): 2 clusters Score: Raw -426473.841244 + Penalty 808.962199 = -425664.879044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (733.796511 sec): 3 clusters Score: Raw -423698.627035 + Penalty 1617.924398 = -422080.702637 nChanged 2159 SP:Iteration 1F (733.845597 sec): 3 clusters Score: Raw -424908.377241 + Penalty 1617.924398 = -423290.452843 nChanged 324 SP:Iteration 2F (733.899926 sec): 3 clusters Score: Raw -425065.151813 + Penalty 1617.924398 = -423447.227415 nChanged 257 SP:Iteration 3F (733.945893 sec): 3 clusters Score: Raw -425191.529737 + Penalty 1617.924398 = -423573.605339 nChanged 230 SP:Iteration 4Q (733.990948 sec): 3 clusters Score: Raw -425307.759519 + Penalty 1617.924398 = -423689.835121 nChanged 218 SP:Iteration 5Q (734.048385 sec): 3 clusters Score: Raw -425420.972605 + Penalty 1617.924398 = -423803.048207 nChanged 211 SP:Iteration 6Q (734.101211 sec): 3 clusters Score: Raw -425548.617710 + Penalty 1617.924398 = -423930.693311 nChanged 212 SP:Iteration 7Q (734.155365 sec): 3 clusters Score: Raw -425669.564676 + Penalty 1617.924398 = -424051.640278 nChanged 195 SP:Iteration 8Q (734.209069 sec): 3 clusters Score: Raw -425791.912504 + Penalty 1617.924398 = -424173.988106 nChanged 188 SP:Iteration 9Q (734.253083 sec): 3 clusters Score: Raw -425938.093221 + Penalty 1617.924398 = -424320.168822 nChanged 166 SP:Iteration 10Q (734.312008 sec): 3 clusters Score: Raw -426071.751066 + Penalty 1617.924398 = -424453.826667 nChanged 153 SP:Iteration 11Q (734.369939 sec): 3 clusters Score: Raw -426200.507911 + Penalty 1617.924398 = -424582.583513 nChanged 113 SP:Iteration 12Q (734.424256 sec): 3 clusters Score: Raw -426291.785250 + Penalty 1617.924398 = -424673.860852 nChanged 95 SP:Iteration 13Q (734.471258 sec): 3 clusters Score: Raw -426364.979395 + Penalty 1617.924398 = -424747.054997 nChanged 65 SP:Iteration 14Q (734.527463 sec): 3 clusters Score: Raw -426402.831615 + Penalty 1617.924398 = -424784.907217 nChanged 41 SP:Iteration 15Q (734.575882 sec): 3 clusters Score: Raw -426426.320410 + Penalty 1617.924398 = -424808.396012 nChanged 37 SP:Iteration 16Q (734.618431 sec): 3 clusters Score: Raw -426456.161108 + Penalty 1617.924398 = -424838.236710 nChanged 38 SP:Iteration 17Q (734.669194 sec): 3 clusters Score: Raw -426479.374338 + Penalty 1617.924398 = -424861.449939 nChanged 27 SP:Iteration 18Q (734.708040 sec): 3 clusters Score: Raw -426494.510136 + Penalty 1617.924398 = -424876.585738 nChanged 26 SP:Iteration 19Q (734.748748 sec): 3 clusters Score: Raw -426506.971893 + Penalty 1617.924398 = -424889.047494 nChanged 15 SP:Iteration 20F (734.808645 sec): 3 clusters Score: Raw -426513.169928 + Penalty 1617.924398 = -424895.245530 nChanged 9 SP:Iteration 21Q (734.861729 sec): 3 clusters Score: Raw -426519.250589 + Penalty 1617.924398 = -424901.326191 nChanged 12 SP:Iteration 22Q (734.907859 sec): 3 clusters Score: Raw -426524.999658 + Penalty 1617.924398 = -424907.075260 nChanged 12 SP:Iteration 23Q (734.944750 sec): 3 clusters Score: Raw -426529.723028 + Penalty 1617.924398 = -424911.798630 nChanged 10 SP:Iteration 24Q (734.987867 sec): 3 clusters Score: Raw -426533.821033 + Penalty 1617.924398 = -424915.896635 nChanged 9 SP:Iteration 25Q (735.036467 sec): 3 clusters Score: Raw -426536.696103 + Penalty 1617.924398 = -424918.771704 nChanged 9 SP:Iteration 26Q (735.077720 sec): 3 clusters Score: Raw -426540.090023 + Penalty 1617.924398 = -424922.165625 nChanged 8 SP:Iteration 27Q (735.124383 sec): 3 clusters Score: Raw -426543.798436 + Penalty 1617.924398 = -424925.874038 nChanged 7 SP:Iteration 28Q (735.183089 sec): 3 clusters Score: Raw -426546.383204 + Penalty 1617.924398 = -424928.458806 nChanged 6 SP:Iteration 29Q (735.225943 sec): 3 clusters Score: Raw -426548.614426 + Penalty 1617.924398 = -424930.690028 nChanged 2 SP:Iteration 30Q (735.277131 sec): 3 clusters Score: Raw -426549.051241 + Penalty 1617.924398 = -424931.126843 nChanged 2 SP:Iteration 31Q (735.327896 sec): 3 clusters Score: Raw -426549.680651 + Penalty 1617.924398 = -424931.756253 nChanged 1 SP:Iteration 32Q (735.373100 sec): 3 clusters Score: Raw -426549.870797 + Penalty 1617.924398 = -424931.946399 nChanged 0 SP:Iteration 33F (735.432550 sec): 3 clusters Score: Raw -426549.870797 + Penalty 1617.924398 = -424931.946399 nChanged 0 Trying to split cluster 25 (2451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (735.450809 sec): 2 clusters Score: Raw -216322.281524 + Penalty 741.403881 = -215580.877642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (735.501957 sec): 3 clusters Score: Raw -215070.551171 + Penalty 1482.807763 = -213587.743409 nChanged 982 SP:Iteration 1F (735.547692 sec): 3 clusters Score: Raw -215625.967854 + Penalty 1482.807763 = -214143.160091 nChanged 187 SP:Iteration 2F (735.602846 sec): 3 clusters Score: Raw -215741.562652 + Penalty 1482.807763 = -214258.754890 nChanged 134 SP:Iteration 3F (735.662121 sec): 3 clusters Score: Raw -215833.638913 + Penalty 1482.807763 = -214350.831150 nChanged 133 SP:Iteration 4F (735.700138 sec): 3 clusters Score: Raw -215942.112806 + Penalty 1482.807763 = -214459.305043 nChanged 127 SP:Iteration 5F (735.765848 sec): 3 clusters Score: Raw -216034.627731 + Penalty 1482.807763 = -214551.819968 nChanged 113 SP:Iteration 6Q (735.801514 sec): 3 clusters Score: Raw -216120.656580 + Penalty 1482.807763 = -214637.848817 nChanged 105 SP:Iteration 7Q (735.843686 sec): 3 clusters Score: Raw -216197.689418 + Penalty 1482.807763 = -214714.881655 nChanged 84 SP:Iteration 8Q (735.902439 sec): 3 clusters Score: Raw -216258.691058 + Penalty 1482.807763 = -214775.883296 nChanged 69 SP:Iteration 9Q (735.951957 sec): 3 clusters Score: Raw -216304.146411 + Penalty 1482.807763 = -214821.338648 nChanged 61 SP:Iteration 10Q (736.002974 sec): 3 clusters Score: Raw -216349.396113 + Penalty 1482.807763 = -214866.588350 nChanged 54 SP:Iteration 11Q (736.047969 sec): 3 clusters Score: Raw -216393.757530 + Penalty 1482.807763 = -214910.949767 nChanged 49 SP:Iteration 12Q (736.090484 sec): 3 clusters Score: Raw -216436.209148 + Penalty 1482.807763 = -214953.401385 nChanged 41 SP:Iteration 13Q (736.147982 sec): 3 clusters Score: Raw -216469.873336 + Penalty 1482.807763 = -214987.065573 nChanged 27 SP:Iteration 14Q (736.203456 sec): 3 clusters Score: Raw -216487.871227 + Penalty 1482.807763 = -215005.063464 nChanged 14 SP:Iteration 15Q (736.253223 sec): 3 clusters Score: Raw -216496.261774 + Penalty 1482.807763 = -215013.454011 nChanged 8 SP:Iteration 16Q (736.304351 sec): 3 clusters Score: Raw -216500.655432 + Penalty 1482.807763 = -215017.847669 nChanged 10 SP:Iteration 17Q (736.350055 sec): 3 clusters Score: Raw -216509.860641 + Penalty 1482.807763 = -215027.052878 nChanged 13 SP:Iteration 18Q (736.393154 sec): 3 clusters Score: Raw -216516.928385 + Penalty 1482.807763 = -215034.120622 nChanged 9 SP:Iteration 19Q (736.451121 sec): 3 clusters Score: Raw -216523.733176 + Penalty 1482.807763 = -215040.925413 nChanged 6 SP:Iteration 20F (736.503381 sec): 3 clusters Score: Raw -216527.168551 + Penalty 1482.807763 = -215044.360789 nChanged 5 SP:Iteration 21Q (736.550831 sec): 3 clusters Score: Raw -216530.563467 + Penalty 1482.807763 = -215047.755704 nChanged 3 SP:Iteration 22Q (736.601553 sec): 3 clusters Score: Raw -216532.228861 + Penalty 1482.807763 = -215049.421098 nChanged 2 SP:Iteration 23Q (736.653302 sec): 3 clusters Score: Raw -216533.224905 + Penalty 1482.807763 = -215050.417142 nChanged 0 SP:Iteration 24F (736.691795 sec): 3 clusters Score: Raw -216533.224905 + Penalty 1482.807763 = -215050.417142 nChanged 0 Trying to split cluster 26 (10079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.734858 sec): 2 clusters Score: Raw -817890.177502 + Penalty 875.729886 = -817014.447616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.799308 sec): 3 clusters Score: Raw -811834.367898 + Penalty 1751.459773 = -810082.908125 nChanged 4565 SP:Iteration 1F (736.858699 sec): 3 clusters Score: Raw -814607.346047 + Penalty 1751.459773 = -812855.886274 nChanged 652 SP:Iteration 2F (736.922868 sec): 3 clusters Score: Raw -814958.926568 + Penalty 1751.459773 = -813207.466795 nChanged 616 SP:Iteration 3F (736.981512 sec): 3 clusters Score: Raw -815309.510859 + Penalty 1751.459773 = -813558.051086 nChanged 565 SP:Iteration 4F (737.018925 sec): 3 clusters Score: Raw -815664.055751 + Penalty 1751.459773 = -813912.595979 nChanged 527 SP:Iteration 5F (737.078815 sec): 3 clusters Score: Raw -815955.180396 + Penalty 1751.459773 = -814203.720623 nChanged 460 SP:Iteration 6Q (737.137393 sec): 3 clusters Score: Raw -816196.731601 + Penalty 1751.459773 = -814445.271828 nChanged 381 SP:Iteration 7Q (737.188248 sec): 3 clusters Score: Raw -816379.384664 + Penalty 1751.459773 = -814627.924891 nChanged 301 SP:Iteration 8Q (737.250880 sec): 3 clusters Score: Raw -816508.530698 + Penalty 1751.459773 = -814757.070926 nChanged 261 SP:Iteration 9Q (737.309117 sec): 3 clusters Score: Raw -816601.352854 + Penalty 1751.459773 = -814849.893082 nChanged 237 SP:Iteration 10Q (737.371433 sec): 3 clusters Score: Raw -816696.867147 + Penalty 1751.459773 = -814945.407375 nChanged 242 SP:Iteration 11Q (737.431967 sec): 3 clusters Score: Raw -816797.684044 + Penalty 1751.459773 = -815046.224271 nChanged 231 SP:Iteration 12Q (737.481622 sec): 3 clusters Score: Raw -816897.138947 + Penalty 1751.459773 = -815145.679174 nChanged 242 SP:Iteration 13Q (737.542021 sec): 3 clusters Score: Raw -817007.935069 + Penalty 1751.459773 = -815256.475296 nChanged 235 SP:Iteration 14Q (737.604303 sec): 3 clusters Score: Raw -817107.679042 + Penalty 1751.459773 = -815356.219269 nChanged 221 SP:Iteration 15Q (737.661689 sec): 3 clusters Score: Raw -817204.375525 + Penalty 1751.459773 = -815452.915752 nChanged 227 SP:Iteration 16Q (737.727215 sec): 3 clusters Score: Raw -817299.122852 + Penalty 1751.459773 = -815547.663079 nChanged 224 SP:Iteration 17Q (737.787793 sec): 3 clusters Score: Raw -817387.663036 + Penalty 1751.459773 = -815636.203263 nChanged 208 SP:Iteration 18Q (737.848663 sec): 3 clusters Score: Raw -817482.770607 + Penalty 1751.459773 = -815731.310834 nChanged 236 SP:Iteration 19Q (737.901868 sec): 3 clusters Score: Raw -817578.644659 + Penalty 1751.459773 = -815827.184887 nChanged 219 SP:Iteration 20F (737.961088 sec): 3 clusters Score: Raw -817676.432643 + Penalty 1751.459773 = -815924.972871 nChanged 212 SP:Iteration 21Q (738.012012 sec): 3 clusters Score: Raw -817772.866804 + Penalty 1751.459773 = -816021.407031 nChanged 186 SP:Iteration 22Q (738.069729 sec): 3 clusters Score: Raw -817854.093557 + Penalty 1751.459773 = -816102.633784 nChanged 162 SP:Iteration 23Q (738.126952 sec): 3 clusters Score: Raw -817921.456081 + Penalty 1751.459773 = -816169.996309 nChanged 161 SP:Iteration 24Q (738.181954 sec): 3 clusters Score: Raw -817992.889879 + Penalty 1751.459773 = -816241.430106 nChanged 155 SP:Iteration 25Q (738.237816 sec): 3 clusters Score: Raw -818051.741029 + Penalty 1751.459773 = -816300.281256 nChanged 123 SP:Iteration 26Q (738.296319 sec): 3 clusters Score: Raw -818096.836629 + Penalty 1751.459773 = -816345.376856 nChanged 101 SP:Iteration 27Q (738.355707 sec): 3 clusters Score: Raw -818131.609877 + Penalty 1751.459773 = -816380.150104 nChanged 97 SP:Iteration 28Q (738.404429 sec): 3 clusters Score: Raw -818164.947898 + Penalty 1751.459773 = -816413.488126 nChanged 79 SP:Iteration 29Q (738.462523 sec): 3 clusters Score: Raw -818192.017788 + Penalty 1751.459773 = -816440.558015 nChanged 84 SP:Iteration 30Q (738.528892 sec): 3 clusters Score: Raw -818220.276491 + Penalty 1751.459773 = -816468.816718 nChanged 73 SP:Iteration 31Q (738.584844 sec): 3 clusters Score: Raw -818246.572274 + Penalty 1751.459773 = -816495.112501 nChanged 70 SP:Iteration 32Q (738.646394 sec): 3 clusters Score: Raw -818274.564555 + Penalty 1751.459773 = -816523.104782 nChanged 60 SP:Iteration 33Q (738.699287 sec): 3 clusters Score: Raw -818293.362553 + Penalty 1751.459773 = -816541.902781 nChanged 45 SP:Iteration 34Q (738.757812 sec): 3 clusters Score: Raw -818305.820605 + Penalty 1751.459773 = -816554.360832 nChanged 36 SP:Iteration 35Q (738.815876 sec): 3 clusters Score: Raw -818315.389030 + Penalty 1751.459773 = -816563.929257 nChanged 31 SP:Iteration 36Q (738.870706 sec): 3 clusters Score: Raw -818321.537301 + Penalty 1751.459773 = -816570.077528 nChanged 17 SP:Iteration 37Q (738.929262 sec): 3 clusters Score: Raw -818325.083150 + Penalty 1751.459773 = -816573.623377 nChanged 10 SP:Iteration 38Q (738.989802 sec): 3 clusters Score: Raw -818327.149246 + Penalty 1751.459773 = -816575.689473 nChanged 15 SP:Iteration 39Q (739.034077 sec): 3 clusters Score: Raw -818329.920342 + Penalty 1751.459773 = -816578.460569 nChanged 20 SP:Iteration 40F (739.106129 sec): 3 clusters Score: Raw -818333.606709 + Penalty 1751.459773 = -816582.146936 nChanged 18 SP:Iteration 41Q (739.162307 sec): 3 clusters Score: Raw -818336.176490 + Penalty 1751.459773 = -816584.716717 nChanged 13 SP:Iteration 42Q (739.222354 sec): 3 clusters Score: Raw -818338.709146 + Penalty 1751.459773 = -816587.249373 nChanged 13 SP:Iteration 43Q (739.268581 sec): 3 clusters Score: Raw -818341.301527 + Penalty 1751.459773 = -816589.841755 nChanged 14 SP:Iteration 44Q (739.335698 sec): 3 clusters Score: Raw -818343.856996 + Penalty 1751.459773 = -816592.397223 nChanged 9 SP:Iteration 45Q (739.381402 sec): 3 clusters Score: Raw -818345.499500 + Penalty 1751.459773 = -816594.039727 nChanged 9 SP:Iteration 46Q (739.444816 sec): 3 clusters Score: Raw -818347.201142 + Penalty 1751.459773 = -816595.741369 nChanged 11 SP:Iteration 47Q (739.498467 sec): 3 clusters Score: Raw -818349.509439 + Penalty 1751.459773 = -816598.049666 nChanged 9 SP:Iteration 48Q (739.568695 sec): 3 clusters Score: Raw -818350.858171 + Penalty 1751.459773 = -816599.398398 nChanged 5 SP:Iteration 49Q (739.627419 sec): 3 clusters Score: Raw -818352.096590 + Penalty 1751.459773 = -816600.636817 nChanged 6 SP:Iteration 50Q (739.687433 sec): 3 clusters Score: Raw -818353.220749 + Penalty 1751.459773 = -816601.760976 nChanged 4 SP:Iteration 51Q (739.741381 sec): 3 clusters Score: Raw -818354.023149 + Penalty 1751.459773 = -816602.563376 nChanged 1 SP:Iteration 52Q (739.797085 sec): 3 clusters Score: Raw -818354.174124 + Penalty 1751.459773 = -816602.714352 nChanged 1 SP:Iteration 53Q (739.848152 sec): 3 clusters Score: Raw -818354.265873 + Penalty 1751.459773 = -816602.806101 nChanged 1 SP:Iteration 54Q (739.903491 sec): 3 clusters Score: Raw -818354.320083 + Penalty 1751.459773 = -816602.860310 nChanged 0 SP:Iteration 55F (739.974891 sec): 3 clusters Score: Raw -818354.320083 + Penalty 1751.459773 = -816602.860310 nChanged 0 Trying to split cluster 27 (1520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (739.998212 sec): 2 clusters Score: Raw -131222.907467 + Penalty 696.014233 = -130526.893234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (740.050596 sec): 3 clusters Score: Raw -130500.055316 + Penalty 1392.028467 = -129108.026849 nChanged 594 SP:Iteration 1F (740.097538 sec): 3 clusters Score: Raw -130866.650374 + Penalty 1392.028467 = -129474.621907 nChanged 112 SP:Iteration 2F (740.151319 sec): 3 clusters Score: Raw -130948.621880 + Penalty 1392.028467 = -129556.593413 nChanged 100 SP:Iteration 3F (740.199046 sec): 3 clusters Score: Raw -131036.442040 + Penalty 1392.028467 = -129644.413574 nChanged 97 SP:Iteration 4F (740.251324 sec): 3 clusters Score: Raw -131139.818199 + Penalty 1392.028467 = -129747.789732 nChanged 89 SP:Iteration 5F (740.292235 sec): 3 clusters Score: Raw -131219.559911 + Penalty 1392.028467 = -129827.531444 nChanged 65 SP:Iteration 6Q (740.334787 sec): 3 clusters Score: Raw -131270.950720 + Penalty 1392.028467 = -129878.922253 nChanged 41 SP:Iteration 7Q (740.390284 sec): 3 clusters Score: Raw -131297.841519 + Penalty 1392.028467 = -129905.813052 nChanged 34 SP:Iteration 8Q (740.436173 sec): 3 clusters Score: Raw -131316.584696 + Penalty 1392.028467 = -129924.556229 nChanged 29 SP:Iteration 9Q (740.480363 sec): 3 clusters Score: Raw -131332.923834 + Penalty 1392.028467 = -129940.895368 nChanged 29 SP:Iteration 10Q (740.537796 sec): 3 clusters Score: Raw -131353.532292 + Penalty 1392.028467 = -129961.503825 nChanged 23 SP:Iteration 11Q (740.590859 sec): 3 clusters Score: Raw -131375.127584 + Penalty 1392.028467 = -129983.099117 nChanged 16 SP:Iteration 12Q (740.630850 sec): 3 clusters Score: Raw -131382.105510 + Penalty 1392.028467 = -129990.077043 nChanged 11 SP:Iteration 13Q (740.678094 sec): 3 clusters Score: Raw -131384.757128 + Penalty 1392.028467 = -129992.728662 nChanged 2 SP:Iteration 14Q (740.712676 sec): 3 clusters Score: Raw -131385.141845 + Penalty 1392.028467 = -129993.113379 nChanged 2 SP:Iteration 15Q (740.757913 sec): 3 clusters Score: Raw -131385.386413 + Penalty 1392.028467 = -129993.357946 nChanged 3 SP:Iteration 16Q (740.800275 sec): 3 clusters Score: Raw -131386.317894 + Penalty 1392.028467 = -129994.289428 nChanged 2 SP:Iteration 17Q (740.852070 sec): 3 clusters Score: Raw -131386.448331 + Penalty 1392.028467 = -129994.419864 nChanged 0 SP:Iteration 18F (740.897110 sec): 3 clusters Score: Raw -131386.448331 + Penalty 1392.028467 = -129994.419864 nChanged 0 Trying to split cluster 28 (1782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (740.930535 sec): 2 clusters Score: Raw -136486.058306 + Penalty 711.121703 = -135774.936603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (740.974422 sec): 3 clusters Score: Raw -135640.541568 + Penalty 1422.243406 = -134218.298163 nChanged 684 SP:Iteration 1F (741.019156 sec): 3 clusters Score: Raw -136073.986052 + Penalty 1422.243406 = -134651.742647 nChanged 161 SP:Iteration 2F (741.070444 sec): 3 clusters Score: Raw -136195.492542 + Penalty 1422.243406 = -134773.249137 nChanged 94 SP:Iteration 3F (741.115996 sec): 3 clusters Score: Raw -136267.256593 + Penalty 1422.243406 = -134845.013187 nChanged 84 SP:Iteration 4Q (741.167551 sec): 3 clusters Score: Raw -136346.971314 + Penalty 1422.243406 = -134924.727908 nChanged 90 SP:Iteration 5F (741.210056 sec): 3 clusters Score: Raw -136417.139905 + Penalty 1422.243406 = -134994.896499 nChanged 78 SP:Iteration 6Q (741.256933 sec): 3 clusters Score: Raw -136488.683163 + Penalty 1422.243406 = -135066.439757 nChanged 67 SP:Iteration 7Q (741.298403 sec): 3 clusters Score: Raw -136543.653316 + Penalty 1422.243406 = -135121.409911 nChanged 47 SP:Iteration 8Q (741.342510 sec): 3 clusters Score: Raw -136576.614559 + Penalty 1422.243406 = -135154.371154 nChanged 38 SP:Iteration 9Q (741.373778 sec): 3 clusters Score: Raw -136601.597341 + Penalty 1422.243406 = -135179.353935 nChanged 31 SP:Iteration 10Q (741.428237 sec): 3 clusters Score: Raw -136615.677275 + Penalty 1422.243406 = -135193.433870 nChanged 22 SP:Iteration 11Q (741.477364 sec): 3 clusters Score: Raw -136625.255195 + Penalty 1422.243406 = -135203.011790 nChanged 14 SP:Iteration 12Q (741.529822 sec): 3 clusters Score: Raw -136630.576026 + Penalty 1422.243406 = -135208.332620 nChanged 4 SP:Iteration 13Q (741.578862 sec): 3 clusters Score: Raw -136631.130030 + Penalty 1422.243406 = -135208.886624 nChanged 4 SP:Iteration 14Q (741.626887 sec): 3 clusters Score: Raw -136631.603579 + Penalty 1422.243406 = -135209.360173 nChanged 4 SP:Iteration 15Q (741.667865 sec): 3 clusters Score: Raw -136633.450043 + Penalty 1422.243406 = -135211.206638 nChanged 7 SP:Iteration 16Q (741.720386 sec): 3 clusters Score: Raw -136636.691897 + Penalty 1422.243406 = -135214.448491 nChanged 4 SP:Iteration 17Q (741.766625 sec): 3 clusters Score: Raw -136639.265704 + Penalty 1422.243406 = -135217.022299 nChanged 9 SP:Iteration 18Q (741.814612 sec): 3 clusters Score: Raw -136645.116488 + Penalty 1422.243406 = -135222.873082 nChanged 12 SP:Iteration 19Q (741.856239 sec): 3 clusters Score: Raw -136650.747405 + Penalty 1422.243406 = -135228.504000 nChanged 11 SP:Iteration 20F (741.900854 sec): 3 clusters Score: Raw -136655.914813 + Penalty 1422.243406 = -135233.671407 nChanged 7 SP:Iteration 21Q (741.945544 sec): 3 clusters Score: Raw -136658.856528 + Penalty 1422.243406 = -135236.613122 nChanged 9 SP:Iteration 22Q (741.996678 sec): 3 clusters Score: Raw -136662.101257 + Penalty 1422.243406 = -135239.857851 nChanged 9 SP:Iteration 23Q (742.044265 sec): 3 clusters Score: Raw -136665.110159 + Penalty 1422.243406 = -135242.866753 nChanged 5 SP:Iteration 24Q (742.095159 sec): 3 clusters Score: Raw -136666.809918 + Penalty 1422.243406 = -135244.566512 nChanged 4 SP:Iteration 25Q (742.142650 sec): 3 clusters Score: Raw -136668.171919 + Penalty 1422.243406 = -135245.928514 nChanged 3 SP:Iteration 26Q (742.179223 sec): 3 clusters Score: Raw -136669.429004 + Penalty 1422.243406 = -135247.185598 nChanged 2 SP:Iteration 27Q (742.228615 sec): 3 clusters Score: Raw -136670.287118 + Penalty 1422.243406 = -135248.043713 nChanged 3 SP:Iteration 28Q (742.272436 sec): 3 clusters Score: Raw -136671.138686 + Penalty 1422.243406 = -135248.895280 nChanged 3 SP:Iteration 29Q (742.310110 sec): 3 clusters Score: Raw -136672.795894 + Penalty 1422.243406 = -135250.552489 nChanged 9 SP:Iteration 30Q (742.365272 sec): 3 clusters Score: Raw -136678.796548 + Penalty 1422.243406 = -135256.553143 nChanged 10 SP:Iteration 31Q (742.413290 sec): 3 clusters Score: Raw -136687.019611 + Penalty 1422.243406 = -135264.776206 nChanged 13 SP:Iteration 32Q (742.461203 sec): 3 clusters Score: Raw -136698.533257 + Penalty 1422.243406 = -135276.289852 nChanged 16 SP:Iteration 33Q (742.509278 sec): 3 clusters Score: Raw -136709.477694 + Penalty 1422.243406 = -135287.234288 nChanged 19 SP:Iteration 34Q (742.554091 sec): 3 clusters Score: Raw -136719.871426 + Penalty 1422.243406 = -135297.628020 nChanged 12 SP:Iteration 35Q (742.601094 sec): 3 clusters Score: Raw -136728.451442 + Penalty 1422.243406 = -135306.208036 nChanged 12 SP:Iteration 36Q (742.653037 sec): 3 clusters Score: Raw -136735.615094 + Penalty 1422.243406 = -135313.371689 nChanged 15 SP:Iteration 37Q (742.698170 sec): 3 clusters Score: Raw -136744.321661 + Penalty 1422.243406 = -135322.078255 nChanged 16 SP:Iteration 38Q (742.741065 sec): 3 clusters Score: Raw -136755.235667 + Penalty 1422.243406 = -135332.992262 nChanged 13 SP:Iteration 39Q (742.797440 sec): 3 clusters Score: Raw -136764.197783 + Penalty 1422.243406 = -135341.954378 nChanged 11 SP:Iteration 40F (742.842661 sec): 3 clusters Score: Raw -136771.333849 + Penalty 1422.243406 = -135349.090443 nChanged 13 SP:Iteration 41Q (742.897449 sec): 3 clusters Score: Raw -136784.520307 + Penalty 1422.243406 = -135362.276902 nChanged 20 SP:Iteration 42Q (742.947559 sec): 3 clusters Score: Raw -136795.201244 + Penalty 1422.243406 = -135372.957839 nChanged 20 SP:Iteration 43Q (742.995263 sec): 3 clusters Score: Raw -136820.560117 + Penalty 1422.243406 = -135398.316711 nChanged 22 SP:Iteration 44Q (743.045273 sec): 3 clusters Score: Raw -136869.669863 + Penalty 1422.243406 = -135447.426457 nChanged 35 SP:Iteration 45Q (743.083980 sec): 3 clusters Score: Raw -136921.488626 + Penalty 1422.243406 = -135499.245221 nChanged 44 SP:Iteration 46Q (743.141544 sec): 3 clusters Score: Raw -136946.903254 + Penalty 1422.243406 = -135524.659849 nChanged 28 SP:Iteration 47Q (743.179064 sec): 3 clusters Score: Raw -136957.200962 + Penalty 1422.243406 = -135534.957557 nChanged 31 SP:Iteration 48Q (743.238098 sec): 3 clusters Score: Raw -136969.825099 + Penalty 1422.243406 = -135547.581693 nChanged 29 SP:Iteration 49Q (743.283581 sec): 3 clusters Score: Raw -136978.222668 + Penalty 1422.243406 = -135555.979263 nChanged 17 SP:Iteration 50Q (743.338739 sec): 3 clusters Score: Raw -136983.581967 + Penalty 1422.243406 = -135561.338562 nChanged 14 SP:Iteration 51Q (743.386821 sec): 3 clusters Score: Raw -136986.793488 + Penalty 1422.243406 = -135564.550083 nChanged 5 SP:Iteration 52Q (743.433124 sec): 3 clusters Score: Raw -136988.549695 + Penalty 1422.243406 = -135566.306289 nChanged 6 SP:Iteration 53Q (743.484533 sec): 3 clusters Score: Raw -136990.573921 + Penalty 1422.243406 = -135568.330515 nChanged 7 SP:Iteration 54Q (743.524990 sec): 3 clusters Score: Raw -136993.495122 + Penalty 1422.243406 = -135571.251716 nChanged 8 SP:Iteration 55Q (743.579946 sec): 3 clusters Score: Raw -136996.568985 + Penalty 1422.243406 = -135574.325580 nChanged 4 SP:Iteration 56Q (743.625430 sec): 3 clusters Score: Raw -136997.241088 + Penalty 1422.243406 = -135574.997683 nChanged 2 SP:Iteration 57Q (743.674349 sec): 3 clusters Score: Raw -136997.854990 + Penalty 1422.243406 = -135575.611584 nChanged 3 SP:Iteration 58Q (743.716640 sec): 3 clusters Score: Raw -136998.379727 + Penalty 1422.243406 = -135576.136321 nChanged 5 SP:Iteration 59Q (743.761590 sec): 3 clusters Score: Raw -136999.314356 + Penalty 1422.243406 = -135577.070951 nChanged 4 SP:Iteration 60F (743.814180 sec): 3 clusters Score: Raw -137000.524833 + Penalty 1422.243406 = -135578.281427 nChanged 1 SP:Iteration 61Q (743.853989 sec): 3 clusters Score: Raw -137000.759397 + Penalty 1422.243406 = -135578.515992 nChanged 1 SP:Iteration 62Q (743.906104 sec): 3 clusters Score: Raw -137001.157313 + Penalty 1422.243406 = -135578.913908 nChanged 1 SP:Iteration 63Q (743.945423 sec): 3 clusters Score: Raw -137001.207346 + Penalty 1422.243406 = -135578.963941 nChanged 0 SP:Iteration 64F (743.992446 sec): 3 clusters Score: Raw -137001.207346 + Penalty 1422.243406 = -135578.963941 nChanged 0 Trying to split cluster 29 (190798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (744.227621 sec): 2 clusters Score: Raw -16974711.843645 + Penalty 1155.102203 = -16973556.741443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (744.516422 sec): 3 clusters Score: Raw -16847028.828445 + Penalty 2310.204406 = -16844718.624040 nChanged 93374 SP:Iteration 1F (744.798693 sec): 3 clusters Score: Raw -16907223.046495 + Penalty 2310.204406 = -16904912.842090 nChanged 10521 SP:Iteration 2F (745.082343 sec): 3 clusters Score: Raw -16912674.166943 + Penalty 2310.204406 = -16910363.962537 nChanged 12433 SP:Iteration 3F (745.366094 sec): 3 clusters Score: Raw -16920534.122238 + Penalty 2310.204406 = -16918223.917832 nChanged 13805 SP:Iteration 4F (745.659522 sec): 3 clusters Score: Raw -16930411.607187 + Penalty 2310.204406 = -16928101.402781 nChanged 13542 SP:Iteration 5F (745.944868 sec): 3 clusters Score: Raw -16940430.778667 + Penalty 2310.204406 = -16938120.574261 nChanged 11704 SP:Iteration 6F (746.233531 sec): 3 clusters Score: Raw -16949420.544359 + Penalty 2310.204406 = -16947110.339953 nChanged 9478 SP:Iteration 7Q (746.529399 sec): 3 clusters Score: Raw -16956798.958481 + Penalty 2310.204406 = -16954488.754075 nChanged 7217 SP:Iteration 8Q (746.811796 sec): 3 clusters Score: Raw -16962359.516778 + Penalty 2310.204406 = -16960049.312373 nChanged 5397 SP:Iteration 9Q (747.120880 sec): 3 clusters Score: Raw -16966410.694982 + Penalty 2310.204406 = -16964100.490577 nChanged 3994 SP:Iteration 10Q (747.411725 sec): 3 clusters Score: Raw -16969338.598564 + Penalty 2310.204406 = -16967028.394158 nChanged 2831 SP:Iteration 11Q (747.660022 sec): 3 clusters Score: Raw -16971350.810193 + Penalty 2310.204406 = -16969040.605788 nChanged 1991 SP:Iteration 12Q (747.905392 sec): 3 clusters Score: Raw -16972710.010012 + Penalty 2310.204406 = -16970399.805606 nChanged 1275 SP:Iteration 13Q (748.142868 sec): 3 clusters Score: Raw -16973511.133428 + Penalty 2310.204406 = -16971200.929022 nChanged 841 SP:Iteration 14Q (748.372624 sec): 3 clusters Score: Raw -16974030.496470 + Penalty 2310.204406 = -16971720.292064 nChanged 594 SP:Iteration 15Q (748.608008 sec): 3 clusters Score: Raw -16974380.270139 + Penalty 2310.204406 = -16972070.065734 nChanged 407 SP:Iteration 16Q (748.833132 sec): 3 clusters Score: Raw -16974622.975561 + Penalty 2310.204406 = -16972312.771156 nChanged 271 SP:Iteration 17Q (749.080831 sec): 3 clusters Score: Raw -16974767.741865 + Penalty 2310.204406 = -16972457.537459 nChanged 186 SP:Iteration 18Q (749.301263 sec): 3 clusters Score: Raw -16974853.666322 + Penalty 2310.204406 = -16972543.461916 nChanged 127 SP:Iteration 19Q (749.559162 sec): 3 clusters Score: Raw -16974920.146369 + Penalty 2310.204406 = -16972609.941963 nChanged 98 SP:Iteration 20F (749.843908 sec): 3 clusters Score: Raw -16974967.859714 + Penalty 2310.204406 = -16972657.655308 nChanged 71 SP:Iteration 21Q (750.089678 sec): 3 clusters Score: Raw -16975001.545737 + Penalty 2310.204406 = -16972691.341331 nChanged 72 SP:Iteration 22Q (750.343394 sec): 3 clusters Score: Raw -16975034.426216 + Penalty 2310.204406 = -16972724.221811 nChanged 51 SP:Iteration 23Q (750.596990 sec): 3 clusters Score: Raw -16975062.557255 + Penalty 2310.204406 = -16972752.352849 nChanged 45 SP:Iteration 24Q (750.830222 sec): 3 clusters Score: Raw -16975086.852974 + Penalty 2310.204406 = -16972776.648569 nChanged 53 SP:Iteration 25Q (751.050282 sec): 3 clusters Score: Raw -16975117.466621 + Penalty 2310.204406 = -16972807.262216 nChanged 51 SP:Iteration 26Q (751.288660 sec): 3 clusters Score: Raw -16975146.881940 + Penalty 2310.204406 = -16972836.677534 nChanged 47 SP:Iteration 27Q (751.541882 sec): 3 clusters Score: Raw -16975173.834270 + Penalty 2310.204406 = -16972863.629864 nChanged 36 SP:Iteration 28Q (751.770239 sec): 3 clusters Score: Raw -16975190.465350 + Penalty 2310.204406 = -16972880.260944 nChanged 25 SP:Iteration 29Q (751.990718 sec): 3 clusters Score: Raw -16975199.426751 + Penalty 2310.204406 = -16972889.222346 nChanged 17 SP:Iteration 30Q (752.213014 sec): 3 clusters Score: Raw -16975202.744560 + Penalty 2310.204406 = -16972892.540155 nChanged 8 SP:Iteration 31Q (752.472554 sec): 3 clusters Score: Raw -16975204.499890 + Penalty 2310.204406 = -16972894.295485 nChanged 10 SP:Iteration 32Q (752.717816 sec): 3 clusters Score: Raw -16975208.296130 + Penalty 2310.204406 = -16972898.091724 nChanged 14 SP:Iteration 33Q (752.982096 sec): 3 clusters Score: Raw -16975213.529261 + Penalty 2310.204406 = -16972903.324855 nChanged 11 SP:Iteration 34Q (753.224708 sec): 3 clusters Score: Raw -16975218.049580 + Penalty 2310.204406 = -16972907.845175 nChanged 14 SP:Iteration 35Q (753.476042 sec): 3 clusters Score: Raw -16975222.606552 + Penalty 2310.204406 = -16972912.402146 nChanged 8 SP:Iteration 36Q (753.745229 sec): 3 clusters Score: Raw -16975224.401299 + Penalty 2310.204406 = -16972914.196893 nChanged 7 SP:Iteration 37Q (753.997401 sec): 3 clusters Score: Raw -16975226.384960 + Penalty 2310.204406 = -16972916.180554 nChanged 8 SP:Iteration 38Q (754.224744 sec): 3 clusters Score: Raw -16975229.484050 + Penalty 2310.204406 = -16972919.279645 nChanged 8 SP:Iteration 39Q (754.471530 sec): 3 clusters Score: Raw -16975231.926198 + Penalty 2310.204406 = -16972921.721793 nChanged 8 SP:Iteration 40F (754.750196 sec): 3 clusters Score: Raw -16975234.844835 + Penalty 2310.204406 = -16972924.640430 nChanged 8 SP:Iteration 41Q (755.005689 sec): 3 clusters Score: Raw -16975238.067182 + Penalty 2310.204406 = -16972927.862776 nChanged 11 SP:Iteration 42Q (755.290895 sec): 3 clusters Score: Raw -16975242.227024 + Penalty 2310.204406 = -16972932.022619 nChanged 7 SP:Iteration 43Q (755.527606 sec): 3 clusters Score: Raw -16975245.038885 + Penalty 2310.204406 = -16972934.834480 nChanged 11 SP:Iteration 44Q (755.760782 sec): 3 clusters Score: Raw -16975249.314192 + Penalty 2310.204406 = -16972939.109787 nChanged 12 SP:Iteration 45Q (755.980589 sec): 3 clusters Score: Raw -16975252.913624 + Penalty 2310.204406 = -16972942.709218 nChanged 8 SP:Iteration 46Q (756.198632 sec): 3 clusters Score: Raw -16975254.958115 + Penalty 2310.204406 = -16972944.753709 nChanged 9 SP:Iteration 47Q (756.436527 sec): 3 clusters Score: Raw -16975257.954862 + Penalty 2310.204406 = -16972947.750457 nChanged 7 SP:Iteration 48Q (756.653404 sec): 3 clusters Score: Raw -16975260.041363 + Penalty 2310.204406 = -16972949.836958 nChanged 8 SP:Iteration 49Q (756.885146 sec): 3 clusters Score: Raw -16975262.673481 + Penalty 2310.204406 = -16972952.469076 nChanged 7 SP:Iteration 50Q (757.125914 sec): 3 clusters Score: Raw -16975265.887634 + Penalty 2310.204406 = -16972955.683229 nChanged 13 SP:Iteration 51Q (757.379589 sec): 3 clusters Score: Raw -16975269.573664 + Penalty 2310.204406 = -16972959.369259 nChanged 12 SP:Iteration 52Q (757.616614 sec): 3 clusters Score: Raw -16975273.602876 + Penalty 2310.204406 = -16972963.398470 nChanged 13 SP:Iteration 53Q (757.883583 sec): 3 clusters Score: Raw -16975279.565136 + Penalty 2310.204406 = -16972969.360730 nChanged 15 SP:Iteration 54Q (758.164279 sec): 3 clusters Score: Raw -16975286.539018 + Penalty 2310.204406 = -16972976.334612 nChanged 12 SP:Iteration 55Q (758.411626 sec): 3 clusters Score: Raw -16975293.128369 + Penalty 2310.204406 = -16972982.923963 nChanged 17 SP:Iteration 56Q (758.652755 sec): 3 clusters Score: Raw -16975301.291337 + Penalty 2310.204406 = -16972991.086932 nChanged 11 SP:Iteration 57Q (758.876702 sec): 3 clusters Score: Raw -16975308.541253 + Penalty 2310.204406 = -16972998.336847 nChanged 16 SP:Iteration 58Q (759.105849 sec): 3 clusters Score: Raw -16975318.156314 + Penalty 2310.204406 = -16973007.951908 nChanged 24 SP:Iteration 59Q (759.348770 sec): 3 clusters Score: Raw -16975328.445222 + Penalty 2310.204406 = -16973018.240816 nChanged 11 SP:Iteration 60F (759.638608 sec): 3 clusters Score: Raw -16975331.413634 + Penalty 2310.204406 = -16973021.209229 nChanged 11 SP:Iteration 61Q (759.889431 sec): 3 clusters Score: Raw -16975336.321770 + Penalty 2310.204406 = -16973026.117364 nChanged 14 SP:Iteration 62Q (760.114333 sec): 3 clusters Score: Raw -16975342.632187 + Penalty 2310.204406 = -16973032.427781 nChanged 16 SP:Iteration 63Q (760.365184 sec): 3 clusters Score: Raw -16975349.571589 + Penalty 2310.204406 = -16973039.367183 nChanged 18 SP:Iteration 64Q (760.603395 sec): 3 clusters Score: Raw -16975360.099493 + Penalty 2310.204406 = -16973049.895087 nChanged 30 SP:Iteration 65Q (760.828951 sec): 3 clusters Score: Raw -16975378.443170 + Penalty 2310.204406 = -16973068.238765 nChanged 39 SP:Iteration 66Q (761.073050 sec): 3 clusters Score: Raw -16975406.061819 + Penalty 2310.204406 = -16973095.857413 nChanged 41 SP:Iteration 67Q (761.328550 sec): 3 clusters Score: Raw -16975444.353335 + Penalty 2310.204406 = -16973134.148929 nChanged 51 SP:Iteration 68Q (761.570187 sec): 3 clusters Score: Raw -16975483.436753 + Penalty 2310.204406 = -16973173.232347 nChanged 51 SP:Iteration 69Q (761.803305 sec): 3 clusters Score: Raw -16975518.374126 + Penalty 2310.204406 = -16973208.169721 nChanged 40 SP:Iteration 70Q (762.043987 sec): 3 clusters Score: Raw -16975541.808777 + Penalty 2310.204406 = -16973231.604371 nChanged 45 SP:Iteration 71Q (762.272582 sec): 3 clusters Score: Raw -16975567.567026 + Penalty 2310.204406 = -16973257.362620 nChanged 47 SP:Iteration 72Q (762.500261 sec): 3 clusters Score: Raw -16975585.600212 + Penalty 2310.204406 = -16973275.395806 nChanged 26 SP:Iteration 73Q (762.713685 sec): 3 clusters Score: Raw -16975593.540100 + Penalty 2310.204406 = -16973283.335695 nChanged 16 SP:Iteration 74Q (762.963292 sec): 3 clusters Score: Raw -16975600.483851 + Penalty 2310.204406 = -16973290.279446 nChanged 21 SP:Iteration 75Q (763.183699 sec): 3 clusters Score: Raw -16975608.595087 + Penalty 2310.204406 = -16973298.390682 nChanged 15 SP:Iteration 76Q (763.404925 sec): 3 clusters Score: Raw -16975612.993014 + Penalty 2310.204406 = -16973302.788608 nChanged 10 SP:Iteration 77Q (763.628206 sec): 3 clusters Score: Raw -16975615.679239 + Penalty 2310.204406 = -16973305.474834 nChanged 13 SP:Iteration 78Q (763.881157 sec): 3 clusters Score: Raw -16975619.080759 + Penalty 2310.204406 = -16973308.876354 nChanged 11 SP:Iteration 79Q (764.138157 sec): 3 clusters Score: Raw -16975622.028165 + Penalty 2310.204406 = -16973311.823760 nChanged 6 SP:Iteration 80F (764.416887 sec): 3 clusters Score: Raw -16975638.721574 + Penalty 2310.204406 = -16973328.517169 nChanged 28 SP:Iteration 81Q (764.656202 sec): 3 clusters Score: Raw -16975655.147952 + Penalty 2310.204406 = -16973344.943546 nChanged 31 SP:Iteration 82Q (764.881320 sec): 3 clusters Score: Raw -16975668.668681 + Penalty 2310.204406 = -16973358.464275 nChanged 32 SP:Iteration 83Q (765.133167 sec): 3 clusters Score: Raw -16975679.051708 + Penalty 2310.204406 = -16973368.847302 nChanged 32 SP:Iteration 84Q (765.375925 sec): 3 clusters Score: Raw -16975691.162990 + Penalty 2310.204406 = -16973380.958585 nChanged 34 SP:Iteration 85Q (765.620105 sec): 3 clusters Score: Raw -16975704.782890 + Penalty 2310.204406 = -16973394.578485 nChanged 33 SP:Iteration 86Q (765.860911 sec): 3 clusters Score: Raw -16975718.711555 + Penalty 2310.204406 = -16973408.507149 nChanged 39 SP:Iteration 87Q (766.099126 sec): 3 clusters Score: Raw -16975734.370234 + Penalty 2310.204406 = -16973424.165829 nChanged 45 SP:Iteration 88Q (766.333536 sec): 3 clusters Score: Raw -16975750.450831 + Penalty 2310.204406 = -16973440.246425 nChanged 40 SP:Iteration 89Q (766.572233 sec): 3 clusters Score: Raw -16975764.707867 + Penalty 2310.204406 = -16973454.503461 nChanged 43 SP:Iteration 90Q (766.833400 sec): 3 clusters Score: Raw -16975779.844410 + Penalty 2310.204406 = -16973469.640005 nChanged 44 SP:Iteration 91Q (767.085861 sec): 3 clusters Score: Raw -16975796.310398 + Penalty 2310.204406 = -16973486.105993 nChanged 47 SP:Iteration 92Q (767.301929 sec): 3 clusters Score: Raw -16975809.922772 + Penalty 2310.204406 = -16973499.718367 nChanged 42 SP:Iteration 93Q (767.559212 sec): 3 clusters Score: Raw -16975818.971478 + Penalty 2310.204406 = -16973508.767073 nChanged 37 SP:Iteration 94Q (767.801388 sec): 3 clusters Score: Raw -16975827.942388 + Penalty 2310.204406 = -16973517.737982 nChanged 31 SP:Iteration 95Q (768.041209 sec): 3 clusters Score: Raw -16975834.519915 + Penalty 2310.204406 = -16973524.315509 nChanged 30 SP:Iteration 96Q (768.274736 sec): 3 clusters Score: Raw -16975842.252627 + Penalty 2310.204406 = -16973532.048222 nChanged 45 SP:Iteration 97Q (768.497949 sec): 3 clusters Score: Raw -16975854.839600 + Penalty 2310.204406 = -16973544.635195 nChanged 47 SP:Iteration 98Q (768.743343 sec): 3 clusters Score: Raw -16975866.217953 + Penalty 2310.204406 = -16973556.013547 nChanged 45 SP:Iteration 99Q (769.015764 sec): 3 clusters Score: Raw -16975874.699012 + Penalty 2310.204406 = -16973564.494606 nChanged 28 SP:Iteration 100F (769.300543 sec): 3 clusters Score: Raw -16975893.834377 + Penalty 2310.204406 = -16973583.629972 nChanged 38 SP:Iteration 101Q (769.543828 sec): 3 clusters Score: Raw -16975908.972060 + Penalty 2310.204406 = -16973598.767654 nChanged 41 SP:Iteration 102Q (769.811547 sec): 3 clusters Score: Raw -16975922.796493 + Penalty 2310.204406 = -16973612.592088 nChanged 54 SP:Iteration 103Q (770.073465 sec): 3 clusters Score: Raw -16975939.446242 + Penalty 2310.204406 = -16973629.241836 nChanged 68 SP:Iteration 104Q (770.336771 sec): 3 clusters Score: Raw -16975963.030105 + Penalty 2310.204406 = -16973652.825699 nChanged 74 SP:Iteration 105Q (770.575291 sec): 3 clusters Score: Raw -16975985.379511 + Penalty 2310.204406 = -16973675.175105 nChanged 73 SP:Iteration 106Q (770.812164 sec): 3 clusters Score: Raw -16976007.215504 + Penalty 2310.204406 = -16973697.011098 nChanged 73 SP:Iteration 107Q (771.043914 sec): 3 clusters Score: Raw -16976031.494440 + Penalty 2310.204406 = -16973721.290035 nChanged 88 SP:Iteration 108Q (771.293005 sec): 3 clusters Score: Raw -16976057.779562 + Penalty 2310.204406 = -16973747.575157 nChanged 94 SP:Iteration 109Q (771.542227 sec): 3 clusters Score: Raw -16976082.378912 + Penalty 2310.204406 = -16973772.174506 nChanged 83 SP:Iteration 110Q (771.786085 sec): 3 clusters Score: Raw -16976100.323591 + Penalty 2310.204406 = -16973790.119185 nChanged 79 SP:Iteration 111Q (772.017099 sec): 3 clusters Score: Raw -16976116.094303 + Penalty 2310.204406 = -16973805.889897 nChanged 70 SP:Iteration 112Q (772.236620 sec): 3 clusters Score: Raw -16976131.933059 + Penalty 2310.204406 = -16973821.728653 nChanged 73 SP:Iteration 113Q (772.469386 sec): 3 clusters Score: Raw -16976153.408848 + Penalty 2310.204406 = -16973843.204442 nChanged 78 SP:Iteration 114Q (772.746442 sec): 3 clusters Score: Raw -16976174.426848 + Penalty 2310.204406 = -16973864.222442 nChanged 99 SP:Iteration 115Q (772.993939 sec): 3 clusters Score: Raw -16976200.629141 + Penalty 2310.204406 = -16973890.424735 nChanged 127 SP:Iteration 116Q (773.251830 sec): 3 clusters Score: Raw -16976231.991425 + Penalty 2310.204406 = -16973921.787020 nChanged 125 SP:Iteration 117Q (773.466983 sec): 3 clusters Score: Raw -16976258.560831 + Penalty 2310.204406 = -16973948.356425 nChanged 120 SP:Iteration 118Q (773.699636 sec): 3 clusters Score: Raw -16976280.752937 + Penalty 2310.204406 = -16973970.548531 nChanged 111 SP:Iteration 119Q (773.937600 sec): 3 clusters Score: Raw -16976300.956978 + Penalty 2310.204406 = -16973990.752573 nChanged 110 SP:Iteration 120F (774.237130 sec): 3 clusters Score: Raw -16976363.058228 + Penalty 2310.204406 = -16974052.853822 nChanged 135 SP:Iteration 121Q (774.475776 sec): 3 clusters Score: Raw -16976399.009330 + Penalty 2310.204406 = -16974088.804924 nChanged 133 SP:Iteration 122Q (774.716620 sec): 3 clusters Score: Raw -16976430.272378 + Penalty 2310.204406 = -16974120.067973 nChanged 150 SP:Iteration 123Q (774.944916 sec): 3 clusters Score: Raw -16976467.053842 + Penalty 2310.204406 = -16974156.849436 nChanged 178 SP:Iteration 124Q (775.201445 sec): 3 clusters Score: Raw -16976514.704033 + Penalty 2310.204406 = -16974204.499627 nChanged 154 SP:Iteration 125Q (775.475456 sec): 3 clusters Score: Raw -16976548.077335 + Penalty 2310.204406 = -16974237.872929 nChanged 182 SP:Iteration 126Q (775.728136 sec): 3 clusters Score: Raw -16976586.381767 + Penalty 2310.204406 = -16974276.177362 nChanged 170 SP:Iteration 127Q (775.965724 sec): 3 clusters Score: Raw -16976623.958117 + Penalty 2310.204406 = -16974313.753711 nChanged 180 SP:Iteration 128Q (776.200327 sec): 3 clusters Score: Raw -16976661.004790 + Penalty 2310.204406 = -16974350.800385 nChanged 177 SP:Iteration 129Q (776.451493 sec): 3 clusters Score: Raw -16976697.146836 + Penalty 2310.204406 = -16974386.942430 nChanged 168 SP:Iteration 130Q (776.693555 sec): 3 clusters Score: Raw -16976730.565263 + Penalty 2310.204406 = -16974420.360857 nChanged 169 SP:Iteration 131Q (776.930875 sec): 3 clusters Score: Raw -16976758.855005 + Penalty 2310.204406 = -16974448.650599 nChanged 153 SP:Iteration 132Q (777.165736 sec): 3 clusters Score: Raw -16976779.566214 + Penalty 2310.204406 = -16974469.361808 nChanged 126 SP:Iteration 133Q (777.405943 sec): 3 clusters Score: Raw -16976795.787667 + Penalty 2310.204406 = -16974485.583261 nChanged 113 SP:Iteration 134Q (777.666551 sec): 3 clusters Score: Raw -16976808.337686 + Penalty 2310.204406 = -16974498.133281 nChanged 100 SP:Iteration 135Q (777.932977 sec): 3 clusters Score: Raw -16976819.345905 + Penalty 2310.204406 = -16974509.141500 nChanged 112 SP:Iteration 136Q (778.195786 sec): 3 clusters Score: Raw -16976830.449383 + Penalty 2310.204406 = -16974520.244977 nChanged 89 SP:Iteration 137Q (778.466267 sec): 3 clusters Score: Raw -16976837.659215 + Penalty 2310.204406 = -16974527.454809 nChanged 80 SP:Iteration 138Q (778.717358 sec): 3 clusters Score: Raw -16976845.061887 + Penalty 2310.204406 = -16974534.857482 nChanged 90 SP:Iteration 139Q (778.982795 sec): 3 clusters Score: Raw -16976853.333183 + Penalty 2310.204406 = -16974543.128777 nChanged 94 SP:Iteration 140F (779.277141 sec): 3 clusters Score: Raw -16976867.992072 + Penalty 2310.204406 = -16974557.787667 nChanged 110 SP:Iteration 141Q (779.548709 sec): 3 clusters Score: Raw -16976879.230726 + Penalty 2310.204406 = -16974569.026321 nChanged 103 SP:Iteration 142Q (779.774546 sec): 3 clusters Score: Raw -16976889.183890 + Penalty 2310.204406 = -16974578.979485 nChanged 111 SP:Iteration 143Q (780.027217 sec): 3 clusters Score: Raw -16976901.391056 + Penalty 2310.204406 = -16974591.186650 nChanged 127 SP:Iteration 144Q (780.283578 sec): 3 clusters Score: Raw -16976915.942186 + Penalty 2310.204406 = -16974605.737780 nChanged 120 SP:Iteration 145Q (780.556184 sec): 3 clusters Score: Raw -16976929.260286 + Penalty 2310.204406 = -16974619.055880 nChanged 126 SP:Iteration 146Q (780.806504 sec): 3 clusters Score: Raw -16976940.664690 + Penalty 2310.204406 = -16974630.460284 nChanged 109 SP:Iteration 147Q (781.030820 sec): 3 clusters Score: Raw -16976950.336799 + Penalty 2310.204406 = -16974640.132393 nChanged 89 SP:Iteration 148Q (781.286981 sec): 3 clusters Score: Raw -16976958.100644 + Penalty 2310.204406 = -16974647.896238 nChanged 94 SP:Iteration 149Q (781.554051 sec): 3 clusters Score: Raw -16976965.901279 + Penalty 2310.204406 = -16974655.696874 nChanged 96 SP:Iteration 150Q (781.829141 sec): 3 clusters Score: Raw -16976973.413293 + Penalty 2310.204406 = -16974663.208887 nChanged 92 SP:Iteration 151Q (782.083464 sec): 3 clusters Score: Raw -16976979.599820 + Penalty 2310.204406 = -16974669.395415 nChanged 77 SP:Iteration 152Q (782.309398 sec): 3 clusters Score: Raw -16976984.561773 + Penalty 2310.204406 = -16974674.357368 nChanged 82 SP:Iteration 153Q (782.539797 sec): 3 clusters Score: Raw -16976990.090922 + Penalty 2310.204406 = -16974679.886517 nChanged 70 SP:Iteration 154Q (782.779724 sec): 3 clusters Score: Raw -16976994.686468 + Penalty 2310.204406 = -16974684.482063 nChanged 64 SP:Iteration 155Q (783.045734 sec): 3 clusters Score: Raw -16976998.410639 + Penalty 2310.204406 = -16974688.206234 nChanged 61 SP:Iteration 156Q (783.288984 sec): 3 clusters Score: Raw -16977001.727029 + Penalty 2310.204406 = -16974691.522623 nChanged 55 SP:Iteration 157Q (783.519605 sec): 3 clusters Score: Raw -16977004.773939 + Penalty 2310.204406 = -16974694.569534 nChanged 57 SP:Iteration 158Q (783.777430 sec): 3 clusters Score: Raw -16977008.655801 + Penalty 2310.204406 = -16974698.451395 nChanged 72 SP:Iteration 159Q (784.016459 sec): 3 clusters Score: Raw -16977013.444945 + Penalty 2310.204406 = -16974703.240540 nChanged 78 SP:Iteration 160F (784.333554 sec): 3 clusters Score: Raw -16977020.052164 + Penalty 2310.204406 = -16974709.847759 nChanged 86 SP:Iteration 161Q (784.614334 sec): 3 clusters Score: Raw -16977027.132617 + Penalty 2310.204406 = -16974716.928212 nChanged 87 SP:Iteration 162Q (784.868609 sec): 3 clusters Score: Raw -16977034.890642 + Penalty 2310.204406 = -16974724.686236 nChanged 88 SP:Iteration 163Q (785.129763 sec): 3 clusters Score: Raw -16977042.449734 + Penalty 2310.204406 = -16974732.245329 nChanged 100 SP:Iteration 164Q (785.383353 sec): 3 clusters Score: Raw -16977050.489347 + Penalty 2310.204406 = -16974740.284941 nChanged 101 SP:Iteration 165Q (785.635911 sec): 3 clusters Score: Raw -16977058.680504 + Penalty 2310.204406 = -16974748.476098 nChanged 106 SP:Iteration 166Q (785.900475 sec): 3 clusters Score: Raw -16977067.007327 + Penalty 2310.204406 = -16974756.802921 nChanged 111 SP:Iteration 167Q (786.171514 sec): 3 clusters Score: Raw -16977075.899641 + Penalty 2310.204406 = -16974765.695236 nChanged 122 SP:Iteration 168Q (786.419236 sec): 3 clusters Score: Raw -16977085.635766 + Penalty 2310.204406 = -16974775.431360 nChanged 117 SP:Iteration 169Q (786.672023 sec): 3 clusters Score: Raw -16977094.818494 + Penalty 2310.204406 = -16974784.614088 nChanged 116 SP:Iteration 170Q (786.924023 sec): 3 clusters Score: Raw -16977104.500846 + Penalty 2310.204406 = -16974794.296440 nChanged 113 SP:Iteration 171Q (787.194518 sec): 3 clusters Score: Raw -16977112.853018 + Penalty 2310.204406 = -16974802.648612 nChanged 96 SP:Iteration 172Q (787.482600 sec): 3 clusters Score: Raw -16977119.853112 + Penalty 2310.204406 = -16974809.648707 nChanged 95 SP:Iteration 173Q (787.733545 sec): 3 clusters Score: Raw -16977127.111079 + Penalty 2310.204406 = -16974816.906673 nChanged 90 SP:Iteration 174Q (788.006035 sec): 3 clusters Score: Raw -16977132.651566 + Penalty 2310.204406 = -16974822.447160 nChanged 91 SP:Iteration 175Q (788.262100 sec): 3 clusters Score: Raw -16977138.531061 + Penalty 2310.204406 = -16974828.326655 nChanged 109 SP:Iteration 176Q (788.497393 sec): 3 clusters Score: Raw -16977146.605770 + Penalty 2310.204406 = -16974836.401365 nChanged 111 SP:Iteration 177Q (788.747461 sec): 3 clusters Score: Raw -16977154.042928 + Penalty 2310.204406 = -16974843.838522 nChanged 100 SP:Iteration 178Q (788.982146 sec): 3 clusters Score: Raw -16977160.213693 + Penalty 2310.204406 = -16974850.009288 nChanged 102 SP:Iteration 179Q (789.248793 sec): 3 clusters Score: Raw -16977165.436077 + Penalty 2310.204406 = -16974855.231671 nChanged 88 SP:Iteration 180F (789.541554 sec): 3 clusters Score: Raw -16977169.546920 + Penalty 2310.204406 = -16974859.342514 nChanged 87 SP:Iteration 181Q (789.780576 sec): 3 clusters Score: Raw -16977173.977755 + Penalty 2310.204406 = -16974863.773349 nChanged 84 SP:Iteration 182Q (790.027608 sec): 3 clusters Score: Raw -16977178.181268 + Penalty 2310.204406 = -16974867.976862 nChanged 87 SP:Iteration 183Q (790.300202 sec): 3 clusters Score: Raw -16977183.293331 + Penalty 2310.204406 = -16974873.088925 nChanged 100 SP:Iteration 184Q (790.573751 sec): 3 clusters Score: Raw -16977189.035429 + Penalty 2310.204406 = -16974878.831024 nChanged 91 SP:Iteration 185Q (790.820950 sec): 3 clusters Score: Raw -16977194.623282 + Penalty 2310.204406 = -16974884.418877 nChanged 95 SP:Iteration 186Q (791.079800 sec): 3 clusters Score: Raw -16977199.598350 + Penalty 2310.204406 = -16974889.393945 nChanged 84 SP:Iteration 187Q (791.350451 sec): 3 clusters Score: Raw -16977204.891386 + Penalty 2310.204406 = -16974894.686980 nChanged 85 SP:Iteration 188Q (791.613831 sec): 3 clusters Score: Raw -16977210.166054 + Penalty 2310.204406 = -16974899.961649 nChanged 86 SP:Iteration 189Q (791.871029 sec): 3 clusters Score: Raw -16977215.115207 + Penalty 2310.204406 = -16974904.910801 nChanged 94 SP:Iteration 190Q (792.124915 sec): 3 clusters Score: Raw -16977220.055943 + Penalty 2310.204406 = -16974909.851537 nChanged 76 SP:Iteration 191Q (792.385649 sec): 3 clusters Score: Raw -16977223.754547 + Penalty 2310.204406 = -16974913.550142 nChanged 82 SP:Iteration 192Q (792.649704 sec): 3 clusters Score: Raw -16977227.937886 + Penalty 2310.204406 = -16974917.733481 nChanged 76 SP:Iteration 193Q (792.919602 sec): 3 clusters Score: Raw -16977231.964316 + Penalty 2310.204406 = -16974921.759911 nChanged 94 SP:Iteration 194Q (793.197074 sec): 3 clusters Score: Raw -16977237.646920 + Penalty 2310.204406 = -16974927.442515 nChanged 96 SP:Iteration 195Q (793.456375 sec): 3 clusters Score: Raw -16977243.874048 + Penalty 2310.204406 = -16974933.669642 nChanged 95 SP:Iteration 196Q (793.679041 sec): 3 clusters Score: Raw -16977250.435715 + Penalty 2310.204406 = -16974940.231309 nChanged 98 SP:Iteration 197Q (793.924906 sec): 3 clusters Score: Raw -16977258.535908 + Penalty 2310.204406 = -16974948.331502 nChanged 108 SP:Iteration 198Q (794.191191 sec): 3 clusters Score: Raw -16977266.334160 + Penalty 2310.204406 = -16974956.129755 nChanged 94 SP:Iteration 199Q (794.457145 sec): 3 clusters Score: Raw -16977271.843733 + Penalty 2310.204406 = -16974961.639327 nChanged 86 SP:Iteration 200F (794.738364 sec): 3 clusters Score: Raw -16977276.533147 + Penalty 2310.204406 = -16974966.328742 nChanged 78 SP:Iteration 201Q (795.003631 sec): 3 clusters Score: Raw -16977280.874861 + Penalty 2310.204406 = -16974970.670455 nChanged 72 SP:Iteration 202Q (795.256728 sec): 3 clusters Score: Raw -16977284.564987 + Penalty 2310.204406 = -16974974.360581 nChanged 71 SP:Iteration 203Q (795.514834 sec): 3 clusters Score: Raw -16977287.917725 + Penalty 2310.204406 = -16974977.713319 nChanged 65 SP:Iteration 204Q (795.784084 sec): 3 clusters Score: Raw -16977290.030217 + Penalty 2310.204406 = -16974979.825812 nChanged 60 SP:Iteration 205Q (796.041072 sec): 3 clusters Score: Raw -16977292.002275 + Penalty 2310.204406 = -16974981.797869 nChanged 48 SP:Iteration 206Q (796.301612 sec): 3 clusters Score: Raw -16977293.505409 + Penalty 2310.204406 = -16974983.301003 nChanged 40 SP:Iteration 207Q (796.567468 sec): 3 clusters Score: Raw -16977294.710112 + Penalty 2310.204406 = -16974984.505706 nChanged 38 SP:Iteration 208Q (796.833337 sec): 3 clusters Score: Raw -16977295.991554 + Penalty 2310.204406 = -16974985.787149 nChanged 46 SP:Iteration 209Q (797.096766 sec): 3 clusters Score: Raw -16977297.555510 + Penalty 2310.204406 = -16974987.351104 nChanged 48 SP:Iteration 210Q (797.368057 sec): 3 clusters Score: Raw -16977299.243441 + Penalty 2310.204406 = -16974989.039035 nChanged 58 SP:Iteration 211Q (797.624631 sec): 3 clusters Score: Raw -16977301.395763 + Penalty 2310.204406 = -16974991.191357 nChanged 66 SP:Iteration 212Q (797.899886 sec): 3 clusters Score: Raw -16977303.756337 + Penalty 2310.204406 = -16974993.551932 nChanged 66 SP:Iteration 213Q (798.171428 sec): 3 clusters Score: Raw -16977306.104680 + Penalty 2310.204406 = -16974995.900274 nChanged 60 SP:Iteration 214Q (798.440569 sec): 3 clusters Score: Raw -16977307.843782 + Penalty 2310.204406 = -16974997.639377 nChanged 59 SP:Iteration 215Q (798.694213 sec): 3 clusters Score: Raw -16977309.402783 + Penalty 2310.204406 = -16974999.198377 nChanged 53 SP:Iteration 216Q (798.944004 sec): 3 clusters Score: Raw -16977311.190663 + Penalty 2310.204406 = -16975000.986257 nChanged 55 SP:Iteration 217Q (799.193771 sec): 3 clusters Score: Raw -16977313.212743 + Penalty 2310.204406 = -16975003.008337 nChanged 63 SP:Iteration 218Q (799.446962 sec): 3 clusters Score: Raw -16977314.973633 + Penalty 2310.204406 = -16975004.769228 nChanged 49 SP:Iteration 219Q (799.697442 sec): 3 clusters Score: Raw -16977316.330657 + Penalty 2310.204406 = -16975006.126252 nChanged 42 SP:Iteration 220F (799.997736 sec): 3 clusters Score: Raw -16977317.273361 + Penalty 2310.204406 = -16975007.068955 nChanged 28 SP:Iteration 221Q (800.243220 sec): 3 clusters Score: Raw -16977318.013940 + Penalty 2310.204406 = -16975007.809535 nChanged 37 SP:Iteration 222Q (800.469897 sec): 3 clusters Score: Raw -16977318.872352 + Penalty 2310.204406 = -16975008.667946 nChanged 34 SP:Iteration 223Q (800.712767 sec): 3 clusters Score: Raw -16977319.804337 + Penalty 2310.204406 = -16975009.599931 nChanged 39 SP:Iteration 224Q (800.968714 sec): 3 clusters Score: Raw -16977320.892512 + Penalty 2310.204406 = -16975010.688106 nChanged 39 SP:Iteration 225Q (801.251216 sec): 3 clusters Score: Raw -16977321.915855 + Penalty 2310.204406 = -16975011.711449 nChanged 32 SP:Iteration 226Q (801.521248 sec): 3 clusters Score: Raw -16977322.593303 + Penalty 2310.204406 = -16975012.388898 nChanged 30 SP:Iteration 227Q (801.796646 sec): 3 clusters Score: Raw -16977323.195311 + Penalty 2310.204406 = -16975012.990906 nChanged 30 SP:Iteration 228Q (802.075461 sec): 3 clusters Score: Raw -16977323.897502 + Penalty 2310.204406 = -16975013.693097 nChanged 35 SP:Iteration 229Q (802.321669 sec): 3 clusters Score: Raw -16977324.767417 + Penalty 2310.204406 = -16975014.563011 nChanged 36 SP:Iteration 230Q (802.593680 sec): 3 clusters Score: Raw -16977325.769397 + Penalty 2310.204406 = -16975015.564991 nChanged 33 SP:Iteration 231Q (802.872175 sec): 3 clusters Score: Raw -16977326.514611 + Penalty 2310.204406 = -16975016.310206 nChanged 30 SP:Iteration 232Q (803.119639 sec): 3 clusters Score: Raw -16977327.240905 + Penalty 2310.204406 = -16975017.036499 nChanged 25 SP:Iteration 233Q (803.366271 sec): 3 clusters Score: Raw -16977328.117607 + Penalty 2310.204406 = -16975017.913202 nChanged 36 SP:Iteration 234Q (803.611117 sec): 3 clusters Score: Raw -16977329.083868 + Penalty 2310.204406 = -16975018.879462 nChanged 30 SP:Iteration 235Q (803.879819 sec): 3 clusters Score: Raw -16977329.858823 + Penalty 2310.204406 = -16975019.654417 nChanged 27 SP:Iteration 236Q (804.141896 sec): 3 clusters Score: Raw -16977330.356064 + Penalty 2310.204406 = -16975020.151658 nChanged 22 SP:Iteration 237Q (804.369280 sec): 3 clusters Score: Raw -16977330.761991 + Penalty 2310.204406 = -16975020.557586 nChanged 16 SP:Iteration 238Q (804.601533 sec): 3 clusters Score: Raw -16977331.011096 + Penalty 2310.204406 = -16975020.806691 nChanged 17 SP:Iteration 239Q (804.852336 sec): 3 clusters Score: Raw -16977331.292771 + Penalty 2310.204406 = -16975021.088365 nChanged 21 SP:Iteration 240F (805.142442 sec): 3 clusters Score: Raw -16977331.675474 + Penalty 2310.204406 = -16975021.471068 nChanged 15 SP:Iteration 241Q (805.380413 sec): 3 clusters Score: Raw -16977332.046340 + Penalty 2310.204406 = -16975021.841934 nChanged 16 SP:Iteration 242Q (805.637395 sec): 3 clusters Score: Raw -16977332.339918 + Penalty 2310.204406 = -16975022.135512 nChanged 11 SP:Iteration 243Q (805.877123 sec): 3 clusters Score: Raw -16977332.549246 + Penalty 2310.204406 = -16975022.344840 nChanged 13 SP:Iteration 244Q (806.130587 sec): 3 clusters Score: Raw -16977332.824963 + Penalty 2310.204406 = -16975022.620557 nChanged 11 SP:Iteration 245Q (806.388099 sec): 3 clusters Score: Raw -16977333.082898 + Penalty 2310.204406 = -16975022.878492 nChanged 17 SP:Iteration 246Q (806.623925 sec): 3 clusters Score: Raw -16977333.337261 + Penalty 2310.204406 = -16975023.132855 nChanged 14 SP:Iteration 247Q (806.871429 sec): 3 clusters Score: Raw -16977333.640050 + Penalty 2310.204406 = -16975023.435644 nChanged 16 SP:Iteration 248Q (807.111639 sec): 3 clusters Score: Raw -16977333.942212 + Penalty 2310.204406 = -16975023.737807 nChanged 8 SP:Iteration 249Q (807.349875 sec): 3 clusters Score: Raw -16977334.119762 + Penalty 2310.204406 = -16975023.915356 nChanged 9 SP:Iteration 250Q (807.591630 sec): 3 clusters Score: Raw -16977334.312829 + Penalty 2310.204406 = -16975024.108423 nChanged 9 SP:Iteration 251Q (807.868368 sec): 3 clusters Score: Raw -16977334.442580 + Penalty 2310.204406 = -16975024.238175 nChanged 9 SP:Iteration 252Q (808.098276 sec): 3 clusters Score: Raw -16977334.562735 + Penalty 2310.204406 = -16975024.358330 nChanged 5 SP:Iteration 253Q (808.336815 sec): 3 clusters Score: Raw -16977334.616034 + Penalty 2310.204406 = -16975024.411628 nChanged 4 SP:Iteration 254Q (808.583517 sec): 3 clusters Score: Raw -16977334.656877 + Penalty 2310.204406 = -16975024.452472 nChanged 5 SP:Iteration 255Q (808.836342 sec): 3 clusters Score: Raw -16977334.695944 + Penalty 2310.204406 = -16975024.491539 nChanged 2 SP:Iteration 256Q (809.103626 sec): 3 clusters Score: Raw -16977334.728984 + Penalty 2310.204406 = -16975024.524578 nChanged 1 SP:Iteration 257Q (809.350741 sec): 3 clusters Score: Raw -16977334.743657 + Penalty 2310.204406 = -16975024.539251 nChanged 2 SP:Iteration 258Q (809.591180 sec): 3 clusters Score: Raw -16977334.762152 + Penalty 2310.204406 = -16975024.557746 nChanged 1 SP:Iteration 259Q (809.831237 sec): 3 clusters Score: Raw -16977334.777354 + Penalty 2310.204406 = -16975024.572949 nChanged 0 SP:Iteration 260F (810.105399 sec): 3 clusters Score: Raw -16977334.777354 + Penalty 2310.204406 = -16975024.572949 nChanged 0 Score: Raw -45220795.233185 + Penalty 43839.375670 = -45176955.857515 Splitting cluster 29 changes total score from -45172899.124682 to -45176955.857515 So it's getting split into cluster 35. Trying to split cluster 30 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (819.228626 sec): 2 clusters Score: Raw -23314.220046 + Penalty 554.584392 = -22759.635654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (819.272442 sec): 3 clusters Score: Raw -23295.272760 + Penalty 1109.168785 = -22186.103975 nChanged 91 SP:Iteration 1F (819.319482 sec): 3 clusters Score: Raw -23384.764743 + Penalty 1109.168785 = -22275.595958 nChanged 18 SP:Iteration 2F (819.369178 sec): 3 clusters Score: Raw -23404.785346 + Penalty 1109.168785 = -22295.616561 nChanged 8 SP:Iteration 3Q (819.422350 sec): 3 clusters Score: Raw -23410.388028 + Penalty 1109.168785 = -22301.219243 nChanged 4 SP:Iteration 4Q (819.478175 sec): 3 clusters Score: Raw -23413.362395 + Penalty 1109.168785 = -22304.193611 nChanged 6 SP:Iteration 5Q (819.524172 sec): 3 clusters Score: Raw -23418.027705 + Penalty 1109.168785 = -22308.858920 nChanged 3 SP:Iteration 6Q (819.564846 sec): 3 clusters Score: Raw -23419.850038 + Penalty 1109.168785 = -22310.681253 nChanged 4 SP:Iteration 7Q (819.602423 sec): 3 clusters Score: Raw -23421.583535 + Penalty 1109.168785 = -22312.414750 nChanged 1 SP:Iteration 8Q (819.655016 sec): 3 clusters Score: Raw -23421.833416 + Penalty 1109.168785 = -22312.664631 nChanged 5 SP:Iteration 9Q (819.684825 sec): 3 clusters Score: Raw -23425.457162 + Penalty 1109.168785 = -22316.288377 nChanged 8 SP:Iteration 10Q (819.727382 sec): 3 clusters Score: Raw -23430.965008 + Penalty 1109.168785 = -22321.796223 nChanged 11 SP:Iteration 11Q (819.770921 sec): 3 clusters Score: Raw -23439.876859 + Penalty 1109.168785 = -22330.708074 nChanged 5 SP:Iteration 12Q (819.811778 sec): 3 clusters Score: Raw -23448.542890 + Penalty 1109.168785 = -22339.374105 nChanged 5 SP:Iteration 13Q (819.852815 sec): 3 clusters Score: Raw -23451.419449 + Penalty 1109.168785 = -22342.250664 nChanged 3 SP:Iteration 14Q (819.894435 sec): 3 clusters Score: Raw -23454.145948 + Penalty 1109.168785 = -22344.977163 nChanged 5 SP:Iteration 15Q (819.932164 sec): 3 clusters Score: Raw -23460.137655 + Penalty 1109.168785 = -22350.968870 nChanged 5 SP:Iteration 16Q (819.978936 sec): 3 clusters Score: Raw -23465.335428 + Penalty 1109.168785 = -22356.166643 nChanged 4 SP:Iteration 17Q (820.027283 sec): 3 clusters Score: Raw -23468.513797 + Penalty 1109.168785 = -22359.345012 nChanged 0 SP:Iteration 18F (820.078569 sec): 3 clusters Score: Raw -23468.874825 + Penalty 1109.168785 = -22359.706040 nChanged 1 SP:Iteration 19Q (820.129266 sec): 3 clusters Score: Raw -23487.980689 + Penalty 1109.168785 = -22378.811904 nChanged 4 SP:Iteration 20F (820.176412 sec): 3 clusters Score: Raw -23492.668286 + Penalty 1109.168785 = -22383.499501 nChanged 4 SP:Iteration 21Q (820.224954 sec): 3 clusters Score: Raw -23497.869762 + Penalty 1109.168785 = -22388.700977 nChanged 3 SP:Iteration 22Q (820.270572 sec): 3 clusters Score: Raw -23501.945528 + Penalty 1109.168785 = -22392.776743 nChanged 2 SP:Iteration 23Q (820.319225 sec): 3 clusters Score: Raw -23503.999847 + Penalty 1109.168785 = -22394.831062 nChanged 3 SP:Iteration 24Q (820.376648 sec): 3 clusters Score: Raw -23512.290245 + Penalty 1109.168785 = -22403.121460 nChanged 2 SP:Iteration 25Q (820.420253 sec): 3 clusters Score: Raw -23523.830505 + Penalty 1109.168785 = -22414.661720 nChanged 4 SP:Iteration 26Q (820.473706 sec): 3 clusters Score: Raw -23537.315461 + Penalty 1109.168785 = -22428.146676 nChanged 3 SP:Iteration 27Q (820.514043 sec): 3 clusters Score: Raw -23540.769282 + Penalty 1109.168785 = -22431.600497 nChanged 2 SP:Iteration 28Q (820.563204 sec): 3 clusters Score: Raw -23547.215805 + Penalty 1109.168785 = -22438.047020 nChanged 5 SP:Iteration 29Q (820.623915 sec): 3 clusters Score: Raw -23561.680344 + Penalty 1109.168785 = -22452.511559 nChanged 5 SP:Iteration 30Q (820.661652 sec): 3 clusters Score: Raw -23572.829768 + Penalty 1109.168785 = -22463.660983 nChanged 8 SP:Iteration 31Q (820.717167 sec): 3 clusters Score: Raw -23595.093430 + Penalty 1109.168785 = -22485.924645 nChanged 9 SP:Iteration 32Q (820.771858 sec): 3 clusters Score: Raw -23614.015609 + Penalty 1109.168785 = -22504.846824 nChanged 6 SP:Iteration 33Q (820.824095 sec): 3 clusters Score: Raw -23624.547929 + Penalty 1109.168785 = -22515.379144 nChanged 0 SP:Iteration 34F (820.872063 sec): 3 clusters Score: Raw -23626.708030 + Penalty 1109.168785 = -22517.539245 nChanged 1 SP:Iteration 35Q (820.911373 sec): 3 clusters Score: Raw -23650.590743 + Penalty 1109.168785 = -22541.421958 nChanged 2 SP:Iteration 36Q (820.967034 sec): 3 clusters Score: Raw -23657.946306 + Penalty 1109.168785 = -22548.777521 nChanged 2 SP:Iteration 37Q (821.002374 sec): 3 clusters Score: Raw -23668.097648 + Penalty 1109.168785 = -22558.928863 nChanged 1 SP:Iteration 38Q (821.065843 sec): 3 clusters Score: Raw -23672.595571 + Penalty 1109.168785 = -22563.426786 nChanged 0 SP:Iteration 39F (821.104043 sec): 3 clusters Score: Raw -23672.595571 + Penalty 1109.168785 = -22563.426786 nChanged 0 Trying to split cluster 31 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (821.132012 sec): 2 clusters Score: Raw -120287.623714 + Penalty 696.761288 = -119590.862426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (821.188650 sec): 3 clusters Score: Raw -119593.310341 + Penalty 1393.522577 = -118199.787764 nChanged 578 SP:Iteration 1F (821.237224 sec): 3 clusters Score: Raw -120037.444270 + Penalty 1393.522577 = -118643.921694 nChanged 169 SP:Iteration 2F (821.287406 sec): 3 clusters Score: Raw -120244.202920 + Penalty 1393.522577 = -118850.680344 nChanged 107 SP:Iteration 3F (821.340784 sec): 3 clusters Score: Raw -120360.987367 + Penalty 1393.522577 = -118967.464791 nChanged 102 SP:Iteration 4F (821.389208 sec): 3 clusters Score: Raw -120440.659782 + Penalty 1393.522577 = -119047.137205 nChanged 68 SP:Iteration 5Q (821.441993 sec): 3 clusters Score: Raw -120491.727660 + Penalty 1393.522577 = -119098.205084 nChanged 47 SP:Iteration 6Q (821.485199 sec): 3 clusters Score: Raw -120525.628697 + Penalty 1393.522577 = -119132.106121 nChanged 32 SP:Iteration 7Q (821.543340 sec): 3 clusters Score: Raw -120548.845645 + Penalty 1393.522577 = -119155.323068 nChanged 32 SP:Iteration 8Q (821.598182 sec): 3 clusters Score: Raw -120571.553109 + Penalty 1393.522577 = -119178.030532 nChanged 35 SP:Iteration 9Q (821.646892 sec): 3 clusters Score: Raw -120590.737136 + Penalty 1393.522577 = -119197.214559 nChanged 18 SP:Iteration 10Q (821.686880 sec): 3 clusters Score: Raw -120602.001763 + Penalty 1393.522577 = -119208.479186 nChanged 22 SP:Iteration 11Q (821.741360 sec): 3 clusters Score: Raw -120618.471262 + Penalty 1393.522577 = -119224.948686 nChanged 21 SP:Iteration 12Q (821.790169 sec): 3 clusters Score: Raw -120634.891261 + Penalty 1393.522577 = -119241.368685 nChanged 14 SP:Iteration 13Q (821.840154 sec): 3 clusters Score: Raw -120644.633181 + Penalty 1393.522577 = -119251.110605 nChanged 10 SP:Iteration 14Q (821.902760 sec): 3 clusters Score: Raw -120651.134167 + Penalty 1393.522577 = -119257.611590 nChanged 13 SP:Iteration 15Q (821.942506 sec): 3 clusters Score: Raw -120660.360842 + Penalty 1393.522577 = -119266.838265 nChanged 5 SP:Iteration 16Q (822.002474 sec): 3 clusters Score: Raw -120663.065274 + Penalty 1393.522577 = -119269.542698 nChanged 6 SP:Iteration 17Q (822.056230 sec): 3 clusters Score: Raw -120666.268611 + Penalty 1393.522577 = -119272.746035 nChanged 8 SP:Iteration 18Q (822.094788 sec): 3 clusters Score: Raw -120674.395934 + Penalty 1393.522577 = -119280.873357 nChanged 10 SP:Iteration 19Q (822.153912 sec): 3 clusters Score: Raw -120681.564937 + Penalty 1393.522577 = -119288.042360 nChanged 8 SP:Iteration 20F (822.199734 sec): 3 clusters Score: Raw -120687.685612 + Penalty 1393.522577 = -119294.163035 nChanged 4 SP:Iteration 21Q (822.256861 sec): 3 clusters Score: Raw -120692.488182 + Penalty 1393.522577 = -119298.965606 nChanged 1 SP:Iteration 22Q (822.293336 sec): 3 clusters Score: Raw -120693.005981 + Penalty 1393.522577 = -119299.483404 nChanged 0 SP:Iteration 23F (822.341598 sec): 3 clusters Score: Raw -120693.005981 + Penalty 1393.522577 = -119299.483404 nChanged 0 Trying to split cluster 32 (75043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (822.452025 sec): 2 clusters Score: Raw -6717223.260735 + Penalty 1066.452573 = -6716156.808162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (822.587349 sec): 3 clusters Score: Raw -6668265.649249 + Penalty 2132.905147 = -6666132.744103 nChanged 35927 SP:Iteration 1F (822.724567 sec): 3 clusters Score: Raw -6689997.644703 + Penalty 2132.905147 = -6687864.739557 nChanged 3613 SP:Iteration 2Q (822.863721 sec): 3 clusters Score: Raw -6691269.995297 + Penalty 2132.905147 = -6689137.090151 nChanged 3719 SP:Iteration 3Q (823.022300 sec): 3 clusters Score: Raw -6692815.789315 + Penalty 2132.905147 = -6690682.884168 nChanged 4086 SP:Iteration 4F (823.155536 sec): 3 clusters Score: Raw -6694808.384932 + Penalty 2132.905147 = -6692675.479786 nChanged 4348 SP:Iteration 5F (823.299890 sec): 3 clusters Score: Raw -6697319.850215 + Penalty 2132.905147 = -6695186.945068 nChanged 4644 SP:Iteration 6F (823.442427 sec): 3 clusters Score: Raw -6700413.808138 + Penalty 2132.905147 = -6698280.902992 nChanged 4671 SP:Iteration 7F (823.592296 sec): 3 clusters Score: Raw -6703644.945733 + Penalty 2132.905147 = -6701512.040586 nChanged 4156 SP:Iteration 8F (823.735312 sec): 3 clusters Score: Raw -6706166.785717 + Penalty 2132.905147 = -6704033.880570 nChanged 3209 SP:Iteration 9Q (823.875171 sec): 3 clusters Score: Raw -6707548.925861 + Penalty 2132.905147 = -6705416.020714 nChanged 2109 SP:Iteration 10Q (824.017901 sec): 3 clusters Score: Raw -6708141.238174 + Penalty 2132.905147 = -6706008.333028 nChanged 1310 SP:Iteration 11Q (824.174707 sec): 3 clusters Score: Raw -6708395.827598 + Penalty 2132.905147 = -6706262.922451 nChanged 836 SP:Iteration 12Q (824.323090 sec): 3 clusters Score: Raw -6708538.884255 + Penalty 2132.905147 = -6706405.979108 nChanged 643 SP:Iteration 13Q (824.464423 sec): 3 clusters Score: Raw -6708633.553930 + Penalty 2132.905147 = -6706500.648783 nChanged 587 SP:Iteration 14Q (824.600362 sec): 3 clusters Score: Raw -6708722.479794 + Penalty 2132.905147 = -6706589.574647 nChanged 579 SP:Iteration 15Q (824.749505 sec): 3 clusters Score: Raw -6708803.474752 + Penalty 2132.905147 = -6706670.569605 nChanged 585 SP:Iteration 16Q (824.882741 sec): 3 clusters Score: Raw -6708882.387460 + Penalty 2132.905147 = -6706749.482314 nChanged 571 SP:Iteration 17Q (825.021798 sec): 3 clusters Score: Raw -6708959.534698 + Penalty 2132.905147 = -6706826.629551 nChanged 603 SP:Iteration 18Q (825.154360 sec): 3 clusters Score: Raw -6709045.345787 + Penalty 2132.905147 = -6706912.440641 nChanged 631 SP:Iteration 19Q (825.297398 sec): 3 clusters Score: Raw -6709138.450938 + Penalty 2132.905147 = -6707005.545791 nChanged 657 SP:Iteration 20F (825.438377 sec): 3 clusters Score: Raw -6709233.916087 + Penalty 2132.905147 = -6707101.010940 nChanged 673 SP:Iteration 21Q (825.573044 sec): 3 clusters Score: Raw -6709334.156288 + Penalty 2132.905147 = -6707201.251141 nChanged 709 SP:Iteration 22Q (825.727729 sec): 3 clusters Score: Raw -6709445.335495 + Penalty 2132.905147 = -6707312.430349 nChanged 743 SP:Iteration 23Q (825.871287 sec): 3 clusters Score: Raw -6709566.587937 + Penalty 2132.905147 = -6707433.682790 nChanged 772 SP:Iteration 24Q (826.019085 sec): 3 clusters Score: Raw -6709698.278135 + Penalty 2132.905147 = -6707565.372988 nChanged 792 SP:Iteration 25Q (826.161753 sec): 3 clusters Score: Raw -6709843.780965 + Penalty 2132.905147 = -6707710.875818 nChanged 829 SP:Iteration 26Q (826.294729 sec): 3 clusters Score: Raw -6709999.991301 + Penalty 2132.905147 = -6707867.086154 nChanged 844 SP:Iteration 27Q (826.424736 sec): 3 clusters Score: Raw -6710165.332842 + Penalty 2132.905147 = -6708032.427695 nChanged 900 SP:Iteration 28Q (826.572478 sec): 3 clusters Score: Raw -6710353.074577 + Penalty 2132.905147 = -6708220.169430 nChanged 929 SP:Iteration 29Q (826.702503 sec): 3 clusters Score: Raw -6710552.996821 + Penalty 2132.905147 = -6708420.091674 nChanged 921 SP:Iteration 30Q (826.854079 sec): 3 clusters Score: Raw -6710758.431767 + Penalty 2132.905147 = -6708625.526620 nChanged 946 SP:Iteration 31Q (826.992518 sec): 3 clusters Score: Raw -6710978.801803 + Penalty 2132.905147 = -6708845.896656 nChanged 957 SP:Iteration 32Q (827.125809 sec): 3 clusters Score: Raw -6711207.353113 + Penalty 2132.905147 = -6709074.447967 nChanged 979 SP:Iteration 33Q (827.265003 sec): 3 clusters Score: Raw -6711462.923423 + Penalty 2132.905147 = -6709330.018276 nChanged 1014 SP:Iteration 34Q (827.394619 sec): 3 clusters Score: Raw -6711747.674307 + Penalty 2132.905147 = -6709614.769161 nChanged 1015 SP:Iteration 35Q (827.533010 sec): 3 clusters Score: Raw -6712045.630946 + Penalty 2132.905147 = -6709912.725799 nChanged 1031 SP:Iteration 36Q (827.662313 sec): 3 clusters Score: Raw -6712363.273463 + Penalty 2132.905147 = -6710230.368316 nChanged 1045 SP:Iteration 37Q (827.788102 sec): 3 clusters Score: Raw -6712708.528865 + Penalty 2132.905147 = -6710575.623718 nChanged 1038 SP:Iteration 38Q (827.924081 sec): 3 clusters Score: Raw -6713064.555759 + Penalty 2132.905147 = -6710931.650612 nChanged 1010 SP:Iteration 39Q (828.060357 sec): 3 clusters Score: Raw -6713432.865910 + Penalty 2132.905147 = -6711299.960763 nChanged 1025 SP:Iteration 40F (828.198595 sec): 3 clusters Score: Raw -6713816.252901 + Penalty 2132.905147 = -6711683.347754 nChanged 934 SP:Iteration 41Q (828.338265 sec): 3 clusters Score: Raw -6714184.588210 + Penalty 2132.905147 = -6712051.683064 nChanged 915 SP:Iteration 42Q (828.454072 sec): 3 clusters Score: Raw -6714560.951582 + Penalty 2132.905147 = -6712428.046435 nChanged 836 SP:Iteration 43Q (828.580533 sec): 3 clusters Score: Raw -6714927.219301 + Penalty 2132.905147 = -6712794.314154 nChanged 774 SP:Iteration 44Q (828.715358 sec): 3 clusters Score: Raw -6715289.851633 + Penalty 2132.905147 = -6713156.946486 nChanged 713 SP:Iteration 45Q (828.841179 sec): 3 clusters Score: Raw -6715639.430708 + Penalty 2132.905147 = -6713506.525562 nChanged 654 SP:Iteration 46Q (828.966860 sec): 3 clusters Score: Raw -6715955.623129 + Penalty 2132.905147 = -6713822.717982 nChanged 577 SP:Iteration 47Q (829.098381 sec): 3 clusters Score: Raw -6716228.595276 + Penalty 2132.905147 = -6714095.690130 nChanged 481 SP:Iteration 48Q (829.220461 sec): 3 clusters Score: Raw -6716460.716060 + Penalty 2132.905147 = -6714327.810914 nChanged 399 SP:Iteration 49Q (829.339582 sec): 3 clusters Score: Raw -6716641.524085 + Penalty 2132.905147 = -6714508.618938 nChanged 346 SP:Iteration 50Q (829.469576 sec): 3 clusters Score: Raw -6716812.768093 + Penalty 2132.905147 = -6714679.862946 nChanged 294 SP:Iteration 51Q (829.593479 sec): 3 clusters Score: Raw -6716956.209717 + Penalty 2132.905147 = -6714823.304570 nChanged 223 SP:Iteration 52Q (829.716222 sec): 3 clusters Score: Raw -6717065.408446 + Penalty 2132.905147 = -6714932.503300 nChanged 189 SP:Iteration 53Q (829.831861 sec): 3 clusters Score: Raw -6717156.982009 + Penalty 2132.905147 = -6715024.076863 nChanged 145 SP:Iteration 54Q (829.958625 sec): 3 clusters Score: Raw -6717229.026251 + Penalty 2132.905147 = -6715096.121104 nChanged 111 SP:Iteration 55Q (830.082944 sec): 3 clusters Score: Raw -6717288.440310 + Penalty 2132.905147 = -6715155.535163 nChanged 91 SP:Iteration 56Q (830.196871 sec): 3 clusters Score: Raw -6717325.228443 + Penalty 2132.905147 = -6715192.323296 nChanged 75 SP:Iteration 57Q (830.322209 sec): 3 clusters Score: Raw -6717354.389942 + Penalty 2132.905147 = -6715221.484795 nChanged 54 SP:Iteration 58Q (830.441717 sec): 3 clusters Score: Raw -6717374.306280 + Penalty 2132.905147 = -6715241.401133 nChanged 46 SP:Iteration 59Q (830.559155 sec): 3 clusters Score: Raw -6717386.864226 + Penalty 2132.905147 = -6715253.959079 nChanged 29 SP:Iteration 60F (830.702381 sec): 3 clusters Score: Raw -6717398.773373 + Penalty 2132.905147 = -6715265.868226 nChanged 45 SP:Iteration 61Q (830.836822 sec): 3 clusters Score: Raw -6717417.834938 + Penalty 2132.905147 = -6715284.929791 nChanged 40 SP:Iteration 62Q (830.950857 sec): 3 clusters Score: Raw -6717431.977835 + Penalty 2132.905147 = -6715299.072689 nChanged 33 SP:Iteration 63Q (831.085330 sec): 3 clusters Score: Raw -6717440.910586 + Penalty 2132.905147 = -6715308.005440 nChanged 27 SP:Iteration 64Q (831.203456 sec): 3 clusters Score: Raw -6717447.631292 + Penalty 2132.905147 = -6715314.726145 nChanged 18 SP:Iteration 65Q (831.320488 sec): 3 clusters Score: Raw -6717453.527564 + Penalty 2132.905147 = -6715320.622418 nChanged 20 SP:Iteration 66Q (831.436275 sec): 3 clusters Score: Raw -6717461.452102 + Penalty 2132.905147 = -6715328.546955 nChanged 25 SP:Iteration 67Q (831.553590 sec): 3 clusters Score: Raw -6717469.138684 + Penalty 2132.905147 = -6715336.233537 nChanged 19 SP:Iteration 68Q (831.688270 sec): 3 clusters Score: Raw -6717475.735745 + Penalty 2132.905147 = -6715342.830599 nChanged 20 SP:Iteration 69Q (831.805919 sec): 3 clusters Score: Raw -6717482.154715 + Penalty 2132.905147 = -6715349.249569 nChanged 19 SP:Iteration 70Q (831.913368 sec): 3 clusters Score: Raw -6717488.464782 + Penalty 2132.905147 = -6715355.559635 nChanged 17 SP:Iteration 71Q (832.033605 sec): 3 clusters Score: Raw -6717494.560249 + Penalty 2132.905147 = -6715361.655102 nChanged 10 SP:Iteration 72Q (832.150457 sec): 3 clusters Score: Raw -6717497.980549 + Penalty 2132.905147 = -6715365.075402 nChanged 17 SP:Iteration 73Q (832.266250 sec): 3 clusters Score: Raw -6717502.977974 + Penalty 2132.905147 = -6715370.072827 nChanged 11 SP:Iteration 74Q (832.392005 sec): 3 clusters Score: Raw -6717507.213427 + Penalty 2132.905147 = -6715374.308281 nChanged 13 SP:Iteration 75Q (832.516755 sec): 3 clusters Score: Raw -6717509.891043 + Penalty 2132.905147 = -6715376.985896 nChanged 5 SP:Iteration 76Q (832.626764 sec): 3 clusters Score: Raw -6717511.115577 + Penalty 2132.905147 = -6715378.210430 nChanged 4 SP:Iteration 77Q (832.757398 sec): 3 clusters Score: Raw -6717511.783271 + Penalty 2132.905147 = -6715378.878124 nChanged 1 SP:Iteration 78Q (832.871670 sec): 3 clusters Score: Raw -6717511.902418 + Penalty 2132.905147 = -6715378.997271 nChanged 0 SP:Iteration 79F (833.020008 sec): 3 clusters Score: Raw -6717511.902418 + Penalty 2132.905147 = -6715378.997271 nChanged 0 Trying to split cluster 33 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (833.053780 sec): 2 clusters Score: Raw -11251.212112 + Penalty 512.825457 = -10738.386656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (833.092481 sec): 3 clusters Score: Raw -11342.300744 + Penalty 1025.650913 = -10316.649830 nChanged 59 SP:Iteration 1F (833.155392 sec): 3 clusters Score: Raw -11530.295057 + Penalty 1025.650913 = -10504.644143 nChanged 21 SP:Iteration 2F (833.193008 sec): 3 clusters Score: Raw -11639.075516 + Penalty 1025.650913 = -10613.424603 nChanged 11 SP:Iteration 3Q (833.256127 sec): 3 clusters Score: Raw -11678.111546 + Penalty 1025.650913 = -10652.460633 nChanged 7 SP:Iteration 4Q (833.299209 sec): 3 clusters Score: Raw -11701.420920 + Penalty 1025.650913 = -10675.770007 nChanged 6 SP:Iteration 5Q (833.349323 sec): 3 clusters Score: Raw -11726.338447 + Penalty 1025.650913 = -10700.687534 nChanged 3 SP:Iteration 6Q (833.388990 sec): 3 clusters Score: Raw -11757.299305 + Penalty 1025.650913 = -10731.648392 nChanged 2 SP:Iteration 7Q (833.436470 sec): 3 clusters Score: Raw -11762.394260 + Penalty 1025.650913 = -10736.743346 nChanged 0 SP:Iteration 8F (833.487141 sec): 3 clusters Score: Raw -11762.394260 + Penalty 1025.650913 = -10736.743346 nChanged 0 Iteration 99Q (839.303346 sec): 36 clusters Score: Raw -45222150.989896 + Penalty 43839.375670 = -45178311.614227 nChanged 3310 Iteration 100F (848.476485 sec): 36 clusters Score: Raw -45223195.032242 + Penalty 43839.375670 = -45179355.656572 nChanged 3551 Iteration 101Q (853.039616 sec): 36 clusters Score: Raw -45223735.122801 + Penalty 43839.375670 = -45179895.747132 nChanged 2499 Iteration 102Q (857.084579 sec): 36 clusters Score: Raw -45224104.847130 + Penalty 43839.375670 = -45180265.471460 nChanged 2117 Iteration 103Q (861.404300 sec): 36 clusters Score: Raw -45224361.826014 + Penalty 43839.375670 = -45180522.450344 nChanged 1900 Iteration 104Q (865.910248 sec): 36 clusters Score: Raw -45224587.362184 + Penalty 43839.375670 = -45180747.986514 nChanged 1855 Iteration 105Q (870.413058 sec): 36 clusters Score: Raw -45224801.696833 + Penalty 43839.375670 = -45180962.321163 nChanged 1787 Iteration 106Q (874.358249 sec): 36 clusters Score: Raw -45225005.515639 + Penalty 43839.375670 = -45181166.139969 nChanged 1721 Iteration 107Q (878.162240 sec): 36 clusters Score: Raw -45225193.245308 + Penalty 43839.375670 = -45181353.869639 nChanged 1696 Iteration 108Q (882.463388 sec): 36 clusters Score: Raw -45225375.191554 + Penalty 43839.375670 = -45181535.815884 nChanged 1591 Iteration 109Q (886.924166 sec): 36 clusters Score: Raw -45225544.686824 + Penalty 43839.375670 = -45181705.311154 nChanged 1599 Iteration 110Q (891.287210 sec): 36 clusters Score: Raw -45225710.538434 + Penalty 43839.375670 = -45181871.162765 nChanged 1522 Iteration 111Q (895.507101 sec): 36 clusters Score: Raw -45225864.041561 + Penalty 43839.375670 = -45182024.665891 nChanged 1463 Iteration 112Q (900.064663 sec): 36 clusters Score: Raw -45226007.167109 + Penalty 43839.375670 = -45182167.791439 nChanged 1493 Iteration 113Q (904.552279 sec): 36 clusters Score: Raw -45226144.258890 + Penalty 43839.375670 = -45182304.883220 nChanged 1403 Iteration 114Q (908.808719 sec): 36 clusters Score: Raw -45226272.869226 + Penalty 43839.375670 = -45182433.493557 nChanged 1359 Iteration 115Q (913.431388 sec): 36 clusters Score: Raw -45226389.920307 + Penalty 43839.375670 = -45182550.544637 nChanged 1328 Iteration 116Q (917.875624 sec): 36 clusters Score: Raw -45226507.854644 + Penalty 43839.375670 = -45182668.478974 nChanged 1292 Iteration 117Q (922.435716 sec): 36 clusters Score: Raw -45226613.760542 + Penalty 43839.375670 = -45182774.384872 nChanged 1260 Iteration 118Q (926.767031 sec): 36 clusters Score: Raw -45226716.123415 + Penalty 43839.375670 = -45182876.747745 nChanged 1242 Iteration 119Q (931.287421 sec): 36 clusters Score: Raw -45226810.566390 + Penalty 43839.375670 = -45182971.190721 nChanged 1192 Iteration 120F (940.591332 sec): 36 clusters Score: Raw -45226912.269200 + Penalty 43839.375670 = -45183072.893530 nChanged 1149 Iteration 121Q (944.707683 sec): 36 clusters Score: Raw -45227004.295644 + Penalty 43839.375670 = -45183164.919974 nChanged 1130 Iteration 122Q (949.092954 sec): 36 clusters Score: Raw -45227084.075239 + Penalty 43839.375670 = -45183244.699570 nChanged 1075 Iteration 123Q (953.520848 sec): 36 clusters Score: Raw -45227158.778035 + Penalty 43839.375670 = -45183319.402365 nChanged 1039 Iteration 124Q (958.127437 sec): 36 clusters Score: Raw -45227226.742013 + Penalty 43839.375670 = -45183387.366343 nChanged 954 Iteration 125Q (962.655386 sec): 36 clusters Score: Raw -45227287.510243 + Penalty 43839.375670 = -45183448.134574 nChanged 924 Iteration 126Q (967.389062 sec): 36 clusters Score: Raw -45227346.812902 + Penalty 43839.375670 = -45183507.437232 nChanged 918 Iteration 127Q (971.860647 sec): 36 clusters Score: Raw -45227402.905746 + Penalty 43839.375670 = -45183563.530076 nChanged 858 Iteration 128Q (976.327413 sec): 36 clusters Score: Raw -45227450.428340 + Penalty 43839.375670 = -45183611.052670 nChanged 835 Iteration 129Q (980.556810 sec): 36 clusters Score: Raw -45227496.016321 + Penalty 43839.375670 = -45183656.640651 nChanged 789 Iteration 130Q (984.687264 sec): 36 clusters Score: Raw -45227539.172401 + Penalty 43839.375670 = -45183699.796731 nChanged 728 Iteration 131Q (988.904892 sec): 36 clusters Score: Raw -45227576.459142 + Penalty 43839.375670 = -45183737.083472 nChanged 726 Iteration 132Q (993.256112 sec): 36 clusters Score: Raw -45227613.107736 + Penalty 43839.375670 = -45183773.732067 nChanged 703 Iteration 133Q (997.440860 sec): 36 clusters Score: Raw -45227649.127401 + Penalty 43839.375670 = -45183809.751732 nChanged 716 Iteration 134Q (1001.488686 sec): 36 clusters Score: Raw -45227684.205976 + Penalty 43839.375670 = -45183844.830306 nChanged 681 Iteration 135Q (1006.042415 sec): 36 clusters Score: Raw -45227715.527905 + Penalty 43839.375670 = -45183876.152235 nChanged 641 Iteration 136Q (1010.668085 sec): 36 clusters Score: Raw -45227743.656377 + Penalty 43839.375670 = -45183904.280708 nChanged 623 Iteration 137Q (1014.750074 sec): 36 clusters Score: Raw -45227770.109653 + Penalty 43839.375670 = -45183930.733983 nChanged 582 Iteration 138Q (1019.071140 sec): 36 clusters Score: Raw -45227794.160019 + Penalty 43839.375670 = -45183954.784349 nChanged 578 Writing temp clu file Because OldScore, -45183930.733983, is greater than current (better) Score,-45183954.784349 Compute initial score before splitting: Score: Raw -45227794.160019 + Penalty 43839.375670 = -45183954.784349 Trying to split cluster 1 (1219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1019.241900 sec): 2 clusters Score: Raw -104232.606305 + Penalty 675.049682 = -103557.556623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1019.297571 sec): 3 clusters Score: Raw -103726.618741 + Penalty 1350.099365 = -102376.519377 nChanged 452 SP:Iteration 1F (1019.340589 sec): 3 clusters Score: Raw -104014.380412 + Penalty 1350.099365 = -102664.281047 nChanged 112 SP:Iteration 2F (1019.389440 sec): 3 clusters Score: Raw -104101.652984 + Penalty 1350.099365 = -102751.553620 nChanged 59 SP:Iteration 3Q (1019.426897 sec): 3 clusters Score: Raw -104153.397913 + Penalty 1350.099365 = -102803.298549 nChanged 51 SP:Iteration 4Q (1019.478894 sec): 3 clusters Score: Raw -104190.966375 + Penalty 1350.099365 = -102840.867011 nChanged 41 SP:Iteration 5Q (1019.528060 sec): 3 clusters Score: Raw -104220.056032 + Penalty 1350.099365 = -102869.956668 nChanged 28 SP:Iteration 6Q (1019.579489 sec): 3 clusters Score: Raw -104248.846522 + Penalty 1350.099365 = -102898.747158 nChanged 30 SP:Iteration 7Q (1019.625556 sec): 3 clusters Score: Raw -104276.508710 + Penalty 1350.099365 = -102926.409346 nChanged 27 SP:Iteration 8Q (1019.659814 sec): 3 clusters Score: Raw -104295.377306 + Penalty 1350.099365 = -102945.277941 nChanged 22 SP:Iteration 9Q (1019.716042 sec): 3 clusters Score: Raw -104319.638163 + Penalty 1350.099365 = -102969.538799 nChanged 27 SP:Iteration 10Q (1019.756873 sec): 3 clusters Score: Raw -104343.319093 + Penalty 1350.099365 = -102993.219729 nChanged 24 SP:Iteration 11Q (1019.802401 sec): 3 clusters Score: Raw -104365.672668 + Penalty 1350.099365 = -103015.573303 nChanged 19 SP:Iteration 12Q (1019.852169 sec): 3 clusters Score: Raw -104379.054291 + Penalty 1350.099365 = -103028.954926 nChanged 12 SP:Iteration 13Q (1019.892123 sec): 3 clusters Score: Raw -104387.132538 + Penalty 1350.099365 = -103037.033173 nChanged 11 SP:Iteration 14Q (1019.950017 sec): 3 clusters Score: Raw -104393.723789 + Penalty 1350.099365 = -103043.624424 nChanged 11 SP:Iteration 15Q (1019.985281 sec): 3 clusters Score: Raw -104398.588914 + Penalty 1350.099365 = -103048.489549 nChanged 11 SP:Iteration 16Q (1020.040592 sec): 3 clusters Score: Raw -104402.629178 + Penalty 1350.099365 = -103052.529814 nChanged 8 SP:Iteration 17Q (1020.078594 sec): 3 clusters Score: Raw -104406.637535 + Penalty 1350.099365 = -103056.538170 nChanged 2 SP:Iteration 18Q (1020.124255 sec): 3 clusters Score: Raw -104407.383877 + Penalty 1350.099365 = -103057.284513 nChanged 2 SP:Iteration 19Q (1020.179681 sec): 3 clusters Score: Raw -104408.099439 + Penalty 1350.099365 = -103058.000074 nChanged 1 SP:Iteration 20F (1020.218460 sec): 3 clusters Score: Raw -104409.048773 + Penalty 1350.099365 = -103058.949408 nChanged 1 SP:Iteration 21Q (1020.265593 sec): 3 clusters Score: Raw -104409.209394 + Penalty 1350.099365 = -103059.110030 nChanged 0 SP:Iteration 22F (1020.314716 sec): 3 clusters Score: Raw -104409.209394 + Penalty 1350.099365 = -103059.110030 nChanged 0 Trying to split cluster 2 (3262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1020.336651 sec): 2 clusters Score: Raw -273850.125879 + Penalty 768.559099 = -273081.566779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1020.389653 sec): 3 clusters Score: Raw -272137.996784 + Penalty 1537.118199 = -270600.878585 nChanged 1337 SP:Iteration 1F (1020.440995 sec): 3 clusters Score: Raw -272874.165099 + Penalty 1537.118199 = -271337.046900 nChanged 261 SP:Iteration 2F (1020.484261 sec): 3 clusters Score: Raw -273093.395987 + Penalty 1537.118199 = -271556.277788 nChanged 262 SP:Iteration 3F (1020.524682 sec): 3 clusters Score: Raw -273353.740710 + Penalty 1537.118199 = -271816.622512 nChanged 252 SP:Iteration 4F (1020.573884 sec): 3 clusters Score: Raw -273567.445114 + Penalty 1537.118199 = -272030.326915 nChanged 228 SP:Iteration 5F (1020.635974 sec): 3 clusters Score: Raw -273758.359333 + Penalty 1537.118199 = -272221.241134 nChanged 170 SP:Iteration 6F (1020.677911 sec): 3 clusters Score: Raw -273884.277058 + Penalty 1537.118199 = -272347.158860 nChanged 133 SP:Iteration 7Q (1020.727908 sec): 3 clusters Score: Raw -273971.119923 + Penalty 1537.118199 = -272434.001724 nChanged 90 SP:Iteration 8Q (1020.780040 sec): 3 clusters Score: Raw -274027.690440 + Penalty 1537.118199 = -272490.572241 nChanged 75 SP:Iteration 9Q (1020.831739 sec): 3 clusters Score: Raw -274069.408466 + Penalty 1537.118199 = -272532.290268 nChanged 66 SP:Iteration 10Q (1020.881661 sec): 3 clusters Score: Raw -274097.016866 + Penalty 1537.118199 = -272559.898667 nChanged 49 SP:Iteration 11Q (1020.927670 sec): 3 clusters Score: Raw -274112.037422 + Penalty 1537.118199 = -272574.919223 nChanged 30 SP:Iteration 12Q (1020.971357 sec): 3 clusters Score: Raw -274123.318882 + Penalty 1537.118199 = -272586.200684 nChanged 21 SP:Iteration 13Q (1021.021635 sec): 3 clusters Score: Raw -274129.650321 + Penalty 1537.118199 = -272592.532122 nChanged 19 SP:Iteration 14Q (1021.063070 sec): 3 clusters Score: Raw -274134.632572 + Penalty 1537.118199 = -272597.514373 nChanged 16 SP:Iteration 15Q (1021.108952 sec): 3 clusters Score: Raw -274139.516348 + Penalty 1537.118199 = -272602.398149 nChanged 16 SP:Iteration 16Q (1021.160098 sec): 3 clusters Score: Raw -274143.853874 + Penalty 1537.118199 = -272606.735675 nChanged 11 SP:Iteration 17Q (1021.208862 sec): 3 clusters Score: Raw -274146.818002 + Penalty 1537.118199 = -272609.699804 nChanged 7 SP:Iteration 18Q (1021.259934 sec): 3 clusters Score: Raw -274149.036556 + Penalty 1537.118199 = -272611.918357 nChanged 12 SP:Iteration 19Q (1021.305754 sec): 3 clusters Score: Raw -274152.707200 + Penalty 1537.118199 = -272615.589001 nChanged 9 SP:Iteration 20F (1021.349325 sec): 3 clusters Score: Raw -274155.688513 + Penalty 1537.118199 = -272618.570314 nChanged 15 SP:Iteration 21Q (1021.409801 sec): 3 clusters Score: Raw -274160.418164 + Penalty 1537.118199 = -272623.299965 nChanged 21 SP:Iteration 22Q (1021.453652 sec): 3 clusters Score: Raw -274166.985525 + Penalty 1537.118199 = -272629.867326 nChanged 15 SP:Iteration 23Q (1021.509998 sec): 3 clusters Score: Raw -274171.733172 + Penalty 1537.118199 = -272634.614974 nChanged 17 SP:Iteration 24Q (1021.550336 sec): 3 clusters Score: Raw -274177.637360 + Penalty 1537.118199 = -272640.519161 nChanged 16 SP:Iteration 25Q (1021.599891 sec): 3 clusters Score: Raw -274182.113104 + Penalty 1537.118199 = -272644.994906 nChanged 14 SP:Iteration 26Q (1021.649629 sec): 3 clusters Score: Raw -274185.071610 + Penalty 1537.118199 = -272647.953412 nChanged 12 SP:Iteration 27Q (1021.713180 sec): 3 clusters Score: Raw -274187.209897 + Penalty 1537.118199 = -272650.091698 nChanged 6 SP:Iteration 28Q (1021.765468 sec): 3 clusters Score: Raw -274188.182563 + Penalty 1537.118199 = -272651.064364 nChanged 6 SP:Iteration 29Q (1021.812570 sec): 3 clusters Score: Raw -274189.803064 + Penalty 1537.118199 = -272652.684865 nChanged 7 SP:Iteration 30Q (1021.867142 sec): 3 clusters Score: Raw -274192.342498 + Penalty 1537.118199 = -272655.224299 nChanged 8 SP:Iteration 31Q (1021.907908 sec): 3 clusters Score: Raw -274193.780960 + Penalty 1537.118199 = -272656.662762 nChanged 7 SP:Iteration 32Q (1021.954942 sec): 3 clusters Score: Raw -274195.809538 + Penalty 1537.118199 = -272658.691340 nChanged 10 SP:Iteration 33Q (1022.003128 sec): 3 clusters Score: Raw -274199.983527 + Penalty 1537.118199 = -272662.865328 nChanged 17 SP:Iteration 34Q (1022.051227 sec): 3 clusters Score: Raw -274205.696173 + Penalty 1537.118199 = -272668.577974 nChanged 15 SP:Iteration 35Q (1022.105590 sec): 3 clusters Score: Raw -274210.220326 + Penalty 1537.118199 = -272673.102127 nChanged 13 SP:Iteration 36Q (1022.157699 sec): 3 clusters Score: Raw -274213.250102 + Penalty 1537.118199 = -272676.131903 nChanged 10 SP:Iteration 37Q (1022.204513 sec): 3 clusters Score: Raw -274216.423073 + Penalty 1537.118199 = -272679.304874 nChanged 7 SP:Iteration 38Q (1022.261608 sec): 3 clusters Score: Raw -274217.153982 + Penalty 1537.118199 = -272680.035784 nChanged 2 SP:Iteration 39Q (1022.312465 sec): 3 clusters Score: Raw -274217.392808 + Penalty 1537.118199 = -272680.274609 nChanged 1 SP:Iteration 40F (1022.353146 sec): 3 clusters Score: Raw -274217.425693 + Penalty 1537.118199 = -272680.307494 nChanged 0 Trying to split cluster 3 (34670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1022.425331 sec): 2 clusters Score: Raw -3091215.037138 + Penalty 993.094854 = -3090221.942284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1022.518721 sec): 3 clusters Score: Raw -3069053.289122 + Penalty 1986.189707 = -3067067.099415 nChanged 16432 SP:Iteration 1F (1022.609052 sec): 3 clusters Score: Raw -3079593.861509 + Penalty 1986.189707 = -3077607.671801 nChanged 2199 SP:Iteration 2F (1022.704615 sec): 3 clusters Score: Raw -3080875.551209 + Penalty 1986.189707 = -3078889.361502 nChanged 2336 SP:Iteration 3F (1022.788720 sec): 3 clusters Score: Raw -3082516.077372 + Penalty 1986.189707 = -3080529.887665 nChanged 2433 SP:Iteration 4F (1022.870524 sec): 3 clusters Score: Raw -3084411.093921 + Penalty 1986.189707 = -3082424.904214 nChanged 2264 SP:Iteration 5F (1022.965695 sec): 3 clusters Score: Raw -3085962.755580 + Penalty 1986.189707 = -3083976.565873 nChanged 1755 SP:Iteration 6F (1023.055072 sec): 3 clusters Score: Raw -3086761.408464 + Penalty 1986.189707 = -3084775.218757 nChanged 1077 SP:Iteration 7Q (1023.144912 sec): 3 clusters Score: Raw -3087088.221847 + Penalty 1986.189707 = -3085102.032140 nChanged 708 SP:Iteration 8Q (1023.224815 sec): 3 clusters Score: Raw -3087262.289001 + Penalty 1986.189707 = -3085276.099293 nChanged 515 SP:Iteration 9Q (1023.311325 sec): 3 clusters Score: Raw -3087387.963679 + Penalty 1986.189707 = -3085401.773971 nChanged 469 SP:Iteration 10Q (1023.395967 sec): 3 clusters Score: Raw -3087513.843975 + Penalty 1986.189707 = -3085527.654267 nChanged 443 SP:Iteration 11Q (1023.495700 sec): 3 clusters Score: Raw -3087646.209684 + Penalty 1986.189707 = -3085660.019976 nChanged 467 SP:Iteration 12Q (1023.585175 sec): 3 clusters Score: Raw -3087785.789317 + Penalty 1986.189707 = -3085799.599609 nChanged 493 SP:Iteration 13Q (1023.664325 sec): 3 clusters Score: Raw -3087935.516876 + Penalty 1986.189707 = -3085949.327169 nChanged 526 SP:Iteration 14Q (1023.769557 sec): 3 clusters Score: Raw -3088107.722876 + Penalty 1986.189707 = -3086121.533169 nChanged 570 SP:Iteration 15Q (1023.850547 sec): 3 clusters Score: Raw -3088295.155395 + Penalty 1986.189707 = -3086308.965687 nChanged 585 SP:Iteration 16Q (1023.947892 sec): 3 clusters Score: Raw -3088479.410298 + Penalty 1986.189707 = -3086493.220590 nChanged 545 SP:Iteration 17Q (1024.036564 sec): 3 clusters Score: Raw -3088664.943542 + Penalty 1986.189707 = -3086678.753835 nChanged 606 SP:Iteration 18Q (1024.127513 sec): 3 clusters Score: Raw -3088915.317152 + Penalty 1986.189707 = -3086929.127445 nChanged 636 SP:Iteration 19Q (1024.214367 sec): 3 clusters Score: Raw -3089198.187846 + Penalty 1986.189707 = -3087211.998138 nChanged 649 SP:Iteration 20F (1024.309729 sec): 3 clusters Score: Raw -3089501.293682 + Penalty 1986.189707 = -3087515.103975 nChanged 626 SP:Iteration 21Q (1024.399475 sec): 3 clusters Score: Raw -3089787.025994 + Penalty 1986.189707 = -3087800.836287 nChanged 580 SP:Iteration 22Q (1024.484198 sec): 3 clusters Score: Raw -3090036.271962 + Penalty 1986.189707 = -3088050.082255 nChanged 517 SP:Iteration 23Q (1024.577481 sec): 3 clusters Score: Raw -3090234.449019 + Penalty 1986.189707 = -3088248.259312 nChanged 484 SP:Iteration 24Q (1024.669348 sec): 3 clusters Score: Raw -3090414.820391 + Penalty 1986.189707 = -3088428.630684 nChanged 412 SP:Iteration 25Q (1024.754701 sec): 3 clusters Score: Raw -3090533.125941 + Penalty 1986.189707 = -3088546.936233 nChanged 336 SP:Iteration 26Q (1024.845982 sec): 3 clusters Score: Raw -3090616.172724 + Penalty 1986.189707 = -3088629.983017 nChanged 282 SP:Iteration 27Q (1024.938146 sec): 3 clusters Score: Raw -3090676.451177 + Penalty 1986.189707 = -3088690.261470 nChanged 240 SP:Iteration 28Q (1025.028688 sec): 3 clusters Score: Raw -3090727.473068 + Penalty 1986.189707 = -3088741.283361 nChanged 232 SP:Iteration 29Q (1025.104472 sec): 3 clusters Score: Raw -3090771.378610 + Penalty 1986.189707 = -3088785.188902 nChanged 206 SP:Iteration 30Q (1025.203760 sec): 3 clusters Score: Raw -3090807.182526 + Penalty 1986.189707 = -3088820.992819 nChanged 160 SP:Iteration 31Q (1025.286209 sec): 3 clusters Score: Raw -3090831.508051 + Penalty 1986.189707 = -3088845.318344 nChanged 142 SP:Iteration 32Q (1025.374694 sec): 3 clusters Score: Raw -3090849.486865 + Penalty 1986.189707 = -3088863.297158 nChanged 123 SP:Iteration 33Q (1025.468489 sec): 3 clusters Score: Raw -3090863.394044 + Penalty 1986.189707 = -3088877.204337 nChanged 113 SP:Iteration 34Q (1025.552387 sec): 3 clusters Score: Raw -3090874.516406 + Penalty 1986.189707 = -3088888.326699 nChanged 95 SP:Iteration 35Q (1025.631248 sec): 3 clusters Score: Raw -3090883.115369 + Penalty 1986.189707 = -3088896.925662 nChanged 101 SP:Iteration 36Q (1025.728645 sec): 3 clusters Score: Raw -3090890.946996 + Penalty 1986.189707 = -3088904.757289 nChanged 79 SP:Iteration 37Q (1025.820034 sec): 3 clusters Score: Raw -3090896.626113 + Penalty 1986.189707 = -3088910.436406 nChanged 63 SP:Iteration 38Q (1025.907833 sec): 3 clusters Score: Raw -3090900.785802 + Penalty 1986.189707 = -3088914.596095 nChanged 64 SP:Iteration 39Q (1026.008354 sec): 3 clusters Score: Raw -3090905.924786 + Penalty 1986.189707 = -3088919.735079 nChanged 74 SP:Iteration 40F (1026.090541 sec): 3 clusters Score: Raw -3090916.086487 + Penalty 1986.189707 = -3088929.896779 nChanged 71 SP:Iteration 41Q (1026.182122 sec): 3 clusters Score: Raw -3090923.209891 + Penalty 1986.189707 = -3088937.020184 nChanged 71 SP:Iteration 42Q (1026.260143 sec): 3 clusters Score: Raw -3090928.466150 + Penalty 1986.189707 = -3088942.276443 nChanged 72 SP:Iteration 43Q (1026.354403 sec): 3 clusters Score: Raw -3090933.579802 + Penalty 1986.189707 = -3088947.390094 nChanged 68 SP:Iteration 44Q (1026.439802 sec): 3 clusters Score: Raw -3090938.154529 + Penalty 1986.189707 = -3088951.964822 nChanged 68 SP:Iteration 45Q (1026.532498 sec): 3 clusters Score: Raw -3090942.136680 + Penalty 1986.189707 = -3088955.946972 nChanged 62 SP:Iteration 46Q (1026.621377 sec): 3 clusters Score: Raw -3090945.835821 + Penalty 1986.189707 = -3088959.646114 nChanged 54 SP:Iteration 47Q (1026.716661 sec): 3 clusters Score: Raw -3090948.231637 + Penalty 1986.189707 = -3088962.041930 nChanged 45 SP:Iteration 48Q (1026.819070 sec): 3 clusters Score: Raw -3090950.531167 + Penalty 1986.189707 = -3088964.341460 nChanged 50 SP:Iteration 49Q (1026.898873 sec): 3 clusters Score: Raw -3090952.808730 + Penalty 1986.189707 = -3088966.619023 nChanged 45 SP:Iteration 50Q (1026.981132 sec): 3 clusters Score: Raw -3090954.905023 + Penalty 1986.189707 = -3088968.715315 nChanged 52 SP:Iteration 51Q (1027.072530 sec): 3 clusters Score: Raw -3090957.314050 + Penalty 1986.189707 = -3088971.124342 nChanged 45 SP:Iteration 52Q (1027.152459 sec): 3 clusters Score: Raw -3090959.689634 + Penalty 1986.189707 = -3088973.499926 nChanged 48 SP:Iteration 53Q (1027.236142 sec): 3 clusters Score: Raw -3090962.072151 + Penalty 1986.189707 = -3088975.882444 nChanged 49 SP:Iteration 54Q (1027.324755 sec): 3 clusters Score: Raw -3090964.672001 + Penalty 1986.189707 = -3088978.482294 nChanged 52 SP:Iteration 55Q (1027.410279 sec): 3 clusters Score: Raw -3090968.160068 + Penalty 1986.189707 = -3088981.970361 nChanged 64 SP:Iteration 56Q (1027.506137 sec): 3 clusters Score: Raw -3090973.220095 + Penalty 1986.189707 = -3088987.030388 nChanged 86 SP:Iteration 57Q (1027.601778 sec): 3 clusters Score: Raw -3090979.523194 + Penalty 1986.189707 = -3088993.333486 nChanged 81 SP:Iteration 58Q (1027.690496 sec): 3 clusters Score: Raw -3090985.220054 + Penalty 1986.189707 = -3088999.030347 nChanged 77 SP:Iteration 59Q (1027.777172 sec): 3 clusters Score: Raw -3090991.132007 + Penalty 1986.189707 = -3089004.942300 nChanged 75 SP:Iteration 60F (1027.866931 sec): 3 clusters Score: Raw -3090997.320809 + Penalty 1986.189707 = -3089011.131102 nChanged 78 SP:Iteration 61Q (1027.962731 sec): 3 clusters Score: Raw -3091004.312947 + Penalty 1986.189707 = -3089018.123239 nChanged 83 SP:Iteration 62Q (1028.058955 sec): 3 clusters Score: Raw -3091011.343397 + Penalty 1986.189707 = -3089025.153689 nChanged 87 SP:Iteration 63Q (1028.148464 sec): 3 clusters Score: Raw -3091018.626304 + Penalty 1986.189707 = -3089032.436596 nChanged 70 SP:Iteration 64Q (1028.237760 sec): 3 clusters Score: Raw -3091023.203793 + Penalty 1986.189707 = -3089037.014086 nChanged 67 SP:Iteration 65Q (1028.331940 sec): 3 clusters Score: Raw -3091027.365494 + Penalty 1986.189707 = -3089041.175787 nChanged 69 SP:Iteration 66Q (1028.425213 sec): 3 clusters Score: Raw -3091031.266712 + Penalty 1986.189707 = -3089045.077005 nChanged 60 SP:Iteration 67Q (1028.513529 sec): 3 clusters Score: Raw -3091035.041900 + Penalty 1986.189707 = -3089048.852193 nChanged 63 SP:Iteration 68Q (1028.596231 sec): 3 clusters Score: Raw -3091038.682649 + Penalty 1986.189707 = -3089052.492942 nChanged 52 SP:Iteration 69Q (1028.684389 sec): 3 clusters Score: Raw -3091041.275983 + Penalty 1986.189707 = -3089055.086276 nChanged 51 SP:Iteration 70Q (1028.787009 sec): 3 clusters Score: Raw -3091044.187353 + Penalty 1986.189707 = -3089057.997645 nChanged 56 SP:Iteration 71Q (1028.869556 sec): 3 clusters Score: Raw -3091047.550596 + Penalty 1986.189707 = -3089061.360888 nChanged 57 SP:Iteration 72Q (1028.959999 sec): 3 clusters Score: Raw -3091050.984746 + Penalty 1986.189707 = -3089064.795038 nChanged 58 SP:Iteration 73Q (1029.042317 sec): 3 clusters Score: Raw -3091054.762008 + Penalty 1986.189707 = -3089068.572301 nChanged 59 SP:Iteration 74Q (1029.134467 sec): 3 clusters Score: Raw -3091058.094261 + Penalty 1986.189707 = -3089071.904553 nChanged 58 SP:Iteration 75Q (1029.217766 sec): 3 clusters Score: Raw -3091061.626359 + Penalty 1986.189707 = -3089075.436652 nChanged 58 SP:Iteration 76Q (1029.309601 sec): 3 clusters Score: Raw -3091064.926762 + Penalty 1986.189707 = -3089078.737055 nChanged 50 SP:Iteration 77Q (1029.396957 sec): 3 clusters Score: Raw -3091067.154403 + Penalty 1986.189707 = -3089080.964696 nChanged 45 SP:Iteration 78Q (1029.486277 sec): 3 clusters Score: Raw -3091069.165669 + Penalty 1986.189707 = -3089082.975962 nChanged 45 SP:Iteration 79Q (1029.575425 sec): 3 clusters Score: Raw -3091071.532918 + Penalty 1986.189707 = -3089085.343210 nChanged 38 SP:Iteration 80F (1029.655452 sec): 3 clusters Score: Raw -3091073.482160 + Penalty 1986.189707 = -3089087.292453 nChanged 44 SP:Iteration 81Q (1029.753582 sec): 3 clusters Score: Raw -3091075.876200 + Penalty 1986.189707 = -3089089.686493 nChanged 39 SP:Iteration 82Q (1029.844357 sec): 3 clusters Score: Raw -3091077.837332 + Penalty 1986.189707 = -3089091.647625 nChanged 39 SP:Iteration 83Q (1029.929657 sec): 3 clusters Score: Raw -3091079.632349 + Penalty 1986.189707 = -3089093.442642 nChanged 34 SP:Iteration 84Q (1030.015643 sec): 3 clusters Score: Raw -3091081.083920 + Penalty 1986.189707 = -3089094.894212 nChanged 29 SP:Iteration 85Q (1030.100692 sec): 3 clusters Score: Raw -3091082.281678 + Penalty 1986.189707 = -3089096.091971 nChanged 33 SP:Iteration 86Q (1030.188102 sec): 3 clusters Score: Raw -3091083.744322 + Penalty 1986.189707 = -3089097.554615 nChanged 30 SP:Iteration 87Q (1030.277182 sec): 3 clusters Score: Raw -3091084.809555 + Penalty 1986.189707 = -3089098.619848 nChanged 19 SP:Iteration 88Q (1030.367737 sec): 3 clusters Score: Raw -3091085.422862 + Penalty 1986.189707 = -3089099.233155 nChanged 18 SP:Iteration 89Q (1030.452598 sec): 3 clusters Score: Raw -3091086.148790 + Penalty 1986.189707 = -3089099.959083 nChanged 22 SP:Iteration 90Q (1030.548110 sec): 3 clusters Score: Raw -3091086.987512 + Penalty 1986.189707 = -3089100.797804 nChanged 25 SP:Iteration 91Q (1030.638614 sec): 3 clusters Score: Raw -3091087.951968 + Penalty 1986.189707 = -3089101.762260 nChanged 29 SP:Iteration 92Q (1030.729155 sec): 3 clusters Score: Raw -3091089.073120 + Penalty 1986.189707 = -3089102.883413 nChanged 26 SP:Iteration 93Q (1030.820012 sec): 3 clusters Score: Raw -3091090.236813 + Penalty 1986.189707 = -3089104.047106 nChanged 28 SP:Iteration 94Q (1030.911358 sec): 3 clusters Score: Raw -3091091.390428 + Penalty 1986.189707 = -3089105.200720 nChanged 24 SP:Iteration 95Q (1030.999262 sec): 3 clusters Score: Raw -3091092.216785 + Penalty 1986.189707 = -3089106.027077 nChanged 26 SP:Iteration 96Q (1031.088402 sec): 3 clusters Score: Raw -3091093.020883 + Penalty 1986.189707 = -3089106.831175 nChanged 19 SP:Iteration 97Q (1031.174501 sec): 3 clusters Score: Raw -3091093.508002 + Penalty 1986.189707 = -3089107.318294 nChanged 17 SP:Iteration 98Q (1031.254200 sec): 3 clusters Score: Raw -3091094.096813 + Penalty 1986.189707 = -3089107.907106 nChanged 20 SP:Iteration 99Q (1031.338945 sec): 3 clusters Score: Raw -3091094.732740 + Penalty 1986.189707 = -3089108.543033 nChanged 20 SP:Iteration 100F (1031.433845 sec): 3 clusters Score: Raw -3091095.533300 + Penalty 1986.189707 = -3089109.343592 nChanged 26 SP:Iteration 101Q (1031.522517 sec): 3 clusters Score: Raw -3091096.777578 + Penalty 1986.189707 = -3089110.587870 nChanged 26 SP:Iteration 102Q (1031.616139 sec): 3 clusters Score: Raw -3091097.920563 + Penalty 1986.189707 = -3089111.730856 nChanged 31 SP:Iteration 103Q (1031.703489 sec): 3 clusters Score: Raw -3091099.613085 + Penalty 1986.189707 = -3089113.423378 nChanged 34 SP:Iteration 104Q (1031.798210 sec): 3 clusters Score: Raw -3091101.081381 + Penalty 1986.189707 = -3089114.891673 nChanged 38 SP:Iteration 105Q (1031.882673 sec): 3 clusters Score: Raw -3091103.090148 + Penalty 1986.189707 = -3089116.900441 nChanged 41 SP:Iteration 106Q (1031.969810 sec): 3 clusters Score: Raw -3091105.149276 + Penalty 1986.189707 = -3089118.959569 nChanged 34 SP:Iteration 107Q (1032.055835 sec): 3 clusters Score: Raw -3091106.887455 + Penalty 1986.189707 = -3089120.697748 nChanged 41 SP:Iteration 108Q (1032.146371 sec): 3 clusters Score: Raw -3091108.876940 + Penalty 1986.189707 = -3089122.687232 nChanged 27 SP:Iteration 109Q (1032.238271 sec): 3 clusters Score: Raw -3091110.060545 + Penalty 1986.189707 = -3089123.870838 nChanged 31 SP:Iteration 110Q (1032.325309 sec): 3 clusters Score: Raw -3091111.448578 + Penalty 1986.189707 = -3089125.258870 nChanged 31 SP:Iteration 111Q (1032.419247 sec): 3 clusters Score: Raw -3091112.465603 + Penalty 1986.189707 = -3089126.275895 nChanged 16 SP:Iteration 112Q (1032.497939 sec): 3 clusters Score: Raw -3091112.916892 + Penalty 1986.189707 = -3089126.727185 nChanged 12 SP:Iteration 113Q (1032.594327 sec): 3 clusters Score: Raw -3091113.176526 + Penalty 1986.189707 = -3089126.986818 nChanged 12 SP:Iteration 114Q (1032.688145 sec): 3 clusters Score: Raw -3091113.446157 + Penalty 1986.189707 = -3089127.256450 nChanged 16 SP:Iteration 115Q (1032.770763 sec): 3 clusters Score: Raw -3091113.866790 + Penalty 1986.189707 = -3089127.677083 nChanged 21 SP:Iteration 116Q (1032.863035 sec): 3 clusters Score: Raw -3091114.560985 + Penalty 1986.189707 = -3089128.371278 nChanged 24 SP:Iteration 117Q (1032.958058 sec): 3 clusters Score: Raw -3091115.558302 + Penalty 1986.189707 = -3089129.368595 nChanged 27 SP:Iteration 118Q (1033.037194 sec): 3 clusters Score: Raw -3091116.660093 + Penalty 1986.189707 = -3089130.470386 nChanged 27 SP:Iteration 119Q (1033.124063 sec): 3 clusters Score: Raw -3091117.850786 + Penalty 1986.189707 = -3089131.661078 nChanged 26 SP:Iteration 120F (1033.223567 sec): 3 clusters Score: Raw -3091119.046784 + Penalty 1986.189707 = -3089132.857077 nChanged 29 SP:Iteration 121Q (1033.312611 sec): 3 clusters Score: Raw -3091120.090815 + Penalty 1986.189707 = -3089133.901108 nChanged 20 SP:Iteration 122Q (1033.395949 sec): 3 clusters Score: Raw -3091120.616837 + Penalty 1986.189707 = -3089134.427130 nChanged 16 SP:Iteration 123Q (1033.482312 sec): 3 clusters Score: Raw -3091121.032938 + Penalty 1986.189707 = -3089134.843231 nChanged 16 SP:Iteration 124Q (1033.566083 sec): 3 clusters Score: Raw -3091121.534703 + Penalty 1986.189707 = -3089135.344996 nChanged 18 SP:Iteration 125Q (1033.640229 sec): 3 clusters Score: Raw -3091122.168709 + Penalty 1986.189707 = -3089135.979001 nChanged 25 SP:Iteration 126Q (1033.737091 sec): 3 clusters Score: Raw -3091123.130566 + Penalty 1986.189707 = -3089136.940858 nChanged 28 SP:Iteration 127Q (1033.827541 sec): 3 clusters Score: Raw -3091124.108393 + Penalty 1986.189707 = -3089137.918686 nChanged 26 SP:Iteration 128Q (1033.910067 sec): 3 clusters Score: Raw -3091124.911710 + Penalty 1986.189707 = -3089138.722002 nChanged 21 SP:Iteration 129Q (1034.005199 sec): 3 clusters Score: Raw -3091125.632661 + Penalty 1986.189707 = -3089139.442954 nChanged 17 SP:Iteration 130Q (1034.093633 sec): 3 clusters Score: Raw -3091126.256392 + Penalty 1986.189707 = -3089140.066684 nChanged 19 SP:Iteration 131Q (1034.178642 sec): 3 clusters Score: Raw -3091127.014310 + Penalty 1986.189707 = -3089140.824603 nChanged 20 SP:Iteration 132Q (1034.266823 sec): 3 clusters Score: Raw -3091127.578796 + Penalty 1986.189707 = -3089141.389089 nChanged 15 SP:Iteration 133Q (1034.352205 sec): 3 clusters Score: Raw -3091128.132105 + Penalty 1986.189707 = -3089141.942398 nChanged 18 SP:Iteration 134Q (1034.437913 sec): 3 clusters Score: Raw -3091128.643987 + Penalty 1986.189707 = -3089142.454280 nChanged 14 SP:Iteration 135Q (1034.521259 sec): 3 clusters Score: Raw -3091129.023377 + Penalty 1986.189707 = -3089142.833670 nChanged 11 SP:Iteration 136Q (1034.616339 sec): 3 clusters Score: Raw -3091129.296588 + Penalty 1986.189707 = -3089143.106881 nChanged 16 SP:Iteration 137Q (1034.708064 sec): 3 clusters Score: Raw -3091129.744529 + Penalty 1986.189707 = -3089143.554822 nChanged 7 SP:Iteration 138Q (1034.791815 sec): 3 clusters Score: Raw -3091129.950028 + Penalty 1986.189707 = -3089143.760321 nChanged 16 SP:Iteration 139Q (1034.869173 sec): 3 clusters Score: Raw -3091130.453103 + Penalty 1986.189707 = -3089144.263396 nChanged 13 SP:Iteration 140F (1034.956763 sec): 3 clusters Score: Raw -3091130.840931 + Penalty 1986.189707 = -3089144.651224 nChanged 15 SP:Iteration 141Q (1035.048280 sec): 3 clusters Score: Raw -3091131.363676 + Penalty 1986.189707 = -3089145.173968 nChanged 15 SP:Iteration 142Q (1035.139105 sec): 3 clusters Score: Raw -3091131.783514 + Penalty 1986.189707 = -3089145.593807 nChanged 14 SP:Iteration 143Q (1035.233040 sec): 3 clusters Score: Raw -3091132.138677 + Penalty 1986.189707 = -3089145.948969 nChanged 13 SP:Iteration 144Q (1035.327169 sec): 3 clusters Score: Raw -3091132.436567 + Penalty 1986.189707 = -3089146.246860 nChanged 12 SP:Iteration 145Q (1035.405702 sec): 3 clusters Score: Raw -3091132.774379 + Penalty 1986.189707 = -3089146.584672 nChanged 7 SP:Iteration 146Q (1035.508375 sec): 3 clusters Score: Raw -3091132.996788 + Penalty 1986.189707 = -3089146.807080 nChanged 4 SP:Iteration 147Q (1035.586652 sec): 3 clusters Score: Raw -3091133.081937 + Penalty 1986.189707 = -3089146.892230 nChanged 5 SP:Iteration 148Q (1035.667533 sec): 3 clusters Score: Raw -3091133.311063 + Penalty 1986.189707 = -3089147.121356 nChanged 5 SP:Iteration 149Q (1035.751446 sec): 3 clusters Score: Raw -3091133.460527 + Penalty 1986.189707 = -3089147.270820 nChanged 4 SP:Iteration 150Q (1035.838500 sec): 3 clusters Score: Raw -3091133.525941 + Penalty 1986.189707 = -3089147.336233 nChanged 6 SP:Iteration 151Q (1035.927149 sec): 3 clusters Score: Raw -3091133.661838 + Penalty 1986.189707 = -3089147.472130 nChanged 4 SP:Iteration 152Q (1036.015590 sec): 3 clusters Score: Raw -3091133.726033 + Penalty 1986.189707 = -3089147.536326 nChanged 3 SP:Iteration 153Q (1036.100134 sec): 3 clusters Score: Raw -3091133.783298 + Penalty 1986.189707 = -3089147.593590 nChanged 3 SP:Iteration 154Q (1036.180757 sec): 3 clusters Score: Raw -3091133.832205 + Penalty 1986.189707 = -3089147.642498 nChanged 6 SP:Iteration 155Q (1036.270776 sec): 3 clusters Score: Raw -3091133.934513 + Penalty 1986.189707 = -3089147.744805 nChanged 7 SP:Iteration 156Q (1036.368297 sec): 3 clusters Score: Raw -3091134.087085 + Penalty 1986.189707 = -3089147.897378 nChanged 6 SP:Iteration 157Q (1036.453726 sec): 3 clusters Score: Raw -3091134.243286 + Penalty 1986.189707 = -3089148.053579 nChanged 7 SP:Iteration 158Q (1036.544485 sec): 3 clusters Score: Raw -3091134.404870 + Penalty 1986.189707 = -3089148.215162 nChanged 11 SP:Iteration 159Q (1036.631911 sec): 3 clusters Score: Raw -3091134.823318 + Penalty 1986.189707 = -3089148.633611 nChanged 14 SP:Iteration 160F (1036.723352 sec): 3 clusters Score: Raw -3091135.387573 + Penalty 1986.189707 = -3089149.197866 nChanged 10 SP:Iteration 161Q (1036.808830 sec): 3 clusters Score: Raw -3091135.649193 + Penalty 1986.189707 = -3089149.459485 nChanged 9 SP:Iteration 162Q (1036.896487 sec): 3 clusters Score: Raw -3091135.838080 + Penalty 1986.189707 = -3089149.648373 nChanged 7 SP:Iteration 163Q (1036.973736 sec): 3 clusters Score: Raw -3091136.000201 + Penalty 1986.189707 = -3089149.810494 nChanged 10 SP:Iteration 164Q (1037.065508 sec): 3 clusters Score: Raw -3091136.260362 + Penalty 1986.189707 = -3089150.070655 nChanged 7 SP:Iteration 165Q (1037.156262 sec): 3 clusters Score: Raw -3091136.403820 + Penalty 1986.189707 = -3089150.214112 nChanged 6 SP:Iteration 166Q (1037.249119 sec): 3 clusters Score: Raw -3091136.530875 + Penalty 1986.189707 = -3089150.341168 nChanged 7 SP:Iteration 167Q (1037.339127 sec): 3 clusters Score: Raw -3091136.683680 + Penalty 1986.189707 = -3089150.493973 nChanged 2 SP:Iteration 168Q (1037.420874 sec): 3 clusters Score: Raw -3091136.793556 + Penalty 1986.189707 = -3089150.603848 nChanged 6 SP:Iteration 169Q (1037.516306 sec): 3 clusters Score: Raw -3091136.961203 + Penalty 1986.189707 = -3089150.771496 nChanged 3 SP:Iteration 170Q (1037.607578 sec): 3 clusters Score: Raw -3091137.030736 + Penalty 1986.189707 = -3089150.841029 nChanged 1 SP:Iteration 171Q (1037.693356 sec): 3 clusters Score: Raw -3091137.040123 + Penalty 1986.189707 = -3089150.850416 nChanged 0 SP:Iteration 172F (1037.776702 sec): 3 clusters Score: Raw -3091137.040123 + Penalty 1986.189707 = -3089150.850416 nChanged 0 Trying to split cluster 4 (18249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1037.824862 sec): 2 clusters Score: Raw -1596345.769838 + Penalty 932.127228 = -1595413.642609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1037.894686 sec): 3 clusters Score: Raw -1585125.252410 + Penalty 1864.254457 = -1583260.997953 nChanged 8416 SP:Iteration 1F (1037.968327 sec): 3 clusters Score: Raw -1589694.309918 + Penalty 1864.254457 = -1587830.055461 nChanged 859 SP:Iteration 2Q (1038.033472 sec): 3 clusters Score: Raw -1590006.211827 + Penalty 1864.254457 = -1588141.957370 nChanged 893 SP:Iteration 3Q (1038.111688 sec): 3 clusters Score: Raw -1590373.158963 + Penalty 1864.254457 = -1588508.904506 nChanged 959 SP:Iteration 4F (1038.176466 sec): 3 clusters Score: Raw -1590820.672872 + Penalty 1864.254457 = -1588956.418415 nChanged 1049 SP:Iteration 5F (1038.245653 sec): 3 clusters Score: Raw -1591400.556057 + Penalty 1864.254457 = -1589536.301600 nChanged 1141 SP:Iteration 6F (1038.322207 sec): 3 clusters Score: Raw -1592168.492276 + Penalty 1864.254457 = -1590304.237819 nChanged 1236 SP:Iteration 7F (1038.378888 sec): 3 clusters Score: Raw -1593180.003708 + Penalty 1864.254457 = -1591315.749251 nChanged 1175 SP:Iteration 8F (1038.448084 sec): 3 clusters Score: Raw -1594251.965885 + Penalty 1864.254457 = -1592387.711428 nChanged 937 SP:Iteration 9F (1038.520481 sec): 3 clusters Score: Raw -1595172.546764 + Penalty 1864.254457 = -1593308.292307 nChanged 569 SP:Iteration 10Q (1038.599393 sec): 3 clusters Score: Raw -1595758.055560 + Penalty 1864.254457 = -1593893.801103 nChanged 321 SP:Iteration 11Q (1038.665678 sec): 3 clusters Score: Raw -1596031.034182 + Penalty 1864.254457 = -1594166.779725 nChanged 230 SP:Iteration 12Q (1038.721123 sec): 3 clusters Score: Raw -1596180.116105 + Penalty 1864.254457 = -1594315.861648 nChanged 148 SP:Iteration 13Q (1038.799408 sec): 3 clusters Score: Raw -1596267.064755 + Penalty 1864.254457 = -1594402.810298 nChanged 115 SP:Iteration 14Q (1038.870171 sec): 3 clusters Score: Raw -1596352.500348 + Penalty 1864.254457 = -1594488.245891 nChanged 113 SP:Iteration 15Q (1038.940522 sec): 3 clusters Score: Raw -1596440.924275 + Penalty 1864.254457 = -1594576.669818 nChanged 104 SP:Iteration 16Q (1039.006563 sec): 3 clusters Score: Raw -1596514.770780 + Penalty 1864.254457 = -1594650.516323 nChanged 73 SP:Iteration 17Q (1039.061986 sec): 3 clusters Score: Raw -1596582.367470 + Penalty 1864.254457 = -1594718.113013 nChanged 85 SP:Iteration 18Q (1039.135356 sec): 3 clusters Score: Raw -1596634.096572 + Penalty 1864.254457 = -1594769.842115 nChanged 63 SP:Iteration 19Q (1039.196919 sec): 3 clusters Score: Raw -1596669.477549 + Penalty 1864.254457 = -1594805.223092 nChanged 54 SP:Iteration 20F (1039.277622 sec): 3 clusters Score: Raw -1596694.195952 + Penalty 1864.254457 = -1594829.941495 nChanged 45 SP:Iteration 21Q (1039.342970 sec): 3 clusters Score: Raw -1596718.286379 + Penalty 1864.254457 = -1594854.031922 nChanged 28 SP:Iteration 22Q (1039.406468 sec): 3 clusters Score: Raw -1596735.542816 + Penalty 1864.254457 = -1594871.288359 nChanged 37 SP:Iteration 23Q (1039.463837 sec): 3 clusters Score: Raw -1596754.298790 + Penalty 1864.254457 = -1594890.044333 nChanged 35 SP:Iteration 24Q (1039.536828 sec): 3 clusters Score: Raw -1596772.130552 + Penalty 1864.254457 = -1594907.876095 nChanged 37 SP:Iteration 25Q (1039.604786 sec): 3 clusters Score: Raw -1596790.748839 + Penalty 1864.254457 = -1594926.494382 nChanged 40 SP:Iteration 26Q (1039.670756 sec): 3 clusters Score: Raw -1596809.107226 + Penalty 1864.254457 = -1594944.852769 nChanged 39 SP:Iteration 27Q (1039.734406 sec): 3 clusters Score: Raw -1596830.972725 + Penalty 1864.254457 = -1594966.718268 nChanged 43 SP:Iteration 28Q (1039.801100 sec): 3 clusters Score: Raw -1596851.742256 + Penalty 1864.254457 = -1594987.487800 nChanged 32 SP:Iteration 29Q (1039.855829 sec): 3 clusters Score: Raw -1596870.025617 + Penalty 1864.254457 = -1595005.771160 nChanged 36 SP:Iteration 30Q (1039.930559 sec): 3 clusters Score: Raw -1596888.513884 + Penalty 1864.254457 = -1595024.259427 nChanged 48 SP:Iteration 31Q (1039.994752 sec): 3 clusters Score: Raw -1596907.624401 + Penalty 1864.254457 = -1595043.369944 nChanged 34 SP:Iteration 32Q (1040.057670 sec): 3 clusters Score: Raw -1596919.605269 + Penalty 1864.254457 = -1595055.350812 nChanged 22 SP:Iteration 33Q (1040.122405 sec): 3 clusters Score: Raw -1596925.804389 + Penalty 1864.254457 = -1595061.549932 nChanged 14 SP:Iteration 34Q (1040.184169 sec): 3 clusters Score: Raw -1596930.934785 + Penalty 1864.254457 = -1595066.680328 nChanged 14 SP:Iteration 35Q (1040.252053 sec): 3 clusters Score: Raw -1596936.231118 + Penalty 1864.254457 = -1595071.976661 nChanged 17 SP:Iteration 36Q (1040.313890 sec): 3 clusters Score: Raw -1596942.383576 + Penalty 1864.254457 = -1595078.129119 nChanged 18 SP:Iteration 37Q (1040.375138 sec): 3 clusters Score: Raw -1596946.601743 + Penalty 1864.254457 = -1595082.347286 nChanged 16 SP:Iteration 38Q (1040.442097 sec): 3 clusters Score: Raw -1596950.546366 + Penalty 1864.254457 = -1595086.291909 nChanged 14 SP:Iteration 39Q (1040.513569 sec): 3 clusters Score: Raw -1596955.884278 + Penalty 1864.254457 = -1595091.629821 nChanged 20 SP:Iteration 40F (1040.582016 sec): 3 clusters Score: Raw -1596968.624900 + Penalty 1864.254457 = -1595104.370443 nChanged 22 SP:Iteration 41Q (1040.638953 sec): 3 clusters Score: Raw -1596977.314648 + Penalty 1864.254457 = -1595113.060191 nChanged 21 SP:Iteration 42Q (1040.703565 sec): 3 clusters Score: Raw -1596983.691380 + Penalty 1864.254457 = -1595119.436923 nChanged 23 SP:Iteration 43Q (1040.776579 sec): 3 clusters Score: Raw -1596990.837480 + Penalty 1864.254457 = -1595126.583023 nChanged 27 SP:Iteration 44Q (1040.846302 sec): 3 clusters Score: Raw -1596998.824913 + Penalty 1864.254457 = -1595134.570456 nChanged 29 SP:Iteration 45Q (1040.902867 sec): 3 clusters Score: Raw -1597008.507341 + Penalty 1864.254457 = -1595144.252884 nChanged 27 SP:Iteration 46Q (1040.977519 sec): 3 clusters Score: Raw -1597017.593774 + Penalty 1864.254457 = -1595153.339317 nChanged 28 SP:Iteration 47Q (1041.044761 sec): 3 clusters Score: Raw -1597025.300575 + Penalty 1864.254457 = -1595161.046118 nChanged 21 SP:Iteration 48Q (1041.110245 sec): 3 clusters Score: Raw -1597029.815150 + Penalty 1864.254457 = -1595165.560693 nChanged 14 SP:Iteration 49Q (1041.177557 sec): 3 clusters Score: Raw -1597032.868901 + Penalty 1864.254457 = -1595168.614444 nChanged 15 SP:Iteration 50Q (1041.241092 sec): 3 clusters Score: Raw -1597037.294757 + Penalty 1864.254457 = -1595173.040300 nChanged 13 SP:Iteration 51Q (1041.301347 sec): 3 clusters Score: Raw -1597039.816548 + Penalty 1864.254457 = -1595175.562091 nChanged 13 SP:Iteration 52Q (1041.366325 sec): 3 clusters Score: Raw -1597042.501236 + Penalty 1864.254457 = -1595178.246779 nChanged 10 SP:Iteration 53Q (1041.430340 sec): 3 clusters Score: Raw -1597045.031219 + Penalty 1864.254457 = -1595180.776762 nChanged 16 SP:Iteration 54Q (1041.491952 sec): 3 clusters Score: Raw -1597047.870588 + Penalty 1864.254457 = -1595183.616131 nChanged 13 SP:Iteration 55Q (1041.546495 sec): 3 clusters Score: Raw -1597051.146488 + Penalty 1864.254457 = -1595186.892031 nChanged 23 SP:Iteration 56Q (1041.620674 sec): 3 clusters Score: Raw -1597058.105075 + Penalty 1864.254457 = -1595193.850618 nChanged 23 SP:Iteration 57Q (1041.683120 sec): 3 clusters Score: Raw -1597064.265401 + Penalty 1864.254457 = -1595200.010944 nChanged 27 SP:Iteration 58Q (1041.748493 sec): 3 clusters Score: Raw -1597072.096409 + Penalty 1864.254457 = -1595207.841952 nChanged 35 SP:Iteration 59Q (1041.812532 sec): 3 clusters Score: Raw -1597084.191887 + Penalty 1864.254457 = -1595219.937430 nChanged 35 SP:Iteration 60F (1041.879311 sec): 3 clusters Score: Raw -1597092.990917 + Penalty 1864.254457 = -1595228.736460 nChanged 33 SP:Iteration 61Q (1041.935076 sec): 3 clusters Score: Raw -1597100.614114 + Penalty 1864.254457 = -1595236.359658 nChanged 32 SP:Iteration 62Q (1042.005770 sec): 3 clusters Score: Raw -1597107.669572 + Penalty 1864.254457 = -1595243.415115 nChanged 25 SP:Iteration 63Q (1042.077078 sec): 3 clusters Score: Raw -1597112.980867 + Penalty 1864.254457 = -1595248.726410 nChanged 20 SP:Iteration 64Q (1042.146940 sec): 3 clusters Score: Raw -1597117.696250 + Penalty 1864.254457 = -1595253.441794 nChanged 19 SP:Iteration 65Q (1042.208496 sec): 3 clusters Score: Raw -1597121.277281 + Penalty 1864.254457 = -1595257.022824 nChanged 25 SP:Iteration 66Q (1042.278589 sec): 3 clusters Score: Raw -1597126.321410 + Penalty 1864.254457 = -1595262.066953 nChanged 18 SP:Iteration 67Q (1042.334287 sec): 3 clusters Score: Raw -1597129.434877 + Penalty 1864.254457 = -1595265.180420 nChanged 21 SP:Iteration 68Q (1042.402826 sec): 3 clusters Score: Raw -1597134.943246 + Penalty 1864.254457 = -1595270.688789 nChanged 26 SP:Iteration 69Q (1042.460731 sec): 3 clusters Score: Raw -1597141.463893 + Penalty 1864.254457 = -1595277.209436 nChanged 25 SP:Iteration 70Q (1042.525063 sec): 3 clusters Score: Raw -1597148.078032 + Penalty 1864.254457 = -1595283.823575 nChanged 30 SP:Iteration 71Q (1042.588429 sec): 3 clusters Score: Raw -1597153.839818 + Penalty 1864.254457 = -1595289.585361 nChanged 29 SP:Iteration 72Q (1042.665566 sec): 3 clusters Score: Raw -1597160.047241 + Penalty 1864.254457 = -1595295.792784 nChanged 36 SP:Iteration 73Q (1042.731125 sec): 3 clusters Score: Raw -1597170.112239 + Penalty 1864.254457 = -1595305.857782 nChanged 45 SP:Iteration 74Q (1042.785616 sec): 3 clusters Score: Raw -1597183.842733 + Penalty 1864.254457 = -1595319.588276 nChanged 45 SP:Iteration 75Q (1042.855021 sec): 3 clusters Score: Raw -1597196.525082 + Penalty 1864.254457 = -1595332.270625 nChanged 44 SP:Iteration 76Q (1042.926445 sec): 3 clusters Score: Raw -1597205.354670 + Penalty 1864.254457 = -1595341.100213 nChanged 30 SP:Iteration 77Q (1042.983879 sec): 3 clusters Score: Raw -1597211.643873 + Penalty 1864.254457 = -1595347.389416 nChanged 39 SP:Iteration 78Q (1043.051246 sec): 3 clusters Score: Raw -1597219.922067 + Penalty 1864.254457 = -1595355.667610 nChanged 26 SP:Iteration 79Q (1043.115358 sec): 3 clusters Score: Raw -1597224.592162 + Penalty 1864.254457 = -1595360.337705 nChanged 21 SP:Iteration 80F (1043.194974 sec): 3 clusters Score: Raw -1597227.795837 + Penalty 1864.254457 = -1595363.541380 nChanged 20 SP:Iteration 81Q (1043.252265 sec): 3 clusters Score: Raw -1597231.495876 + Penalty 1864.254457 = -1595367.241419 nChanged 17 SP:Iteration 82Q (1043.321823 sec): 3 clusters Score: Raw -1597233.844965 + Penalty 1864.254457 = -1595369.590508 nChanged 24 SP:Iteration 83Q (1043.384786 sec): 3 clusters Score: Raw -1597237.278644 + Penalty 1864.254457 = -1595373.024187 nChanged 22 SP:Iteration 84Q (1043.456290 sec): 3 clusters Score: Raw -1597240.336253 + Penalty 1864.254457 = -1595376.081796 nChanged 23 SP:Iteration 85Q (1043.524290 sec): 3 clusters Score: Raw -1597243.908081 + Penalty 1864.254457 = -1595379.653624 nChanged 21 SP:Iteration 86Q (1043.582060 sec): 3 clusters Score: Raw -1597247.653917 + Penalty 1864.254457 = -1595383.399460 nChanged 21 SP:Iteration 87Q (1043.650255 sec): 3 clusters Score: Raw -1597251.198491 + Penalty 1864.254457 = -1595386.944034 nChanged 23 SP:Iteration 88Q (1043.726842 sec): 3 clusters Score: Raw -1597254.765414 + Penalty 1864.254457 = -1595390.510957 nChanged 23 SP:Iteration 89Q (1043.792407 sec): 3 clusters Score: Raw -1597258.046055 + Penalty 1864.254457 = -1595393.791599 nChanged 31 SP:Iteration 90Q (1043.856875 sec): 3 clusters Score: Raw -1597263.295417 + Penalty 1864.254457 = -1595399.040960 nChanged 27 SP:Iteration 91Q (1043.921507 sec): 3 clusters Score: Raw -1597267.495218 + Penalty 1864.254457 = -1595403.240761 nChanged 20 SP:Iteration 92Q (1043.976697 sec): 3 clusters Score: Raw -1597270.410913 + Penalty 1864.254457 = -1595406.156456 nChanged 21 SP:Iteration 93Q (1044.047477 sec): 3 clusters Score: Raw -1597273.527149 + Penalty 1864.254457 = -1595409.272692 nChanged 19 SP:Iteration 94Q (1044.109415 sec): 3 clusters Score: Raw -1597275.767721 + Penalty 1864.254457 = -1595411.513264 nChanged 17 SP:Iteration 95Q (1044.174035 sec): 3 clusters Score: Raw -1597277.885646 + Penalty 1864.254457 = -1595413.631189 nChanged 17 SP:Iteration 96Q (1044.242433 sec): 3 clusters Score: Raw -1597279.776406 + Penalty 1864.254457 = -1595415.521949 nChanged 12 SP:Iteration 97Q (1044.310030 sec): 3 clusters Score: Raw -1597281.027636 + Penalty 1864.254457 = -1595416.773179 nChanged 8 SP:Iteration 98Q (1044.376522 sec): 3 clusters Score: Raw -1597281.928512 + Penalty 1864.254457 = -1595417.674055 nChanged 7 SP:Iteration 99Q (1044.440708 sec): 3 clusters Score: Raw -1597282.562354 + Penalty 1864.254457 = -1595418.307897 nChanged 8 SP:Iteration 100F (1044.502565 sec): 3 clusters Score: Raw -1597283.015632 + Penalty 1864.254457 = -1595418.761175 nChanged 7 SP:Iteration 101Q (1044.568553 sec): 3 clusters Score: Raw -1597283.447591 + Penalty 1864.254457 = -1595419.193134 nChanged 10 SP:Iteration 102Q (1044.633258 sec): 3 clusters Score: Raw -1597284.241971 + Penalty 1864.254457 = -1595419.987514 nChanged 4 SP:Iteration 103Q (1044.702385 sec): 3 clusters Score: Raw -1597284.487991 + Penalty 1864.254457 = -1595420.233534 nChanged 2 SP:Iteration 104Q (1044.771164 sec): 3 clusters Score: Raw -1597284.578545 + Penalty 1864.254457 = -1595420.324088 nChanged 0 SP:Iteration 105F (1044.835071 sec): 3 clusters Score: Raw -1597284.578545 + Penalty 1864.254457 = -1595420.324088 nChanged 0 Score: Raw -45228747.203691 + Penalty 45091.929260 = -45183655.274431 Splitting cluster 4 changes total score from -45183954.784349 to -45183655.274431 So it's not getting split. Trying to split cluster 5 (4144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1054.055550 sec): 2 clusters Score: Raw -373359.498864 + Penalty 791.294594 = -372568.204270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1054.099070 sec): 3 clusters Score: Raw -371095.448738 + Penalty 1582.589189 = -369512.859549 nChanged 1756 SP:Iteration 1F (1054.155478 sec): 3 clusters Score: Raw -372061.779234 + Penalty 1582.589189 = -370479.190045 nChanged 232 SP:Iteration 2F (1054.204170 sec): 3 clusters Score: Raw -372156.565616 + Penalty 1582.589189 = -370573.976427 nChanged 169 SP:Iteration 3Q (1054.255710 sec): 3 clusters Score: Raw -372225.554892 + Penalty 1582.589189 = -370642.965703 nChanged 154 SP:Iteration 4Q (1054.304053 sec): 3 clusters Score: Raw -372287.198005 + Penalty 1582.589189 = -370704.608816 nChanged 151 SP:Iteration 5Q (1054.360420 sec): 3 clusters Score: Raw -372348.501014 + Penalty 1582.589189 = -370765.911826 nChanged 146 SP:Iteration 6Q (1054.407661 sec): 3 clusters Score: Raw -372413.699113 + Penalty 1582.589189 = -370831.109924 nChanged 164 SP:Iteration 7Q (1054.458738 sec): 3 clusters Score: Raw -372506.917301 + Penalty 1582.589189 = -370924.328112 nChanged 178 SP:Iteration 8Q (1054.519811 sec): 3 clusters Score: Raw -372607.149160 + Penalty 1582.589189 = -371024.559971 nChanged 185 SP:Iteration 9Q (1054.557457 sec): 3 clusters Score: Raw -372712.947047 + Penalty 1582.589189 = -371130.357858 nChanged 170 SP:Iteration 10Q (1054.615499 sec): 3 clusters Score: Raw -372797.296658 + Penalty 1582.589189 = -371214.707469 nChanged 149 SP:Iteration 11Q (1054.659080 sec): 3 clusters Score: Raw -372879.558620 + Penalty 1582.589189 = -371296.969431 nChanged 137 SP:Iteration 12Q (1054.712466 sec): 3 clusters Score: Raw -372958.609203 + Penalty 1582.589189 = -371376.020014 nChanged 141 SP:Iteration 13Q (1054.761115 sec): 3 clusters Score: Raw -373053.304512 + Penalty 1582.589189 = -371470.715323 nChanged 143 SP:Iteration 14Q (1054.808610 sec): 3 clusters Score: Raw -373145.341427 + Penalty 1582.589189 = -371562.752238 nChanged 109 SP:Iteration 15Q (1054.857315 sec): 3 clusters Score: Raw -373221.829838 + Penalty 1582.589189 = -371639.240649 nChanged 98 SP:Iteration 16Q (1054.905637 sec): 3 clusters Score: Raw -373296.100326 + Penalty 1582.589189 = -371713.511137 nChanged 79 SP:Iteration 17Q (1054.952108 sec): 3 clusters Score: Raw -373355.303304 + Penalty 1582.589189 = -371772.714115 nChanged 61 SP:Iteration 18Q (1055.002840 sec): 3 clusters Score: Raw -373399.188244 + Penalty 1582.589189 = -371816.599055 nChanged 44 SP:Iteration 19Q (1055.047691 sec): 3 clusters Score: Raw -373427.070886 + Penalty 1582.589189 = -371844.481697 nChanged 34 SP:Iteration 20F (1055.098659 sec): 3 clusters Score: Raw -373457.667208 + Penalty 1582.589189 = -371875.078019 nChanged 30 SP:Iteration 21Q (1055.141176 sec): 3 clusters Score: Raw -373476.441454 + Penalty 1582.589189 = -371893.852265 nChanged 20 SP:Iteration 22Q (1055.189501 sec): 3 clusters Score: Raw -373492.706385 + Penalty 1582.589189 = -371910.117196 nChanged 24 SP:Iteration 23Q (1055.235708 sec): 3 clusters Score: Raw -373513.999459 + Penalty 1582.589189 = -371931.410271 nChanged 20 SP:Iteration 24Q (1055.295163 sec): 3 clusters Score: Raw -373531.268642 + Penalty 1582.589189 = -371948.679453 nChanged 11 SP:Iteration 25Q (1055.341758 sec): 3 clusters Score: Raw -373541.235071 + Penalty 1582.589189 = -371958.645882 nChanged 11 SP:Iteration 26Q (1055.387588 sec): 3 clusters Score: Raw -373551.691550 + Penalty 1582.589189 = -371969.102361 nChanged 6 SP:Iteration 27Q (1055.428233 sec): 3 clusters Score: Raw -373556.331802 + Penalty 1582.589189 = -371973.742613 nChanged 8 SP:Iteration 28Q (1055.479231 sec): 3 clusters Score: Raw -373561.631194 + Penalty 1582.589189 = -371979.042005 nChanged 6 SP:Iteration 29Q (1055.529462 sec): 3 clusters Score: Raw -373565.660984 + Penalty 1582.589189 = -371983.071795 nChanged 4 SP:Iteration 30Q (1055.575845 sec): 3 clusters Score: Raw -373568.299549 + Penalty 1582.589189 = -371985.710360 nChanged 1 SP:Iteration 31Q (1055.610517 sec): 3 clusters Score: Raw -373568.610362 + Penalty 1582.589189 = -371986.021173 nChanged 1 SP:Iteration 32Q (1055.670207 sec): 3 clusters Score: Raw -373569.037829 + Penalty 1582.589189 = -371986.448640 nChanged 2 SP:Iteration 33Q (1055.713567 sec): 3 clusters Score: Raw -373571.193732 + Penalty 1582.589189 = -371988.604544 nChanged 4 SP:Iteration 34Q (1055.770648 sec): 3 clusters Score: Raw -373573.775119 + Penalty 1582.589189 = -371991.185930 nChanged 1 SP:Iteration 35Q (1055.820007 sec): 3 clusters Score: Raw -373574.752427 + Penalty 1582.589189 = -371992.163238 nChanged 0 SP:Iteration 36F (1055.872689 sec): 3 clusters Score: Raw -373574.752427 + Penalty 1582.589189 = -371992.163238 nChanged 0 Trying to split cluster 6 (22664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1055.916490 sec): 2 clusters Score: Raw -1936255.073246 + Penalty 952.710639 = -1935302.362607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1055.989234 sec): 3 clusters Score: Raw -1922028.652586 + Penalty 1905.421278 = -1920123.231309 nChanged 10506 SP:Iteration 1F (1056.056075 sec): 3 clusters Score: Raw -1928049.770532 + Penalty 1905.421278 = -1926144.349254 nChanged 1081 SP:Iteration 2Q (1056.144626 sec): 3 clusters Score: Raw -1928445.998329 + Penalty 1905.421278 = -1926540.577051 nChanged 1010 SP:Iteration 3Q (1056.221821 sec): 3 clusters Score: Raw -1928858.268661 + Penalty 1905.421278 = -1926952.847383 nChanged 1063 SP:Iteration 4Q (1056.298374 sec): 3 clusters Score: Raw -1929389.691956 + Penalty 1905.421278 = -1927484.270678 nChanged 1145 SP:Iteration 5F (1056.373198 sec): 3 clusters Score: Raw -1930042.231449 + Penalty 1905.421278 = -1928136.810171 nChanged 1202 SP:Iteration 6F (1056.441393 sec): 3 clusters Score: Raw -1930896.161801 + Penalty 1905.421278 = -1928990.740523 nChanged 1291 SP:Iteration 7F (1056.524887 sec): 3 clusters Score: Raw -1931871.082796 + Penalty 1905.421278 = -1929965.661518 nChanged 1188 SP:Iteration 8F (1056.601013 sec): 3 clusters Score: Raw -1932721.086513 + Penalty 1905.421278 = -1930815.665235 nChanged 1078 SP:Iteration 9Q (1056.675532 sec): 3 clusters Score: Raw -1933371.978854 + Penalty 1905.421278 = -1931466.557576 nChanged 851 SP:Iteration 10Q (1056.743516 sec): 3 clusters Score: Raw -1933769.476339 + Penalty 1905.421278 = -1931864.055061 nChanged 671 SP:Iteration 11Q (1056.831324 sec): 3 clusters Score: Raw -1934055.563931 + Penalty 1905.421278 = -1932150.142653 nChanged 563 SP:Iteration 12Q (1056.904965 sec): 3 clusters Score: Raw -1934312.281472 + Penalty 1905.421278 = -1932406.860194 nChanged 505 SP:Iteration 13Q (1056.983584 sec): 3 clusters Score: Raw -1934539.062364 + Penalty 1905.421278 = -1932633.641086 nChanged 470 SP:Iteration 14Q (1057.061413 sec): 3 clusters Score: Raw -1934751.144054 + Penalty 1905.421278 = -1932845.722776 nChanged 447 SP:Iteration 15Q (1057.140095 sec): 3 clusters Score: Raw -1934961.202396 + Penalty 1905.421278 = -1933055.781118 nChanged 426 SP:Iteration 16Q (1057.214235 sec): 3 clusters Score: Raw -1935177.412838 + Penalty 1905.421278 = -1933271.991560 nChanged 392 SP:Iteration 17Q (1057.292260 sec): 3 clusters Score: Raw -1935375.509785 + Penalty 1905.421278 = -1933470.088507 nChanged 367 SP:Iteration 18Q (1057.366814 sec): 3 clusters Score: Raw -1935557.477487 + Penalty 1905.421278 = -1933652.056209 nChanged 332 SP:Iteration 19Q (1057.439443 sec): 3 clusters Score: Raw -1935723.053568 + Penalty 1905.421278 = -1933817.632290 nChanged 281 SP:Iteration 20F (1057.515229 sec): 3 clusters Score: Raw -1935855.453517 + Penalty 1905.421278 = -1933950.032239 nChanged 249 SP:Iteration 21Q (1057.579111 sec): 3 clusters Score: Raw -1935975.492154 + Penalty 1905.421278 = -1934070.070876 nChanged 186 SP:Iteration 22Q (1057.654904 sec): 3 clusters Score: Raw -1936070.528017 + Penalty 1905.421278 = -1934165.106739 nChanged 172 SP:Iteration 23Q (1057.719851 sec): 3 clusters Score: Raw -1936149.760068 + Penalty 1905.421278 = -1934244.338790 nChanged 147 SP:Iteration 24Q (1057.799845 sec): 3 clusters Score: Raw -1936212.938786 + Penalty 1905.421278 = -1934307.517508 nChanged 128 SP:Iteration 25Q (1057.867075 sec): 3 clusters Score: Raw -1936266.311167 + Penalty 1905.421278 = -1934360.889889 nChanged 119 SP:Iteration 26Q (1057.922993 sec): 3 clusters Score: Raw -1936319.769841 + Penalty 1905.421278 = -1934414.348563 nChanged 120 SP:Iteration 27Q (1057.990198 sec): 3 clusters Score: Raw -1936375.676497 + Penalty 1905.421278 = -1934470.255219 nChanged 95 SP:Iteration 28Q (1058.065014 sec): 3 clusters Score: Raw -1936412.343191 + Penalty 1905.421278 = -1934506.921913 nChanged 76 SP:Iteration 29Q (1058.139802 sec): 3 clusters Score: Raw -1936439.757652 + Penalty 1905.421278 = -1934534.336374 nChanged 56 SP:Iteration 30Q (1058.205984 sec): 3 clusters Score: Raw -1936457.259890 + Penalty 1905.421278 = -1934551.838612 nChanged 51 SP:Iteration 31Q (1058.267474 sec): 3 clusters Score: Raw -1936472.089913 + Penalty 1905.421278 = -1934566.668635 nChanged 40 SP:Iteration 32Q (1058.347274 sec): 3 clusters Score: Raw -1936481.805372 + Penalty 1905.421278 = -1934576.384094 nChanged 30 SP:Iteration 33Q (1058.419070 sec): 3 clusters Score: Raw -1936487.966800 + Penalty 1905.421278 = -1934582.545522 nChanged 29 SP:Iteration 34Q (1058.485261 sec): 3 clusters Score: Raw -1936493.917829 + Penalty 1905.421278 = -1934588.496551 nChanged 22 SP:Iteration 35Q (1058.555799 sec): 3 clusters Score: Raw -1936498.601626 + Penalty 1905.421278 = -1934593.180348 nChanged 17 SP:Iteration 36Q (1058.628188 sec): 3 clusters Score: Raw -1936504.548162 + Penalty 1905.421278 = -1934599.126884 nChanged 29 SP:Iteration 37Q (1058.702464 sec): 3 clusters Score: Raw -1936513.333880 + Penalty 1905.421278 = -1934607.912602 nChanged 27 SP:Iteration 38Q (1058.775198 sec): 3 clusters Score: Raw -1936521.886886 + Penalty 1905.421278 = -1934616.465608 nChanged 28 SP:Iteration 39Q (1058.846484 sec): 3 clusters Score: Raw -1936530.806345 + Penalty 1905.421278 = -1934625.385067 nChanged 22 SP:Iteration 40F (1058.916936 sec): 3 clusters Score: Raw -1936538.223778 + Penalty 1905.421278 = -1934632.802500 nChanged 19 SP:Iteration 41Q (1058.984696 sec): 3 clusters Score: Raw -1936544.823917 + Penalty 1905.421278 = -1934639.402639 nChanged 17 SP:Iteration 42Q (1059.057018 sec): 3 clusters Score: Raw -1936551.005208 + Penalty 1905.421278 = -1934645.583930 nChanged 21 SP:Iteration 43Q (1059.123496 sec): 3 clusters Score: Raw -1936559.088966 + Penalty 1905.421278 = -1934653.667689 nChanged 18 SP:Iteration 44Q (1059.190994 sec): 3 clusters Score: Raw -1936563.756947 + Penalty 1905.421278 = -1934658.335669 nChanged 16 SP:Iteration 45Q (1059.262110 sec): 3 clusters Score: Raw -1936567.309317 + Penalty 1905.421278 = -1934661.888039 nChanged 10 SP:Iteration 46Q (1059.335696 sec): 3 clusters Score: Raw -1936568.780939 + Penalty 1905.421278 = -1934663.359661 nChanged 1 SP:Iteration 47Q (1059.405609 sec): 3 clusters Score: Raw -1936568.851737 + Penalty 1905.421278 = -1934663.430459 nChanged 0 SP:Iteration 48F (1059.474024 sec): 3 clusters Score: Raw -1936568.851737 + Penalty 1905.421278 = -1934663.430459 nChanged 0 Trying to split cluster 7 (22895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1059.518012 sec): 2 clusters Score: Raw -2032168.642670 + Penalty 953.674013 = -2031214.968657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1059.594997 sec): 3 clusters Score: Raw -2017858.633090 + Penalty 1907.348027 = -2015951.285063 nChanged 10716 SP:Iteration 1F (1059.664403 sec): 3 clusters Score: Raw -2023623.142662 + Penalty 1907.348027 = -2021715.794635 nChanged 909 SP:Iteration 2Q (1059.753494 sec): 3 clusters Score: Raw -2023881.949012 + Penalty 1907.348027 = -2021974.600985 nChanged 919 SP:Iteration 3Q (1059.834548 sec): 3 clusters Score: Raw -2024162.141823 + Penalty 1907.348027 = -2022254.793796 nChanged 982 SP:Iteration 4Q (1059.906691 sec): 3 clusters Score: Raw -2024490.978341 + Penalty 1907.348027 = -2022583.630314 nChanged 1082 SP:Iteration 5Q (1059.986275 sec): 3 clusters Score: Raw -2024901.496451 + Penalty 1907.348027 = -2022994.148424 nChanged 1169 SP:Iteration 6F (1060.047782 sec): 3 clusters Score: Raw -2025395.382396 + Penalty 1907.348027 = -2023488.034369 nChanged 1179 SP:Iteration 7F (1060.123814 sec): 3 clusters Score: Raw -2025916.795315 + Penalty 1907.348027 = -2024009.447289 nChanged 1122 SP:Iteration 8Q (1060.214207 sec): 3 clusters Score: Raw -2026472.038117 + Penalty 1907.348027 = -2024564.690090 nChanged 1142 SP:Iteration 9Q (1060.291762 sec): 3 clusters Score: Raw -2027094.508389 + Penalty 1907.348027 = -2025187.160363 nChanged 1047 SP:Iteration 10Q (1060.371554 sec): 3 clusters Score: Raw -2027671.587717 + Penalty 1907.348027 = -2025764.239691 nChanged 975 SP:Iteration 11Q (1060.450065 sec): 3 clusters Score: Raw -2028216.240203 + Penalty 1907.348027 = -2026308.892177 nChanged 881 SP:Iteration 12Q (1060.527973 sec): 3 clusters Score: Raw -2028721.290925 + Penalty 1907.348027 = -2026813.942898 nChanged 809 SP:Iteration 13Q (1060.606717 sec): 3 clusters Score: Raw -2029148.306046 + Penalty 1907.348027 = -2027240.958019 nChanged 724 SP:Iteration 14Q (1060.687679 sec): 3 clusters Score: Raw -2029500.651906 + Penalty 1907.348027 = -2027593.303879 nChanged 589 SP:Iteration 15Q (1060.766704 sec): 3 clusters Score: Raw -2029787.303951 + Penalty 1907.348027 = -2027879.955924 nChanged 478 SP:Iteration 16Q (1060.844199 sec): 3 clusters Score: Raw -2030010.127898 + Penalty 1907.348027 = -2028102.779871 nChanged 398 SP:Iteration 17Q (1060.925038 sec): 3 clusters Score: Raw -2030178.087088 + Penalty 1907.348027 = -2028270.739061 nChanged 345 SP:Iteration 18Q (1061.005255 sec): 3 clusters Score: Raw -2030309.397444 + Penalty 1907.348027 = -2028402.049417 nChanged 323 SP:Iteration 19Q (1061.086528 sec): 3 clusters Score: Raw -2030425.908490 + Penalty 1907.348027 = -2028518.560464 nChanged 298 SP:Iteration 20F (1061.167755 sec): 3 clusters Score: Raw -2030531.994629 + Penalty 1907.348027 = -2028624.646602 nChanged 282 SP:Iteration 21Q (1061.242395 sec): 3 clusters Score: Raw -2030631.072125 + Penalty 1907.348027 = -2028723.724099 nChanged 259 SP:Iteration 22Q (1061.323787 sec): 3 clusters Score: Raw -2030733.108512 + Penalty 1907.348027 = -2028825.760485 nChanged 277 SP:Iteration 23Q (1061.398964 sec): 3 clusters Score: Raw -2030840.118627 + Penalty 1907.348027 = -2028932.770600 nChanged 280 SP:Iteration 24Q (1061.471219 sec): 3 clusters Score: Raw -2030955.475516 + Penalty 1907.348027 = -2029048.127489 nChanged 257 SP:Iteration 25Q (1061.551643 sec): 3 clusters Score: Raw -2031047.656148 + Penalty 1907.348027 = -2029140.308121 nChanged 223 SP:Iteration 26Q (1061.631083 sec): 3 clusters Score: Raw -2031124.264185 + Penalty 1907.348027 = -2029216.916158 nChanged 227 SP:Iteration 27Q (1061.709022 sec): 3 clusters Score: Raw -2031206.882803 + Penalty 1907.348027 = -2029299.534776 nChanged 197 SP:Iteration 28Q (1061.784781 sec): 3 clusters Score: Raw -2031272.790191 + Penalty 1907.348027 = -2029365.442165 nChanged 180 SP:Iteration 29Q (1061.861605 sec): 3 clusters Score: Raw -2031320.975129 + Penalty 1907.348027 = -2029413.627102 nChanged 165 SP:Iteration 30Q (1061.932406 sec): 3 clusters Score: Raw -2031369.801361 + Penalty 1907.348027 = -2029462.453334 nChanged 177 SP:Iteration 31Q (1062.003173 sec): 3 clusters Score: Raw -2031425.150763 + Penalty 1907.348027 = -2029517.802736 nChanged 167 SP:Iteration 32Q (1062.076857 sec): 3 clusters Score: Raw -2031474.540456 + Penalty 1907.348027 = -2029567.192429 nChanged 154 SP:Iteration 33Q (1062.150731 sec): 3 clusters Score: Raw -2031521.090871 + Penalty 1907.348027 = -2029613.742844 nChanged 159 SP:Iteration 34Q (1062.225588 sec): 3 clusters Score: Raw -2031564.158836 + Penalty 1907.348027 = -2029656.810809 nChanged 138 SP:Iteration 35Q (1062.299572 sec): 3 clusters Score: Raw -2031595.900881 + Penalty 1907.348027 = -2029688.552854 nChanged 123 SP:Iteration 36Q (1062.373343 sec): 3 clusters Score: Raw -2031624.546754 + Penalty 1907.348027 = -2029717.198727 nChanged 124 SP:Iteration 37Q (1062.444841 sec): 3 clusters Score: Raw -2031652.364104 + Penalty 1907.348027 = -2029745.016077 nChanged 112 SP:Iteration 38Q (1062.521243 sec): 3 clusters Score: Raw -2031676.882092 + Penalty 1907.348027 = -2029769.534065 nChanged 95 SP:Iteration 39Q (1062.584273 sec): 3 clusters Score: Raw -2031695.029385 + Penalty 1907.348027 = -2029787.681358 nChanged 94 SP:Iteration 40F (1062.657261 sec): 3 clusters Score: Raw -2031715.881854 + Penalty 1907.348027 = -2029808.533827 nChanged 105 SP:Iteration 41Q (1062.728388 sec): 3 clusters Score: Raw -2031739.986375 + Penalty 1907.348027 = -2029832.638349 nChanged 89 SP:Iteration 42Q (1062.792659 sec): 3 clusters Score: Raw -2031759.434837 + Penalty 1907.348027 = -2029852.086810 nChanged 81 SP:Iteration 43Q (1062.870736 sec): 3 clusters Score: Raw -2031775.455666 + Penalty 1907.348027 = -2029868.107639 nChanged 77 SP:Iteration 44Q (1062.941129 sec): 3 clusters Score: Raw -2031791.330328 + Penalty 1907.348027 = -2029883.982301 nChanged 80 SP:Iteration 45Q (1063.005601 sec): 3 clusters Score: Raw -2031806.426985 + Penalty 1907.348027 = -2029899.078958 nChanged 71 SP:Iteration 46Q (1063.075262 sec): 3 clusters Score: Raw -2031819.510997 + Penalty 1907.348027 = -2029912.162971 nChanged 67 SP:Iteration 47Q (1063.133582 sec): 3 clusters Score: Raw -2031832.518004 + Penalty 1907.348027 = -2029925.169977 nChanged 66 SP:Iteration 48Q (1063.207804 sec): 3 clusters Score: Raw -2031846.107694 + Penalty 1907.348027 = -2029938.759667 nChanged 69 SP:Iteration 49Q (1063.283300 sec): 3 clusters Score: Raw -2031857.990208 + Penalty 1907.348027 = -2029950.642181 nChanged 65 SP:Iteration 50Q (1063.367412 sec): 3 clusters Score: Raw -2031871.997612 + Penalty 1907.348027 = -2029964.649585 nChanged 76 SP:Iteration 51Q (1063.441529 sec): 3 clusters Score: Raw -2031889.695634 + Penalty 1907.348027 = -2029982.347607 nChanged 64 SP:Iteration 52Q (1063.513030 sec): 3 clusters Score: Raw -2031901.689948 + Penalty 1907.348027 = -2029994.341921 nChanged 49 SP:Iteration 53Q (1063.584567 sec): 3 clusters Score: Raw -2031910.500246 + Penalty 1907.348027 = -2030003.152220 nChanged 46 SP:Iteration 54Q (1063.645539 sec): 3 clusters Score: Raw -2031918.704343 + Penalty 1907.348027 = -2030011.356317 nChanged 48 SP:Iteration 55Q (1063.720604 sec): 3 clusters Score: Raw -2031927.687739 + Penalty 1907.348027 = -2030020.339712 nChanged 50 SP:Iteration 56Q (1063.798288 sec): 3 clusters Score: Raw -2031936.343034 + Penalty 1907.348027 = -2030028.995007 nChanged 46 SP:Iteration 57Q (1063.872706 sec): 3 clusters Score: Raw -2031944.172515 + Penalty 1907.348027 = -2030036.824489 nChanged 44 SP:Iteration 58Q (1063.944165 sec): 3 clusters Score: Raw -2031952.425930 + Penalty 1907.348027 = -2030045.077903 nChanged 51 SP:Iteration 59Q (1064.016430 sec): 3 clusters Score: Raw -2031961.450699 + Penalty 1907.348027 = -2030054.102672 nChanged 42 SP:Iteration 60F (1064.089733 sec): 3 clusters Score: Raw -2031969.210172 + Penalty 1907.348027 = -2030061.862145 nChanged 42 SP:Iteration 61Q (1064.157456 sec): 3 clusters Score: Raw -2031979.977135 + Penalty 1907.348027 = -2030072.629108 nChanged 54 SP:Iteration 62Q (1064.217990 sec): 3 clusters Score: Raw -2031992.140689 + Penalty 1907.348027 = -2030084.792662 nChanged 44 SP:Iteration 63Q (1064.290607 sec): 3 clusters Score: Raw -2032002.257605 + Penalty 1907.348027 = -2030094.909578 nChanged 46 SP:Iteration 64Q (1064.358863 sec): 3 clusters Score: Raw -2032013.756360 + Penalty 1907.348027 = -2030106.408333 nChanged 48 SP:Iteration 65Q (1064.432050 sec): 3 clusters Score: Raw -2032025.848475 + Penalty 1907.348027 = -2030118.500448 nChanged 46 SP:Iteration 66Q (1064.497443 sec): 3 clusters Score: Raw -2032038.050850 + Penalty 1907.348027 = -2030130.702823 nChanged 40 SP:Iteration 67Q (1064.571261 sec): 3 clusters Score: Raw -2032048.725726 + Penalty 1907.348027 = -2030141.377699 nChanged 46 SP:Iteration 68Q (1064.641846 sec): 3 clusters Score: Raw -2032060.744045 + Penalty 1907.348027 = -2030153.396018 nChanged 37 SP:Iteration 69Q (1064.713530 sec): 3 clusters Score: Raw -2032072.012842 + Penalty 1907.348027 = -2030164.664815 nChanged 46 SP:Iteration 70Q (1064.782037 sec): 3 clusters Score: Raw -2032083.311441 + Penalty 1907.348027 = -2030175.963415 nChanged 49 SP:Iteration 71Q (1064.851625 sec): 3 clusters Score: Raw -2032093.368570 + Penalty 1907.348027 = -2030186.020543 nChanged 31 SP:Iteration 72Q (1064.921657 sec): 3 clusters Score: Raw -2032098.977660 + Penalty 1907.348027 = -2030191.629633 nChanged 27 SP:Iteration 73Q (1064.988203 sec): 3 clusters Score: Raw -2032105.799745 + Penalty 1907.348027 = -2030198.451718 nChanged 28 SP:Iteration 74Q (1065.060056 sec): 3 clusters Score: Raw -2032112.684216 + Penalty 1907.348027 = -2030205.336189 nChanged 25 SP:Iteration 75Q (1065.127865 sec): 3 clusters Score: Raw -2032117.478375 + Penalty 1907.348027 = -2030210.130348 nChanged 19 SP:Iteration 76Q (1065.200056 sec): 3 clusters Score: Raw -2032120.525648 + Penalty 1907.348027 = -2030213.177621 nChanged 16 SP:Iteration 77Q (1065.272084 sec): 3 clusters Score: Raw -2032123.199351 + Penalty 1907.348027 = -2030215.851325 nChanged 18 SP:Iteration 78Q (1065.333413 sec): 3 clusters Score: Raw -2032126.677824 + Penalty 1907.348027 = -2030219.329797 nChanged 13 SP:Iteration 79Q (1065.411002 sec): 3 clusters Score: Raw -2032129.009972 + Penalty 1907.348027 = -2030221.661945 nChanged 12 SP:Iteration 80F (1065.485240 sec): 3 clusters Score: Raw -2032130.936118 + Penalty 1907.348027 = -2030223.588092 nChanged 17 SP:Iteration 81Q (1065.566384 sec): 3 clusters Score: Raw -2032134.095240 + Penalty 1907.348027 = -2030226.747213 nChanged 14 SP:Iteration 82Q (1065.643935 sec): 3 clusters Score: Raw -2032138.343845 + Penalty 1907.348027 = -2030230.995818 nChanged 21 SP:Iteration 83Q (1065.710849 sec): 3 clusters Score: Raw -2032144.009854 + Penalty 1907.348027 = -2030236.661827 nChanged 22 SP:Iteration 84Q (1065.792230 sec): 3 clusters Score: Raw -2032148.757432 + Penalty 1907.348027 = -2030241.409405 nChanged 19 SP:Iteration 85Q (1065.850710 sec): 3 clusters Score: Raw -2032151.913727 + Penalty 1907.348027 = -2030244.565701 nChanged 17 SP:Iteration 86Q (1065.924977 sec): 3 clusters Score: Raw -2032157.287641 + Penalty 1907.348027 = -2030249.939614 nChanged 20 SP:Iteration 87Q (1066.006860 sec): 3 clusters Score: Raw -2032162.947215 + Penalty 1907.348027 = -2030255.599188 nChanged 16 SP:Iteration 88Q (1066.062522 sec): 3 clusters Score: Raw -2032167.274074 + Penalty 1907.348027 = -2030259.926048 nChanged 19 SP:Iteration 89Q (1066.139792 sec): 3 clusters Score: Raw -2032173.366228 + Penalty 1907.348027 = -2030266.018201 nChanged 19 SP:Iteration 90Q (1066.208705 sec): 3 clusters Score: Raw -2032177.641216 + Penalty 1907.348027 = -2030270.293190 nChanged 16 SP:Iteration 91Q (1066.271261 sec): 3 clusters Score: Raw -2032181.713570 + Penalty 1907.348027 = -2030274.365543 nChanged 14 SP:Iteration 92Q (1066.347053 sec): 3 clusters Score: Raw -2032184.920211 + Penalty 1907.348027 = -2030277.572184 nChanged 11 SP:Iteration 93Q (1066.419014 sec): 3 clusters Score: Raw -2032187.578146 + Penalty 1907.348027 = -2030280.230119 nChanged 13 SP:Iteration 94Q (1066.488928 sec): 3 clusters Score: Raw -2032191.244076 + Penalty 1907.348027 = -2030283.896049 nChanged 13 SP:Iteration 95Q (1066.557529 sec): 3 clusters Score: Raw -2032194.076424 + Penalty 1907.348027 = -2030286.728397 nChanged 13 SP:Iteration 96Q (1066.632052 sec): 3 clusters Score: Raw -2032197.063462 + Penalty 1907.348027 = -2030289.715435 nChanged 15 SP:Iteration 97Q (1066.698742 sec): 3 clusters Score: Raw -2032201.598389 + Penalty 1907.348027 = -2030294.250362 nChanged 17 SP:Iteration 98Q (1066.770987 sec): 3 clusters Score: Raw -2032205.493666 + Penalty 1907.348027 = -2030298.145639 nChanged 14 SP:Iteration 99Q (1066.843293 sec): 3 clusters Score: Raw -2032208.348534 + Penalty 1907.348027 = -2030301.000507 nChanged 9 SP:Iteration 100F (1066.921632 sec): 3 clusters Score: Raw -2032210.229102 + Penalty 1907.348027 = -2030302.881075 nChanged 13 SP:Iteration 101Q (1066.986880 sec): 3 clusters Score: Raw -2032213.450948 + Penalty 1907.348027 = -2030306.102922 nChanged 14 SP:Iteration 102Q (1067.061691 sec): 3 clusters Score: Raw -2032219.705286 + Penalty 1907.348027 = -2030312.357260 nChanged 15 SP:Iteration 103Q (1067.132231 sec): 3 clusters Score: Raw -2032225.192456 + Penalty 1907.348027 = -2030317.844430 nChanged 17 SP:Iteration 104Q (1067.198208 sec): 3 clusters Score: Raw -2032229.888032 + Penalty 1907.348027 = -2030322.540005 nChanged 14 SP:Iteration 105Q (1067.271904 sec): 3 clusters Score: Raw -2032234.313336 + Penalty 1907.348027 = -2030326.965309 nChanged 17 SP:Iteration 106Q (1067.329097 sec): 3 clusters Score: Raw -2032238.472345 + Penalty 1907.348027 = -2030331.124318 nChanged 16 SP:Iteration 107Q (1067.404604 sec): 3 clusters Score: Raw -2032242.692602 + Penalty 1907.348027 = -2030335.344575 nChanged 9 SP:Iteration 108Q (1067.478126 sec): 3 clusters Score: Raw -2032245.506503 + Penalty 1907.348027 = -2030338.158476 nChanged 8 SP:Iteration 109Q (1067.550340 sec): 3 clusters Score: Raw -2032248.944803 + Penalty 1907.348027 = -2030341.596776 nChanged 10 SP:Iteration 110Q (1067.623483 sec): 3 clusters Score: Raw -2032251.814451 + Penalty 1907.348027 = -2030344.466424 nChanged 10 SP:Iteration 111Q (1067.689896 sec): 3 clusters Score: Raw -2032254.957186 + Penalty 1907.348027 = -2030347.609159 nChanged 12 SP:Iteration 112Q (1067.760115 sec): 3 clusters Score: Raw -2032259.154470 + Penalty 1907.348027 = -2030351.806443 nChanged 13 SP:Iteration 113Q (1067.831812 sec): 3 clusters Score: Raw -2032263.062424 + Penalty 1907.348027 = -2030355.714397 nChanged 14 SP:Iteration 114Q (1067.902415 sec): 3 clusters Score: Raw -2032267.311103 + Penalty 1907.348027 = -2030359.963076 nChanged 15 SP:Iteration 115Q (1067.970347 sec): 3 clusters Score: Raw -2032272.856808 + Penalty 1907.348027 = -2030365.508781 nChanged 17 SP:Iteration 116Q (1068.034513 sec): 3 clusters Score: Raw -2032278.866315 + Penalty 1907.348027 = -2030371.518288 nChanged 14 SP:Iteration 117Q (1068.108803 sec): 3 clusters Score: Raw -2032284.710007 + Penalty 1907.348027 = -2030377.361980 nChanged 16 SP:Iteration 118Q (1068.171712 sec): 3 clusters Score: Raw -2032290.717490 + Penalty 1907.348027 = -2030383.369463 nChanged 15 SP:Iteration 119Q (1068.249580 sec): 3 clusters Score: Raw -2032297.279644 + Penalty 1907.348027 = -2030389.931617 nChanged 9 SP:Iteration 120F (1068.328756 sec): 3 clusters Score: Raw -2032300.326293 + Penalty 1907.348027 = -2030392.978266 nChanged 8 SP:Iteration 121Q (1068.401967 sec): 3 clusters Score: Raw -2032304.424390 + Penalty 1907.348027 = -2030397.076363 nChanged 10 SP:Iteration 122Q (1068.462647 sec): 3 clusters Score: Raw -2032307.938228 + Penalty 1907.348027 = -2030400.590201 nChanged 10 SP:Iteration 123Q (1068.535761 sec): 3 clusters Score: Raw -2032311.254346 + Penalty 1907.348027 = -2030403.906320 nChanged 12 SP:Iteration 124Q (1068.598650 sec): 3 clusters Score: Raw -2032315.087464 + Penalty 1907.348027 = -2030407.739437 nChanged 11 SP:Iteration 125Q (1068.675891 sec): 3 clusters Score: Raw -2032318.620502 + Penalty 1907.348027 = -2030411.272475 nChanged 7 SP:Iteration 126Q (1068.747642 sec): 3 clusters Score: Raw -2032321.541712 + Penalty 1907.348027 = -2030414.193685 nChanged 11 SP:Iteration 127Q (1068.819872 sec): 3 clusters Score: Raw -2032325.617913 + Penalty 1907.348027 = -2030418.269887 nChanged 9 SP:Iteration 128Q (1068.890257 sec): 3 clusters Score: Raw -2032328.999544 + Penalty 1907.348027 = -2030421.651517 nChanged 10 SP:Iteration 129Q (1068.960400 sec): 3 clusters Score: Raw -2032332.468465 + Penalty 1907.348027 = -2030425.120438 nChanged 6 SP:Iteration 130Q (1069.030329 sec): 3 clusters Score: Raw -2032333.925668 + Penalty 1907.348027 = -2030426.577641 nChanged 2 SP:Iteration 131Q (1069.099734 sec): 3 clusters Score: Raw -2032334.220866 + Penalty 1907.348027 = -2030426.872839 nChanged 2 SP:Iteration 132Q (1069.173261 sec): 3 clusters Score: Raw -2032334.545506 + Penalty 1907.348027 = -2030427.197479 nChanged 1 SP:Iteration 133Q (1069.236842 sec): 3 clusters Score: Raw -2032334.677392 + Penalty 1907.348027 = -2030427.329365 nChanged 0 SP:Iteration 134F (1069.313850 sec): 3 clusters Score: Raw -2032334.677392 + Penalty 1907.348027 = -2030427.329365 nChanged 0 Trying to split cluster 8 (1478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1069.346375 sec): 2 clusters Score: Raw -127205.468902 + Penalty 693.352285 = -126512.116617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1069.386835 sec): 3 clusters Score: Raw -126539.592850 + Penalty 1386.704569 = -125152.888280 nChanged 536 SP:Iteration 1F (1069.444642 sec): 3 clusters Score: Raw -126878.576454 + Penalty 1386.704569 = -125491.871885 nChanged 114 SP:Iteration 2F (1069.488676 sec): 3 clusters Score: Raw -126966.067023 + Penalty 1386.704569 = -125579.362454 nChanged 86 SP:Iteration 3F (1069.528115 sec): 3 clusters Score: Raw -127023.823893 + Penalty 1386.704569 = -125637.119324 nChanged 46 SP:Iteration 4Q (1069.576039 sec): 3 clusters Score: Raw -127053.949615 + Penalty 1386.704569 = -125667.245045 nChanged 47 SP:Iteration 5Q (1069.623922 sec): 3 clusters Score: Raw -127086.755376 + Penalty 1386.704569 = -125700.050806 nChanged 37 SP:Iteration 6Q (1069.672400 sec): 3 clusters Score: Raw -127105.065936 + Penalty 1386.704569 = -125718.361367 nChanged 19 SP:Iteration 7Q (1069.728302 sec): 3 clusters Score: Raw -127114.214307 + Penalty 1386.704569 = -125727.509737 nChanged 17 SP:Iteration 8Q (1069.760497 sec): 3 clusters Score: Raw -127122.703635 + Penalty 1386.704569 = -125735.999065 nChanged 21 SP:Iteration 9Q (1069.808642 sec): 3 clusters Score: Raw -127132.638523 + Penalty 1386.704569 = -125745.933954 nChanged 18 SP:Iteration 10Q (1069.846874 sec): 3 clusters Score: Raw -127139.651238 + Penalty 1386.704569 = -125752.946669 nChanged 17 SP:Iteration 11Q (1069.893457 sec): 3 clusters Score: Raw -127148.704924 + Penalty 1386.704569 = -125762.000355 nChanged 15 SP:Iteration 12Q (1069.942897 sec): 3 clusters Score: Raw -127158.232191 + Penalty 1386.704569 = -125771.527621 nChanged 24 SP:Iteration 13Q (1069.988754 sec): 3 clusters Score: Raw -127173.888405 + Penalty 1386.704569 = -125787.183836 nChanged 17 SP:Iteration 14Q (1070.038196 sec): 3 clusters Score: Raw -127183.879955 + Penalty 1386.704569 = -125797.175386 nChanged 14 SP:Iteration 15Q (1070.091052 sec): 3 clusters Score: Raw -127189.661541 + Penalty 1386.704569 = -125802.956971 nChanged 11 SP:Iteration 16Q (1070.137534 sec): 3 clusters Score: Raw -127195.180494 + Penalty 1386.704569 = -125808.475925 nChanged 15 SP:Iteration 17Q (1070.182983 sec): 3 clusters Score: Raw -127202.638810 + Penalty 1386.704569 = -125815.934240 nChanged 11 SP:Iteration 18Q (1070.222286 sec): 3 clusters Score: Raw -127209.532489 + Penalty 1386.704569 = -125822.827920 nChanged 11 SP:Iteration 19Q (1070.280815 sec): 3 clusters Score: Raw -127219.487941 + Penalty 1386.704569 = -125832.783372 nChanged 15 SP:Iteration 20F (1070.311986 sec): 3 clusters Score: Raw -127230.471682 + Penalty 1386.704569 = -125843.767112 nChanged 18 SP:Iteration 21Q (1070.359089 sec): 3 clusters Score: Raw -127243.109127 + Penalty 1386.704569 = -125856.404558 nChanged 21 SP:Iteration 22Q (1070.407783 sec): 3 clusters Score: Raw -127264.911916 + Penalty 1386.704569 = -125878.207347 nChanged 18 SP:Iteration 23Q (1070.455871 sec): 3 clusters Score: Raw -127280.301137 + Penalty 1386.704569 = -125893.596568 nChanged 10 SP:Iteration 24Q (1070.489802 sec): 3 clusters Score: Raw -127286.967095 + Penalty 1386.704569 = -125900.262525 nChanged 11 SP:Iteration 25Q (1070.541973 sec): 3 clusters Score: Raw -127294.018886 + Penalty 1386.704569 = -125907.314317 nChanged 9 SP:Iteration 26Q (1070.581347 sec): 3 clusters Score: Raw -127300.882919 + Penalty 1386.704569 = -125914.178350 nChanged 6 SP:Iteration 27Q (1070.620295 sec): 3 clusters Score: Raw -127306.418894 + Penalty 1386.704569 = -125919.714325 nChanged 7 SP:Iteration 28Q (1070.669378 sec): 3 clusters Score: Raw -127312.991819 + Penalty 1386.704569 = -125926.287250 nChanged 4 SP:Iteration 29Q (1070.704752 sec): 3 clusters Score: Raw -127315.207285 + Penalty 1386.704569 = -125928.502716 nChanged 3 SP:Iteration 30Q (1070.758594 sec): 3 clusters Score: Raw -127317.031559 + Penalty 1386.704569 = -125930.326990 nChanged 1 SP:Iteration 31Q (1070.807643 sec): 3 clusters Score: Raw -127317.299817 + Penalty 1386.704569 = -125930.595248 nChanged 0 SP:Iteration 32F (1070.848380 sec): 3 clusters Score: Raw -127317.299817 + Penalty 1386.704569 = -125930.595248 nChanged 0 Trying to split cluster 9 (739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1070.878689 sec): 2 clusters Score: Raw -48200.608087 + Penalty 627.503302 = -47573.104784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1070.917360 sec): 3 clusters Score: Raw -47982.836151 + Penalty 1255.006605 = -46727.829546 nChanged 236 SP:Iteration 1F (1070.973033 sec): 3 clusters Score: Raw -48201.825705 + Penalty 1255.006605 = -46946.819100 nChanged 74 SP:Iteration 2F (1071.013259 sec): 3 clusters Score: Raw -48289.089816 + Penalty 1255.006605 = -47034.083212 nChanged 54 SP:Iteration 3F (1071.049833 sec): 3 clusters Score: Raw -48383.502059 + Penalty 1255.006605 = -47128.495454 nChanged 54 SP:Iteration 4F (1071.097965 sec): 3 clusters Score: Raw -48468.555734 + Penalty 1255.006605 = -47213.549129 nChanged 42 SP:Iteration 5F (1071.151888 sec): 3 clusters Score: Raw -48534.981130 + Penalty 1255.006605 = -47279.974525 nChanged 31 SP:Iteration 6Q (1071.186003 sec): 3 clusters Score: Raw -48576.107020 + Penalty 1255.006605 = -47321.100415 nChanged 27 SP:Iteration 7Q (1071.224373 sec): 3 clusters Score: Raw -48600.636192 + Penalty 1255.006605 = -47345.629587 nChanged 6 SP:Iteration 8Q (1071.271808 sec): 3 clusters Score: Raw -48605.649685 + Penalty 1255.006605 = -47350.643080 nChanged 7 SP:Iteration 9Q (1071.318132 sec): 3 clusters Score: Raw -48611.745590 + Penalty 1255.006605 = -47356.738985 nChanged 5 SP:Iteration 10Q (1071.364895 sec): 3 clusters Score: Raw -48614.868440 + Penalty 1255.006605 = -47359.861835 nChanged 1 SP:Iteration 11Q (1071.415755 sec): 3 clusters Score: Raw -48615.143647 + Penalty 1255.006605 = -47360.137042 nChanged 0 SP:Iteration 12F (1071.455680 sec): 3 clusters Score: Raw -48615.143647 + Penalty 1255.006605 = -47360.137042 nChanged 0 Trying to split cluster 10 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1071.492396 sec): 2 clusters Score: Raw -38378.037035 + Penalty 601.830154 = -37776.206881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1071.534686 sec): 3 clusters Score: Raw -38234.436369 + Penalty 1203.660308 = -37030.776061 nChanged 195 SP:Iteration 1F (1071.589610 sec): 3 clusters Score: Raw -38448.017637 + Penalty 1203.660308 = -37244.357330 nChanged 52 SP:Iteration 2F (1071.635413 sec): 3 clusters Score: Raw -38542.187961 + Penalty 1203.660308 = -37338.527654 nChanged 36 SP:Iteration 3F (1071.670334 sec): 3 clusters Score: Raw -38596.058604 + Penalty 1203.660308 = -37392.398296 nChanged 18 SP:Iteration 4Q (1071.725636 sec): 3 clusters Score: Raw -38621.735362 + Penalty 1203.660308 = -37418.075054 nChanged 9 SP:Iteration 5Q (1071.771998 sec): 3 clusters Score: Raw -38638.867643 + Penalty 1203.660308 = -37435.207335 nChanged 5 SP:Iteration 6Q (1071.820506 sec): 3 clusters Score: Raw -38649.622985 + Penalty 1203.660308 = -37445.962677 nChanged 6 SP:Iteration 7Q (1071.861919 sec): 3 clusters Score: Raw -38659.973813 + Penalty 1203.660308 = -37456.313505 nChanged 6 SP:Iteration 8Q (1071.902428 sec): 3 clusters Score: Raw -38673.791985 + Penalty 1203.660308 = -37470.131677 nChanged 6 SP:Iteration 9Q (1071.948501 sec): 3 clusters Score: Raw -38687.999581 + Penalty 1203.660308 = -37484.339274 nChanged 6 SP:Iteration 10Q (1071.995392 sec): 3 clusters Score: Raw -38694.422691 + Penalty 1203.660308 = -37490.762383 nChanged 4 SP:Iteration 11Q (1072.040223 sec): 3 clusters Score: Raw -38697.289704 + Penalty 1203.660308 = -37493.629397 nChanged 2 SP:Iteration 12Q (1072.090033 sec): 3 clusters Score: Raw -38698.487982 + Penalty 1203.660308 = -37494.827674 nChanged 2 SP:Iteration 13Q (1072.135052 sec): 3 clusters Score: Raw -38699.268215 + Penalty 1203.660308 = -37495.607907 nChanged 0 SP:Iteration 14F (1072.186898 sec): 3 clusters Score: Raw -38699.268215 + Penalty 1203.660308 = -37495.607907 nChanged 0 Trying to split cluster 11 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1072.212980 sec): 2 clusters Score: Raw -17381.956593 + Penalty 523.391892 = -16858.564701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1072.261529 sec): 3 clusters Score: Raw -17367.992052 + Penalty 1046.783784 = -16321.208268 nChanged 54 SP:Iteration 1F (1072.299416 sec): 3 clusters Score: Raw -17472.236517 + Penalty 1046.783784 = -16425.452733 nChanged 25 SP:Iteration 2F (1072.354185 sec): 3 clusters Score: Raw -17539.098371 + Penalty 1046.783784 = -16492.314587 nChanged 12 SP:Iteration 3Q (1072.390356 sec): 3 clusters Score: Raw -17577.846385 + Penalty 1046.783784 = -16531.062601 nChanged 7 SP:Iteration 4Q (1072.435736 sec): 3 clusters Score: Raw -17591.143991 + Penalty 1046.783784 = -16544.360207 nChanged 2 SP:Iteration 5Q (1072.483424 sec): 3 clusters Score: Raw -17592.344192 + Penalty 1046.783784 = -16545.560408 nChanged 0 SP:Iteration 6F (1072.526177 sec): 3 clusters Score: Raw -17592.344192 + Penalty 1046.783784 = -16545.560408 nChanged 0 Trying to split cluster 12 (2657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1072.548987 sec): 2 clusters Score: Raw -221107.345306 + Penalty 749.070530 = -220358.274776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1072.600741 sec): 3 clusters Score: Raw -219785.873110 + Penalty 1498.141060 = -218287.732051 nChanged 1050 SP:Iteration 1F (1072.653296 sec): 3 clusters Score: Raw -220359.040461 + Penalty 1498.141060 = -218860.899401 nChanged 190 SP:Iteration 2F (1072.706697 sec): 3 clusters Score: Raw -220456.623730 + Penalty 1498.141060 = -218958.482670 nChanged 113 SP:Iteration 3Q (1072.743784 sec): 3 clusters Score: Raw -220507.989794 + Penalty 1498.141060 = -219009.848735 nChanged 84 SP:Iteration 4Q (1072.809383 sec): 3 clusters Score: Raw -220541.422016 + Penalty 1498.141060 = -219043.280956 nChanged 57 SP:Iteration 5Q (1072.858299 sec): 3 clusters Score: Raw -220569.113148 + Penalty 1498.141060 = -219070.972088 nChanged 67 SP:Iteration 6Q (1072.905769 sec): 3 clusters Score: Raw -220596.898198 + Penalty 1498.141060 = -219098.757138 nChanged 58 SP:Iteration 7Q (1072.950012 sec): 3 clusters Score: Raw -220619.744099 + Penalty 1498.141060 = -219121.603039 nChanged 49 SP:Iteration 8Q (1073.000386 sec): 3 clusters Score: Raw -220639.501244 + Penalty 1498.141060 = -219141.360184 nChanged 49 SP:Iteration 9Q (1073.038892 sec): 3 clusters Score: Raw -220662.163183 + Penalty 1498.141060 = -219164.022123 nChanged 45 SP:Iteration 10Q (1073.099920 sec): 3 clusters Score: Raw -220678.577020 + Penalty 1498.141060 = -219180.435960 nChanged 38 SP:Iteration 11Q (1073.134167 sec): 3 clusters Score: Raw -220692.676187 + Penalty 1498.141060 = -219194.535127 nChanged 29 SP:Iteration 12Q (1073.177111 sec): 3 clusters Score: Raw -220704.080269 + Penalty 1498.141060 = -219205.939209 nChanged 33 SP:Iteration 13Q (1073.220148 sec): 3 clusters Score: Raw -220716.335422 + Penalty 1498.141060 = -219218.194363 nChanged 38 SP:Iteration 14Q (1073.274700 sec): 3 clusters Score: Raw -220730.702835 + Penalty 1498.141060 = -219232.561776 nChanged 46 SP:Iteration 15Q (1073.320317 sec): 3 clusters Score: Raw -220753.863621 + Penalty 1498.141060 = -219255.722562 nChanged 58 SP:Iteration 16Q (1073.361076 sec): 3 clusters Score: Raw -220789.838620 + Penalty 1498.141060 = -219291.697560 nChanged 63 SP:Iteration 17Q (1073.403957 sec): 3 clusters Score: Raw -220827.918014 + Penalty 1498.141060 = -219329.776955 nChanged 68 SP:Iteration 18Q (1073.438177 sec): 3 clusters Score: Raw -220872.133520 + Penalty 1498.141060 = -219373.992461 nChanged 77 SP:Iteration 19Q (1073.480690 sec): 3 clusters Score: Raw -220922.317586 + Penalty 1498.141060 = -219424.176526 nChanged 96 SP:Iteration 20F (1073.523182 sec): 3 clusters Score: Raw -220987.328470 + Penalty 1498.141060 = -219489.187410 nChanged 78 SP:Iteration 21Q (1073.572070 sec): 3 clusters Score: Raw -221047.966910 + Penalty 1498.141060 = -219549.825850 nChanged 69 SP:Iteration 22Q (1073.611844 sec): 3 clusters Score: Raw -221096.613422 + Penalty 1498.141060 = -219598.472363 nChanged 56 SP:Iteration 23Q (1073.648691 sec): 3 clusters Score: Raw -221135.323527 + Penalty 1498.141060 = -219637.182468 nChanged 47 SP:Iteration 24Q (1073.695372 sec): 3 clusters Score: Raw -221164.996815 + Penalty 1498.141060 = -219666.855755 nChanged 36 SP:Iteration 25Q (1073.745163 sec): 3 clusters Score: Raw -221185.190332 + Penalty 1498.141060 = -219687.049272 nChanged 31 SP:Iteration 26Q (1073.789802 sec): 3 clusters Score: Raw -221203.546243 + Penalty 1498.141060 = -219705.405183 nChanged 22 SP:Iteration 27Q (1073.840652 sec): 3 clusters Score: Raw -221217.208513 + Penalty 1498.141060 = -219719.067453 nChanged 11 SP:Iteration 28Q (1073.890790 sec): 3 clusters Score: Raw -221224.448197 + Penalty 1498.141060 = -219726.307137 nChanged 11 SP:Iteration 29Q (1073.945341 sec): 3 clusters Score: Raw -221230.400082 + Penalty 1498.141060 = -219732.259022 nChanged 7 SP:Iteration 30Q (1073.995320 sec): 3 clusters Score: Raw -221234.942515 + Penalty 1498.141060 = -219736.801455 nChanged 8 SP:Iteration 31Q (1074.036607 sec): 3 clusters Score: Raw -221245.525206 + Penalty 1498.141060 = -219747.384146 nChanged 12 SP:Iteration 32Q (1074.077798 sec): 3 clusters Score: Raw -221257.054606 + Penalty 1498.141060 = -219758.913546 nChanged 7 SP:Iteration 33Q (1074.127258 sec): 3 clusters Score: Raw -221262.407956 + Penalty 1498.141060 = -219764.266896 nChanged 9 SP:Iteration 34Q (1074.174312 sec): 3 clusters Score: Raw -221268.557031 + Penalty 1498.141060 = -219770.415971 nChanged 3 SP:Iteration 35Q (1074.224248 sec): 3 clusters Score: Raw -221269.828331 + Penalty 1498.141060 = -219771.687271 nChanged 0 SP:Iteration 36F (1074.274269 sec): 3 clusters Score: Raw -221269.828331 + Penalty 1498.141060 = -219771.687271 nChanged 0 Trying to split cluster 13 (26057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1074.330161 sec): 2 clusters Score: Raw -2103766.951672 + Penalty 965.963964 = -2102800.987708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1074.413630 sec): 3 clusters Score: Raw -2087271.961656 + Penalty 1931.927928 = -2085340.033728 nChanged 12200 SP:Iteration 1F (1074.490434 sec): 3 clusters Score: Raw -2094630.124315 + Penalty 1931.927928 = -2092698.196388 nChanged 1544 SP:Iteration 2F (1074.570737 sec): 3 clusters Score: Raw -2095443.050755 + Penalty 1931.927928 = -2093511.122827 nChanged 1590 SP:Iteration 3F (1074.648966 sec): 3 clusters Score: Raw -2096309.067799 + Penalty 1931.927928 = -2094377.139871 nChanged 1513 SP:Iteration 4F (1074.715590 sec): 3 clusters Score: Raw -2097129.570143 + Penalty 1931.927928 = -2095197.642215 nChanged 1431 SP:Iteration 5F (1074.791505 sec): 3 clusters Score: Raw -2097825.574372 + Penalty 1931.927928 = -2095893.646444 nChanged 1297 SP:Iteration 6Q (1074.872067 sec): 3 clusters Score: Raw -2098417.123935 + Penalty 1931.927928 = -2096485.196008 nChanged 1130 SP:Iteration 7Q (1074.950994 sec): 3 clusters Score: Raw -2098910.413950 + Penalty 1931.927928 = -2096978.486022 nChanged 971 SP:Iteration 8Q (1075.029739 sec): 3 clusters Score: Raw -2099301.479009 + Penalty 1931.927928 = -2097369.551081 nChanged 817 SP:Iteration 9Q (1075.117168 sec): 3 clusters Score: Raw -2099617.347309 + Penalty 1931.927928 = -2097685.419381 nChanged 675 SP:Iteration 10Q (1075.197824 sec): 3 clusters Score: Raw -2099849.943246 + Penalty 1931.927928 = -2097918.015319 nChanged 569 SP:Iteration 11Q (1075.280224 sec): 3 clusters Score: Raw -2100040.993760 + Penalty 1931.927928 = -2098109.065832 nChanged 480 SP:Iteration 12Q (1075.353431 sec): 3 clusters Score: Raw -2100200.455597 + Penalty 1931.927928 = -2098268.527669 nChanged 426 SP:Iteration 13Q (1075.436635 sec): 3 clusters Score: Raw -2100322.221600 + Penalty 1931.927928 = -2098390.293672 nChanged 355 SP:Iteration 14Q (1075.517450 sec): 3 clusters Score: Raw -2100405.731256 + Penalty 1931.927928 = -2098473.803328 nChanged 319 SP:Iteration 15Q (1075.598967 sec): 3 clusters Score: Raw -2100472.758043 + Penalty 1931.927928 = -2098540.830116 nChanged 311 SP:Iteration 16Q (1075.682859 sec): 3 clusters Score: Raw -2100532.552419 + Penalty 1931.927928 = -2098600.624491 nChanged 290 SP:Iteration 17Q (1075.765998 sec): 3 clusters Score: Raw -2100588.591374 + Penalty 1931.927928 = -2098656.663447 nChanged 267 SP:Iteration 18Q (1075.846604 sec): 3 clusters Score: Raw -2100641.107276 + Penalty 1931.927928 = -2098709.179348 nChanged 262 SP:Iteration 19Q (1075.917951 sec): 3 clusters Score: Raw -2100687.006671 + Penalty 1931.927928 = -2098755.078743 nChanged 224 SP:Iteration 20F (1076.004363 sec): 3 clusters Score: Raw -2100725.409632 + Penalty 1931.927928 = -2098793.481704 nChanged 239 SP:Iteration 21Q (1076.080897 sec): 3 clusters Score: Raw -2100764.392578 + Penalty 1931.927928 = -2098832.464650 nChanged 219 SP:Iteration 22Q (1076.158030 sec): 3 clusters Score: Raw -2100801.058788 + Penalty 1931.927928 = -2098869.130860 nChanged 217 SP:Iteration 23Q (1076.235401 sec): 3 clusters Score: Raw -2100837.898968 + Penalty 1931.927928 = -2098905.971040 nChanged 219 SP:Iteration 24Q (1076.318241 sec): 3 clusters Score: Raw -2100876.546788 + Penalty 1931.927928 = -2098944.618860 nChanged 230 SP:Iteration 25Q (1076.403935 sec): 3 clusters Score: Raw -2100917.069950 + Penalty 1931.927928 = -2098985.142022 nChanged 232 SP:Iteration 26Q (1076.471367 sec): 3 clusters Score: Raw -2100960.754852 + Penalty 1931.927928 = -2099028.826925 nChanged 233 SP:Iteration 27Q (1076.558187 sec): 3 clusters Score: Raw -2101005.480038 + Penalty 1931.927928 = -2099073.552110 nChanged 234 SP:Iteration 28Q (1076.640736 sec): 3 clusters Score: Raw -2101050.163328 + Penalty 1931.927928 = -2099118.235400 nChanged 241 SP:Iteration 29Q (1076.723348 sec): 3 clusters Score: Raw -2101096.655945 + Penalty 1931.927928 = -2099164.728017 nChanged 262 SP:Iteration 30Q (1076.806319 sec): 3 clusters Score: Raw -2101155.822073 + Penalty 1931.927928 = -2099223.894145 nChanged 276 SP:Iteration 31Q (1076.888985 sec): 3 clusters Score: Raw -2101217.170653 + Penalty 1931.927928 = -2099285.242726 nChanged 285 SP:Iteration 32Q (1076.969429 sec): 3 clusters Score: Raw -2101280.704454 + Penalty 1931.927928 = -2099348.776526 nChanged 280 SP:Iteration 33Q (1077.047715 sec): 3 clusters Score: Raw -2101338.183433 + Penalty 1931.927928 = -2099406.255505 nChanged 299 SP:Iteration 34Q (1077.126883 sec): 3 clusters Score: Raw -2101400.749529 + Penalty 1931.927928 = -2099468.821601 nChanged 295 SP:Iteration 35Q (1077.211538 sec): 3 clusters Score: Raw -2101456.080492 + Penalty 1931.927928 = -2099524.152564 nChanged 292 SP:Iteration 36Q (1077.297019 sec): 3 clusters Score: Raw -2101513.804140 + Penalty 1931.927928 = -2099581.876213 nChanged 319 SP:Iteration 37Q (1077.382400 sec): 3 clusters Score: Raw -2101582.476326 + Penalty 1931.927928 = -2099650.548399 nChanged 327 SP:Iteration 38Q (1077.457786 sec): 3 clusters Score: Raw -2101653.550064 + Penalty 1931.927928 = -2099721.622137 nChanged 316 SP:Iteration 39Q (1077.551350 sec): 3 clusters Score: Raw -2101728.584675 + Penalty 1931.927928 = -2099796.656747 nChanged 342 SP:Iteration 40F (1077.619642 sec): 3 clusters Score: Raw -2101811.620254 + Penalty 1931.927928 = -2099879.692326 nChanged 330 SP:Iteration 41Q (1077.698818 sec): 3 clusters Score: Raw -2101890.775692 + Penalty 1931.927928 = -2099958.847764 nChanged 337 SP:Iteration 42Q (1077.782487 sec): 3 clusters Score: Raw -2101975.688838 + Penalty 1931.927928 = -2100043.760910 nChanged 336 SP:Iteration 43Q (1077.866487 sec): 3 clusters Score: Raw -2102074.432876 + Penalty 1931.927928 = -2100142.504949 nChanged 400 SP:Iteration 44Q (1077.944147 sec): 3 clusters Score: Raw -2102198.256290 + Penalty 1931.927928 = -2100266.328362 nChanged 388 SP:Iteration 45Q (1078.024155 sec): 3 clusters Score: Raw -2102329.886482 + Penalty 1931.927928 = -2100397.958554 nChanged 392 SP:Iteration 46Q (1078.092198 sec): 3 clusters Score: Raw -2102468.155083 + Penalty 1931.927928 = -2100536.227155 nChanged 393 SP:Iteration 47Q (1078.169455 sec): 3 clusters Score: Raw -2102613.900465 + Penalty 1931.927928 = -2100681.972537 nChanged 371 SP:Iteration 48Q (1078.249411 sec): 3 clusters Score: Raw -2102754.272269 + Penalty 1931.927928 = -2100822.344342 nChanged 357 SP:Iteration 49Q (1078.332186 sec): 3 clusters Score: Raw -2102884.270094 + Penalty 1931.927928 = -2100952.342167 nChanged 328 SP:Iteration 50Q (1078.404501 sec): 3 clusters Score: Raw -2102999.277114 + Penalty 1931.927928 = -2101067.349187 nChanged 274 SP:Iteration 51Q (1078.481916 sec): 3 clusters Score: Raw -2103099.921708 + Penalty 1931.927928 = -2101167.993780 nChanged 248 SP:Iteration 52Q (1078.556546 sec): 3 clusters Score: Raw -2103185.883419 + Penalty 1931.927928 = -2101253.955491 nChanged 227 SP:Iteration 53Q (1078.621153 sec): 3 clusters Score: Raw -2103266.052329 + Penalty 1931.927928 = -2101334.124401 nChanged 201 SP:Iteration 54Q (1078.698249 sec): 3 clusters Score: Raw -2103340.083484 + Penalty 1931.927928 = -2101408.155557 nChanged 186 SP:Iteration 55Q (1078.781640 sec): 3 clusters Score: Raw -2103407.858450 + Penalty 1931.927928 = -2101475.930522 nChanged 169 SP:Iteration 56Q (1078.850080 sec): 3 clusters Score: Raw -2103470.057923 + Penalty 1931.927928 = -2101538.129995 nChanged 160 SP:Iteration 57Q (1078.934469 sec): 3 clusters Score: Raw -2103529.725909 + Penalty 1931.927928 = -2101597.797981 nChanged 133 SP:Iteration 58Q (1079.019073 sec): 3 clusters Score: Raw -2103587.473680 + Penalty 1931.927928 = -2101655.545753 nChanged 130 SP:Iteration 59Q (1079.099518 sec): 3 clusters Score: Raw -2103651.910164 + Penalty 1931.927928 = -2101719.982236 nChanged 115 SP:Iteration 60F (1079.184718 sec): 3 clusters Score: Raw -2103700.681729 + Penalty 1931.927928 = -2101768.753801 nChanged 90 SP:Iteration 61Q (1079.256121 sec): 3 clusters Score: Raw -2103737.395667 + Penalty 1931.927928 = -2101805.467739 nChanged 75 SP:Iteration 62Q (1079.345347 sec): 3 clusters Score: Raw -2103767.378141 + Penalty 1931.927928 = -2101835.450213 nChanged 71 SP:Iteration 63Q (1079.418356 sec): 3 clusters Score: Raw -2103793.980199 + Penalty 1931.927928 = -2101862.052271 nChanged 56 SP:Iteration 64Q (1079.492691 sec): 3 clusters Score: Raw -2103810.455480 + Penalty 1931.927928 = -2101878.527553 nChanged 35 SP:Iteration 65Q (1079.564375 sec): 3 clusters Score: Raw -2103820.869983 + Penalty 1931.927928 = -2101888.942056 nChanged 31 SP:Iteration 66Q (1079.646113 sec): 3 clusters Score: Raw -2103830.959736 + Penalty 1931.927928 = -2101899.031808 nChanged 32 SP:Iteration 67Q (1079.726185 sec): 3 clusters Score: Raw -2103842.628772 + Penalty 1931.927928 = -2101910.700844 nChanged 24 SP:Iteration 68Q (1079.793703 sec): 3 clusters Score: Raw -2103850.581364 + Penalty 1931.927928 = -2101918.653436 nChanged 20 SP:Iteration 69Q (1079.872900 sec): 3 clusters Score: Raw -2103854.966706 + Penalty 1931.927928 = -2101923.038779 nChanged 12 SP:Iteration 70Q (1079.943861 sec): 3 clusters Score: Raw -2103858.619872 + Penalty 1931.927928 = -2101926.691944 nChanged 15 SP:Iteration 71Q (1080.004334 sec): 3 clusters Score: Raw -2103862.723184 + Penalty 1931.927928 = -2101930.795256 nChanged 16 SP:Iteration 72Q (1080.080132 sec): 3 clusters Score: Raw -2103867.299672 + Penalty 1931.927928 = -2101935.371744 nChanged 18 SP:Iteration 73Q (1080.146573 sec): 3 clusters Score: Raw -2103873.006919 + Penalty 1931.927928 = -2101941.078991 nChanged 17 SP:Iteration 74Q (1080.231273 sec): 3 clusters Score: Raw -2103876.524283 + Penalty 1931.927928 = -2101944.596355 nChanged 11 SP:Iteration 75Q (1080.296672 sec): 3 clusters Score: Raw -2103879.152846 + Penalty 1931.927928 = -2101947.224918 nChanged 16 SP:Iteration 76Q (1080.372495 sec): 3 clusters Score: Raw -2103883.037230 + Penalty 1931.927928 = -2101951.109302 nChanged 16 SP:Iteration 77Q (1080.447176 sec): 3 clusters Score: Raw -2103888.088848 + Penalty 1931.927928 = -2101956.160920 nChanged 17 SP:Iteration 78Q (1080.521611 sec): 3 clusters Score: Raw -2103892.290467 + Penalty 1931.927928 = -2101960.362540 nChanged 14 SP:Iteration 79Q (1080.583260 sec): 3 clusters Score: Raw -2103895.077345 + Penalty 1931.927928 = -2101963.149417 nChanged 13 SP:Iteration 80F (1080.665602 sec): 3 clusters Score: Raw -2103898.094518 + Penalty 1931.927928 = -2101966.166591 nChanged 11 SP:Iteration 81Q (1080.738419 sec): 3 clusters Score: Raw -2103900.688270 + Penalty 1931.927928 = -2101968.760342 nChanged 5 SP:Iteration 82Q (1080.826758 sec): 3 clusters Score: Raw -2103901.875280 + Penalty 1931.927928 = -2101969.947353 nChanged 8 SP:Iteration 83Q (1080.910470 sec): 3 clusters Score: Raw -2103903.536598 + Penalty 1931.927928 = -2101971.608670 nChanged 7 SP:Iteration 84Q (1080.989119 sec): 3 clusters Score: Raw -2103905.837523 + Penalty 1931.927928 = -2101973.909595 nChanged 12 SP:Iteration 85Q (1081.060798 sec): 3 clusters Score: Raw -2103909.215677 + Penalty 1931.927928 = -2101977.287749 nChanged 6 SP:Iteration 86Q (1081.127825 sec): 3 clusters Score: Raw -2103911.179040 + Penalty 1931.927928 = -2101979.251112 nChanged 10 SP:Iteration 87Q (1081.211168 sec): 3 clusters Score: Raw -2103913.477966 + Penalty 1931.927928 = -2101981.550038 nChanged 13 SP:Iteration 88Q (1081.286764 sec): 3 clusters Score: Raw -2103916.769009 + Penalty 1931.927928 = -2101984.841081 nChanged 13 SP:Iteration 89Q (1081.359194 sec): 3 clusters Score: Raw -2103920.767992 + Penalty 1931.927928 = -2101988.840064 nChanged 12 SP:Iteration 90Q (1081.429245 sec): 3 clusters Score: Raw -2103925.824353 + Penalty 1931.927928 = -2101993.896426 nChanged 14 SP:Iteration 91Q (1081.511684 sec): 3 clusters Score: Raw -2103931.691059 + Penalty 1931.927928 = -2101999.763131 nChanged 16 SP:Iteration 92Q (1081.582668 sec): 3 clusters Score: Raw -2103939.814328 + Penalty 1931.927928 = -2102007.886400 nChanged 14 SP:Iteration 93Q (1081.666129 sec): 3 clusters Score: Raw -2103942.926923 + Penalty 1931.927928 = -2102010.998996 nChanged 8 SP:Iteration 94Q (1081.741238 sec): 3 clusters Score: Raw -2103944.625183 + Penalty 1931.927928 = -2102012.697255 nChanged 6 SP:Iteration 95Q (1081.813952 sec): 3 clusters Score: Raw -2103946.750368 + Penalty 1931.927928 = -2102014.822441 nChanged 8 SP:Iteration 96Q (1081.884738 sec): 3 clusters Score: Raw -2103949.602972 + Penalty 1931.927928 = -2102017.675044 nChanged 9 SP:Iteration 97Q (1081.957183 sec): 3 clusters Score: Raw -2103952.035563 + Penalty 1931.927928 = -2102020.107636 nChanged 11 SP:Iteration 98Q (1082.028815 sec): 3 clusters Score: Raw -2103955.138537 + Penalty 1931.927928 = -2102023.210609 nChanged 8 SP:Iteration 99Q (1082.104912 sec): 3 clusters Score: Raw -2103958.451769 + Penalty 1931.927928 = -2102026.523841 nChanged 12 SP:Iteration 100F (1082.186882 sec): 3 clusters Score: Raw -2103963.038513 + Penalty 1931.927928 = -2102031.110585 nChanged 12 SP:Iteration 101Q (1082.260106 sec): 3 clusters Score: Raw -2103966.858899 + Penalty 1931.927928 = -2102034.930972 nChanged 8 SP:Iteration 102Q (1082.333976 sec): 3 clusters Score: Raw -2103969.368142 + Penalty 1931.927928 = -2102037.440214 nChanged 8 SP:Iteration 103Q (1082.407070 sec): 3 clusters Score: Raw -2103972.005391 + Penalty 1931.927928 = -2102040.077463 nChanged 9 SP:Iteration 104Q (1082.482840 sec): 3 clusters Score: Raw -2103974.069985 + Penalty 1931.927928 = -2102042.142058 nChanged 6 SP:Iteration 105Q (1082.553019 sec): 3 clusters Score: Raw -2103976.333602 + Penalty 1931.927928 = -2102044.405674 nChanged 10 SP:Iteration 106Q (1082.623342 sec): 3 clusters Score: Raw -2103980.475867 + Penalty 1931.927928 = -2102048.547939 nChanged 8 SP:Iteration 107Q (1082.694944 sec): 3 clusters Score: Raw -2103982.868246 + Penalty 1931.927928 = -2102050.940319 nChanged 10 SP:Iteration 108Q (1082.759932 sec): 3 clusters Score: Raw -2103986.323956 + Penalty 1931.927928 = -2102054.396028 nChanged 12 SP:Iteration 109Q (1082.842360 sec): 3 clusters Score: Raw -2103989.733103 + Penalty 1931.927928 = -2102057.805175 nChanged 7 SP:Iteration 110Q (1082.911111 sec): 3 clusters Score: Raw -2103991.659335 + Penalty 1931.927928 = -2102059.731407 nChanged 2 SP:Iteration 111Q (1082.982728 sec): 3 clusters Score: Raw -2103991.951316 + Penalty 1931.927928 = -2102060.023389 nChanged 1 SP:Iteration 112Q (1083.063080 sec): 3 clusters Score: Raw -2103992.139851 + Penalty 1931.927928 = -2102060.211924 nChanged 1 SP:Iteration 113Q (1083.132164 sec): 3 clusters Score: Raw -2103992.256274 + Penalty 1931.927928 = -2102060.328346 nChanged 0 SP:Iteration 114F (1083.211468 sec): 3 clusters Score: Raw -2103992.256274 + Penalty 1931.927928 = -2102060.328346 nChanged 0 Trying to split cluster 14 (56327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1083.295128 sec): 2 clusters Score: Raw -4826887.064101 + Penalty 1039.198281 = -4825847.865820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1083.402554 sec): 3 clusters Score: Raw -4790168.748351 + Penalty 2078.396562 = -4788090.351789 nChanged 26918 SP:Iteration 1F (1083.523644 sec): 3 clusters Score: Raw -4805216.990222 + Penalty 2078.396562 = -4803138.593660 nChanged 2112 SP:Iteration 2Q (1083.641216 sec): 3 clusters Score: Raw -4805773.570110 + Penalty 2078.396562 = -4803695.173548 nChanged 2179 SP:Iteration 3Q (1083.771449 sec): 3 clusters Score: Raw -4806423.605495 + Penalty 2078.396562 = -4804345.208933 nChanged 2420 SP:Iteration 4Q (1083.891358 sec): 3 clusters Score: Raw -4807308.924614 + Penalty 2078.396562 = -4805230.528052 nChanged 2911 SP:Iteration 5F (1084.017983 sec): 3 clusters Score: Raw -4808665.160962 + Penalty 2078.396562 = -4806586.764401 nChanged 3463 SP:Iteration 6F (1084.135268 sec): 3 clusters Score: Raw -4810682.609842 + Penalty 2078.396562 = -4808604.213281 nChanged 3792 SP:Iteration 7F (1084.256634 sec): 3 clusters Score: Raw -4813329.440831 + Penalty 2078.396562 = -4811251.044269 nChanged 3793 SP:Iteration 8F (1084.379484 sec): 3 clusters Score: Raw -4816350.551428 + Penalty 2078.396562 = -4814272.154866 nChanged 3392 SP:Iteration 9F (1084.498525 sec): 3 clusters Score: Raw -4819222.645928 + Penalty 2078.396562 = -4817144.249366 nChanged 2612 SP:Iteration 10Q (1084.633967 sec): 3 clusters Score: Raw -4821365.180971 + Penalty 2078.396562 = -4819286.784409 nChanged 1787 SP:Iteration 11Q (1084.758258 sec): 3 clusters Score: Raw -4822633.234281 + Penalty 2078.396562 = -4820554.837719 nChanged 1317 SP:Iteration 12Q (1084.878516 sec): 3 clusters Score: Raw -4823494.457036 + Penalty 2078.396562 = -4821416.060474 nChanged 1064 SP:Iteration 13Q (1084.985585 sec): 3 clusters Score: Raw -4824172.617432 + Penalty 2078.396562 = -4822094.220871 nChanged 922 SP:Iteration 14Q (1085.097294 sec): 3 clusters Score: Raw -4824759.813547 + Penalty 2078.396562 = -4822681.416985 nChanged 772 SP:Iteration 15Q (1085.206267 sec): 3 clusters Score: Raw -4825240.093988 + Penalty 2078.396562 = -4823161.697427 nChanged 645 SP:Iteration 16Q (1085.308886 sec): 3 clusters Score: Raw -4825644.064627 + Penalty 2078.396562 = -4823565.668066 nChanged 535 SP:Iteration 17Q (1085.421312 sec): 3 clusters Score: Raw -4825971.413137 + Penalty 2078.396562 = -4823893.016575 nChanged 421 SP:Iteration 18Q (1085.526515 sec): 3 clusters Score: Raw -4826224.756614 + Penalty 2078.396562 = -4824146.360053 nChanged 349 SP:Iteration 19Q (1085.633486 sec): 3 clusters Score: Raw -4826443.326485 + Penalty 2078.396562 = -4824364.929923 nChanged 258 SP:Iteration 20F (1085.749802 sec): 3 clusters Score: Raw -4826587.855064 + Penalty 2078.396562 = -4824509.458502 nChanged 188 SP:Iteration 21Q (1085.844338 sec): 3 clusters Score: Raw -4826685.375378 + Penalty 2078.396562 = -4824606.978816 nChanged 147 SP:Iteration 22Q (1085.961866 sec): 3 clusters Score: Raw -4826753.869675 + Penalty 2078.396562 = -4824675.473113 nChanged 121 SP:Iteration 23Q (1086.070639 sec): 3 clusters Score: Raw -4826806.317788 + Penalty 2078.396562 = -4824727.921226 nChanged 97 SP:Iteration 24Q (1086.175440 sec): 3 clusters Score: Raw -4826849.844569 + Penalty 2078.396562 = -4824771.448007 nChanged 103 SP:Iteration 25Q (1086.272229 sec): 3 clusters Score: Raw -4826893.543216 + Penalty 2078.396562 = -4824815.146654 nChanged 79 SP:Iteration 26Q (1086.375012 sec): 3 clusters Score: Raw -4826928.611412 + Penalty 2078.396562 = -4824850.214850 nChanged 75 SP:Iteration 27Q (1086.469747 sec): 3 clusters Score: Raw -4826966.860125 + Penalty 2078.396562 = -4824888.463563 nChanged 54 SP:Iteration 28Q (1086.573997 sec): 3 clusters Score: Raw -4826987.533939 + Penalty 2078.396562 = -4824909.137377 nChanged 37 SP:Iteration 29Q (1086.678394 sec): 3 clusters Score: Raw -4827003.972968 + Penalty 2078.396562 = -4824925.576406 nChanged 33 SP:Iteration 30Q (1086.771133 sec): 3 clusters Score: Raw -4827019.426896 + Penalty 2078.396562 = -4824941.030334 nChanged 30 SP:Iteration 31Q (1086.870009 sec): 3 clusters Score: Raw -4827032.276092 + Penalty 2078.396562 = -4824953.879530 nChanged 22 SP:Iteration 32Q (1086.980013 sec): 3 clusters Score: Raw -4827042.089660 + Penalty 2078.396562 = -4824963.693098 nChanged 20 SP:Iteration 33Q (1087.084312 sec): 3 clusters Score: Raw -4827048.830394 + Penalty 2078.396562 = -4824970.433832 nChanged 12 SP:Iteration 34Q (1087.191749 sec): 3 clusters Score: Raw -4827053.804783 + Penalty 2078.396562 = -4824975.408221 nChanged 13 SP:Iteration 35Q (1087.298393 sec): 3 clusters Score: Raw -4827057.993864 + Penalty 2078.396562 = -4824979.597302 nChanged 8 SP:Iteration 36Q (1087.406424 sec): 3 clusters Score: Raw -4827059.674500 + Penalty 2078.396562 = -4824981.277938 nChanged 7 SP:Iteration 37Q (1087.519986 sec): 3 clusters Score: Raw -4827061.841652 + Penalty 2078.396562 = -4824983.445090 nChanged 7 SP:Iteration 38Q (1087.631755 sec): 3 clusters Score: Raw -4827063.660657 + Penalty 2078.396562 = -4824985.264096 nChanged 7 SP:Iteration 39Q (1087.739870 sec): 3 clusters Score: Raw -4827065.782302 + Penalty 2078.396562 = -4824987.385740 nChanged 10 SP:Iteration 40F (1087.851128 sec): 3 clusters Score: Raw -4827069.881327 + Penalty 2078.396562 = -4824991.484765 nChanged 8 SP:Iteration 41Q (1087.963293 sec): 3 clusters Score: Raw -4827072.870579 + Penalty 2078.396562 = -4824994.474017 nChanged 6 SP:Iteration 42Q (1088.068771 sec): 3 clusters Score: Raw -4827075.387450 + Penalty 2078.396562 = -4824996.990889 nChanged 3 SP:Iteration 43Q (1088.161421 sec): 3 clusters Score: Raw -4827076.418256 + Penalty 2078.396562 = -4824998.021694 nChanged 4 SP:Iteration 44Q (1088.267384 sec): 3 clusters Score: Raw -4827077.494390 + Penalty 2078.396562 = -4824999.097828 nChanged 2 SP:Iteration 45Q (1088.362639 sec): 3 clusters Score: Raw -4827078.094599 + Penalty 2078.396562 = -4824999.698037 nChanged 2 SP:Iteration 46Q (1088.479291 sec): 3 clusters Score: Raw -4827078.385627 + Penalty 2078.396562 = -4824999.989066 nChanged 0 SP:Iteration 47F (1088.593716 sec): 3 clusters Score: Raw -4827078.385627 + Penalty 2078.396562 = -4824999.989066 nChanged 0 Trying to split cluster 15 (9580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.634892 sec): 2 clusters Score: Raw -858992.659415 + Penalty 870.906123 = -858121.753292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.696426 sec): 3 clusters Score: Raw -853253.641179 + Penalty 1741.812245 = -851511.828933 nChanged 4323 SP:Iteration 1F (1088.754257 sec): 3 clusters Score: Raw -855934.910135 + Penalty 1741.812245 = -854193.097890 nChanged 804 SP:Iteration 2F (1088.810362 sec): 3 clusters Score: Raw -856619.032513 + Penalty 1741.812245 = -854877.220268 nChanged 845 SP:Iteration 3F (1088.863169 sec): 3 clusters Score: Raw -857342.471024 + Penalty 1741.812245 = -855600.658779 nChanged 799 SP:Iteration 4F (1088.930105 sec): 3 clusters Score: Raw -858010.033713 + Penalty 1741.812245 = -856268.221467 nChanged 621 SP:Iteration 5F (1088.992029 sec): 3 clusters Score: Raw -858562.112255 + Penalty 1741.812245 = -856820.300009 nChanged 485 SP:Iteration 6F (1089.052314 sec): 3 clusters Score: Raw -858940.328980 + Penalty 1741.812245 = -857198.516734 nChanged 325 SP:Iteration 7Q (1089.108050 sec): 3 clusters Score: Raw -859080.510651 + Penalty 1741.812245 = -857338.698406 nChanged 134 SP:Iteration 8Q (1089.165734 sec): 3 clusters Score: Raw -859116.994833 + Penalty 1741.812245 = -857375.182588 nChanged 71 SP:Iteration 9Q (1089.209565 sec): 3 clusters Score: Raw -859135.346034 + Penalty 1741.812245 = -857393.533789 nChanged 62 SP:Iteration 10Q (1089.279691 sec): 3 clusters Score: Raw -859150.252596 + Penalty 1741.812245 = -857408.440350 nChanged 60 SP:Iteration 11Q (1089.334895 sec): 3 clusters Score: Raw -859163.046413 + Penalty 1741.812245 = -857421.234167 nChanged 58 SP:Iteration 12Q (1089.389141 sec): 3 clusters Score: Raw -859175.008353 + Penalty 1741.812245 = -857433.196108 nChanged 51 SP:Iteration 13Q (1089.446035 sec): 3 clusters Score: Raw -859187.706414 + Penalty 1741.812245 = -857445.894168 nChanged 47 SP:Iteration 14Q (1089.491779 sec): 3 clusters Score: Raw -859200.243830 + Penalty 1741.812245 = -857458.431584 nChanged 47 SP:Iteration 15Q (1089.553196 sec): 3 clusters Score: Raw -859210.125331 + Penalty 1741.812245 = -857468.313085 nChanged 43 SP:Iteration 16Q (1089.611723 sec): 3 clusters Score: Raw -859217.933118 + Penalty 1741.812245 = -857476.120873 nChanged 45 SP:Iteration 17Q (1089.673108 sec): 3 clusters Score: Raw -859224.984978 + Penalty 1741.812245 = -857483.172733 nChanged 37 SP:Iteration 18Q (1089.736662 sec): 3 clusters Score: Raw -859232.102587 + Penalty 1741.812245 = -857490.290342 nChanged 42 SP:Iteration 19Q (1089.795150 sec): 3 clusters Score: Raw -859239.356897 + Penalty 1741.812245 = -857497.544651 nChanged 42 SP:Iteration 20F (1089.865381 sec): 3 clusters Score: Raw -859246.890188 + Penalty 1741.812245 = -857505.077942 nChanged 47 SP:Iteration 21Q (1089.913950 sec): 3 clusters Score: Raw -859255.156320 + Penalty 1741.812245 = -857513.344074 nChanged 30 SP:Iteration 22Q (1089.972436 sec): 3 clusters Score: Raw -859261.518416 + Penalty 1741.812245 = -857519.706171 nChanged 36 SP:Iteration 23Q (1090.034716 sec): 3 clusters Score: Raw -859267.720409 + Penalty 1741.812245 = -857525.908164 nChanged 22 SP:Iteration 24Q (1090.101690 sec): 3 clusters Score: Raw -859271.008755 + Penalty 1741.812245 = -857529.196510 nChanged 20 SP:Iteration 25Q (1090.162003 sec): 3 clusters Score: Raw -859273.810081 + Penalty 1741.812245 = -857531.997835 nChanged 23 SP:Iteration 26Q (1090.218901 sec): 3 clusters Score: Raw -859277.120400 + Penalty 1741.812245 = -857535.308154 nChanged 17 SP:Iteration 27Q (1090.281486 sec): 3 clusters Score: Raw -859279.163257 + Penalty 1741.812245 = -857537.351012 nChanged 13 SP:Iteration 28Q (1090.342197 sec): 3 clusters Score: Raw -859280.499146 + Penalty 1741.812245 = -857538.686901 nChanged 10 SP:Iteration 29Q (1090.404917 sec): 3 clusters Score: Raw -859281.494273 + Penalty 1741.812245 = -857539.682027 nChanged 12 SP:Iteration 30Q (1090.463493 sec): 3 clusters Score: Raw -859282.632529 + Penalty 1741.812245 = -857540.820284 nChanged 12 SP:Iteration 31Q (1090.513915 sec): 3 clusters Score: Raw -859283.531938 + Penalty 1741.812245 = -857541.719693 nChanged 9 SP:Iteration 32Q (1090.578548 sec): 3 clusters Score: Raw -859284.306063 + Penalty 1741.812245 = -857542.493818 nChanged 9 SP:Iteration 33Q (1090.636830 sec): 3 clusters Score: Raw -859285.263969 + Penalty 1741.812245 = -857543.451723 nChanged 8 SP:Iteration 34Q (1090.696443 sec): 3 clusters Score: Raw -859286.025606 + Penalty 1741.812245 = -857544.213361 nChanged 7 SP:Iteration 35Q (1090.746791 sec): 3 clusters Score: Raw -859286.716966 + Penalty 1741.812245 = -857544.904721 nChanged 7 SP:Iteration 36Q (1090.811147 sec): 3 clusters Score: Raw -859287.663525 + Penalty 1741.812245 = -857545.851280 nChanged 7 SP:Iteration 37Q (1090.865529 sec): 3 clusters Score: Raw -859288.385488 + Penalty 1741.812245 = -857546.573242 nChanged 9 SP:Iteration 38Q (1090.939026 sec): 3 clusters Score: Raw -859289.953706 + Penalty 1741.812245 = -857548.141461 nChanged 14 SP:Iteration 39Q (1090.997593 sec): 3 clusters Score: Raw -859291.835283 + Penalty 1741.812245 = -857550.023038 nChanged 14 SP:Iteration 40F (1091.053149 sec): 3 clusters Score: Raw -859293.759322 + Penalty 1741.812245 = -857551.947077 nChanged 18 SP:Iteration 41Q (1091.104937 sec): 3 clusters Score: Raw -859296.806907 + Penalty 1741.812245 = -857554.994662 nChanged 19 SP:Iteration 42Q (1091.173469 sec): 3 clusters Score: Raw -859299.798145 + Penalty 1741.812245 = -857557.985899 nChanged 13 SP:Iteration 43Q (1091.232088 sec): 3 clusters Score: Raw -859301.072714 + Penalty 1741.812245 = -857559.260468 nChanged 7 SP:Iteration 44Q (1091.283840 sec): 3 clusters Score: Raw -859302.259075 + Penalty 1741.812245 = -857560.446829 nChanged 10 SP:Iteration 45Q (1091.339896 sec): 3 clusters Score: Raw -859304.321492 + Penalty 1741.812245 = -857562.509247 nChanged 15 SP:Iteration 46Q (1091.402387 sec): 3 clusters Score: Raw -859307.467652 + Penalty 1741.812245 = -857565.655406 nChanged 18 SP:Iteration 47Q (1091.463478 sec): 3 clusters Score: Raw -859311.680020 + Penalty 1741.812245 = -857569.867774 nChanged 13 SP:Iteration 48Q (1091.511152 sec): 3 clusters Score: Raw -859313.147320 + Penalty 1741.812245 = -857571.335075 nChanged 9 SP:Iteration 49Q (1091.572195 sec): 3 clusters Score: Raw -859314.111323 + Penalty 1741.812245 = -857572.299078 nChanged 8 SP:Iteration 50Q (1091.628011 sec): 3 clusters Score: Raw -859315.201469 + Penalty 1741.812245 = -857573.389223 nChanged 7 SP:Iteration 51Q (1091.673407 sec): 3 clusters Score: Raw -859316.123681 + Penalty 1741.812245 = -857574.311435 nChanged 9 SP:Iteration 52Q (1091.741010 sec): 3 clusters Score: Raw -859317.374244 + Penalty 1741.812245 = -857575.561998 nChanged 9 SP:Iteration 53Q (1091.791972 sec): 3 clusters Score: Raw -859318.405294 + Penalty 1741.812245 = -857576.593049 nChanged 8 SP:Iteration 54Q (1091.858574 sec): 3 clusters Score: Raw -859319.094640 + Penalty 1741.812245 = -857577.282394 nChanged 8 SP:Iteration 55Q (1091.916035 sec): 3 clusters Score: Raw -859319.818499 + Penalty 1741.812245 = -857578.006253 nChanged 7 SP:Iteration 56Q (1091.978298 sec): 3 clusters Score: Raw -859320.642620 + Penalty 1741.812245 = -857578.830374 nChanged 9 SP:Iteration 57Q (1092.037374 sec): 3 clusters Score: Raw -859321.565703 + Penalty 1741.812245 = -857579.753457 nChanged 7 SP:Iteration 58Q (1092.089605 sec): 3 clusters Score: Raw -859322.764852 + Penalty 1741.812245 = -857580.952606 nChanged 8 SP:Iteration 59Q (1092.140811 sec): 3 clusters Score: Raw -859323.677768 + Penalty 1741.812245 = -857581.865522 nChanged 5 SP:Iteration 60F (1092.197891 sec): 3 clusters Score: Raw -859324.144694 + Penalty 1741.812245 = -857582.332448 nChanged 4 SP:Iteration 61Q (1092.257321 sec): 3 clusters Score: Raw -859324.463665 + Penalty 1741.812245 = -857582.651420 nChanged 5 SP:Iteration 62Q (1092.320446 sec): 3 clusters Score: Raw -859325.206493 + Penalty 1741.812245 = -857583.394247 nChanged 7 SP:Iteration 63Q (1092.384836 sec): 3 clusters Score: Raw -859326.274273 + Penalty 1741.812245 = -857584.462028 nChanged 15 SP:Iteration 64Q (1092.439188 sec): 3 clusters Score: Raw -859328.080204 + Penalty 1741.812245 = -857586.267959 nChanged 21 SP:Iteration 65Q (1092.506528 sec): 3 clusters Score: Raw -859330.277879 + Penalty 1741.812245 = -857588.465634 nChanged 11 SP:Iteration 66Q (1092.559267 sec): 3 clusters Score: Raw -859331.594331 + Penalty 1741.812245 = -857589.782086 nChanged 13 SP:Iteration 67Q (1092.621503 sec): 3 clusters Score: Raw -859332.925912 + Penalty 1741.812245 = -857591.113666 nChanged 11 SP:Iteration 68Q (1092.678139 sec): 3 clusters Score: Raw -859334.551533 + Penalty 1741.812245 = -857592.739287 nChanged 12 SP:Iteration 69Q (1092.734272 sec): 3 clusters Score: Raw -859336.159816 + Penalty 1741.812245 = -857594.347570 nChanged 14 SP:Iteration 70Q (1092.794083 sec): 3 clusters Score: Raw -859339.269132 + Penalty 1741.812245 = -857597.456887 nChanged 20 SP:Iteration 71Q (1092.837158 sec): 3 clusters Score: Raw -859343.582027 + Penalty 1741.812245 = -857601.769781 nChanged 20 SP:Iteration 72Q (1092.904215 sec): 3 clusters Score: Raw -859347.502576 + Penalty 1741.812245 = -857605.690331 nChanged 15 SP:Iteration 73Q (1092.964103 sec): 3 clusters Score: Raw -859350.600287 + Penalty 1741.812245 = -857608.788041 nChanged 19 SP:Iteration 74Q (1093.019429 sec): 3 clusters Score: Raw -859354.853495 + Penalty 1741.812245 = -857613.041249 nChanged 21 SP:Iteration 75Q (1093.071944 sec): 3 clusters Score: Raw -859359.181121 + Penalty 1741.812245 = -857617.368876 nChanged 19 SP:Iteration 76Q (1093.130032 sec): 3 clusters Score: Raw -859363.494250 + Penalty 1741.812245 = -857621.682004 nChanged 17 SP:Iteration 77Q (1093.192185 sec): 3 clusters Score: Raw -859367.136676 + Penalty 1741.812245 = -857625.324431 nChanged 14 SP:Iteration 78Q (1093.245036 sec): 3 clusters Score: Raw -859369.633045 + Penalty 1741.812245 = -857627.820799 nChanged 12 SP:Iteration 79Q (1093.314030 sec): 3 clusters Score: Raw -859370.962412 + Penalty 1741.812245 = -857629.150167 nChanged 12 SP:Iteration 80F (1093.372427 sec): 3 clusters Score: Raw -859373.105711 + Penalty 1741.812245 = -857631.293465 nChanged 14 SP:Iteration 81Q (1093.431187 sec): 3 clusters Score: Raw -859375.241868 + Penalty 1741.812245 = -857633.429623 nChanged 13 SP:Iteration 82Q (1093.487710 sec): 3 clusters Score: Raw -859376.744785 + Penalty 1741.812245 = -857634.932540 nChanged 8 SP:Iteration 83Q (1093.548074 sec): 3 clusters Score: Raw -859377.549476 + Penalty 1741.812245 = -857635.737230 nChanged 9 SP:Iteration 84Q (1093.605336 sec): 3 clusters Score: Raw -859379.188962 + Penalty 1741.812245 = -857637.376716 nChanged 13 SP:Iteration 85Q (1093.665754 sec): 3 clusters Score: Raw -859381.770073 + Penalty 1741.812245 = -857639.957828 nChanged 12 SP:Iteration 86Q (1093.733348 sec): 3 clusters Score: Raw -859382.950516 + Penalty 1741.812245 = -857641.138271 nChanged 12 SP:Iteration 87Q (1093.793514 sec): 3 clusters Score: Raw -859384.508036 + Penalty 1741.812245 = -857642.695790 nChanged 10 SP:Iteration 88Q (1093.840104 sec): 3 clusters Score: Raw -859386.676331 + Penalty 1741.812245 = -857644.864086 nChanged 11 SP:Iteration 89Q (1093.898660 sec): 3 clusters Score: Raw -859388.764069 + Penalty 1741.812245 = -857646.951824 nChanged 8 SP:Iteration 90Q (1093.953168 sec): 3 clusters Score: Raw -859390.196181 + Penalty 1741.812245 = -857648.383936 nChanged 5 SP:Iteration 91Q (1094.015086 sec): 3 clusters Score: Raw -859390.937085 + Penalty 1741.812245 = -857649.124840 nChanged 8 SP:Iteration 92Q (1094.071443 sec): 3 clusters Score: Raw -859391.851629 + Penalty 1741.812245 = -857650.039384 nChanged 1 SP:Iteration 93Q (1094.125733 sec): 3 clusters Score: Raw -859391.950231 + Penalty 1741.812245 = -857650.137985 nChanged 0 SP:Iteration 94F (1094.186800 sec): 3 clusters Score: Raw -859391.950231 + Penalty 1741.812245 = -857650.137985 nChanged 0 Trying to split cluster 16 (4918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1094.219841 sec): 2 clusters Score: Raw -404604.267105 + Penalty 807.562436 = -403796.704669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1094.273712 sec): 3 clusters Score: Raw -401876.512566 + Penalty 1615.124872 = -400261.387693 nChanged 2148 SP:Iteration 1F (1094.317473 sec): 3 clusters Score: Raw -403248.971584 + Penalty 1615.124872 = -401633.846712 nChanged 475 SP:Iteration 2F (1094.385925 sec): 3 clusters Score: Raw -403710.060088 + Penalty 1615.124872 = -402094.935215 nChanged 425 SP:Iteration 3F (1094.440142 sec): 3 clusters Score: Raw -404082.736141 + Penalty 1615.124872 = -402467.611269 nChanged 360 SP:Iteration 4F (1094.490737 sec): 3 clusters Score: Raw -404381.390378 + Penalty 1615.124872 = -402766.265505 nChanged 278 SP:Iteration 5F (1094.539823 sec): 3 clusters Score: Raw -404593.820439 + Penalty 1615.124872 = -402978.695566 nChanged 202 SP:Iteration 6Q (1094.584756 sec): 3 clusters Score: Raw -404712.514143 + Penalty 1615.124872 = -403097.389270 nChanged 151 SP:Iteration 7Q (1094.634263 sec): 3 clusters Score: Raw -404787.188023 + Penalty 1615.124872 = -403172.063151 nChanged 107 SP:Iteration 8Q (1094.680901 sec): 3 clusters Score: Raw -404831.554816 + Penalty 1615.124872 = -403216.429943 nChanged 72 SP:Iteration 9Q (1094.735734 sec): 3 clusters Score: Raw -404855.124387 + Penalty 1615.124872 = -403239.999514 nChanged 41 SP:Iteration 10Q (1094.792993 sec): 3 clusters Score: Raw -404867.605930 + Penalty 1615.124872 = -403252.481058 nChanged 36 SP:Iteration 11Q (1094.837193 sec): 3 clusters Score: Raw -404876.496795 + Penalty 1615.124872 = -403261.371923 nChanged 27 SP:Iteration 12Q (1094.878185 sec): 3 clusters Score: Raw -404881.617398 + Penalty 1615.124872 = -403266.492525 nChanged 21 SP:Iteration 13Q (1094.923538 sec): 3 clusters Score: Raw -404885.803558 + Penalty 1615.124872 = -403270.678686 nChanged 20 SP:Iteration 14Q (1094.964259 sec): 3 clusters Score: Raw -404889.869826 + Penalty 1615.124872 = -403274.744954 nChanged 18 SP:Iteration 15Q (1095.004891 sec): 3 clusters Score: Raw -404893.849064 + Penalty 1615.124872 = -403278.724192 nChanged 17 SP:Iteration 16Q (1095.054326 sec): 3 clusters Score: Raw -404897.590086 + Penalty 1615.124872 = -403282.465214 nChanged 17 SP:Iteration 17Q (1095.098061 sec): 3 clusters Score: Raw -404901.637121 + Penalty 1615.124872 = -403286.512248 nChanged 23 SP:Iteration 18Q (1095.148170 sec): 3 clusters Score: Raw -404906.906081 + Penalty 1615.124872 = -403291.781209 nChanged 26 SP:Iteration 19Q (1095.198955 sec): 3 clusters Score: Raw -404915.173914 + Penalty 1615.124872 = -403300.049042 nChanged 22 SP:Iteration 20F (1095.252249 sec): 3 clusters Score: Raw -404921.979725 + Penalty 1615.124872 = -403306.854852 nChanged 28 SP:Iteration 21Q (1095.312021 sec): 3 clusters Score: Raw -404930.211043 + Penalty 1615.124872 = -403315.086171 nChanged 37 SP:Iteration 22Q (1095.365850 sec): 3 clusters Score: Raw -404942.317908 + Penalty 1615.124872 = -403327.193036 nChanged 30 SP:Iteration 23Q (1095.419041 sec): 3 clusters Score: Raw -404951.469642 + Penalty 1615.124872 = -403336.344769 nChanged 24 SP:Iteration 24Q (1095.461381 sec): 3 clusters Score: Raw -404957.661375 + Penalty 1615.124872 = -403342.536502 nChanged 20 SP:Iteration 25Q (1095.507064 sec): 3 clusters Score: Raw -404962.468707 + Penalty 1615.124872 = -403347.343834 nChanged 18 SP:Iteration 26Q (1095.561412 sec): 3 clusters Score: Raw -404967.911432 + Penalty 1615.124872 = -403352.786560 nChanged 17 SP:Iteration 27Q (1095.619952 sec): 3 clusters Score: Raw -404971.545434 + Penalty 1615.124872 = -403356.420562 nChanged 15 SP:Iteration 28Q (1095.667831 sec): 3 clusters Score: Raw -404974.862202 + Penalty 1615.124872 = -403359.737330 nChanged 12 SP:Iteration 29Q (1095.719918 sec): 3 clusters Score: Raw -404977.483084 + Penalty 1615.124872 = -403362.358211 nChanged 7 SP:Iteration 30Q (1095.780018 sec): 3 clusters Score: Raw -404979.260708 + Penalty 1615.124872 = -403364.135836 nChanged 8 SP:Iteration 31Q (1095.826774 sec): 3 clusters Score: Raw -404980.961897 + Penalty 1615.124872 = -403365.837024 nChanged 11 SP:Iteration 32Q (1095.882256 sec): 3 clusters Score: Raw -404984.102862 + Penalty 1615.124872 = -403368.977989 nChanged 20 SP:Iteration 33Q (1095.943957 sec): 3 clusters Score: Raw -404987.991535 + Penalty 1615.124872 = -403372.866663 nChanged 20 SP:Iteration 34Q (1095.998305 sec): 3 clusters Score: Raw -404992.484743 + Penalty 1615.124872 = -403377.359870 nChanged 20 SP:Iteration 35Q (1096.044162 sec): 3 clusters Score: Raw -404997.732347 + Penalty 1615.124872 = -403382.607474 nChanged 27 SP:Iteration 36Q (1096.081505 sec): 3 clusters Score: Raw -405007.142492 + Penalty 1615.124872 = -403392.017620 nChanged 28 SP:Iteration 37Q (1096.139899 sec): 3 clusters Score: Raw -405013.737298 + Penalty 1615.124872 = -403398.612425 nChanged 19 SP:Iteration 38Q (1096.191051 sec): 3 clusters Score: Raw -405016.984135 + Penalty 1615.124872 = -403401.859262 nChanged 20 SP:Iteration 39Q (1096.230133 sec): 3 clusters Score: Raw -405024.553335 + Penalty 1615.124872 = -403409.428463 nChanged 23 SP:Iteration 40F (1096.290929 sec): 3 clusters Score: Raw -405036.435479 + Penalty 1615.124872 = -403421.310607 nChanged 35 SP:Iteration 41Q (1096.341189 sec): 3 clusters Score: Raw -405049.627435 + Penalty 1615.124872 = -403434.502562 nChanged 44 SP:Iteration 42Q (1096.390058 sec): 3 clusters Score: Raw -405062.859831 + Penalty 1615.124872 = -403447.734959 nChanged 40 SP:Iteration 43Q (1096.442019 sec): 3 clusters Score: Raw -405072.589159 + Penalty 1615.124872 = -403457.464286 nChanged 25 SP:Iteration 44Q (1096.483489 sec): 3 clusters Score: Raw -405079.479335 + Penalty 1615.124872 = -403464.354463 nChanged 31 SP:Iteration 45Q (1096.536566 sec): 3 clusters Score: Raw -405090.357934 + Penalty 1615.124872 = -403475.233062 nChanged 33 SP:Iteration 46Q (1096.591216 sec): 3 clusters Score: Raw -405099.565822 + Penalty 1615.124872 = -403484.440950 nChanged 26 SP:Iteration 47Q (1096.647046 sec): 3 clusters Score: Raw -405108.311349 + Penalty 1615.124872 = -403493.186476 nChanged 31 SP:Iteration 48Q (1096.700078 sec): 3 clusters Score: Raw -405125.962235 + Penalty 1615.124872 = -403510.837363 nChanged 47 SP:Iteration 49Q (1096.752784 sec): 3 clusters Score: Raw -405143.750150 + Penalty 1615.124872 = -403528.625278 nChanged 40 SP:Iteration 50Q (1096.795526 sec): 3 clusters Score: Raw -405161.064188 + Penalty 1615.124872 = -403545.939316 nChanged 45 SP:Iteration 51Q (1096.842703 sec): 3 clusters Score: Raw -405177.351393 + Penalty 1615.124872 = -403562.226521 nChanged 43 SP:Iteration 52Q (1096.892447 sec): 3 clusters Score: Raw -405193.304598 + Penalty 1615.124872 = -403578.179725 nChanged 49 SP:Iteration 53Q (1096.951217 sec): 3 clusters Score: Raw -405206.444401 + Penalty 1615.124872 = -403591.319529 nChanged 39 SP:Iteration 54Q (1097.002705 sec): 3 clusters Score: Raw -405218.244901 + Penalty 1615.124872 = -403603.120029 nChanged 39 SP:Iteration 55Q (1097.055679 sec): 3 clusters Score: Raw -405229.252449 + Penalty 1615.124872 = -403614.127577 nChanged 34 SP:Iteration 56Q (1097.099237 sec): 3 clusters Score: Raw -405240.126596 + Penalty 1615.124872 = -403625.001724 nChanged 32 SP:Iteration 57Q (1097.153524 sec): 3 clusters Score: Raw -405248.706861 + Penalty 1615.124872 = -403633.581989 nChanged 32 SP:Iteration 58Q (1097.206215 sec): 3 clusters Score: Raw -405255.769911 + Penalty 1615.124872 = -403640.645039 nChanged 29 SP:Iteration 59Q (1097.257478 sec): 3 clusters Score: Raw -405261.983069 + Penalty 1615.124872 = -403646.858197 nChanged 17 SP:Iteration 60F (1097.296974 sec): 3 clusters Score: Raw -405264.890341 + Penalty 1615.124872 = -403649.765469 nChanged 14 SP:Iteration 61Q (1097.360233 sec): 3 clusters Score: Raw -405267.420695 + Penalty 1615.124872 = -403652.295822 nChanged 13 SP:Iteration 62Q (1097.411610 sec): 3 clusters Score: Raw -405269.441353 + Penalty 1615.124872 = -403654.316480 nChanged 8 SP:Iteration 63Q (1097.465795 sec): 3 clusters Score: Raw -405270.835350 + Penalty 1615.124872 = -403655.710478 nChanged 9 SP:Iteration 64Q (1097.510177 sec): 3 clusters Score: Raw -405272.344407 + Penalty 1615.124872 = -403657.219535 nChanged 6 SP:Iteration 65Q (1097.562835 sec): 3 clusters Score: Raw -405273.203970 + Penalty 1615.124872 = -403658.079098 nChanged 5 SP:Iteration 66Q (1097.608517 sec): 3 clusters Score: Raw -405274.279428 + Penalty 1615.124872 = -403659.154556 nChanged 5 SP:Iteration 67Q (1097.659576 sec): 3 clusters Score: Raw -405274.941806 + Penalty 1615.124872 = -403659.816934 nChanged 6 SP:Iteration 68Q (1097.717497 sec): 3 clusters Score: Raw -405275.583263 + Penalty 1615.124872 = -403660.458390 nChanged 4 SP:Iteration 69Q (1097.766324 sec): 3 clusters Score: Raw -405276.015537 + Penalty 1615.124872 = -403660.890664 nChanged 6 SP:Iteration 70Q (1097.816724 sec): 3 clusters Score: Raw -405276.656126 + Penalty 1615.124872 = -403661.531254 nChanged 3 SP:Iteration 71Q (1097.870505 sec): 3 clusters Score: Raw -405276.986289 + Penalty 1615.124872 = -403661.861416 nChanged 3 SP:Iteration 72Q (1097.925338 sec): 3 clusters Score: Raw -405277.168881 + Penalty 1615.124872 = -403662.044008 nChanged 2 SP:Iteration 73Q (1097.977494 sec): 3 clusters Score: Raw -405277.356971 + Penalty 1615.124872 = -403662.232098 nChanged 1 SP:Iteration 74Q (1098.032666 sec): 3 clusters Score: Raw -405277.530063 + Penalty 1615.124872 = -403662.405190 nChanged 3 SP:Iteration 75Q (1098.083612 sec): 3 clusters Score: Raw -405277.796126 + Penalty 1615.124872 = -403662.671254 nChanged 0 SP:Iteration 76F (1098.122950 sec): 3 clusters Score: Raw -405277.796126 + Penalty 1615.124872 = -403662.671254 nChanged 0 Trying to split cluster 17 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.153885 sec): 2 clusters Score: Raw -48875.177710 + Penalty 612.494057 = -48262.683653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.196818 sec): 3 clusters Score: Raw -48708.266838 + Penalty 1224.988114 = -47483.278724 nChanged 217 SP:Iteration 1F (1098.242457 sec): 3 clusters Score: Raw -48918.238183 + Penalty 1224.988114 = -47693.250069 nChanged 64 SP:Iteration 2F (1098.292739 sec): 3 clusters Score: Raw -49024.437180 + Penalty 1224.988114 = -47799.449066 nChanged 35 SP:Iteration 3F (1098.338239 sec): 3 clusters Score: Raw -49094.161460 + Penalty 1224.988114 = -47869.173346 nChanged 23 SP:Iteration 4Q (1098.393086 sec): 3 clusters Score: Raw -49128.230879 + Penalty 1224.988114 = -47903.242765 nChanged 22 SP:Iteration 5Q (1098.439425 sec): 3 clusters Score: Raw -49162.463431 + Penalty 1224.988114 = -47937.475317 nChanged 19 SP:Iteration 6Q (1098.486716 sec): 3 clusters Score: Raw -49185.013583 + Penalty 1224.988114 = -47960.025469 nChanged 14 SP:Iteration 7Q (1098.522838 sec): 3 clusters Score: Raw -49195.404455 + Penalty 1224.988114 = -47970.416341 nChanged 6 SP:Iteration 8Q (1098.568093 sec): 3 clusters Score: Raw -49211.872244 + Penalty 1224.988114 = -47986.884130 nChanged 10 SP:Iteration 9Q (1098.621335 sec): 3 clusters Score: Raw -49232.899598 + Penalty 1224.988114 = -48007.911484 nChanged 7 SP:Iteration 10Q (1098.664501 sec): 3 clusters Score: Raw -49243.981136 + Penalty 1224.988114 = -48018.993022 nChanged 6 SP:Iteration 11Q (1098.717839 sec): 3 clusters Score: Raw -49249.374919 + Penalty 1224.988114 = -48024.386805 nChanged 8 SP:Iteration 12Q (1098.766778 sec): 3 clusters Score: Raw -49259.201440 + Penalty 1224.988114 = -48034.213326 nChanged 6 SP:Iteration 13Q (1098.800544 sec): 3 clusters Score: Raw -49293.931028 + Penalty 1224.988114 = -48068.942914 nChanged 9 SP:Iteration 14Q (1098.848340 sec): 3 clusters Score: Raw -49336.129276 + Penalty 1224.988114 = -48111.141162 nChanged 11 SP:Iteration 15Q (1098.898634 sec): 3 clusters Score: Raw -49372.132776 + Penalty 1224.988114 = -48147.144662 nChanged 10 SP:Iteration 16Q (1098.943655 sec): 3 clusters Score: Raw -49424.733255 + Penalty 1224.988114 = -48199.745141 nChanged 7 SP:Iteration 17Q (1098.984134 sec): 3 clusters Score: Raw -49437.067310 + Penalty 1224.988114 = -48212.079196 nChanged 6 SP:Iteration 18Q (1099.041781 sec): 3 clusters Score: Raw -49449.778020 + Penalty 1224.988114 = -48224.789906 nChanged 4 SP:Iteration 19Q (1099.087211 sec): 3 clusters Score: Raw -49462.362247 + Penalty 1224.988114 = -48237.374133 nChanged 6 SP:Iteration 20F (1099.135310 sec): 3 clusters Score: Raw -49475.902078 + Penalty 1224.988114 = -48250.913964 nChanged 3 SP:Iteration 21Q (1099.168392 sec): 3 clusters Score: Raw -49478.866890 + Penalty 1224.988114 = -48253.878776 nChanged 0 SP:Iteration 22F (1099.212204 sec): 3 clusters Score: Raw -49478.866890 + Penalty 1224.988114 = -48253.878776 nChanged 0 Trying to split cluster 18 (1148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1099.235195 sec): 2 clusters Score: Raw -86183.712749 + Penalty 669.348775 = -85514.363974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1099.281511 sec): 3 clusters Score: Raw -85754.184997 + Penalty 1338.697550 = -84415.487447 nChanged 402 SP:Iteration 1F (1099.326884 sec): 3 clusters Score: Raw -86099.156749 + Penalty 1338.697550 = -84760.459199 nChanged 112 SP:Iteration 2F (1099.375274 sec): 3 clusters Score: Raw -86207.181850 + Penalty 1338.697550 = -84868.484301 nChanged 62 SP:Iteration 3F (1099.404642 sec): 3 clusters Score: Raw -86260.134516 + Penalty 1338.697550 = -84921.436966 nChanged 40 SP:Iteration 4Q (1099.462892 sec): 3 clusters Score: Raw -86294.452978 + Penalty 1338.697550 = -84955.755428 nChanged 33 SP:Iteration 5Q (1099.506836 sec): 3 clusters Score: Raw -86321.035220 + Penalty 1338.697550 = -84982.337670 nChanged 32 SP:Iteration 6Q (1099.551518 sec): 3 clusters Score: Raw -86357.033197 + Penalty 1338.697550 = -85018.335647 nChanged 30 SP:Iteration 7Q (1099.588827 sec): 3 clusters Score: Raw -86401.454376 + Penalty 1338.697550 = -85062.756826 nChanged 36 SP:Iteration 8Q (1099.647218 sec): 3 clusters Score: Raw -86436.038641 + Penalty 1338.697550 = -85097.341092 nChanged 28 SP:Iteration 9Q (1099.693698 sec): 3 clusters Score: Raw -86454.777966 + Penalty 1338.697550 = -85116.080416 nChanged 25 SP:Iteration 10Q (1099.737960 sec): 3 clusters Score: Raw -86474.788919 + Penalty 1338.697550 = -85136.091369 nChanged 17 SP:Iteration 11Q (1099.795390 sec): 3 clusters Score: Raw -86490.454463 + Penalty 1338.697550 = -85151.756913 nChanged 8 SP:Iteration 12Q (1099.841164 sec): 3 clusters Score: Raw -86495.199395 + Penalty 1338.697550 = -85156.501846 nChanged 4 SP:Iteration 13Q (1099.876410 sec): 3 clusters Score: Raw -86497.604908 + Penalty 1338.697550 = -85158.907359 nChanged 4 SP:Iteration 14Q (1099.934253 sec): 3 clusters Score: Raw -86499.541004 + Penalty 1338.697550 = -85160.843454 nChanged 4 SP:Iteration 15Q (1099.989274 sec): 3 clusters Score: Raw -86501.549981 + Penalty 1338.697550 = -85162.852432 nChanged 3 SP:Iteration 16Q (1100.037630 sec): 3 clusters Score: Raw -86504.309040 + Penalty 1338.697550 = -85165.611491 nChanged 2 SP:Iteration 17Q (1100.092682 sec): 3 clusters Score: Raw -86504.978072 + Penalty 1338.697550 = -85166.280522 nChanged 2 SP:Iteration 18Q (1100.142159 sec): 3 clusters Score: Raw -86505.728964 + Penalty 1338.697550 = -85167.031414 nChanged 1 SP:Iteration 19Q (1100.193200 sec): 3 clusters Score: Raw -86506.126541 + Penalty 1338.697550 = -85167.428991 nChanged 2 SP:Iteration 20F (1100.239509 sec): 3 clusters Score: Raw -86507.965909 + Penalty 1338.697550 = -85169.268359 nChanged 2 SP:Iteration 21Q (1100.287193 sec): 3 clusters Score: Raw -86508.760609 + Penalty 1338.697550 = -85170.063059 nChanged 1 SP:Iteration 22Q (1100.324420 sec): 3 clusters Score: Raw -86508.986864 + Penalty 1338.697550 = -85170.289315 nChanged 0 SP:Iteration 23F (1100.378077 sec): 3 clusters Score: Raw -86508.986864 + Penalty 1338.697550 = -85170.289315 nChanged 0 Trying to split cluster 19 (2232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1100.396768 sec): 2 clusters Score: Raw -193526.982517 + Penalty 732.512066 = -192794.470451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1100.460716 sec): 3 clusters Score: Raw -192430.434226 + Penalty 1465.024131 = -190965.410094 nChanged 890 SP:Iteration 1F (1100.505834 sec): 3 clusters Score: Raw -193116.044307 + Penalty 1465.024131 = -191651.020176 nChanged 216 SP:Iteration 2F (1100.558002 sec): 3 clusters Score: Raw -193340.204248 + Penalty 1465.024131 = -191875.180116 nChanged 156 SP:Iteration 3F (1100.603036 sec): 3 clusters Score: Raw -193510.669505 + Penalty 1465.024131 = -192045.645374 nChanged 128 SP:Iteration 4F (1100.644177 sec): 3 clusters Score: Raw -193626.845092 + Penalty 1465.024131 = -192161.820961 nChanged 100 SP:Iteration 5Q (1100.692844 sec): 3 clusters Score: Raw -193718.984925 + Penalty 1465.024131 = -192253.960794 nChanged 70 SP:Iteration 6Q (1100.755463 sec): 3 clusters Score: Raw -193775.753447 + Penalty 1465.024131 = -192310.729315 nChanged 65 SP:Iteration 7Q (1100.801995 sec): 3 clusters Score: Raw -193827.069648 + Penalty 1465.024131 = -192362.045517 nChanged 54 SP:Iteration 8Q (1100.845794 sec): 3 clusters Score: Raw -193873.762376 + Penalty 1465.024131 = -192408.738245 nChanged 47 SP:Iteration 9Q (1100.902653 sec): 3 clusters Score: Raw -193908.265619 + Penalty 1465.024131 = -192443.241488 nChanged 36 SP:Iteration 10Q (1100.940603 sec): 3 clusters Score: Raw -193955.056223 + Penalty 1465.024131 = -192490.032092 nChanged 51 SP:Iteration 11Q (1100.989243 sec): 3 clusters Score: Raw -194014.066746 + Penalty 1465.024131 = -192549.042615 nChanged 43 SP:Iteration 12Q (1101.032708 sec): 3 clusters Score: Raw -194043.371243 + Penalty 1465.024131 = -192578.347112 nChanged 34 SP:Iteration 13Q (1101.084684 sec): 3 clusters Score: Raw -194066.836605 + Penalty 1465.024131 = -192601.812474 nChanged 22 SP:Iteration 14Q (1101.129493 sec): 3 clusters Score: Raw -194081.718893 + Penalty 1465.024131 = -192616.694762 nChanged 18 SP:Iteration 15Q (1101.184400 sec): 3 clusters Score: Raw -194091.581068 + Penalty 1465.024131 = -192626.556936 nChanged 12 SP:Iteration 16Q (1101.236153 sec): 3 clusters Score: Raw -194095.282103 + Penalty 1465.024131 = -192630.257972 nChanged 4 SP:Iteration 17Q (1101.285362 sec): 3 clusters Score: Raw -194095.865772 + Penalty 1465.024131 = -192630.841640 nChanged 1 SP:Iteration 18Q (1101.335574 sec): 3 clusters Score: Raw -194096.055644 + Penalty 1465.024131 = -192631.031512 nChanged 1 SP:Iteration 19Q (1101.375917 sec): 3 clusters Score: Raw -194096.146052 + Penalty 1465.024131 = -192631.121920 nChanged 0 SP:Iteration 20F (1101.437253 sec): 3 clusters Score: Raw -194096.146052 + Penalty 1465.024131 = -192631.121920 nChanged 0 Trying to split cluster 20 (18194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1101.480057 sec): 2 clusters Score: Raw -1661259.905281 + Penalty 931.840479 = -1660328.064802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1101.550645 sec): 3 clusters Score: Raw -1650000.258473 + Penalty 1863.680958 = -1648136.577515 nChanged 8403 SP:Iteration 1F (1101.619345 sec): 3 clusters Score: Raw -1655215.624739 + Penalty 1863.680958 = -1653351.943781 nChanged 1035 SP:Iteration 2F (1101.687413 sec): 3 clusters Score: Raw -1655769.055310 + Penalty 1863.680958 = -1653905.374352 nChanged 1037 SP:Iteration 3F (1101.759552 sec): 3 clusters Score: Raw -1656410.521779 + Penalty 1863.680958 = -1654546.840821 nChanged 1101 SP:Iteration 4F (1101.829619 sec): 3 clusters Score: Raw -1657149.115977 + Penalty 1863.680958 = -1655285.435018 nChanged 1093 SP:Iteration 5F (1101.898285 sec): 3 clusters Score: Raw -1657904.557899 + Penalty 1863.680958 = -1656040.876941 nChanged 1047 SP:Iteration 6F (1101.962903 sec): 3 clusters Score: Raw -1658588.842317 + Penalty 1863.680958 = -1656725.161359 nChanged 911 SP:Iteration 7F (1102.042308 sec): 3 clusters Score: Raw -1659096.793912 + Penalty 1863.680958 = -1657233.112954 nChanged 697 SP:Iteration 8Q (1102.115644 sec): 3 clusters Score: Raw -1659414.660874 + Penalty 1863.680958 = -1657550.979916 nChanged 556 SP:Iteration 9Q (1102.178849 sec): 3 clusters Score: Raw -1659645.417293 + Penalty 1863.680958 = -1657781.736335 nChanged 417 SP:Iteration 10Q (1102.259787 sec): 3 clusters Score: Raw -1659803.706547 + Penalty 1863.680958 = -1657940.025589 nChanged 352 SP:Iteration 11Q (1102.330074 sec): 3 clusters Score: Raw -1659936.641159 + Penalty 1863.680958 = -1658072.960201 nChanged 330 SP:Iteration 12Q (1102.389343 sec): 3 clusters Score: Raw -1660060.592806 + Penalty 1863.680958 = -1658196.911848 nChanged 336 SP:Iteration 13Q (1102.470462 sec): 3 clusters Score: Raw -1660186.773530 + Penalty 1863.680958 = -1658323.092572 nChanged 313 SP:Iteration 14Q (1102.536970 sec): 3 clusters Score: Raw -1660290.728448 + Penalty 1863.680958 = -1658427.047489 nChanged 247 SP:Iteration 15Q (1102.603656 sec): 3 clusters Score: Raw -1660362.902367 + Penalty 1863.680958 = -1658499.221409 nChanged 245 SP:Iteration 16Q (1102.671199 sec): 3 clusters Score: Raw -1660433.858349 + Penalty 1863.680958 = -1658570.177391 nChanged 225 SP:Iteration 17Q (1102.753721 sec): 3 clusters Score: Raw -1660494.978573 + Penalty 1863.680958 = -1658631.297614 nChanged 230 SP:Iteration 18Q (1102.817054 sec): 3 clusters Score: Raw -1660554.358788 + Penalty 1863.680958 = -1658690.677830 nChanged 214 SP:Iteration 19Q (1102.895352 sec): 3 clusters Score: Raw -1660617.020954 + Penalty 1863.680958 = -1658753.339995 nChanged 216 SP:Iteration 20F (1102.963947 sec): 3 clusters Score: Raw -1660682.288278 + Penalty 1863.680958 = -1658818.607320 nChanged 216 SP:Iteration 21Q (1103.042402 sec): 3 clusters Score: Raw -1660740.987010 + Penalty 1863.680958 = -1658877.306052 nChanged 173 SP:Iteration 22Q (1103.116601 sec): 3 clusters Score: Raw -1660780.185281 + Penalty 1863.680958 = -1658916.504323 nChanged 149 SP:Iteration 23Q (1103.187844 sec): 3 clusters Score: Raw -1660811.059219 + Penalty 1863.680958 = -1658947.378261 nChanged 137 SP:Iteration 24Q (1103.256135 sec): 3 clusters Score: Raw -1660838.734173 + Penalty 1863.680958 = -1658975.053215 nChanged 131 SP:Iteration 25Q (1103.330280 sec): 3 clusters Score: Raw -1660863.040923 + Penalty 1863.680958 = -1658999.359965 nChanged 123 SP:Iteration 26Q (1103.397415 sec): 3 clusters Score: Raw -1660884.914043 + Penalty 1863.680958 = -1659021.233085 nChanged 119 SP:Iteration 27Q (1103.471215 sec): 3 clusters Score: Raw -1660908.460205 + Penalty 1863.680958 = -1659044.779246 nChanged 117 SP:Iteration 28Q (1103.532035 sec): 3 clusters Score: Raw -1660929.610629 + Penalty 1863.680958 = -1659065.929671 nChanged 108 SP:Iteration 29Q (1103.601967 sec): 3 clusters Score: Raw -1660946.975178 + Penalty 1863.680958 = -1659083.294220 nChanged 116 SP:Iteration 30Q (1103.679028 sec): 3 clusters Score: Raw -1660968.794580 + Penalty 1863.680958 = -1659105.113622 nChanged 119 SP:Iteration 31Q (1103.740275 sec): 3 clusters Score: Raw -1660991.080506 + Penalty 1863.680958 = -1659127.399548 nChanged 113 SP:Iteration 32Q (1103.804742 sec): 3 clusters Score: Raw -1661012.491702 + Penalty 1863.680958 = -1659148.810744 nChanged 101 SP:Iteration 33Q (1103.884187 sec): 3 clusters Score: Raw -1661032.502252 + Penalty 1863.680958 = -1659168.821294 nChanged 114 SP:Iteration 34Q (1103.953304 sec): 3 clusters Score: Raw -1661053.520897 + Penalty 1863.680958 = -1659189.839939 nChanged 110 SP:Iteration 35Q (1104.023615 sec): 3 clusters Score: Raw -1661072.949732 + Penalty 1863.680958 = -1659209.268774 nChanged 113 SP:Iteration 36Q (1104.091448 sec): 3 clusters Score: Raw -1661093.979035 + Penalty 1863.680958 = -1659230.298076 nChanged 104 SP:Iteration 37Q (1104.159233 sec): 3 clusters Score: Raw -1661113.202825 + Penalty 1863.680958 = -1659249.521866 nChanged 108 SP:Iteration 38Q (1104.222122 sec): 3 clusters Score: Raw -1661131.706539 + Penalty 1863.680958 = -1659268.025581 nChanged 103 SP:Iteration 39Q (1104.300935 sec): 3 clusters Score: Raw -1661151.277164 + Penalty 1863.680958 = -1659287.596205 nChanged 100 SP:Iteration 40F (1104.371033 sec): 3 clusters Score: Raw -1661170.387851 + Penalty 1863.680958 = -1659306.706892 nChanged 110 SP:Iteration 41Q (1104.436929 sec): 3 clusters Score: Raw -1661191.574020 + Penalty 1863.680958 = -1659327.893062 nChanged 116 SP:Iteration 42Q (1104.515554 sec): 3 clusters Score: Raw -1661213.560182 + Penalty 1863.680958 = -1659349.879224 nChanged 128 SP:Iteration 43Q (1104.581774 sec): 3 clusters Score: Raw -1661241.939427 + Penalty 1863.680958 = -1659378.258468 nChanged 126 SP:Iteration 44Q (1104.649281 sec): 3 clusters Score: Raw -1661267.767190 + Penalty 1863.680958 = -1659404.086232 nChanged 124 SP:Iteration 45Q (1104.730611 sec): 3 clusters Score: Raw -1661295.225169 + Penalty 1863.680958 = -1659431.544211 nChanged 133 SP:Iteration 46Q (1104.792233 sec): 3 clusters Score: Raw -1661322.996989 + Penalty 1863.680958 = -1659459.316031 nChanged 103 SP:Iteration 47Q (1104.872977 sec): 3 clusters Score: Raw -1661342.905349 + Penalty 1863.680958 = -1659479.224391 nChanged 90 SP:Iteration 48Q (1104.939324 sec): 3 clusters Score: Raw -1661359.683472 + Penalty 1863.680958 = -1659496.002514 nChanged 82 SP:Iteration 49Q (1104.999691 sec): 3 clusters Score: Raw -1661375.700610 + Penalty 1863.680958 = -1659512.019652 nChanged 74 SP:Iteration 50Q (1105.071786 sec): 3 clusters Score: Raw -1661391.925414 + Penalty 1863.680958 = -1659528.244455 nChanged 78 SP:Iteration 51Q (1105.142150 sec): 3 clusters Score: Raw -1661408.351455 + Penalty 1863.680958 = -1659544.670496 nChanged 78 SP:Iteration 52Q (1105.208887 sec): 3 clusters Score: Raw -1661427.918550 + Penalty 1863.680958 = -1659564.237591 nChanged 88 SP:Iteration 53Q (1105.266597 sec): 3 clusters Score: Raw -1661451.070055 + Penalty 1863.680958 = -1659587.389097 nChanged 79 SP:Iteration 54Q (1105.345337 sec): 3 clusters Score: Raw -1661471.018753 + Penalty 1863.680958 = -1659607.337795 nChanged 76 SP:Iteration 55Q (1105.408671 sec): 3 clusters Score: Raw -1661495.227820 + Penalty 1863.680958 = -1659631.546862 nChanged 84 SP:Iteration 56Q (1105.476033 sec): 3 clusters Score: Raw -1661526.354321 + Penalty 1863.680958 = -1659662.673362 nChanged 89 SP:Iteration 57Q (1105.535015 sec): 3 clusters Score: Raw -1661554.481678 + Penalty 1863.680958 = -1659690.800720 nChanged 76 SP:Iteration 58Q (1105.601097 sec): 3 clusters Score: Raw -1661576.879852 + Penalty 1863.680958 = -1659713.198894 nChanged 67 SP:Iteration 59Q (1105.670025 sec): 3 clusters Score: Raw -1661594.085603 + Penalty 1863.680958 = -1659730.404645 nChanged 59 SP:Iteration 60F (1105.743336 sec): 3 clusters Score: Raw -1661606.791456 + Penalty 1863.680958 = -1659743.110498 nChanged 54 SP:Iteration 61Q (1105.813010 sec): 3 clusters Score: Raw -1661618.098953 + Penalty 1863.680958 = -1659754.417994 nChanged 51 SP:Iteration 62Q (1105.876671 sec): 3 clusters Score: Raw -1661629.040042 + Penalty 1863.680958 = -1659765.359084 nChanged 48 SP:Iteration 63Q (1105.945539 sec): 3 clusters Score: Raw -1661639.319685 + Penalty 1863.680958 = -1659775.638727 nChanged 44 SP:Iteration 64Q (1106.007862 sec): 3 clusters Score: Raw -1661648.919296 + Penalty 1863.680958 = -1659785.238338 nChanged 47 SP:Iteration 65Q (1106.080032 sec): 3 clusters Score: Raw -1661658.551479 + Penalty 1863.680958 = -1659794.870521 nChanged 38 SP:Iteration 66Q (1106.148933 sec): 3 clusters Score: Raw -1661665.116424 + Penalty 1863.680958 = -1659801.435466 nChanged 29 SP:Iteration 67Q (1106.217634 sec): 3 clusters Score: Raw -1661670.940972 + Penalty 1863.680958 = -1659807.260014 nChanged 33 SP:Iteration 68Q (1106.284160 sec): 3 clusters Score: Raw -1661675.855892 + Penalty 1863.680958 = -1659812.174934 nChanged 20 SP:Iteration 69Q (1106.356467 sec): 3 clusters Score: Raw -1661678.739053 + Penalty 1863.680958 = -1659815.058094 nChanged 18 SP:Iteration 70Q (1106.416324 sec): 3 clusters Score: Raw -1661681.124558 + Penalty 1863.680958 = -1659817.443600 nChanged 18 SP:Iteration 71Q (1106.478917 sec): 3 clusters Score: Raw -1661683.289664 + Penalty 1863.680958 = -1659819.608706 nChanged 15 SP:Iteration 72Q (1106.559737 sec): 3 clusters Score: Raw -1661684.871644 + Penalty 1863.680958 = -1659821.190686 nChanged 11 SP:Iteration 73Q (1106.630976 sec): 3 clusters Score: Raw -1661686.364585 + Penalty 1863.680958 = -1659822.683627 nChanged 12 SP:Iteration 74Q (1106.696524 sec): 3 clusters Score: Raw -1661688.379841 + Penalty 1863.680958 = -1659824.698882 nChanged 14 SP:Iteration 75Q (1106.758835 sec): 3 clusters Score: Raw -1661690.367973 + Penalty 1863.680958 = -1659826.687015 nChanged 11 SP:Iteration 76Q (1106.835029 sec): 3 clusters Score: Raw -1661692.615711 + Penalty 1863.680958 = -1659828.934753 nChanged 19 SP:Iteration 77Q (1106.895959 sec): 3 clusters Score: Raw -1661696.524778 + Penalty 1863.680958 = -1659832.843819 nChanged 17 SP:Iteration 78Q (1106.961875 sec): 3 clusters Score: Raw -1661699.570939 + Penalty 1863.680958 = -1659835.889981 nChanged 16 SP:Iteration 79Q (1107.024204 sec): 3 clusters Score: Raw -1661702.490595 + Penalty 1863.680958 = -1659838.809637 nChanged 21 SP:Iteration 80F (1107.092783 sec): 3 clusters Score: Raw -1661705.666488 + Penalty 1863.680958 = -1659841.985530 nChanged 14 SP:Iteration 81Q (1107.162559 sec): 3 clusters Score: Raw -1661706.901754 + Penalty 1863.680958 = -1659843.220795 nChanged 11 SP:Iteration 82Q (1107.216306 sec): 3 clusters Score: Raw -1661708.346227 + Penalty 1863.680958 = -1659844.665269 nChanged 10 SP:Iteration 83Q (1107.292745 sec): 3 clusters Score: Raw -1661709.891909 + Penalty 1863.680958 = -1659846.210951 nChanged 12 SP:Iteration 84Q (1107.361496 sec): 3 clusters Score: Raw -1661711.387775 + Penalty 1863.680958 = -1659847.706817 nChanged 12 SP:Iteration 85Q (1107.426803 sec): 3 clusters Score: Raw -1661712.543319 + Penalty 1863.680958 = -1659848.862361 nChanged 10 SP:Iteration 86Q (1107.495906 sec): 3 clusters Score: Raw -1661713.339745 + Penalty 1863.680958 = -1659849.658786 nChanged 7 SP:Iteration 87Q (1107.561892 sec): 3 clusters Score: Raw -1661713.842058 + Penalty 1863.680958 = -1659850.161100 nChanged 4 SP:Iteration 88Q (1107.628876 sec): 3 clusters Score: Raw -1661714.250187 + Penalty 1863.680958 = -1659850.569228 nChanged 2 SP:Iteration 89Q (1107.690784 sec): 3 clusters Score: Raw -1661714.416914 + Penalty 1863.680958 = -1659850.735955 nChanged 2 SP:Iteration 90Q (1107.770073 sec): 3 clusters Score: Raw -1661714.748179 + Penalty 1863.680958 = -1659851.067221 nChanged 2 SP:Iteration 91Q (1107.836851 sec): 3 clusters Score: Raw -1661714.921406 + Penalty 1863.680958 = -1659851.240447 nChanged 2 SP:Iteration 92Q (1107.902457 sec): 3 clusters Score: Raw -1661715.109208 + Penalty 1863.680958 = -1659851.428250 nChanged 3 SP:Iteration 93Q (1107.967002 sec): 3 clusters Score: Raw -1661715.464181 + Penalty 1863.680958 = -1659851.783223 nChanged 2 SP:Iteration 94Q (1108.032712 sec): 3 clusters Score: Raw -1661715.887836 + Penalty 1863.680958 = -1659852.206878 nChanged 5 SP:Iteration 95Q (1108.096815 sec): 3 clusters Score: Raw -1661716.326348 + Penalty 1863.680958 = -1659852.645390 nChanged 5 SP:Iteration 96Q (1108.165480 sec): 3 clusters Score: Raw -1661716.824421 + Penalty 1863.680958 = -1659853.143463 nChanged 5 SP:Iteration 97Q (1108.235362 sec): 3 clusters Score: Raw -1661717.144588 + Penalty 1863.680958 = -1659853.463630 nChanged 4 SP:Iteration 98Q (1108.300788 sec): 3 clusters Score: Raw -1661717.415992 + Penalty 1863.680958 = -1659853.735034 nChanged 3 SP:Iteration 99Q (1108.366406 sec): 3 clusters Score: Raw -1661717.934291 + Penalty 1863.680958 = -1659854.253333 nChanged 3 SP:Iteration 100F (1108.439151 sec): 3 clusters Score: Raw -1661718.241289 + Penalty 1863.680958 = -1659854.560331 nChanged 3 SP:Iteration 101Q (1108.508384 sec): 3 clusters Score: Raw -1661718.652006 + Penalty 1863.680958 = -1659854.971047 nChanged 5 SP:Iteration 102Q (1108.573394 sec): 3 clusters Score: Raw -1661719.294125 + Penalty 1863.680958 = -1659855.613167 nChanged 7 SP:Iteration 103Q (1108.631681 sec): 3 clusters Score: Raw -1661720.589749 + Penalty 1863.680958 = -1659856.908791 nChanged 5 SP:Iteration 104Q (1108.697096 sec): 3 clusters Score: Raw -1661721.165573 + Penalty 1863.680958 = -1659857.484615 nChanged 6 SP:Iteration 105Q (1108.767560 sec): 3 clusters Score: Raw -1661721.983701 + Penalty 1863.680958 = -1659858.302743 nChanged 8 SP:Iteration 106Q (1108.828786 sec): 3 clusters Score: Raw -1661723.521367 + Penalty 1863.680958 = -1659859.840409 nChanged 4 SP:Iteration 107Q (1108.892208 sec): 3 clusters Score: Raw -1661724.319599 + Penalty 1863.680958 = -1659860.638641 nChanged 4 SP:Iteration 108Q (1108.960297 sec): 3 clusters Score: Raw -1661724.615141 + Penalty 1863.680958 = -1659860.934183 nChanged 4 SP:Iteration 109Q (1109.026781 sec): 3 clusters Score: Raw -1661724.937902 + Penalty 1863.680958 = -1659861.256944 nChanged 3 SP:Iteration 110Q (1109.091545 sec): 3 clusters Score: Raw -1661725.325316 + Penalty 1863.680958 = -1659861.644358 nChanged 3 SP:Iteration 111Q (1109.159072 sec): 3 clusters Score: Raw -1661725.581639 + Penalty 1863.680958 = -1659861.900681 nChanged 6 SP:Iteration 112Q (1109.220481 sec): 3 clusters Score: Raw -1661726.232683 + Penalty 1863.680958 = -1659862.551725 nChanged 4 SP:Iteration 113Q (1109.290382 sec): 3 clusters Score: Raw -1661726.590060 + Penalty 1863.680958 = -1659862.909102 nChanged 2 SP:Iteration 114Q (1109.353500 sec): 3 clusters Score: Raw -1661726.928275 + Penalty 1863.680958 = -1659863.247317 nChanged 1 SP:Iteration 115Q (1109.420528 sec): 3 clusters Score: Raw -1661726.953137 + Penalty 1863.680958 = -1659863.272178 nChanged 1 SP:Iteration 116Q (1109.490066 sec): 3 clusters Score: Raw -1661726.977771 + Penalty 1863.680958 = -1659863.296813 nChanged 1 SP:Iteration 117Q (1109.556946 sec): 3 clusters Score: Raw -1661727.027466 + Penalty 1863.680958 = -1659863.346508 nChanged 1 SP:Iteration 118Q (1109.618755 sec): 3 clusters Score: Raw -1661727.150146 + Penalty 1863.680958 = -1659863.469188 nChanged 2 SP:Iteration 119Q (1109.694595 sec): 3 clusters Score: Raw -1661727.447954 + Penalty 1863.680958 = -1659863.766996 nChanged 4 SP:Iteration 120F (1109.759884 sec): 3 clusters Score: Raw -1661728.156500 + Penalty 1863.680958 = -1659864.475541 nChanged 4 SP:Iteration 121Q (1109.828656 sec): 3 clusters Score: Raw -1661728.487375 + Penalty 1863.680958 = -1659864.806416 nChanged 3 SP:Iteration 122Q (1109.903979 sec): 3 clusters Score: Raw -1661728.856378 + Penalty 1863.680958 = -1659865.175419 nChanged 0 SP:Iteration 123F (1109.974069 sec): 3 clusters Score: Raw -1661728.856378 + Penalty 1863.680958 = -1659865.175419 nChanged 0 Trying to split cluster 21 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.993005 sec): 2 clusters Score: Raw -5501.776252 + Penalty 472.789706 = -5028.986546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1110.046870 sec): 3 clusters Score: Raw -5736.528540 + Penalty 945.579411 = -4790.949129 nChanged 40 SP:Iteration 1F (1110.081478 sec): 3 clusters Score: Raw -5915.928646 + Penalty 945.579411 = -4970.349235 nChanged 9 SP:Iteration 2F (1110.124920 sec): 3 clusters Score: Raw -5978.159096 + Penalty 945.579411 = -5032.579685 nChanged 5 SP:Iteration 3Q (1110.164161 sec): 3 clusters Score: Raw -5993.315560 + Penalty 945.579411 = -5047.736149 nChanged 2 SP:Iteration 4Q (1110.205837 sec): 3 clusters Score: Raw -5996.212694 + Penalty 945.579411 = -5050.633283 nChanged 0 SP:Iteration 5F (1110.243642 sec): 3 clusters Score: Raw -5996.212694 + Penalty 945.579411 = -5050.633283 nChanged 0 Score: Raw -45228302.831426 + Penalty 45091.929260 = -45183210.902166 Splitting cluster 21 changes total score from -45183954.784349 to -45183210.902166 So it's not getting split. Trying to split cluster 22 (11452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1119.435905 sec): 2 clusters Score: Raw -842036.579936 + Penalty 887.862368 = -841148.717567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1119.502883 sec): 3 clusters Score: Raw -835212.137734 + Penalty 1775.724737 = -833436.412998 nChanged 5187 SP:Iteration 1F (1119.554258 sec): 3 clusters Score: Raw -838339.000032 + Penalty 1775.724737 = -836563.275296 nChanged 838 SP:Iteration 2F (1119.622583 sec): 3 clusters Score: Raw -838854.685025 + Penalty 1775.724737 = -837078.960289 nChanged 842 SP:Iteration 3F (1119.683426 sec): 3 clusters Score: Raw -839427.829037 + Penalty 1775.724737 = -837652.104300 nChanged 877 SP:Iteration 4F (1119.734270 sec): 3 clusters Score: Raw -840103.411555 + Penalty 1775.724737 = -838327.686819 nChanged 825 SP:Iteration 5F (1119.795398 sec): 3 clusters Score: Raw -840727.166129 + Penalty 1775.724737 = -838951.441393 nChanged 650 SP:Iteration 6F (1119.863838 sec): 3 clusters Score: Raw -841174.035239 + Penalty 1775.724737 = -839398.310502 nChanged 520 SP:Iteration 7Q (1119.917787 sec): 3 clusters Score: Raw -841503.955273 + Penalty 1775.724737 = -839728.230536 nChanged 394 SP:Iteration 8Q (1119.986656 sec): 3 clusters Score: Raw -841733.162840 + Penalty 1775.724737 = -839957.438103 nChanged 296 SP:Iteration 9Q (1120.053604 sec): 3 clusters Score: Raw -841900.175607 + Penalty 1775.724737 = -840124.450870 nChanged 252 SP:Iteration 10Q (1120.108868 sec): 3 clusters Score: Raw -842058.187850 + Penalty 1775.724737 = -840282.463114 nChanged 250 SP:Iteration 11Q (1120.168846 sec): 3 clusters Score: Raw -842243.462797 + Penalty 1775.724737 = -840467.738061 nChanged 220 SP:Iteration 12Q (1120.221297 sec): 3 clusters Score: Raw -842378.217301 + Penalty 1775.724737 = -840602.492564 nChanged 157 SP:Iteration 13Q (1120.288681 sec): 3 clusters Score: Raw -842472.252168 + Penalty 1775.724737 = -840696.527431 nChanged 116 SP:Iteration 14Q (1120.350825 sec): 3 clusters Score: Raw -842547.899518 + Penalty 1775.724737 = -840772.174782 nChanged 81 SP:Iteration 15Q (1120.410880 sec): 3 clusters Score: Raw -842598.016965 + Penalty 1775.724737 = -840822.292228 nChanged 64 SP:Iteration 16Q (1120.458266 sec): 3 clusters Score: Raw -842630.051249 + Penalty 1775.724737 = -840854.326512 nChanged 44 SP:Iteration 17Q (1120.521550 sec): 3 clusters Score: Raw -842645.206163 + Penalty 1775.724737 = -840869.481426 nChanged 32 SP:Iteration 18Q (1120.583676 sec): 3 clusters Score: Raw -842654.609694 + Penalty 1775.724737 = -840878.884957 nChanged 23 SP:Iteration 19Q (1120.635325 sec): 3 clusters Score: Raw -842662.077641 + Penalty 1775.724737 = -840886.352905 nChanged 16 SP:Iteration 20F (1120.704836 sec): 3 clusters Score: Raw -842667.865138 + Penalty 1775.724737 = -840892.140401 nChanged 10 SP:Iteration 21Q (1120.761098 sec): 3 clusters Score: Raw -842670.343870 + Penalty 1775.724737 = -840894.619134 nChanged 9 SP:Iteration 22Q (1120.818455 sec): 3 clusters Score: Raw -842672.069854 + Penalty 1775.724737 = -840896.345117 nChanged 4 SP:Iteration 23Q (1120.869680 sec): 3 clusters Score: Raw -842673.090295 + Penalty 1775.724737 = -840897.365559 nChanged 5 SP:Iteration 24Q (1120.942143 sec): 3 clusters Score: Raw -842674.097897 + Penalty 1775.724737 = -840898.373160 nChanged 1 SP:Iteration 25Q (1121.000794 sec): 3 clusters Score: Raw -842674.405317 + Penalty 1775.724737 = -840898.680581 nChanged 1 SP:Iteration 26Q (1121.061821 sec): 3 clusters Score: Raw -842674.855894 + Penalty 1775.724737 = -840899.131157 nChanged 1 SP:Iteration 27Q (1121.110920 sec): 3 clusters Score: Raw -842675.140395 + Penalty 1775.724737 = -840899.415658 nChanged 0 SP:Iteration 28F (1121.174630 sec): 3 clusters Score: Raw -842675.140395 + Penalty 1775.724737 = -840899.415658 nChanged 0 Trying to split cluster 23 (1190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1121.197367 sec): 2 clusters Score: Raw -97708.180750 + Penalty 672.762316 = -97035.418434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1121.256746 sec): 3 clusters Score: Raw -97211.512845 + Penalty 1345.524631 = -95865.988214 nChanged 425 SP:Iteration 1F (1121.305371 sec): 3 clusters Score: Raw -97516.085297 + Penalty 1345.524631 = -96170.560666 nChanged 107 SP:Iteration 2F (1121.354257 sec): 3 clusters Score: Raw -97631.676743 + Penalty 1345.524631 = -96286.152112 nChanged 70 SP:Iteration 3F (1121.399970 sec): 3 clusters Score: Raw -97693.023240 + Penalty 1345.524631 = -96347.498609 nChanged 56 SP:Iteration 4Q (1121.457101 sec): 3 clusters Score: Raw -97739.802184 + Penalty 1345.524631 = -96394.277552 nChanged 35 SP:Iteration 5Q (1121.495523 sec): 3 clusters Score: Raw -97775.236967 + Penalty 1345.524631 = -96429.712335 nChanged 26 SP:Iteration 6Q (1121.561085 sec): 3 clusters Score: Raw -97799.759924 + Penalty 1345.524631 = -96454.235293 nChanged 22 SP:Iteration 7Q (1121.609656 sec): 3 clusters Score: Raw -97815.786682 + Penalty 1345.524631 = -96470.262051 nChanged 20 SP:Iteration 8Q (1121.650637 sec): 3 clusters Score: Raw -97830.423671 + Penalty 1345.524631 = -96484.899040 nChanged 15 SP:Iteration 9Q (1121.703444 sec): 3 clusters Score: Raw -97845.807339 + Penalty 1345.524631 = -96500.282708 nChanged 14 SP:Iteration 10Q (1121.748822 sec): 3 clusters Score: Raw -97854.022477 + Penalty 1345.524631 = -96508.497846 nChanged 8 SP:Iteration 11Q (1121.790046 sec): 3 clusters Score: Raw -97862.605318 + Penalty 1345.524631 = -96517.080687 nChanged 8 SP:Iteration 12Q (1121.848548 sec): 3 clusters Score: Raw -97865.448899 + Penalty 1345.524631 = -96519.924268 nChanged 3 SP:Iteration 13Q (1121.891362 sec): 3 clusters Score: Raw -97866.485684 + Penalty 1345.524631 = -96520.961052 nChanged 0 SP:Iteration 14F (1121.943480 sec): 3 clusters Score: Raw -97866.485684 + Penalty 1345.524631 = -96520.961052 nChanged 0 Trying to split cluster 24 (4995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1121.975175 sec): 2 clusters Score: Raw -426796.146808 + Penalty 809.038306 = -425987.108503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1122.042266 sec): 3 clusters Score: Raw -424022.143620 + Penalty 1618.076611 = -422404.067009 nChanged 2166 SP:Iteration 1F (1122.087335 sec): 3 clusters Score: Raw -425189.143361 + Penalty 1618.076611 = -423571.066750 nChanged 307 SP:Iteration 2F (1122.144609 sec): 3 clusters Score: Raw -425325.311221 + Penalty 1618.076611 = -423707.234610 nChanged 266 SP:Iteration 3F (1122.190455 sec): 3 clusters Score: Raw -425458.334634 + Penalty 1618.076611 = -423840.258023 nChanged 238 SP:Iteration 4Q (1122.245498 sec): 3 clusters Score: Raw -425591.923653 + Penalty 1618.076611 = -423973.847042 nChanged 252 SP:Iteration 5F (1122.299246 sec): 3 clusters Score: Raw -425748.910785 + Penalty 1618.076611 = -424130.834174 nChanged 265 SP:Iteration 6F (1122.354814 sec): 3 clusters Score: Raw -425917.790829 + Penalty 1618.076611 = -424299.714218 nChanged 273 SP:Iteration 7F (1122.411748 sec): 3 clusters Score: Raw -426099.189098 + Penalty 1618.076611 = -424481.112486 nChanged 236 SP:Iteration 8Q (1122.472366 sec): 3 clusters Score: Raw -426257.172676 + Penalty 1618.076611 = -424639.096065 nChanged 189 SP:Iteration 9Q (1122.515316 sec): 3 clusters Score: Raw -426371.970526 + Penalty 1618.076611 = -424753.893914 nChanged 148 SP:Iteration 10Q (1122.567517 sec): 3 clusters Score: Raw -426467.161638 + Penalty 1618.076611 = -424849.085027 nChanged 123 SP:Iteration 11Q (1122.616816 sec): 3 clusters Score: Raw -426549.711503 + Penalty 1618.076611 = -424931.634892 nChanged 118 SP:Iteration 12Q (1122.667740 sec): 3 clusters Score: Raw -426625.951260 + Penalty 1618.076611 = -425007.874649 nChanged 100 SP:Iteration 13Q (1122.730490 sec): 3 clusters Score: Raw -426676.517125 + Penalty 1618.076611 = -425058.440514 nChanged 68 SP:Iteration 14Q (1122.784488 sec): 3 clusters Score: Raw -426704.401173 + Penalty 1618.076611 = -425086.324561 nChanged 54 SP:Iteration 15Q (1122.832279 sec): 3 clusters Score: Raw -426735.200948 + Penalty 1618.076611 = -425117.124337 nChanged 40 SP:Iteration 16Q (1122.880601 sec): 3 clusters Score: Raw -426756.810184 + Penalty 1618.076611 = -425138.733573 nChanged 33 SP:Iteration 17Q (1122.936748 sec): 3 clusters Score: Raw -426781.721085 + Penalty 1618.076611 = -425163.644473 nChanged 32 SP:Iteration 18Q (1122.977739 sec): 3 clusters Score: Raw -426794.678053 + Penalty 1618.076611 = -425176.601442 nChanged 23 SP:Iteration 19Q (1123.041835 sec): 3 clusters Score: Raw -426803.255464 + Penalty 1618.076611 = -425185.178852 nChanged 33 SP:Iteration 20F (1123.087720 sec): 3 clusters Score: Raw -426816.377941 + Penalty 1618.076611 = -425198.301330 nChanged 31 SP:Iteration 21Q (1123.143012 sec): 3 clusters Score: Raw -426827.812607 + Penalty 1618.076611 = -425209.735995 nChanged 31 SP:Iteration 22Q (1123.193615 sec): 3 clusters Score: Raw -426844.327433 + Penalty 1618.076611 = -425226.250821 nChanged 31 SP:Iteration 23Q (1123.248662 sec): 3 clusters Score: Raw -426858.433156 + Penalty 1618.076611 = -425240.356545 nChanged 24 SP:Iteration 24Q (1123.298289 sec): 3 clusters Score: Raw -426868.343091 + Penalty 1618.076611 = -425250.266480 nChanged 24 SP:Iteration 25Q (1123.354035 sec): 3 clusters Score: Raw -426879.367198 + Penalty 1618.076611 = -425261.290587 nChanged 24 SP:Iteration 26Q (1123.407896 sec): 3 clusters Score: Raw -426888.858456 + Penalty 1618.076611 = -425270.781845 nChanged 20 SP:Iteration 27Q (1123.460000 sec): 3 clusters Score: Raw -426896.557368 + Penalty 1618.076611 = -425278.480756 nChanged 24 SP:Iteration 28Q (1123.510069 sec): 3 clusters Score: Raw -426905.489865 + Penalty 1618.076611 = -425287.413253 nChanged 21 SP:Iteration 29Q (1123.562566 sec): 3 clusters Score: Raw -426913.506969 + Penalty 1618.076611 = -425295.430358 nChanged 16 SP:Iteration 30Q (1123.616674 sec): 3 clusters Score: Raw -426920.991437 + Penalty 1618.076611 = -425302.914826 nChanged 11 SP:Iteration 31Q (1123.671715 sec): 3 clusters Score: Raw -426926.476978 + Penalty 1618.076611 = -425308.400367 nChanged 12 SP:Iteration 32Q (1123.729087 sec): 3 clusters Score: Raw -426931.944530 + Penalty 1618.076611 = -425313.867919 nChanged 11 SP:Iteration 33Q (1123.770093 sec): 3 clusters Score: Raw -426936.550267 + Penalty 1618.076611 = -425318.473655 nChanged 14 SP:Iteration 34Q (1123.830397 sec): 3 clusters Score: Raw -426940.687513 + Penalty 1618.076611 = -425322.610902 nChanged 11 SP:Iteration 35Q (1123.881544 sec): 3 clusters Score: Raw -426943.391023 + Penalty 1618.076611 = -425325.314412 nChanged 9 SP:Iteration 36Q (1123.930156 sec): 3 clusters Score: Raw -426945.588540 + Penalty 1618.076611 = -425327.511928 nChanged 3 SP:Iteration 37Q (1123.979465 sec): 3 clusters Score: Raw -426946.049497 + Penalty 1618.076611 = -425327.972886 nChanged 0 SP:Iteration 38F (1124.031796 sec): 3 clusters Score: Raw -426946.049497 + Penalty 1618.076611 = -425327.972886 nChanged 0 Trying to split cluster 25 (2071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1124.062072 sec): 2 clusters Score: Raw -182014.777953 + Penalty 725.399752 = -181289.378201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1124.107374 sec): 3 clusters Score: Raw -181023.214783 + Penalty 1450.799504 = -179572.415279 nChanged 790 SP:Iteration 1F (1124.158123 sec): 3 clusters Score: Raw -181542.776660 + Penalty 1450.799504 = -180091.977156 nChanged 152 SP:Iteration 2F (1124.209021 sec): 3 clusters Score: Raw -181632.104180 + Penalty 1450.799504 = -180181.304676 nChanged 92 SP:Iteration 3Q (1124.254969 sec): 3 clusters Score: Raw -181682.791110 + Penalty 1450.799504 = -180231.991606 nChanged 79 SP:Iteration 4Q (1124.293082 sec): 3 clusters Score: Raw -181730.090651 + Penalty 1450.799504 = -180279.291147 nChanged 66 SP:Iteration 5Q (1124.341475 sec): 3 clusters Score: Raw -181762.095593 + Penalty 1450.799504 = -180311.296089 nChanged 55 SP:Iteration 6Q (1124.386665 sec): 3 clusters Score: Raw -181796.901379 + Penalty 1450.799504 = -180346.101875 nChanged 62 SP:Iteration 7Q (1124.438262 sec): 3 clusters Score: Raw -181830.361291 + Penalty 1450.799504 = -180379.561787 nChanged 55 SP:Iteration 8Q (1124.486047 sec): 3 clusters Score: Raw -181865.991076 + Penalty 1450.799504 = -180415.191572 nChanged 62 SP:Iteration 9Q (1124.535441 sec): 3 clusters Score: Raw -181905.005605 + Penalty 1450.799504 = -180454.206101 nChanged 51 SP:Iteration 10Q (1124.580236 sec): 3 clusters Score: Raw -181946.291267 + Penalty 1450.799504 = -180495.491763 nChanged 58 SP:Iteration 11Q (1124.625619 sec): 3 clusters Score: Raw -181999.530845 + Penalty 1450.799504 = -180548.731341 nChanged 51 SP:Iteration 12Q (1124.671757 sec): 3 clusters Score: Raw -182036.720671 + Penalty 1450.799504 = -180585.921167 nChanged 45 SP:Iteration 13Q (1124.718604 sec): 3 clusters Score: Raw -182076.761356 + Penalty 1450.799504 = -180625.961852 nChanged 47 SP:Iteration 14Q (1124.766537 sec): 3 clusters Score: Raw -182110.905450 + Penalty 1450.799504 = -180660.105947 nChanged 32 SP:Iteration 15Q (1124.827372 sec): 3 clusters Score: Raw -182137.663574 + Penalty 1450.799504 = -180686.864070 nChanged 35 SP:Iteration 16Q (1124.869485 sec): 3 clusters Score: Raw -182160.092250 + Penalty 1450.799504 = -180709.292746 nChanged 18 SP:Iteration 17Q (1124.914557 sec): 3 clusters Score: Raw -182171.970560 + Penalty 1450.799504 = -180721.171056 nChanged 17 SP:Iteration 18Q (1124.973225 sec): 3 clusters Score: Raw -182183.596465 + Penalty 1450.799504 = -180732.796961 nChanged 14 SP:Iteration 19Q (1125.024086 sec): 3 clusters Score: Raw -182193.489035 + Penalty 1450.799504 = -180742.689531 nChanged 13 SP:Iteration 20F (1125.073532 sec): 3 clusters Score: Raw -182206.386050 + Penalty 1450.799504 = -180755.586546 nChanged 12 SP:Iteration 21Q (1125.120959 sec): 3 clusters Score: Raw -182214.598184 + Penalty 1450.799504 = -180763.798681 nChanged 11 SP:Iteration 22Q (1125.175929 sec): 3 clusters Score: Raw -182220.484783 + Penalty 1450.799504 = -180769.685279 nChanged 7 SP:Iteration 23Q (1125.211855 sec): 3 clusters Score: Raw -182223.209744 + Penalty 1450.799504 = -180772.410240 nChanged 6 SP:Iteration 24Q (1125.258705 sec): 3 clusters Score: Raw -182227.283313 + Penalty 1450.799504 = -180776.483809 nChanged 6 SP:Iteration 25Q (1125.306782 sec): 3 clusters Score: Raw -182230.435312 + Penalty 1450.799504 = -180779.635809 nChanged 6 SP:Iteration 26Q (1125.357742 sec): 3 clusters Score: Raw -182235.352894 + Penalty 1450.799504 = -180784.553390 nChanged 5 SP:Iteration 27Q (1125.402826 sec): 3 clusters Score: Raw -182238.199186 + Penalty 1450.799504 = -180787.399682 nChanged 4 SP:Iteration 28Q (1125.451672 sec): 3 clusters Score: Raw -182240.481147 + Penalty 1450.799504 = -180789.681644 nChanged 3 SP:Iteration 29Q (1125.494367 sec): 3 clusters Score: Raw -182242.916724 + Penalty 1450.799504 = -180792.117220 nChanged 3 SP:Iteration 30Q (1125.553376 sec): 3 clusters Score: Raw -182245.664121 + Penalty 1450.799504 = -180794.864618 nChanged 0 SP:Iteration 31F (1125.606761 sec): 3 clusters Score: Raw -182245.664121 + Penalty 1450.799504 = -180794.864618 nChanged 0 Trying to split cluster 26 (9622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1125.642611 sec): 2 clusters Score: Raw -776933.101712 + Penalty 871.321705 = -776061.780006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.704107 sec): 3 clusters Score: Raw -771260.679254 + Penalty 1742.643410 = -769518.035843 nChanged 4256 SP:Iteration 1F (1125.758174 sec): 3 clusters Score: Raw -773485.092717 + Penalty 1742.643410 = -771742.449306 nChanged 565 SP:Iteration 2F (1125.811407 sec): 3 clusters Score: Raw -773730.410418 + Penalty 1742.643410 = -771987.767008 nChanged 535 SP:Iteration 3F (1125.862756 sec): 3 clusters Score: Raw -773995.314952 + Penalty 1742.643410 = -772252.671542 nChanged 532 SP:Iteration 4F (1125.922911 sec): 3 clusters Score: Raw -774287.031892 + Penalty 1742.643410 = -772544.388482 nChanged 517 SP:Iteration 5F (1125.971487 sec): 3 clusters Score: Raw -774585.918734 + Penalty 1742.643410 = -772843.275324 nChanged 494 SP:Iteration 6F (1126.036011 sec): 3 clusters Score: Raw -774892.520563 + Penalty 1742.643410 = -773149.877153 nChanged 487 SP:Iteration 7F (1126.099228 sec): 3 clusters Score: Raw -775192.687590 + Penalty 1742.643410 = -773450.044180 nChanged 426 SP:Iteration 8Q (1126.155786 sec): 3 clusters Score: Raw -775438.674543 + Penalty 1742.643410 = -773696.031133 nChanged 388 SP:Iteration 9Q (1126.208823 sec): 3 clusters Score: Raw -775649.908642 + Penalty 1742.643410 = -773907.265232 nChanged 327 SP:Iteration 10Q (1126.270813 sec): 3 clusters Score: Raw -775815.897509 + Penalty 1742.643410 = -774073.254099 nChanged 286 SP:Iteration 11Q (1126.330182 sec): 3 clusters Score: Raw -775948.567840 + Penalty 1742.643410 = -774205.924430 nChanged 240 SP:Iteration 12Q (1126.379648 sec): 3 clusters Score: Raw -776057.741406 + Penalty 1742.643410 = -774315.097996 nChanged 230 SP:Iteration 13Q (1126.442990 sec): 3 clusters Score: Raw -776163.808156 + Penalty 1742.643410 = -774421.164746 nChanged 213 SP:Iteration 14Q (1126.505341 sec): 3 clusters Score: Raw -776259.225966 + Penalty 1742.643410 = -774516.582556 nChanged 179 SP:Iteration 15Q (1126.564915 sec): 3 clusters Score: Raw -776335.599556 + Penalty 1742.643410 = -774592.956146 nChanged 149 SP:Iteration 16Q (1126.613673 sec): 3 clusters Score: Raw -776407.909227 + Penalty 1742.643410 = -774665.265817 nChanged 151 SP:Iteration 17Q (1126.681684 sec): 3 clusters Score: Raw -776474.762966 + Penalty 1742.643410 = -774732.119556 nChanged 141 SP:Iteration 18Q (1126.728804 sec): 3 clusters Score: Raw -776532.640774 + Penalty 1742.643410 = -774789.997364 nChanged 121 SP:Iteration 19Q (1126.787184 sec): 3 clusters Score: Raw -776592.689375 + Penalty 1742.643410 = -774850.045965 nChanged 135 SP:Iteration 20F (1126.837871 sec): 3 clusters Score: Raw -776660.435109 + Penalty 1742.643410 = -774917.791698 nChanged 134 SP:Iteration 21Q (1126.905671 sec): 3 clusters Score: Raw -776728.276766 + Penalty 1742.643410 = -774985.633356 nChanged 119 SP:Iteration 22Q (1126.953654 sec): 3 clusters Score: Raw -776790.957834 + Penalty 1742.643410 = -775048.314424 nChanged 105 SP:Iteration 23Q (1127.018032 sec): 3 clusters Score: Raw -776846.633905 + Penalty 1742.643410 = -775103.990495 nChanged 73 SP:Iteration 24Q (1127.073914 sec): 3 clusters Score: Raw -776879.838433 + Penalty 1742.643410 = -775137.195023 nChanged 50 SP:Iteration 25Q (1127.127493 sec): 3 clusters Score: Raw -776903.079424 + Penalty 1742.643410 = -775160.436014 nChanged 47 SP:Iteration 26Q (1127.183372 sec): 3 clusters Score: Raw -776927.879235 + Penalty 1742.643410 = -775185.235825 nChanged 44 SP:Iteration 27Q (1127.241867 sec): 3 clusters Score: Raw -776948.850889 + Penalty 1742.643410 = -775206.207479 nChanged 31 SP:Iteration 28Q (1127.299514 sec): 3 clusters Score: Raw -776962.969034 + Penalty 1742.643410 = -775220.325624 nChanged 26 SP:Iteration 29Q (1127.350799 sec): 3 clusters Score: Raw -776977.518771 + Penalty 1742.643410 = -775234.875360 nChanged 22 SP:Iteration 30Q (1127.416187 sec): 3 clusters Score: Raw -776987.950204 + Penalty 1742.643410 = -775245.306794 nChanged 15 SP:Iteration 31Q (1127.471794 sec): 3 clusters Score: Raw -776995.068270 + Penalty 1742.643410 = -775252.424860 nChanged 10 SP:Iteration 32Q (1127.532694 sec): 3 clusters Score: Raw -777001.403759 + Penalty 1742.643410 = -775258.760349 nChanged 11 SP:Iteration 33Q (1127.581539 sec): 3 clusters Score: Raw -777007.533261 + Penalty 1742.643410 = -775264.889851 nChanged 12 SP:Iteration 34Q (1127.637330 sec): 3 clusters Score: Raw -777013.825060 + Penalty 1742.643410 = -775271.181649 nChanged 12 SP:Iteration 35Q (1127.681932 sec): 3 clusters Score: Raw -777019.644591 + Penalty 1742.643410 = -775277.001180 nChanged 9 SP:Iteration 36Q (1127.746180 sec): 3 clusters Score: Raw -777024.712266 + Penalty 1742.643410 = -775282.068856 nChanged 11 SP:Iteration 37Q (1127.800469 sec): 3 clusters Score: Raw -777030.740253 + Penalty 1742.643410 = -775288.096843 nChanged 9 SP:Iteration 38Q (1127.861182 sec): 3 clusters Score: Raw -777036.078473 + Penalty 1742.643410 = -775293.435062 nChanged 11 SP:Iteration 39Q (1127.918364 sec): 3 clusters Score: Raw -777040.299850 + Penalty 1742.643410 = -775297.656439 nChanged 8 SP:Iteration 40F (1127.968756 sec): 3 clusters Score: Raw -777043.775815 + Penalty 1742.643410 = -775301.132404 nChanged 4 SP:Iteration 41Q (1128.027049 sec): 3 clusters Score: Raw -777045.439315 + Penalty 1742.643410 = -775302.795905 nChanged 7 SP:Iteration 42Q (1128.079126 sec): 3 clusters Score: Raw -777049.587706 + Penalty 1742.643410 = -775306.944296 nChanged 9 SP:Iteration 43Q (1128.132608 sec): 3 clusters Score: Raw -777055.247804 + Penalty 1742.643410 = -775312.604393 nChanged 8 SP:Iteration 44Q (1128.196633 sec): 3 clusters Score: Raw -777058.629747 + Penalty 1742.643410 = -775315.986337 nChanged 4 SP:Iteration 45Q (1128.246424 sec): 3 clusters Score: Raw -777060.612015 + Penalty 1742.643410 = -775317.968604 nChanged 7 SP:Iteration 46Q (1128.297498 sec): 3 clusters Score: Raw -777063.193917 + Penalty 1742.643410 = -775320.550507 nChanged 6 SP:Iteration 47Q (1128.348406 sec): 3 clusters Score: Raw -777066.898252 + Penalty 1742.643410 = -775324.254841 nChanged 7 SP:Iteration 48Q (1128.413016 sec): 3 clusters Score: Raw -777070.555842 + Penalty 1742.643410 = -775327.912432 nChanged 2 SP:Iteration 49Q (1128.462051 sec): 3 clusters Score: Raw -777071.039446 + Penalty 1742.643410 = -775328.396036 nChanged 2 SP:Iteration 50Q (1128.525678 sec): 3 clusters Score: Raw -777071.688548 + Penalty 1742.643410 = -775329.045138 nChanged 1 SP:Iteration 51Q (1128.572100 sec): 3 clusters Score: Raw -777072.110661 + Penalty 1742.643410 = -775329.467251 nChanged 4 SP:Iteration 52Q (1128.641078 sec): 3 clusters Score: Raw -777074.130676 + Penalty 1742.643410 = -775331.487266 nChanged 3 SP:Iteration 53Q (1128.687132 sec): 3 clusters Score: Raw -777075.154846 + Penalty 1742.643410 = -775332.511435 nChanged 3 SP:Iteration 54Q (1128.743448 sec): 3 clusters Score: Raw -777076.961653 + Penalty 1742.643410 = -775334.318243 nChanged 3 SP:Iteration 55Q (1128.787538 sec): 3 clusters Score: Raw -777077.932514 + Penalty 1742.643410 = -775335.289104 nChanged 1 SP:Iteration 56Q (1128.841780 sec): 3 clusters Score: Raw -777078.016163 + Penalty 1742.643410 = -775335.372753 nChanged 0 SP:Iteration 57F (1128.902013 sec): 3 clusters Score: Raw -777078.016163 + Penalty 1742.643410 = -775335.372753 nChanged 0 Trying to split cluster 27 (1553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1128.934383 sec): 2 clusters Score: Raw -133984.616022 + Penalty 698.054663 = -133286.561359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1128.973268 sec): 3 clusters Score: Raw -133249.495528 + Penalty 1396.109326 = -131853.386202 nChanged 622 SP:Iteration 1F (1129.017571 sec): 3 clusters Score: Raw -133688.420114 + Penalty 1396.109326 = -132292.310787 nChanged 129 SP:Iteration 2F (1129.057702 sec): 3 clusters Score: Raw -133826.644157 + Penalty 1396.109326 = -132430.534831 nChanged 130 SP:Iteration 3F (1129.109523 sec): 3 clusters Score: Raw -133979.324926 + Penalty 1396.109326 = -132583.215600 nChanged 139 SP:Iteration 4F (1129.143862 sec): 3 clusters Score: Raw -134120.347488 + Penalty 1396.109326 = -132724.238161 nChanged 87 SP:Iteration 5F (1129.182430 sec): 3 clusters Score: Raw -134188.804277 + Penalty 1396.109326 = -132792.694951 nChanged 64 SP:Iteration 6Q (1129.221740 sec): 3 clusters Score: Raw -134234.274236 + Penalty 1396.109326 = -132838.164910 nChanged 39 SP:Iteration 7Q (1129.267583 sec): 3 clusters Score: Raw -134257.804044 + Penalty 1396.109326 = -132861.694717 nChanged 32 SP:Iteration 8Q (1129.306148 sec): 3 clusters Score: Raw -134278.345456 + Penalty 1396.109326 = -132882.236130 nChanged 30 SP:Iteration 9Q (1129.345491 sec): 3 clusters Score: Raw -134293.445946 + Penalty 1396.109326 = -132897.336619 nChanged 23 SP:Iteration 10Q (1129.384138 sec): 3 clusters Score: Raw -134309.637321 + Penalty 1396.109326 = -132913.527994 nChanged 26 SP:Iteration 11Q (1129.422866 sec): 3 clusters Score: Raw -134325.476655 + Penalty 1396.109326 = -132929.367328 nChanged 20 SP:Iteration 12Q (1129.452750 sec): 3 clusters Score: Raw -134341.831543 + Penalty 1396.109326 = -132945.722216 nChanged 19 SP:Iteration 13Q (1129.491376 sec): 3 clusters Score: Raw -134355.642294 + Penalty 1396.109326 = -132959.532968 nChanged 16 SP:Iteration 14Q (1129.534683 sec): 3 clusters Score: Raw -134366.846623 + Penalty 1396.109326 = -132970.737297 nChanged 9 SP:Iteration 15Q (1129.576971 sec): 3 clusters Score: Raw -134371.157380 + Penalty 1396.109326 = -132975.048054 nChanged 5 SP:Iteration 16Q (1129.637262 sec): 3 clusters Score: Raw -134373.059113 + Penalty 1396.109326 = -132976.949786 nChanged 3 SP:Iteration 17Q (1129.674843 sec): 3 clusters Score: Raw -134374.734480 + Penalty 1396.109326 = -132978.625153 nChanged 3 SP:Iteration 18Q (1129.729694 sec): 3 clusters Score: Raw -134377.066960 + Penalty 1396.109326 = -132980.957633 nChanged 5 SP:Iteration 19Q (1129.771421 sec): 3 clusters Score: Raw -134381.096456 + Penalty 1396.109326 = -132984.987129 nChanged 5 SP:Iteration 20F (1129.814819 sec): 3 clusters Score: Raw -134386.984390 + Penalty 1396.109326 = -132990.875064 nChanged 8 SP:Iteration 21Q (1129.852636 sec): 3 clusters Score: Raw -134391.346011 + Penalty 1396.109326 = -132995.236684 nChanged 4 SP:Iteration 22Q (1129.900855 sec): 3 clusters Score: Raw -134393.826135 + Penalty 1396.109326 = -132997.716808 nChanged 3 SP:Iteration 23Q (1129.950834 sec): 3 clusters Score: Raw -134395.651148 + Penalty 1396.109326 = -132999.541822 nChanged 4 SP:Iteration 24Q (1130.002600 sec): 3 clusters Score: Raw -134397.132630 + Penalty 1396.109326 = -133001.023304 nChanged 3 SP:Iteration 25Q (1130.051275 sec): 3 clusters Score: Raw -134400.039057 + Penalty 1396.109326 = -133003.929731 nChanged 3 SP:Iteration 26Q (1130.090686 sec): 3 clusters Score: Raw -134401.623164 + Penalty 1396.109326 = -133005.513838 nChanged 2 SP:Iteration 27Q (1130.131190 sec): 3 clusters Score: Raw -134402.957881 + Penalty 1396.109326 = -133006.848555 nChanged 2 SP:Iteration 28Q (1130.179665 sec): 3 clusters Score: Raw -134403.833621 + Penalty 1396.109326 = -133007.724295 nChanged 1 SP:Iteration 29Q (1130.228379 sec): 3 clusters Score: Raw -134404.301213 + Penalty 1396.109326 = -133008.191887 nChanged 0 SP:Iteration 30F (1130.275914 sec): 3 clusters Score: Raw -134404.301213 + Penalty 1396.109326 = -133008.191887 nChanged 0 Trying to split cluster 28 (1776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1130.298865 sec): 2 clusters Score: Raw -135990.588208 + Penalty 710.801298 = -135279.786910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1130.348439 sec): 3 clusters Score: Raw -135145.362700 + Penalty 1421.602595 = -133723.760105 nChanged 658 SP:Iteration 1F (1130.402652 sec): 3 clusters Score: Raw -135568.640340 + Penalty 1421.602595 = -134147.037745 nChanged 177 SP:Iteration 2F (1130.446271 sec): 3 clusters Score: Raw -135751.125804 + Penalty 1421.602595 = -134329.523208 nChanged 146 SP:Iteration 3F (1130.506676 sec): 3 clusters Score: Raw -135932.998029 + Penalty 1421.602595 = -134511.395434 nChanged 123 SP:Iteration 4F (1130.545078 sec): 3 clusters Score: Raw -136091.480050 + Penalty 1421.602595 = -134669.877454 nChanged 106 SP:Iteration 5F (1130.600219 sec): 3 clusters Score: Raw -136263.777071 + Penalty 1421.602595 = -134842.174476 nChanged 88 SP:Iteration 6Q (1130.654923 sec): 3 clusters Score: Raw -136413.282003 + Penalty 1421.602595 = -134991.679408 nChanged 66 SP:Iteration 7Q (1130.699370 sec): 3 clusters Score: Raw -136461.761720 + Penalty 1421.602595 = -135040.159125 nChanged 39 SP:Iteration 8Q (1130.739963 sec): 3 clusters Score: Raw -136483.663273 + Penalty 1421.602595 = -135062.060677 nChanged 18 SP:Iteration 9Q (1130.795718 sec): 3 clusters Score: Raw -136491.219663 + Penalty 1421.602595 = -135069.617068 nChanged 11 SP:Iteration 10Q (1130.849509 sec): 3 clusters Score: Raw -136498.557197 + Penalty 1421.602595 = -135076.954602 nChanged 10 SP:Iteration 11Q (1130.897489 sec): 3 clusters Score: Raw -136502.597792 + Penalty 1421.602595 = -135080.995197 nChanged 7 SP:Iteration 12Q (1130.948443 sec): 3 clusters Score: Raw -136504.143414 + Penalty 1421.602595 = -135082.540818 nChanged 3 SP:Iteration 13Q (1130.987073 sec): 3 clusters Score: Raw -136506.020500 + Penalty 1421.602595 = -135084.417905 nChanged 3 SP:Iteration 14Q (1131.030695 sec): 3 clusters Score: Raw -136507.329379 + Penalty 1421.602595 = -135085.726784 nChanged 1 SP:Iteration 15Q (1131.086812 sec): 3 clusters Score: Raw -136507.489297 + Penalty 1421.602595 = -135085.886702 nChanged 0 SP:Iteration 16F (1131.131390 sec): 3 clusters Score: Raw -136507.489297 + Penalty 1421.602595 = -135085.886702 nChanged 0 Trying to split cluster 29 (26830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1131.194750 sec): 2 clusters Score: Raw -2446328.480955 + Penalty 968.741215 = -2445359.739740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1131.278432 sec): 3 clusters Score: Raw -2429384.232366 + Penalty 1937.482429 = -2427446.749937 nChanged 12667 SP:Iteration 1F (1131.358344 sec): 3 clusters Score: Raw -2436962.066237 + Penalty 1937.482429 = -2435024.583807 nChanged 1499 SP:Iteration 2F (1131.436292 sec): 3 clusters Score: Raw -2437947.528569 + Penalty 1937.482429 = -2436010.046140 nChanged 1648 SP:Iteration 3F (1131.516087 sec): 3 clusters Score: Raw -2439129.405057 + Penalty 1937.482429 = -2437191.922628 nChanged 1807 SP:Iteration 4F (1131.596676 sec): 3 clusters Score: Raw -2440409.063520 + Penalty 1937.482429 = -2438471.581090 nChanged 1899 SP:Iteration 5F (1131.678364 sec): 3 clusters Score: Raw -2441737.335246 + Penalty 1937.482429 = -2439799.852817 nChanged 1816 SP:Iteration 6F (1131.760420 sec): 3 clusters Score: Raw -2443042.117900 + Penalty 1937.482429 = -2441104.635471 nChanged 1596 SP:Iteration 7F (1131.839760 sec): 3 clusters Score: Raw -2444125.063372 + Penalty 1937.482429 = -2442187.580943 nChanged 1181 SP:Iteration 8Q (1131.923461 sec): 3 clusters Score: Raw -2444800.766898 + Penalty 1937.482429 = -2442863.284468 nChanged 790 SP:Iteration 9Q (1132.003136 sec): 3 clusters Score: Raw -2445152.183620 + Penalty 1937.482429 = -2443214.701190 nChanged 527 SP:Iteration 10Q (1132.087764 sec): 3 clusters Score: Raw -2445339.719913 + Penalty 1937.482429 = -2443402.237484 nChanged 378 SP:Iteration 11Q (1132.172019 sec): 3 clusters Score: Raw -2445462.524541 + Penalty 1937.482429 = -2443525.042112 nChanged 326 SP:Iteration 12Q (1132.257897 sec): 3 clusters Score: Raw -2445558.068166 + Penalty 1937.482429 = -2443620.585737 nChanged 270 SP:Iteration 13Q (1132.344121 sec): 3 clusters Score: Raw -2445623.867055 + Penalty 1937.482429 = -2443686.384625 nChanged 242 SP:Iteration 14Q (1132.432152 sec): 3 clusters Score: Raw -2445678.681929 + Penalty 1937.482429 = -2443741.199499 nChanged 222 SP:Iteration 15Q (1132.513636 sec): 3 clusters Score: Raw -2445723.607832 + Penalty 1937.482429 = -2443786.125403 nChanged 200 SP:Iteration 16Q (1132.599528 sec): 3 clusters Score: Raw -2445756.772444 + Penalty 1937.482429 = -2443819.290015 nChanged 194 SP:Iteration 17Q (1132.681922 sec): 3 clusters Score: Raw -2445788.766534 + Penalty 1937.482429 = -2443851.284105 nChanged 180 SP:Iteration 18Q (1132.766548 sec): 3 clusters Score: Raw -2445816.985559 + Penalty 1937.482429 = -2443879.503130 nChanged 160 SP:Iteration 19Q (1132.836626 sec): 3 clusters Score: Raw -2445844.403666 + Penalty 1937.482429 = -2443906.921237 nChanged 171 SP:Iteration 20F (1132.928005 sec): 3 clusters Score: Raw -2445873.397020 + Penalty 1937.482429 = -2443935.914590 nChanged 181 SP:Iteration 21Q (1133.010275 sec): 3 clusters Score: Raw -2445903.397800 + Penalty 1937.482429 = -2443965.915370 nChanged 176 SP:Iteration 22Q (1133.091807 sec): 3 clusters Score: Raw -2445933.593845 + Penalty 1937.482429 = -2443996.111416 nChanged 190 SP:Iteration 23Q (1133.167588 sec): 3 clusters Score: Raw -2445967.651845 + Penalty 1937.482429 = -2444030.169416 nChanged 190 SP:Iteration 24Q (1133.246721 sec): 3 clusters Score: Raw -2445998.456694 + Penalty 1937.482429 = -2444060.974265 nChanged 182 SP:Iteration 25Q (1133.326594 sec): 3 clusters Score: Raw -2446027.433596 + Penalty 1937.482429 = -2444089.951167 nChanged 185 SP:Iteration 26Q (1133.402621 sec): 3 clusters Score: Raw -2446055.640028 + Penalty 1937.482429 = -2444118.157599 nChanged 189 SP:Iteration 27Q (1133.486020 sec): 3 clusters Score: Raw -2446086.925189 + Penalty 1937.482429 = -2444149.442760 nChanged 205 SP:Iteration 28Q (1133.558285 sec): 3 clusters Score: Raw -2446123.143817 + Penalty 1937.482429 = -2444185.661387 nChanged 219 SP:Iteration 29Q (1133.646272 sec): 3 clusters Score: Raw -2446161.870965 + Penalty 1937.482429 = -2444224.388536 nChanged 195 SP:Iteration 30Q (1133.717052 sec): 3 clusters Score: Raw -2446194.031575 + Penalty 1937.482429 = -2444256.549146 nChanged 175 SP:Iteration 31Q (1133.804753 sec): 3 clusters Score: Raw -2446222.560462 + Penalty 1937.482429 = -2444285.078033 nChanged 167 SP:Iteration 32Q (1133.879234 sec): 3 clusters Score: Raw -2446248.962385 + Penalty 1937.482429 = -2444311.479956 nChanged 175 SP:Iteration 33Q (1133.957945 sec): 3 clusters Score: Raw -2446276.984974 + Penalty 1937.482429 = -2444339.502545 nChanged 168 SP:Iteration 34Q (1134.033132 sec): 3 clusters Score: Raw -2446304.394086 + Penalty 1937.482429 = -2444366.911657 nChanged 156 SP:Iteration 35Q (1134.115752 sec): 3 clusters Score: Raw -2446329.087235 + Penalty 1937.482429 = -2444391.604806 nChanged 155 SP:Iteration 36Q (1134.193282 sec): 3 clusters Score: Raw -2446354.409755 + Penalty 1937.482429 = -2444416.927326 nChanged 161 SP:Iteration 37Q (1134.279522 sec): 3 clusters Score: Raw -2446383.310551 + Penalty 1937.482429 = -2444445.828121 nChanged 167 SP:Iteration 38Q (1134.363235 sec): 3 clusters Score: Raw -2446411.226951 + Penalty 1937.482429 = -2444473.744522 nChanged 138 SP:Iteration 39Q (1134.449068 sec): 3 clusters Score: Raw -2446430.833130 + Penalty 1937.482429 = -2444493.350701 nChanged 132 SP:Iteration 40F (1134.519166 sec): 3 clusters Score: Raw -2446450.102146 + Penalty 1937.482429 = -2444512.619717 nChanged 131 SP:Iteration 41Q (1134.607590 sec): 3 clusters Score: Raw -2446470.757265 + Penalty 1937.482429 = -2444533.274836 nChanged 144 SP:Iteration 42Q (1134.682139 sec): 3 clusters Score: Raw -2446492.717785 + Penalty 1937.482429 = -2444555.235356 nChanged 128 SP:Iteration 43Q (1134.761819 sec): 3 clusters Score: Raw -2446509.326931 + Penalty 1937.482429 = -2444571.844501 nChanged 119 SP:Iteration 44Q (1134.834578 sec): 3 clusters Score: Raw -2446525.516532 + Penalty 1937.482429 = -2444588.034103 nChanged 98 SP:Iteration 45Q (1134.912148 sec): 3 clusters Score: Raw -2446537.100163 + Penalty 1937.482429 = -2444599.617734 nChanged 94 SP:Iteration 46Q (1134.987841 sec): 3 clusters Score: Raw -2446548.627989 + Penalty 1937.482429 = -2444611.145560 nChanged 110 SP:Iteration 47Q (1135.074639 sec): 3 clusters Score: Raw -2446562.791343 + Penalty 1937.482429 = -2444625.308914 nChanged 98 SP:Iteration 48Q (1135.151603 sec): 3 clusters Score: Raw -2446575.372350 + Penalty 1937.482429 = -2444637.889921 nChanged 95 SP:Iteration 49Q (1135.223859 sec): 3 clusters Score: Raw -2446587.245252 + Penalty 1937.482429 = -2444649.762823 nChanged 91 SP:Iteration 50Q (1135.308382 sec): 3 clusters Score: Raw -2446597.681077 + Penalty 1937.482429 = -2444660.198647 nChanged 75 SP:Iteration 51Q (1135.387571 sec): 3 clusters Score: Raw -2446606.592612 + Penalty 1937.482429 = -2444669.110183 nChanged 62 SP:Iteration 52Q (1135.471008 sec): 3 clusters Score: Raw -2446612.982282 + Penalty 1937.482429 = -2444675.499853 nChanged 57 SP:Iteration 53Q (1135.547524 sec): 3 clusters Score: Raw -2446618.595832 + Penalty 1937.482429 = -2444681.113403 nChanged 62 SP:Iteration 54Q (1135.629002 sec): 3 clusters Score: Raw -2446625.125342 + Penalty 1937.482429 = -2444687.642912 nChanged 65 SP:Iteration 55Q (1135.709416 sec): 3 clusters Score: Raw -2446631.086767 + Penalty 1937.482429 = -2444693.604338 nChanged 40 SP:Iteration 56Q (1135.777816 sec): 3 clusters Score: Raw -2446634.324660 + Penalty 1937.482429 = -2444696.842231 nChanged 36 SP:Iteration 57Q (1135.856302 sec): 3 clusters Score: Raw -2446637.470692 + Penalty 1937.482429 = -2444699.988262 nChanged 44 SP:Iteration 58Q (1135.938767 sec): 3 clusters Score: Raw -2446640.757491 + Penalty 1937.482429 = -2444703.275061 nChanged 49 SP:Iteration 59Q (1136.030783 sec): 3 clusters Score: Raw -2446645.229233 + Penalty 1937.482429 = -2444707.746804 nChanged 55 SP:Iteration 60F (1136.111648 sec): 3 clusters Score: Raw -2446650.339300 + Penalty 1937.482429 = -2444712.856871 nChanged 54 SP:Iteration 61Q (1136.201319 sec): 3 clusters Score: Raw -2446655.556841 + Penalty 1937.482429 = -2444718.074411 nChanged 46 SP:Iteration 62Q (1136.277632 sec): 3 clusters Score: Raw -2446659.904223 + Penalty 1937.482429 = -2444722.421794 nChanged 50 SP:Iteration 63Q (1136.364090 sec): 3 clusters Score: Raw -2446664.273410 + Penalty 1937.482429 = -2444726.790981 nChanged 46 SP:Iteration 64Q (1136.444950 sec): 3 clusters Score: Raw -2446668.758584 + Penalty 1937.482429 = -2444731.276154 nChanged 64 SP:Iteration 65Q (1136.522164 sec): 3 clusters Score: Raw -2446675.947896 + Penalty 1937.482429 = -2444738.465467 nChanged 62 SP:Iteration 66Q (1136.600980 sec): 3 clusters Score: Raw -2446682.187508 + Penalty 1937.482429 = -2444744.705079 nChanged 56 SP:Iteration 67Q (1136.673372 sec): 3 clusters Score: Raw -2446687.387650 + Penalty 1937.482429 = -2444749.905221 nChanged 57 SP:Iteration 68Q (1136.752471 sec): 3 clusters Score: Raw -2446691.864758 + Penalty 1937.482429 = -2444754.382328 nChanged 51 SP:Iteration 69Q (1136.819621 sec): 3 clusters Score: Raw -2446696.396519 + Penalty 1937.482429 = -2444758.914090 nChanged 43 SP:Iteration 70Q (1136.908654 sec): 3 clusters Score: Raw -2446700.577661 + Penalty 1937.482429 = -2444763.095232 nChanged 45 SP:Iteration 71Q (1136.989039 sec): 3 clusters Score: Raw -2446705.424237 + Penalty 1937.482429 = -2444767.941807 nChanged 43 SP:Iteration 72Q (1137.058013 sec): 3 clusters Score: Raw -2446709.324371 + Penalty 1937.482429 = -2444771.841942 nChanged 39 SP:Iteration 73Q (1137.130229 sec): 3 clusters Score: Raw -2446712.615343 + Penalty 1937.482429 = -2444775.132914 nChanged 36 SP:Iteration 74Q (1137.206991 sec): 3 clusters Score: Raw -2446715.946563 + Penalty 1937.482429 = -2444778.464134 nChanged 43 SP:Iteration 75Q (1137.286235 sec): 3 clusters Score: Raw -2446719.303205 + Penalty 1937.482429 = -2444781.820776 nChanged 37 SP:Iteration 76Q (1137.367830 sec): 3 clusters Score: Raw -2446722.810362 + Penalty 1937.482429 = -2444785.327933 nChanged 25 SP:Iteration 77Q (1137.443859 sec): 3 clusters Score: Raw -2446724.441409 + Penalty 1937.482429 = -2444786.958979 nChanged 22 SP:Iteration 78Q (1137.530544 sec): 3 clusters Score: Raw -2446726.105684 + Penalty 1937.482429 = -2444788.623255 nChanged 23 SP:Iteration 79Q (1137.599953 sec): 3 clusters Score: Raw -2446727.999694 + Penalty 1937.482429 = -2444790.517265 nChanged 29 SP:Iteration 80F (1137.676626 sec): 3 clusters Score: Raw -2446730.127673 + Penalty 1937.482429 = -2444792.645244 nChanged 22 SP:Iteration 81Q (1137.766092 sec): 3 clusters Score: Raw -2446731.560015 + Penalty 1937.482429 = -2444794.077586 nChanged 17 SP:Iteration 82Q (1137.840599 sec): 3 clusters Score: Raw -2446732.644568 + Penalty 1937.482429 = -2444795.162138 nChanged 16 SP:Iteration 83Q (1137.917861 sec): 3 clusters Score: Raw -2446733.948875 + Penalty 1937.482429 = -2444796.466445 nChanged 21 SP:Iteration 84Q (1137.996131 sec): 3 clusters Score: Raw -2446735.609002 + Penalty 1937.482429 = -2444798.126573 nChanged 20 SP:Iteration 85Q (1138.077793 sec): 3 clusters Score: Raw -2446736.940327 + Penalty 1937.482429 = -2444799.457898 nChanged 13 SP:Iteration 86Q (1138.144821 sec): 3 clusters Score: Raw -2446738.162303 + Penalty 1937.482429 = -2444800.679874 nChanged 22 SP:Iteration 87Q (1138.228354 sec): 3 clusters Score: Raw -2446740.692263 + Penalty 1937.482429 = -2444803.209834 nChanged 22 SP:Iteration 88Q (1138.310778 sec): 3 clusters Score: Raw -2446742.950628 + Penalty 1937.482429 = -2444805.468199 nChanged 23 SP:Iteration 89Q (1138.386584 sec): 3 clusters Score: Raw -2446744.842554 + Penalty 1937.482429 = -2444807.360125 nChanged 20 SP:Iteration 90Q (1138.461239 sec): 3 clusters Score: Raw -2446746.956576 + Penalty 1937.482429 = -2444809.474147 nChanged 26 SP:Iteration 91Q (1138.548599 sec): 3 clusters Score: Raw -2446750.074954 + Penalty 1937.482429 = -2444812.592525 nChanged 23 SP:Iteration 92Q (1138.627396 sec): 3 clusters Score: Raw -2446752.325781 + Penalty 1937.482429 = -2444814.843352 nChanged 17 SP:Iteration 93Q (1138.704843 sec): 3 clusters Score: Raw -2446753.731022 + Penalty 1937.482429 = -2444816.248593 nChanged 18 SP:Iteration 94Q (1138.784645 sec): 3 clusters Score: Raw -2446755.237845 + Penalty 1937.482429 = -2444817.755416 nChanged 20 SP:Iteration 95Q (1138.863629 sec): 3 clusters Score: Raw -2446756.463311 + Penalty 1937.482429 = -2444818.980882 nChanged 19 SP:Iteration 96Q (1138.946984 sec): 3 clusters Score: Raw -2446757.848598 + Penalty 1937.482429 = -2444820.366169 nChanged 20 SP:Iteration 97Q (1139.027310 sec): 3 clusters Score: Raw -2446759.711947 + Penalty 1937.482429 = -2444822.229518 nChanged 18 SP:Iteration 98Q (1139.107378 sec): 3 clusters Score: Raw -2446761.321464 + Penalty 1937.482429 = -2444823.839034 nChanged 17 SP:Iteration 99Q (1139.188024 sec): 3 clusters Score: Raw -2446762.620329 + Penalty 1937.482429 = -2444825.137900 nChanged 15 SP:Iteration 100F (1139.261797 sec): 3 clusters Score: Raw -2446763.419652 + Penalty 1937.482429 = -2444825.937222 nChanged 13 SP:Iteration 101Q (1139.349733 sec): 3 clusters Score: Raw -2446764.827964 + Penalty 1937.482429 = -2444827.345535 nChanged 25 SP:Iteration 102Q (1139.434950 sec): 3 clusters Score: Raw -2446767.392747 + Penalty 1937.482429 = -2444829.910318 nChanged 24 SP:Iteration 103Q (1139.516580 sec): 3 clusters Score: Raw -2446769.188677 + Penalty 1937.482429 = -2444831.706247 nChanged 23 SP:Iteration 104Q (1139.585855 sec): 3 clusters Score: Raw -2446770.996923 + Penalty 1937.482429 = -2444833.514493 nChanged 26 SP:Iteration 105Q (1139.664497 sec): 3 clusters Score: Raw -2446772.822684 + Penalty 1937.482429 = -2444835.340254 nChanged 19 SP:Iteration 106Q (1139.750349 sec): 3 clusters Score: Raw -2446774.146363 + Penalty 1937.482429 = -2444836.663934 nChanged 19 SP:Iteration 107Q (1139.832115 sec): 3 clusters Score: Raw -2446775.630385 + Penalty 1937.482429 = -2444838.147956 nChanged 15 SP:Iteration 108Q (1139.914726 sec): 3 clusters Score: Raw -2446776.490643 + Penalty 1937.482429 = -2444839.008214 nChanged 12 SP:Iteration 109Q (1139.985420 sec): 3 clusters Score: Raw -2446776.959302 + Penalty 1937.482429 = -2444839.476873 nChanged 13 SP:Iteration 110Q (1140.076211 sec): 3 clusters Score: Raw -2446777.793350 + Penalty 1937.482429 = -2444840.310921 nChanged 11 SP:Iteration 111Q (1140.149583 sec): 3 clusters Score: Raw -2446778.715471 + Penalty 1937.482429 = -2444841.233042 nChanged 8 SP:Iteration 112Q (1140.226472 sec): 3 clusters Score: Raw -2446779.059905 + Penalty 1937.482429 = -2444841.577476 nChanged 5 SP:Iteration 113Q (1140.312231 sec): 3 clusters Score: Raw -2446779.500593 + Penalty 1937.482429 = -2444842.018164 nChanged 8 SP:Iteration 114Q (1140.374334 sec): 3 clusters Score: Raw -2446779.896372 + Penalty 1937.482429 = -2444842.413943 nChanged 5 SP:Iteration 115Q (1140.455565 sec): 3 clusters Score: Raw -2446780.039232 + Penalty 1937.482429 = -2444842.556803 nChanged 6 SP:Iteration 116Q (1140.527504 sec): 3 clusters Score: Raw -2446780.253226 + Penalty 1937.482429 = -2444842.770797 nChanged 4 SP:Iteration 117Q (1140.602730 sec): 3 clusters Score: Raw -2446780.412179 + Penalty 1937.482429 = -2444842.929750 nChanged 1 SP:Iteration 118Q (1140.674876 sec): 3 clusters Score: Raw -2446780.484309 + Penalty 1937.482429 = -2444843.001880 nChanged 2 SP:Iteration 119Q (1140.757746 sec): 3 clusters Score: Raw -2446780.546954 + Penalty 1937.482429 = -2444843.064525 nChanged 1 SP:Iteration 120F (1140.831782 sec): 3 clusters Score: Raw -2446780.575296 + Penalty 1937.482429 = -2444843.092866 nChanged 1 SP:Iteration 121Q (1140.906628 sec): 3 clusters Score: Raw -2446780.631186 + Penalty 1937.482429 = -2444843.148756 nChanged 0 SP:Iteration 122F (1140.986546 sec): 3 clusters Score: Raw -2446780.631186 + Penalty 1937.482429 = -2444843.148756 nChanged 0 Trying to split cluster 30 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1141.016294 sec): 2 clusters Score: Raw -23314.220046 + Penalty 554.584392 = -22759.635654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1141.062994 sec): 3 clusters Score: Raw -23260.135681 + Penalty 1109.168785 = -22150.966896 nChanged 90 SP:Iteration 1F (1141.104593 sec): 3 clusters Score: Raw -23375.159594 + Penalty 1109.168785 = -22265.990809 nChanged 25 SP:Iteration 2F (1141.146308 sec): 3 clusters Score: Raw -23432.784499 + Penalty 1109.168785 = -22323.615714 nChanged 23 SP:Iteration 3F (1141.197446 sec): 3 clusters Score: Raw -23474.091780 + Penalty 1109.168785 = -22364.922995 nChanged 19 SP:Iteration 4F (1141.235639 sec): 3 clusters Score: Raw -23527.972485 + Penalty 1109.168785 = -22418.803700 nChanged 23 SP:Iteration 5F (1141.287226 sec): 3 clusters Score: Raw -23587.668072 + Penalty 1109.168785 = -22478.499287 nChanged 22 SP:Iteration 6F (1141.320337 sec): 3 clusters Score: Raw -23641.942402 + Penalty 1109.168785 = -22532.773617 nChanged 9 SP:Iteration 7Q (1141.368053 sec): 3 clusters Score: Raw -23654.027251 + Penalty 1109.168785 = -22544.858466 nChanged 4 SP:Iteration 8Q (1141.414051 sec): 3 clusters Score: Raw -23660.193262 + Penalty 1109.168785 = -22551.024477 nChanged 1 SP:Iteration 9Q (1141.469622 sec): 3 clusters Score: Raw -23664.936500 + Penalty 1109.168785 = -22555.767716 nChanged 1 SP:Iteration 10Q (1141.512933 sec): 3 clusters Score: Raw -23669.444605 + Penalty 1109.168785 = -22560.275820 nChanged 0 SP:Iteration 11F (1141.555124 sec): 3 clusters Score: Raw -23669.444605 + Penalty 1109.168785 = -22560.275820 nChanged 0 Trying to split cluster 31 (1602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1141.590928 sec): 2 clusters Score: Raw -125720.349419 + Penalty 701.005772 = -125019.343647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1141.635753 sec): 3 clusters Score: Raw -124970.860073 + Penalty 1402.011544 = -123568.848529 nChanged 610 SP:Iteration 1F (1141.678787 sec): 3 clusters Score: Raw -125453.814244 + Penalty 1402.011544 = -124051.802700 nChanged 176 SP:Iteration 2F (1141.719498 sec): 3 clusters Score: Raw -125649.164622 + Penalty 1402.011544 = -124247.153078 nChanged 129 SP:Iteration 3F (1141.773869 sec): 3 clusters Score: Raw -125810.800239 + Penalty 1402.011544 = -124408.788695 nChanged 91 SP:Iteration 4F (1141.822363 sec): 3 clusters Score: Raw -125927.994363 + Penalty 1402.011544 = -124525.982819 nChanged 57 SP:Iteration 5Q (1141.865808 sec): 3 clusters Score: Raw -125980.480020 + Penalty 1402.011544 = -124578.468476 nChanged 32 SP:Iteration 6Q (1141.918999 sec): 3 clusters Score: Raw -126001.799774 + Penalty 1402.011544 = -124599.788230 nChanged 17 SP:Iteration 7Q (1141.966372 sec): 3 clusters Score: Raw -126009.577421 + Penalty 1402.011544 = -124607.565876 nChanged 8 SP:Iteration 8Q (1142.011512 sec): 3 clusters Score: Raw -126014.065094 + Penalty 1402.011544 = -124612.053550 nChanged 5 SP:Iteration 9Q (1142.061087 sec): 3 clusters Score: Raw -126020.978415 + Penalty 1402.011544 = -124618.966870 nChanged 5 SP:Iteration 10Q (1142.100543 sec): 3 clusters Score: Raw -126024.048833 + Penalty 1402.011544 = -124622.037288 nChanged 4 SP:Iteration 11Q (1142.156274 sec): 3 clusters Score: Raw -126027.261638 + Penalty 1402.011544 = -124625.250094 nChanged 7 SP:Iteration 12Q (1142.209316 sec): 3 clusters Score: Raw -126030.980438 + Penalty 1402.011544 = -124628.968893 nChanged 7 SP:Iteration 13Q (1142.255656 sec): 3 clusters Score: Raw -126036.894766 + Penalty 1402.011544 = -124634.883222 nChanged 7 SP:Iteration 14Q (1142.305314 sec): 3 clusters Score: Raw -126041.639625 + Penalty 1402.011544 = -124639.628081 nChanged 4 SP:Iteration 15Q (1142.341136 sec): 3 clusters Score: Raw -126043.664241 + Penalty 1402.011544 = -124641.652696 nChanged 1 SP:Iteration 16Q (1142.385204 sec): 3 clusters Score: Raw -126044.399379 + Penalty 1402.011544 = -124642.387834 nChanged 2 SP:Iteration 17Q (1142.443429 sec): 3 clusters Score: Raw -126044.744512 + Penalty 1402.011544 = -124642.732967 nChanged 0 SP:Iteration 18F (1142.487904 sec): 3 clusters Score: Raw -126044.744512 + Penalty 1402.011544 = -124642.732967 nChanged 0 Trying to split cluster 32 (74292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1142.591910 sec): 2 clusters Score: Raw -6651355.403755 + Penalty 1065.497063 = -6650289.906693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1142.731383 sec): 3 clusters Score: Raw -6602414.207035 + Penalty 2130.994125 = -6600283.212909 nChanged 36020 SP:Iteration 1F (1142.870352 sec): 3 clusters Score: Raw -6624064.603952 + Penalty 2130.994125 = -6621933.609827 nChanged 3327 SP:Iteration 2Q (1143.021031 sec): 3 clusters Score: Raw -6625465.464194 + Penalty 2130.994125 = -6623334.470069 nChanged 3819 SP:Iteration 3F (1143.158631 sec): 3 clusters Score: Raw -6627495.424820 + Penalty 2130.994125 = -6625364.430695 nChanged 4179 SP:Iteration 4F (1143.293833 sec): 3 clusters Score: Raw -6630185.892866 + Penalty 2130.994125 = -6628054.898741 nChanged 4717 SP:Iteration 5F (1143.427624 sec): 3 clusters Score: Raw -6633807.266776 + Penalty 2130.994125 = -6631676.272651 nChanged 4875 SP:Iteration 6F (1143.576707 sec): 3 clusters Score: Raw -6638036.495539 + Penalty 2130.994125 = -6635905.501414 nChanged 4244 SP:Iteration 7F (1143.724861 sec): 3 clusters Score: Raw -6641682.014513 + Penalty 2130.994125 = -6639551.020388 nChanged 3307 SP:Iteration 8Q (1143.871899 sec): 3 clusters Score: Raw -6644167.693976 + Penalty 2130.994125 = -6642036.699851 nChanged 2458 SP:Iteration 9Q (1144.009070 sec): 3 clusters Score: Raw -6645787.256099 + Penalty 2130.994125 = -6643656.261974 nChanged 1846 SP:Iteration 10Q (1144.146793 sec): 3 clusters Score: Raw -6646948.364644 + Penalty 2130.994125 = -6644817.370519 nChanged 1498 SP:Iteration 11Q (1144.295635 sec): 3 clusters Score: Raw -6647834.438641 + Penalty 2130.994125 = -6645703.444516 nChanged 1225 SP:Iteration 12Q (1144.424257 sec): 3 clusters Score: Raw -6648518.072068 + Penalty 2130.994125 = -6646387.077943 nChanged 1079 SP:Iteration 13Q (1144.561556 sec): 3 clusters Score: Raw -6649088.627107 + Penalty 2130.994125 = -6646957.632982 nChanged 967 SP:Iteration 14Q (1144.708442 sec): 3 clusters Score: Raw -6649555.494144 + Penalty 2130.994125 = -6647424.500019 nChanged 846 SP:Iteration 15Q (1144.856085 sec): 3 clusters Score: Raw -6649949.803543 + Penalty 2130.994125 = -6647818.809418 nChanged 754 SP:Iteration 16Q (1144.996202 sec): 3 clusters Score: Raw -6650273.826033 + Penalty 2130.994125 = -6648142.831908 nChanged 628 SP:Iteration 17Q (1145.133581 sec): 3 clusters Score: Raw -6650520.400919 + Penalty 2130.994125 = -6648389.406794 nChanged 558 SP:Iteration 18Q (1145.272526 sec): 3 clusters Score: Raw -6650726.678185 + Penalty 2130.994125 = -6648595.684060 nChanged 486 SP:Iteration 19Q (1145.404173 sec): 3 clusters Score: Raw -6650899.114961 + Penalty 2130.994125 = -6648768.120836 nChanged 391 SP:Iteration 20F (1145.552821 sec): 3 clusters Score: Raw -6651021.788979 + Penalty 2130.994125 = -6648890.794854 nChanged 332 SP:Iteration 21Q (1145.673564 sec): 3 clusters Score: Raw -6651127.795159 + Penalty 2130.994125 = -6648996.801034 nChanged 285 SP:Iteration 22Q (1145.805641 sec): 3 clusters Score: Raw -6651203.938136 + Penalty 2130.994125 = -6649072.944011 nChanged 233 SP:Iteration 23Q (1145.928400 sec): 3 clusters Score: Raw -6651263.345136 + Penalty 2130.994125 = -6649132.351011 nChanged 218 SP:Iteration 24Q (1146.055469 sec): 3 clusters Score: Raw -6651317.150227 + Penalty 2130.994125 = -6649186.156102 nChanged 177 SP:Iteration 25Q (1146.177002 sec): 3 clusters Score: Raw -6651357.178355 + Penalty 2130.994125 = -6649226.184230 nChanged 165 SP:Iteration 26Q (1146.313343 sec): 3 clusters Score: Raw -6651393.951711 + Penalty 2130.994125 = -6649262.957586 nChanged 138 SP:Iteration 27Q (1146.446493 sec): 3 clusters Score: Raw -6651429.663924 + Penalty 2130.994125 = -6649298.669799 nChanged 126 SP:Iteration 28Q (1146.579826 sec): 3 clusters Score: Raw -6651461.746788 + Penalty 2130.994125 = -6649330.752663 nChanged 98 SP:Iteration 29Q (1146.700414 sec): 3 clusters Score: Raw -6651485.126738 + Penalty 2130.994125 = -6649354.132613 nChanged 73 SP:Iteration 30Q (1146.827513 sec): 3 clusters Score: Raw -6651500.234009 + Penalty 2130.994125 = -6649369.239884 nChanged 58 SP:Iteration 31Q (1146.944806 sec): 3 clusters Score: Raw -6651508.856929 + Penalty 2130.994125 = -6649377.862803 nChanged 53 SP:Iteration 32Q (1147.087177 sec): 3 clusters Score: Raw -6651518.468304 + Penalty 2130.994125 = -6649387.474179 nChanged 50 SP:Iteration 33Q (1147.216507 sec): 3 clusters Score: Raw -6651527.592848 + Penalty 2130.994125 = -6649396.598723 nChanged 46 SP:Iteration 34Q (1147.350314 sec): 3 clusters Score: Raw -6651536.869782 + Penalty 2130.994125 = -6649405.875657 nChanged 41 SP:Iteration 35Q (1147.488932 sec): 3 clusters Score: Raw -6651544.461343 + Penalty 2130.994125 = -6649413.467218 nChanged 35 SP:Iteration 36Q (1147.622848 sec): 3 clusters Score: Raw -6651551.373502 + Penalty 2130.994125 = -6649420.379376 nChanged 35 SP:Iteration 37Q (1147.753863 sec): 3 clusters Score: Raw -6651558.732200 + Penalty 2130.994125 = -6649427.738075 nChanged 31 SP:Iteration 38Q (1147.882569 sec): 3 clusters Score: Raw -6651565.085252 + Penalty 2130.994125 = -6649434.091127 nChanged 35 SP:Iteration 39Q (1148.008289 sec): 3 clusters Score: Raw -6651572.263057 + Penalty 2130.994125 = -6649441.268932 nChanged 29 SP:Iteration 40F (1148.142740 sec): 3 clusters Score: Raw -6651578.164865 + Penalty 2130.994125 = -6649447.170740 nChanged 33 SP:Iteration 41Q (1148.278524 sec): 3 clusters Score: Raw -6651583.674837 + Penalty 2130.994125 = -6649452.680712 nChanged 26 SP:Iteration 42Q (1148.401575 sec): 3 clusters Score: Raw -6651587.761856 + Penalty 2130.994125 = -6649456.767731 nChanged 26 SP:Iteration 43Q (1148.527553 sec): 3 clusters Score: Raw -6651591.626647 + Penalty 2130.994125 = -6649460.632522 nChanged 18 SP:Iteration 44Q (1148.652555 sec): 3 clusters Score: Raw -6651594.490504 + Penalty 2130.994125 = -6649463.496379 nChanged 22 SP:Iteration 45Q (1148.778615 sec): 3 clusters Score: Raw -6651598.772041 + Penalty 2130.994125 = -6649467.777916 nChanged 16 SP:Iteration 46Q (1148.910304 sec): 3 clusters Score: Raw -6651601.831542 + Penalty 2130.994125 = -6649470.837417 nChanged 17 SP:Iteration 47Q (1149.030352 sec): 3 clusters Score: Raw -6651604.670862 + Penalty 2130.994125 = -6649473.676737 nChanged 10 SP:Iteration 48Q (1149.152194 sec): 3 clusters Score: Raw -6651606.670949 + Penalty 2130.994125 = -6649475.676824 nChanged 14 SP:Iteration 49Q (1149.284128 sec): 3 clusters Score: Raw -6651609.209916 + Penalty 2130.994125 = -6649478.215790 nChanged 11 SP:Iteration 50Q (1149.400438 sec): 3 clusters Score: Raw -6651610.564447 + Penalty 2130.994125 = -6649479.570322 nChanged 14 SP:Iteration 51Q (1149.519549 sec): 3 clusters Score: Raw -6651612.672614 + Penalty 2130.994125 = -6649481.678489 nChanged 14 SP:Iteration 52Q (1149.651019 sec): 3 clusters Score: Raw -6651614.394669 + Penalty 2130.994125 = -6649483.400544 nChanged 5 SP:Iteration 53Q (1149.785786 sec): 3 clusters Score: Raw -6651615.012741 + Penalty 2130.994125 = -6649484.018616 nChanged 6 SP:Iteration 54Q (1149.905836 sec): 3 clusters Score: Raw -6651616.052518 + Penalty 2130.994125 = -6649485.058392 nChanged 8 SP:Iteration 55Q (1150.032016 sec): 3 clusters Score: Raw -6651617.205669 + Penalty 2130.994125 = -6649486.211544 nChanged 9 SP:Iteration 56Q (1150.157899 sec): 3 clusters Score: Raw -6651618.663651 + Penalty 2130.994125 = -6649487.669526 nChanged 7 SP:Iteration 57Q (1150.290241 sec): 3 clusters Score: Raw -6651620.288468 + Penalty 2130.994125 = -6649489.294343 nChanged 8 SP:Iteration 58Q (1150.420175 sec): 3 clusters Score: Raw -6651621.905813 + Penalty 2130.994125 = -6649490.911688 nChanged 4 SP:Iteration 59Q (1150.549073 sec): 3 clusters Score: Raw -6651622.354421 + Penalty 2130.994125 = -6649491.360296 nChanged 1 SP:Iteration 60F (1150.690369 sec): 3 clusters Score: Raw -6651622.395068 + Penalty 2130.994125 = -6649491.400943 nChanged 1 SP:Iteration 61Q (1150.817238 sec): 3 clusters Score: Raw -6651622.538878 + Penalty 2130.994125 = -6649491.544753 nChanged 1 SP:Iteration 62Q (1150.951038 sec): 3 clusters Score: Raw -6651622.646511 + Penalty 2130.994125 = -6649491.652386 nChanged 1 SP:Iteration 63Q (1151.072290 sec): 3 clusters Score: Raw -6651622.718995 + Penalty 2130.994125 = -6649491.724870 nChanged 1 SP:Iteration 64Q (1151.202674 sec): 3 clusters Score: Raw -6651622.794456 + Penalty 2130.994125 = -6649491.800331 nChanged 0 SP:Iteration 65F (1151.340375 sec): 3 clusters Score: Raw -6651622.794456 + Penalty 2130.994125 = -6649491.800331 nChanged 0 Trying to split cluster 33 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1151.380673 sec): 2 clusters Score: Raw -11256.788951 + Penalty 512.825457 = -10743.963495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1151.418997 sec): 3 clusters Score: Raw -11284.687083 + Penalty 1025.650913 = -10259.036169 nChanged 61 SP:Iteration 1F (1151.474962 sec): 3 clusters Score: Raw -11398.307359 + Penalty 1025.650913 = -10372.656446 nChanged 17 SP:Iteration 2F (1151.509192 sec): 3 clusters Score: Raw -11472.082595 + Penalty 1025.650913 = -10446.431681 nChanged 12 SP:Iteration 3F (1151.558331 sec): 3 clusters Score: Raw -11522.029378 + Penalty 1025.650913 = -10496.378465 nChanged 7 SP:Iteration 4Q (1151.603128 sec): 3 clusters Score: Raw -11531.666811 + Penalty 1025.650913 = -10506.015898 nChanged 5 SP:Iteration 5Q (1151.648092 sec): 3 clusters Score: Raw -11540.617401 + Penalty 1025.650913 = -10514.966488 nChanged 3 SP:Iteration 6Q (1151.703786 sec): 3 clusters Score: Raw -11542.675100 + Penalty 1025.650913 = -10517.024186 nChanged 2 SP:Iteration 7Q (1151.741231 sec): 3 clusters Score: Raw -11544.380953 + Penalty 1025.650913 = -10518.730040 nChanged 3 SP:Iteration 8Q (1151.780497 sec): 3 clusters Score: Raw -11545.555066 + Penalty 1025.650913 = -10519.904152 nChanged 1 SP:Iteration 9Q (1151.830566 sec): 3 clusters Score: Raw -11545.864829 + Penalty 1025.650913 = -10520.213915 nChanged 0 SP:Iteration 10F (1151.875060 sec): 3 clusters Score: Raw -11545.864829 + Penalty 1025.650913 = -10520.213915 nChanged 0 Trying to split cluster 34 (8731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1151.902975 sec): 2 clusters Score: Raw -791622.765176 + Penalty 862.090343 = -790760.674833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1151.961343 sec): 3 clusters Score: Raw -786418.107995 + Penalty 1724.180686 = -784693.927308 nChanged 4001 SP:Iteration 1F (1152.022494 sec): 3 clusters Score: Raw -788734.748054 + Penalty 1724.180686 = -787010.567368 nChanged 510 SP:Iteration 2F (1152.070885 sec): 3 clusters Score: Raw -788958.367434 + Penalty 1724.180686 = -787234.186748 nChanged 444 SP:Iteration 3F (1152.137066 sec): 3 clusters Score: Raw -789185.637538 + Penalty 1724.180686 = -787461.456852 nChanged 439 SP:Iteration 4F (1152.196105 sec): 3 clusters Score: Raw -789413.973662 + Penalty 1724.180686 = -787689.792976 nChanged 437 SP:Iteration 5F (1152.246128 sec): 3 clusters Score: Raw -789652.659003 + Penalty 1724.180686 = -787928.478317 nChanged 443 SP:Iteration 6F (1152.292267 sec): 3 clusters Score: Raw -789921.760856 + Penalty 1724.180686 = -788197.580170 nChanged 421 SP:Iteration 7Q (1152.356882 sec): 3 clusters Score: Raw -790191.001210 + Penalty 1724.180686 = -788466.820524 nChanged 385 SP:Iteration 8Q (1152.406605 sec): 3 clusters Score: Raw -790419.008615 + Penalty 1724.180686 = -788694.827929 nChanged 307 SP:Iteration 9Q (1152.469268 sec): 3 clusters Score: Raw -790575.979434 + Penalty 1724.180686 = -788851.798748 nChanged 255 SP:Iteration 10Q (1152.530130 sec): 3 clusters Score: Raw -790669.509092 + Penalty 1724.180686 = -788945.328406 nChanged 162 SP:Iteration 11Q (1152.578982 sec): 3 clusters Score: Raw -790713.551349 + Penalty 1724.180686 = -788989.370663 nChanged 112 SP:Iteration 12Q (1152.632768 sec): 3 clusters Score: Raw -790742.810812 + Penalty 1724.180686 = -789018.630126 nChanged 97 SP:Iteration 13Q (1152.694163 sec): 3 clusters Score: Raw -790766.884838 + Penalty 1724.180686 = -789042.704152 nChanged 86 SP:Iteration 14Q (1152.751117 sec): 3 clusters Score: Raw -790784.104473 + Penalty 1724.180686 = -789059.923787 nChanged 70 SP:Iteration 15Q (1152.813805 sec): 3 clusters Score: Raw -790801.642628 + Penalty 1724.180686 = -789077.461942 nChanged 82 SP:Iteration 16Q (1152.875180 sec): 3 clusters Score: Raw -790827.153475 + Penalty 1724.180686 = -789102.972789 nChanged 95 SP:Iteration 17Q (1152.927843 sec): 3 clusters Score: Raw -790861.462852 + Penalty 1724.180686 = -789137.282166 nChanged 106 SP:Iteration 18Q (1152.976142 sec): 3 clusters Score: Raw -790901.779534 + Penalty 1724.180686 = -789177.598848 nChanged 110 SP:Iteration 19Q (1153.041638 sec): 3 clusters Score: Raw -790946.373380 + Penalty 1724.180686 = -789222.192694 nChanged 109 SP:Iteration 20F (1153.099824 sec): 3 clusters Score: Raw -790993.457835 + Penalty 1724.180686 = -789269.277149 nChanged 124 SP:Iteration 21Q (1153.156210 sec): 3 clusters Score: Raw -791039.970332 + Penalty 1724.180686 = -789315.789646 nChanged 117 SP:Iteration 22Q (1153.207804 sec): 3 clusters Score: Raw -791085.594921 + Penalty 1724.180686 = -789361.414235 nChanged 101 SP:Iteration 23Q (1153.268741 sec): 3 clusters Score: Raw -791120.829207 + Penalty 1724.180686 = -789396.648521 nChanged 84 SP:Iteration 24Q (1153.316243 sec): 3 clusters Score: Raw -791149.754095 + Penalty 1724.180686 = -789425.573409 nChanged 94 SP:Iteration 25Q (1153.380387 sec): 3 clusters Score: Raw -791188.640399 + Penalty 1724.180686 = -789464.459713 nChanged 93 SP:Iteration 26Q (1153.436433 sec): 3 clusters Score: Raw -791225.331774 + Penalty 1724.180686 = -789501.151088 nChanged 86 SP:Iteration 27Q (1153.495748 sec): 3 clusters Score: Raw -791256.988780 + Penalty 1724.180686 = -789532.808094 nChanged 82 SP:Iteration 28Q (1153.549556 sec): 3 clusters Score: Raw -791285.005920 + Penalty 1724.180686 = -789560.825234 nChanged 66 SP:Iteration 29Q (1153.605634 sec): 3 clusters Score: Raw -791304.205748 + Penalty 1724.180686 = -789580.025062 nChanged 74 SP:Iteration 30Q (1153.655694 sec): 3 clusters Score: Raw -791325.851349 + Penalty 1724.180686 = -789601.670663 nChanged 57 SP:Iteration 31Q (1153.725301 sec): 3 clusters Score: Raw -791339.329221 + Penalty 1724.180686 = -789615.148535 nChanged 51 SP:Iteration 32Q (1153.768430 sec): 3 clusters Score: Raw -791352.725076 + Penalty 1724.180686 = -789628.544390 nChanged 49 SP:Iteration 33Q (1153.823791 sec): 3 clusters Score: Raw -791366.424215 + Penalty 1724.180686 = -789642.243529 nChanged 53 SP:Iteration 34Q (1153.883797 sec): 3 clusters Score: Raw -791377.729227 + Penalty 1724.180686 = -789653.548540 nChanged 41 SP:Iteration 35Q (1153.943641 sec): 3 clusters Score: Raw -791388.064935 + Penalty 1724.180686 = -789663.884249 nChanged 45 SP:Iteration 36Q (1153.988482 sec): 3 clusters Score: Raw -791400.505741 + Penalty 1724.180686 = -789676.325055 nChanged 45 SP:Iteration 37Q (1154.045713 sec): 3 clusters Score: Raw -791412.972778 + Penalty 1724.180686 = -789688.792092 nChanged 43 SP:Iteration 38Q (1154.107788 sec): 3 clusters Score: Raw -791423.565464 + Penalty 1724.180686 = -789699.384778 nChanged 40 SP:Iteration 39Q (1154.151402 sec): 3 clusters Score: Raw -791434.755450 + Penalty 1724.180686 = -789710.574764 nChanged 56 SP:Iteration 40F (1154.203498 sec): 3 clusters Score: Raw -791448.727495 + Penalty 1724.180686 = -789724.546809 nChanged 48 SP:Iteration 41Q (1154.259384 sec): 3 clusters Score: Raw -791460.294259 + Penalty 1724.180686 = -789736.113573 nChanged 43 SP:Iteration 42Q (1154.315902 sec): 3 clusters Score: Raw -791471.634753 + Penalty 1724.180686 = -789747.454066 nChanged 36 SP:Iteration 43Q (1154.375202 sec): 3 clusters Score: Raw -791480.402432 + Penalty 1724.180686 = -789756.221746 nChanged 37 SP:Iteration 44Q (1154.437646 sec): 3 clusters Score: Raw -791487.181146 + Penalty 1724.180686 = -789763.000459 nChanged 26 SP:Iteration 45Q (1154.502395 sec): 3 clusters Score: Raw -791493.653519 + Penalty 1724.180686 = -789769.472833 nChanged 34 SP:Iteration 46Q (1154.558213 sec): 3 clusters Score: Raw -791502.348669 + Penalty 1724.180686 = -789778.167983 nChanged 24 SP:Iteration 47Q (1154.621104 sec): 3 clusters Score: Raw -791507.839846 + Penalty 1724.180686 = -789783.659160 nChanged 19 SP:Iteration 48Q (1154.679757 sec): 3 clusters Score: Raw -791510.627347 + Penalty 1724.180686 = -789786.446661 nChanged 14 SP:Iteration 49Q (1154.724858 sec): 3 clusters Score: Raw -791513.754219 + Penalty 1724.180686 = -789789.573533 nChanged 14 SP:Iteration 50Q (1154.774054 sec): 3 clusters Score: Raw -791516.716691 + Penalty 1724.180686 = -789792.536005 nChanged 13 SP:Iteration 51Q (1154.832283 sec): 3 clusters Score: Raw -791519.149571 + Penalty 1724.180686 = -789794.968885 nChanged 10 SP:Iteration 52Q (1154.879318 sec): 3 clusters Score: Raw -791520.273382 + Penalty 1724.180686 = -789796.092696 nChanged 11 SP:Iteration 53Q (1154.919363 sec): 3 clusters Score: Raw -791521.916525 + Penalty 1724.180686 = -789797.735839 nChanged 9 SP:Iteration 54Q (1154.967064 sec): 3 clusters Score: Raw -791523.604606 + Penalty 1724.180686 = -789799.423920 nChanged 9 SP:Iteration 55Q (1155.022948 sec): 3 clusters Score: Raw -791526.719482 + Penalty 1724.180686 = -789802.538796 nChanged 13 SP:Iteration 56Q (1155.074635 sec): 3 clusters Score: Raw -791529.456559 + Penalty 1724.180686 = -789805.275873 nChanged 7 SP:Iteration 57Q (1155.130855 sec): 3 clusters Score: Raw -791530.917317 + Penalty 1724.180686 = -789806.736631 nChanged 10 SP:Iteration 58Q (1155.177570 sec): 3 clusters Score: Raw -791532.660938 + Penalty 1724.180686 = -789808.480252 nChanged 8 SP:Iteration 59Q (1155.226893 sec): 3 clusters Score: Raw -791533.760261 + Penalty 1724.180686 = -789809.579575 nChanged 6 SP:Iteration 60F (1155.273322 sec): 3 clusters Score: Raw -791535.005275 + Penalty 1724.180686 = -789810.824589 nChanged 7 SP:Iteration 61Q (1155.322722 sec): 3 clusters Score: Raw -791536.566024 + Penalty 1724.180686 = -789812.385338 nChanged 7 SP:Iteration 62Q (1155.371985 sec): 3 clusters Score: Raw -791537.852509 + Penalty 1724.180686 = -789813.671823 nChanged 6 SP:Iteration 63Q (1155.418631 sec): 3 clusters Score: Raw -791538.521437 + Penalty 1724.180686 = -789814.340751 nChanged 3 SP:Iteration 64Q (1155.476979 sec): 3 clusters Score: Raw -791539.085968 + Penalty 1724.180686 = -789814.905282 nChanged 2 SP:Iteration 65Q (1155.534016 sec): 3 clusters Score: Raw -791539.394571 + Penalty 1724.180686 = -789815.213885 nChanged 1 SP:Iteration 66Q (1155.584842 sec): 3 clusters Score: Raw -791539.481535 + Penalty 1724.180686 = -789815.300849 nChanged 1 SP:Iteration 67Q (1155.650816 sec): 3 clusters Score: Raw -791539.568902 + Penalty 1724.180686 = -789815.388216 nChanged 0 SP:Iteration 68F (1155.696377 sec): 3 clusters Score: Raw -791539.568902 + Penalty 1724.180686 = -789815.388216 nChanged 0 Trying to split cluster 35 (155452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1155.883216 sec): 2 clusters Score: Raw -13875011.517756 + Penalty 1135.638767 = -13873875.878989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1156.133719 sec): 3 clusters Score: Raw -13771084.883166 + Penalty 2271.277533 = -13768813.605632 nChanged 75872 SP:Iteration 1F (1156.367678 sec): 3 clusters Score: Raw -13818451.261442 + Penalty 2271.277533 = -13816179.983909 nChanged 7403 SP:Iteration 2Q (1156.623964 sec): 3 clusters Score: Raw -13821976.996461 + Penalty 2271.277533 = -13819705.718928 nChanged 9683 SP:Iteration 3F (1156.865836 sec): 3 clusters Score: Raw -13828165.775543 + Penalty 2271.277533 = -13825894.498009 nChanged 11912 SP:Iteration 4F (1157.101050 sec): 3 clusters Score: Raw -13837801.915188 + Penalty 2271.277533 = -13835530.637655 nChanged 12322 SP:Iteration 5F (1157.341231 sec): 3 clusters Score: Raw -13849192.943154 + Penalty 2271.277533 = -13846921.665620 nChanged 9936 SP:Iteration 6F (1157.576570 sec): 3 clusters Score: Raw -13858728.662791 + Penalty 2271.277533 = -13856457.385258 nChanged 6717 SP:Iteration 7Q (1157.812279 sec): 3 clusters Score: Raw -13864606.352292 + Penalty 2271.277533 = -13862335.074758 nChanged 4305 SP:Iteration 8Q (1158.044582 sec): 3 clusters Score: Raw -13868001.855814 + Penalty 2271.277533 = -13865730.578281 nChanged 2999 SP:Iteration 9Q (1158.273090 sec): 3 clusters Score: Raw -13870142.848781 + Penalty 2271.277533 = -13867871.571248 nChanged 2253 SP:Iteration 10Q (1158.497286 sec): 3 clusters Score: Raw -13871642.597922 + Penalty 2271.277533 = -13869371.320388 nChanged 1695 SP:Iteration 11Q (1158.707527 sec): 3 clusters Score: Raw -13872714.787708 + Penalty 2271.277533 = -13870443.510175 nChanged 1252 SP:Iteration 12Q (1158.918007 sec): 3 clusters Score: Raw -13873459.605085 + Penalty 2271.277533 = -13871188.327552 nChanged 938 SP:Iteration 13Q (1159.118893 sec): 3 clusters Score: Raw -13873990.813639 + Penalty 2271.277533 = -13871719.536106 nChanged 727 SP:Iteration 14Q (1159.313280 sec): 3 clusters Score: Raw -13874380.220536 + Penalty 2271.277533 = -13872108.943002 nChanged 513 SP:Iteration 15Q (1159.506934 sec): 3 clusters Score: Raw -13874635.794833 + Penalty 2271.277533 = -13872364.517299 nChanged 379 SP:Iteration 16Q (1159.705702 sec): 3 clusters Score: Raw -13874817.604274 + Penalty 2271.277533 = -13872546.326740 nChanged 268 SP:Iteration 17Q (1159.894057 sec): 3 clusters Score: Raw -13874958.493362 + Penalty 2271.277533 = -13872687.215828 nChanged 206 SP:Iteration 18Q (1160.090138 sec): 3 clusters Score: Raw -13875058.118019 + Penalty 2271.277533 = -13872786.840486 nChanged 145 SP:Iteration 19Q (1160.286950 sec): 3 clusters Score: Raw -13875123.245174 + Penalty 2271.277533 = -13872851.967641 nChanged 105 SP:Iteration 20F (1160.518902 sec): 3 clusters Score: Raw -13875167.913136 + Penalty 2271.277533 = -13872896.635603 nChanged 73 SP:Iteration 21Q (1160.725817 sec): 3 clusters Score: Raw -13875201.886160 + Penalty 2271.277533 = -13872930.608627 nChanged 74 SP:Iteration 22Q (1160.922071 sec): 3 clusters Score: Raw -13875229.052048 + Penalty 2271.277533 = -13872957.774514 nChanged 64 SP:Iteration 23Q (1161.105206 sec): 3 clusters Score: Raw -13875254.835652 + Penalty 2271.277533 = -13872983.558119 nChanged 41 SP:Iteration 24Q (1161.305045 sec): 3 clusters Score: Raw -13875270.439014 + Penalty 2271.277533 = -13872999.161481 nChanged 29 SP:Iteration 25Q (1161.512258 sec): 3 clusters Score: Raw -13875279.297803 + Penalty 2271.277533 = -13873008.020270 nChanged 22 SP:Iteration 26Q (1161.704241 sec): 3 clusters Score: Raw -13875287.717019 + Penalty 2271.277533 = -13873016.439486 nChanged 21 SP:Iteration 27Q (1161.893826 sec): 3 clusters Score: Raw -13875295.646956 + Penalty 2271.277533 = -13873024.369423 nChanged 20 SP:Iteration 28Q (1162.084463 sec): 3 clusters Score: Raw -13875301.969954 + Penalty 2271.277533 = -13873030.692421 nChanged 14 SP:Iteration 29Q (1162.286589 sec): 3 clusters Score: Raw -13875306.012689 + Penalty 2271.277533 = -13873034.735156 nChanged 9 SP:Iteration 30Q (1162.480384 sec): 3 clusters Score: Raw -13875309.319746 + Penalty 2271.277533 = -13873038.042213 nChanged 11 SP:Iteration 31Q (1162.672935 sec): 3 clusters Score: Raw -13875312.063760 + Penalty 2271.277533 = -13873040.786227 nChanged 3 SP:Iteration 32Q (1162.865381 sec): 3 clusters Score: Raw -13875312.614159 + Penalty 2271.277533 = -13873041.336626 nChanged 1 SP:Iteration 33Q (1163.062146 sec): 3 clusters Score: Raw -13875312.681366 + Penalty 2271.277533 = -13873041.403833 nChanged 1 SP:Iteration 34Q (1163.293786 sec): 3 clusters Score: Raw -13875312.810964 + Penalty 2271.277533 = -13873041.533431 nChanged 0 SP:Iteration 35F (1163.558686 sec): 3 clusters Score: Raw -13875312.810964 + Penalty 2271.277533 = -13873041.533431 nChanged 0 Iteration 139Q (1168.005061 sec): 36 clusters Score: Raw -45227817.401373 + Penalty 43839.375670 = -45183978.025703 nChanged 544 Iteration 140F (1177.282544 sec): 36 clusters Score: Raw -45227839.246784 + Penalty 43839.375670 = -45183999.871114 nChanged 511 Iteration 141Q (1181.467530 sec): 36 clusters Score: Raw -45227858.004776 + Penalty 43839.375670 = -45184018.629106 nChanged 444 Iteration 142Q (1185.924871 sec): 36 clusters Score: Raw -45227874.073839 + Penalty 43839.375670 = -45184034.698169 nChanged 407 Iteration 143Q (1190.132578 sec): 36 clusters Score: Raw -45227887.088689 + Penalty 43839.375670 = -45184047.713019 nChanged 385 Iteration 144Q (1194.347458 sec): 36 clusters Score: Raw -45227899.384273 + Penalty 43839.375670 = -45184060.008603 nChanged 376 Iteration 145Q (1198.716645 sec): 36 clusters Score: Raw -45227910.910820 + Penalty 43839.375670 = -45184071.535150 nChanged 337 Iteration 146Q (1202.562604 sec): 36 clusters Score: Raw -45227919.531041 + Penalty 43839.375670 = -45184080.155371 nChanged 307 Iteration 147Q (1206.701250 sec): 36 clusters Score: Raw -45227926.588134 + Penalty 43839.375670 = -45184087.212464 nChanged 255 Iteration 148Q (1210.868477 sec): 36 clusters Score: Raw -45227932.506745 + Penalty 43839.375670 = -45184093.131075 nChanged 269 Iteration 149Q (1215.155566 sec): 36 clusters Score: Raw -45227938.748241 + Penalty 43839.375670 = -45184099.372571 nChanged 280 Iteration 150Q (1219.230846 sec): 36 clusters Score: Raw -45227945.276326 + Penalty 43839.375670 = -45184105.900657 nChanged 266 Iteration 151Q (1223.584912 sec): 36 clusters Score: Raw -45227951.350934 + Penalty 43839.375670 = -45184111.975264 nChanged 239 Iteration 152Q (1227.789174 sec): 36 clusters Score: Raw -45227956.451745 + Penalty 43839.375670 = -45184117.076075 nChanged 239 Iteration 153Q (1232.093086 sec): 36 clusters Score: Raw -45227961.150032 + Penalty 43839.375670 = -45184121.774362 nChanged 212 Iteration 154Q (1236.584128 sec): 36 clusters Score: Raw -45227965.353065 + Penalty 43839.375670 = -45184125.977395 nChanged 201 Iteration 155Q (1240.437123 sec): 36 clusters Score: Raw -45227969.382192 + Penalty 43839.375670 = -45184130.006523 nChanged 185 Iteration 156Q (1244.768841 sec): 36 clusters Score: Raw -45227973.416190 + Penalty 43839.375670 = -45184134.040520 nChanged 200 Iteration 157Q (1249.296210 sec): 36 clusters Score: Raw -45227977.858136 + Penalty 43839.375670 = -45184138.482466 nChanged 190 Iteration 158Q (1253.991542 sec): 36 clusters Score: Raw -45227982.314171 + Penalty 43839.375670 = -45184142.938501 nChanged 206 Iteration 159Q (1258.365911 sec): 36 clusters Score: Raw -45227986.772145 + Penalty 43839.375670 = -45184147.396475 nChanged 210 Iteration 160F (1267.680350 sec): 36 clusters Score: Raw -45227992.381385 + Penalty 43839.375670 = -45184153.005716 nChanged 234 Iteration 161Q (1272.107476 sec): 36 clusters Score: Raw -45227998.220012 + Penalty 43839.375670 = -45184158.844342 nChanged 214 Iteration 162Q (1276.453799 sec): 36 clusters Score: Raw -45228003.548444 + Penalty 43839.375670 = -45184164.172774 nChanged 222 Iteration 163Q (1280.604150 sec): 36 clusters Score: Raw -45228009.539979 + Penalty 43839.375670 = -45184170.164309 nChanged 256 Iteration 164Q (1285.250526 sec): 36 clusters Score: Raw -45228016.560167 + Penalty 43839.375670 = -45184177.184497 nChanged 269 Iteration 165Q (1289.845900 sec): 36 clusters Score: Raw -45228024.752227 + Penalty 43839.375670 = -45184185.376557 nChanged 280 Iteration 166Q (1294.292348 sec): 36 clusters Score: Raw -45228032.654751 + Penalty 43839.375670 = -45184193.279081 nChanged 257 Iteration 167Q (1298.705176 sec): 36 clusters Score: Raw -45228040.356445 + Penalty 43839.375670 = -45184200.980775 nChanged 264 Iteration 168Q (1303.094831 sec): 36 clusters Score: Raw -45228048.162776 + Penalty 43839.375670 = -45184208.787106 nChanged 294 Iteration 169Q (1307.528806 sec): 36 clusters Score: Raw -45228056.543944 + Penalty 43839.375670 = -45184217.168274 nChanged 263 Iteration 170Q (1311.877328 sec): 36 clusters Score: Raw -45228063.154180 + Penalty 43839.375670 = -45184223.778510 nChanged 247 Iteration 171Q (1316.289811 sec): 36 clusters Score: Raw -45228068.603945 + Penalty 43839.375670 = -45184229.228276 nChanged 222 Iteration 172Q (1320.769033 sec): 36 clusters Score: Raw -45228073.315727 + Penalty 43839.375670 = -45184233.940057 nChanged 205 Iteration 173Q (1325.223515 sec): 36 clusters Score: Raw -45228077.522002 + Penalty 43839.375670 = -45184238.146332 nChanged 210 Iteration 174Q (1329.830264 sec): 36 clusters Score: Raw -45228081.492477 + Penalty 43839.375670 = -45184242.116807 nChanged 197 Iteration 175Q (1334.288661 sec): 36 clusters Score: Raw -45228085.971286 + Penalty 43839.375670 = -45184246.595616 nChanged 183 Iteration 176Q (1338.670108 sec): 36 clusters Score: Raw -45228090.599207 + Penalty 43839.375670 = -45184251.223537 nChanged 170 Iteration 177Q (1342.554655 sec): 36 clusters Score: Raw -45228094.762553 + Penalty 43839.375670 = -45184255.386883 nChanged 175 Iteration 178Q (1346.703978 sec): 36 clusters Score: Raw -45228098.947392 + Penalty 43839.375670 = -45184259.571723 nChanged 138 Writing temp clu file Because OldScore, -45184255.386883, is greater than current (better) Score,-45184259.571723 Compute initial score before splitting: Score: Raw -45228098.947392 + Penalty 43839.375670 = -45184259.571723 Trying to split cluster 1 (1220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1346.894613 sec): 2 clusters Score: Raw -104319.023364 + Penalty 675.127583 = -103643.895781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1346.942584 sec): 3 clusters Score: Raw -103807.879579 + Penalty 1350.255166 = -102457.624412 nChanged 428 SP:Iteration 1F (1346.974488 sec): 3 clusters Score: Raw -104159.209970 + Penalty 1350.255166 = -102808.954804 nChanged 120 SP:Iteration 2F (1347.032676 sec): 3 clusters Score: Raw -104282.086506 + Penalty 1350.255166 = -102931.831340 nChanged 83 SP:Iteration 3F (1347.067455 sec): 3 clusters Score: Raw -104374.494301 + Penalty 1350.255166 = -103024.239135 nChanged 52 SP:Iteration 4Q (1347.115583 sec): 3 clusters Score: Raw -104416.436901 + Penalty 1350.255166 = -103066.181734 nChanged 34 SP:Iteration 5Q (1347.156707 sec): 3 clusters Score: Raw -104452.383245 + Penalty 1350.255166 = -103102.128078 nChanged 29 SP:Iteration 6Q (1347.198423 sec): 3 clusters Score: Raw -104476.537465 + Penalty 1350.255166 = -103126.282299 nChanged 18 SP:Iteration 7Q (1347.237453 sec): 3 clusters Score: Raw -104491.343303 + Penalty 1350.255166 = -103141.088137 nChanged 9 SP:Iteration 8Q (1347.275191 sec): 3 clusters Score: Raw -104498.285808 + Penalty 1350.255166 = -103148.030642 nChanged 7 SP:Iteration 9Q (1347.328158 sec): 3 clusters Score: Raw -104501.623403 + Penalty 1350.255166 = -103151.368237 nChanged 5 SP:Iteration 10Q (1347.365598 sec): 3 clusters Score: Raw -104504.134444 + Penalty 1350.255166 = -103153.879278 nChanged 6 SP:Iteration 11Q (1347.398550 sec): 3 clusters Score: Raw -104506.456331 + Penalty 1350.255166 = -103156.201165 nChanged 2 SP:Iteration 12Q (1347.435293 sec): 3 clusters Score: Raw -104508.379295 + Penalty 1350.255166 = -103158.124129 nChanged 2 SP:Iteration 13Q (1347.490100 sec): 3 clusters Score: Raw -104509.757190 + Penalty 1350.255166 = -103159.502024 nChanged 1 SP:Iteration 14Q (1347.521958 sec): 3 clusters Score: Raw -104510.390470 + Penalty 1350.255166 = -103160.135304 nChanged 1 SP:Iteration 15Q (1347.561305 sec): 3 clusters Score: Raw -104511.447904 + Penalty 1350.255166 = -103161.192738 nChanged 3 SP:Iteration 16Q (1347.597391 sec): 3 clusters Score: Raw -104513.239550 + Penalty 1350.255166 = -103162.984384 nChanged 1 SP:Iteration 17Q (1347.636607 sec): 3 clusters Score: Raw -104513.531061 + Penalty 1350.255166 = -103163.275894 nChanged 1 SP:Iteration 18Q (1347.682278 sec): 3 clusters Score: Raw -104514.171430 + Penalty 1350.255166 = -103163.916264 nChanged 3 SP:Iteration 19Q (1347.725902 sec): 3 clusters Score: Raw -104515.881923 + Penalty 1350.255166 = -103165.626757 nChanged 0 SP:Iteration 20F (1347.776726 sec): 3 clusters Score: Raw -104515.881923 + Penalty 1350.255166 = -103165.626757 nChanged 0 Trying to split cluster 2 (3310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1347.800630 sec): 2 clusters Score: Raw -278042.173073 + Penalty 769.946829 = -277272.226244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1347.855758 sec): 3 clusters Score: Raw -276328.789360 + Penalty 1539.893659 = -274788.895701 nChanged 1328 SP:Iteration 1F (1347.898988 sec): 3 clusters Score: Raw -277145.031049 + Penalty 1539.893659 = -275605.137390 nChanged 310 SP:Iteration 2F (1347.955143 sec): 3 clusters Score: Raw -277411.956661 + Penalty 1539.893659 = -275872.063002 nChanged 289 SP:Iteration 3F (1348.001038 sec): 3 clusters Score: Raw -277660.579691 + Penalty 1539.893659 = -276120.686032 nChanged 224 SP:Iteration 4F (1348.050195 sec): 3 clusters Score: Raw -277849.867016 + Penalty 1539.893659 = -276309.973357 nChanged 185 SP:Iteration 5F (1348.097891 sec): 3 clusters Score: Raw -277977.295088 + Penalty 1539.893659 = -276437.401429 nChanged 134 SP:Iteration 6Q (1348.152525 sec): 3 clusters Score: Raw -278057.994772 + Penalty 1539.893659 = -276518.101113 nChanged 94 SP:Iteration 7Q (1348.190683 sec): 3 clusters Score: Raw -278101.521564 + Penalty 1539.893659 = -276561.627905 nChanged 67 SP:Iteration 8Q (1348.250252 sec): 3 clusters Score: Raw -278129.425908 + Penalty 1539.893659 = -276589.532249 nChanged 55 SP:Iteration 9Q (1348.299042 sec): 3 clusters Score: Raw -278151.849896 + Penalty 1539.893659 = -276611.956237 nChanged 51 SP:Iteration 10Q (1348.347046 sec): 3 clusters Score: Raw -278177.059820 + Penalty 1539.893659 = -276637.166161 nChanged 49 SP:Iteration 11Q (1348.398711 sec): 3 clusters Score: Raw -278199.935085 + Penalty 1539.893659 = -276660.041426 nChanged 39 SP:Iteration 12Q (1348.445836 sec): 3 clusters Score: Raw -278216.741215 + Penalty 1539.893659 = -276676.847556 nChanged 43 SP:Iteration 13Q (1348.501450 sec): 3 clusters Score: Raw -278235.614282 + Penalty 1539.893659 = -276695.720623 nChanged 37 SP:Iteration 14Q (1348.549020 sec): 3 clusters Score: Raw -278247.707615 + Penalty 1539.893659 = -276707.813956 nChanged 25 SP:Iteration 15Q (1348.589781 sec): 3 clusters Score: Raw -278255.463039 + Penalty 1539.893659 = -276715.569380 nChanged 26 SP:Iteration 16Q (1348.637606 sec): 3 clusters Score: Raw -278262.243463 + Penalty 1539.893659 = -276722.349804 nChanged 25 SP:Iteration 17Q (1348.688864 sec): 3 clusters Score: Raw -278269.169141 + Penalty 1539.893659 = -276729.275482 nChanged 26 SP:Iteration 18Q (1348.748082 sec): 3 clusters Score: Raw -278277.771284 + Penalty 1539.893659 = -276737.877625 nChanged 34 SP:Iteration 19Q (1348.792441 sec): 3 clusters Score: Raw -278291.068968 + Penalty 1539.893659 = -276751.175309 nChanged 38 SP:Iteration 20F (1348.838018 sec): 3 clusters Score: Raw -278305.196906 + Penalty 1539.893659 = -276765.303247 nChanged 35 SP:Iteration 21Q (1348.898862 sec): 3 clusters Score: Raw -278317.028441 + Penalty 1539.893659 = -276777.134782 nChanged 33 SP:Iteration 22Q (1348.951844 sec): 3 clusters Score: Raw -278330.544744 + Penalty 1539.893659 = -276790.651085 nChanged 38 SP:Iteration 23Q (1348.988736 sec): 3 clusters Score: Raw -278342.763047 + Penalty 1539.893659 = -276802.869388 nChanged 31 SP:Iteration 24Q (1349.037392 sec): 3 clusters Score: Raw -278352.116473 + Penalty 1539.893659 = -276812.222814 nChanged 24 SP:Iteration 25Q (1349.087806 sec): 3 clusters Score: Raw -278360.208760 + Penalty 1539.893659 = -276820.315101 nChanged 23 SP:Iteration 26Q (1349.127988 sec): 3 clusters Score: Raw -278367.104782 + Penalty 1539.893659 = -276827.211123 nChanged 28 SP:Iteration 27Q (1349.179636 sec): 3 clusters Score: Raw -278376.126633 + Penalty 1539.893659 = -276836.232974 nChanged 22 SP:Iteration 28Q (1349.232156 sec): 3 clusters Score: Raw -278383.974622 + Penalty 1539.893659 = -276844.080963 nChanged 31 SP:Iteration 29Q (1349.287936 sec): 3 clusters Score: Raw -278395.838297 + Penalty 1539.893659 = -276855.944638 nChanged 28 SP:Iteration 30Q (1349.338729 sec): 3 clusters Score: Raw -278406.436213 + Penalty 1539.893659 = -276866.542554 nChanged 27 SP:Iteration 31Q (1349.388131 sec): 3 clusters Score: Raw -278417.441466 + Penalty 1539.893659 = -276877.547807 nChanged 27 SP:Iteration 32Q (1349.429598 sec): 3 clusters Score: Raw -278425.706153 + Penalty 1539.893659 = -276885.812494 nChanged 21 SP:Iteration 33Q (1349.484037 sec): 3 clusters Score: Raw -278430.771690 + Penalty 1539.893659 = -276890.878031 nChanged 19 SP:Iteration 34Q (1349.531117 sec): 3 clusters Score: Raw -278435.113098 + Penalty 1539.893659 = -276895.219439 nChanged 17 SP:Iteration 35Q (1349.594457 sec): 3 clusters Score: Raw -278439.943993 + Penalty 1539.893659 = -276900.050334 nChanged 14 SP:Iteration 36Q (1349.642797 sec): 3 clusters Score: Raw -278443.011217 + Penalty 1539.893659 = -276903.117558 nChanged 11 SP:Iteration 37Q (1349.689097 sec): 3 clusters Score: Raw -278445.242474 + Penalty 1539.893659 = -276905.348815 nChanged 7 SP:Iteration 38Q (1349.736125 sec): 3 clusters Score: Raw -278446.512644 + Penalty 1539.893659 = -276906.618985 nChanged 4 SP:Iteration 39Q (1349.777738 sec): 3 clusters Score: Raw -278447.073457 + Penalty 1539.893659 = -276907.179798 nChanged 5 SP:Iteration 40F (1349.828275 sec): 3 clusters Score: Raw -278447.844916 + Penalty 1539.893659 = -276907.951257 nChanged 5 SP:Iteration 41Q (1349.883208 sec): 3 clusters Score: Raw -278448.600964 + Penalty 1539.893659 = -276908.707305 nChanged 1 SP:Iteration 42Q (1349.930360 sec): 3 clusters Score: Raw -278448.668610 + Penalty 1539.893659 = -276908.774951 nChanged 0 SP:Iteration 43F (1349.980450 sec): 3 clusters Score: Raw -278448.668610 + Penalty 1539.893659 = -276908.774951 nChanged 0 Trying to split cluster 3 (36139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1350.052327 sec): 2 clusters Score: Raw -3218481.828647 + Penalty 997.037150 = -3217484.791497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1350.138633 sec): 3 clusters Score: Raw -3195294.688339 + Penalty 1994.074300 = -3193300.614039 nChanged 17122 SP:Iteration 1F (1350.227616 sec): 3 clusters Score: Raw -3205152.356503 + Penalty 1994.074300 = -3203158.282203 nChanged 1386 SP:Iteration 2Q (1350.325845 sec): 3 clusters Score: Raw -3205550.646675 + Penalty 1994.074300 = -3203556.572375 nChanged 1524 SP:Iteration 3Q (1350.421388 sec): 3 clusters Score: Raw -3206093.980541 + Penalty 1994.074300 = -3204099.906241 nChanged 1775 SP:Iteration 4Q (1350.506955 sec): 3 clusters Score: Raw -3206881.503584 + Penalty 1994.074300 = -3204887.429284 nChanged 2091 SP:Iteration 5F (1350.593818 sec): 3 clusters Score: Raw -3208074.884692 + Penalty 1994.074300 = -3206080.810393 nChanged 2524 SP:Iteration 6F (1350.688435 sec): 3 clusters Score: Raw -3209922.992716 + Penalty 1994.074300 = -3207928.918416 nChanged 2880 SP:Iteration 7F (1350.787559 sec): 3 clusters Score: Raw -3212445.293419 + Penalty 1994.074300 = -3210451.219119 nChanged 2728 SP:Iteration 8F (1350.869000 sec): 3 clusters Score: Raw -3215182.718866 + Penalty 1994.074300 = -3213188.644566 nChanged 1916 SP:Iteration 9F (1350.968919 sec): 3 clusters Score: Raw -3217124.133784 + Penalty 1994.074300 = -3215130.059484 nChanged 930 SP:Iteration 10Q (1351.057570 sec): 3 clusters Score: Raw -3218030.853721 + Penalty 1994.074300 = -3216036.779421 nChanged 340 SP:Iteration 11Q (1351.144955 sec): 3 clusters Score: Raw -3218360.581817 + Penalty 1994.074300 = -3216366.507517 nChanged 131 SP:Iteration 12Q (1351.230827 sec): 3 clusters Score: Raw -3218513.991491 + Penalty 1994.074300 = -3216519.917191 nChanged 66 SP:Iteration 13Q (1351.311190 sec): 3 clusters Score: Raw -3218595.497640 + Penalty 1994.074300 = -3216601.423340 nChanged 33 SP:Iteration 14Q (1351.395829 sec): 3 clusters Score: Raw -3218626.793304 + Penalty 1994.074300 = -3216632.719005 nChanged 22 SP:Iteration 15Q (1351.474365 sec): 3 clusters Score: Raw -3218641.767166 + Penalty 1994.074300 = -3216647.692866 nChanged 13 SP:Iteration 16Q (1351.557861 sec): 3 clusters Score: Raw -3218656.172932 + Penalty 1994.074300 = -3216662.098632 nChanged 5 SP:Iteration 17Q (1351.642101 sec): 3 clusters Score: Raw -3218661.102501 + Penalty 1994.074300 = -3216667.028201 nChanged 8 SP:Iteration 18Q (1351.724869 sec): 3 clusters Score: Raw -3218669.379708 + Penalty 1994.074300 = -3216675.305408 nChanged 6 SP:Iteration 19Q (1351.799687 sec): 3 clusters Score: Raw -3218672.463648 + Penalty 1994.074300 = -3216678.389348 nChanged 1 SP:Iteration 20F (1351.893656 sec): 3 clusters Score: Raw -3218672.905214 + Penalty 1994.074300 = -3216678.830914 nChanged 0 Trying to split cluster 4 (18289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1351.942305 sec): 2 clusters Score: Raw -1601019.119274 + Penalty 932.335231 = -1600086.784043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1352.014588 sec): 3 clusters Score: Raw -1589673.073550 + Penalty 1864.670462 = -1587808.403088 nChanged 8481 SP:Iteration 1F (1352.082382 sec): 3 clusters Score: Raw -1594694.346690 + Penalty 1864.670462 = -1592829.676228 nChanged 1072 SP:Iteration 2F (1352.148463 sec): 3 clusters Score: Raw -1595261.429101 + Penalty 1864.670462 = -1593396.758638 nChanged 1168 SP:Iteration 3F (1352.218769 sec): 3 clusters Score: Raw -1596079.067260 + Penalty 1864.670462 = -1594214.396797 nChanged 1417 SP:Iteration 4F (1352.288831 sec): 3 clusters Score: Raw -1597257.669760 + Penalty 1864.670462 = -1595392.999297 nChanged 1493 SP:Iteration 5F (1352.344815 sec): 3 clusters Score: Raw -1598663.527626 + Penalty 1864.670462 = -1596798.857163 nChanged 1339 SP:Iteration 6F (1352.420166 sec): 3 clusters Score: Raw -1599937.514998 + Penalty 1864.670462 = -1598072.844535 nChanged 971 SP:Iteration 7F (1352.485970 sec): 3 clusters Score: Raw -1600644.922088 + Penalty 1864.670462 = -1598780.251626 nChanged 560 SP:Iteration 8Q (1352.554583 sec): 3 clusters Score: Raw -1600953.076318 + Penalty 1864.670462 = -1599088.405856 nChanged 371 SP:Iteration 9Q (1352.614775 sec): 3 clusters Score: Raw -1601151.552286 + Penalty 1864.670462 = -1599286.881823 nChanged 293 SP:Iteration 10Q (1352.680407 sec): 3 clusters Score: Raw -1601312.527431 + Penalty 1864.670462 = -1599447.856968 nChanged 259 SP:Iteration 11Q (1352.754208 sec): 3 clusters Score: Raw -1601472.331140 + Penalty 1864.670462 = -1599607.660677 nChanged 241 SP:Iteration 12Q (1352.822654 sec): 3 clusters Score: Raw -1601630.598793 + Penalty 1864.670462 = -1599765.928330 nChanged 202 SP:Iteration 13Q (1352.885644 sec): 3 clusters Score: Raw -1601741.644150 + Penalty 1864.670462 = -1599876.973687 nChanged 194 SP:Iteration 14Q (1352.967889 sec): 3 clusters Score: Raw -1601820.758536 + Penalty 1864.670462 = -1599956.088074 nChanged 143 SP:Iteration 15Q (1353.033220 sec): 3 clusters Score: Raw -1601861.124801 + Penalty 1864.670462 = -1599996.454339 nChanged 91 SP:Iteration 16Q (1353.103413 sec): 3 clusters Score: Raw -1601879.093189 + Penalty 1864.670462 = -1600014.422727 nChanged 77 SP:Iteration 17Q (1353.176402 sec): 3 clusters Score: Raw -1601891.409899 + Penalty 1864.670462 = -1600026.739437 nChanged 69 SP:Iteration 18Q (1353.248569 sec): 3 clusters Score: Raw -1601902.216768 + Penalty 1864.670462 = -1600037.546306 nChanged 60 SP:Iteration 19Q (1353.312598 sec): 3 clusters Score: Raw -1601912.400247 + Penalty 1864.670462 = -1600047.729784 nChanged 54 SP:Iteration 20F (1353.383239 sec): 3 clusters Score: Raw -1601919.221635 + Penalty 1864.670462 = -1600054.551173 nChanged 40 SP:Iteration 21Q (1353.448216 sec): 3 clusters Score: Raw -1601924.034901 + Penalty 1864.670462 = -1600059.364439 nChanged 34 SP:Iteration 22Q (1353.523352 sec): 3 clusters Score: Raw -1601927.443972 + Penalty 1864.670462 = -1600062.773509 nChanged 27 SP:Iteration 23Q (1353.587693 sec): 3 clusters Score: Raw -1601929.771631 + Penalty 1864.670462 = -1600065.101169 nChanged 24 SP:Iteration 24Q (1353.650271 sec): 3 clusters Score: Raw -1601931.424377 + Penalty 1864.670462 = -1600066.753915 nChanged 17 SP:Iteration 25Q (1353.725128 sec): 3 clusters Score: Raw -1601932.514047 + Penalty 1864.670462 = -1600067.843584 nChanged 13 SP:Iteration 26Q (1353.784927 sec): 3 clusters Score: Raw -1601933.171731 + Penalty 1864.670462 = -1600068.501268 nChanged 11 SP:Iteration 27Q (1353.852915 sec): 3 clusters Score: Raw -1601933.886214 + Penalty 1864.670462 = -1600069.215752 nChanged 8 SP:Iteration 28Q (1353.921306 sec): 3 clusters Score: Raw -1601934.309789 + Penalty 1864.670462 = -1600069.639327 nChanged 9 SP:Iteration 29Q (1353.996767 sec): 3 clusters Score: Raw -1601934.885813 + Penalty 1864.670462 = -1600070.215350 nChanged 13 SP:Iteration 30Q (1354.067801 sec): 3 clusters Score: Raw -1601935.687424 + Penalty 1864.670462 = -1600071.016962 nChanged 8 SP:Iteration 31Q (1354.138449 sec): 3 clusters Score: Raw -1601935.947282 + Penalty 1864.670462 = -1600071.276820 nChanged 3 SP:Iteration 32Q (1354.210102 sec): 3 clusters Score: Raw -1601936.116412 + Penalty 1864.670462 = -1600071.445949 nChanged 7 SP:Iteration 33Q (1354.281881 sec): 3 clusters Score: Raw -1601936.486305 + Penalty 1864.670462 = -1600071.815842 nChanged 9 SP:Iteration 34Q (1354.348756 sec): 3 clusters Score: Raw -1601936.964242 + Penalty 1864.670462 = -1600072.293780 nChanged 8 SP:Iteration 35Q (1354.416083 sec): 3 clusters Score: Raw -1601937.456626 + Penalty 1864.670462 = -1600072.786163 nChanged 9 SP:Iteration 36Q (1354.479637 sec): 3 clusters Score: Raw -1601938.012823 + Penalty 1864.670462 = -1600073.342360 nChanged 10 SP:Iteration 37Q (1354.557606 sec): 3 clusters Score: Raw -1601938.513745 + Penalty 1864.670462 = -1600073.843283 nChanged 9 SP:Iteration 38Q (1354.629569 sec): 3 clusters Score: Raw -1601938.951034 + Penalty 1864.670462 = -1600074.280572 nChanged 9 SP:Iteration 39Q (1354.699225 sec): 3 clusters Score: Raw -1601939.555298 + Penalty 1864.670462 = -1600074.884835 nChanged 9 SP:Iteration 40F (1354.771240 sec): 3 clusters Score: Raw -1601940.190242 + Penalty 1864.670462 = -1600075.519779 nChanged 4 SP:Iteration 41Q (1354.840125 sec): 3 clusters Score: Raw -1601940.390665 + Penalty 1864.670462 = -1600075.720202 nChanged 2 SP:Iteration 42Q (1354.911490 sec): 3 clusters Score: Raw -1601940.541098 + Penalty 1864.670462 = -1600075.870635 nChanged 3 SP:Iteration 43Q (1354.984457 sec): 3 clusters Score: Raw -1601940.622527 + Penalty 1864.670462 = -1600075.952064 nChanged 1 SP:Iteration 44Q (1355.049025 sec): 3 clusters Score: Raw -1601940.650037 + Penalty 1864.670462 = -1600075.979575 nChanged 1 SP:Iteration 45Q (1355.120028 sec): 3 clusters Score: Raw -1601940.669967 + Penalty 1864.670462 = -1600075.999505 nChanged 2 SP:Iteration 46Q (1355.175198 sec): 3 clusters Score: Raw -1601940.735132 + Penalty 1864.670462 = -1600076.064669 nChanged 1 SP:Iteration 47Q (1355.239094 sec): 3 clusters Score: Raw -1601940.760493 + Penalty 1864.670462 = -1600076.090031 nChanged 1 SP:Iteration 48Q (1355.316395 sec): 3 clusters Score: Raw -1601940.779182 + Penalty 1864.670462 = -1600076.108720 nChanged 0 SP:Iteration 49F (1355.384862 sec): 3 clusters Score: Raw -1601940.779182 + Penalty 1864.670462 = -1600076.108720 nChanged 0 Trying to split cluster 5 (4045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1355.417435 sec): 2 clusters Score: Raw -364370.774127 + Penalty 788.997499 = -363581.776628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1355.462687 sec): 3 clusters Score: Raw -362111.299394 + Penalty 1577.994998 = -360533.304397 nChanged 1705 SP:Iteration 1F (1355.509954 sec): 3 clusters Score: Raw -363061.760436 + Penalty 1577.994998 = -361483.765439 nChanged 310 SP:Iteration 2F (1355.563960 sec): 3 clusters Score: Raw -363226.171903 + Penalty 1577.994998 = -361648.176905 nChanged 232 SP:Iteration 3F (1355.612437 sec): 3 clusters Score: Raw -363372.154746 + Penalty 1577.994998 = -361794.159748 nChanged 244 SP:Iteration 4F (1355.658456 sec): 3 clusters Score: Raw -363588.523804 + Penalty 1577.994998 = -362010.528806 nChanged 253 SP:Iteration 5F (1355.717552 sec): 3 clusters Score: Raw -363832.384841 + Penalty 1577.994998 = -362254.389843 nChanged 217 SP:Iteration 6F (1355.759845 sec): 3 clusters Score: Raw -364015.494928 + Penalty 1577.994998 = -362437.499931 nChanged 176 SP:Iteration 7Q (1355.820478 sec): 3 clusters Score: Raw -364155.841278 + Penalty 1577.994998 = -362577.846281 nChanged 126 SP:Iteration 8Q (1355.858543 sec): 3 clusters Score: Raw -364244.447930 + Penalty 1577.994998 = -362666.452932 nChanged 95 SP:Iteration 9Q (1355.923017 sec): 3 clusters Score: Raw -364304.508855 + Penalty 1577.994998 = -362726.513858 nChanged 77 SP:Iteration 10Q (1355.970460 sec): 3 clusters Score: Raw -364359.670987 + Penalty 1577.994998 = -362781.675989 nChanged 73 SP:Iteration 11Q (1356.020982 sec): 3 clusters Score: Raw -364402.762252 + Penalty 1577.994998 = -362824.767254 nChanged 62 SP:Iteration 12Q (1356.071294 sec): 3 clusters Score: Raw -364441.600677 + Penalty 1577.994998 = -362863.605680 nChanged 50 SP:Iteration 13Q (1356.121059 sec): 3 clusters Score: Raw -364475.728761 + Penalty 1577.994998 = -362897.733763 nChanged 43 SP:Iteration 14Q (1356.169825 sec): 3 clusters Score: Raw -364501.070910 + Penalty 1577.994998 = -362923.075913 nChanged 32 SP:Iteration 15Q (1356.227113 sec): 3 clusters Score: Raw -364518.322806 + Penalty 1577.994998 = -362940.327809 nChanged 22 SP:Iteration 16Q (1356.278246 sec): 3 clusters Score: Raw -364528.810248 + Penalty 1577.994998 = -362950.815251 nChanged 23 SP:Iteration 17Q (1356.329269 sec): 3 clusters Score: Raw -364537.918970 + Penalty 1577.994998 = -362959.923972 nChanged 20 SP:Iteration 18Q (1356.381677 sec): 3 clusters Score: Raw -364546.583764 + Penalty 1577.994998 = -362968.588767 nChanged 18 SP:Iteration 19Q (1356.422234 sec): 3 clusters Score: Raw -364553.543142 + Penalty 1577.994998 = -362975.548144 nChanged 16 SP:Iteration 20F (1356.470712 sec): 3 clusters Score: Raw -364558.426139 + Penalty 1577.994998 = -362980.431141 nChanged 15 SP:Iteration 21Q (1356.530196 sec): 3 clusters Score: Raw -364565.659542 + Penalty 1577.994998 = -362987.664544 nChanged 11 SP:Iteration 22Q (1356.574964 sec): 3 clusters Score: Raw -364570.361481 + Penalty 1577.994998 = -362992.366483 nChanged 7 SP:Iteration 23Q (1356.617782 sec): 3 clusters Score: Raw -364572.352820 + Penalty 1577.994998 = -362994.357822 nChanged 4 SP:Iteration 24Q (1356.670855 sec): 3 clusters Score: Raw -364573.511979 + Penalty 1577.994998 = -362995.516981 nChanged 7 SP:Iteration 25Q (1356.718702 sec): 3 clusters Score: Raw -364574.933742 + Penalty 1577.994998 = -362996.938744 nChanged 1 SP:Iteration 26Q (1356.781416 sec): 3 clusters Score: Raw -364575.130798 + Penalty 1577.994998 = -362997.135800 nChanged 0 SP:Iteration 27F (1356.828838 sec): 3 clusters Score: Raw -364575.130798 + Penalty 1577.994998 = -362997.135800 nChanged 0 Trying to split cluster 6 (20907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1356.883516 sec): 2 clusters Score: Raw -1782516.682026 + Penalty 945.044734 = -1781571.637292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1356.956480 sec): 3 clusters Score: Raw -1769394.277810 + Penalty 1890.089469 = -1767504.188341 nChanged 9774 SP:Iteration 1F (1357.036425 sec): 3 clusters Score: Raw -1775013.530803 + Penalty 1890.089469 = -1773123.441334 nChanged 1132 SP:Iteration 2F (1357.112849 sec): 3 clusters Score: Raw -1775514.881841 + Penalty 1890.089469 = -1773624.792372 nChanged 1272 SP:Iteration 3F (1357.186300 sec): 3 clusters Score: Raw -1776216.527313 + Penalty 1890.089469 = -1774326.437844 nChanged 1364 SP:Iteration 4F (1357.262963 sec): 3 clusters Score: Raw -1777130.927475 + Penalty 1890.089469 = -1775240.838006 nChanged 1442 SP:Iteration 5F (1357.338576 sec): 3 clusters Score: Raw -1778226.071324 + Penalty 1890.089469 = -1776335.981855 nChanged 1370 SP:Iteration 6F (1357.415578 sec): 3 clusters Score: Raw -1779311.381947 + Penalty 1890.089469 = -1777421.292478 nChanged 1214 SP:Iteration 7F (1357.491693 sec): 3 clusters Score: Raw -1780346.869621 + Penalty 1890.089469 = -1778456.780152 nChanged 991 SP:Iteration 8Q (1357.567514 sec): 3 clusters Score: Raw -1781250.167716 + Penalty 1890.089469 = -1779360.078247 nChanged 681 SP:Iteration 9Q (1357.643593 sec): 3 clusters Score: Raw -1781860.854464 + Penalty 1890.089469 = -1779970.764995 nChanged 381 SP:Iteration 10Q (1357.706048 sec): 3 clusters Score: Raw -1782159.063272 + Penalty 1890.089469 = -1780268.973803 nChanged 226 SP:Iteration 11Q (1357.785258 sec): 3 clusters Score: Raw -1782342.902830 + Penalty 1890.089469 = -1780452.813362 nChanged 130 SP:Iteration 12Q (1357.858372 sec): 3 clusters Score: Raw -1782440.327428 + Penalty 1890.089469 = -1780550.237959 nChanged 96 SP:Iteration 13Q (1357.920839 sec): 3 clusters Score: Raw -1782508.428080 + Penalty 1890.089469 = -1780618.338611 nChanged 74 SP:Iteration 14Q (1357.996083 sec): 3 clusters Score: Raw -1782560.608833 + Penalty 1890.089469 = -1780670.519365 nChanged 52 SP:Iteration 15Q (1358.062954 sec): 3 clusters Score: Raw -1782597.105366 + Penalty 1890.089469 = -1780707.015897 nChanged 36 SP:Iteration 16Q (1358.128041 sec): 3 clusters Score: Raw -1782627.517259 + Penalty 1890.089469 = -1780737.427790 nChanged 25 SP:Iteration 17Q (1358.200349 sec): 3 clusters Score: Raw -1782643.961259 + Penalty 1890.089469 = -1780753.871790 nChanged 23 SP:Iteration 18Q (1358.259320 sec): 3 clusters Score: Raw -1782656.790396 + Penalty 1890.089469 = -1780766.700927 nChanged 19 SP:Iteration 19Q (1358.328605 sec): 3 clusters Score: Raw -1782668.375416 + Penalty 1890.089469 = -1780778.285948 nChanged 13 SP:Iteration 20F (1358.403484 sec): 3 clusters Score: Raw -1782676.652220 + Penalty 1890.089469 = -1780786.562751 nChanged 7 SP:Iteration 21Q (1358.482123 sec): 3 clusters Score: Raw -1782681.626316 + Penalty 1890.089469 = -1780791.536847 nChanged 11 SP:Iteration 22Q (1358.550655 sec): 3 clusters Score: Raw -1782690.955229 + Penalty 1890.089469 = -1780800.865760 nChanged 10 SP:Iteration 23Q (1358.617502 sec): 3 clusters Score: Raw -1782698.049363 + Penalty 1890.089469 = -1780807.959894 nChanged 9 SP:Iteration 24Q (1358.676079 sec): 3 clusters Score: Raw -1782702.777376 + Penalty 1890.089469 = -1780812.687907 nChanged 2 SP:Iteration 25Q (1358.753753 sec): 3 clusters Score: Raw -1782703.652893 + Penalty 1890.089469 = -1780813.563424 nChanged 1 SP:Iteration 26Q (1358.821496 sec): 3 clusters Score: Raw -1782704.381574 + Penalty 1890.089469 = -1780814.292105 nChanged 1 SP:Iteration 27Q (1358.890002 sec): 3 clusters Score: Raw -1782705.873445 + Penalty 1890.089469 = -1780815.783976 nChanged 2 SP:Iteration 28Q (1358.954135 sec): 3 clusters Score: Raw -1782707.375760 + Penalty 1890.089469 = -1780817.286291 nChanged 4 SP:Iteration 29Q (1359.016472 sec): 3 clusters Score: Raw -1782710.456235 + Penalty 1890.089469 = -1780820.366766 nChanged 2 SP:Iteration 30Q (1359.081565 sec): 3 clusters Score: Raw -1782711.113251 + Penalty 1890.089469 = -1780821.023782 nChanged 0 SP:Iteration 31F (1359.159527 sec): 3 clusters Score: Raw -1782711.113251 + Penalty 1890.089469 = -1780821.023782 nChanged 0 Trying to split cluster 7 (22931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1359.209344 sec): 2 clusters Score: Raw -2035261.530319 + Penalty 953.823274 = -2034307.707045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1359.291820 sec): 3 clusters Score: Raw -2020799.599877 + Penalty 1907.646547 = -2018891.953329 nChanged 10680 SP:Iteration 1F (1359.369809 sec): 3 clusters Score: Raw -2026726.566840 + Penalty 1907.646547 = -2024818.920293 nChanged 1083 SP:Iteration 2Q (1359.450093 sec): 3 clusters Score: Raw -2027122.158633 + Penalty 1907.646547 = -2025214.512086 nChanged 1252 SP:Iteration 3F (1359.515875 sec): 3 clusters Score: Raw -2027725.108874 + Penalty 1907.646547 = -2025817.462327 nChanged 1568 SP:Iteration 4F (1359.599717 sec): 3 clusters Score: Raw -2028664.535151 + Penalty 1907.646547 = -2026756.888604 nChanged 1758 SP:Iteration 5F (1359.673955 sec): 3 clusters Score: Raw -2029924.748378 + Penalty 1907.646547 = -2028017.101831 nChanged 1838 SP:Iteration 6F (1359.753524 sec): 3 clusters Score: Raw -2031429.721498 + Penalty 1907.646547 = -2029522.074951 nChanged 1623 SP:Iteration 7F (1359.821200 sec): 3 clusters Score: Raw -2032927.698146 + Penalty 1907.646547 = -2031020.051599 nChanged 1212 SP:Iteration 8F (1359.900838 sec): 3 clusters Score: Raw -2034039.026878 + Penalty 1907.646547 = -2032131.380331 nChanged 732 SP:Iteration 9Q (1359.990601 sec): 3 clusters Score: Raw -2034731.666324 + Penalty 1907.646547 = -2032824.019777 nChanged 363 SP:Iteration 10Q (1360.074398 sec): 3 clusters Score: Raw -2035078.448739 + Penalty 1907.646547 = -2033170.802191 nChanged 144 SP:Iteration 11Q (1360.152102 sec): 3 clusters Score: Raw -2035222.751746 + Penalty 1907.646547 = -2033315.105198 nChanged 64 SP:Iteration 12Q (1360.228678 sec): 3 clusters Score: Raw -2035293.163923 + Penalty 1907.646547 = -2033385.517376 nChanged 27 SP:Iteration 13Q (1360.302170 sec): 3 clusters Score: Raw -2035325.921922 + Penalty 1907.646547 = -2033418.275375 nChanged 15 SP:Iteration 14Q (1360.370839 sec): 3 clusters Score: Raw -2035347.305829 + Penalty 1907.646547 = -2033439.659282 nChanged 7 SP:Iteration 15Q (1360.438876 sec): 3 clusters Score: Raw -2035359.014038 + Penalty 1907.646547 = -2033451.367490 nChanged 4 SP:Iteration 16Q (1360.509405 sec): 3 clusters Score: Raw -2035367.080760 + Penalty 1907.646547 = -2033459.434212 nChanged 3 SP:Iteration 17Q (1360.584066 sec): 3 clusters Score: Raw -2035370.805526 + Penalty 1907.646547 = -2033463.158978 nChanged 3 SP:Iteration 18Q (1360.653063 sec): 3 clusters Score: Raw -2035373.589642 + Penalty 1907.646547 = -2033465.943095 nChanged 2 SP:Iteration 19Q (1360.722935 sec): 3 clusters Score: Raw -2035375.198675 + Penalty 1907.646547 = -2033467.552127 nChanged 0 SP:Iteration 20F (1360.798105 sec): 3 clusters Score: Raw -2035375.198675 + Penalty 1907.646547 = -2033467.552127 nChanged 0 Trying to split cluster 8 (1450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1360.827559 sec): 2 clusters Score: Raw -124722.087161 + Penalty 691.535289 = -124030.551872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1360.868663 sec): 3 clusters Score: Raw -124055.902581 + Penalty 1383.070579 = -122672.832003 nChanged 560 SP:Iteration 1F (1360.916070 sec): 3 clusters Score: Raw -124450.360425 + Penalty 1383.070579 = -123067.289847 nChanged 116 SP:Iteration 2F (1360.960133 sec): 3 clusters Score: Raw -124523.861109 + Penalty 1383.070579 = -123140.790531 nChanged 66 SP:Iteration 3Q (1361.014487 sec): 3 clusters Score: Raw -124570.881843 + Penalty 1383.070579 = -123187.811265 nChanged 41 SP:Iteration 4Q (1361.052724 sec): 3 clusters Score: Raw -124596.941356 + Penalty 1383.070579 = -123213.870778 nChanged 39 SP:Iteration 5Q (1361.108498 sec): 3 clusters Score: Raw -124626.810876 + Penalty 1383.070579 = -123243.740298 nChanged 45 SP:Iteration 6Q (1361.148802 sec): 3 clusters Score: Raw -124660.301563 + Penalty 1383.070579 = -123277.230984 nChanged 40 SP:Iteration 7Q (1361.204853 sec): 3 clusters Score: Raw -124686.372563 + Penalty 1383.070579 = -123303.301984 nChanged 32 SP:Iteration 8Q (1361.255693 sec): 3 clusters Score: Raw -124706.678982 + Penalty 1383.070579 = -123323.608403 nChanged 16 SP:Iteration 9Q (1361.299602 sec): 3 clusters Score: Raw -124718.436045 + Penalty 1383.070579 = -123335.365466 nChanged 17 SP:Iteration 10Q (1361.347776 sec): 3 clusters Score: Raw -124730.572457 + Penalty 1383.070579 = -123347.501879 nChanged 17 SP:Iteration 11Q (1361.405450 sec): 3 clusters Score: Raw -124748.530122 + Penalty 1383.070579 = -123365.459543 nChanged 17 SP:Iteration 12Q (1361.444556 sec): 3 clusters Score: Raw -124760.203263 + Penalty 1383.070579 = -123377.132684 nChanged 17 SP:Iteration 13Q (1361.490408 sec): 3 clusters Score: Raw -124777.026574 + Penalty 1383.070579 = -123393.955996 nChanged 20 SP:Iteration 14Q (1361.535817 sec): 3 clusters Score: Raw -124791.022439 + Penalty 1383.070579 = -123407.951860 nChanged 17 SP:Iteration 15Q (1361.592928 sec): 3 clusters Score: Raw -124804.596643 + Penalty 1383.070579 = -123421.526064 nChanged 9 SP:Iteration 16Q (1361.637502 sec): 3 clusters Score: Raw -124816.828544 + Penalty 1383.070579 = -123433.757965 nChanged 13 SP:Iteration 17Q (1361.671092 sec): 3 clusters Score: Raw -124829.632310 + Penalty 1383.070579 = -123446.561731 nChanged 7 SP:Iteration 18Q (1361.722686 sec): 3 clusters Score: Raw -124835.695587 + Penalty 1383.070579 = -123452.625008 nChanged 10 SP:Iteration 19Q (1361.768278 sec): 3 clusters Score: Raw -124843.354827 + Penalty 1383.070579 = -123460.284248 nChanged 2 SP:Iteration 20F (1361.823751 sec): 3 clusters Score: Raw -124845.993892 + Penalty 1383.070579 = -123462.923313 nChanged 0 Trying to split cluster 9 (740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1361.844404 sec): 2 clusters Score: Raw -48261.519737 + Penalty 627.631768 = -47633.887969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1361.894916 sec): 3 clusters Score: Raw -48013.666116 + Penalty 1255.263535 = -46758.402581 nChanged 248 SP:Iteration 1F (1361.938584 sec): 3 clusters Score: Raw -48254.883207 + Penalty 1255.263535 = -46999.619671 nChanged 70 SP:Iteration 2F (1361.979009 sec): 3 clusters Score: Raw -48366.261651 + Penalty 1255.263535 = -47110.998115 nChanged 49 SP:Iteration 3F (1362.022305 sec): 3 clusters Score: Raw -48457.264064 + Penalty 1255.263535 = -47202.000529 nChanged 35 SP:Iteration 4Q (1362.071857 sec): 3 clusters Score: Raw -48514.664077 + Penalty 1255.263535 = -47259.400541 nChanged 38 SP:Iteration 5F (1362.112823 sec): 3 clusters Score: Raw -48569.101536 + Penalty 1255.263535 = -47313.838001 nChanged 37 SP:Iteration 6Q (1362.159618 sec): 3 clusters Score: Raw -48608.530076 + Penalty 1255.263535 = -47353.266541 nChanged 17 SP:Iteration 7Q (1362.197324 sec): 3 clusters Score: Raw -48633.425890 + Penalty 1255.263535 = -47378.162355 nChanged 15 SP:Iteration 8Q (1362.235232 sec): 3 clusters Score: Raw -48650.087246 + Penalty 1255.263535 = -47394.823711 nChanged 9 SP:Iteration 9Q (1362.284087 sec): 3 clusters Score: Raw -48658.802916 + Penalty 1255.263535 = -47403.539381 nChanged 11 SP:Iteration 10Q (1362.327437 sec): 3 clusters Score: Raw -48668.816403 + Penalty 1255.263535 = -47413.552867 nChanged 12 SP:Iteration 11Q (1362.368382 sec): 3 clusters Score: Raw -48679.981044 + Penalty 1255.263535 = -47424.717509 nChanged 7 SP:Iteration 12Q (1362.412409 sec): 3 clusters Score: Raw -48685.636828 + Penalty 1255.263535 = -47430.373293 nChanged 3 SP:Iteration 13Q (1362.447696 sec): 3 clusters Score: Raw -48687.075836 + Penalty 1255.263535 = -47431.812300 nChanged 2 SP:Iteration 14Q (1362.490989 sec): 3 clusters Score: Raw -48689.110171 + Penalty 1255.263535 = -47433.846635 nChanged 1 SP:Iteration 15Q (1362.539722 sec): 3 clusters Score: Raw -48692.475673 + Penalty 1255.263535 = -47437.212137 nChanged 4 SP:Iteration 16Q (1362.580100 sec): 3 clusters Score: Raw -48694.290446 + Penalty 1255.263535 = -47439.026910 nChanged 2 SP:Iteration 17Q (1362.635464 sec): 3 clusters Score: Raw -48699.578631 + Penalty 1255.263535 = -47444.315096 nChanged 2 SP:Iteration 18Q (1362.673906 sec): 3 clusters Score: Raw -48700.317831 + Penalty 1255.263535 = -47445.054296 nChanged 0 SP:Iteration 19F (1362.724293 sec): 3 clusters Score: Raw -48700.317831 + Penalty 1255.263535 = -47445.054296 nChanged 0 Trying to split cluster 10 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1362.752450 sec): 2 clusters Score: Raw -39618.106539 + Penalty 604.651322 = -39013.455217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1362.795597 sec): 3 clusters Score: Raw -39469.127957 + Penalty 1209.302644 = -38259.825313 nChanged 187 SP:Iteration 1F (1362.837711 sec): 3 clusters Score: Raw -39684.908845 + Penalty 1209.302644 = -38475.606201 nChanged 36 SP:Iteration 2F (1362.878364 sec): 3 clusters Score: Raw -39729.300997 + Penalty 1209.302644 = -38519.998353 nChanged 21 SP:Iteration 3Q (1362.929090 sec): 3 clusters Score: Raw -39751.899203 + Penalty 1209.302644 = -38542.596559 nChanged 9 SP:Iteration 4Q (1362.976636 sec): 3 clusters Score: Raw -39773.003432 + Penalty 1209.302644 = -38563.700788 nChanged 8 SP:Iteration 5Q (1363.026457 sec): 3 clusters Score: Raw -39786.935317 + Penalty 1209.302644 = -38577.632673 nChanged 11 SP:Iteration 6Q (1363.075389 sec): 3 clusters Score: Raw -39806.593490 + Penalty 1209.302644 = -38597.290846 nChanged 12 SP:Iteration 7Q (1363.128519 sec): 3 clusters Score: Raw -39818.577146 + Penalty 1209.302644 = -38609.274502 nChanged 4 SP:Iteration 8Q (1363.169839 sec): 3 clusters Score: Raw -39821.896243 + Penalty 1209.302644 = -38612.593600 nChanged 2 SP:Iteration 9Q (1363.221774 sec): 3 clusters Score: Raw -39823.321381 + Penalty 1209.302644 = -38614.018737 nChanged 3 SP:Iteration 10Q (1363.258688 sec): 3 clusters Score: Raw -39825.717034 + Penalty 1209.302644 = -38616.414391 nChanged 1 SP:Iteration 11Q (1363.305335 sec): 3 clusters Score: Raw -39827.249886 + Penalty 1209.302644 = -38617.947242 nChanged 2 SP:Iteration 12Q (1363.342428 sec): 3 clusters Score: Raw -39828.715879 + Penalty 1209.302644 = -38619.413235 nChanged 0 SP:Iteration 13F (1363.389849 sec): 3 clusters Score: Raw -39828.715879 + Penalty 1209.302644 = -38619.413235 nChanged 0 Trying to split cluster 11 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1363.412295 sec): 2 clusters Score: Raw -17311.016533 + Penalty 523.006496 = -16788.010037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1363.467781 sec): 3 clusters Score: Raw -17309.211226 + Penalty 1046.012992 = -16263.198234 nChanged 59 SP:Iteration 1F (1363.511283 sec): 3 clusters Score: Raw -17442.695941 + Penalty 1046.012992 = -16396.682949 nChanged 15 SP:Iteration 2F (1363.556243 sec): 3 clusters Score: Raw -17498.137391 + Penalty 1046.012992 = -16452.124399 nChanged 8 SP:Iteration 3Q (1363.601144 sec): 3 clusters Score: Raw -17509.455704 + Penalty 1046.012992 = -16463.442712 nChanged 1 SP:Iteration 4Q (1363.644508 sec): 3 clusters Score: Raw -17525.514527 + Penalty 1046.012992 = -16479.501536 nChanged 4 SP:Iteration 5Q (1363.688944 sec): 3 clusters Score: Raw -17529.542913 + Penalty 1046.012992 = -16483.529922 nChanged 0 SP:Iteration 6F (1363.729301 sec): 3 clusters Score: Raw -17529.542913 + Penalty 1046.012992 = -16483.529922 nChanged 0 Trying to split cluster 12 (2652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1363.755975 sec): 2 clusters Score: Raw -220687.692384 + Penalty 748.891588 = -219938.800796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1363.789359 sec): 3 clusters Score: Raw -219337.701258 + Penalty 1497.783177 = -217839.918082 nChanged 1044 SP:Iteration 1F (1363.832747 sec): 3 clusters Score: Raw -220034.553268 + Penalty 1497.783177 = -218536.770092 nChanged 212 SP:Iteration 2F (1363.871531 sec): 3 clusters Score: Raw -220159.370314 + Penalty 1497.783177 = -218661.587138 nChanged 144 SP:Iteration 3F (1363.910958 sec): 3 clusters Score: Raw -220238.010019 + Penalty 1497.783177 = -218740.226842 nChanged 104 SP:Iteration 4Q (1363.952237 sec): 3 clusters Score: Raw -220289.285987 + Penalty 1497.783177 = -218791.502810 nChanged 83 SP:Iteration 5Q (1363.989471 sec): 3 clusters Score: Raw -220328.131387 + Penalty 1497.783177 = -218830.348210 nChanged 63 SP:Iteration 6Q (1364.029449 sec): 3 clusters Score: Raw -220351.565770 + Penalty 1497.783177 = -218853.782593 nChanged 46 SP:Iteration 7Q (1364.066788 sec): 3 clusters Score: Raw -220367.507761 + Penalty 1497.783177 = -218869.724584 nChanged 44 SP:Iteration 8Q (1364.114298 sec): 3 clusters Score: Raw -220383.650919 + Penalty 1497.783177 = -218885.867742 nChanged 42 SP:Iteration 9Q (1364.147631 sec): 3 clusters Score: Raw -220400.876788 + Penalty 1497.783177 = -218903.093612 nChanged 38 SP:Iteration 10Q (1364.194219 sec): 3 clusters Score: Raw -220415.512766 + Penalty 1497.783177 = -218917.729589 nChanged 41 SP:Iteration 11Q (1364.240105 sec): 3 clusters Score: Raw -220430.643834 + Penalty 1497.783177 = -218932.860658 nChanged 38 SP:Iteration 12Q (1364.297336 sec): 3 clusters Score: Raw -220448.688681 + Penalty 1497.783177 = -218950.905504 nChanged 40 SP:Iteration 13Q (1364.341065 sec): 3 clusters Score: Raw -220466.533919 + Penalty 1497.783177 = -218968.750742 nChanged 34 SP:Iteration 14Q (1364.394408 sec): 3 clusters Score: Raw -220481.373975 + Penalty 1497.783177 = -218983.590798 nChanged 43 SP:Iteration 15Q (1364.431974 sec): 3 clusters Score: Raw -220499.773051 + Penalty 1497.783177 = -219001.989874 nChanged 37 SP:Iteration 16Q (1364.476634 sec): 3 clusters Score: Raw -220514.997835 + Penalty 1497.783177 = -219017.214659 nChanged 30 SP:Iteration 17Q (1364.536307 sec): 3 clusters Score: Raw -220525.019450 + Penalty 1497.783177 = -219027.236273 nChanged 26 SP:Iteration 18Q (1364.579985 sec): 3 clusters Score: Raw -220533.968249 + Penalty 1497.783177 = -219036.185073 nChanged 23 SP:Iteration 19Q (1364.624203 sec): 3 clusters Score: Raw -220542.529937 + Penalty 1497.783177 = -219044.746760 nChanged 23 SP:Iteration 20F (1364.680436 sec): 3 clusters Score: Raw -220549.710218 + Penalty 1497.783177 = -219051.927041 nChanged 25 SP:Iteration 21Q (1364.731175 sec): 3 clusters Score: Raw -220556.834911 + Penalty 1497.783177 = -219059.051734 nChanged 25 SP:Iteration 22Q (1364.777757 sec): 3 clusters Score: Raw -220566.222189 + Penalty 1497.783177 = -219068.439013 nChanged 25 SP:Iteration 23Q (1364.825724 sec): 3 clusters Score: Raw -220573.702176 + Penalty 1497.783177 = -219075.918999 nChanged 17 SP:Iteration 24Q (1364.865968 sec): 3 clusters Score: Raw -220579.732737 + Penalty 1497.783177 = -219081.949560 nChanged 14 SP:Iteration 25Q (1364.924192 sec): 3 clusters Score: Raw -220585.308837 + Penalty 1497.783177 = -219087.525660 nChanged 21 SP:Iteration 26Q (1364.975872 sec): 3 clusters Score: Raw -220591.362112 + Penalty 1497.783177 = -219093.578936 nChanged 13 SP:Iteration 27Q (1365.021026 sec): 3 clusters Score: Raw -220594.930593 + Penalty 1497.783177 = -219097.147416 nChanged 7 SP:Iteration 28Q (1365.072041 sec): 3 clusters Score: Raw -220597.734615 + Penalty 1497.783177 = -219099.951438 nChanged 9 SP:Iteration 29Q (1365.127715 sec): 3 clusters Score: Raw -220600.490377 + Penalty 1497.783177 = -219102.707201 nChanged 12 SP:Iteration 30Q (1365.179823 sec): 3 clusters Score: Raw -220604.852643 + Penalty 1497.783177 = -219107.069466 nChanged 8 SP:Iteration 31Q (1365.221320 sec): 3 clusters Score: Raw -220606.355352 + Penalty 1497.783177 = -219108.572175 nChanged 3 SP:Iteration 32Q (1365.273198 sec): 3 clusters Score: Raw -220607.780123 + Penalty 1497.783177 = -219109.996946 nChanged 6 SP:Iteration 33Q (1365.323012 sec): 3 clusters Score: Raw -220609.084882 + Penalty 1497.783177 = -219111.301705 nChanged 3 SP:Iteration 34Q (1365.377794 sec): 3 clusters Score: Raw -220609.813235 + Penalty 1497.783177 = -219112.030058 nChanged 1 SP:Iteration 35Q (1365.418507 sec): 3 clusters Score: Raw -220610.042568 + Penalty 1497.783177 = -219112.259391 nChanged 1 SP:Iteration 36Q (1365.475695 sec): 3 clusters Score: Raw -220610.230936 + Penalty 1497.783177 = -219112.447759 nChanged 1 SP:Iteration 37Q (1365.521354 sec): 3 clusters Score: Raw -220610.361315 + Penalty 1497.783177 = -219112.578138 nChanged 2 SP:Iteration 38Q (1365.565882 sec): 3 clusters Score: Raw -220610.669238 + Penalty 1497.783177 = -219112.886061 nChanged 0 SP:Iteration 39F (1365.610297 sec): 3 clusters Score: Raw -220610.669238 + Penalty 1497.783177 = -219112.886061 nChanged 0 Trying to split cluster 13 (25857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1365.664960 sec): 2 clusters Score: Raw -2087752.937198 + Penalty 965.231980 = -2086787.705217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1365.734783 sec): 3 clusters Score: Raw -2071490.168891 + Penalty 1930.463961 = -2069559.704930 nChanged 12079 SP:Iteration 1F (1365.810022 sec): 3 clusters Score: Raw -2078309.467984 + Penalty 1930.463961 = -2076379.004023 nChanged 1115 SP:Iteration 2Q (1365.900814 sec): 3 clusters Score: Raw -2078691.300505 + Penalty 1930.463961 = -2076760.836544 nChanged 1204 SP:Iteration 3Q (1365.986174 sec): 3 clusters Score: Raw -2079185.250561 + Penalty 1930.463961 = -2077254.786600 nChanged 1427 SP:Iteration 4F (1366.063540 sec): 3 clusters Score: Raw -2079875.696173 + Penalty 1930.463961 = -2077945.232212 nChanged 1688 SP:Iteration 5F (1366.144216 sec): 3 clusters Score: Raw -2080858.251671 + Penalty 1930.463961 = -2078927.787710 nChanged 1840 SP:Iteration 6F (1366.220159 sec): 3 clusters Score: Raw -2082029.281256 + Penalty 1930.463961 = -2080098.817295 nChanged 1744 SP:Iteration 7F (1366.300001 sec): 3 clusters Score: Raw -2083124.902919 + Penalty 1930.463961 = -2081194.438958 nChanged 1399 SP:Iteration 8F (1366.379020 sec): 3 clusters Score: Raw -2084003.494770 + Penalty 1930.463961 = -2082073.030809 nChanged 1021 SP:Iteration 9Q (1366.454881 sec): 3 clusters Score: Raw -2084876.226946 + Penalty 1930.463961 = -2082945.762985 nChanged 844 SP:Iteration 10Q (1366.538872 sec): 3 clusters Score: Raw -2085943.965666 + Penalty 1930.463961 = -2084013.501706 nChanged 639 SP:Iteration 11Q (1366.622676 sec): 3 clusters Score: Raw -2086698.225087 + Penalty 1930.463961 = -2084767.761126 nChanged 440 SP:Iteration 12Q (1366.703176 sec): 3 clusters Score: Raw -2086971.331612 + Penalty 1930.463961 = -2085040.867651 nChanged 338 SP:Iteration 13Q (1366.779004 sec): 3 clusters Score: Raw -2087131.451026 + Penalty 1930.463961 = -2085200.987065 nChanged 282 SP:Iteration 14Q (1366.854160 sec): 3 clusters Score: Raw -2087240.562018 + Penalty 1930.463961 = -2085310.098057 nChanged 241 SP:Iteration 15Q (1366.932345 sec): 3 clusters Score: Raw -2087323.859811 + Penalty 1930.463961 = -2085393.395850 nChanged 193 SP:Iteration 16Q (1367.010577 sec): 3 clusters Score: Raw -2087376.808507 + Penalty 1930.463961 = -2085446.344546 nChanged 155 SP:Iteration 17Q (1367.081925 sec): 3 clusters Score: Raw -2087413.126198 + Penalty 1930.463961 = -2085482.662237 nChanged 131 SP:Iteration 18Q (1367.160046 sec): 3 clusters Score: Raw -2087443.163763 + Penalty 1930.463961 = -2085512.699802 nChanged 128 SP:Iteration 19Q (1367.240286 sec): 3 clusters Score: Raw -2087473.276258 + Penalty 1930.463961 = -2085542.812297 nChanged 119 SP:Iteration 20F (1367.319602 sec): 3 clusters Score: Raw -2087502.579398 + Penalty 1930.463961 = -2085572.115437 nChanged 115 SP:Iteration 21Q (1367.403176 sec): 3 clusters Score: Raw -2087531.025252 + Penalty 1930.463961 = -2085600.561291 nChanged 87 SP:Iteration 22Q (1367.478106 sec): 3 clusters Score: Raw -2087547.854251 + Penalty 1930.463961 = -2085617.390290 nChanged 70 SP:Iteration 23Q (1367.560758 sec): 3 clusters Score: Raw -2087561.009293 + Penalty 1930.463961 = -2085630.545332 nChanged 75 SP:Iteration 24Q (1367.628320 sec): 3 clusters Score: Raw -2087574.631869 + Penalty 1930.463961 = -2085644.167908 nChanged 74 SP:Iteration 25Q (1367.699172 sec): 3 clusters Score: Raw -2087586.822200 + Penalty 1930.463961 = -2085656.358239 nChanged 61 SP:Iteration 26Q (1367.771566 sec): 3 clusters Score: Raw -2087597.345242 + Penalty 1930.463961 = -2085666.881281 nChanged 53 SP:Iteration 27Q (1367.858399 sec): 3 clusters Score: Raw -2087605.422071 + Penalty 1930.463961 = -2085674.958110 nChanged 50 SP:Iteration 28Q (1367.931158 sec): 3 clusters Score: Raw -2087614.143131 + Penalty 1930.463961 = -2085683.679170 nChanged 39 SP:Iteration 29Q (1368.016883 sec): 3 clusters Score: Raw -2087619.957762 + Penalty 1930.463961 = -2085689.493801 nChanged 38 SP:Iteration 30Q (1368.089833 sec): 3 clusters Score: Raw -2087624.681302 + Penalty 1930.463961 = -2085694.217341 nChanged 31 SP:Iteration 31Q (1368.169566 sec): 3 clusters Score: Raw -2087628.932373 + Penalty 1930.463961 = -2085698.468412 nChanged 40 SP:Iteration 32Q (1368.245189 sec): 3 clusters Score: Raw -2087632.790702 + Penalty 1930.463961 = -2085702.326742 nChanged 27 SP:Iteration 33Q (1368.320273 sec): 3 clusters Score: Raw -2087636.105991 + Penalty 1930.463961 = -2085705.642030 nChanged 37 SP:Iteration 34Q (1368.386363 sec): 3 clusters Score: Raw -2087641.342617 + Penalty 1930.463961 = -2085710.878656 nChanged 37 SP:Iteration 35Q (1368.456841 sec): 3 clusters Score: Raw -2087646.916474 + Penalty 1930.463961 = -2085716.452513 nChanged 39 SP:Iteration 36Q (1368.539423 sec): 3 clusters Score: Raw -2087652.405765 + Penalty 1930.463961 = -2085721.941804 nChanged 31 SP:Iteration 37Q (1368.619180 sec): 3 clusters Score: Raw -2087656.345880 + Penalty 1930.463961 = -2085725.881919 nChanged 24 SP:Iteration 38Q (1368.695339 sec): 3 clusters Score: Raw -2087659.449494 + Penalty 1930.463961 = -2085728.985533 nChanged 27 SP:Iteration 39Q (1368.773188 sec): 3 clusters Score: Raw -2087663.099279 + Penalty 1930.463961 = -2085732.635318 nChanged 30 SP:Iteration 40F (1368.854702 sec): 3 clusters Score: Raw -2087667.369623 + Penalty 1930.463961 = -2085736.905662 nChanged 32 SP:Iteration 41Q (1368.922046 sec): 3 clusters Score: Raw -2087672.549221 + Penalty 1930.463961 = -2085742.085260 nChanged 31 SP:Iteration 42Q (1369.003749 sec): 3 clusters Score: Raw -2087676.804927 + Penalty 1930.463961 = -2085746.340966 nChanged 24 SP:Iteration 43Q (1369.077049 sec): 3 clusters Score: Raw -2087680.103655 + Penalty 1930.463961 = -2085749.639695 nChanged 27 SP:Iteration 44Q (1369.162605 sec): 3 clusters Score: Raw -2087684.765266 + Penalty 1930.463961 = -2085754.301305 nChanged 21 SP:Iteration 45Q (1369.238728 sec): 3 clusters Score: Raw -2087688.077156 + Penalty 1930.463961 = -2085757.613195 nChanged 28 SP:Iteration 46Q (1369.316295 sec): 3 clusters Score: Raw -2087692.149312 + Penalty 1930.463961 = -2085761.685351 nChanged 30 SP:Iteration 47Q (1369.389834 sec): 3 clusters Score: Raw -2087696.314042 + Penalty 1930.463961 = -2085765.850081 nChanged 25 SP:Iteration 48Q (1369.465881 sec): 3 clusters Score: Raw -2087699.221334 + Penalty 1930.463961 = -2085768.757373 nChanged 23 SP:Iteration 49Q (1369.539189 sec): 3 clusters Score: Raw -2087702.067441 + Penalty 1930.463961 = -2085771.603480 nChanged 35 SP:Iteration 50Q (1369.614520 sec): 3 clusters Score: Raw -2087707.544544 + Penalty 1930.463961 = -2085777.080583 nChanged 29 SP:Iteration 51Q (1369.693249 sec): 3 clusters Score: Raw -2087713.045312 + Penalty 1930.463961 = -2085782.581352 nChanged 31 SP:Iteration 52Q (1369.752671 sec): 3 clusters Score: Raw -2087719.477618 + Penalty 1930.463961 = -2085789.013657 nChanged 30 SP:Iteration 53Q (1369.823700 sec): 3 clusters Score: Raw -2087723.636191 + Penalty 1930.463961 = -2085793.172230 nChanged 23 SP:Iteration 54Q (1369.899457 sec): 3 clusters Score: Raw -2087726.261305 + Penalty 1930.463961 = -2085795.797344 nChanged 16 SP:Iteration 55Q (1369.974348 sec): 3 clusters Score: Raw -2087728.523700 + Penalty 1930.463961 = -2085798.059739 nChanged 24 SP:Iteration 56Q (1370.042395 sec): 3 clusters Score: Raw -2087732.218868 + Penalty 1930.463961 = -2085801.754907 nChanged 29 SP:Iteration 57Q (1370.120771 sec): 3 clusters Score: Raw -2087736.453876 + Penalty 1930.463961 = -2085805.989916 nChanged 29 SP:Iteration 58Q (1370.192381 sec): 3 clusters Score: Raw -2087740.871609 + Penalty 1930.463961 = -2085810.407648 nChanged 30 SP:Iteration 59Q (1370.270282 sec): 3 clusters Score: Raw -2087746.713045 + Penalty 1930.463961 = -2085816.249084 nChanged 36 SP:Iteration 60F (1370.349146 sec): 3 clusters Score: Raw -2087751.951755 + Penalty 1930.463961 = -2085821.487794 nChanged 35 SP:Iteration 61Q (1370.426853 sec): 3 clusters Score: Raw -2087758.279501 + Penalty 1930.463961 = -2085827.815540 nChanged 30 SP:Iteration 62Q (1370.499688 sec): 3 clusters Score: Raw -2087763.572193 + Penalty 1930.463961 = -2085833.108232 nChanged 25 SP:Iteration 63Q (1370.574294 sec): 3 clusters Score: Raw -2087768.886030 + Penalty 1930.463961 = -2085838.422069 nChanged 33 SP:Iteration 64Q (1370.644183 sec): 3 clusters Score: Raw -2087774.663402 + Penalty 1930.463961 = -2085844.199441 nChanged 25 SP:Iteration 65Q (1370.726538 sec): 3 clusters Score: Raw -2087778.154676 + Penalty 1930.463961 = -2085847.690715 nChanged 30 SP:Iteration 66Q (1370.802325 sec): 3 clusters Score: Raw -2087784.564698 + Penalty 1930.463961 = -2085854.100737 nChanged 32 SP:Iteration 67Q (1370.877985 sec): 3 clusters Score: Raw -2087789.863441 + Penalty 1930.463961 = -2085859.399480 nChanged 29 SP:Iteration 68Q (1370.945860 sec): 3 clusters Score: Raw -2087794.484842 + Penalty 1930.463961 = -2085864.020881 nChanged 25 SP:Iteration 69Q (1371.034464 sec): 3 clusters Score: Raw -2087797.950090 + Penalty 1930.463961 = -2085867.486129 nChanged 20 SP:Iteration 70Q (1371.113595 sec): 3 clusters Score: Raw -2087800.446632 + Penalty 1930.463961 = -2085869.982671 nChanged 17 SP:Iteration 71Q (1371.195975 sec): 3 clusters Score: Raw -2087802.643410 + Penalty 1930.463961 = -2085872.179449 nChanged 11 SP:Iteration 72Q (1371.270595 sec): 3 clusters Score: Raw -2087803.710354 + Penalty 1930.463961 = -2085873.246393 nChanged 14 SP:Iteration 73Q (1371.348830 sec): 3 clusters Score: Raw -2087805.124937 + Penalty 1930.463961 = -2085874.660976 nChanged 15 SP:Iteration 74Q (1371.421395 sec): 3 clusters Score: Raw -2087806.975684 + Penalty 1930.463961 = -2085876.511723 nChanged 12 SP:Iteration 75Q (1371.482795 sec): 3 clusters Score: Raw -2087809.141465 + Penalty 1930.463961 = -2085878.677504 nChanged 14 SP:Iteration 76Q (1371.556330 sec): 3 clusters Score: Raw -2087811.423696 + Penalty 1930.463961 = -2085880.959735 nChanged 17 SP:Iteration 77Q (1371.637109 sec): 3 clusters Score: Raw -2087814.238322 + Penalty 1930.463961 = -2085883.774362 nChanged 17 SP:Iteration 78Q (1371.714900 sec): 3 clusters Score: Raw -2087818.305976 + Penalty 1930.463961 = -2085887.842015 nChanged 26 SP:Iteration 79Q (1371.797658 sec): 3 clusters Score: Raw -2087824.678972 + Penalty 1930.463961 = -2085894.215011 nChanged 22 SP:Iteration 80F (1371.878023 sec): 3 clusters Score: Raw -2087828.871258 + Penalty 1930.463961 = -2085898.407297 nChanged 22 SP:Iteration 81Q (1371.954379 sec): 3 clusters Score: Raw -2087833.358522 + Penalty 1930.463961 = -2085902.894561 nChanged 32 SP:Iteration 82Q (1372.030813 sec): 3 clusters Score: Raw -2087838.712226 + Penalty 1930.463961 = -2085908.248266 nChanged 25 SP:Iteration 83Q (1372.103871 sec): 3 clusters Score: Raw -2087844.621004 + Penalty 1930.463961 = -2085914.157043 nChanged 36 SP:Iteration 84Q (1372.173334 sec): 3 clusters Score: Raw -2087855.309012 + Penalty 1930.463961 = -2085924.845051 nChanged 40 SP:Iteration 85Q (1372.256022 sec): 3 clusters Score: Raw -2087865.442878 + Penalty 1930.463961 = -2085934.978917 nChanged 35 SP:Iteration 86Q (1372.333536 sec): 3 clusters Score: Raw -2087872.819150 + Penalty 1930.463961 = -2085942.355189 nChanged 32 SP:Iteration 87Q (1372.405172 sec): 3 clusters Score: Raw -2087881.004253 + Penalty 1930.463961 = -2085950.540293 nChanged 27 SP:Iteration 88Q (1372.484336 sec): 3 clusters Score: Raw -2087888.256226 + Penalty 1930.463961 = -2085957.792266 nChanged 33 SP:Iteration 89Q (1372.557920 sec): 3 clusters Score: Raw -2087896.368239 + Penalty 1930.463961 = -2085965.904278 nChanged 20 SP:Iteration 90Q (1372.630370 sec): 3 clusters Score: Raw -2087902.754695 + Penalty 1930.463961 = -2085972.290734 nChanged 20 SP:Iteration 91Q (1372.703269 sec): 3 clusters Score: Raw -2087906.406455 + Penalty 1930.463961 = -2085975.942494 nChanged 12 SP:Iteration 92Q (1372.767334 sec): 3 clusters Score: Raw -2087908.619711 + Penalty 1930.463961 = -2085978.155750 nChanged 12 SP:Iteration 93Q (1372.849629 sec): 3 clusters Score: Raw -2087910.808325 + Penalty 1930.463961 = -2085980.344364 nChanged 7 SP:Iteration 94Q (1372.921052 sec): 3 clusters Score: Raw -2087911.817335 + Penalty 1930.463961 = -2085981.353374 nChanged 3 SP:Iteration 95Q (1372.999717 sec): 3 clusters Score: Raw -2087912.251780 + Penalty 1930.463961 = -2085981.787819 nChanged 4 SP:Iteration 96Q (1373.076458 sec): 3 clusters Score: Raw -2087912.731762 + Penalty 1930.463961 = -2085982.267801 nChanged 1 SP:Iteration 97Q (1373.147003 sec): 3 clusters Score: Raw -2087912.867015 + Penalty 1930.463961 = -2085982.403054 nChanged 3 SP:Iteration 98Q (1373.219995 sec): 3 clusters Score: Raw -2087913.366385 + Penalty 1930.463961 = -2085982.902424 nChanged 2 SP:Iteration 99Q (1373.298355 sec): 3 clusters Score: Raw -2087913.722382 + Penalty 1930.463961 = -2085983.258421 nChanged 1 SP:Iteration 100F (1373.372184 sec): 3 clusters Score: Raw -2087913.883046 + Penalty 1930.463961 = -2085983.419085 nChanged 1 SP:Iteration 101Q (1373.439715 sec): 3 clusters Score: Raw -2087914.265833 + Penalty 1930.463961 = -2085983.801872 nChanged 2 SP:Iteration 102Q (1373.524677 sec): 3 clusters Score: Raw -2087914.781828 + Penalty 1930.463961 = -2085984.317867 nChanged 5 SP:Iteration 103Q (1373.598568 sec): 3 clusters Score: Raw -2087915.684760 + Penalty 1930.463961 = -2085985.220799 nChanged 5 SP:Iteration 104Q (1373.671593 sec): 3 clusters Score: Raw -2087916.533575 + Penalty 1930.463961 = -2085986.069614 nChanged 5 SP:Iteration 105Q (1373.746148 sec): 3 clusters Score: Raw -2087917.295150 + Penalty 1930.463961 = -2085986.831189 nChanged 7 SP:Iteration 106Q (1373.820716 sec): 3 clusters Score: Raw -2087919.313049 + Penalty 1930.463961 = -2085988.849088 nChanged 12 SP:Iteration 107Q (1373.896648 sec): 3 clusters Score: Raw -2087921.562450 + Penalty 1930.463961 = -2085991.098489 nChanged 8 SP:Iteration 108Q (1373.969856 sec): 3 clusters Score: Raw -2087923.634915 + Penalty 1930.463961 = -2085993.170954 nChanged 9 SP:Iteration 109Q (1374.041483 sec): 3 clusters Score: Raw -2087925.456809 + Penalty 1930.463961 = -2085994.992848 nChanged 11 SP:Iteration 110Q (1374.115648 sec): 3 clusters Score: Raw -2087926.878747 + Penalty 1930.463961 = -2085996.414786 nChanged 5 SP:Iteration 111Q (1374.188051 sec): 3 clusters Score: Raw -2087927.388329 + Penalty 1930.463961 = -2085996.924368 nChanged 2 SP:Iteration 112Q (1374.258794 sec): 3 clusters Score: Raw -2087927.638996 + Penalty 1930.463961 = -2085997.175035 nChanged 2 SP:Iteration 113Q (1374.329568 sec): 3 clusters Score: Raw -2087928.126487 + Penalty 1930.463961 = -2085997.662526 nChanged 2 SP:Iteration 114Q (1374.406873 sec): 3 clusters Score: Raw -2087928.523259 + Penalty 1930.463961 = -2085998.059299 nChanged 4 SP:Iteration 115Q (1374.480210 sec): 3 clusters Score: Raw -2087929.293359 + Penalty 1930.463961 = -2085998.829398 nChanged 5 SP:Iteration 116Q (1374.559094 sec): 3 clusters Score: Raw -2087930.570957 + Penalty 1930.463961 = -2086000.106996 nChanged 5 SP:Iteration 117Q (1374.636705 sec): 3 clusters Score: Raw -2087932.488716 + Penalty 1930.463961 = -2086002.024755 nChanged 8 SP:Iteration 118Q (1374.707423 sec): 3 clusters Score: Raw -2087934.580404 + Penalty 1930.463961 = -2086004.116443 nChanged 14 SP:Iteration 119Q (1374.783027 sec): 3 clusters Score: Raw -2087937.726989 + Penalty 1930.463961 = -2086007.263028 nChanged 11 SP:Iteration 120F (1374.849273 sec): 3 clusters Score: Raw -2087939.348388 + Penalty 1930.463961 = -2086008.884427 nChanged 9 SP:Iteration 121Q (1374.932162 sec): 3 clusters Score: Raw -2087941.082799 + Penalty 1930.463961 = -2086010.618839 nChanged 6 SP:Iteration 122Q (1374.997736 sec): 3 clusters Score: Raw -2087942.018584 + Penalty 1930.463961 = -2086011.554623 nChanged 6 SP:Iteration 123Q (1375.070130 sec): 3 clusters Score: Raw -2087942.740409 + Penalty 1930.463961 = -2086012.276448 nChanged 4 SP:Iteration 124Q (1375.137276 sec): 3 clusters Score: Raw -2087943.718598 + Penalty 1930.463961 = -2086013.254637 nChanged 8 SP:Iteration 125Q (1375.213082 sec): 3 clusters Score: Raw -2087945.223019 + Penalty 1930.463961 = -2086014.759058 nChanged 6 SP:Iteration 126Q (1375.292281 sec): 3 clusters Score: Raw -2087946.090760 + Penalty 1930.463961 = -2086015.626800 nChanged 2 SP:Iteration 127Q (1375.368430 sec): 3 clusters Score: Raw -2087946.451021 + Penalty 1930.463961 = -2086015.987060 nChanged 2 SP:Iteration 128Q (1375.446539 sec): 3 clusters Score: Raw -2087946.765289 + Penalty 1930.463961 = -2086016.301328 nChanged 2 SP:Iteration 129Q (1375.527579 sec): 3 clusters Score: Raw -2087947.570533 + Penalty 1930.463961 = -2086017.106572 nChanged 7 SP:Iteration 130Q (1375.590508 sec): 3 clusters Score: Raw -2087948.748508 + Penalty 1930.463961 = -2086018.284547 nChanged 2 SP:Iteration 131Q (1375.669951 sec): 3 clusters Score: Raw -2087949.090452 + Penalty 1930.463961 = -2086018.626491 nChanged 3 SP:Iteration 132Q (1375.747046 sec): 3 clusters Score: Raw -2087949.535394 + Penalty 1930.463961 = -2086019.071433 nChanged 2 SP:Iteration 133Q (1375.822642 sec): 3 clusters Score: Raw -2087949.773468 + Penalty 1930.463961 = -2086019.309507 nChanged 1 SP:Iteration 134Q (1375.896941 sec): 3 clusters Score: Raw -2087949.878033 + Penalty 1930.463961 = -2086019.414072 nChanged 0 SP:Iteration 135F (1375.981189 sec): 3 clusters Score: Raw -2087949.878033 + Penalty 1930.463961 = -2086019.414072 nChanged 0 Trying to split cluster 14 (57392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.055797 sec): 2 clusters Score: Raw -4916376.959775 + Penalty 1040.977719 = -4915335.982056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1376.187573 sec): 3 clusters Score: Raw -4879069.323549 + Penalty 2081.955438 = -4876987.368111 nChanged 27509 SP:Iteration 1F (1376.305768 sec): 3 clusters Score: Raw -4895550.455186 + Penalty 2081.955438 = -4893468.499748 nChanged 2560 SP:Iteration 2Q (1376.427376 sec): 3 clusters Score: Raw -4896656.715661 + Penalty 2081.955438 = -4894574.760224 nChanged 3307 SP:Iteration 3F (1376.551294 sec): 3 clusters Score: Raw -4898489.741936 + Penalty 2081.955438 = -4896407.786498 nChanged 4073 SP:Iteration 4F (1376.676695 sec): 3 clusters Score: Raw -4901315.661325 + Penalty 2081.955438 = -4899233.705887 nChanged 4710 SP:Iteration 5F (1376.783872 sec): 3 clusters Score: Raw -4905191.477756 + Penalty 2081.955438 = -4903109.522318 nChanged 4702 SP:Iteration 6F (1376.912320 sec): 3 clusters Score: Raw -4909447.790762 + Penalty 2081.955438 = -4907365.835324 nChanged 3727 SP:Iteration 7F (1377.031636 sec): 3 clusters Score: Raw -4912988.014352 + Penalty 2081.955438 = -4910906.058914 nChanged 2228 SP:Iteration 8Q (1377.148720 sec): 3 clusters Score: Raw -4915058.196097 + Penalty 2081.955438 = -4912976.240659 nChanged 1016 SP:Iteration 9Q (1377.272889 sec): 3 clusters Score: Raw -4915958.351871 + Penalty 2081.955438 = -4913876.396433 nChanged 359 SP:Iteration 10Q (1377.381841 sec): 3 clusters Score: Raw -4916276.609185 + Penalty 2081.955438 = -4914194.653747 nChanged 120 SP:Iteration 11Q (1377.489925 sec): 3 clusters Score: Raw -4916382.365112 + Penalty 2081.955438 = -4914300.409675 nChanged 50 SP:Iteration 12Q (1377.582576 sec): 3 clusters Score: Raw -4916431.572673 + Penalty 2081.955438 = -4914349.617235 nChanged 19 SP:Iteration 13Q (1377.691025 sec): 3 clusters Score: Raw -4916452.177037 + Penalty 2081.955438 = -4914370.221599 nChanged 12 SP:Iteration 14Q (1377.791516 sec): 3 clusters Score: Raw -4916467.777443 + Penalty 2081.955438 = -4914385.822005 nChanged 6 SP:Iteration 15Q (1377.905591 sec): 3 clusters Score: Raw -4916476.715942 + Penalty 2081.955438 = -4914394.760504 nChanged 4 SP:Iteration 16Q (1378.012903 sec): 3 clusters Score: Raw -4916483.691005 + Penalty 2081.955438 = -4914401.735567 nChanged 1 SP:Iteration 17Q (1378.112670 sec): 3 clusters Score: Raw -4916484.872861 + Penalty 2081.955438 = -4914402.917423 nChanged 0 SP:Iteration 18F (1378.230553 sec): 3 clusters Score: Raw -4916484.872861 + Penalty 2081.955438 = -4914402.917423 nChanged 0 Trying to split cluster 15 (9993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.267239 sec): 2 clusters Score: Raw -895939.409110 + Penalty 874.915812 = -895064.493298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1378.328400 sec): 3 clusters Score: Raw -890027.688782 + Penalty 1749.831624 = -888277.857158 nChanged 4501 SP:Iteration 1F (1378.384690 sec): 3 clusters Score: Raw -892958.018276 + Penalty 1749.831624 = -891208.186652 nChanged 822 SP:Iteration 2F (1378.447156 sec): 3 clusters Score: Raw -893551.767553 + Penalty 1749.831624 = -891801.935929 nChanged 771 SP:Iteration 3F (1378.500237 sec): 3 clusters Score: Raw -894171.206188 + Penalty 1749.831624 = -892421.374564 nChanged 737 SP:Iteration 4F (1378.571789 sec): 3 clusters Score: Raw -894779.095521 + Penalty 1749.831624 = -893029.263897 nChanged 606 SP:Iteration 5F (1378.621074 sec): 3 clusters Score: Raw -895202.238640 + Penalty 1749.831624 = -893452.407016 nChanged 447 SP:Iteration 6Q (1378.687401 sec): 3 clusters Score: Raw -895475.251859 + Penalty 1749.831624 = -893725.420235 nChanged 322 SP:Iteration 7Q (1378.742028 sec): 3 clusters Score: Raw -895612.759429 + Penalty 1749.831624 = -893862.927805 nChanged 202 SP:Iteration 8Q (1378.801844 sec): 3 clusters Score: Raw -895681.628265 + Penalty 1749.831624 = -893931.796641 nChanged 149 SP:Iteration 9Q (1378.849559 sec): 3 clusters Score: Raw -895726.799368 + Penalty 1749.831624 = -893976.967744 nChanged 143 SP:Iteration 10Q (1378.918366 sec): 3 clusters Score: Raw -895773.836767 + Penalty 1749.831624 = -894024.005143 nChanged 132 SP:Iteration 11Q (1378.981325 sec): 3 clusters Score: Raw -895823.096150 + Penalty 1749.831624 = -894073.264526 nChanged 139 SP:Iteration 12Q (1379.037154 sec): 3 clusters Score: Raw -895880.250832 + Penalty 1749.831624 = -894130.419207 nChanged 138 SP:Iteration 13Q (1379.093191 sec): 3 clusters Score: Raw -895936.274610 + Penalty 1749.831624 = -894186.442986 nChanged 121 SP:Iteration 14Q (1379.158522 sec): 3 clusters Score: Raw -895988.813666 + Penalty 1749.831624 = -894238.982042 nChanged 116 SP:Iteration 15Q (1379.215313 sec): 3 clusters Score: Raw -896038.004059 + Penalty 1749.831624 = -894288.172434 nChanged 112 SP:Iteration 16Q (1379.261321 sec): 3 clusters Score: Raw -896079.768240 + Penalty 1749.831624 = -894329.936616 nChanged 95 SP:Iteration 17Q (1379.326884 sec): 3 clusters Score: Raw -896114.934617 + Penalty 1749.831624 = -894365.102993 nChanged 95 SP:Iteration 18Q (1379.377487 sec): 3 clusters Score: Raw -896148.237773 + Penalty 1749.831624 = -894398.406149 nChanged 87 SP:Iteration 19Q (1379.440098 sec): 3 clusters Score: Raw -896174.010642 + Penalty 1749.831624 = -894424.179017 nChanged 70 SP:Iteration 20F (1379.497088 sec): 3 clusters Score: Raw -896193.808660 + Penalty 1749.831624 = -894443.977036 nChanged 73 SP:Iteration 21Q (1379.554749 sec): 3 clusters Score: Raw -896214.547906 + Penalty 1749.831624 = -894464.716282 nChanged 53 SP:Iteration 22Q (1379.602344 sec): 3 clusters Score: Raw -896226.872236 + Penalty 1749.831624 = -894477.040612 nChanged 46 SP:Iteration 23Q (1379.659429 sec): 3 clusters Score: Raw -896240.235188 + Penalty 1749.831624 = -894490.403564 nChanged 42 SP:Iteration 24Q (1379.713073 sec): 3 clusters Score: Raw -896250.493508 + Penalty 1749.831624 = -894500.661884 nChanged 37 SP:Iteration 25Q (1379.766318 sec): 3 clusters Score: Raw -896260.853686 + Penalty 1749.831624 = -894511.022062 nChanged 43 SP:Iteration 26Q (1379.810023 sec): 3 clusters Score: Raw -896272.872191 + Penalty 1749.831624 = -894523.040567 nChanged 54 SP:Iteration 27Q (1379.871462 sec): 3 clusters Score: Raw -896289.133840 + Penalty 1749.831624 = -894539.302216 nChanged 46 SP:Iteration 28Q (1379.919229 sec): 3 clusters Score: Raw -896301.719013 + Penalty 1749.831624 = -894551.887388 nChanged 41 SP:Iteration 29Q (1379.965924 sec): 3 clusters Score: Raw -896311.956752 + Penalty 1749.831624 = -894562.125128 nChanged 25 SP:Iteration 30Q (1380.016763 sec): 3 clusters Score: Raw -896318.279775 + Penalty 1749.831624 = -894568.448151 nChanged 30 SP:Iteration 31Q (1380.084713 sec): 3 clusters Score: Raw -896324.664645 + Penalty 1749.831624 = -894574.833021 nChanged 26 SP:Iteration 32Q (1380.129801 sec): 3 clusters Score: Raw -896329.699417 + Penalty 1749.831624 = -894579.867793 nChanged 28 SP:Iteration 33Q (1380.189271 sec): 3 clusters Score: Raw -896335.825505 + Penalty 1749.831624 = -894585.993881 nChanged 27 SP:Iteration 34Q (1380.236321 sec): 3 clusters Score: Raw -896341.000073 + Penalty 1749.831624 = -894591.168448 nChanged 26 SP:Iteration 35Q (1380.296367 sec): 3 clusters Score: Raw -896345.748325 + Penalty 1749.831624 = -894595.916701 nChanged 18 SP:Iteration 36Q (1380.355472 sec): 3 clusters Score: Raw -896349.770335 + Penalty 1749.831624 = -894599.938711 nChanged 19 SP:Iteration 37Q (1380.402375 sec): 3 clusters Score: Raw -896353.805832 + Penalty 1749.831624 = -894603.974208 nChanged 23 SP:Iteration 38Q (1380.453102 sec): 3 clusters Score: Raw -896359.809251 + Penalty 1749.831624 = -894609.977626 nChanged 23 SP:Iteration 39Q (1380.516733 sec): 3 clusters Score: Raw -896365.425638 + Penalty 1749.831624 = -894615.594014 nChanged 15 SP:Iteration 40F (1380.572563 sec): 3 clusters Score: Raw -896369.382762 + Penalty 1749.831624 = -894619.551138 nChanged 18 SP:Iteration 41Q (1380.626550 sec): 3 clusters Score: Raw -896374.000586 + Penalty 1749.831624 = -894624.168962 nChanged 14 SP:Iteration 42Q (1380.678797 sec): 3 clusters Score: Raw -896378.862634 + Penalty 1749.831624 = -894629.031010 nChanged 17 SP:Iteration 43Q (1380.732205 sec): 3 clusters Score: Raw -896384.153787 + Penalty 1749.831624 = -894634.322163 nChanged 19 SP:Iteration 44Q (1380.792857 sec): 3 clusters Score: Raw -896387.575550 + Penalty 1749.831624 = -894637.743926 nChanged 16 SP:Iteration 45Q (1380.849574 sec): 3 clusters Score: Raw -896390.576144 + Penalty 1749.831624 = -894640.744520 nChanged 14 SP:Iteration 46Q (1380.905790 sec): 3 clusters Score: Raw -896393.808247 + Penalty 1749.831624 = -894643.976623 nChanged 14 SP:Iteration 47Q (1380.955159 sec): 3 clusters Score: Raw -896397.188205 + Penalty 1749.831624 = -894647.356581 nChanged 14 SP:Iteration 48Q (1381.003160 sec): 3 clusters Score: Raw -896400.059912 + Penalty 1749.831624 = -894650.228288 nChanged 8 SP:Iteration 49Q (1381.066722 sec): 3 clusters Score: Raw -896401.626354 + Penalty 1749.831624 = -894651.794729 nChanged 8 SP:Iteration 50Q (1381.124053 sec): 3 clusters Score: Raw -896402.857623 + Penalty 1749.831624 = -894653.025999 nChanged 7 SP:Iteration 51Q (1381.172626 sec): 3 clusters Score: Raw -896403.682739 + Penalty 1749.831624 = -894653.851115 nChanged 8 SP:Iteration 52Q (1381.224475 sec): 3 clusters Score: Raw -896404.563500 + Penalty 1749.831624 = -894654.731876 nChanged 6 SP:Iteration 53Q (1381.277282 sec): 3 clusters Score: Raw -896405.334539 + Penalty 1749.831624 = -894655.502915 nChanged 0 SP:Iteration 54F (1381.339029 sec): 3 clusters Score: Raw -896405.334539 + Penalty 1749.831624 = -894655.502915 nChanged 0 Trying to split cluster 16 (5095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.371629 sec): 2 clusters Score: Raw -419820.321030 + Penalty 810.921420 = -419009.399610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.425084 sec): 3 clusters Score: Raw -416958.437470 + Penalty 1621.842840 = -415336.594630 nChanged 2196 SP:Iteration 1F (1381.476443 sec): 3 clusters Score: Raw -418325.435217 + Penalty 1621.842840 = -416703.592378 nChanged 423 SP:Iteration 2F (1381.526739 sec): 3 clusters Score: Raw -418684.538965 + Penalty 1621.842840 = -417062.696125 nChanged 405 SP:Iteration 3F (1381.581878 sec): 3 clusters Score: Raw -418991.078398 + Penalty 1621.842840 = -417369.235559 nChanged 345 SP:Iteration 4F (1381.628508 sec): 3 clusters Score: Raw -419207.212014 + Penalty 1621.842840 = -417585.369174 nChanged 240 SP:Iteration 5Q (1381.685073 sec): 3 clusters Score: Raw -419357.295184 + Penalty 1621.842840 = -417735.452344 nChanged 209 SP:Iteration 6Q (1381.736274 sec): 3 clusters Score: Raw -419510.368898 + Penalty 1621.842840 = -417888.526058 nChanged 199 SP:Iteration 7Q (1381.787916 sec): 3 clusters Score: Raw -419666.456665 + Penalty 1621.842840 = -418044.613826 nChanged 169 SP:Iteration 8Q (1381.838968 sec): 3 clusters Score: Raw -419783.720142 + Penalty 1621.842840 = -418161.877302 nChanged 149 SP:Iteration 9Q (1381.889567 sec): 3 clusters Score: Raw -419888.251599 + Penalty 1621.842840 = -418266.408760 nChanged 120 SP:Iteration 10Q (1381.934224 sec): 3 clusters Score: Raw -419963.175556 + Penalty 1621.842840 = -418341.332716 nChanged 93 SP:Iteration 11Q (1381.996378 sec): 3 clusters Score: Raw -420014.094360 + Penalty 1621.842840 = -418392.251521 nChanged 82 SP:Iteration 12Q (1382.043669 sec): 3 clusters Score: Raw -420062.399095 + Penalty 1621.842840 = -418440.556255 nChanged 65 SP:Iteration 13Q (1382.082337 sec): 3 clusters Score: Raw -420094.232731 + Penalty 1621.842840 = -418472.389892 nChanged 52 SP:Iteration 14Q (1382.136056 sec): 3 clusters Score: Raw -420117.504424 + Penalty 1621.842840 = -418495.661585 nChanged 45 SP:Iteration 15Q (1382.182227 sec): 3 clusters Score: Raw -420136.250078 + Penalty 1621.842840 = -418514.407238 nChanged 29 SP:Iteration 16Q (1382.232383 sec): 3 clusters Score: Raw -420148.415700 + Penalty 1621.842840 = -418526.572860 nChanged 24 SP:Iteration 17Q (1382.292602 sec): 3 clusters Score: Raw -420156.939490 + Penalty 1621.842840 = -418535.096651 nChanged 25 SP:Iteration 18Q (1382.344422 sec): 3 clusters Score: Raw -420166.219392 + Penalty 1621.842840 = -418544.376553 nChanged 22 SP:Iteration 19Q (1382.383378 sec): 3 clusters Score: Raw -420175.732353 + Penalty 1621.842840 = -418553.889513 nChanged 18 SP:Iteration 20F (1382.435225 sec): 3 clusters Score: Raw -420184.127216 + Penalty 1621.842840 = -418562.284376 nChanged 18 SP:Iteration 21Q (1382.482741 sec): 3 clusters Score: Raw -420193.359146 + Penalty 1621.842840 = -418571.516306 nChanged 13 SP:Iteration 22Q (1382.545097 sec): 3 clusters Score: Raw -420198.219527 + Penalty 1621.842840 = -418576.376688 nChanged 9 SP:Iteration 23Q (1382.591291 sec): 3 clusters Score: Raw -420199.691369 + Penalty 1621.842840 = -418577.848529 nChanged 4 SP:Iteration 24Q (1382.641071 sec): 3 clusters Score: Raw -420200.543965 + Penalty 1621.842840 = -418578.701125 nChanged 3 SP:Iteration 25Q (1382.683141 sec): 3 clusters Score: Raw -420201.464262 + Penalty 1621.842840 = -418579.621423 nChanged 2 SP:Iteration 26Q (1382.736737 sec): 3 clusters Score: Raw -420202.415190 + Penalty 1621.842840 = -418580.572350 nChanged 3 SP:Iteration 27Q (1382.791466 sec): 3 clusters Score: Raw -420203.521014 + Penalty 1621.842840 = -418581.678175 nChanged 3 SP:Iteration 28Q (1382.842083 sec): 3 clusters Score: Raw -420204.886785 + Penalty 1621.842840 = -418583.043946 nChanged 2 SP:Iteration 29Q (1382.892114 sec): 3 clusters Score: Raw -420205.586128 + Penalty 1621.842840 = -418583.743288 nChanged 4 SP:Iteration 30Q (1382.941679 sec): 3 clusters Score: Raw -420206.508975 + Penalty 1621.842840 = -418584.666136 nChanged 3 SP:Iteration 31Q (1382.991835 sec): 3 clusters Score: Raw -420207.803451 + Penalty 1621.842840 = -418585.960611 nChanged 3 SP:Iteration 32Q (1383.046962 sec): 3 clusters Score: Raw -420208.357773 + Penalty 1621.842840 = -418586.514933 nChanged 0 SP:Iteration 33F (1383.089426 sec): 3 clusters Score: Raw -420208.357773 + Penalty 1621.842840 = -418586.514933 nChanged 0 Trying to split cluster 17 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.121203 sec): 2 clusters Score: Raw -48720.626313 + Penalty 612.192469 = -48108.433843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.169686 sec): 3 clusters Score: Raw -48592.726062 + Penalty 1224.384939 = -47368.341124 nChanged 206 SP:Iteration 1F (1383.212659 sec): 3 clusters Score: Raw -48924.565431 + Penalty 1224.384939 = -47700.180493 nChanged 68 SP:Iteration 2F (1383.256138 sec): 3 clusters Score: Raw -49088.351394 + Penalty 1224.384939 = -47863.966455 nChanged 48 SP:Iteration 3F (1383.313873 sec): 3 clusters Score: Raw -49158.859716 + Penalty 1224.384939 = -47934.474777 nChanged 27 SP:Iteration 4Q (1383.354416 sec): 3 clusters Score: Raw -49198.516105 + Penalty 1224.384939 = -47974.131166 nChanged 14 SP:Iteration 5Q (1383.401424 sec): 3 clusters Score: Raw -49220.554500 + Penalty 1224.384939 = -47996.169561 nChanged 7 SP:Iteration 6Q (1383.450201 sec): 3 clusters Score: Raw -49234.526010 + Penalty 1224.384939 = -48010.141072 nChanged 9 SP:Iteration 7Q (1383.494063 sec): 3 clusters Score: Raw -49245.049209 + Penalty 1224.384939 = -48020.664270 nChanged 5 SP:Iteration 8Q (1383.531593 sec): 3 clusters Score: Raw -49252.551124 + Penalty 1224.384939 = -48028.166185 nChanged 1 SP:Iteration 9Q (1383.580653 sec): 3 clusters Score: Raw -49253.447483 + Penalty 1224.384939 = -48029.062544 nChanged 1 SP:Iteration 10Q (1383.627985 sec): 3 clusters Score: Raw -49254.733104 + Penalty 1224.384939 = -48030.348166 nChanged 1 SP:Iteration 11Q (1383.685224 sec): 3 clusters Score: Raw -49255.142683 + Penalty 1224.384939 = -48030.757744 nChanged 0 SP:Iteration 12F (1383.721439 sec): 3 clusters Score: Raw -49255.142683 + Penalty 1224.384939 = -48030.757744 nChanged 0 Trying to split cluster 18 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.755898 sec): 2 clusters Score: Raw -86826.639883 + Penalty 670.008500 = -86156.631384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.792392 sec): 3 clusters Score: Raw -86334.671795 + Penalty 1340.016999 = -84994.654796 nChanged 404 SP:Iteration 1F (1383.839308 sec): 3 clusters Score: Raw -86616.032611 + Penalty 1340.016999 = -85276.015612 nChanged 79 SP:Iteration 2F (1383.882736 sec): 3 clusters Score: Raw -86697.637394 + Penalty 1340.016999 = -85357.620394 nChanged 55 SP:Iteration 3Q (1383.939737 sec): 3 clusters Score: Raw -86754.747629 + Penalty 1340.016999 = -85414.730630 nChanged 51 SP:Iteration 4Q (1383.985966 sec): 3 clusters Score: Raw -86793.471059 + Penalty 1340.016999 = -85453.454060 nChanged 39 SP:Iteration 5Q (1384.029673 sec): 3 clusters Score: Raw -86825.299648 + Penalty 1340.016999 = -85485.282648 nChanged 33 SP:Iteration 6Q (1384.075130 sec): 3 clusters Score: Raw -86853.964484 + Penalty 1340.016999 = -85513.947485 nChanged 37 SP:Iteration 7Q (1384.115160 sec): 3 clusters Score: Raw -86896.145406 + Penalty 1340.016999 = -85556.128407 nChanged 49 SP:Iteration 8Q (1384.149601 sec): 3 clusters Score: Raw -86967.580685 + Penalty 1340.016999 = -85627.563686 nChanged 57 SP:Iteration 9Q (1384.195813 sec): 3 clusters Score: Raw -87047.435885 + Penalty 1340.016999 = -85707.418885 nChanged 38 SP:Iteration 10Q (1384.246410 sec): 3 clusters Score: Raw -87095.050204 + Penalty 1340.016999 = -85755.033205 nChanged 32 SP:Iteration 11Q (1384.281980 sec): 3 clusters Score: Raw -87132.024880 + Penalty 1340.016999 = -85792.007881 nChanged 23 SP:Iteration 12Q (1384.331756 sec): 3 clusters Score: Raw -87158.455276 + Penalty 1340.016999 = -85818.438276 nChanged 28 SP:Iteration 13Q (1384.377157 sec): 3 clusters Score: Raw -87193.132760 + Penalty 1340.016999 = -85853.115761 nChanged 26 SP:Iteration 14Q (1384.415383 sec): 3 clusters Score: Raw -87234.106478 + Penalty 1340.016999 = -85894.089479 nChanged 27 SP:Iteration 15Q (1384.465394 sec): 3 clusters Score: Raw -87277.559609 + Penalty 1340.016999 = -85937.542609 nChanged 19 SP:Iteration 16Q (1384.505099 sec): 3 clusters Score: Raw -87299.138197 + Penalty 1340.016999 = -85959.121198 nChanged 20 SP:Iteration 17Q (1384.548058 sec): 3 clusters Score: Raw -87322.271741 + Penalty 1340.016999 = -85982.254742 nChanged 14 SP:Iteration 18Q (1384.601187 sec): 3 clusters Score: Raw -87335.395314 + Penalty 1340.016999 = -85995.378314 nChanged 11 SP:Iteration 19Q (1384.639883 sec): 3 clusters Score: Raw -87344.764745 + Penalty 1340.016999 = -86004.747745 nChanged 6 SP:Iteration 20F (1384.688313 sec): 3 clusters Score: Raw -87353.504071 + Penalty 1340.016999 = -86013.487071 nChanged 3 SP:Iteration 21Q (1384.730110 sec): 3 clusters Score: Raw -87356.033424 + Penalty 1340.016999 = -86016.016425 nChanged 3 SP:Iteration 22Q (1384.773575 sec): 3 clusters Score: Raw -87363.350707 + Penalty 1340.016999 = -86023.333707 nChanged 3 SP:Iteration 23Q (1384.828495 sec): 3 clusters Score: Raw -87368.696221 + Penalty 1340.016999 = -86028.679222 nChanged 5 SP:Iteration 24Q (1384.863085 sec): 3 clusters Score: Raw -87376.151450 + Penalty 1340.016999 = -86036.134451 nChanged 5 SP:Iteration 25Q (1384.917491 sec): 3 clusters Score: Raw -87385.904655 + Penalty 1340.016999 = -86045.887655 nChanged 4 SP:Iteration 26Q (1384.958051 sec): 3 clusters Score: Raw -87391.530277 + Penalty 1340.016999 = -86051.513278 nChanged 5 SP:Iteration 27Q (1385.008646 sec): 3 clusters Score: Raw -87396.584988 + Penalty 1340.016999 = -86056.567989 nChanged 4 SP:Iteration 28Q (1385.059951 sec): 3 clusters Score: Raw -87400.080336 + Penalty 1340.016999 = -86060.063336 nChanged 3 SP:Iteration 29Q (1385.096347 sec): 3 clusters Score: Raw -87402.172394 + Penalty 1340.016999 = -86062.155394 nChanged 3 SP:Iteration 30Q (1385.137261 sec): 3 clusters Score: Raw -87404.375565 + Penalty 1340.016999 = -86064.358566 nChanged 1 SP:Iteration 31Q (1385.188265 sec): 3 clusters Score: Raw -87405.490686 + Penalty 1340.016999 = -86065.473687 nChanged 0 SP:Iteration 32F (1385.245203 sec): 3 clusters Score: Raw -87405.490686 + Penalty 1340.016999 = -86065.473687 nChanged 0 Trying to split cluster 19 (2231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1385.259209 sec): 2 clusters Score: Raw -193429.683272 + Penalty 732.469493 = -192697.213778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1385.311897 sec): 3 clusters Score: Raw -192292.772298 + Penalty 1464.938987 = -190827.833311 nChanged 946 SP:Iteration 1F (1385.358893 sec): 3 clusters Score: Raw -192904.776414 + Penalty 1464.938987 = -191439.837427 nChanged 174 SP:Iteration 2F (1385.403894 sec): 3 clusters Score: Raw -193019.834553 + Penalty 1464.938987 = -191554.895566 nChanged 123 SP:Iteration 3F (1385.457127 sec): 3 clusters Score: Raw -193089.114456 + Penalty 1464.938987 = -191624.175469 nChanged 88 SP:Iteration 4Q (1385.494875 sec): 3 clusters Score: Raw -193139.257450 + Penalty 1464.938987 = -191674.318463 nChanged 79 SP:Iteration 5Q (1385.550733 sec): 3 clusters Score: Raw -193191.199772 + Penalty 1464.938987 = -191726.260785 nChanged 73 SP:Iteration 6Q (1385.596704 sec): 3 clusters Score: Raw -193243.221478 + Penalty 1464.938987 = -191778.282491 nChanged 77 SP:Iteration 7Q (1385.632171 sec): 3 clusters Score: Raw -193291.735091 + Penalty 1464.938987 = -191826.796105 nChanged 73 SP:Iteration 8Q (1385.678042 sec): 3 clusters Score: Raw -193350.744701 + Penalty 1464.938987 = -191885.805714 nChanged 73 SP:Iteration 9Q (1385.727557 sec): 3 clusters Score: Raw -193414.088662 + Penalty 1464.938987 = -191949.149675 nChanged 75 SP:Iteration 10Q (1385.768493 sec): 3 clusters Score: Raw -193478.699629 + Penalty 1464.938987 = -192013.760642 nChanged 67 SP:Iteration 11Q (1385.819961 sec): 3 clusters Score: Raw -193542.338730 + Penalty 1464.938987 = -192077.399743 nChanged 67 SP:Iteration 12Q (1385.860723 sec): 3 clusters Score: Raw -193594.844069 + Penalty 1464.938987 = -192129.905082 nChanged 59 SP:Iteration 13Q (1385.903373 sec): 3 clusters Score: Raw -193638.086877 + Penalty 1464.938987 = -192173.147890 nChanged 48 SP:Iteration 14Q (1385.949970 sec): 3 clusters Score: Raw -193672.698100 + Penalty 1464.938987 = -192207.759113 nChanged 44 SP:Iteration 15Q (1386.003745 sec): 3 clusters Score: Raw -193713.860537 + Penalty 1464.938987 = -192248.921550 nChanged 39 SP:Iteration 16Q (1386.050428 sec): 3 clusters Score: Raw -193741.490053 + Penalty 1464.938987 = -192276.551066 nChanged 37 SP:Iteration 17Q (1386.099003 sec): 3 clusters Score: Raw -193764.655422 + Penalty 1464.938987 = -192299.716435 nChanged 37 SP:Iteration 18Q (1386.146754 sec): 3 clusters Score: Raw -193796.033917 + Penalty 1464.938987 = -192331.094930 nChanged 55 SP:Iteration 19Q (1386.202117 sec): 3 clusters Score: Raw -193871.347850 + Penalty 1464.938987 = -192406.408863 nChanged 65 SP:Iteration 20F (1386.253577 sec): 3 clusters Score: Raw -193946.584284 + Penalty 1464.938987 = -192481.645297 nChanged 47 SP:Iteration 21Q (1386.299252 sec): 3 clusters Score: Raw -193975.582138 + Penalty 1464.938987 = -192510.643151 nChanged 27 SP:Iteration 22Q (1386.341525 sec): 3 clusters Score: Raw -193992.482159 + Penalty 1464.938987 = -192527.543172 nChanged 14 SP:Iteration 23Q (1386.389333 sec): 3 clusters Score: Raw -194000.122453 + Penalty 1464.938987 = -192535.183466 nChanged 11 SP:Iteration 24Q (1386.431100 sec): 3 clusters Score: Raw -194005.397848 + Penalty 1464.938987 = -192540.458861 nChanged 7 SP:Iteration 25Q (1386.471372 sec): 3 clusters Score: Raw -194007.589302 + Penalty 1464.938987 = -192542.650315 nChanged 2 SP:Iteration 26Q (1386.522698 sec): 3 clusters Score: Raw -194008.535715 + Penalty 1464.938987 = -192543.596729 nChanged 5 SP:Iteration 27Q (1386.561505 sec): 3 clusters Score: Raw -194011.158495 + Penalty 1464.938987 = -192546.219508 nChanged 6 SP:Iteration 28Q (1386.609397 sec): 3 clusters Score: Raw -194012.282300 + Penalty 1464.938987 = -192547.343313 nChanged 1 SP:Iteration 29Q (1386.666157 sec): 3 clusters Score: Raw -194012.707120 + Penalty 1464.938987 = -192547.768133 nChanged 1 SP:Iteration 30Q (1386.712778 sec): 3 clusters Score: Raw -194013.109976 + Penalty 1464.938987 = -192548.170989 nChanged 2 SP:Iteration 31Q (1386.760072 sec): 3 clusters Score: Raw -194013.659538 + Penalty 1464.938987 = -192548.720551 nChanged 2 SP:Iteration 32Q (1386.805467 sec): 3 clusters Score: Raw -194014.735433 + Penalty 1464.938987 = -192549.796446 nChanged 3 SP:Iteration 33Q (1386.851179 sec): 3 clusters Score: Raw -194016.040881 + Penalty 1464.938987 = -192551.101894 nChanged 3 SP:Iteration 34Q (1386.895509 sec): 3 clusters Score: Raw -194016.635016 + Penalty 1464.938987 = -192551.696029 nChanged 1 SP:Iteration 35Q (1386.937485 sec): 3 clusters Score: Raw -194017.296226 + Penalty 1464.938987 = -192552.357239 nChanged 1 SP:Iteration 36Q (1386.974534 sec): 3 clusters Score: Raw -194017.523255 + Penalty 1464.938987 = -192552.584268 nChanged 0 SP:Iteration 37F (1387.027308 sec): 3 clusters Score: Raw -194017.523255 + Penalty 1464.938987 = -192552.584268 nChanged 0 Trying to split cluster 20 (18195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1387.077165 sec): 2 clusters Score: Raw -1661370.521014 + Penalty 931.845700 = -1660438.675314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1387.139057 sec): 3 clusters Score: Raw -1650121.342903 + Penalty 1863.691401 = -1648257.651502 nChanged 8354 SP:Iteration 1F (1387.221091 sec): 3 clusters Score: Raw -1654947.709676 + Penalty 1863.691401 = -1653084.018276 nChanged 961 SP:Iteration 2F (1387.293284 sec): 3 clusters Score: Raw -1655403.664771 + Penalty 1863.691401 = -1653539.973370 nChanged 894 SP:Iteration 3Q (1387.354320 sec): 3 clusters Score: Raw -1655895.152111 + Penalty 1863.691401 = -1654031.460710 nChanged 965 SP:Iteration 4F (1387.428813 sec): 3 clusters Score: Raw -1656405.658147 + Penalty 1863.691401 = -1654541.966746 nChanged 998 SP:Iteration 5F (1387.489323 sec): 3 clusters Score: Raw -1657022.287638 + Penalty 1863.691401 = -1655158.596237 nChanged 1179 SP:Iteration 6F (1387.565967 sec): 3 clusters Score: Raw -1657878.775069 + Penalty 1863.691401 = -1656015.083668 nChanged 1306 SP:Iteration 7F (1387.624412 sec): 3 clusters Score: Raw -1658913.662177 + Penalty 1863.691401 = -1657049.970776 nChanged 1181 SP:Iteration 8F (1387.696016 sec): 3 clusters Score: Raw -1659813.402599 + Penalty 1863.691401 = -1657949.711198 nChanged 894 SP:Iteration 9Q (1387.767235 sec): 3 clusters Score: Raw -1660326.489598 + Penalty 1863.691401 = -1658462.798198 nChanged 542 SP:Iteration 10Q (1387.845872 sec): 3 clusters Score: Raw -1660563.217210 + Penalty 1863.691401 = -1658699.525809 nChanged 355 SP:Iteration 11Q (1387.914611 sec): 3 clusters Score: Raw -1660704.645682 + Penalty 1863.691401 = -1658840.954281 nChanged 303 SP:Iteration 12Q (1387.972803 sec): 3 clusters Score: Raw -1660818.442277 + Penalty 1863.691401 = -1658954.750876 nChanged 278 SP:Iteration 13Q (1388.045030 sec): 3 clusters Score: Raw -1660918.580437 + Penalty 1863.691401 = -1659054.889036 nChanged 226 SP:Iteration 14Q (1388.124649 sec): 3 clusters Score: Raw -1660986.254168 + Penalty 1863.691401 = -1659122.562767 nChanged 185 SP:Iteration 15Q (1388.197125 sec): 3 clusters Score: Raw -1661031.951593 + Penalty 1863.691401 = -1659168.260193 nChanged 160 SP:Iteration 16Q (1388.261621 sec): 3 clusters Score: Raw -1661069.949239 + Penalty 1863.691401 = -1659206.257838 nChanged 146 SP:Iteration 17Q (1388.327024 sec): 3 clusters Score: Raw -1661105.640705 + Penalty 1863.691401 = -1659241.949304 nChanged 151 SP:Iteration 18Q (1388.397031 sec): 3 clusters Score: Raw -1661138.696857 + Penalty 1863.691401 = -1659275.005456 nChanged 123 SP:Iteration 19Q (1388.475580 sec): 3 clusters Score: Raw -1661162.313961 + Penalty 1863.691401 = -1659298.622560 nChanged 113 SP:Iteration 20F (1388.544472 sec): 3 clusters Score: Raw -1661185.528181 + Penalty 1863.691401 = -1659321.836780 nChanged 133 SP:Iteration 21Q (1388.612444 sec): 3 clusters Score: Raw -1661211.323279 + Penalty 1863.691401 = -1659347.631878 nChanged 113 SP:Iteration 22Q (1388.681492 sec): 3 clusters Score: Raw -1661232.774289 + Penalty 1863.691401 = -1659369.082888 nChanged 104 SP:Iteration 23Q (1388.756338 sec): 3 clusters Score: Raw -1661253.139502 + Penalty 1863.691401 = -1659389.448101 nChanged 111 SP:Iteration 24Q (1388.829169 sec): 3 clusters Score: Raw -1661274.842700 + Penalty 1863.691401 = -1659411.151299 nChanged 112 SP:Iteration 25Q (1388.900673 sec): 3 clusters Score: Raw -1661296.794302 + Penalty 1863.691401 = -1659433.102901 nChanged 108 SP:Iteration 26Q (1388.968779 sec): 3 clusters Score: Raw -1661317.741914 + Penalty 1863.691401 = -1659454.050513 nChanged 112 SP:Iteration 27Q (1389.036624 sec): 3 clusters Score: Raw -1661339.608497 + Penalty 1863.691401 = -1659475.917096 nChanged 112 SP:Iteration 28Q (1389.105108 sec): 3 clusters Score: Raw -1661361.358579 + Penalty 1863.691401 = -1659497.667178 nChanged 118 SP:Iteration 29Q (1389.173352 sec): 3 clusters Score: Raw -1661383.841070 + Penalty 1863.691401 = -1659520.149669 nChanged 115 SP:Iteration 30Q (1389.237769 sec): 3 clusters Score: Raw -1661407.646209 + Penalty 1863.691401 = -1659543.954808 nChanged 107 SP:Iteration 31Q (1389.288578 sec): 3 clusters Score: Raw -1661428.187847 + Penalty 1863.691401 = -1659564.496446 nChanged 110 SP:Iteration 32Q (1389.368404 sec): 3 clusters Score: Raw -1661448.936668 + Penalty 1863.691401 = -1659585.245267 nChanged 104 SP:Iteration 33Q (1389.440781 sec): 3 clusters Score: Raw -1661467.602525 + Penalty 1863.691401 = -1659603.911124 nChanged 97 SP:Iteration 34Q (1389.499148 sec): 3 clusters Score: Raw -1661484.861950 + Penalty 1863.691401 = -1659621.170549 nChanged 87 SP:Iteration 35Q (1389.564111 sec): 3 clusters Score: Raw -1661500.014463 + Penalty 1863.691401 = -1659636.323062 nChanged 74 SP:Iteration 36Q (1389.643770 sec): 3 clusters Score: Raw -1661513.100087 + Penalty 1863.691401 = -1659649.408686 nChanged 77 SP:Iteration 37Q (1389.703115 sec): 3 clusters Score: Raw -1661526.038511 + Penalty 1863.691401 = -1659662.347110 nChanged 79 SP:Iteration 38Q (1389.771450 sec): 3 clusters Score: Raw -1661538.375504 + Penalty 1863.691401 = -1659674.684103 nChanged 66 SP:Iteration 39Q (1389.826606 sec): 3 clusters Score: Raw -1661548.707448 + Penalty 1863.691401 = -1659685.016047 nChanged 66 SP:Iteration 40F (1389.903690 sec): 3 clusters Score: Raw -1661563.166114 + Penalty 1863.691401 = -1659699.474713 nChanged 71 SP:Iteration 41Q (1389.966603 sec): 3 clusters Score: Raw -1661577.427449 + Penalty 1863.691401 = -1659713.736048 nChanged 77 SP:Iteration 42Q (1390.031769 sec): 3 clusters Score: Raw -1661592.139642 + Penalty 1863.691401 = -1659728.448241 nChanged 76 SP:Iteration 43Q (1390.109522 sec): 3 clusters Score: Raw -1661607.610858 + Penalty 1863.691401 = -1659743.919457 nChanged 90 SP:Iteration 44Q (1390.168178 sec): 3 clusters Score: Raw -1661626.075814 + Penalty 1863.691401 = -1659762.384413 nChanged 77 SP:Iteration 45Q (1390.222110 sec): 3 clusters Score: Raw -1661640.114890 + Penalty 1863.691401 = -1659776.423489 nChanged 65 SP:Iteration 46Q (1390.302867 sec): 3 clusters Score: Raw -1661650.813513 + Penalty 1863.691401 = -1659787.122112 nChanged 57 SP:Iteration 47Q (1390.370576 sec): 3 clusters Score: Raw -1661661.644054 + Penalty 1863.691401 = -1659797.952653 nChanged 58 SP:Iteration 48Q (1390.439906 sec): 3 clusters Score: Raw -1661673.780339 + Penalty 1863.691401 = -1659810.088938 nChanged 59 SP:Iteration 49Q (1390.509609 sec): 3 clusters Score: Raw -1661685.858276 + Penalty 1863.691401 = -1659822.166875 nChanged 51 SP:Iteration 50Q (1390.576849 sec): 3 clusters Score: Raw -1661698.132941 + Penalty 1863.691401 = -1659834.441540 nChanged 53 SP:Iteration 51Q (1390.648933 sec): 3 clusters Score: Raw -1661711.186322 + Penalty 1863.691401 = -1659847.494921 nChanged 60 SP:Iteration 52Q (1390.716834 sec): 3 clusters Score: Raw -1661724.642110 + Penalty 1863.691401 = -1659860.950709 nChanged 59 SP:Iteration 53Q (1390.789283 sec): 3 clusters Score: Raw -1661738.013521 + Penalty 1863.691401 = -1659874.322120 nChanged 61 SP:Iteration 54Q (1390.846453 sec): 3 clusters Score: Raw -1661749.251130 + Penalty 1863.691401 = -1659885.559729 nChanged 43 SP:Iteration 55Q (1390.919942 sec): 3 clusters Score: Raw -1661757.801631 + Penalty 1863.691401 = -1659894.110230 nChanged 45 SP:Iteration 56Q (1390.985783 sec): 3 clusters Score: Raw -1661766.184828 + Penalty 1863.691401 = -1659902.493427 nChanged 31 SP:Iteration 57Q (1391.054078 sec): 3 clusters Score: Raw -1661771.642507 + Penalty 1863.691401 = -1659907.951106 nChanged 32 SP:Iteration 58Q (1391.116560 sec): 3 clusters Score: Raw -1661776.452106 + Penalty 1863.691401 = -1659912.760705 nChanged 24 SP:Iteration 59Q (1391.171499 sec): 3 clusters Score: Raw -1661781.619982 + Penalty 1863.691401 = -1659917.928581 nChanged 25 SP:Iteration 60F (1391.240923 sec): 3 clusters Score: Raw -1661786.732291 + Penalty 1863.691401 = -1659923.040890 nChanged 19 SP:Iteration 61Q (1391.314365 sec): 3 clusters Score: Raw -1661788.986954 + Penalty 1863.691401 = -1659925.295553 nChanged 16 SP:Iteration 62Q (1391.380889 sec): 3 clusters Score: Raw -1661790.856921 + Penalty 1863.691401 = -1659927.165520 nChanged 14 SP:Iteration 63Q (1391.448319 sec): 3 clusters Score: Raw -1661792.613558 + Penalty 1863.691401 = -1659928.922157 nChanged 13 SP:Iteration 64Q (1391.524403 sec): 3 clusters Score: Raw -1661794.632670 + Penalty 1863.691401 = -1659930.941269 nChanged 13 SP:Iteration 65Q (1391.591617 sec): 3 clusters Score: Raw -1661795.914403 + Penalty 1863.691401 = -1659932.223003 nChanged 12 SP:Iteration 66Q (1391.645982 sec): 3 clusters Score: Raw -1661797.321434 + Penalty 1863.691401 = -1659933.630033 nChanged 9 SP:Iteration 67Q (1391.708365 sec): 3 clusters Score: Raw -1661798.383961 + Penalty 1863.691401 = -1659934.692560 nChanged 11 SP:Iteration 68Q (1391.785625 sec): 3 clusters Score: Raw -1661799.249119 + Penalty 1863.691401 = -1659935.557718 nChanged 9 SP:Iteration 69Q (1391.842513 sec): 3 clusters Score: Raw -1661800.227983 + Penalty 1863.691401 = -1659936.536582 nChanged 12 SP:Iteration 70Q (1391.914567 sec): 3 clusters Score: Raw -1661802.173698 + Penalty 1863.691401 = -1659938.482297 nChanged 18 SP:Iteration 71Q (1391.980546 sec): 3 clusters Score: Raw -1661805.371327 + Penalty 1863.691401 = -1659941.679926 nChanged 14 SP:Iteration 72Q (1392.039214 sec): 3 clusters Score: Raw -1661807.291184 + Penalty 1863.691401 = -1659943.599783 nChanged 13 SP:Iteration 73Q (1392.108973 sec): 3 clusters Score: Raw -1661808.967706 + Penalty 1863.691401 = -1659945.276305 nChanged 12 SP:Iteration 74Q (1392.180238 sec): 3 clusters Score: Raw -1661810.708350 + Penalty 1863.691401 = -1659947.016949 nChanged 13 SP:Iteration 75Q (1392.245557 sec): 3 clusters Score: Raw -1661812.352557 + Penalty 1863.691401 = -1659948.661156 nChanged 16 SP:Iteration 76Q (1392.312876 sec): 3 clusters Score: Raw -1661814.506780 + Penalty 1863.691401 = -1659950.815379 nChanged 16 SP:Iteration 77Q (1392.382520 sec): 3 clusters Score: Raw -1661817.344856 + Penalty 1863.691401 = -1659953.653455 nChanged 14 SP:Iteration 78Q (1392.451904 sec): 3 clusters Score: Raw -1661818.934785 + Penalty 1863.691401 = -1659955.243384 nChanged 9 SP:Iteration 79Q (1392.519074 sec): 3 clusters Score: Raw -1661819.889168 + Penalty 1863.691401 = -1659956.197767 nChanged 10 SP:Iteration 80F (1392.587190 sec): 3 clusters Score: Raw -1661820.798455 + Penalty 1863.691401 = -1659957.107054 nChanged 5 SP:Iteration 81Q (1392.643877 sec): 3 clusters Score: Raw -1661821.469889 + Penalty 1863.691401 = -1659957.778489 nChanged 6 SP:Iteration 82Q (1392.710590 sec): 3 clusters Score: Raw -1661822.224702 + Penalty 1863.691401 = -1659958.533301 nChanged 5 SP:Iteration 83Q (1392.787133 sec): 3 clusters Score: Raw -1661822.557896 + Penalty 1863.691401 = -1659958.866495 nChanged 5 SP:Iteration 84Q (1392.856331 sec): 3 clusters Score: Raw -1661823.187711 + Penalty 1863.691401 = -1659959.496310 nChanged 6 SP:Iteration 85Q (1392.921128 sec): 3 clusters Score: Raw -1661824.095659 + Penalty 1863.691401 = -1659960.404259 nChanged 5 SP:Iteration 86Q (1392.977883 sec): 3 clusters Score: Raw -1661824.599419 + Penalty 1863.691401 = -1659960.908018 nChanged 7 SP:Iteration 87Q (1393.043275 sec): 3 clusters Score: Raw -1661826.087910 + Penalty 1863.691401 = -1659962.396509 nChanged 9 SP:Iteration 88Q (1393.119991 sec): 3 clusters Score: Raw -1661826.982154 + Penalty 1863.691401 = -1659963.290753 nChanged 6 SP:Iteration 89Q (1393.189143 sec): 3 clusters Score: Raw -1661827.419341 + Penalty 1863.691401 = -1659963.727940 nChanged 5 SP:Iteration 90Q (1393.256055 sec): 3 clusters Score: Raw -1661827.670292 + Penalty 1863.691401 = -1659963.978891 nChanged 6 SP:Iteration 91Q (1393.311861 sec): 3 clusters Score: Raw -1661828.091875 + Penalty 1863.691401 = -1659964.400474 nChanged 4 SP:Iteration 92Q (1393.380072 sec): 3 clusters Score: Raw -1661828.536613 + Penalty 1863.691401 = -1659964.845212 nChanged 6 SP:Iteration 93Q (1393.446166 sec): 3 clusters Score: Raw -1661829.059497 + Penalty 1863.691401 = -1659965.368096 nChanged 6 SP:Iteration 94Q (1393.516798 sec): 3 clusters Score: Raw -1661830.418037 + Penalty 1863.691401 = -1659966.726636 nChanged 9 SP:Iteration 95Q (1393.571591 sec): 3 clusters Score: Raw -1661832.090922 + Penalty 1863.691401 = -1659968.399521 nChanged 9 SP:Iteration 96Q (1393.643292 sec): 3 clusters Score: Raw -1661832.933341 + Penalty 1863.691401 = -1659969.241940 nChanged 8 SP:Iteration 97Q (1393.712478 sec): 3 clusters Score: Raw -1661834.023715 + Penalty 1863.691401 = -1659970.332315 nChanged 10 SP:Iteration 98Q (1393.766807 sec): 3 clusters Score: Raw -1661835.140715 + Penalty 1863.691401 = -1659971.449315 nChanged 4 SP:Iteration 99Q (1393.835512 sec): 3 clusters Score: Raw -1661835.376853 + Penalty 1863.691401 = -1659971.685452 nChanged 1 SP:Iteration 100F (1393.902058 sec): 3 clusters Score: Raw -1661835.524620 + Penalty 1863.691401 = -1659971.833219 nChanged 2 SP:Iteration 101Q (1393.967940 sec): 3 clusters Score: Raw -1661836.009576 + Penalty 1863.691401 = -1659972.318175 nChanged 3 SP:Iteration 102Q (1394.027887 sec): 3 clusters Score: Raw -1661836.358628 + Penalty 1863.691401 = -1659972.667227 nChanged 6 SP:Iteration 103Q (1394.101600 sec): 3 clusters Score: Raw -1661837.011244 + Penalty 1863.691401 = -1659973.319843 nChanged 5 SP:Iteration 104Q (1394.167310 sec): 3 clusters Score: Raw -1661837.364790 + Penalty 1863.691401 = -1659973.673389 nChanged 2 SP:Iteration 105Q (1394.232667 sec): 3 clusters Score: Raw -1661837.477075 + Penalty 1863.691401 = -1659973.785674 nChanged 4 SP:Iteration 106Q (1394.295037 sec): 3 clusters Score: Raw -1661837.912514 + Penalty 1863.691401 = -1659974.221113 nChanged 4 SP:Iteration 107Q (1394.356480 sec): 3 clusters Score: Raw -1661838.341354 + Penalty 1863.691401 = -1659974.649953 nChanged 4 SP:Iteration 108Q (1394.413067 sec): 3 clusters Score: Raw -1661838.970646 + Penalty 1863.691401 = -1659975.279245 nChanged 2 SP:Iteration 109Q (1394.489108 sec): 3 clusters Score: Raw -1661839.204370 + Penalty 1863.691401 = -1659975.512969 nChanged 4 SP:Iteration 110Q (1394.559082 sec): 3 clusters Score: Raw -1661839.527292 + Penalty 1863.691401 = -1659975.835891 nChanged 4 SP:Iteration 111Q (1394.628299 sec): 3 clusters Score: Raw -1661839.802041 + Penalty 1863.691401 = -1659976.110640 nChanged 2 SP:Iteration 112Q (1394.689782 sec): 3 clusters Score: Raw -1661839.958047 + Penalty 1863.691401 = -1659976.266646 nChanged 1 SP:Iteration 113Q (1394.752325 sec): 3 clusters Score: Raw -1661840.120027 + Penalty 1863.691401 = -1659976.428626 nChanged 1 SP:Iteration 114Q (1394.830892 sec): 3 clusters Score: Raw -1661840.138477 + Penalty 1863.691401 = -1659976.447076 nChanged 0 SP:Iteration 115F (1394.903811 sec): 3 clusters Score: Raw -1661840.138477 + Penalty 1863.691401 = -1659976.447076 nChanged 0 Trying to split cluster 21 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1394.925262 sec): 2 clusters Score: Raw -5501.776252 + Penalty 472.789706 = -5028.986546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1394.967673 sec): 3 clusters Score: Raw -5630.951672 + Penalty 945.579411 = -4685.372261 nChanged 33 SP:Iteration 1F (1395.014984 sec): 3 clusters Score: Raw -5739.007246 + Penalty 945.579411 = -4793.427835 nChanged 6 SP:Iteration 2Q (1395.061244 sec): 3 clusters Score: Raw -5746.988126 + Penalty 945.579411 = -4801.408715 nChanged 2 SP:Iteration 3Q (1395.092563 sec): 3 clusters Score: Raw -5750.247114 + Penalty 945.579411 = -4804.667703 nChanged 0 SP:Iteration 4F (1395.137028 sec): 3 clusters Score: Raw -5750.247114 + Penalty 945.579411 = -4804.667703 nChanged 0 Trying to split cluster 22 (11194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1395.167605 sec): 2 clusters Score: Raw -822590.651728 + Penalty 885.697654 = -821704.954074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1395.235574 sec): 3 clusters Score: Raw -815893.653236 + Penalty 1771.395308 = -814122.257929 nChanged 5070 SP:Iteration 1F (1395.281854 sec): 3 clusters Score: Raw -819187.068441 + Penalty 1771.395308 = -817415.673133 nChanged 945 SP:Iteration 2F (1395.350406 sec): 3 clusters Score: Raw -819813.361458 + Penalty 1771.395308 = -818041.966150 nChanged 872 SP:Iteration 3F (1395.398617 sec): 3 clusters Score: Raw -820397.044040 + Penalty 1771.395308 = -818625.648732 nChanged 797 SP:Iteration 4F (1395.455606 sec): 3 clusters Score: Raw -820881.503214 + Penalty 1771.395308 = -819110.107906 nChanged 679 SP:Iteration 5F (1395.509399 sec): 3 clusters Score: Raw -821263.640608 + Penalty 1771.395308 = -819492.245301 nChanged 549 SP:Iteration 6Q (1395.577075 sec): 3 clusters Score: Raw -821526.167075 + Penalty 1771.395308 = -819754.771767 nChanged 429 SP:Iteration 7Q (1395.630188 sec): 3 clusters Score: Raw -821696.079710 + Penalty 1771.395308 = -819924.684402 nChanged 334 SP:Iteration 8Q (1395.683033 sec): 3 clusters Score: Raw -821821.145550 + Penalty 1771.395308 = -820049.750242 nChanged 283 SP:Iteration 9Q (1395.750589 sec): 3 clusters Score: Raw -821924.945031 + Penalty 1771.395308 = -820153.549723 nChanged 254 SP:Iteration 10Q (1395.813446 sec): 3 clusters Score: Raw -822027.195879 + Penalty 1771.395308 = -820255.800571 nChanged 266 SP:Iteration 11Q (1395.867081 sec): 3 clusters Score: Raw -822138.247550 + Penalty 1771.395308 = -820366.852243 nChanged 259 SP:Iteration 12Q (1395.922304 sec): 3 clusters Score: Raw -822260.682431 + Penalty 1771.395308 = -820489.287123 nChanged 255 SP:Iteration 13Q (1395.975270 sec): 3 clusters Score: Raw -822400.519340 + Penalty 1771.395308 = -820629.124032 nChanged 266 SP:Iteration 14Q (1396.036974 sec): 3 clusters Score: Raw -822556.902412 + Penalty 1771.395308 = -820785.507104 nChanged 257 SP:Iteration 15Q (1396.097146 sec): 3 clusters Score: Raw -822735.499498 + Penalty 1771.395308 = -820964.104190 nChanged 234 SP:Iteration 16Q (1396.158803 sec): 3 clusters Score: Raw -822909.197833 + Penalty 1771.395308 = -821137.802525 nChanged 186 SP:Iteration 17Q (1396.226412 sec): 3 clusters Score: Raw -823039.173185 + Penalty 1771.395308 = -821267.777878 nChanged 115 SP:Iteration 18Q (1396.290231 sec): 3 clusters Score: Raw -823110.145092 + Penalty 1771.395308 = -821338.749784 nChanged 58 SP:Iteration 19Q (1396.351152 sec): 3 clusters Score: Raw -823144.287647 + Penalty 1771.395308 = -821372.892339 nChanged 44 SP:Iteration 20F (1396.405205 sec): 3 clusters Score: Raw -823170.723153 + Penalty 1771.395308 = -821399.327845 nChanged 30 SP:Iteration 21Q (1396.459582 sec): 3 clusters Score: Raw -823181.625240 + Penalty 1771.395308 = -821410.229932 nChanged 14 SP:Iteration 22Q (1396.534727 sec): 3 clusters Score: Raw -823187.831300 + Penalty 1771.395308 = -821416.435992 nChanged 17 SP:Iteration 23Q (1396.586184 sec): 3 clusters Score: Raw -823194.094795 + Penalty 1771.395308 = -821422.699487 nChanged 10 SP:Iteration 24Q (1396.648534 sec): 3 clusters Score: Raw -823198.401143 + Penalty 1771.395308 = -821427.005835 nChanged 12 SP:Iteration 25Q (1396.706653 sec): 3 clusters Score: Raw -823202.076776 + Penalty 1771.395308 = -821430.681469 nChanged 6 SP:Iteration 26Q (1396.773729 sec): 3 clusters Score: Raw -823203.245123 + Penalty 1771.395308 = -821431.849815 nChanged 3 SP:Iteration 27Q (1396.824547 sec): 3 clusters Score: Raw -823203.518546 + Penalty 1771.395308 = -821432.123238 nChanged 0 SP:Iteration 28F (1396.892201 sec): 3 clusters Score: Raw -823203.518546 + Penalty 1771.395308 = -821432.123238 nChanged 0 Trying to split cluster 23 (1191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1396.902724 sec): 2 clusters Score: Raw -97784.476885 + Penalty 672.842114 = -97111.634771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1396.956805 sec): 3 clusters Score: Raw -97273.893093 + Penalty 1345.684228 = -95928.208865 nChanged 436 SP:Iteration 1F (1397.012142 sec): 3 clusters Score: Raw -97549.470856 + Penalty 1345.684228 = -96203.786628 nChanged 97 SP:Iteration 2F (1397.060522 sec): 3 clusters Score: Raw -97624.175540 + Penalty 1345.684228 = -96278.491312 nChanged 59 SP:Iteration 3Q (1397.104837 sec): 3 clusters Score: Raw -97672.973254 + Penalty 1345.684228 = -96327.289026 nChanged 49 SP:Iteration 4Q (1397.150877 sec): 3 clusters Score: Raw -97711.730267 + Penalty 1345.684228 = -96366.046038 nChanged 45 SP:Iteration 5Q (1397.198663 sec): 3 clusters Score: Raw -97742.487028 + Penalty 1345.684228 = -96396.802800 nChanged 44 SP:Iteration 6Q (1397.230088 sec): 3 clusters Score: Raw -97773.387288 + Penalty 1345.684228 = -96427.703060 nChanged 37 SP:Iteration 7Q (1397.287671 sec): 3 clusters Score: Raw -97812.030396 + Penalty 1345.684228 = -96466.346168 nChanged 45 SP:Iteration 8Q (1397.336730 sec): 3 clusters Score: Raw -97849.151370 + Penalty 1345.684228 = -96503.467142 nChanged 33 SP:Iteration 9Q (1397.377854 sec): 3 clusters Score: Raw -97874.411772 + Penalty 1345.684228 = -96528.727544 nChanged 26 SP:Iteration 10Q (1397.426333 sec): 3 clusters Score: Raw -97896.124972 + Penalty 1345.684228 = -96550.440744 nChanged 22 SP:Iteration 11Q (1397.463586 sec): 3 clusters Score: Raw -97910.065774 + Penalty 1345.684228 = -96564.381546 nChanged 17 SP:Iteration 12Q (1397.508293 sec): 3 clusters Score: Raw -97924.213495 + Penalty 1345.684228 = -96578.529267 nChanged 17 SP:Iteration 13Q (1397.552282 sec): 3 clusters Score: Raw -97938.527541 + Penalty 1345.684228 = -96592.843313 nChanged 19 SP:Iteration 14Q (1397.598737 sec): 3 clusters Score: Raw -97957.774825 + Penalty 1345.684228 = -96612.090597 nChanged 11 SP:Iteration 15Q (1397.647159 sec): 3 clusters Score: Raw -97967.616332 + Penalty 1345.684228 = -96621.932103 nChanged 5 SP:Iteration 16Q (1397.684024 sec): 3 clusters Score: Raw -97970.171183 + Penalty 1345.684228 = -96624.486954 nChanged 3 SP:Iteration 17Q (1397.730231 sec): 3 clusters Score: Raw -97974.544611 + Penalty 1345.684228 = -96628.860382 nChanged 5 SP:Iteration 18Q (1397.775702 sec): 3 clusters Score: Raw -97977.578613 + Penalty 1345.684228 = -96631.894385 nChanged 3 SP:Iteration 19Q (1397.821037 sec): 3 clusters Score: Raw -97979.159164 + Penalty 1345.684228 = -96633.474936 nChanged 4 SP:Iteration 20F (1397.859415 sec): 3 clusters Score: Raw -97982.000673 + Penalty 1345.684228 = -96636.316445 nChanged 6 SP:Iteration 21Q (1397.912827 sec): 3 clusters Score: Raw -97986.468446 + Penalty 1345.684228 = -96640.784218 nChanged 7 SP:Iteration 22Q (1397.955526 sec): 3 clusters Score: Raw -97992.139786 + Penalty 1345.684228 = -96646.455558 nChanged 7 SP:Iteration 23Q (1397.988681 sec): 3 clusters Score: Raw -97997.195345 + Penalty 1345.684228 = -96651.511117 nChanged 1 SP:Iteration 24Q (1398.043411 sec): 3 clusters Score: Raw -97999.484696 + Penalty 1345.684228 = -96653.800468 nChanged 3 SP:Iteration 25Q (1398.081182 sec): 3 clusters Score: Raw -98004.910435 + Penalty 1345.684228 = -96659.226207 nChanged 5 SP:Iteration 26Q (1398.125646 sec): 3 clusters Score: Raw -98009.551474 + Penalty 1345.684228 = -96663.867246 nChanged 3 SP:Iteration 27Q (1398.160621 sec): 3 clusters Score: Raw -98011.849542 + Penalty 1345.684228 = -96666.165314 nChanged 1 SP:Iteration 28Q (1398.211490 sec): 3 clusters Score: Raw -98012.728223 + Penalty 1345.684228 = -96667.043995 nChanged 3 SP:Iteration 29Q (1398.246322 sec): 3 clusters Score: Raw -98014.228343 + Penalty 1345.684228 = -96668.544115 nChanged 1 SP:Iteration 30Q (1398.300168 sec): 3 clusters Score: Raw -98014.549085 + Penalty 1345.684228 = -96668.864857 nChanged 0 SP:Iteration 31F (1398.340453 sec): 3 clusters Score: Raw -98014.549085 + Penalty 1345.684228 = -96668.864857 nChanged 0 Trying to split cluster 24 (5070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1398.371464 sec): 2 clusters Score: Raw -433065.424208 + Penalty 810.454129 = -432254.970079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1398.434890 sec): 3 clusters Score: Raw -430250.941241 + Penalty 1620.908258 = -428630.032983 nChanged 2183 SP:Iteration 1F (1398.491847 sec): 3 clusters Score: Raw -431474.866497 + Penalty 1620.908258 = -429853.958239 nChanged 362 SP:Iteration 2F (1398.539617 sec): 3 clusters Score: Raw -431666.359757 + Penalty 1620.908258 = -430045.451499 nChanged 289 SP:Iteration 3F (1398.586077 sec): 3 clusters Score: Raw -431813.961521 + Penalty 1620.908258 = -430193.053263 nChanged 250 SP:Iteration 4Q (1398.636290 sec): 3 clusters Score: Raw -431949.158393 + Penalty 1620.908258 = -430328.250135 nChanged 227 SP:Iteration 5Q (1398.687976 sec): 3 clusters Score: Raw -432065.360861 + Penalty 1620.908258 = -430444.452602 nChanged 227 SP:Iteration 6Q (1398.739503 sec): 3 clusters Score: Raw -432189.549643 + Penalty 1620.908258 = -430568.641385 nChanged 196 SP:Iteration 7Q (1398.795060 sec): 3 clusters Score: Raw -432303.594645 + Penalty 1620.908258 = -430682.686387 nChanged 188 SP:Iteration 8Q (1398.841353 sec): 3 clusters Score: Raw -432430.350091 + Penalty 1620.908258 = -430809.441832 nChanged 207 SP:Iteration 9Q (1398.900216 sec): 3 clusters Score: Raw -432582.071299 + Penalty 1620.908258 = -430961.163040 nChanged 166 SP:Iteration 10Q (1398.958685 sec): 3 clusters Score: Raw -432698.266396 + Penalty 1620.908258 = -431077.358137 nChanged 124 SP:Iteration 11Q (1399.005977 sec): 3 clusters Score: Raw -432788.563110 + Penalty 1620.908258 = -431167.654852 nChanged 114 SP:Iteration 12Q (1399.060942 sec): 3 clusters Score: Raw -432875.676942 + Penalty 1620.908258 = -431254.768684 nChanged 91 SP:Iteration 13Q (1399.103578 sec): 3 clusters Score: Raw -432946.872998 + Penalty 1620.908258 = -431325.964740 nChanged 72 SP:Iteration 14Q (1399.165039 sec): 3 clusters Score: Raw -433000.711027 + Penalty 1620.908258 = -431379.802769 nChanged 52 SP:Iteration 15Q (1399.219300 sec): 3 clusters Score: Raw -433040.437437 + Penalty 1620.908258 = -431419.529179 nChanged 51 SP:Iteration 16Q (1399.269769 sec): 3 clusters Score: Raw -433075.628631 + Penalty 1620.908258 = -431454.720372 nChanged 35 SP:Iteration 17Q (1399.308913 sec): 3 clusters Score: Raw -433100.565761 + Penalty 1620.908258 = -431479.657502 nChanged 25 SP:Iteration 18Q (1399.367407 sec): 3 clusters Score: Raw -433129.760698 + Penalty 1620.908258 = -431508.852440 nChanged 24 SP:Iteration 19Q (1399.417300 sec): 3 clusters Score: Raw -433150.669427 + Penalty 1620.908258 = -431529.761169 nChanged 21 SP:Iteration 20F (1399.465796 sec): 3 clusters Score: Raw -433167.269596 + Penalty 1620.908258 = -431546.361338 nChanged 12 SP:Iteration 21Q (1399.518459 sec): 3 clusters Score: Raw -433185.611501 + Penalty 1620.908258 = -431564.703243 nChanged 14 SP:Iteration 22Q (1399.570015 sec): 3 clusters Score: Raw -433196.910997 + Penalty 1620.908258 = -431576.002739 nChanged 5 SP:Iteration 23Q (1399.618893 sec): 3 clusters Score: Raw -433199.987030 + Penalty 1620.908258 = -431579.078772 nChanged 5 SP:Iteration 24Q (1399.670499 sec): 3 clusters Score: Raw -433205.227740 + Penalty 1620.908258 = -431584.319482 nChanged 4 SP:Iteration 25Q (1399.718175 sec): 3 clusters Score: Raw -433208.666666 + Penalty 1620.908258 = -431587.758407 nChanged 3 SP:Iteration 26Q (1399.773925 sec): 3 clusters Score: Raw -433211.274685 + Penalty 1620.908258 = -431590.366426 nChanged 1 SP:Iteration 27Q (1399.823236 sec): 3 clusters Score: Raw -433213.678001 + Penalty 1620.908258 = -431592.769742 nChanged 1 SP:Iteration 28Q (1399.877542 sec): 3 clusters Score: Raw -433213.844126 + Penalty 1620.908258 = -431592.935868 nChanged 0 SP:Iteration 29F (1399.932110 sec): 3 clusters Score: Raw -433213.844126 + Penalty 1620.908258 = -431592.935868 nChanged 0 Trying to split cluster 25 (2058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1399.959010 sec): 2 clusters Score: Raw -180811.167775 + Penalty 724.801542 = -180086.366233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1400.010362 sec): 3 clusters Score: Raw -179797.129064 + Penalty 1449.603084 = -178347.525980 nChanged 821 SP:Iteration 1F (1400.057428 sec): 3 clusters Score: Raw -180276.414266 + Penalty 1449.603084 = -178826.811182 nChanged 158 SP:Iteration 2F (1400.091837 sec): 3 clusters Score: Raw -180373.832055 + Penalty 1449.603084 = -178924.228971 nChanged 105 SP:Iteration 3F (1400.148508 sec): 3 clusters Score: Raw -180437.420670 + Penalty 1449.603084 = -178987.817586 nChanged 82 SP:Iteration 4Q (1400.195150 sec): 3 clusters Score: Raw -180489.523894 + Penalty 1449.603084 = -179039.920810 nChanged 71 SP:Iteration 5Q (1400.242565 sec): 3 clusters Score: Raw -180533.228014 + Penalty 1449.603084 = -179083.624930 nChanged 50 SP:Iteration 6Q (1400.287433 sec): 3 clusters Score: Raw -180567.596046 + Penalty 1449.603084 = -179117.992962 nChanged 52 SP:Iteration 7Q (1400.338426 sec): 3 clusters Score: Raw -180601.959816 + Penalty 1449.603084 = -179152.356732 nChanged 44 SP:Iteration 8Q (1400.398743 sec): 3 clusters Score: Raw -180629.028517 + Penalty 1449.603084 = -179179.425433 nChanged 48 SP:Iteration 9Q (1400.434618 sec): 3 clusters Score: Raw -180662.348240 + Penalty 1449.603084 = -179212.745155 nChanged 59 SP:Iteration 10Q (1400.485958 sec): 3 clusters Score: Raw -180705.491552 + Penalty 1449.603084 = -179255.888468 nChanged 61 SP:Iteration 11Q (1400.546281 sec): 3 clusters Score: Raw -180759.037580 + Penalty 1449.603084 = -179309.434496 nChanged 50 SP:Iteration 12Q (1400.597953 sec): 3 clusters Score: Raw -180791.358595 + Penalty 1449.603084 = -179341.755511 nChanged 35 SP:Iteration 13Q (1400.634707 sec): 3 clusters Score: Raw -180814.885722 + Penalty 1449.603084 = -179365.282638 nChanged 22 SP:Iteration 14Q (1400.679465 sec): 3 clusters Score: Raw -180826.784970 + Penalty 1449.603084 = -179377.181886 nChanged 23 SP:Iteration 15Q (1400.728648 sec): 3 clusters Score: Raw -180837.989198 + Penalty 1449.603084 = -179388.386114 nChanged 19 SP:Iteration 16Q (1400.781855 sec): 3 clusters Score: Raw -180851.596220 + Penalty 1449.603084 = -179401.993135 nChanged 28 SP:Iteration 17Q (1400.836734 sec): 3 clusters Score: Raw -180866.231484 + Penalty 1449.603084 = -179416.628400 nChanged 29 SP:Iteration 18Q (1400.888776 sec): 3 clusters Score: Raw -180880.347943 + Penalty 1449.603084 = -179430.744859 nChanged 19 SP:Iteration 19Q (1400.940825 sec): 3 clusters Score: Raw -180887.314157 + Penalty 1449.603084 = -179437.711073 nChanged 16 SP:Iteration 20F (1400.988959 sec): 3 clusters Score: Raw -180896.704722 + Penalty 1449.603084 = -179447.101638 nChanged 16 SP:Iteration 21Q (1401.036194 sec): 3 clusters Score: Raw -180906.429759 + Penalty 1449.603084 = -179456.826675 nChanged 19 SP:Iteration 22Q (1401.076785 sec): 3 clusters Score: Raw -180919.419484 + Penalty 1449.603084 = -179469.816400 nChanged 24 SP:Iteration 23Q (1401.131326 sec): 3 clusters Score: Raw -180932.469634 + Penalty 1449.603084 = -179482.866550 nChanged 16 SP:Iteration 24Q (1401.177090 sec): 3 clusters Score: Raw -180939.944115 + Penalty 1449.603084 = -179490.341031 nChanged 10 SP:Iteration 25Q (1401.227319 sec): 3 clusters Score: Raw -180945.016291 + Penalty 1449.603084 = -179495.413207 nChanged 14 SP:Iteration 26Q (1401.275204 sec): 3 clusters Score: Raw -180951.145127 + Penalty 1449.603084 = -179501.542043 nChanged 17 SP:Iteration 27Q (1401.323814 sec): 3 clusters Score: Raw -180958.110782 + Penalty 1449.603084 = -179508.507698 nChanged 14 SP:Iteration 28Q (1401.365277 sec): 3 clusters Score: Raw -180965.288132 + Penalty 1449.603084 = -179515.685047 nChanged 15 SP:Iteration 29Q (1401.419354 sec): 3 clusters Score: Raw -180973.899861 + Penalty 1449.603084 = -179524.296777 nChanged 13 SP:Iteration 30Q (1401.470075 sec): 3 clusters Score: Raw -180981.439131 + Penalty 1449.603084 = -179531.836047 nChanged 10 SP:Iteration 31Q (1401.521299 sec): 3 clusters Score: Raw -180987.379944 + Penalty 1449.603084 = -179537.776860 nChanged 8 SP:Iteration 32Q (1401.560392 sec): 3 clusters Score: Raw -180992.616115 + Penalty 1449.603084 = -179543.013031 nChanged 5 SP:Iteration 33Q (1401.603394 sec): 3 clusters Score: Raw -180995.299395 + Penalty 1449.603084 = -179545.696311 nChanged 2 SP:Iteration 34Q (1401.651187 sec): 3 clusters Score: Raw -180997.091324 + Penalty 1449.603084 = -179547.488240 nChanged 5 SP:Iteration 35Q (1401.701768 sec): 3 clusters Score: Raw -180998.558511 + Penalty 1449.603084 = -179548.955427 nChanged 4 SP:Iteration 36Q (1401.748296 sec): 3 clusters Score: Raw -181001.113714 + Penalty 1449.603084 = -179551.510630 nChanged 4 SP:Iteration 37Q (1401.805229 sec): 3 clusters Score: Raw -181002.756509 + Penalty 1449.603084 = -179553.153425 nChanged 4 SP:Iteration 38Q (1401.851986 sec): 3 clusters Score: Raw -181005.145281 + Penalty 1449.603084 = -179555.542197 nChanged 7 SP:Iteration 39Q (1401.902812 sec): 3 clusters Score: Raw -181008.825362 + Penalty 1449.603084 = -179559.222278 nChanged 6 SP:Iteration 40F (1401.950562 sec): 3 clusters Score: Raw -181011.065987 + Penalty 1449.603084 = -179561.462903 nChanged 3 SP:Iteration 41Q (1401.998401 sec): 3 clusters Score: Raw -181012.583525 + Penalty 1449.603084 = -179562.980441 nChanged 2 SP:Iteration 42Q (1402.041234 sec): 3 clusters Score: Raw -181012.968846 + Penalty 1449.603084 = -179563.365761 nChanged 0 SP:Iteration 43F (1402.084139 sec): 3 clusters Score: Raw -181012.968846 + Penalty 1449.603084 = -179563.365761 nChanged 0 Trying to split cluster 26 (9359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1402.128092 sec): 2 clusters Score: Raw -753487.376820 + Penalty 868.688904 = -752618.687916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1402.188326 sec): 3 clusters Score: Raw -747984.533575 + Penalty 1737.377808 = -746247.155767 nChanged 4151 SP:Iteration 1F (1402.247284 sec): 3 clusters Score: Raw -750320.743672 + Penalty 1737.377808 = -748583.365864 nChanged 557 SP:Iteration 2F (1402.296454 sec): 3 clusters Score: Raw -750580.467805 + Penalty 1737.377808 = -748843.089997 nChanged 482 SP:Iteration 3F (1402.351708 sec): 3 clusters Score: Raw -750803.739470 + Penalty 1737.377808 = -749066.361662 nChanged 464 SP:Iteration 4Q (1402.410848 sec): 3 clusters Score: Raw -751071.381583 + Penalty 1737.377808 = -749334.003775 nChanged 505 SP:Iteration 5F (1402.470837 sec): 3 clusters Score: Raw -751343.531807 + Penalty 1737.377808 = -749606.153999 nChanged 454 SP:Iteration 6Q (1402.528105 sec): 3 clusters Score: Raw -751610.751575 + Penalty 1737.377808 = -749873.373767 nChanged 451 SP:Iteration 7Q (1402.575951 sec): 3 clusters Score: Raw -751867.146571 + Penalty 1737.377808 = -750129.768763 nChanged 394 SP:Iteration 8Q (1402.641622 sec): 3 clusters Score: Raw -752073.225516 + Penalty 1737.377808 = -750335.847708 nChanged 343 SP:Iteration 9Q (1402.702638 sec): 3 clusters Score: Raw -752220.617422 + Penalty 1737.377808 = -750483.239614 nChanged 231 SP:Iteration 10Q (1402.762429 sec): 3 clusters Score: Raw -752302.284779 + Penalty 1737.377808 = -750564.906971 nChanged 176 SP:Iteration 11Q (1402.815337 sec): 3 clusters Score: Raw -752356.139555 + Penalty 1737.377808 = -750618.761747 nChanged 136 SP:Iteration 12Q (1402.879457 sec): 3 clusters Score: Raw -752392.257302 + Penalty 1737.377808 = -750654.879494 nChanged 110 SP:Iteration 13Q (1402.935745 sec): 3 clusters Score: Raw -752426.185994 + Penalty 1737.377808 = -750688.808186 nChanged 109 SP:Iteration 14Q (1402.994100 sec): 3 clusters Score: Raw -752454.019739 + Penalty 1737.377808 = -750716.641931 nChanged 91 SP:Iteration 15Q (1403.039022 sec): 3 clusters Score: Raw -752473.040276 + Penalty 1737.377808 = -750735.662468 nChanged 68 SP:Iteration 16Q (1403.106483 sec): 3 clusters Score: Raw -752484.722979 + Penalty 1737.377808 = -750747.345171 nChanged 50 SP:Iteration 17Q (1403.164428 sec): 3 clusters Score: Raw -752494.730117 + Penalty 1737.377808 = -750757.352309 nChanged 58 SP:Iteration 18Q (1403.226799 sec): 3 clusters Score: Raw -752504.708130 + Penalty 1737.377808 = -750767.330322 nChanged 61 SP:Iteration 19Q (1403.274305 sec): 3 clusters Score: Raw -752516.242917 + Penalty 1737.377808 = -750778.865109 nChanged 64 SP:Iteration 20F (1403.345922 sec): 3 clusters Score: Raw -752527.782733 + Penalty 1737.377808 = -750790.404925 nChanged 71 SP:Iteration 21Q (1403.392537 sec): 3 clusters Score: Raw -752539.356804 + Penalty 1737.377808 = -750801.978996 nChanged 55 SP:Iteration 22Q (1403.461283 sec): 3 clusters Score: Raw -752546.953065 + Penalty 1737.377808 = -750809.575257 nChanged 36 SP:Iteration 23Q (1403.519776 sec): 3 clusters Score: Raw -752553.547194 + Penalty 1737.377808 = -750816.169387 nChanged 49 SP:Iteration 24Q (1403.579866 sec): 3 clusters Score: Raw -752565.724869 + Penalty 1737.377808 = -750828.347061 nChanged 47 SP:Iteration 25Q (1403.633309 sec): 3 clusters Score: Raw -752575.673555 + Penalty 1737.377808 = -750838.295747 nChanged 64 SP:Iteration 26Q (1403.700296 sec): 3 clusters Score: Raw -752587.436614 + Penalty 1737.377808 = -750850.058806 nChanged 50 SP:Iteration 27Q (1403.751073 sec): 3 clusters Score: Raw -752595.637237 + Penalty 1737.377808 = -750858.259429 nChanged 49 SP:Iteration 28Q (1403.819467 sec): 3 clusters Score: Raw -752603.036773 + Penalty 1737.377808 = -750865.658965 nChanged 50 SP:Iteration 29Q (1403.868552 sec): 3 clusters Score: Raw -752610.713842 + Penalty 1737.377808 = -750873.336034 nChanged 45 SP:Iteration 30Q (1403.924840 sec): 3 clusters Score: Raw -752616.410834 + Penalty 1737.377808 = -750879.033026 nChanged 36 SP:Iteration 31Q (1403.983772 sec): 3 clusters Score: Raw -752621.674495 + Penalty 1737.377808 = -750884.296687 nChanged 40 SP:Iteration 32Q (1404.032452 sec): 3 clusters Score: Raw -752627.343208 + Penalty 1737.377808 = -750889.965400 nChanged 37 SP:Iteration 33Q (1404.095305 sec): 3 clusters Score: Raw -752632.319589 + Penalty 1737.377808 = -750894.941781 nChanged 25 SP:Iteration 34Q (1404.145345 sec): 3 clusters Score: Raw -752635.948439 + Penalty 1737.377808 = -750898.570631 nChanged 28 SP:Iteration 35Q (1404.211423 sec): 3 clusters Score: Raw -752639.895809 + Penalty 1737.377808 = -750902.518001 nChanged 36 SP:Iteration 36Q (1404.270330 sec): 3 clusters Score: Raw -752645.507323 + Penalty 1737.377808 = -750908.129516 nChanged 43 SP:Iteration 37Q (1404.324045 sec): 3 clusters Score: Raw -752652.577615 + Penalty 1737.377808 = -750915.199807 nChanged 42 SP:Iteration 38Q (1404.378247 sec): 3 clusters Score: Raw -752658.654520 + Penalty 1737.377808 = -750921.276712 nChanged 39 SP:Iteration 39Q (1404.433379 sec): 3 clusters Score: Raw -752663.967977 + Penalty 1737.377808 = -750926.590169 nChanged 42 SP:Iteration 40F (1404.496878 sec): 3 clusters Score: Raw -752670.417169 + Penalty 1737.377808 = -750933.039361 nChanged 42 SP:Iteration 41Q (1404.555039 sec): 3 clusters Score: Raw -752676.915137 + Penalty 1737.377808 = -750939.537329 nChanged 40 SP:Iteration 42Q (1404.602560 sec): 3 clusters Score: Raw -752681.883909 + Penalty 1737.377808 = -750944.506101 nChanged 44 SP:Iteration 43Q (1404.664731 sec): 3 clusters Score: Raw -752688.902752 + Penalty 1737.377808 = -750951.524944 nChanged 50 SP:Iteration 44Q (1404.722559 sec): 3 clusters Score: Raw -752697.789286 + Penalty 1737.377808 = -750960.411478 nChanged 44 SP:Iteration 45Q (1404.775704 sec): 3 clusters Score: Raw -752706.155918 + Penalty 1737.377808 = -750968.778110 nChanged 53 SP:Iteration 46Q (1404.833664 sec): 3 clusters Score: Raw -752718.547164 + Penalty 1737.377808 = -750981.169356 nChanged 60 SP:Iteration 47Q (1404.894336 sec): 3 clusters Score: Raw -752733.876905 + Penalty 1737.377808 = -750996.499097 nChanged 64 SP:Iteration 48Q (1404.949496 sec): 3 clusters Score: Raw -752751.285028 + Penalty 1737.377808 = -751013.907220 nChanged 76 SP:Iteration 49Q (1405.010195 sec): 3 clusters Score: Raw -752774.468755 + Penalty 1737.377808 = -751037.090947 nChanged 84 SP:Iteration 50Q (1405.062042 sec): 3 clusters Score: Raw -752798.374626 + Penalty 1737.377808 = -751060.996818 nChanged 84 SP:Iteration 51Q (1405.119274 sec): 3 clusters Score: Raw -752823.886093 + Penalty 1737.377808 = -751086.508285 nChanged 113 SP:Iteration 52Q (1405.181876 sec): 3 clusters Score: Raw -752862.109206 + Penalty 1737.377808 = -751124.731398 nChanged 102 SP:Iteration 53Q (1405.234772 sec): 3 clusters Score: Raw -752897.122388 + Penalty 1737.377808 = -751159.744580 nChanged 106 SP:Iteration 54Q (1405.303093 sec): 3 clusters Score: Raw -752934.734700 + Penalty 1737.377808 = -751197.356892 nChanged 109 SP:Iteration 55Q (1405.349382 sec): 3 clusters Score: Raw -752975.984566 + Penalty 1737.377808 = -751238.606758 nChanged 111 SP:Iteration 56Q (1405.405582 sec): 3 clusters Score: Raw -753020.064634 + Penalty 1737.377808 = -751282.686826 nChanged 118 SP:Iteration 57Q (1405.464539 sec): 3 clusters Score: Raw -753064.275940 + Penalty 1737.377808 = -751326.898132 nChanged 93 SP:Iteration 58Q (1405.527078 sec): 3 clusters Score: Raw -753099.960762 + Penalty 1737.377808 = -751362.582954 nChanged 112 SP:Iteration 59Q (1405.583183 sec): 3 clusters Score: Raw -753141.061450 + Penalty 1737.377808 = -751403.683642 nChanged 103 SP:Iteration 60F (1405.634568 sec): 3 clusters Score: Raw -753182.960756 + Penalty 1737.377808 = -751445.582948 nChanged 99 SP:Iteration 61Q (1405.682736 sec): 3 clusters Score: Raw -753222.880315 + Penalty 1737.377808 = -751485.502507 nChanged 93 SP:Iteration 62Q (1405.736203 sec): 3 clusters Score: Raw -753256.277433 + Penalty 1737.377808 = -751518.899625 nChanged 91 SP:Iteration 63Q (1405.791645 sec): 3 clusters Score: Raw -753294.000803 + Penalty 1737.377808 = -751556.622995 nChanged 84 SP:Iteration 64Q (1405.852760 sec): 3 clusters Score: Raw -753331.662521 + Penalty 1737.377808 = -751594.284713 nChanged 73 SP:Iteration 65Q (1405.903722 sec): 3 clusters Score: Raw -753361.181518 + Penalty 1737.377808 = -751623.803710 nChanged 74 SP:Iteration 66Q (1405.951822 sec): 3 clusters Score: Raw -753388.411174 + Penalty 1737.377808 = -751651.033366 nChanged 62 SP:Iteration 67Q (1406.016456 sec): 3 clusters Score: Raw -753413.732662 + Penalty 1737.377808 = -751676.354854 nChanged 59 SP:Iteration 68Q (1406.075189 sec): 3 clusters Score: Raw -753432.905028 + Penalty 1737.377808 = -751695.527220 nChanged 44 SP:Iteration 69Q (1406.134046 sec): 3 clusters Score: Raw -753445.889591 + Penalty 1737.377808 = -751708.511783 nChanged 41 SP:Iteration 70Q (1406.189414 sec): 3 clusters Score: Raw -753456.564144 + Penalty 1737.377808 = -751719.186336 nChanged 33 SP:Iteration 71Q (1406.244330 sec): 3 clusters Score: Raw -753464.263687 + Penalty 1737.377808 = -751726.885879 nChanged 28 SP:Iteration 72Q (1406.290616 sec): 3 clusters Score: Raw -753472.435846 + Penalty 1737.377808 = -751735.058038 nChanged 27 SP:Iteration 73Q (1406.357480 sec): 3 clusters Score: Raw -753479.887820 + Penalty 1737.377808 = -751742.510012 nChanged 20 SP:Iteration 74Q (1406.412855 sec): 3 clusters Score: Raw -753487.563956 + Penalty 1737.377808 = -751750.186148 nChanged 20 SP:Iteration 75Q (1406.469323 sec): 3 clusters Score: Raw -753494.598484 + Penalty 1737.377808 = -751757.220677 nChanged 26 SP:Iteration 76Q (1406.514818 sec): 3 clusters Score: Raw -753502.583377 + Penalty 1737.377808 = -751765.205569 nChanged 23 SP:Iteration 77Q (1406.576687 sec): 3 clusters Score: Raw -753509.281086 + Penalty 1737.377808 = -751771.903279 nChanged 30 SP:Iteration 78Q (1406.620590 sec): 3 clusters Score: Raw -753524.536195 + Penalty 1737.377808 = -751787.158387 nChanged 41 SP:Iteration 79Q (1406.678345 sec): 3 clusters Score: Raw -753545.823504 + Penalty 1737.377808 = -751808.445696 nChanged 40 SP:Iteration 80F (1406.747283 sec): 3 clusters Score: Raw -753566.883102 + Penalty 1737.377808 = -751829.505294 nChanged 37 SP:Iteration 81Q (1406.804658 sec): 3 clusters Score: Raw -753585.362673 + Penalty 1737.377808 = -751847.984865 nChanged 38 SP:Iteration 82Q (1406.864471 sec): 3 clusters Score: Raw -753610.847892 + Penalty 1737.377808 = -751873.470084 nChanged 43 SP:Iteration 83Q (1406.912407 sec): 3 clusters Score: Raw -753637.423837 + Penalty 1737.377808 = -751900.046029 nChanged 43 SP:Iteration 84Q (1406.976705 sec): 3 clusters Score: Raw -753657.418003 + Penalty 1737.377808 = -751920.040195 nChanged 29 SP:Iteration 85Q (1407.027627 sec): 3 clusters Score: Raw -753673.797695 + Penalty 1737.377808 = -751936.419887 nChanged 29 SP:Iteration 86Q (1407.084628 sec): 3 clusters Score: Raw -753687.586641 + Penalty 1737.377808 = -751950.208833 nChanged 18 SP:Iteration 87Q (1407.135414 sec): 3 clusters Score: Raw -753695.389795 + Penalty 1737.377808 = -751958.011987 nChanged 12 SP:Iteration 88Q (1407.188934 sec): 3 clusters Score: Raw -753701.271519 + Penalty 1737.377808 = -751963.893711 nChanged 15 SP:Iteration 89Q (1407.242651 sec): 3 clusters Score: Raw -753707.899637 + Penalty 1737.377808 = -751970.521829 nChanged 13 SP:Iteration 90Q (1407.291273 sec): 3 clusters Score: Raw -753713.841730 + Penalty 1737.377808 = -751976.463922 nChanged 15 SP:Iteration 91Q (1407.338193 sec): 3 clusters Score: Raw -753719.103911 + Penalty 1737.377808 = -751981.726103 nChanged 11 SP:Iteration 92Q (1407.399884 sec): 3 clusters Score: Raw -753723.247146 + Penalty 1737.377808 = -751985.869338 nChanged 11 SP:Iteration 93Q (1407.450389 sec): 3 clusters Score: Raw -753727.486468 + Penalty 1737.377808 = -751990.108660 nChanged 10 SP:Iteration 94Q (1407.508992 sec): 3 clusters Score: Raw -753732.621727 + Penalty 1737.377808 = -751995.243919 nChanged 10 SP:Iteration 95Q (1407.566134 sec): 3 clusters Score: Raw -753736.139855 + Penalty 1737.377808 = -751998.762048 nChanged 8 SP:Iteration 96Q (1407.615764 sec): 3 clusters Score: Raw -753740.441778 + Penalty 1737.377808 = -752003.063970 nChanged 13 SP:Iteration 97Q (1407.667457 sec): 3 clusters Score: Raw -753746.654126 + Penalty 1737.377808 = -752009.276318 nChanged 13 SP:Iteration 98Q (1407.724635 sec): 3 clusters Score: Raw -753752.466745 + Penalty 1737.377808 = -752015.088937 nChanged 13 SP:Iteration 99Q (1407.779543 sec): 3 clusters Score: Raw -753758.330895 + Penalty 1737.377808 = -752020.953087 nChanged 8 SP:Iteration 100F (1407.833689 sec): 3 clusters Score: Raw -753760.230131 + Penalty 1737.377808 = -752022.852323 nChanged 1 SP:Iteration 101Q (1407.898487 sec): 3 clusters Score: Raw -753760.413138 + Penalty 1737.377808 = -752023.035330 nChanged 0 SP:Iteration 102F (1407.944804 sec): 3 clusters Score: Raw -753760.413138 + Penalty 1737.377808 = -752023.035330 nChanged 0 Trying to split cluster 27 (1549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1407.982975 sec): 2 clusters Score: Raw -133649.879690 + Penalty 697.809660 = -132952.070031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1408.028325 sec): 3 clusters Score: Raw -133005.965573 + Penalty 1395.619320 = -131610.346253 nChanged 566 SP:Iteration 1F (1408.079163 sec): 3 clusters Score: Raw -133485.303331 + Penalty 1395.619320 = -132089.684011 nChanged 153 SP:Iteration 2F (1408.119992 sec): 3 clusters Score: Raw -133625.688627 + Penalty 1395.619320 = -132230.069308 nChanged 95 SP:Iteration 3F (1408.167252 sec): 3 clusters Score: Raw -133713.299981 + Penalty 1395.619320 = -132317.680661 nChanged 86 SP:Iteration 4F (1408.213955 sec): 3 clusters Score: Raw -133780.070060 + Penalty 1395.619320 = -132384.450741 nChanged 74 SP:Iteration 5Q (1408.265418 sec): 3 clusters Score: Raw -133845.763897 + Penalty 1395.619320 = -132450.144577 nChanged 52 SP:Iteration 6Q (1408.315375 sec): 3 clusters Score: Raw -133918.066074 + Penalty 1395.619320 = -132522.446754 nChanged 39 SP:Iteration 7Q (1408.359731 sec): 3 clusters Score: Raw -133967.672767 + Penalty 1395.619320 = -132572.053448 nChanged 27 SP:Iteration 8Q (1408.396362 sec): 3 clusters Score: Raw -133997.396276 + Penalty 1395.619320 = -132601.776956 nChanged 22 SP:Iteration 9Q (1408.445039 sec): 3 clusters Score: Raw -134015.293311 + Penalty 1395.619320 = -132619.673991 nChanged 23 SP:Iteration 10Q (1408.502234 sec): 3 clusters Score: Raw -134039.678810 + Penalty 1395.619320 = -132644.059491 nChanged 22 SP:Iteration 11Q (1408.547891 sec): 3 clusters Score: Raw -134059.151405 + Penalty 1395.619320 = -132663.532085 nChanged 13 SP:Iteration 12Q (1408.593265 sec): 3 clusters Score: Raw -134076.894879 + Penalty 1395.619320 = -132681.275559 nChanged 16 SP:Iteration 13Q (1408.634448 sec): 3 clusters Score: Raw -134097.387558 + Penalty 1395.619320 = -132701.768238 nChanged 18 SP:Iteration 14Q (1408.675985 sec): 3 clusters Score: Raw -134112.708038 + Penalty 1395.619320 = -132717.088718 nChanged 15 SP:Iteration 15Q (1408.727921 sec): 3 clusters Score: Raw -134121.707268 + Penalty 1395.619320 = -132726.087948 nChanged 8 SP:Iteration 16Q (1408.761953 sec): 3 clusters Score: Raw -134126.085836 + Penalty 1395.619320 = -132730.466516 nChanged 7 SP:Iteration 17Q (1408.811210 sec): 3 clusters Score: Raw -134128.786695 + Penalty 1395.619320 = -132733.167375 nChanged 7 SP:Iteration 18Q (1408.861671 sec): 3 clusters Score: Raw -134132.592211 + Penalty 1395.619320 = -132736.972891 nChanged 4 SP:Iteration 19Q (1408.903535 sec): 3 clusters Score: Raw -134134.061480 + Penalty 1395.619320 = -132738.442160 nChanged 2 SP:Iteration 20F (1408.937899 sec): 3 clusters Score: Raw -134136.813897 + Penalty 1395.619320 = -132741.194577 nChanged 3 SP:Iteration 21Q (1408.989771 sec): 3 clusters Score: Raw -134139.833317 + Penalty 1395.619320 = -132744.213997 nChanged 5 SP:Iteration 22Q (1409.027056 sec): 3 clusters Score: Raw -134144.847892 + Penalty 1395.619320 = -132749.228572 nChanged 6 SP:Iteration 23Q (1409.074987 sec): 3 clusters Score: Raw -134151.142552 + Penalty 1395.619320 = -132755.523232 nChanged 6 SP:Iteration 24Q (1409.123032 sec): 3 clusters Score: Raw -134153.749118 + Penalty 1395.619320 = -132758.129798 nChanged 7 SP:Iteration 25Q (1409.170853 sec): 3 clusters Score: Raw -134165.000629 + Penalty 1395.619320 = -132769.381310 nChanged 10 SP:Iteration 26Q (1409.212030 sec): 3 clusters Score: Raw -134184.507202 + Penalty 1395.619320 = -132788.887883 nChanged 14 SP:Iteration 27Q (1409.255836 sec): 3 clusters Score: Raw -134207.700095 + Penalty 1395.619320 = -132812.080775 nChanged 14 SP:Iteration 28Q (1409.301825 sec): 3 clusters Score: Raw -134215.532123 + Penalty 1395.619320 = -132819.912804 nChanged 9 SP:Iteration 29Q (1409.353111 sec): 3 clusters Score: Raw -134219.487524 + Penalty 1395.619320 = -132823.868204 nChanged 6 SP:Iteration 30Q (1409.396850 sec): 3 clusters Score: Raw -134221.385441 + Penalty 1395.619320 = -132825.766121 nChanged 3 SP:Iteration 31Q (1409.443685 sec): 3 clusters Score: Raw -134222.439208 + Penalty 1395.619320 = -132826.819889 nChanged 4 SP:Iteration 32Q (1409.496863 sec): 3 clusters Score: Raw -134224.741465 + Penalty 1395.619320 = -132829.122145 nChanged 2 SP:Iteration 33Q (1409.543292 sec): 3 clusters Score: Raw -134226.141467 + Penalty 1395.619320 = -132830.522147 nChanged 0 SP:Iteration 34F (1409.591486 sec): 3 clusters Score: Raw -134226.141467 + Penalty 1395.619320 = -132830.522147 nChanged 0 Trying to split cluster 28 (1775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1409.611768 sec): 2 clusters Score: Raw -135910.736640 + Penalty 710.747792 = -135199.988849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1409.654037 sec): 3 clusters Score: Raw -135065.222144 + Penalty 1421.495583 = -133643.726561 nChanged 689 SP:Iteration 1F (1409.701862 sec): 3 clusters Score: Raw -135487.723379 + Penalty 1421.495583 = -134066.227795 nChanged 154 SP:Iteration 2F (1409.751417 sec): 3 clusters Score: Raw -135604.491040 + Penalty 1421.495583 = -134182.995457 nChanged 110 SP:Iteration 3F (1409.803941 sec): 3 clusters Score: Raw -135698.635895 + Penalty 1421.495583 = -134277.140312 nChanged 91 SP:Iteration 4F (1409.850947 sec): 3 clusters Score: Raw -135776.939735 + Penalty 1421.495583 = -134355.444152 nChanged 73 SP:Iteration 5Q (1409.893799 sec): 3 clusters Score: Raw -135863.583982 + Penalty 1421.495583 = -134442.088399 nChanged 73 SP:Iteration 6Q (1409.940174 sec): 3 clusters Score: Raw -135940.066444 + Penalty 1421.495583 = -134518.570861 nChanged 64 SP:Iteration 7Q (1409.983590 sec): 3 clusters Score: Raw -136013.982069 + Penalty 1421.495583 = -134592.486486 nChanged 58 SP:Iteration 8Q (1410.029257 sec): 3 clusters Score: Raw -136066.517523 + Penalty 1421.495583 = -134645.021939 nChanged 40 SP:Iteration 9Q (1410.076899 sec): 3 clusters Score: Raw -136097.855433 + Penalty 1421.495583 = -134676.359850 nChanged 38 SP:Iteration 10Q (1410.135710 sec): 3 clusters Score: Raw -136123.515206 + Penalty 1421.495583 = -134702.019623 nChanged 33 SP:Iteration 11Q (1410.183049 sec): 3 clusters Score: Raw -136141.033089 + Penalty 1421.495583 = -134719.537506 nChanged 41 SP:Iteration 12Q (1410.230990 sec): 3 clusters Score: Raw -136170.361540 + Penalty 1421.495583 = -134748.865956 nChanged 50 SP:Iteration 13Q (1410.273157 sec): 3 clusters Score: Raw -136205.767300 + Penalty 1421.495583 = -134784.271717 nChanged 54 SP:Iteration 14Q (1410.324651 sec): 3 clusters Score: Raw -136243.287220 + Penalty 1421.495583 = -134821.791637 nChanged 62 SP:Iteration 15Q (1410.372905 sec): 3 clusters Score: Raw -136283.755974 + Penalty 1421.495583 = -134862.260391 nChanged 67 SP:Iteration 16Q (1410.412635 sec): 3 clusters Score: Raw -136323.195981 + Penalty 1421.495583 = -134901.700397 nChanged 56 SP:Iteration 17Q (1410.460739 sec): 3 clusters Score: Raw -136355.243400 + Penalty 1421.495583 = -134933.747817 nChanged 45 SP:Iteration 18Q (1410.495060 sec): 3 clusters Score: Raw -136380.320576 + Penalty 1421.495583 = -134958.824993 nChanged 28 SP:Iteration 19Q (1410.532012 sec): 3 clusters Score: Raw -136389.967317 + Penalty 1421.495583 = -134968.471734 nChanged 19 SP:Iteration 20F (1410.574940 sec): 3 clusters Score: Raw -136397.044508 + Penalty 1421.495583 = -134975.548925 nChanged 8 SP:Iteration 21Q (1410.615623 sec): 3 clusters Score: Raw -136400.052119 + Penalty 1421.495583 = -134978.556536 nChanged 10 SP:Iteration 22Q (1410.656008 sec): 3 clusters Score: Raw -136403.623182 + Penalty 1421.495583 = -134982.127598 nChanged 13 SP:Iteration 23Q (1410.706041 sec): 3 clusters Score: Raw -136407.976974 + Penalty 1421.495583 = -134986.481391 nChanged 9 SP:Iteration 24Q (1410.748290 sec): 3 clusters Score: Raw -136410.998768 + Penalty 1421.495583 = -134989.503184 nChanged 6 SP:Iteration 25Q (1410.788772 sec): 3 clusters Score: Raw -136414.100018 + Penalty 1421.495583 = -134992.604434 nChanged 9 SP:Iteration 26Q (1410.833220 sec): 3 clusters Score: Raw -136420.561726 + Penalty 1421.495583 = -134999.066142 nChanged 9 SP:Iteration 27Q (1410.870971 sec): 3 clusters Score: Raw -136427.794479 + Penalty 1421.495583 = -135006.298896 nChanged 8 SP:Iteration 28Q (1410.908538 sec): 3 clusters Score: Raw -136433.889775 + Penalty 1421.495583 = -135012.394191 nChanged 8 SP:Iteration 29Q (1410.947065 sec): 3 clusters Score: Raw -136438.450861 + Penalty 1421.495583 = -135016.955277 nChanged 5 SP:Iteration 30Q (1410.996360 sec): 3 clusters Score: Raw -136444.945084 + Penalty 1421.495583 = -135023.449500 nChanged 8 SP:Iteration 31Q (1411.036277 sec): 3 clusters Score: Raw -136453.888860 + Penalty 1421.495583 = -135032.393276 nChanged 13 SP:Iteration 32Q (1411.083719 sec): 3 clusters Score: Raw -136467.692539 + Penalty 1421.495583 = -135046.196956 nChanged 18 SP:Iteration 33Q (1411.144035 sec): 3 clusters Score: Raw -136480.988559 + Penalty 1421.495583 = -135059.492976 nChanged 10 SP:Iteration 34Q (1411.179380 sec): 3 clusters Score: Raw -136487.149947 + Penalty 1421.495583 = -135065.654363 nChanged 7 SP:Iteration 35Q (1411.240880 sec): 3 clusters Score: Raw -136490.066069 + Penalty 1421.495583 = -135068.570485 nChanged 7 SP:Iteration 36Q (1411.276022 sec): 3 clusters Score: Raw -136492.733902 + Penalty 1421.495583 = -135071.238319 nChanged 4 SP:Iteration 37Q (1411.326012 sec): 3 clusters Score: Raw -136494.519739 + Penalty 1421.495583 = -135073.024155 nChanged 10 SP:Iteration 38Q (1411.364996 sec): 3 clusters Score: Raw -136499.529229 + Penalty 1421.495583 = -135078.033646 nChanged 7 SP:Iteration 39Q (1411.411460 sec): 3 clusters Score: Raw -136505.141214 + Penalty 1421.495583 = -135083.645630 nChanged 7 SP:Iteration 40F (1411.460689 sec): 3 clusters Score: Raw -136509.859709 + Penalty 1421.495583 = -135088.364126 nChanged 7 SP:Iteration 41Q (1411.519947 sec): 3 clusters Score: Raw -136518.855457 + Penalty 1421.495583 = -135097.359874 nChanged 7 SP:Iteration 42Q (1411.559308 sec): 3 clusters Score: Raw -136522.952574 + Penalty 1421.495583 = -135101.456990 nChanged 2 SP:Iteration 43Q (1411.608114 sec): 3 clusters Score: Raw -136523.808201 + Penalty 1421.495583 = -135102.312618 nChanged 1 SP:Iteration 44Q (1411.659962 sec): 3 clusters Score: Raw -136524.045345 + Penalty 1421.495583 = -135102.549762 nChanged 2 SP:Iteration 45Q (1411.705983 sec): 3 clusters Score: Raw -136525.314220 + Penalty 1421.495583 = -135103.818636 nChanged 4 SP:Iteration 46Q (1411.758175 sec): 3 clusters Score: Raw -136527.426050 + Penalty 1421.495583 = -135105.930466 nChanged 1 SP:Iteration 47Q (1411.802011 sec): 3 clusters Score: Raw -136528.207694 + Penalty 1421.495583 = -135106.712110 nChanged 3 SP:Iteration 48Q (1411.851446 sec): 3 clusters Score: Raw -136530.287588 + Penalty 1421.495583 = -135108.792005 nChanged 2 SP:Iteration 49Q (1411.897481 sec): 3 clusters Score: Raw -136532.141822 + Penalty 1421.495583 = -135110.646238 nChanged 4 SP:Iteration 50Q (1411.943236 sec): 3 clusters Score: Raw -136533.980416 + Penalty 1421.495583 = -135112.484833 nChanged 2 SP:Iteration 51Q (1411.991821 sec): 3 clusters Score: Raw -136534.762026 + Penalty 1421.495583 = -135113.266442 nChanged 1 SP:Iteration 52Q (1412.033797 sec): 3 clusters Score: Raw -136535.801649 + Penalty 1421.495583 = -135114.306066 nChanged 2 SP:Iteration 53Q (1412.084237 sec): 3 clusters Score: Raw -136536.817524 + Penalty 1421.495583 = -135115.321941 nChanged 0 SP:Iteration 54F (1412.127613 sec): 3 clusters Score: Raw -136536.817524 + Penalty 1421.495583 = -135115.321941 nChanged 0 Trying to split cluster 29 (29468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1412.191883 sec): 2 clusters Score: Raw -2685113.389037 + Penalty 977.650720 = -2684135.738318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1412.272579 sec): 3 clusters Score: Raw -2666336.376993 + Penalty 1955.301439 = -2664381.075554 nChanged 13888 SP:Iteration 1F (1412.360412 sec): 3 clusters Score: Raw -2674541.681276 + Penalty 1955.301439 = -2672586.379836 nChanged 1587 SP:Iteration 2F (1412.441780 sec): 3 clusters Score: Raw -2675336.586194 + Penalty 1955.301439 = -2673381.284754 nChanged 1858 SP:Iteration 3F (1412.533386 sec): 3 clusters Score: Raw -2676624.846019 + Penalty 1955.301439 = -2674669.544579 nChanged 2200 SP:Iteration 4F (1412.613607 sec): 3 clusters Score: Raw -2678445.249477 + Penalty 1955.301439 = -2676489.948038 nChanged 2441 SP:Iteration 5F (1412.703240 sec): 3 clusters Score: Raw -2680567.119286 + Penalty 1955.301439 = -2678611.817846 nChanged 2183 SP:Iteration 6F (1412.786193 sec): 3 clusters Score: Raw -2682331.770049 + Penalty 1955.301439 = -2680376.468609 nChanged 1624 SP:Iteration 7F (1412.862063 sec): 3 clusters Score: Raw -2683343.097784 + Penalty 1955.301439 = -2681387.796344 nChanged 1014 SP:Iteration 8Q (1412.946337 sec): 3 clusters Score: Raw -2683769.874978 + Penalty 1955.301439 = -2681814.573539 nChanged 637 SP:Iteration 9Q (1413.020658 sec): 3 clusters Score: Raw -2683986.492043 + Penalty 1955.301439 = -2682031.190604 nChanged 458 SP:Iteration 10Q (1413.110195 sec): 3 clusters Score: Raw -2684134.672256 + Penalty 1955.301439 = -2682179.370816 nChanged 403 SP:Iteration 11Q (1413.190089 sec): 3 clusters Score: Raw -2684256.684928 + Penalty 1955.301439 = -2682301.383489 nChanged 361 SP:Iteration 12Q (1413.277780 sec): 3 clusters Score: Raw -2684362.236366 + Penalty 1955.301439 = -2682406.934926 nChanged 326 SP:Iteration 13Q (1413.373235 sec): 3 clusters Score: Raw -2684450.724362 + Penalty 1955.301439 = -2682495.422922 nChanged 276 SP:Iteration 14Q (1413.459460 sec): 3 clusters Score: Raw -2684520.992377 + Penalty 1955.301439 = -2682565.690937 nChanged 246 SP:Iteration 15Q (1413.549754 sec): 3 clusters Score: Raw -2684583.633734 + Penalty 1955.301439 = -2682628.332294 nChanged 245 SP:Iteration 16Q (1413.633659 sec): 3 clusters Score: Raw -2684643.463093 + Penalty 1955.301439 = -2682688.161653 nChanged 218 SP:Iteration 17Q (1413.708092 sec): 3 clusters Score: Raw -2684690.620257 + Penalty 1955.301439 = -2682735.318818 nChanged 209 SP:Iteration 18Q (1413.796708 sec): 3 clusters Score: Raw -2684737.325074 + Penalty 1955.301439 = -2682782.023634 nChanged 214 SP:Iteration 19Q (1413.888754 sec): 3 clusters Score: Raw -2684783.693881 + Penalty 1955.301439 = -2682828.392442 nChanged 212 SP:Iteration 20F (1413.975799 sec): 3 clusters Score: Raw -2684831.942882 + Penalty 1955.301439 = -2682876.641442 nChanged 216 SP:Iteration 21Q (1414.061750 sec): 3 clusters Score: Raw -2684877.615084 + Penalty 1955.301439 = -2682922.313645 nChanged 191 SP:Iteration 22Q (1414.139389 sec): 3 clusters Score: Raw -2684914.597386 + Penalty 1955.301439 = -2682959.295946 nChanged 185 SP:Iteration 23Q (1414.227485 sec): 3 clusters Score: Raw -2684951.834708 + Penalty 1955.301439 = -2682996.533269 nChanged 184 SP:Iteration 24Q (1414.307411 sec): 3 clusters Score: Raw -2684990.477842 + Penalty 1955.301439 = -2683035.176403 nChanged 212 SP:Iteration 25Q (1414.392081 sec): 3 clusters Score: Raw -2685036.345005 + Penalty 1955.301439 = -2683081.043566 nChanged 190 SP:Iteration 26Q (1414.474855 sec): 3 clusters Score: Raw -2685070.093610 + Penalty 1955.301439 = -2683114.792171 nChanged 198 SP:Iteration 27Q (1414.560037 sec): 3 clusters Score: Raw -2685103.087584 + Penalty 1955.301439 = -2683147.786145 nChanged 160 SP:Iteration 28Q (1414.643477 sec): 3 clusters Score: Raw -2685130.440578 + Penalty 1955.301439 = -2683175.139138 nChanged 170 SP:Iteration 29Q (1414.735857 sec): 3 clusters Score: Raw -2685157.476104 + Penalty 1955.301439 = -2683202.174665 nChanged 145 SP:Iteration 30Q (1414.818448 sec): 3 clusters Score: Raw -2685182.595140 + Penalty 1955.301439 = -2683227.293700 nChanged 168 SP:Iteration 31Q (1414.904188 sec): 3 clusters Score: Raw -2685217.236761 + Penalty 1955.301439 = -2683261.935322 nChanged 178 SP:Iteration 32Q (1414.989498 sec): 3 clusters Score: Raw -2685251.613156 + Penalty 1955.301439 = -2683296.311717 nChanged 158 SP:Iteration 33Q (1415.076914 sec): 3 clusters Score: Raw -2685279.026394 + Penalty 1955.301439 = -2683323.724955 nChanged 141 SP:Iteration 34Q (1415.153964 sec): 3 clusters Score: Raw -2685299.611833 + Penalty 1955.301439 = -2683344.310393 nChanged 114 SP:Iteration 35Q (1415.234976 sec): 3 clusters Score: Raw -2685314.064254 + Penalty 1955.301439 = -2683358.762814 nChanged 109 SP:Iteration 36Q (1415.319637 sec): 3 clusters Score: Raw -2685328.061351 + Penalty 1955.301439 = -2683372.759911 nChanged 108 SP:Iteration 37Q (1415.413729 sec): 3 clusters Score: Raw -2685342.583759 + Penalty 1955.301439 = -2683387.282319 nChanged 104 SP:Iteration 38Q (1415.498018 sec): 3 clusters Score: Raw -2685356.745809 + Penalty 1955.301439 = -2683401.444369 nChanged 116 SP:Iteration 39Q (1415.570605 sec): 3 clusters Score: Raw -2685373.003907 + Penalty 1955.301439 = -2683417.702467 nChanged 104 SP:Iteration 40F (1415.671746 sec): 3 clusters Score: Raw -2685387.424321 + Penalty 1955.301439 = -2683432.122881 nChanged 89 SP:Iteration 41Q (1415.757279 sec): 3 clusters Score: Raw -2685398.723192 + Penalty 1955.301439 = -2683443.421752 nChanged 85 SP:Iteration 42Q (1415.833844 sec): 3 clusters Score: Raw -2685408.628060 + Penalty 1955.301439 = -2683453.326621 nChanged 81 SP:Iteration 43Q (1415.930259 sec): 3 clusters Score: Raw -2685418.228601 + Penalty 1955.301439 = -2683462.927162 nChanged 76 SP:Iteration 44Q (1416.011283 sec): 3 clusters Score: Raw -2685426.956827 + Penalty 1955.301439 = -2683471.655388 nChanged 68 SP:Iteration 45Q (1416.099306 sec): 3 clusters Score: Raw -2685433.463573 + Penalty 1955.301439 = -2683478.162133 nChanged 76 SP:Iteration 46Q (1416.173847 sec): 3 clusters Score: Raw -2685441.056370 + Penalty 1955.301439 = -2683485.754931 nChanged 62 SP:Iteration 47Q (1416.255221 sec): 3 clusters Score: Raw -2685448.056619 + Penalty 1955.301439 = -2683492.755179 nChanged 65 SP:Iteration 48Q (1416.340320 sec): 3 clusters Score: Raw -2685455.156167 + Penalty 1955.301439 = -2683499.854728 nChanged 65 SP:Iteration 49Q (1416.419768 sec): 3 clusters Score: Raw -2685462.167387 + Penalty 1955.301439 = -2683506.865947 nChanged 59 SP:Iteration 50Q (1416.491886 sec): 3 clusters Score: Raw -2685468.421572 + Penalty 1955.301439 = -2683513.120132 nChanged 59 SP:Iteration 51Q (1416.586348 sec): 3 clusters Score: Raw -2685474.137740 + Penalty 1955.301439 = -2683518.836300 nChanged 57 SP:Iteration 52Q (1416.668497 sec): 3 clusters Score: Raw -2685480.063109 + Penalty 1955.301439 = -2683524.761669 nChanged 55 SP:Iteration 53Q (1416.752467 sec): 3 clusters Score: Raw -2685485.577854 + Penalty 1955.301439 = -2683530.276415 nChanged 58 SP:Iteration 54Q (1416.833692 sec): 3 clusters Score: Raw -2685491.090184 + Penalty 1955.301439 = -2683535.788745 nChanged 44 SP:Iteration 55Q (1416.905467 sec): 3 clusters Score: Raw -2685494.109583 + Penalty 1955.301439 = -2683538.808144 nChanged 40 SP:Iteration 56Q (1416.993422 sec): 3 clusters Score: Raw -2685497.478248 + Penalty 1955.301439 = -2683542.176808 nChanged 36 SP:Iteration 57Q (1417.077730 sec): 3 clusters Score: Raw -2685500.074607 + Penalty 1955.301439 = -2683544.773167 nChanged 28 SP:Iteration 58Q (1417.165443 sec): 3 clusters Score: Raw -2685502.746876 + Penalty 1955.301439 = -2683547.445437 nChanged 28 SP:Iteration 59Q (1417.249797 sec): 3 clusters Score: Raw -2685504.826278 + Penalty 1955.301439 = -2683549.524838 nChanged 27 SP:Iteration 60F (1417.331090 sec): 3 clusters Score: Raw -2685506.772518 + Penalty 1955.301439 = -2683551.471079 nChanged 18 SP:Iteration 61Q (1417.415316 sec): 3 clusters Score: Raw -2685508.398277 + Penalty 1955.301439 = -2683553.096838 nChanged 29 SP:Iteration 62Q (1417.497717 sec): 3 clusters Score: Raw -2685510.798849 + Penalty 1955.301439 = -2683555.497409 nChanged 30 SP:Iteration 63Q (1417.572123 sec): 3 clusters Score: Raw -2685513.150228 + Penalty 1955.301439 = -2683557.848788 nChanged 28 SP:Iteration 64Q (1417.662990 sec): 3 clusters Score: Raw -2685515.381228 + Penalty 1955.301439 = -2683560.079789 nChanged 24 SP:Iteration 65Q (1417.736012 sec): 3 clusters Score: Raw -2685517.199148 + Penalty 1955.301439 = -2683561.897709 nChanged 26 SP:Iteration 66Q (1417.826650 sec): 3 clusters Score: Raw -2685519.054688 + Penalty 1955.301439 = -2683563.753249 nChanged 28 SP:Iteration 67Q (1417.909022 sec): 3 clusters Score: Raw -2685522.206917 + Penalty 1955.301439 = -2683566.905477 nChanged 35 SP:Iteration 68Q (1417.993063 sec): 3 clusters Score: Raw -2685525.836050 + Penalty 1955.301439 = -2683570.534610 nChanged 37 SP:Iteration 69Q (1418.071236 sec): 3 clusters Score: Raw -2685529.265382 + Penalty 1955.301439 = -2683573.963942 nChanged 35 SP:Iteration 70Q (1418.147163 sec): 3 clusters Score: Raw -2685531.969902 + Penalty 1955.301439 = -2683576.668462 nChanged 24 SP:Iteration 71Q (1418.222454 sec): 3 clusters Score: Raw -2685533.660925 + Penalty 1955.301439 = -2683578.359485 nChanged 25 SP:Iteration 72Q (1418.302270 sec): 3 clusters Score: Raw -2685535.248931 + Penalty 1955.301439 = -2683579.947492 nChanged 24 SP:Iteration 73Q (1418.368601 sec): 3 clusters Score: Raw -2685536.909706 + Penalty 1955.301439 = -2683581.608267 nChanged 22 SP:Iteration 74Q (1418.451706 sec): 3 clusters Score: Raw -2685538.587699 + Penalty 1955.301439 = -2683583.286259 nChanged 18 SP:Iteration 75Q (1418.532623 sec): 3 clusters Score: Raw -2685539.746764 + Penalty 1955.301439 = -2683584.445325 nChanged 22 SP:Iteration 76Q (1418.619504 sec): 3 clusters Score: Raw -2685541.269073 + Penalty 1955.301439 = -2683585.967633 nChanged 20 SP:Iteration 77Q (1418.688379 sec): 3 clusters Score: Raw -2685542.771971 + Penalty 1955.301439 = -2683587.470531 nChanged 22 SP:Iteration 78Q (1418.770892 sec): 3 clusters Score: Raw -2685544.143021 + Penalty 1955.301439 = -2683588.841581 nChanged 21 SP:Iteration 79Q (1418.860817 sec): 3 clusters Score: Raw -2685545.695561 + Penalty 1955.301439 = -2683590.394121 nChanged 24 SP:Iteration 80F (1418.948108 sec): 3 clusters Score: Raw -2685547.693590 + Penalty 1955.301439 = -2683592.392151 nChanged 27 SP:Iteration 81Q (1419.037221 sec): 3 clusters Score: Raw -2685551.069259 + Penalty 1955.301439 = -2683595.767820 nChanged 32 SP:Iteration 82Q (1419.125187 sec): 3 clusters Score: Raw -2685555.332907 + Penalty 1955.301439 = -2683600.031468 nChanged 34 SP:Iteration 83Q (1419.212427 sec): 3 clusters Score: Raw -2685558.856047 + Penalty 1955.301439 = -2683603.554608 nChanged 37 SP:Iteration 84Q (1419.298656 sec): 3 clusters Score: Raw -2685563.054822 + Penalty 1955.301439 = -2683607.753383 nChanged 34 SP:Iteration 85Q (1419.386807 sec): 3 clusters Score: Raw -2685566.951590 + Penalty 1955.301439 = -2683611.650150 nChanged 40 SP:Iteration 86Q (1419.467681 sec): 3 clusters Score: Raw -2685571.128507 + Penalty 1955.301439 = -2683615.827068 nChanged 34 SP:Iteration 87Q (1419.549785 sec): 3 clusters Score: Raw -2685575.344199 + Penalty 1955.301439 = -2683620.042759 nChanged 33 SP:Iteration 88Q (1419.630412 sec): 3 clusters Score: Raw -2685578.745160 + Penalty 1955.301439 = -2683623.443720 nChanged 29 SP:Iteration 89Q (1419.708022 sec): 3 clusters Score: Raw -2685581.561539 + Penalty 1955.301439 = -2683626.260099 nChanged 32 SP:Iteration 90Q (1419.789426 sec): 3 clusters Score: Raw -2685584.493855 + Penalty 1955.301439 = -2683629.192415 nChanged 30 SP:Iteration 91Q (1419.869118 sec): 3 clusters Score: Raw -2685586.931541 + Penalty 1955.301439 = -2683631.630101 nChanged 27 SP:Iteration 92Q (1419.954652 sec): 3 clusters Score: Raw -2685589.512186 + Penalty 1955.301439 = -2683634.210747 nChanged 31 SP:Iteration 93Q (1420.032701 sec): 3 clusters Score: Raw -2685591.898068 + Penalty 1955.301439 = -2683636.596629 nChanged 18 SP:Iteration 94Q (1420.100453 sec): 3 clusters Score: Raw -2685593.499516 + Penalty 1955.301439 = -2683638.198077 nChanged 20 SP:Iteration 95Q (1420.192199 sec): 3 clusters Score: Raw -2685594.652472 + Penalty 1955.301439 = -2683639.351032 nChanged 20 SP:Iteration 96Q (1420.260342 sec): 3 clusters Score: Raw -2685596.166398 + Penalty 1955.301439 = -2683640.864959 nChanged 18 SP:Iteration 97Q (1420.341962 sec): 3 clusters Score: Raw -2685597.131399 + Penalty 1955.301439 = -2683641.829959 nChanged 13 SP:Iteration 98Q (1420.430295 sec): 3 clusters Score: Raw -2685597.837815 + Penalty 1955.301439 = -2683642.536376 nChanged 9 SP:Iteration 99Q (1420.507625 sec): 3 clusters Score: Raw -2685598.490354 + Penalty 1955.301439 = -2683643.188914 nChanged 7 SP:Iteration 100F (1420.597557 sec): 3 clusters Score: Raw -2685599.022586 + Penalty 1955.301439 = -2683643.721147 nChanged 9 SP:Iteration 101Q (1420.681925 sec): 3 clusters Score: Raw -2685599.614365 + Penalty 1955.301439 = -2683644.312925 nChanged 5 SP:Iteration 102Q (1420.763512 sec): 3 clusters Score: Raw -2685599.899234 + Penalty 1955.301439 = -2683644.597794 nChanged 4 SP:Iteration 103Q (1420.845536 sec): 3 clusters Score: Raw -2685600.168832 + Penalty 1955.301439 = -2683644.867392 nChanged 7 SP:Iteration 104Q (1420.923109 sec): 3 clusters Score: Raw -2685600.690722 + Penalty 1955.301439 = -2683645.389282 nChanged 5 SP:Iteration 105Q (1421.007786 sec): 3 clusters Score: Raw -2685601.171073 + Penalty 1955.301439 = -2683645.869633 nChanged 6 SP:Iteration 106Q (1421.089663 sec): 3 clusters Score: Raw -2685601.454074 + Penalty 1955.301439 = -2683646.152634 nChanged 5 SP:Iteration 107Q (1421.169841 sec): 3 clusters Score: Raw -2685601.935252 + Penalty 1955.301439 = -2683646.633813 nChanged 9 SP:Iteration 108Q (1421.245516 sec): 3 clusters Score: Raw -2685602.658343 + Penalty 1955.301439 = -2683647.356904 nChanged 11 SP:Iteration 109Q (1421.328826 sec): 3 clusters Score: Raw -2685603.589226 + Penalty 1955.301439 = -2683648.287786 nChanged 11 SP:Iteration 110Q (1421.418860 sec): 3 clusters Score: Raw -2685604.568841 + Penalty 1955.301439 = -2683649.267402 nChanged 13 SP:Iteration 111Q (1421.492969 sec): 3 clusters Score: Raw -2685605.552990 + Penalty 1955.301439 = -2683650.251550 nChanged 10 SP:Iteration 112Q (1421.583619 sec): 3 clusters Score: Raw -2685606.135381 + Penalty 1955.301439 = -2683650.833942 nChanged 10 SP:Iteration 113Q (1421.664148 sec): 3 clusters Score: Raw -2685607.008382 + Penalty 1955.301439 = -2683651.706943 nChanged 15 SP:Iteration 114Q (1421.746708 sec): 3 clusters Score: Raw -2685608.203198 + Penalty 1955.301439 = -2683652.901759 nChanged 13 SP:Iteration 115Q (1421.825688 sec): 3 clusters Score: Raw -2685609.094532 + Penalty 1955.301439 = -2683653.793092 nChanged 16 SP:Iteration 116Q (1421.905890 sec): 3 clusters Score: Raw -2685610.105432 + Penalty 1955.301439 = -2683654.803992 nChanged 15 SP:Iteration 117Q (1421.985506 sec): 3 clusters Score: Raw -2685611.444744 + Penalty 1955.301439 = -2683656.143304 nChanged 16 SP:Iteration 118Q (1422.060223 sec): 3 clusters Score: Raw -2685612.639575 + Penalty 1955.301439 = -2683657.338136 nChanged 19 SP:Iteration 119Q (1422.149919 sec): 3 clusters Score: Raw -2685614.115292 + Penalty 1955.301439 = -2683658.813852 nChanged 22 SP:Iteration 120F (1422.235864 sec): 3 clusters Score: Raw -2685615.688601 + Penalty 1955.301439 = -2683660.387162 nChanged 12 SP:Iteration 121Q (1422.315296 sec): 3 clusters Score: Raw -2685616.642489 + Penalty 1955.301439 = -2683661.341050 nChanged 15 SP:Iteration 122Q (1422.396455 sec): 3 clusters Score: Raw -2685617.591717 + Penalty 1955.301439 = -2683662.290277 nChanged 13 SP:Iteration 123Q (1422.470728 sec): 3 clusters Score: Raw -2685618.245762 + Penalty 1955.301439 = -2683662.944322 nChanged 10 SP:Iteration 124Q (1422.561440 sec): 3 clusters Score: Raw -2685618.818547 + Penalty 1955.301439 = -2683663.517107 nChanged 9 SP:Iteration 125Q (1422.637126 sec): 3 clusters Score: Raw -2685619.264178 + Penalty 1955.301439 = -2683663.962739 nChanged 9 SP:Iteration 126Q (1422.717175 sec): 3 clusters Score: Raw -2685619.735014 + Penalty 1955.301439 = -2683664.433575 nChanged 9 SP:Iteration 127Q (1422.802950 sec): 3 clusters Score: Raw -2685620.265423 + Penalty 1955.301439 = -2683664.963983 nChanged 8 SP:Iteration 128Q (1422.884491 sec): 3 clusters Score: Raw -2685620.873712 + Penalty 1955.301439 = -2683665.572272 nChanged 6 SP:Iteration 129Q (1422.966657 sec): 3 clusters Score: Raw -2685621.198391 + Penalty 1955.301439 = -2683665.896952 nChanged 5 SP:Iteration 130Q (1423.048552 sec): 3 clusters Score: Raw -2685621.456386 + Penalty 1955.301439 = -2683666.154946 nChanged 4 SP:Iteration 131Q (1423.135681 sec): 3 clusters Score: Raw -2685621.630202 + Penalty 1955.301439 = -2683666.328763 nChanged 5 SP:Iteration 132Q (1423.217032 sec): 3 clusters Score: Raw -2685621.958653 + Penalty 1955.301439 = -2683666.657213 nChanged 1 SP:Iteration 133Q (1423.295035 sec): 3 clusters Score: Raw -2685621.988499 + Penalty 1955.301439 = -2683666.687060 nChanged 2 SP:Iteration 134Q (1423.376279 sec): 3 clusters Score: Raw -2685622.066059 + Penalty 1955.301439 = -2683666.764620 nChanged 2 SP:Iteration 135Q (1423.468975 sec): 3 clusters Score: Raw -2685622.124020 + Penalty 1955.301439 = -2683666.822581 nChanged 1 SP:Iteration 136Q (1423.554977 sec): 3 clusters Score: Raw -2685622.159871 + Penalty 1955.301439 = -2683666.858432 nChanged 1 SP:Iteration 137Q (1423.641290 sec): 3 clusters Score: Raw -2685622.209368 + Penalty 1955.301439 = -2683666.907928 nChanged 0 SP:Iteration 138F (1423.729887 sec): 3 clusters Score: Raw -2685622.209368 + Penalty 1955.301439 = -2683666.907928 nChanged 0 Trying to split cluster 30 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1423.752487 sec): 2 clusters Score: Raw -23314.220046 + Penalty 554.584392 = -22759.635654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1423.801356 sec): 3 clusters Score: Raw -23308.803841 + Penalty 1109.168785 = -22199.635056 nChanged 92 SP:Iteration 1F (1423.842698 sec): 3 clusters Score: Raw -23424.420259 + Penalty 1109.168785 = -22315.251474 nChanged 16 SP:Iteration 2Q (1423.880332 sec): 3 clusters Score: Raw -23448.312143 + Penalty 1109.168785 = -22339.143358 nChanged 9 SP:Iteration 3Q (1423.925665 sec): 3 clusters Score: Raw -23458.256652 + Penalty 1109.168785 = -22349.087867 nChanged 6 SP:Iteration 4Q (1423.965525 sec): 3 clusters Score: Raw -23463.492081 + Penalty 1109.168785 = -22354.323296 nChanged 2 SP:Iteration 5Q (1424.013148 sec): 3 clusters Score: Raw -23464.977415 + Penalty 1109.168785 = -22355.808630 nChanged 0 SP:Iteration 6F (1424.061166 sec): 3 clusters Score: Raw -23464.977415 + Penalty 1109.168785 = -22355.808630 nChanged 0 Trying to split cluster 31 (1634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1424.093694 sec): 2 clusters Score: Raw -128246.340579 + Penalty 702.884696 = -127543.455883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1424.138088 sec): 3 clusters Score: Raw -127514.555250 + Penalty 1405.769392 = -126108.785858 nChanged 627 SP:Iteration 1F (1424.201343 sec): 3 clusters Score: Raw -127962.404187 + Penalty 1405.769392 = -126556.634794 nChanged 147 SP:Iteration 2F (1424.244772 sec): 3 clusters Score: Raw -128096.671629 + Penalty 1405.769392 = -126690.902237 nChanged 112 SP:Iteration 3F (1424.286904 sec): 3 clusters Score: Raw -128197.436879 + Penalty 1405.769392 = -126791.667487 nChanged 89 SP:Iteration 4F (1424.332407 sec): 3 clusters Score: Raw -128288.824872 + Penalty 1405.769392 = -126883.055480 nChanged 68 SP:Iteration 5Q (1424.383089 sec): 3 clusters Score: Raw -128350.709732 + Penalty 1405.769392 = -126944.940340 nChanged 41 SP:Iteration 6Q (1424.428729 sec): 3 clusters Score: Raw -128386.382741 + Penalty 1405.769392 = -126980.613349 nChanged 36 SP:Iteration 7Q (1424.476291 sec): 3 clusters Score: Raw -128408.791412 + Penalty 1405.769392 = -127003.022019 nChanged 27 SP:Iteration 8Q (1424.532604 sec): 3 clusters Score: Raw -128429.710106 + Penalty 1405.769392 = -127023.940714 nChanged 31 SP:Iteration 9Q (1424.577674 sec): 3 clusters Score: Raw -128452.542402 + Penalty 1405.769392 = -127046.773010 nChanged 26 SP:Iteration 10Q (1424.625029 sec): 3 clusters Score: Raw -128469.276712 + Penalty 1405.769392 = -127063.507319 nChanged 17 SP:Iteration 11Q (1424.668409 sec): 3 clusters Score: Raw -128481.319422 + Penalty 1405.769392 = -127075.550030 nChanged 15 SP:Iteration 12Q (1424.703644 sec): 3 clusters Score: Raw -128492.244943 + Penalty 1405.769392 = -127086.475550 nChanged 16 SP:Iteration 13Q (1424.747958 sec): 3 clusters Score: Raw -128501.239212 + Penalty 1405.769392 = -127095.469819 nChanged 12 SP:Iteration 14Q (1424.791101 sec): 3 clusters Score: Raw -128506.512535 + Penalty 1405.769392 = -127100.743143 nChanged 7 SP:Iteration 15Q (1424.847361 sec): 3 clusters Score: Raw -128509.195545 + Penalty 1405.769392 = -127103.426153 nChanged 7 SP:Iteration 16Q (1424.886835 sec): 3 clusters Score: Raw -128512.296974 + Penalty 1405.769392 = -127106.527582 nChanged 3 SP:Iteration 17Q (1424.937332 sec): 3 clusters Score: Raw -128513.010813 + Penalty 1405.769392 = -127107.241420 nChanged 1 SP:Iteration 18Q (1424.990321 sec): 3 clusters Score: Raw -128513.305977 + Penalty 1405.769392 = -127107.536585 nChanged 0 SP:Iteration 19F (1425.033602 sec): 3 clusters Score: Raw -128513.305977 + Penalty 1405.769392 = -127107.536585 nChanged 0 Trying to split cluster 32 (74040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1425.143459 sec): 2 clusters Score: Raw -6629509.275086 + Penalty 1065.174273 = -6628444.100813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1425.286696 sec): 3 clusters Score: Raw -6580952.596487 + Penalty 2130.348546 = -6578822.247941 nChanged 35786 SP:Iteration 1F (1425.426294 sec): 3 clusters Score: Raw -6602471.199807 + Penalty 2130.348546 = -6600340.851261 nChanged 3789 SP:Iteration 2F (1425.565471 sec): 3 clusters Score: Raw -6604162.497700 + Penalty 2130.348546 = -6602032.149155 nChanged 4279 SP:Iteration 3F (1425.701845 sec): 3 clusters Score: Raw -6606442.042964 + Penalty 2130.348546 = -6604311.694418 nChanged 4692 SP:Iteration 4F (1425.848299 sec): 3 clusters Score: Raw -6609333.250634 + Penalty 2130.348546 = -6607202.902088 nChanged 4752 SP:Iteration 5F (1425.987050 sec): 3 clusters Score: Raw -6612629.600833 + Penalty 2130.348546 = -6610499.252288 nChanged 4475 SP:Iteration 6F (1426.126037 sec): 3 clusters Score: Raw -6615865.083034 + Penalty 2130.348546 = -6613734.734488 nChanged 3742 SP:Iteration 7F (1426.259565 sec): 3 clusters Score: Raw -6618347.433461 + Penalty 2130.348546 = -6616217.084915 nChanged 2705 SP:Iteration 8Q (1426.409632 sec): 3 clusters Score: Raw -6619785.390775 + Penalty 2130.348546 = -6617655.042229 nChanged 1928 SP:Iteration 9Q (1426.552113 sec): 3 clusters Score: Raw -6620615.380258 + Penalty 2130.348546 = -6618485.031712 nChanged 1570 SP:Iteration 10Q (1426.696207 sec): 3 clusters Score: Raw -6621293.193588 + Penalty 2130.348546 = -6619162.845043 nChanged 1493 SP:Iteration 11Q (1426.837009 sec): 3 clusters Score: Raw -6621973.430294 + Penalty 2130.348546 = -6619843.081749 nChanged 1512 SP:Iteration 12Q (1426.990014 sec): 3 clusters Score: Raw -6622682.914080 + Penalty 2130.348546 = -6620552.565535 nChanged 1506 SP:Iteration 13Q (1427.141570 sec): 3 clusters Score: Raw -6623375.662997 + Penalty 2130.348546 = -6621245.314452 nChanged 1354 SP:Iteration 14Q (1427.287103 sec): 3 clusters Score: Raw -6623998.204885 + Penalty 2130.348546 = -6621867.856339 nChanged 1358 SP:Iteration 15Q (1427.420097 sec): 3 clusters Score: Raw -6624653.804281 + Penalty 2130.348546 = -6622523.455735 nChanged 1323 SP:Iteration 16Q (1427.549987 sec): 3 clusters Score: Raw -6625346.631408 + Penalty 2130.348546 = -6623216.282862 nChanged 1291 SP:Iteration 17Q (1427.694671 sec): 3 clusters Score: Raw -6626037.878687 + Penalty 2130.348546 = -6623907.530141 nChanged 1151 SP:Iteration 18Q (1427.831660 sec): 3 clusters Score: Raw -6626648.525621 + Penalty 2130.348546 = -6624518.177075 nChanged 1060 SP:Iteration 19Q (1427.978019 sec): 3 clusters Score: Raw -6627204.924352 + Penalty 2130.348546 = -6625074.575807 nChanged 894 SP:Iteration 20F (1428.118830 sec): 3 clusters Score: Raw -6627664.916812 + Penalty 2130.348546 = -6625534.568266 nChanged 790 SP:Iteration 21Q (1428.248138 sec): 3 clusters Score: Raw -6628070.304568 + Penalty 2130.348546 = -6625939.956023 nChanged 636 SP:Iteration 22Q (1428.384979 sec): 3 clusters Score: Raw -6628355.696866 + Penalty 2130.348546 = -6626225.348321 nChanged 532 SP:Iteration 23Q (1428.514195 sec): 3 clusters Score: Raw -6628567.534918 + Penalty 2130.348546 = -6626437.186372 nChanged 470 SP:Iteration 24Q (1428.630842 sec): 3 clusters Score: Raw -6628749.744710 + Penalty 2130.348546 = -6626619.396164 nChanged 418 SP:Iteration 25Q (1428.757427 sec): 3 clusters Score: Raw -6628920.020591 + Penalty 2130.348546 = -6626789.672046 nChanged 402 SP:Iteration 26Q (1428.888918 sec): 3 clusters Score: Raw -6629092.989721 + Penalty 2130.348546 = -6626962.641176 nChanged 339 SP:Iteration 27Q (1429.013581 sec): 3 clusters Score: Raw -6629241.382125 + Penalty 2130.348546 = -6627111.033579 nChanged 311 SP:Iteration 28Q (1429.134020 sec): 3 clusters Score: Raw -6629366.484068 + Penalty 2130.348546 = -6627236.135522 nChanged 250 SP:Iteration 29Q (1429.257309 sec): 3 clusters Score: Raw -6629457.391715 + Penalty 2130.348546 = -6627327.043170 nChanged 202 SP:Iteration 30Q (1429.386645 sec): 3 clusters Score: Raw -6629534.477889 + Penalty 2130.348546 = -6627404.129343 nChanged 181 SP:Iteration 31Q (1429.519761 sec): 3 clusters Score: Raw -6629604.840117 + Penalty 2130.348546 = -6627474.491571 nChanged 143 SP:Iteration 32Q (1429.641408 sec): 3 clusters Score: Raw -6629654.282712 + Penalty 2130.348546 = -6627523.934166 nChanged 110 SP:Iteration 33Q (1429.763482 sec): 3 clusters Score: Raw -6629690.129822 + Penalty 2130.348546 = -6627559.781277 nChanged 93 SP:Iteration 34Q (1429.888453 sec): 3 clusters Score: Raw -6629715.748497 + Penalty 2130.348546 = -6627585.399952 nChanged 67 SP:Iteration 35Q (1430.012710 sec): 3 clusters Score: Raw -6629736.021852 + Penalty 2130.348546 = -6627605.673306 nChanged 58 SP:Iteration 36Q (1430.128497 sec): 3 clusters Score: Raw -6629749.401367 + Penalty 2130.348546 = -6627619.052822 nChanged 35 SP:Iteration 37Q (1430.253543 sec): 3 clusters Score: Raw -6629756.484334 + Penalty 2130.348546 = -6627626.135788 nChanged 32 SP:Iteration 38Q (1430.371665 sec): 3 clusters Score: Raw -6629763.246995 + Penalty 2130.348546 = -6627632.898449 nChanged 28 SP:Iteration 39Q (1430.500061 sec): 3 clusters Score: Raw -6629768.722188 + Penalty 2130.348546 = -6627638.373643 nChanged 24 SP:Iteration 40F (1430.644763 sec): 3 clusters Score: Raw -6629773.067133 + Penalty 2130.348546 = -6627642.718587 nChanged 21 SP:Iteration 41Q (1430.769971 sec): 3 clusters Score: Raw -6629779.167096 + Penalty 2130.348546 = -6627648.818550 nChanged 22 SP:Iteration 42Q (1430.901976 sec): 3 clusters Score: Raw -6629785.009870 + Penalty 2130.348546 = -6627654.661324 nChanged 26 SP:Iteration 43Q (1431.027058 sec): 3 clusters Score: Raw -6629790.102166 + Penalty 2130.348546 = -6627659.753620 nChanged 14 SP:Iteration 44Q (1431.158031 sec): 3 clusters Score: Raw -6629793.619506 + Penalty 2130.348546 = -6627663.270960 nChanged 18 SP:Iteration 45Q (1431.287282 sec): 3 clusters Score: Raw -6629798.460147 + Penalty 2130.348546 = -6627668.111601 nChanged 19 SP:Iteration 46Q (1431.416026 sec): 3 clusters Score: Raw -6629803.023788 + Penalty 2130.348546 = -6627672.675242 nChanged 16 SP:Iteration 47Q (1431.544655 sec): 3 clusters Score: Raw -6629805.624701 + Penalty 2130.348546 = -6627675.276155 nChanged 15 SP:Iteration 48Q (1431.669031 sec): 3 clusters Score: Raw -6629808.555871 + Penalty 2130.348546 = -6627678.207325 nChanged 10 SP:Iteration 49Q (1431.794321 sec): 3 clusters Score: Raw -6629810.495132 + Penalty 2130.348546 = -6627680.146586 nChanged 8 SP:Iteration 50Q (1431.927609 sec): 3 clusters Score: Raw -6629811.966781 + Penalty 2130.348546 = -6627681.618235 nChanged 6 SP:Iteration 51Q (1432.061193 sec): 3 clusters Score: Raw -6629813.647321 + Penalty 2130.348546 = -6627683.298776 nChanged 11 SP:Iteration 52Q (1432.192998 sec): 3 clusters Score: Raw -6629816.832640 + Penalty 2130.348546 = -6627686.484094 nChanged 12 SP:Iteration 53Q (1432.317822 sec): 3 clusters Score: Raw -6629818.891254 + Penalty 2130.348546 = -6627688.542708 nChanged 10 SP:Iteration 54Q (1432.431752 sec): 3 clusters Score: Raw -6629820.382505 + Penalty 2130.348546 = -6627690.033959 nChanged 10 SP:Iteration 55Q (1432.556995 sec): 3 clusters Score: Raw -6629821.903901 + Penalty 2130.348546 = -6627691.555356 nChanged 9 SP:Iteration 56Q (1432.693524 sec): 3 clusters Score: Raw -6629824.416250 + Penalty 2130.348546 = -6627694.067705 nChanged 7 SP:Iteration 57Q (1432.811754 sec): 3 clusters Score: Raw -6629826.908459 + Penalty 2130.348546 = -6627696.559913 nChanged 14 SP:Iteration 58Q (1432.939167 sec): 3 clusters Score: Raw -6629830.709420 + Penalty 2130.348546 = -6627700.360874 nChanged 12 SP:Iteration 59Q (1433.071557 sec): 3 clusters Score: Raw -6629832.842640 + Penalty 2130.348546 = -6627702.494094 nChanged 8 SP:Iteration 60F (1433.213223 sec): 3 clusters Score: Raw -6629834.678731 + Penalty 2130.348546 = -6627704.330185 nChanged 6 SP:Iteration 61Q (1433.330073 sec): 3 clusters Score: Raw -6629835.752800 + Penalty 2130.348546 = -6627705.404255 nChanged 4 SP:Iteration 62Q (1433.444239 sec): 3 clusters Score: Raw -6629836.636573 + Penalty 2130.348546 = -6627706.288027 nChanged 5 SP:Iteration 63Q (1433.551279 sec): 3 clusters Score: Raw -6629837.538606 + Penalty 2130.348546 = -6627707.190060 nChanged 3 SP:Iteration 64Q (1433.667743 sec): 3 clusters Score: Raw -6629837.774612 + Penalty 2130.348546 = -6627707.426066 nChanged 2 SP:Iteration 65Q (1433.784387 sec): 3 clusters Score: Raw -6629838.033738 + Penalty 2130.348546 = -6627707.685192 nChanged 2 SP:Iteration 66Q (1433.918840 sec): 3 clusters Score: Raw -6629838.185372 + Penalty 2130.348546 = -6627707.836826 nChanged 2 SP:Iteration 67Q (1434.039741 sec): 3 clusters Score: Raw -6629838.493326 + Penalty 2130.348546 = -6627708.144780 nChanged 0 SP:Iteration 68F (1434.190321 sec): 3 clusters Score: Raw -6629838.493326 + Penalty 2130.348546 = -6627708.144780 nChanged 0 Trying to split cluster 33 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1434.218226 sec): 2 clusters Score: Raw -11256.788951 + Penalty 512.825457 = -10743.963495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1434.250635 sec): 3 clusters Score: Raw -11323.369443 + Penalty 1025.650913 = -10297.718530 nChanged 59 SP:Iteration 1F (1434.301395 sec): 3 clusters Score: Raw -11460.241228 + Penalty 1025.650913 = -10434.590315 nChanged 17 SP:Iteration 2F (1434.340324 sec): 3 clusters Score: Raw -11533.884465 + Penalty 1025.650913 = -10508.233552 nChanged 14 SP:Iteration 3F (1434.392708 sec): 3 clusters Score: Raw -11623.319408 + Penalty 1025.650913 = -10597.668494 nChanged 16 SP:Iteration 4F (1434.441293 sec): 3 clusters Score: Raw -11714.801839 + Penalty 1025.650913 = -10689.150926 nChanged 14 SP:Iteration 5F (1434.486948 sec): 3 clusters Score: Raw -11763.825767 + Penalty 1025.650913 = -10738.174853 nChanged 12 SP:Iteration 6F (1434.537450 sec): 3 clusters Score: Raw -11825.630568 + Penalty 1025.650913 = -10799.979655 nChanged 7 SP:Iteration 7Q (1434.579224 sec): 3 clusters Score: Raw -11843.447878 + Penalty 1025.650913 = -10817.796965 nChanged 4 SP:Iteration 8Q (1434.619963 sec): 3 clusters Score: Raw -11861.072514 + Penalty 1025.650913 = -10835.421600 nChanged 3 SP:Iteration 9Q (1434.654128 sec): 3 clusters Score: Raw -11872.521717 + Penalty 1025.650913 = -10846.870803 nChanged 3 SP:Iteration 10Q (1434.693032 sec): 3 clusters Score: Raw -11898.241436 + Penalty 1025.650913 = -10872.590523 nChanged 1 SP:Iteration 11Q (1434.734603 sec): 3 clusters Score: Raw -11898.602799 + Penalty 1025.650913 = -10872.951886 nChanged 0 SP:Iteration 12F (1434.778347 sec): 3 clusters Score: Raw -11898.602799 + Penalty 1025.650913 = -10872.951886 nChanged 0 Score: Raw -45228743.233318 + Penalty 45091.929260 = -45183651.304058 Splitting cluster 33 changes total score from -45184259.571723 to -45183651.304058 So it's not getting split. Trying to split cluster 34 (8905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1443.950804 sec): 2 clusters Score: Raw -807077.849941 + Penalty 863.964979 = -806213.884962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1444.005039 sec): 3 clusters Score: Raw -801863.873746 + Penalty 1727.929957 = -800135.943788 nChanged 3915 SP:Iteration 1F (1444.062997 sec): 3 clusters Score: Raw -804153.422973 + Penalty 1727.929957 = -802425.493016 nChanged 509 SP:Iteration 2F (1444.131591 sec): 3 clusters Score: Raw -804401.900566 + Penalty 1727.929957 = -802673.970609 nChanged 498 SP:Iteration 3F (1444.176948 sec): 3 clusters Score: Raw -804692.901536 + Penalty 1727.929957 = -802964.971578 nChanged 523 SP:Iteration 4F (1444.229467 sec): 3 clusters Score: Raw -805067.956446 + Penalty 1727.929957 = -803340.026489 nChanged 503 SP:Iteration 5F (1444.282772 sec): 3 clusters Score: Raw -805428.472834 + Penalty 1727.929957 = -803700.542877 nChanged 487 SP:Iteration 6F (1444.338071 sec): 3 clusters Score: Raw -805777.356591 + Penalty 1727.929957 = -804049.426634 nChanged 475 SP:Iteration 7F (1444.399449 sec): 3 clusters Score: Raw -806133.792522 + Penalty 1727.929957 = -804405.862564 nChanged 382 SP:Iteration 8Q (1444.455392 sec): 3 clusters Score: Raw -806440.448227 + Penalty 1727.929957 = -804712.518269 nChanged 314 SP:Iteration 9Q (1444.505097 sec): 3 clusters Score: Raw -806681.503677 + Penalty 1727.929957 = -804953.573720 nChanged 244 SP:Iteration 10Q (1444.571414 sec): 3 clusters Score: Raw -806868.909144 + Penalty 1727.929957 = -805140.979187 nChanged 160 SP:Iteration 11Q (1444.632544 sec): 3 clusters Score: Raw -807001.759241 + Penalty 1727.929957 = -805273.829284 nChanged 96 SP:Iteration 12Q (1444.690226 sec): 3 clusters Score: Raw -807073.810738 + Penalty 1727.929957 = -805345.880781 nChanged 59 SP:Iteration 13Q (1444.732381 sec): 3 clusters Score: Raw -807114.929732 + Penalty 1727.929957 = -805386.999775 nChanged 49 SP:Iteration 14Q (1444.793345 sec): 3 clusters Score: Raw -807145.733906 + Penalty 1727.929957 = -805417.803949 nChanged 39 SP:Iteration 15Q (1444.857050 sec): 3 clusters Score: Raw -807175.448467 + Penalty 1727.929957 = -805447.518509 nChanged 23 SP:Iteration 16Q (1444.909002 sec): 3 clusters Score: Raw -807188.788722 + Penalty 1727.929957 = -805460.858765 nChanged 16 SP:Iteration 17Q (1444.955746 sec): 3 clusters Score: Raw -807196.952732 + Penalty 1727.929957 = -805469.022775 nChanged 14 SP:Iteration 18Q (1445.006165 sec): 3 clusters Score: Raw -807208.814135 + Penalty 1727.929957 = -805480.884178 nChanged 14 SP:Iteration 19Q (1445.059654 sec): 3 clusters Score: Raw -807218.354644 + Penalty 1727.929957 = -805490.424686 nChanged 16 SP:Iteration 20F (1445.109721 sec): 3 clusters Score: Raw -807228.743140 + Penalty 1727.929957 = -805500.813182 nChanged 15 SP:Iteration 21Q (1445.156307 sec): 3 clusters Score: Raw -807238.965750 + Penalty 1727.929957 = -805511.035792 nChanged 9 SP:Iteration 22Q (1445.212126 sec): 3 clusters Score: Raw -807246.557042 + Penalty 1727.929957 = -805518.627085 nChanged 11 SP:Iteration 23Q (1445.252314 sec): 3 clusters Score: Raw -807254.873851 + Penalty 1727.929957 = -805526.943894 nChanged 9 SP:Iteration 24Q (1445.315195 sec): 3 clusters Score: Raw -807262.653635 + Penalty 1727.929957 = -805534.723678 nChanged 11 SP:Iteration 25Q (1445.370439 sec): 3 clusters Score: Raw -807273.848938 + Penalty 1727.929957 = -805545.918981 nChanged 7 SP:Iteration 26Q (1445.419700 sec): 3 clusters Score: Raw -807279.539845 + Penalty 1727.929957 = -805551.609888 nChanged 9 SP:Iteration 27Q (1445.471018 sec): 3 clusters Score: Raw -807287.629174 + Penalty 1727.929957 = -805559.699216 nChanged 7 SP:Iteration 28Q (1445.534918 sec): 3 clusters Score: Raw -807297.938587 + Penalty 1727.929957 = -805570.008630 nChanged 10 SP:Iteration 29Q (1445.585564 sec): 3 clusters Score: Raw -807305.536881 + Penalty 1727.929957 = -805577.606924 nChanged 10 SP:Iteration 30Q (1445.650473 sec): 3 clusters Score: Raw -807317.491196 + Penalty 1727.929957 = -805589.561239 nChanged 7 SP:Iteration 31Q (1445.704730 sec): 3 clusters Score: Raw -807323.127524 + Penalty 1727.929957 = -805595.197566 nChanged 2 SP:Iteration 32Q (1445.757140 sec): 3 clusters Score: Raw -807324.774272 + Penalty 1727.929957 = -805596.844315 nChanged 0 SP:Iteration 33F (1445.808699 sec): 3 clusters Score: Raw -807324.774272 + Penalty 1727.929957 = -805596.844315 nChanged 0 Trying to split cluster 35 (152140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1445.994593 sec): 2 clusters Score: Raw -13582338.840352 + Penalty 1133.592861 = -13581205.247491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1446.246735 sec): 3 clusters Score: Raw -13480934.536237 + Penalty 2267.185721 = -13478667.350516 nChanged 74364 SP:Iteration 1F (1446.489195 sec): 3 clusters Score: Raw -13526557.489287 + Penalty 2267.185721 = -13524290.303566 nChanged 7738 SP:Iteration 2F (1446.724872 sec): 3 clusters Score: Raw -13530023.666598 + Penalty 2267.185721 = -13527756.480877 nChanged 9898 SP:Iteration 3F (1446.970361 sec): 3 clusters Score: Raw -13535866.012668 + Penalty 2267.185721 = -13533598.826947 nChanged 12032 SP:Iteration 4F (1447.204417 sec): 3 clusters Score: Raw -13544806.223959 + Penalty 2267.185721 = -13542539.038238 nChanged 12728 SP:Iteration 5F (1447.442368 sec): 3 clusters Score: Raw -13555844.387204 + Penalty 2267.185721 = -13553577.201482 nChanged 11213 SP:Iteration 6F (1447.684723 sec): 3 clusters Score: Raw -13566324.637780 + Penalty 2267.185721 = -13564057.452059 nChanged 8113 SP:Iteration 7F (1447.914213 sec): 3 clusters Score: Raw -13573958.751074 + Penalty 2267.185721 = -13571691.565353 nChanged 4847 SP:Iteration 8Q (1448.143656 sec): 3 clusters Score: Raw -13578349.680120 + Penalty 2267.185721 = -13576082.494399 nChanged 2544 SP:Iteration 9Q (1448.364899 sec): 3 clusters Score: Raw -13580491.454976 + Penalty 2267.185721 = -13578224.269254 nChanged 1288 SP:Iteration 10Q (1448.594776 sec): 3 clusters Score: Raw -13581507.650197 + Penalty 2267.185721 = -13579240.464476 nChanged 654 SP:Iteration 11Q (1448.808325 sec): 3 clusters Score: Raw -13581960.524014 + Penalty 2267.185721 = -13579693.338292 nChanged 367 SP:Iteration 12Q (1449.012587 sec): 3 clusters Score: Raw -13582189.226528 + Penalty 2267.185721 = -13579922.040806 nChanged 250 SP:Iteration 13Q (1449.210136 sec): 3 clusters Score: Raw -13582336.071408 + Penalty 2267.185721 = -13580068.885686 nChanged 177 SP:Iteration 14Q (1449.407021 sec): 3 clusters Score: Raw -13582441.030101 + Penalty 2267.185721 = -13580173.844380 nChanged 131 SP:Iteration 15Q (1449.613040 sec): 3 clusters Score: Raw -13582518.532084 + Penalty 2267.185721 = -13580251.346363 nChanged 107 SP:Iteration 16Q (1449.800615 sec): 3 clusters Score: Raw -13582569.687754 + Penalty 2267.185721 = -13580302.502032 nChanged 83 SP:Iteration 17Q (1449.991679 sec): 3 clusters Score: Raw -13582611.004398 + Penalty 2267.185721 = -13580343.818677 nChanged 60 SP:Iteration 18Q (1450.205438 sec): 3 clusters Score: Raw -13582635.381164 + Penalty 2267.185721 = -13580368.195442 nChanged 44 SP:Iteration 19Q (1450.409997 sec): 3 clusters Score: Raw -13582647.972244 + Penalty 2267.185721 = -13580380.786522 nChanged 27 SP:Iteration 20F (1450.647738 sec): 3 clusters Score: Raw -13582654.112240 + Penalty 2267.185721 = -13580386.926518 nChanged 25 SP:Iteration 21Q (1450.842838 sec): 3 clusters Score: Raw -13582660.466331 + Penalty 2267.185721 = -13580393.280610 nChanged 16 SP:Iteration 22Q (1451.035845 sec): 3 clusters Score: Raw -13582664.586845 + Penalty 2267.185721 = -13580397.401123 nChanged 14 SP:Iteration 23Q (1451.215831 sec): 3 clusters Score: Raw -13582667.528272 + Penalty 2267.185721 = -13580400.342551 nChanged 12 SP:Iteration 24Q (1451.407777 sec): 3 clusters Score: Raw -13582669.890472 + Penalty 2267.185721 = -13580402.704750 nChanged 6 SP:Iteration 25Q (1451.594733 sec): 3 clusters Score: Raw -13582671.322262 + Penalty 2267.185721 = -13580404.136541 nChanged 5 SP:Iteration 26Q (1451.794736 sec): 3 clusters Score: Raw -13582672.923760 + Penalty 2267.185721 = -13580405.738039 nChanged 7 SP:Iteration 27Q (1452.000645 sec): 3 clusters Score: Raw -13582675.228208 + Penalty 2267.185721 = -13580408.042486 nChanged 5 SP:Iteration 28Q (1452.196715 sec): 3 clusters Score: Raw -13582675.776713 + Penalty 2267.185721 = -13580408.590992 nChanged 1 SP:Iteration 29Q (1452.385940 sec): 3 clusters Score: Raw -13582675.828206 + Penalty 2267.185721 = -13580408.642484 nChanged 0 SP:Iteration 30F (1452.626365 sec): 3 clusters Score: Raw -13582675.828206 + Penalty 2267.185721 = -13580408.642484 nChanged 0 Iteration 179Q (1457.152646 sec): 36 clusters Score: Raw -45228102.126123 + Penalty 43839.375670 = -45184262.750454 nChanged 115 Iteration 180F (1466.487646 sec): 36 clusters Score: Raw -45228104.905397 + Penalty 43839.375670 = -45184265.529727 nChanged 108 Iteration 181Q (1471.168972 sec): 36 clusters Score: Raw -45228107.262643 + Penalty 43839.375670 = -45184267.886973 nChanged 96 Iteration 182Q (1475.677112 sec): 36 clusters Score: Raw -45228109.024895 + Penalty 43839.375670 = -45184269.649225 nChanged 104 Iteration 183Q (1480.310720 sec): 36 clusters Score: Raw -45228111.505437 + Penalty 43839.375670 = -45184272.129767 nChanged 110 Iteration 184Q (1484.754722 sec): 36 clusters Score: Raw -45228113.770454 + Penalty 43839.375670 = -45184274.394784 nChanged 94 Iteration 185Q (1489.105998 sec): 36 clusters Score: Raw -45228115.422827 + Penalty 43839.375670 = -45184276.047157 nChanged 90 Iteration 186Q (1493.166337 sec): 36 clusters Score: Raw -45228117.307091 + Penalty 43839.375670 = -45184277.931421 nChanged 94 Iteration 187Q (1497.389223 sec): 36 clusters Score: Raw -45228120.002269 + Penalty 43839.375670 = -45184280.626599 nChanged 85 Iteration 188Q (1501.845946 sec): 36 clusters Score: Raw -45228122.320052 + Penalty 43839.375670 = -45184282.944382 nChanged 95 Iteration 189Q (1506.362413 sec): 36 clusters Score: Raw -45228124.148498 + Penalty 43839.375670 = -45184284.772829 nChanged 82 Iteration 190Q (1510.844724 sec): 36 clusters Score: Raw -45228125.913469 + Penalty 43839.375670 = -45184286.537799 nChanged 86 Iteration 191Q (1514.953888 sec): 36 clusters Score: Raw -45228127.387014 + Penalty 43839.375670 = -45184288.011344 nChanged 79 Iteration 192Q (1519.339441 sec): 36 clusters Score: Raw -45228128.848527 + Penalty 43839.375670 = -45184289.472857 nChanged 71 Iteration 193Q (1523.972622 sec): 36 clusters Score: Raw -45228130.113392 + Penalty 43839.375670 = -45184290.737722 nChanged 77 Iteration 194Q (1528.442985 sec): 36 clusters Score: Raw -45228131.642057 + Penalty 43839.375670 = -45184292.266388 nChanged 79 Iteration 195Q (1532.863136 sec): 36 clusters Score: Raw -45228133.381224 + Penalty 43839.375670 = -45184294.005554 nChanged 83 Iteration 196Q (1537.138629 sec): 36 clusters Score: Raw -45228135.284875 + Penalty 43839.375670 = -45184295.909205 nChanged 80 Iteration 197Q (1541.265693 sec): 36 clusters Score: Raw -45228136.651845 + Penalty 43839.375670 = -45184297.276175 nChanged 74 Iteration 198Q (1545.482806 sec): 36 clusters Score: Raw -45228137.891523 + Penalty 43839.375670 = -45184298.515853 nChanged 62 Iteration 199Q (1549.851436 sec): 36 clusters Score: Raw -45228138.808915 + Penalty 43839.375670 = -45184299.433245 nChanged 54 Iteration 200F (1559.156084 sec): 36 clusters Score: Raw -45228139.589567 + Penalty 43839.375670 = -45184300.213897 nChanged 52 Iteration 201Q (1563.140606 sec): 36 clusters Score: Raw -45228140.270781 + Penalty 43839.375670 = -45184300.895112 nChanged 56 Iteration 202Q (1567.450094 sec): 36 clusters Score: Raw -45228141.114764 + Penalty 43839.375670 = -45184301.739094 nChanged 65 Iteration 203Q (1571.920418 sec): 36 clusters Score: Raw -45228142.313458 + Penalty 43839.375670 = -45184302.937788 nChanged 65 Iteration 204Q (1576.287904 sec): 36 clusters Score: Raw -45228143.404176 + Penalty 43839.375670 = -45184304.028506 nChanged 59 Iteration 205Q (1580.488394 sec): 36 clusters Score: Raw -45228144.368269 + Penalty 43839.375670 = -45184304.992599 nChanged 66 Iteration 206Q (1584.861943 sec): 36 clusters Score: Raw -45228145.327951 + Penalty 43839.375670 = -45184305.952281 nChanged 62 Iteration 207Q (1589.132932 sec): 36 clusters Score: Raw -45228146.412683 + Penalty 43839.375670 = -45184307.037013 nChanged 71 Iteration 208Q (1592.974637 sec): 36 clusters Score: Raw -45228147.595964 + Penalty 43839.375670 = -45184308.220294 nChanged 55 Iteration 209Q (1597.358538 sec): 36 clusters Score: Raw -45228148.704803 + Penalty 43839.375670 = -45184309.329134 nChanged 66 Iteration 210Q (1601.529062 sec): 36 clusters Score: Raw -45228150.195031 + Penalty 43839.375670 = -45184310.819361 nChanged 85 Iteration 211Q (1605.785770 sec): 36 clusters Score: Raw -45228151.894171 + Penalty 43839.375670 = -45184312.518501 nChanged 88 Iteration 212Q (1610.184699 sec): 36 clusters Score: Raw -45228153.916345 + Penalty 43839.375670 = -45184314.540676 nChanged 111 Iteration 213Q (1614.662983 sec): 36 clusters Score: Raw -45228156.190752 + Penalty 43839.375670 = -45184316.815082 nChanged 113 Iteration 214Q (1618.997475 sec): 36 clusters Score: Raw -45228158.878895 + Penalty 43839.375670 = -45184319.503225 nChanged 115 Iteration 215Q (1623.440394 sec): 36 clusters Score: Raw -45228161.402989 + Penalty 43839.375670 = -45184322.027319 nChanged 116 Iteration 216Q (1628.012993 sec): 36 clusters Score: Raw -45228164.187816 + Penalty 43839.375670 = -45184324.812146 nChanged 91 Iteration 217Q (1632.280810 sec): 36 clusters Score: Raw -45228166.019817 + Penalty 43839.375670 = -45184326.644147 nChanged 89 Iteration 218Q (1636.472768 sec): 36 clusters Score: Raw -45228167.839814 + Penalty 43839.375670 = -45184328.464144 nChanged 90 Writing temp clu file Because OldScore, -45184326.644147, is greater than current (better) Score,-45184328.464144 Compute initial score before splitting: Score: Raw -45228167.839814 + Penalty 43839.375670 = -45184328.464144 Trying to split cluster 1 (1220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1636.661429 sec): 2 clusters Score: Raw -104319.023364 + Penalty 675.127583 = -103643.895781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1636.709529 sec): 3 clusters Score: Raw -103825.024411 + Penalty 1350.255166 = -102474.769245 nChanged 433 SP:Iteration 1F (1636.759992 sec): 3 clusters Score: Raw -104128.882241 + Penalty 1350.255166 = -102778.627075 nChanged 89 SP:Iteration 2F (1636.801144 sec): 3 clusters Score: Raw -104196.619005 + Penalty 1350.255166 = -102846.363839 nChanged 57 SP:Iteration 3Q (1636.850393 sec): 3 clusters Score: Raw -104236.447725 + Penalty 1350.255166 = -102886.192558 nChanged 40 SP:Iteration 4Q (1636.900390 sec): 3 clusters Score: Raw -104264.235522 + Penalty 1350.255166 = -102913.980356 nChanged 28 SP:Iteration 5Q (1636.953419 sec): 3 clusters Score: Raw -104283.323819 + Penalty 1350.255166 = -102933.068653 nChanged 23 SP:Iteration 6Q (1636.996024 sec): 3 clusters Score: Raw -104302.050952 + Penalty 1350.255166 = -102951.795786 nChanged 20 SP:Iteration 7Q (1637.042871 sec): 3 clusters Score: Raw -104325.500279 + Penalty 1350.255166 = -102975.245113 nChanged 28 SP:Iteration 8Q (1637.083452 sec): 3 clusters Score: Raw -104350.196969 + Penalty 1350.255166 = -102999.941803 nChanged 25 SP:Iteration 9Q (1637.132262 sec): 3 clusters Score: Raw -104367.017610 + Penalty 1350.255166 = -103016.762444 nChanged 14 SP:Iteration 10Q (1637.169736 sec): 3 clusters Score: Raw -104373.447488 + Penalty 1350.255166 = -103023.192322 nChanged 12 SP:Iteration 11Q (1637.214332 sec): 3 clusters Score: Raw -104381.897911 + Penalty 1350.255166 = -103031.642745 nChanged 9 SP:Iteration 12Q (1637.263127 sec): 3 clusters Score: Raw -104385.547608 + Penalty 1350.255166 = -103035.292442 nChanged 5 SP:Iteration 13Q (1637.304647 sec): 3 clusters Score: Raw -104388.432624 + Penalty 1350.255166 = -103038.177458 nChanged 3 SP:Iteration 14Q (1637.359834 sec): 3 clusters Score: Raw -104392.189699 + Penalty 1350.255166 = -103041.934532 nChanged 6 SP:Iteration 15Q (1637.415305 sec): 3 clusters Score: Raw -104394.893792 + Penalty 1350.255166 = -103044.638626 nChanged 6 SP:Iteration 16Q (1637.463446 sec): 3 clusters Score: Raw -104398.210299 + Penalty 1350.255166 = -103047.955133 nChanged 10 SP:Iteration 17Q (1637.512132 sec): 3 clusters Score: Raw -104403.733700 + Penalty 1350.255166 = -103053.478534 nChanged 11 SP:Iteration 18Q (1637.560130 sec): 3 clusters Score: Raw -104414.556413 + Penalty 1350.255166 = -103064.301247 nChanged 10 SP:Iteration 19Q (1637.600365 sec): 3 clusters Score: Raw -104419.558020 + Penalty 1350.255166 = -103069.302853 nChanged 7 SP:Iteration 20F (1637.647965 sec): 3 clusters Score: Raw -104423.469808 + Penalty 1350.255166 = -103073.214642 nChanged 7 SP:Iteration 21Q (1637.689851 sec): 3 clusters Score: Raw -104426.921861 + Penalty 1350.255166 = -103076.666695 nChanged 8 SP:Iteration 22Q (1637.727674 sec): 3 clusters Score: Raw -104431.379740 + Penalty 1350.255166 = -103081.124574 nChanged 5 SP:Iteration 23Q (1637.784543 sec): 3 clusters Score: Raw -104434.515835 + Penalty 1350.255166 = -103084.260669 nChanged 7 SP:Iteration 24Q (1637.831003 sec): 3 clusters Score: Raw -104438.618779 + Penalty 1350.255166 = -103088.363612 nChanged 5 SP:Iteration 25Q (1637.868948 sec): 3 clusters Score: Raw -104440.753547 + Penalty 1350.255166 = -103090.498381 nChanged 5 SP:Iteration 26Q (1637.913911 sec): 3 clusters Score: Raw -104445.126480 + Penalty 1350.255166 = -103094.871314 nChanged 8 SP:Iteration 27Q (1637.960405 sec): 3 clusters Score: Raw -104451.397548 + Penalty 1350.255166 = -103101.142382 nChanged 7 SP:Iteration 28Q (1638.007614 sec): 3 clusters Score: Raw -104458.326964 + Penalty 1350.255166 = -103108.071797 nChanged 12 SP:Iteration 29Q (1638.052184 sec): 3 clusters Score: Raw -104469.310930 + Penalty 1350.255166 = -103119.055764 nChanged 9 SP:Iteration 30Q (1638.098318 sec): 3 clusters Score: Raw -104472.536035 + Penalty 1350.255166 = -103122.280869 nChanged 5 SP:Iteration 31Q (1638.141108 sec): 3 clusters Score: Raw -104475.170222 + Penalty 1350.255166 = -103124.915056 nChanged 2 SP:Iteration 32Q (1638.191844 sec): 3 clusters Score: Raw -104475.941431 + Penalty 1350.255166 = -103125.686265 nChanged 2 SP:Iteration 33Q (1638.243117 sec): 3 clusters Score: Raw -104476.701558 + Penalty 1350.255166 = -103126.446392 nChanged 1 SP:Iteration 34Q (1638.296542 sec): 3 clusters Score: Raw -104476.866870 + Penalty 1350.255166 = -103126.611703 nChanged 0 SP:Iteration 35F (1638.342985 sec): 3 clusters Score: Raw -104476.866870 + Penalty 1350.255166 = -103126.611703 nChanged 0 Trying to split cluster 2 (3301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1638.361749 sec): 2 clusters Score: Raw -277287.284152 + Penalty 769.688170 = -276517.595983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1638.412427 sec): 3 clusters Score: Raw -275566.600344 + Penalty 1539.376339 = -274027.224005 nChanged 1337 SP:Iteration 1F (1638.461760 sec): 3 clusters Score: Raw -276435.863387 + Penalty 1539.376339 = -274896.487048 nChanged 312 SP:Iteration 2F (1638.513719 sec): 3 clusters Score: Raw -276749.558909 + Penalty 1539.376339 = -275210.182570 nChanged 252 SP:Iteration 3F (1638.554159 sec): 3 clusters Score: Raw -276989.618474 + Penalty 1539.376339 = -275450.242135 nChanged 190 SP:Iteration 4F (1638.614302 sec): 3 clusters Score: Raw -277139.967467 + Penalty 1539.376339 = -275600.591128 nChanged 155 SP:Iteration 5Q (1638.662329 sec): 3 clusters Score: Raw -277252.848727 + Penalty 1539.376339 = -275713.472388 nChanged 114 SP:Iteration 6Q (1638.707741 sec): 3 clusters Score: Raw -277328.505596 + Penalty 1539.376339 = -275789.129257 nChanged 99 SP:Iteration 7Q (1638.759809 sec): 3 clusters Score: Raw -277387.609195 + Penalty 1539.376339 = -275848.232856 nChanged 85 SP:Iteration 8Q (1638.804356 sec): 3 clusters Score: Raw -277446.307603 + Penalty 1539.376339 = -275906.931264 nChanged 65 SP:Iteration 9Q (1638.868497 sec): 3 clusters Score: Raw -277477.728247 + Penalty 1539.376339 = -275938.351908 nChanged 40 SP:Iteration 10Q (1638.914443 sec): 3 clusters Score: Raw -277493.208613 + Penalty 1539.376339 = -275953.832274 nChanged 34 SP:Iteration 11Q (1638.958358 sec): 3 clusters Score: Raw -277512.842751 + Penalty 1539.376339 = -275973.466412 nChanged 39 SP:Iteration 12Q (1639.009614 sec): 3 clusters Score: Raw -277528.418797 + Penalty 1539.376339 = -275989.042458 nChanged 33 SP:Iteration 13Q (1639.055364 sec): 3 clusters Score: Raw -277540.794919 + Penalty 1539.376339 = -276001.418580 nChanged 25 SP:Iteration 14Q (1639.111419 sec): 3 clusters Score: Raw -277551.350338 + Penalty 1539.376339 = -276011.973999 nChanged 28 SP:Iteration 15Q (1639.158396 sec): 3 clusters Score: Raw -277561.258492 + Penalty 1539.376339 = -276021.882153 nChanged 21 SP:Iteration 16Q (1639.211048 sec): 3 clusters Score: Raw -277566.982556 + Penalty 1539.376339 = -276027.606217 nChanged 17 SP:Iteration 17Q (1639.263817 sec): 3 clusters Score: Raw -277570.588460 + Penalty 1539.376339 = -276031.212121 nChanged 12 SP:Iteration 18Q (1639.301351 sec): 3 clusters Score: Raw -277573.112537 + Penalty 1539.376339 = -276033.736198 nChanged 9 SP:Iteration 19Q (1639.351885 sec): 3 clusters Score: Raw -277575.114953 + Penalty 1539.376339 = -276035.738614 nChanged 10 SP:Iteration 20F (1639.408619 sec): 3 clusters Score: Raw -277577.805632 + Penalty 1539.376339 = -276038.429293 nChanged 15 SP:Iteration 21Q (1639.462911 sec): 3 clusters Score: Raw -277582.237594 + Penalty 1539.376339 = -276042.861255 nChanged 21 SP:Iteration 22Q (1639.513589 sec): 3 clusters Score: Raw -277588.582620 + Penalty 1539.376339 = -276049.206281 nChanged 18 SP:Iteration 23Q (1639.562350 sec): 3 clusters Score: Raw -277592.174378 + Penalty 1539.376339 = -276052.798038 nChanged 12 SP:Iteration 24Q (1639.612810 sec): 3 clusters Score: Raw -277595.519663 + Penalty 1539.376339 = -276056.143324 nChanged 9 SP:Iteration 25Q (1639.652817 sec): 3 clusters Score: Raw -277598.202220 + Penalty 1539.376339 = -276058.825881 nChanged 6 SP:Iteration 26Q (1639.704376 sec): 3 clusters Score: Raw -277598.892637 + Penalty 1539.376339 = -276059.516298 nChanged 3 SP:Iteration 27Q (1639.762585 sec): 3 clusters Score: Raw -277599.364757 + Penalty 1539.376339 = -276059.988418 nChanged 1 SP:Iteration 28Q (1639.815092 sec): 3 clusters Score: Raw -277599.626562 + Penalty 1539.376339 = -276060.250222 nChanged 4 SP:Iteration 29Q (1639.872523 sec): 3 clusters Score: Raw -277600.681089 + Penalty 1539.376339 = -276061.304750 nChanged 5 SP:Iteration 30Q (1639.917368 sec): 3 clusters Score: Raw -277601.207021 + Penalty 1539.376339 = -276061.830682 nChanged 3 SP:Iteration 31Q (1639.973459 sec): 3 clusters Score: Raw -277601.635766 + Penalty 1539.376339 = -276062.259427 nChanged 1 SP:Iteration 32Q (1640.029655 sec): 3 clusters Score: Raw -277601.844355 + Penalty 1539.376339 = -276062.468016 nChanged 1 SP:Iteration 33Q (1640.082763 sec): 3 clusters Score: Raw -277601.930748 + Penalty 1539.376339 = -276062.554409 nChanged 0 SP:Iteration 34F (1640.134290 sec): 3 clusters Score: Raw -277601.930748 + Penalty 1539.376339 = -276062.554409 nChanged 0 Trying to split cluster 3 (36561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1640.193774 sec): 2 clusters Score: Raw -3255052.267723 + Penalty 998.140051 = -3254054.127673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1640.286331 sec): 3 clusters Score: Raw -3231405.204034 + Penalty 1996.280102 = -3229408.923933 nChanged 17457 SP:Iteration 1F (1640.367072 sec): 3 clusters Score: Raw -3242298.558389 + Penalty 1996.280102 = -3240302.278287 nChanged 2032 SP:Iteration 2F (1640.458607 sec): 3 clusters Score: Raw -3243273.838287 + Penalty 1996.280102 = -3241277.558186 nChanged 2173 SP:Iteration 3F (1640.547830 sec): 3 clusters Score: Raw -3244539.342078 + Penalty 1996.280102 = -3242543.061977 nChanged 2326 SP:Iteration 4F (1640.645792 sec): 3 clusters Score: Raw -3246147.141950 + Penalty 1996.280102 = -3244150.861848 nChanged 2389 SP:Iteration 5F (1640.721114 sec): 3 clusters Score: Raw -3247877.474294 + Penalty 1996.280102 = -3245881.194192 nChanged 2195 SP:Iteration 6F (1640.814829 sec): 3 clusters Score: Raw -3249385.860645 + Penalty 1996.280102 = -3247389.580543 nChanged 1715 SP:Iteration 7Q (1640.908612 sec): 3 clusters Score: Raw -3250246.916377 + Penalty 1996.280102 = -3248250.636276 nChanged 1141 SP:Iteration 8Q (1640.992465 sec): 3 clusters Score: Raw -3250632.953180 + Penalty 1996.280102 = -3248636.673079 nChanged 699 SP:Iteration 9Q (1641.092611 sec): 3 clusters Score: Raw -3250821.279278 + Penalty 1996.280102 = -3248824.999176 nChanged 538 SP:Iteration 10Q (1641.187398 sec): 3 clusters Score: Raw -3250963.736481 + Penalty 1996.280102 = -3248967.456380 nChanged 486 SP:Iteration 11Q (1641.282430 sec): 3 clusters Score: Raw -3251103.115005 + Penalty 1996.280102 = -3249106.834903 nChanged 498 SP:Iteration 12Q (1641.375388 sec): 3 clusters Score: Raw -3251243.081558 + Penalty 1996.280102 = -3249246.801457 nChanged 464 SP:Iteration 13Q (1641.465855 sec): 3 clusters Score: Raw -3251389.494333 + Penalty 1996.280102 = -3249393.214231 nChanged 458 SP:Iteration 14Q (1641.548380 sec): 3 clusters Score: Raw -3251529.867383 + Penalty 1996.280102 = -3249533.587281 nChanged 440 SP:Iteration 15Q (1641.642729 sec): 3 clusters Score: Raw -3251675.157866 + Penalty 1996.280102 = -3249678.877764 nChanged 449 SP:Iteration 16Q (1641.742902 sec): 3 clusters Score: Raw -3251804.172382 + Penalty 1996.280102 = -3249807.892280 nChanged 401 SP:Iteration 17Q (1641.833584 sec): 3 clusters Score: Raw -3251929.625560 + Penalty 1996.280102 = -3249933.345458 nChanged 420 SP:Iteration 18Q (1641.923732 sec): 3 clusters Score: Raw -3252071.920762 + Penalty 1996.280102 = -3250075.640661 nChanged 429 SP:Iteration 19Q (1642.014166 sec): 3 clusters Score: Raw -3252224.209508 + Penalty 1996.280102 = -3250227.929406 nChanged 440 SP:Iteration 20F (1642.108438 sec): 3 clusters Score: Raw -3252371.223913 + Penalty 1996.280102 = -3250374.943811 nChanged 454 SP:Iteration 21Q (1642.197149 sec): 3 clusters Score: Raw -3252529.030686 + Penalty 1996.280102 = -3250532.750584 nChanged 422 SP:Iteration 22Q (1642.280247 sec): 3 clusters Score: Raw -3252666.132210 + Penalty 1996.280102 = -3250669.852108 nChanged 424 SP:Iteration 23Q (1642.377112 sec): 3 clusters Score: Raw -3252791.776405 + Penalty 1996.280102 = -3250795.496303 nChanged 390 SP:Iteration 24Q (1642.459069 sec): 3 clusters Score: Raw -3252910.143319 + Penalty 1996.280102 = -3250913.863217 nChanged 417 SP:Iteration 25Q (1642.549503 sec): 3 clusters Score: Raw -3253042.579321 + Penalty 1996.280102 = -3251046.299220 nChanged 401 SP:Iteration 26Q (1642.641924 sec): 3 clusters Score: Raw -3253164.819286 + Penalty 1996.280102 = -3251168.539184 nChanged 404 SP:Iteration 27Q (1642.738014 sec): 3 clusters Score: Raw -3253280.059409 + Penalty 1996.280102 = -3251283.779307 nChanged 386 SP:Iteration 28Q (1642.825196 sec): 3 clusters Score: Raw -3253382.748848 + Penalty 1996.280102 = -3251386.468746 nChanged 349 SP:Iteration 29Q (1642.915510 sec): 3 clusters Score: Raw -3253476.482015 + Penalty 1996.280102 = -3251480.201913 nChanged 370 SP:Iteration 30Q (1643.013937 sec): 3 clusters Score: Raw -3253573.429916 + Penalty 1996.280102 = -3251577.149814 nChanged 359 SP:Iteration 31Q (1643.096517 sec): 3 clusters Score: Raw -3253676.585144 + Penalty 1996.280102 = -3251680.305042 nChanged 363 SP:Iteration 32Q (1643.187475 sec): 3 clusters Score: Raw -3253788.397881 + Penalty 1996.280102 = -3251792.117779 nChanged 343 SP:Iteration 33Q (1643.273618 sec): 3 clusters Score: Raw -3253876.488431 + Penalty 1996.280102 = -3251880.208329 nChanged 299 SP:Iteration 34Q (1643.358606 sec): 3 clusters Score: Raw -3253952.533222 + Penalty 1996.280102 = -3251956.253121 nChanged 292 SP:Iteration 35Q (1643.447409 sec): 3 clusters Score: Raw -3254024.397494 + Penalty 1996.280102 = -3252028.117392 nChanged 265 SP:Iteration 36Q (1643.537098 sec): 3 clusters Score: Raw -3254090.847362 + Penalty 1996.280102 = -3252094.567260 nChanged 254 SP:Iteration 37Q (1643.623797 sec): 3 clusters Score: Raw -3254153.260590 + Penalty 1996.280102 = -3252156.980488 nChanged 255 SP:Iteration 38Q (1643.708949 sec): 3 clusters Score: Raw -3254215.414108 + Penalty 1996.280102 = -3252219.134006 nChanged 266 SP:Iteration 39Q (1643.795090 sec): 3 clusters Score: Raw -3254284.264229 + Penalty 1996.280102 = -3252287.984127 nChanged 245 SP:Iteration 40F (1643.885563 sec): 3 clusters Score: Raw -3254345.290438 + Penalty 1996.280102 = -3252349.010336 nChanged 233 SP:Iteration 41Q (1643.971949 sec): 3 clusters Score: Raw -3254404.659255 + Penalty 1996.280102 = -3252408.379153 nChanged 208 SP:Iteration 42Q (1644.055825 sec): 3 clusters Score: Raw -3254460.144322 + Penalty 1996.280102 = -3252463.864221 nChanged 211 SP:Iteration 43Q (1644.139514 sec): 3 clusters Score: Raw -3254515.893405 + Penalty 1996.280102 = -3252519.613304 nChanged 195 SP:Iteration 44Q (1644.217197 sec): 3 clusters Score: Raw -3254571.024700 + Penalty 1996.280102 = -3252574.744598 nChanged 194 SP:Iteration 45Q (1644.307405 sec): 3 clusters Score: Raw -3254622.009035 + Penalty 1996.280102 = -3252625.728933 nChanged 190 SP:Iteration 46Q (1644.389228 sec): 3 clusters Score: Raw -3254674.721114 + Penalty 1996.280102 = -3252678.441012 nChanged 183 SP:Iteration 47Q (1644.458225 sec): 3 clusters Score: Raw -3254728.330251 + Penalty 1996.280102 = -3252732.050150 nChanged 175 SP:Iteration 48Q (1644.544364 sec): 3 clusters Score: Raw -3254779.968119 + Penalty 1996.280102 = -3252783.688017 nChanged 169 SP:Iteration 49Q (1644.636426 sec): 3 clusters Score: Raw -3254836.487076 + Penalty 1996.280102 = -3252840.206975 nChanged 155 SP:Iteration 50Q (1644.720512 sec): 3 clusters Score: Raw -3254886.007000 + Penalty 1996.280102 = -3252889.726899 nChanged 144 SP:Iteration 51Q (1644.803715 sec): 3 clusters Score: Raw -3254929.119589 + Penalty 1996.280102 = -3252932.839487 nChanged 110 SP:Iteration 52Q (1644.881551 sec): 3 clusters Score: Raw -3254956.590654 + Penalty 1996.280102 = -3252960.310553 nChanged 104 SP:Iteration 53Q (1644.968453 sec): 3 clusters Score: Raw -3254984.506244 + Penalty 1996.280102 = -3252988.226142 nChanged 100 SP:Iteration 54Q (1645.051990 sec): 3 clusters Score: Raw -3255011.108539 + Penalty 1996.280102 = -3253014.828437 nChanged 84 SP:Iteration 55Q (1645.137276 sec): 3 clusters Score: Raw -3255033.038623 + Penalty 1996.280102 = -3253036.758522 nChanged 88 SP:Iteration 56Q (1645.220988 sec): 3 clusters Score: Raw -3255060.962138 + Penalty 1996.280102 = -3253064.682036 nChanged 93 SP:Iteration 57Q (1645.305114 sec): 3 clusters Score: Raw -3255094.404246 + Penalty 1996.280102 = -3253098.124144 nChanged 90 SP:Iteration 58Q (1645.387938 sec): 3 clusters Score: Raw -3255121.457289 + Penalty 1996.280102 = -3253125.177188 nChanged 71 SP:Iteration 59Q (1645.460044 sec): 3 clusters Score: Raw -3255146.294122 + Penalty 1996.280102 = -3253150.014020 nChanged 65 SP:Iteration 60F (1645.552051 sec): 3 clusters Score: Raw -3255167.071636 + Penalty 1996.280102 = -3253170.791534 nChanged 48 SP:Iteration 61Q (1645.643579 sec): 3 clusters Score: Raw -3255179.635117 + Penalty 1996.280102 = -3253183.355015 nChanged 45 SP:Iteration 62Q (1645.727322 sec): 3 clusters Score: Raw -3255195.311672 + Penalty 1996.280102 = -3253199.031570 nChanged 43 SP:Iteration 63Q (1645.800251 sec): 3 clusters Score: Raw -3255208.291168 + Penalty 1996.280102 = -3253212.011066 nChanged 35 SP:Iteration 64Q (1645.886950 sec): 3 clusters Score: Raw -3255216.944360 + Penalty 1996.280102 = -3253220.664258 nChanged 21 SP:Iteration 65Q (1645.962476 sec): 3 clusters Score: Raw -3255222.005333 + Penalty 1996.280102 = -3253225.725232 nChanged 10 SP:Iteration 66Q (1646.055408 sec): 3 clusters Score: Raw -3255224.133620 + Penalty 1996.280102 = -3253227.853518 nChanged 14 SP:Iteration 67Q (1646.137464 sec): 3 clusters Score: Raw -3255227.848823 + Penalty 1996.280102 = -3253231.568721 nChanged 13 SP:Iteration 68Q (1646.222822 sec): 3 clusters Score: Raw -3255232.140281 + Penalty 1996.280102 = -3253235.860179 nChanged 18 SP:Iteration 69Q (1646.303001 sec): 3 clusters Score: Raw -3255237.156616 + Penalty 1996.280102 = -3253240.876514 nChanged 17 SP:Iteration 70Q (1646.388842 sec): 3 clusters Score: Raw -3255241.073291 + Penalty 1996.280102 = -3253244.793189 nChanged 6 SP:Iteration 71Q (1646.470065 sec): 3 clusters Score: Raw -3255242.728332 + Penalty 1996.280102 = -3253246.448230 nChanged 4 SP:Iteration 72Q (1646.549034 sec): 3 clusters Score: Raw -3255244.112600 + Penalty 1996.280102 = -3253247.832498 nChanged 3 SP:Iteration 73Q (1646.633426 sec): 3 clusters Score: Raw -3255244.785695 + Penalty 1996.280102 = -3253248.505594 nChanged 3 SP:Iteration 74Q (1646.699639 sec): 3 clusters Score: Raw -3255245.169858 + Penalty 1996.280102 = -3253248.889756 nChanged 5 SP:Iteration 75Q (1646.783371 sec): 3 clusters Score: Raw -3255246.210748 + Penalty 1996.280102 = -3253249.930647 nChanged 6 SP:Iteration 76Q (1646.864321 sec): 3 clusters Score: Raw -3255247.351882 + Penalty 1996.280102 = -3253251.071780 nChanged 4 SP:Iteration 77Q (1646.946518 sec): 3 clusters Score: Raw -3255248.221133 + Penalty 1996.280102 = -3253251.941031 nChanged 7 SP:Iteration 78Q (1647.033248 sec): 3 clusters Score: Raw -3255249.832616 + Penalty 1996.280102 = -3253253.552515 nChanged 9 SP:Iteration 79Q (1647.118050 sec): 3 clusters Score: Raw -3255252.167009 + Penalty 1996.280102 = -3253255.886908 nChanged 9 SP:Iteration 80F (1647.208762 sec): 3 clusters Score: Raw -3255253.662967 + Penalty 1996.280102 = -3253257.382865 nChanged 9 SP:Iteration 81Q (1647.290026 sec): 3 clusters Score: Raw -3255256.779122 + Penalty 1996.280102 = -3253260.499020 nChanged 10 SP:Iteration 82Q (1647.376101 sec): 3 clusters Score: Raw -3255259.269606 + Penalty 1996.280102 = -3253262.989504 nChanged 11 SP:Iteration 83Q (1647.456508 sec): 3 clusters Score: Raw -3255262.960618 + Penalty 1996.280102 = -3253266.680517 nChanged 10 SP:Iteration 84Q (1647.536145 sec): 3 clusters Score: Raw -3255265.363706 + Penalty 1996.280102 = -3253269.083605 nChanged 9 SP:Iteration 85Q (1647.613879 sec): 3 clusters Score: Raw -3255268.073975 + Penalty 1996.280102 = -3253271.793873 nChanged 9 SP:Iteration 86Q (1647.702658 sec): 3 clusters Score: Raw -3255271.612309 + Penalty 1996.280102 = -3253275.332207 nChanged 16 SP:Iteration 87Q (1647.784763 sec): 3 clusters Score: Raw -3255277.054113 + Penalty 1996.280102 = -3253280.774011 nChanged 18 SP:Iteration 88Q (1647.860725 sec): 3 clusters Score: Raw -3255284.725624 + Penalty 1996.280102 = -3253288.445522 nChanged 18 SP:Iteration 89Q (1647.944149 sec): 3 clusters Score: Raw -3255292.789647 + Penalty 1996.280102 = -3253296.509546 nChanged 17 SP:Iteration 90Q (1648.031343 sec): 3 clusters Score: Raw -3255300.274254 + Penalty 1996.280102 = -3253303.994152 nChanged 19 SP:Iteration 91Q (1648.117675 sec): 3 clusters Score: Raw -3255307.301962 + Penalty 1996.280102 = -3253311.021860 nChanged 13 SP:Iteration 92Q (1648.195560 sec): 3 clusters Score: Raw -3255311.698725 + Penalty 1996.280102 = -3253315.418623 nChanged 11 SP:Iteration 93Q (1648.280841 sec): 3 clusters Score: Raw -3255314.437359 + Penalty 1996.280102 = -3253318.157257 nChanged 10 SP:Iteration 94Q (1648.354384 sec): 3 clusters Score: Raw -3255318.432344 + Penalty 1996.280102 = -3253322.152242 nChanged 14 SP:Iteration 95Q (1648.448272 sec): 3 clusters Score: Raw -3255322.791611 + Penalty 1996.280102 = -3253326.511510 nChanged 10 SP:Iteration 96Q (1648.533209 sec): 3 clusters Score: Raw -3255326.072286 + Penalty 1996.280102 = -3253329.792185 nChanged 10 SP:Iteration 97Q (1648.607602 sec): 3 clusters Score: Raw -3255328.786845 + Penalty 1996.280102 = -3253332.506743 nChanged 10 SP:Iteration 98Q (1648.700711 sec): 3 clusters Score: Raw -3255332.366817 + Penalty 1996.280102 = -3253336.086715 nChanged 11 SP:Iteration 99Q (1648.787323 sec): 3 clusters Score: Raw -3255336.252428 + Penalty 1996.280102 = -3253339.972326 nChanged 9 SP:Iteration 100F (1648.860255 sec): 3 clusters Score: Raw -3255339.784098 + Penalty 1996.280102 = -3253343.503996 nChanged 11 SP:Iteration 101Q (1648.952056 sec): 3 clusters Score: Raw -3255343.065657 + Penalty 1996.280102 = -3253346.785555 nChanged 8 SP:Iteration 102Q (1649.034948 sec): 3 clusters Score: Raw -3255344.526170 + Penalty 1996.280102 = -3253348.246069 nChanged 4 SP:Iteration 103Q (1649.117927 sec): 3 clusters Score: Raw -3255345.193119 + Penalty 1996.280102 = -3253348.913018 nChanged 2 SP:Iteration 104Q (1649.195670 sec): 3 clusters Score: Raw -3255345.945036 + Penalty 1996.280102 = -3253349.664934 nChanged 3 SP:Iteration 105Q (1649.279938 sec): 3 clusters Score: Raw -3255346.660091 + Penalty 1996.280102 = -3253350.379990 nChanged 2 SP:Iteration 106Q (1649.355567 sec): 3 clusters Score: Raw -3255347.585259 + Penalty 1996.280102 = -3253351.305158 nChanged 3 SP:Iteration 107Q (1649.432360 sec): 3 clusters Score: Raw -3255348.174964 + Penalty 1996.280102 = -3253351.894862 nChanged 3 SP:Iteration 108Q (1649.520844 sec): 3 clusters Score: Raw -3255350.028346 + Penalty 1996.280102 = -3253353.748244 nChanged 6 SP:Iteration 109Q (1649.606421 sec): 3 clusters Score: Raw -3255351.678112 + Penalty 1996.280102 = -3253355.398010 nChanged 5 SP:Iteration 110Q (1649.691650 sec): 3 clusters Score: Raw -3255353.155101 + Penalty 1996.280102 = -3253356.874999 nChanged 5 SP:Iteration 111Q (1649.778887 sec): 3 clusters Score: Raw -3255354.510363 + Penalty 1996.280102 = -3253358.230262 nChanged 5 SP:Iteration 112Q (1649.862714 sec): 3 clusters Score: Raw -3255355.455935 + Penalty 1996.280102 = -3253359.175834 nChanged 1 SP:Iteration 113Q (1649.948719 sec): 3 clusters Score: Raw -3255355.556605 + Penalty 1996.280102 = -3253359.276503 nChanged 0 SP:Iteration 114F (1650.040175 sec): 3 clusters Score: Raw -3255355.556605 + Penalty 1996.280102 = -3253359.276503 nChanged 0 Trying to split cluster 4 (18270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.082175 sec): 2 clusters Score: Raw -1599559.862481 + Penalty 932.236487 = -1598627.625994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.145190 sec): 3 clusters Score: Raw -1588215.970813 + Penalty 1864.472973 = -1586351.497839 nChanged 8449 SP:Iteration 1F (1650.217167 sec): 3 clusters Score: Raw -1593220.438531 + Penalty 1864.472973 = -1591355.965557 nChanged 1118 SP:Iteration 2F (1650.279502 sec): 3 clusters Score: Raw -1593885.149352 + Penalty 1864.472973 = -1592020.676378 nChanged 1188 SP:Iteration 3F (1650.349559 sec): 3 clusters Score: Raw -1594719.733877 + Penalty 1864.472973 = -1592855.260904 nChanged 1282 SP:Iteration 4F (1650.423324 sec): 3 clusters Score: Raw -1595794.242902 + Penalty 1864.472973 = -1593929.769929 nChanged 1326 SP:Iteration 5F (1650.482929 sec): 3 clusters Score: Raw -1596961.328565 + Penalty 1864.472973 = -1595096.855592 nChanged 1326 SP:Iteration 6F (1650.560827 sec): 3 clusters Score: Raw -1598039.724434 + Penalty 1864.472973 = -1596175.251461 nChanged 1096 SP:Iteration 7F (1650.624060 sec): 3 clusters Score: Raw -1598825.429833 + Penalty 1864.472973 = -1596960.956859 nChanged 770 SP:Iteration 8Q (1650.699532 sec): 3 clusters Score: Raw -1599296.473241 + Penalty 1864.472973 = -1597432.000268 nChanged 537 SP:Iteration 9Q (1650.759635 sec): 3 clusters Score: Raw -1599590.987604 + Penalty 1864.472973 = -1597726.514631 nChanged 404 SP:Iteration 10Q (1650.832129 sec): 3 clusters Score: Raw -1599829.280814 + Penalty 1864.472973 = -1597964.807841 nChanged 351 SP:Iteration 11Q (1650.908077 sec): 3 clusters Score: Raw -1600034.960257 + Penalty 1864.472973 = -1598170.487284 nChanged 296 SP:Iteration 12Q (1650.976883 sec): 3 clusters Score: Raw -1600176.776580 + Penalty 1864.472973 = -1598312.303606 nChanged 231 SP:Iteration 13Q (1651.036201 sec): 3 clusters Score: Raw -1600253.592143 + Penalty 1864.472973 = -1598389.119170 nChanged 172 SP:Iteration 14Q (1651.112418 sec): 3 clusters Score: Raw -1600302.883646 + Penalty 1864.472973 = -1598438.410672 nChanged 133 SP:Iteration 15Q (1651.175143 sec): 3 clusters Score: Raw -1600328.363208 + Penalty 1864.472973 = -1598463.890235 nChanged 79 SP:Iteration 16Q (1651.247504 sec): 3 clusters Score: Raw -1600339.120963 + Penalty 1864.472973 = -1598474.647990 nChanged 47 SP:Iteration 17Q (1651.311118 sec): 3 clusters Score: Raw -1600344.751545 + Penalty 1864.472973 = -1598480.278571 nChanged 43 SP:Iteration 18Q (1651.387211 sec): 3 clusters Score: Raw -1600349.676759 + Penalty 1864.472973 = -1598485.203786 nChanged 44 SP:Iteration 19Q (1651.451415 sec): 3 clusters Score: Raw -1600353.838122 + Penalty 1864.472973 = -1598489.365148 nChanged 39 SP:Iteration 20F (1651.515966 sec): 3 clusters Score: Raw -1600356.874262 + Penalty 1864.472973 = -1598492.401289 nChanged 36 SP:Iteration 21Q (1651.583827 sec): 3 clusters Score: Raw -1600359.622102 + Penalty 1864.472973 = -1598495.149129 nChanged 25 SP:Iteration 22Q (1651.653173 sec): 3 clusters Score: Raw -1600361.425148 + Penalty 1864.472973 = -1598496.952175 nChanged 22 SP:Iteration 23Q (1651.722815 sec): 3 clusters Score: Raw -1600362.927232 + Penalty 1864.472973 = -1598498.454259 nChanged 19 SP:Iteration 24Q (1651.796203 sec): 3 clusters Score: Raw -1600363.861411 + Penalty 1864.472973 = -1598499.388438 nChanged 9 SP:Iteration 25Q (1651.866324 sec): 3 clusters Score: Raw -1600364.263749 + Penalty 1864.472973 = -1598499.790775 nChanged 10 SP:Iteration 26Q (1651.938491 sec): 3 clusters Score: Raw -1600364.804432 + Penalty 1864.472973 = -1598500.331458 nChanged 4 SP:Iteration 27Q (1652.003794 sec): 3 clusters Score: Raw -1600364.899892 + Penalty 1864.472973 = -1598500.426918 nChanged 2 SP:Iteration 28Q (1652.069622 sec): 3 clusters Score: Raw -1600365.041798 + Penalty 1864.472973 = -1598500.568825 nChanged 4 SP:Iteration 29Q (1652.149875 sec): 3 clusters Score: Raw -1600365.327134 + Penalty 1864.472973 = -1598500.854161 nChanged 11 SP:Iteration 30Q (1652.221120 sec): 3 clusters Score: Raw -1600365.907770 + Penalty 1864.472973 = -1598501.434797 nChanged 6 SP:Iteration 31Q (1652.293301 sec): 3 clusters Score: Raw -1600366.116468 + Penalty 1864.472973 = -1598501.643495 nChanged 5 SP:Iteration 32Q (1652.360438 sec): 3 clusters Score: Raw -1600366.371832 + Penalty 1864.472973 = -1598501.898859 nChanged 7 SP:Iteration 33Q (1652.421378 sec): 3 clusters Score: Raw -1600366.697099 + Penalty 1864.472973 = -1598502.224126 nChanged 9 SP:Iteration 34Q (1652.503580 sec): 3 clusters Score: Raw -1600367.079804 + Penalty 1864.472973 = -1598502.606830 nChanged 9 SP:Iteration 35Q (1652.563178 sec): 3 clusters Score: Raw -1600367.535414 + Penalty 1864.472973 = -1598503.062441 nChanged 8 SP:Iteration 36Q (1652.628414 sec): 3 clusters Score: Raw -1600367.978584 + Penalty 1864.472973 = -1598503.505611 nChanged 8 SP:Iteration 37Q (1652.695821 sec): 3 clusters Score: Raw -1600368.215182 + Penalty 1864.472973 = -1598503.742209 nChanged 5 SP:Iteration 38Q (1652.766742 sec): 3 clusters Score: Raw -1600368.410193 + Penalty 1864.472973 = -1598503.937220 nChanged 8 SP:Iteration 39Q (1652.840289 sec): 3 clusters Score: Raw -1600368.950011 + Penalty 1864.472973 = -1598504.477037 nChanged 9 SP:Iteration 40F (1652.916922 sec): 3 clusters Score: Raw -1600369.348939 + Penalty 1864.472973 = -1598504.875965 nChanged 8 SP:Iteration 41Q (1652.986926 sec): 3 clusters Score: Raw -1600369.776209 + Penalty 1864.472973 = -1598505.303236 nChanged 4 SP:Iteration 42Q (1653.058503 sec): 3 clusters Score: Raw -1600369.906560 + Penalty 1864.472973 = -1598505.433587 nChanged 0 SP:Iteration 43F (1653.126116 sec): 3 clusters Score: Raw -1600369.906560 + Penalty 1864.472973 = -1598505.433587 nChanged 0 Trying to split cluster 5 (4032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1653.156399 sec): 2 clusters Score: Raw -363181.324108 + Penalty 788.691692 = -362392.632416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1653.211936 sec): 3 clusters Score: Raw -360994.685568 + Penalty 1577.383384 = -359417.302184 nChanged 1691 SP:Iteration 1F (1653.255972 sec): 3 clusters Score: Raw -361951.798329 + Penalty 1577.383384 = -360374.414945 nChanged 307 SP:Iteration 2F (1653.309100 sec): 3 clusters Score: Raw -362134.611032 + Penalty 1577.383384 = -360557.227648 nChanged 242 SP:Iteration 3F (1653.357027 sec): 3 clusters Score: Raw -362271.360346 + Penalty 1577.383384 = -360693.976962 nChanged 206 SP:Iteration 4F (1653.405919 sec): 3 clusters Score: Raw -362388.079617 + Penalty 1577.383384 = -360810.696233 nChanged 184 SP:Iteration 5Q (1653.466614 sec): 3 clusters Score: Raw -362502.781164 + Penalty 1577.383384 = -360925.397780 nChanged 208 SP:Iteration 6F (1653.520373 sec): 3 clusters Score: Raw -362637.042845 + Penalty 1577.383384 = -361059.659461 nChanged 190 SP:Iteration 7Q (1653.557606 sec): 3 clusters Score: Raw -362781.977474 + Penalty 1577.383384 = -361204.594091 nChanged 171 SP:Iteration 8Q (1653.617255 sec): 3 clusters Score: Raw -362879.119337 + Penalty 1577.383384 = -361301.735953 nChanged 145 SP:Iteration 9Q (1653.656772 sec): 3 clusters Score: Raw -362955.454256 + Penalty 1577.383384 = -361378.070872 nChanged 119 SP:Iteration 10Q (1653.708171 sec): 3 clusters Score: Raw -363014.500785 + Penalty 1577.383384 = -361437.117401 nChanged 99 SP:Iteration 11Q (1653.763413 sec): 3 clusters Score: Raw -363055.547186 + Penalty 1577.383384 = -361478.163802 nChanged 64 SP:Iteration 12Q (1653.815501 sec): 3 clusters Score: Raw -363080.860463 + Penalty 1577.383384 = -361503.477079 nChanged 53 SP:Iteration 13Q (1653.865616 sec): 3 clusters Score: Raw -363098.693899 + Penalty 1577.383384 = -361521.310515 nChanged 44 SP:Iteration 14Q (1653.916297 sec): 3 clusters Score: Raw -363114.209564 + Penalty 1577.383384 = -361536.826180 nChanged 46 SP:Iteration 15Q (1653.961814 sec): 3 clusters Score: Raw -363133.351733 + Penalty 1577.383384 = -361555.968349 nChanged 37 SP:Iteration 16Q (1654.004883 sec): 3 clusters Score: Raw -363145.457863 + Penalty 1577.383384 = -361568.074479 nChanged 33 SP:Iteration 17Q (1654.061153 sec): 3 clusters Score: Raw -363157.064343 + Penalty 1577.383384 = -361579.680960 nChanged 35 SP:Iteration 18Q (1654.104529 sec): 3 clusters Score: Raw -363170.893466 + Penalty 1577.383384 = -361593.510082 nChanged 26 SP:Iteration 19Q (1654.150239 sec): 3 clusters Score: Raw -363177.076544 + Penalty 1577.383384 = -361599.693160 nChanged 14 SP:Iteration 20F (1654.201716 sec): 3 clusters Score: Raw -363180.013503 + Penalty 1577.383384 = -361602.630119 nChanged 17 SP:Iteration 21Q (1654.244393 sec): 3 clusters Score: Raw -363184.776778 + Penalty 1577.383384 = -361607.393394 nChanged 20 SP:Iteration 22Q (1654.295224 sec): 3 clusters Score: Raw -363191.093194 + Penalty 1577.383384 = -361613.709810 nChanged 21 SP:Iteration 23Q (1654.339969 sec): 3 clusters Score: Raw -363198.645824 + Penalty 1577.383384 = -361621.262440 nChanged 27 SP:Iteration 24Q (1654.397684 sec): 3 clusters Score: Raw -363206.120068 + Penalty 1577.383384 = -361628.736684 nChanged 25 SP:Iteration 25Q (1654.440168 sec): 3 clusters Score: Raw -363213.755701 + Penalty 1577.383384 = -361636.372317 nChanged 24 SP:Iteration 26Q (1654.491844 sec): 3 clusters Score: Raw -363221.797538 + Penalty 1577.383384 = -361644.414154 nChanged 26 SP:Iteration 27Q (1654.539397 sec): 3 clusters Score: Raw -363231.131167 + Penalty 1577.383384 = -361653.747783 nChanged 27 SP:Iteration 28Q (1654.598151 sec): 3 clusters Score: Raw -363239.592240 + Penalty 1577.383384 = -361662.208857 nChanged 14 SP:Iteration 29Q (1654.649886 sec): 3 clusters Score: Raw -363242.916470 + Penalty 1577.383384 = -361665.533086 nChanged 11 SP:Iteration 30Q (1654.698756 sec): 3 clusters Score: Raw -363246.077350 + Penalty 1577.383384 = -361668.693966 nChanged 13 SP:Iteration 31Q (1654.749464 sec): 3 clusters Score: Raw -363249.889713 + Penalty 1577.383384 = -361672.506330 nChanged 13 SP:Iteration 32Q (1654.799337 sec): 3 clusters Score: Raw -363252.986590 + Penalty 1577.383384 = -361675.603206 nChanged 11 SP:Iteration 33Q (1654.840456 sec): 3 clusters Score: Raw -363255.737076 + Penalty 1577.383384 = -361678.353692 nChanged 11 SP:Iteration 34Q (1654.892751 sec): 3 clusters Score: Raw -363258.667441 + Penalty 1577.383384 = -361681.284057 nChanged 13 SP:Iteration 35Q (1654.932989 sec): 3 clusters Score: Raw -363263.505601 + Penalty 1577.383384 = -361686.122217 nChanged 12 SP:Iteration 36Q (1654.986725 sec): 3 clusters Score: Raw -363267.571883 + Penalty 1577.383384 = -361690.188499 nChanged 8 SP:Iteration 37Q (1655.034456 sec): 3 clusters Score: Raw -363269.754538 + Penalty 1577.383384 = -361692.371154 nChanged 11 SP:Iteration 38Q (1655.074506 sec): 3 clusters Score: Raw -363272.500525 + Penalty 1577.383384 = -361695.117141 nChanged 8 SP:Iteration 39Q (1655.125387 sec): 3 clusters Score: Raw -363274.556570 + Penalty 1577.383384 = -361697.173186 nChanged 7 SP:Iteration 40F (1655.177328 sec): 3 clusters Score: Raw -363276.322163 + Penalty 1577.383384 = -361698.938779 nChanged 8 SP:Iteration 41Q (1655.230627 sec): 3 clusters Score: Raw -363278.565244 + Penalty 1577.383384 = -361701.181860 nChanged 3 SP:Iteration 42Q (1655.274498 sec): 3 clusters Score: Raw -363279.012413 + Penalty 1577.383384 = -361701.629029 nChanged 2 SP:Iteration 43Q (1655.329250 sec): 3 clusters Score: Raw -363279.270189 + Penalty 1577.383384 = -361701.886805 nChanged 1 SP:Iteration 44Q (1655.381389 sec): 3 clusters Score: Raw -363279.321349 + Penalty 1577.383384 = -361701.937965 nChanged 2 SP:Iteration 45Q (1655.434215 sec): 3 clusters Score: Raw -363279.531868 + Penalty 1577.383384 = -361702.148484 nChanged 3 SP:Iteration 46Q (1655.487639 sec): 3 clusters Score: Raw -363280.278881 + Penalty 1577.383384 = -361702.895497 nChanged 5 SP:Iteration 47Q (1655.536206 sec): 3 clusters Score: Raw -363281.488555 + Penalty 1577.383384 = -361704.105171 nChanged 5 SP:Iteration 48Q (1655.594188 sec): 3 clusters Score: Raw -363282.466164 + Penalty 1577.383384 = -361705.082780 nChanged 5 SP:Iteration 49Q (1655.645577 sec): 3 clusters Score: Raw -363283.175020 + Penalty 1577.383384 = -361705.791636 nChanged 1 SP:Iteration 50Q (1655.690160 sec): 3 clusters Score: Raw -363283.467100 + Penalty 1577.383384 = -361706.083716 nChanged 3 SP:Iteration 51Q (1655.746204 sec): 3 clusters Score: Raw -363284.084015 + Penalty 1577.383384 = -361706.700631 nChanged 3 SP:Iteration 52Q (1655.785857 sec): 3 clusters Score: Raw -363285.250162 + Penalty 1577.383384 = -361707.866778 nChanged 3 SP:Iteration 53Q (1655.845201 sec): 3 clusters Score: Raw -363286.551129 + Penalty 1577.383384 = -361709.167745 nChanged 3 SP:Iteration 54Q (1655.882591 sec): 3 clusters Score: Raw -363287.450989 + Penalty 1577.383384 = -361710.067605 nChanged 2 SP:Iteration 55Q (1655.947310 sec): 3 clusters Score: Raw -363287.879945 + Penalty 1577.383384 = -361710.496561 nChanged 2 SP:Iteration 56Q (1655.993418 sec): 3 clusters Score: Raw -363288.467230 + Penalty 1577.383384 = -361711.083846 nChanged 2 SP:Iteration 57Q (1656.048005 sec): 3 clusters Score: Raw -363289.324085 + Penalty 1577.383384 = -361711.940701 nChanged 1 SP:Iteration 58Q (1656.097719 sec): 3 clusters Score: Raw -363289.535152 + Penalty 1577.383384 = -361712.151768 nChanged 1 SP:Iteration 59Q (1656.145328 sec): 3 clusters Score: Raw -363289.644035 + Penalty 1577.383384 = -361712.260651 nChanged 2 SP:Iteration 60F (1656.197879 sec): 3 clusters Score: Raw -363289.838224 + Penalty 1577.383384 = -361712.454841 nChanged 1 SP:Iteration 61Q (1656.251367 sec): 3 clusters Score: Raw -363289.902667 + Penalty 1577.383384 = -361712.519283 nChanged 1 SP:Iteration 62Q (1656.293385 sec): 3 clusters Score: Raw -363289.961176 + Penalty 1577.383384 = -361712.577792 nChanged 0 SP:Iteration 63F (1656.343214 sec): 3 clusters Score: Raw -363289.961176 + Penalty 1577.383384 = -361712.577792 nChanged 0 Trying to split cluster 6 (19844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1656.400188 sec): 2 clusters Score: Raw -1690484.588509 + Penalty 940.087412 = -1689544.501097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1656.471508 sec): 3 clusters Score: Raw -1678099.715279 + Penalty 1880.174825 = -1676219.540454 nChanged 9215 SP:Iteration 1F (1656.542244 sec): 3 clusters Score: Raw -1683474.775429 + Penalty 1880.174825 = -1681594.600604 nChanged 995 SP:Iteration 2F (1656.610634 sec): 3 clusters Score: Raw -1683928.900851 + Penalty 1880.174825 = -1682048.726026 nChanged 1089 SP:Iteration 3F (1656.682797 sec): 3 clusters Score: Raw -1684512.844645 + Penalty 1880.174825 = -1682632.669820 nChanged 1139 SP:Iteration 4F (1656.748956 sec): 3 clusters Score: Raw -1685188.734388 + Penalty 1880.174825 = -1683308.559563 nChanged 1216 SP:Iteration 5F (1656.821023 sec): 3 clusters Score: Raw -1685917.491403 + Penalty 1880.174825 = -1684037.316578 nChanged 1131 SP:Iteration 6F (1656.879488 sec): 3 clusters Score: Raw -1686614.533626 + Penalty 1880.174825 = -1684734.358801 nChanged 1046 SP:Iteration 7F (1656.953228 sec): 3 clusters Score: Raw -1687400.403463 + Penalty 1880.174825 = -1685520.228638 nChanged 1012 SP:Iteration 8F (1657.025751 sec): 3 clusters Score: Raw -1688242.708463 + Penalty 1880.174825 = -1686362.533638 nChanged 800 SP:Iteration 9Q (1657.105088 sec): 3 clusters Score: Raw -1688834.026640 + Penalty 1880.174825 = -1686953.851815 nChanged 594 SP:Iteration 10Q (1657.171365 sec): 3 clusters Score: Raw -1689204.074027 + Penalty 1880.174825 = -1687323.899202 nChanged 480 SP:Iteration 11Q (1657.245958 sec): 3 clusters Score: Raw -1689468.741478 + Penalty 1880.174825 = -1687588.566653 nChanged 400 SP:Iteration 12Q (1657.316983 sec): 3 clusters Score: Raw -1689666.605100 + Penalty 1880.174825 = -1687786.430275 nChanged 351 SP:Iteration 13Q (1657.390224 sec): 3 clusters Score: Raw -1689814.404829 + Penalty 1880.174825 = -1687934.230004 nChanged 272 SP:Iteration 14Q (1657.460995 sec): 3 clusters Score: Raw -1689920.633670 + Penalty 1880.174825 = -1688040.458845 nChanged 234 SP:Iteration 15Q (1657.527763 sec): 3 clusters Score: Raw -1690001.556872 + Penalty 1880.174825 = -1688121.382047 nChanged 214 SP:Iteration 16Q (1657.603929 sec): 3 clusters Score: Raw -1690077.715311 + Penalty 1880.174825 = -1688197.540486 nChanged 192 SP:Iteration 17Q (1657.675282 sec): 3 clusters Score: Raw -1690138.439442 + Penalty 1880.174825 = -1688258.264617 nChanged 166 SP:Iteration 18Q (1657.740744 sec): 3 clusters Score: Raw -1690184.963348 + Penalty 1880.174825 = -1688304.788523 nChanged 165 SP:Iteration 19Q (1657.810042 sec): 3 clusters Score: Raw -1690227.643653 + Penalty 1880.174825 = -1688347.468828 nChanged 150 SP:Iteration 20F (1657.885967 sec): 3 clusters Score: Raw -1690261.883765 + Penalty 1880.174825 = -1688381.708940 nChanged 127 SP:Iteration 21Q (1657.956404 sec): 3 clusters Score: Raw -1690290.187764 + Penalty 1880.174825 = -1688410.012939 nChanged 121 SP:Iteration 22Q (1658.014476 sec): 3 clusters Score: Raw -1690317.607025 + Penalty 1880.174825 = -1688437.432200 nChanged 101 SP:Iteration 23Q (1658.088943 sec): 3 clusters Score: Raw -1690338.664469 + Penalty 1880.174825 = -1688458.489644 nChanged 100 SP:Iteration 24Q (1658.162593 sec): 3 clusters Score: Raw -1690359.911306 + Penalty 1880.174825 = -1688479.736481 nChanged 89 SP:Iteration 25Q (1658.231692 sec): 3 clusters Score: Raw -1690377.259845 + Penalty 1880.174825 = -1688497.085020 nChanged 86 SP:Iteration 26Q (1658.292789 sec): 3 clusters Score: Raw -1690392.242111 + Penalty 1880.174825 = -1688512.067286 nChanged 88 SP:Iteration 27Q (1658.373751 sec): 3 clusters Score: Raw -1690407.324310 + Penalty 1880.174825 = -1688527.149485 nChanged 72 SP:Iteration 28Q (1658.436282 sec): 3 clusters Score: Raw -1690420.847933 + Penalty 1880.174825 = -1688540.673108 nChanged 80 SP:Iteration 29Q (1658.508983 sec): 3 clusters Score: Raw -1690438.085025 + Penalty 1880.174825 = -1688557.910200 nChanged 83 SP:Iteration 30Q (1658.591814 sec): 3 clusters Score: Raw -1690456.376181 + Penalty 1880.174825 = -1688576.201356 nChanged 92 SP:Iteration 31Q (1658.664698 sec): 3 clusters Score: Raw -1690478.026512 + Penalty 1880.174825 = -1688597.851687 nChanged 81 SP:Iteration 32Q (1658.734097 sec): 3 clusters Score: Raw -1690496.978372 + Penalty 1880.174825 = -1688616.803547 nChanged 87 SP:Iteration 33Q (1658.805586 sec): 3 clusters Score: Raw -1690519.524735 + Penalty 1880.174825 = -1688639.349910 nChanged 88 SP:Iteration 34Q (1658.873428 sec): 3 clusters Score: Raw -1690542.328193 + Penalty 1880.174825 = -1688662.153368 nChanged 82 SP:Iteration 35Q (1658.936863 sec): 3 clusters Score: Raw -1690564.497121 + Penalty 1880.174825 = -1688684.322296 nChanged 68 SP:Iteration 36Q (1659.007432 sec): 3 clusters Score: Raw -1690586.323753 + Penalty 1880.174825 = -1688706.148928 nChanged 56 SP:Iteration 37Q (1659.067437 sec): 3 clusters Score: Raw -1690603.104501 + Penalty 1880.174825 = -1688722.929676 nChanged 55 SP:Iteration 38Q (1659.138983 sec): 3 clusters Score: Raw -1690621.042543 + Penalty 1880.174825 = -1688740.867719 nChanged 53 SP:Iteration 39Q (1659.204077 sec): 3 clusters Score: Raw -1690635.506722 + Penalty 1880.174825 = -1688755.331897 nChanged 48 SP:Iteration 40F (1659.269398 sec): 3 clusters Score: Raw -1690646.195851 + Penalty 1880.174825 = -1688766.021026 nChanged 43 SP:Iteration 41Q (1659.344157 sec): 3 clusters Score: Raw -1690654.676750 + Penalty 1880.174825 = -1688774.501925 nChanged 38 SP:Iteration 42Q (1659.407282 sec): 3 clusters Score: Raw -1690661.275802 + Penalty 1880.174825 = -1688781.100977 nChanged 27 SP:Iteration 43Q (1659.478069 sec): 3 clusters Score: Raw -1690667.182227 + Penalty 1880.174825 = -1688787.007402 nChanged 22 SP:Iteration 44Q (1659.536688 sec): 3 clusters Score: Raw -1690670.570922 + Penalty 1880.174825 = -1688790.396097 nChanged 24 SP:Iteration 45Q (1659.604381 sec): 3 clusters Score: Raw -1690674.100448 + Penalty 1880.174825 = -1688793.925623 nChanged 22 SP:Iteration 46Q (1659.676345 sec): 3 clusters Score: Raw -1690678.667200 + Penalty 1880.174825 = -1688798.492375 nChanged 22 SP:Iteration 47Q (1659.742552 sec): 3 clusters Score: Raw -1690685.778560 + Penalty 1880.174825 = -1688805.603735 nChanged 32 SP:Iteration 48Q (1659.806638 sec): 3 clusters Score: Raw -1690698.584689 + Penalty 1880.174825 = -1688818.409864 nChanged 38 SP:Iteration 49Q (1659.868748 sec): 3 clusters Score: Raw -1690709.340490 + Penalty 1880.174825 = -1688829.165665 nChanged 31 SP:Iteration 50Q (1659.940953 sec): 3 clusters Score: Raw -1690718.551206 + Penalty 1880.174825 = -1688838.376381 nChanged 33 SP:Iteration 51Q (1660.013077 sec): 3 clusters Score: Raw -1690727.148729 + Penalty 1880.174825 = -1688846.973904 nChanged 24 SP:Iteration 52Q (1660.077249 sec): 3 clusters Score: Raw -1690733.044112 + Penalty 1880.174825 = -1688852.869287 nChanged 24 SP:Iteration 53Q (1660.132530 sec): 3 clusters Score: Raw -1690737.758386 + Penalty 1880.174825 = -1688857.583561 nChanged 20 SP:Iteration 54Q (1660.207590 sec): 3 clusters Score: Raw -1690743.051750 + Penalty 1880.174825 = -1688862.876925 nChanged 22 SP:Iteration 55Q (1660.276198 sec): 3 clusters Score: Raw -1690747.980182 + Penalty 1880.174825 = -1688867.805357 nChanged 13 SP:Iteration 56Q (1660.330832 sec): 3 clusters Score: Raw -1690750.282906 + Penalty 1880.174825 = -1688870.108081 nChanged 9 SP:Iteration 57Q (1660.396787 sec): 3 clusters Score: Raw -1690751.604237 + Penalty 1880.174825 = -1688871.429412 nChanged 8 SP:Iteration 58Q (1660.469838 sec): 3 clusters Score: Raw -1690753.250236 + Penalty 1880.174825 = -1688873.075411 nChanged 7 SP:Iteration 59Q (1660.539715 sec): 3 clusters Score: Raw -1690754.925747 + Penalty 1880.174825 = -1688874.750922 nChanged 13 SP:Iteration 60F (1660.609065 sec): 3 clusters Score: Raw -1690757.638621 + Penalty 1880.174825 = -1688877.463796 nChanged 13 SP:Iteration 61Q (1660.675807 sec): 3 clusters Score: Raw -1690760.608044 + Penalty 1880.174825 = -1688880.433219 nChanged 14 SP:Iteration 62Q (1660.744326 sec): 3 clusters Score: Raw -1690764.799957 + Penalty 1880.174825 = -1688884.625132 nChanged 18 SP:Iteration 63Q (1660.801693 sec): 3 clusters Score: Raw -1690769.301549 + Penalty 1880.174825 = -1688889.126724 nChanged 16 SP:Iteration 64Q (1660.878756 sec): 3 clusters Score: Raw -1690772.618507 + Penalty 1880.174825 = -1688892.443682 nChanged 16 SP:Iteration 65Q (1660.941851 sec): 3 clusters Score: Raw -1690776.032552 + Penalty 1880.174825 = -1688895.857727 nChanged 17 SP:Iteration 66Q (1661.012428 sec): 3 clusters Score: Raw -1690780.089743 + Penalty 1880.174825 = -1688899.914918 nChanged 14 SP:Iteration 67Q (1661.069164 sec): 3 clusters Score: Raw -1690783.281244 + Penalty 1880.174825 = -1688903.106419 nChanged 13 SP:Iteration 68Q (1661.136265 sec): 3 clusters Score: Raw -1690785.907318 + Penalty 1880.174825 = -1688905.732493 nChanged 10 SP:Iteration 69Q (1661.203038 sec): 3 clusters Score: Raw -1690788.210433 + Penalty 1880.174825 = -1688908.035608 nChanged 12 SP:Iteration 70Q (1661.275142 sec): 3 clusters Score: Raw -1690789.839355 + Penalty 1880.174825 = -1688909.664530 nChanged 8 SP:Iteration 71Q (1661.338956 sec): 3 clusters Score: Raw -1690790.531409 + Penalty 1880.174825 = -1688910.356584 nChanged 6 SP:Iteration 72Q (1661.411840 sec): 3 clusters Score: Raw -1690791.262885 + Penalty 1880.174825 = -1688911.088061 nChanged 3 SP:Iteration 73Q (1661.476682 sec): 3 clusters Score: Raw -1690791.795484 + Penalty 1880.174825 = -1688911.620659 nChanged 2 SP:Iteration 74Q (1661.552440 sec): 3 clusters Score: Raw -1690792.094575 + Penalty 1880.174825 = -1688911.919750 nChanged 3 SP:Iteration 75Q (1661.618069 sec): 3 clusters Score: Raw -1690792.362453 + Penalty 1880.174825 = -1688912.187628 nChanged 0 SP:Iteration 76F (1661.672343 sec): 3 clusters Score: Raw -1690792.362453 + Penalty 1880.174825 = -1688912.187628 nChanged 0 Trying to split cluster 7 (22939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1661.713902 sec): 2 clusters Score: Raw -2035935.183441 + Penalty 953.856411 = -2034981.327030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1661.801774 sec): 3 clusters Score: Raw -2021503.559417 + Penalty 1907.712822 = -2019595.846595 nChanged 10600 SP:Iteration 1F (1661.863411 sec): 3 clusters Score: Raw -2027622.871022 + Penalty 1907.712822 = -2025715.158200 nChanged 1136 SP:Iteration 2Q (1661.944973 sec): 3 clusters Score: Raw -2028100.515600 + Penalty 1907.712822 = -2026192.802778 nChanged 1203 SP:Iteration 3F (1662.022814 sec): 3 clusters Score: Raw -2028632.181964 + Penalty 1907.712822 = -2026724.469142 nChanged 1173 SP:Iteration 4F (1662.089177 sec): 3 clusters Score: Raw -2029198.645667 + Penalty 1907.712822 = -2027290.932846 nChanged 1181 SP:Iteration 5F (1662.164665 sec): 3 clusters Score: Raw -2029801.343368 + Penalty 1907.712822 = -2027893.630546 nChanged 1168 SP:Iteration 6F (1662.236236 sec): 3 clusters Score: Raw -2030394.225443 + Penalty 1907.712822 = -2028486.512621 nChanged 1093 SP:Iteration 7Q (1662.322757 sec): 3 clusters Score: Raw -2030975.204514 + Penalty 1907.712822 = -2029067.491693 nChanged 979 SP:Iteration 8Q (1662.409156 sec): 3 clusters Score: Raw -2031471.290637 + Penalty 1907.712822 = -2029563.577816 nChanged 847 SP:Iteration 9Q (1662.479887 sec): 3 clusters Score: Raw -2031875.897527 + Penalty 1907.712822 = -2029968.184705 nChanged 729 SP:Iteration 10Q (1662.555749 sec): 3 clusters Score: Raw -2032207.764507 + Penalty 1907.712822 = -2030300.051685 nChanged 561 SP:Iteration 11Q (1662.632315 sec): 3 clusters Score: Raw -2032412.367891 + Penalty 1907.712822 = -2030504.655070 nChanged 424 SP:Iteration 12Q (1662.704859 sec): 3 clusters Score: Raw -2032546.943685 + Penalty 1907.712822 = -2030639.230864 nChanged 351 SP:Iteration 13Q (1662.776879 sec): 3 clusters Score: Raw -2032645.309658 + Penalty 1907.712822 = -2030737.596836 nChanged 303 SP:Iteration 14Q (1662.848321 sec): 3 clusters Score: Raw -2032718.856347 + Penalty 1907.712822 = -2030811.143526 nChanged 267 SP:Iteration 15Q (1662.916885 sec): 3 clusters Score: Raw -2032786.335667 + Penalty 1907.712822 = -2030878.622845 nChanged 255 SP:Iteration 16Q (1662.992518 sec): 3 clusters Score: Raw -2032848.202499 + Penalty 1907.712822 = -2030940.489678 nChanged 241 SP:Iteration 17Q (1663.069269 sec): 3 clusters Score: Raw -2032902.707304 + Penalty 1907.712822 = -2030994.994482 nChanged 252 SP:Iteration 18Q (1663.142726 sec): 3 clusters Score: Raw -2032963.666268 + Penalty 1907.712822 = -2031055.953447 nChanged 263 SP:Iteration 19Q (1663.218818 sec): 3 clusters Score: Raw -2033025.715150 + Penalty 1907.712822 = -2031118.002328 nChanged 277 SP:Iteration 20F (1663.302965 sec): 3 clusters Score: Raw -2033092.552752 + Penalty 1907.712822 = -2031184.839931 nChanged 252 SP:Iteration 21Q (1663.370809 sec): 3 clusters Score: Raw -2033155.091336 + Penalty 1907.712822 = -2031247.378515 nChanged 267 SP:Iteration 22Q (1663.454949 sec): 3 clusters Score: Raw -2033227.084887 + Penalty 1907.712822 = -2031319.372066 nChanged 273 SP:Iteration 23Q (1663.526561 sec): 3 clusters Score: Raw -2033305.222494 + Penalty 1907.712822 = -2031397.509673 nChanged 302 SP:Iteration 24Q (1663.607186 sec): 3 clusters Score: Raw -2033392.292507 + Penalty 1907.712822 = -2031484.579685 nChanged 310 SP:Iteration 25Q (1663.680999 sec): 3 clusters Score: Raw -2033480.392620 + Penalty 1907.712822 = -2031572.679798 nChanged 320 SP:Iteration 26Q (1663.761153 sec): 3 clusters Score: Raw -2033580.760317 + Penalty 1907.712822 = -2031673.047495 nChanged 344 SP:Iteration 27Q (1663.826635 sec): 3 clusters Score: Raw -2033692.863157 + Penalty 1907.712822 = -2031785.150335 nChanged 351 SP:Iteration 28Q (1663.896720 sec): 3 clusters Score: Raw -2033820.766681 + Penalty 1907.712822 = -2031913.053860 nChanged 361 SP:Iteration 29Q (1663.970288 sec): 3 clusters Score: Raw -2033947.988508 + Penalty 1907.712822 = -2032040.275687 nChanged 337 SP:Iteration 30Q (1664.050284 sec): 3 clusters Score: Raw -2034068.499698 + Penalty 1907.712822 = -2032160.786876 nChanged 328 SP:Iteration 31Q (1664.122740 sec): 3 clusters Score: Raw -2034193.681949 + Penalty 1907.712822 = -2032285.969128 nChanged 336 SP:Iteration 32Q (1664.199791 sec): 3 clusters Score: Raw -2034326.902203 + Penalty 1907.712822 = -2032419.189382 nChanged 329 SP:Iteration 33Q (1664.271038 sec): 3 clusters Score: Raw -2034452.796062 + Penalty 1907.712822 = -2032545.083240 nChanged 308 SP:Iteration 34Q (1664.345245 sec): 3 clusters Score: Raw -2034574.811570 + Penalty 1907.712822 = -2032667.098748 nChanged 320 SP:Iteration 35Q (1664.416992 sec): 3 clusters Score: Raw -2034708.052576 + Penalty 1907.712822 = -2032800.339755 nChanged 297 SP:Iteration 36Q (1664.489787 sec): 3 clusters Score: Raw -2034837.003313 + Penalty 1907.712822 = -2032929.290491 nChanged 305 SP:Iteration 37Q (1664.573828 sec): 3 clusters Score: Raw -2034971.627069 + Penalty 1907.712822 = -2033063.914248 nChanged 275 SP:Iteration 38Q (1664.649944 sec): 3 clusters Score: Raw -2035091.040110 + Penalty 1907.712822 = -2033183.327288 nChanged 248 SP:Iteration 39Q (1664.716050 sec): 3 clusters Score: Raw -2035207.067010 + Penalty 1907.712822 = -2033299.354189 nChanged 239 SP:Iteration 40F (1664.783174 sec): 3 clusters Score: Raw -2035325.935848 + Penalty 1907.712822 = -2033418.223026 nChanged 211 SP:Iteration 41Q (1664.857042 sec): 3 clusters Score: Raw -2035428.755706 + Penalty 1907.712822 = -2033521.042884 nChanged 201 SP:Iteration 42Q (1664.931084 sec): 3 clusters Score: Raw -2035536.204717 + Penalty 1907.712822 = -2033628.491896 nChanged 169 SP:Iteration 43Q (1665.008630 sec): 3 clusters Score: Raw -2035618.516158 + Penalty 1907.712822 = -2033710.803336 nChanged 143 SP:Iteration 44Q (1665.082171 sec): 3 clusters Score: Raw -2035691.030793 + Penalty 1907.712822 = -2033783.317972 nChanged 133 SP:Iteration 45Q (1665.146879 sec): 3 clusters Score: Raw -2035763.459270 + Penalty 1907.712822 = -2033855.746448 nChanged 113 SP:Iteration 46Q (1665.227425 sec): 3 clusters Score: Raw -2035826.515209 + Penalty 1907.712822 = -2033918.802387 nChanged 81 SP:Iteration 47Q (1665.294977 sec): 3 clusters Score: Raw -2035872.874698 + Penalty 1907.712822 = -2033965.161877 nChanged 63 SP:Iteration 48Q (1665.364170 sec): 3 clusters Score: Raw -2035913.441152 + Penalty 1907.712822 = -2034005.728330 nChanged 71 SP:Iteration 49Q (1665.431495 sec): 3 clusters Score: Raw -2035953.354265 + Penalty 1907.712822 = -2034045.641444 nChanged 54 SP:Iteration 50Q (1665.502163 sec): 3 clusters Score: Raw -2035979.456025 + Penalty 1907.712822 = -2034071.743204 nChanged 38 SP:Iteration 51Q (1665.571331 sec): 3 clusters Score: Raw -2036000.045065 + Penalty 1907.712822 = -2034092.332244 nChanged 35 SP:Iteration 52Q (1665.628473 sec): 3 clusters Score: Raw -2036017.208183 + Penalty 1907.712822 = -2034109.495362 nChanged 24 SP:Iteration 53Q (1665.700553 sec): 3 clusters Score: Raw -2036027.913907 + Penalty 1907.712822 = -2034120.201086 nChanged 19 SP:Iteration 54Q (1665.777837 sec): 3 clusters Score: Raw -2036033.989834 + Penalty 1907.712822 = -2034126.277013 nChanged 12 SP:Iteration 55Q (1665.840076 sec): 3 clusters Score: Raw -2036038.637420 + Penalty 1907.712822 = -2034130.924598 nChanged 10 SP:Iteration 56Q (1665.906833 sec): 3 clusters Score: Raw -2036041.435643 + Penalty 1907.712822 = -2034133.722821 nChanged 11 SP:Iteration 57Q (1665.983093 sec): 3 clusters Score: Raw -2036046.626160 + Penalty 1907.712822 = -2034138.913339 nChanged 9 SP:Iteration 58Q (1666.051830 sec): 3 clusters Score: Raw -2036050.183532 + Penalty 1907.712822 = -2034142.470710 nChanged 9 SP:Iteration 59Q (1666.122390 sec): 3 clusters Score: Raw -2036054.428289 + Penalty 1907.712822 = -2034146.715468 nChanged 7 SP:Iteration 60F (1666.191935 sec): 3 clusters Score: Raw -2036056.856959 + Penalty 1907.712822 = -2034149.144138 nChanged 6 SP:Iteration 61Q (1666.268819 sec): 3 clusters Score: Raw -2036059.093354 + Penalty 1907.712822 = -2034151.380532 nChanged 8 SP:Iteration 62Q (1666.348220 sec): 3 clusters Score: Raw -2036062.558122 + Penalty 1907.712822 = -2034154.845300 nChanged 7 SP:Iteration 63Q (1666.420272 sec): 3 clusters Score: Raw -2036065.323779 + Penalty 1907.712822 = -2034157.610958 nChanged 7 SP:Iteration 64Q (1666.490463 sec): 3 clusters Score: Raw -2036067.322512 + Penalty 1907.712822 = -2034159.609691 nChanged 5 SP:Iteration 65Q (1666.553001 sec): 3 clusters Score: Raw -2036069.263964 + Penalty 1907.712822 = -2034161.551142 nChanged 7 SP:Iteration 66Q (1666.621846 sec): 3 clusters Score: Raw -2036072.931652 + Penalty 1907.712822 = -2034165.218831 nChanged 9 SP:Iteration 67Q (1666.696233 sec): 3 clusters Score: Raw -2036077.171061 + Penalty 1907.712822 = -2034169.458240 nChanged 8 SP:Iteration 68Q (1666.767300 sec): 3 clusters Score: Raw -2036081.077977 + Penalty 1907.712822 = -2034173.365155 nChanged 8 SP:Iteration 69Q (1666.836692 sec): 3 clusters Score: Raw -2036084.279547 + Penalty 1907.712822 = -2034176.566726 nChanged 7 SP:Iteration 70Q (1666.900050 sec): 3 clusters Score: Raw -2036086.880531 + Penalty 1907.712822 = -2034179.167709 nChanged 3 SP:Iteration 71Q (1666.973254 sec): 3 clusters Score: Raw -2036088.019009 + Penalty 1907.712822 = -2034180.306188 nChanged 1 SP:Iteration 72Q (1667.050077 sec): 3 clusters Score: Raw -2036088.545660 + Penalty 1907.712822 = -2034180.832839 nChanged 2 SP:Iteration 73Q (1667.124406 sec): 3 clusters Score: Raw -2036089.300194 + Penalty 1907.712822 = -2034181.587372 nChanged 1 SP:Iteration 74Q (1667.197904 sec): 3 clusters Score: Raw -2036089.481070 + Penalty 1907.712822 = -2034181.768249 nChanged 0 SP:Iteration 75F (1667.262195 sec): 3 clusters Score: Raw -2036089.481070 + Penalty 1907.712822 = -2034181.768249 nChanged 0 Trying to split cluster 8 (1438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1667.287743 sec): 2 clusters Score: Raw -123661.414213 + Penalty 690.745811 = -122970.668402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1667.333017 sec): 3 clusters Score: Raw -123011.794312 + Penalty 1381.491622 = -121630.302690 nChanged 529 SP:Iteration 1F (1667.372191 sec): 3 clusters Score: Raw -123330.710713 + Penalty 1381.491622 = -121949.219091 nChanged 102 SP:Iteration 2F (1667.421828 sec): 3 clusters Score: Raw -123394.925911 + Penalty 1381.491622 = -122013.434288 nChanged 71 SP:Iteration 3Q (1667.479912 sec): 3 clusters Score: Raw -123441.500235 + Penalty 1381.491622 = -122060.008613 nChanged 51 SP:Iteration 4Q (1667.519534 sec): 3 clusters Score: Raw -123476.663851 + Penalty 1381.491622 = -122095.172229 nChanged 49 SP:Iteration 5Q (1667.577555 sec): 3 clusters Score: Raw -123502.352983 + Penalty 1381.491622 = -122120.861361 nChanged 46 SP:Iteration 6Q (1667.617079 sec): 3 clusters Score: Raw -123530.343293 + Penalty 1381.491622 = -122148.851671 nChanged 38 SP:Iteration 7Q (1667.665989 sec): 3 clusters Score: Raw -123555.357219 + Penalty 1381.491622 = -122173.865596 nChanged 27 SP:Iteration 8Q (1667.701134 sec): 3 clusters Score: Raw -123572.949159 + Penalty 1381.491622 = -122191.457537 nChanged 29 SP:Iteration 9Q (1667.757413 sec): 3 clusters Score: Raw -123596.038423 + Penalty 1381.491622 = -122214.546801 nChanged 34 SP:Iteration 10Q (1667.809685 sec): 3 clusters Score: Raw -123622.320598 + Penalty 1381.491622 = -122240.828976 nChanged 31 SP:Iteration 11Q (1667.853935 sec): 3 clusters Score: Raw -123641.339273 + Penalty 1381.491622 = -122259.847651 nChanged 24 SP:Iteration 12Q (1667.902354 sec): 3 clusters Score: Raw -123657.706134 + Penalty 1381.491622 = -122276.214512 nChanged 18 SP:Iteration 13Q (1667.951810 sec): 3 clusters Score: Raw -123668.575902 + Penalty 1381.491622 = -122287.084280 nChanged 16 SP:Iteration 14Q (1668.002157 sec): 3 clusters Score: Raw -123680.854203 + Penalty 1381.491622 = -122299.362580 nChanged 12 SP:Iteration 15Q (1668.046267 sec): 3 clusters Score: Raw -123688.198084 + Penalty 1381.491622 = -122306.706462 nChanged 4 SP:Iteration 16Q (1668.099919 sec): 3 clusters Score: Raw -123690.819332 + Penalty 1381.491622 = -122309.327710 nChanged 2 SP:Iteration 17Q (1668.142628 sec): 3 clusters Score: Raw -123692.172706 + Penalty 1381.491622 = -122310.681083 nChanged 5 SP:Iteration 18Q (1668.190912 sec): 3 clusters Score: Raw -123696.439680 + Penalty 1381.491622 = -122314.948058 nChanged 4 SP:Iteration 19Q (1668.239967 sec): 3 clusters Score: Raw -123700.812836 + Penalty 1381.491622 = -122319.321214 nChanged 6 SP:Iteration 20F (1668.283419 sec): 3 clusters Score: Raw -123705.207977 + Penalty 1381.491622 = -122323.716355 nChanged 6 SP:Iteration 21Q (1668.326148 sec): 3 clusters Score: Raw -123711.156704 + Penalty 1381.491622 = -122329.665081 nChanged 7 SP:Iteration 22Q (1668.385984 sec): 3 clusters Score: Raw -123715.759030 + Penalty 1381.491622 = -122334.267408 nChanged 4 SP:Iteration 23Q (1668.433903 sec): 3 clusters Score: Raw -123717.802306 + Penalty 1381.491622 = -122336.310684 nChanged 5 SP:Iteration 24Q (1668.478348 sec): 3 clusters Score: Raw -123720.349653 + Penalty 1381.491622 = -122338.858031 nChanged 8 SP:Iteration 25Q (1668.524015 sec): 3 clusters Score: Raw -123725.378851 + Penalty 1381.491622 = -122343.887229 nChanged 5 SP:Iteration 26Q (1668.566336 sec): 3 clusters Score: Raw -123727.489976 + Penalty 1381.491622 = -122345.998354 nChanged 3 SP:Iteration 27Q (1668.614357 sec): 3 clusters Score: Raw -123729.506491 + Penalty 1381.491622 = -122348.014869 nChanged 3 SP:Iteration 28Q (1668.655715 sec): 3 clusters Score: Raw -123731.453887 + Penalty 1381.491622 = -122349.962265 nChanged 4 SP:Iteration 29Q (1668.693780 sec): 3 clusters Score: Raw -123733.723207 + Penalty 1381.491622 = -122352.231585 nChanged 7 SP:Iteration 30Q (1668.748370 sec): 3 clusters Score: Raw -123738.458963 + Penalty 1381.491622 = -122356.967341 nChanged 7 SP:Iteration 31Q (1668.785914 sec): 3 clusters Score: Raw -123743.537827 + Penalty 1381.491622 = -122362.046204 nChanged 9 SP:Iteration 32Q (1668.828970 sec): 3 clusters Score: Raw -123749.437210 + Penalty 1381.491622 = -122367.945588 nChanged 4 SP:Iteration 33Q (1668.875731 sec): 3 clusters Score: Raw -123751.823642 + Penalty 1381.491622 = -122370.332020 nChanged 4 SP:Iteration 34Q (1668.923055 sec): 3 clusters Score: Raw -123753.738895 + Penalty 1381.491622 = -122372.247273 nChanged 4 SP:Iteration 35Q (1668.967567 sec): 3 clusters Score: Raw -123756.272223 + Penalty 1381.491622 = -122374.780601 nChanged 2 SP:Iteration 36Q (1669.010790 sec): 3 clusters Score: Raw -123757.226643 + Penalty 1381.491622 = -122375.735021 nChanged 1 SP:Iteration 37Q (1669.055099 sec): 3 clusters Score: Raw -123758.858566 + Penalty 1381.491622 = -122377.366944 nChanged 2 SP:Iteration 38Q (1669.100583 sec): 3 clusters Score: Raw -123760.459873 + Penalty 1381.491622 = -122378.968251 nChanged 0 SP:Iteration 39F (1669.149460 sec): 3 clusters Score: Raw -123760.459873 + Penalty 1381.491622 = -122378.968251 nChanged 0 Trying to split cluster 9 (740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1669.173037 sec): 2 clusters Score: Raw -48261.519737 + Penalty 627.631768 = -47633.887969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1669.221924 sec): 3 clusters Score: Raw -48012.309342 + Penalty 1255.263535 = -46757.045807 nChanged 255 SP:Iteration 1F (1669.274063 sec): 3 clusters Score: Raw -48278.406711 + Penalty 1255.263535 = -47023.143176 nChanged 74 SP:Iteration 2F (1669.321011 sec): 3 clusters Score: Raw -48386.264320 + Penalty 1255.263535 = -47131.000785 nChanged 39 SP:Iteration 3F (1669.369376 sec): 3 clusters Score: Raw -48445.352774 + Penalty 1255.263535 = -47190.089239 nChanged 32 SP:Iteration 4Q (1669.408238 sec): 3 clusters Score: Raw -48489.526395 + Penalty 1255.263535 = -47234.262860 nChanged 20 SP:Iteration 5Q (1669.458041 sec): 3 clusters Score: Raw -48524.042961 + Penalty 1255.263535 = -47268.779426 nChanged 18 SP:Iteration 6Q (1669.505883 sec): 3 clusters Score: Raw -48540.638708 + Penalty 1255.263535 = -47285.375173 nChanged 16 SP:Iteration 7Q (1669.555519 sec): 3 clusters Score: Raw -48560.542869 + Penalty 1255.263535 = -47305.279334 nChanged 13 SP:Iteration 8Q (1669.601321 sec): 3 clusters Score: Raw -48580.581140 + Penalty 1255.263535 = -47325.317605 nChanged 11 SP:Iteration 9Q (1669.641494 sec): 3 clusters Score: Raw -48601.213783 + Penalty 1255.263535 = -47345.950248 nChanged 11 SP:Iteration 10Q (1669.692393 sec): 3 clusters Score: Raw -48615.691013 + Penalty 1255.263535 = -47360.427478 nChanged 9 SP:Iteration 11Q (1669.730573 sec): 3 clusters Score: Raw -48629.344071 + Penalty 1255.263535 = -47374.080535 nChanged 11 SP:Iteration 12Q (1669.781289 sec): 3 clusters Score: Raw -48641.252022 + Penalty 1255.263535 = -47385.988487 nChanged 4 SP:Iteration 13Q (1669.817839 sec): 3 clusters Score: Raw -48643.715696 + Penalty 1255.263535 = -47388.452161 nChanged 3 SP:Iteration 14Q (1669.865901 sec): 3 clusters Score: Raw -48646.125165 + Penalty 1255.263535 = -47390.861630 nChanged 1 SP:Iteration 15Q (1669.906326 sec): 3 clusters Score: Raw -48646.648719 + Penalty 1255.263535 = -47391.385183 nChanged 0 SP:Iteration 16F (1669.949367 sec): 3 clusters Score: Raw -48646.648719 + Penalty 1255.263535 = -47391.385183 nChanged 0 Trying to split cluster 10 (593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1669.986142 sec): 2 clusters Score: Raw -40474.925566 + Penalty 606.593468 = -39868.332099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1670.030343 sec): 3 clusters Score: Raw -40330.332696 + Penalty 1213.186936 = -39117.145760 nChanged 192 SP:Iteration 1F (1670.074765 sec): 3 clusters Score: Raw -40520.932062 + Penalty 1213.186936 = -39307.745126 nChanged 58 SP:Iteration 2F (1670.114902 sec): 3 clusters Score: Raw -40593.797152 + Penalty 1213.186936 = -39380.610216 nChanged 35 SP:Iteration 3F (1670.159342 sec): 3 clusters Score: Raw -40637.049477 + Penalty 1213.186936 = -39423.862541 nChanged 19 SP:Iteration 4Q (1670.203283 sec): 3 clusters Score: Raw -40664.663740 + Penalty 1213.186936 = -39451.476804 nChanged 12 SP:Iteration 5Q (1670.241470 sec): 3 clusters Score: Raw -40680.352147 + Penalty 1213.186936 = -39467.165211 nChanged 8 SP:Iteration 6Q (1670.299011 sec): 3 clusters Score: Raw -40693.255543 + Penalty 1213.186936 = -39480.068607 nChanged 11 SP:Iteration 7Q (1670.344704 sec): 3 clusters Score: Raw -40710.256506 + Penalty 1213.186936 = -39497.069570 nChanged 11 SP:Iteration 8Q (1670.388199 sec): 3 clusters Score: Raw -40728.205279 + Penalty 1213.186936 = -39515.018343 nChanged 11 SP:Iteration 9Q (1670.436829 sec): 3 clusters Score: Raw -40739.613962 + Penalty 1213.186936 = -39526.427026 nChanged 4 SP:Iteration 10Q (1670.474378 sec): 3 clusters Score: Raw -40742.321831 + Penalty 1213.186936 = -39529.134895 nChanged 4 SP:Iteration 11Q (1670.516388 sec): 3 clusters Score: Raw -40745.053712 + Penalty 1213.186936 = -39531.866776 nChanged 2 SP:Iteration 12Q (1670.566598 sec): 3 clusters Score: Raw -40746.489890 + Penalty 1213.186936 = -39533.302955 nChanged 1 SP:Iteration 13Q (1670.612125 sec): 3 clusters Score: Raw -40747.279925 + Penalty 1213.186936 = -39534.092989 nChanged 1 SP:Iteration 14Q (1670.657282 sec): 3 clusters Score: Raw -40747.577869 + Penalty 1213.186936 = -39534.390934 nChanged 0 SP:Iteration 15F (1670.707966 sec): 3 clusters Score: Raw -40747.577869 + Penalty 1213.186936 = -39534.390934 nChanged 0 Trying to split cluster 11 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1670.725364 sec): 2 clusters Score: Raw -17311.016533 + Penalty 523.006496 = -16788.010037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1670.767103 sec): 3 clusters Score: Raw -17324.970036 + Penalty 1046.012992 = -16278.957045 nChanged 59 SP:Iteration 1F (1670.822511 sec): 3 clusters Score: Raw -17421.878946 + Penalty 1046.012992 = -16375.865954 nChanged 15 SP:Iteration 2F (1670.857579 sec): 3 clusters Score: Raw -17451.256995 + Penalty 1046.012992 = -16405.244003 nChanged 7 SP:Iteration 3Q (1670.904526 sec): 3 clusters Score: Raw -17461.615549 + Penalty 1046.012992 = -16415.602557 nChanged 1 SP:Iteration 4Q (1670.954083 sec): 3 clusters Score: Raw -17462.979742 + Penalty 1046.012992 = -16416.966751 nChanged 0 SP:Iteration 5F (1670.997362 sec): 3 clusters Score: Raw -17462.979742 + Penalty 1046.012992 = -16416.966751 nChanged 0 Trying to split cluster 12 (2654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1671.025584 sec): 2 clusters Score: Raw -220852.014206 + Penalty 748.963205 = -220103.051001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1671.075274 sec): 3 clusters Score: Raw -219478.292068 + Penalty 1497.926411 = -217980.365657 nChanged 1064 SP:Iteration 1F (1671.119497 sec): 3 clusters Score: Raw -220089.271645 + Penalty 1497.926411 = -218591.345234 nChanged 199 SP:Iteration 2F (1671.174280 sec): 3 clusters Score: Raw -220202.988852 + Penalty 1497.926411 = -218705.062441 nChanged 139 SP:Iteration 3F (1671.218256 sec): 3 clusters Score: Raw -220271.858030 + Penalty 1497.926411 = -218773.931620 nChanged 96 SP:Iteration 4Q (1671.268111 sec): 3 clusters Score: Raw -220316.432326 + Penalty 1497.926411 = -218818.505915 nChanged 83 SP:Iteration 5Q (1671.318540 sec): 3 clusters Score: Raw -220354.539327 + Penalty 1497.926411 = -218856.612916 nChanged 82 SP:Iteration 6Q (1671.367418 sec): 3 clusters Score: Raw -220396.149030 + Penalty 1497.926411 = -218898.222619 nChanged 71 SP:Iteration 7Q (1671.416460 sec): 3 clusters Score: Raw -220428.544183 + Penalty 1497.926411 = -218930.617772 nChanged 62 SP:Iteration 8Q (1671.467505 sec): 3 clusters Score: Raw -220457.408946 + Penalty 1497.926411 = -218959.482535 nChanged 47 SP:Iteration 9Q (1671.513438 sec): 3 clusters Score: Raw -220477.200101 + Penalty 1497.926411 = -218979.273690 nChanged 42 SP:Iteration 10Q (1671.566688 sec): 3 clusters Score: Raw -220497.647686 + Penalty 1497.926411 = -218999.721275 nChanged 40 SP:Iteration 11Q (1671.619413 sec): 3 clusters Score: Raw -220513.752763 + Penalty 1497.926411 = -219015.826352 nChanged 34 SP:Iteration 12Q (1671.667729 sec): 3 clusters Score: Raw -220527.554062 + Penalty 1497.926411 = -219029.627651 nChanged 30 SP:Iteration 13Q (1671.719656 sec): 3 clusters Score: Raw -220539.413065 + Penalty 1497.926411 = -219041.486654 nChanged 35 SP:Iteration 14Q (1671.770971 sec): 3 clusters Score: Raw -220554.794665 + Penalty 1497.926411 = -219056.868254 nChanged 32 SP:Iteration 15Q (1671.820234 sec): 3 clusters Score: Raw -220568.731831 + Penalty 1497.926411 = -219070.805420 nChanged 34 SP:Iteration 16Q (1671.873376 sec): 3 clusters Score: Raw -220586.803147 + Penalty 1497.926411 = -219088.876736 nChanged 37 SP:Iteration 17Q (1671.916760 sec): 3 clusters Score: Raw -220605.490680 + Penalty 1497.926411 = -219107.564269 nChanged 35 SP:Iteration 18Q (1671.973399 sec): 3 clusters Score: Raw -220624.151890 + Penalty 1497.926411 = -219126.225480 nChanged 36 SP:Iteration 19Q (1672.025986 sec): 3 clusters Score: Raw -220641.452913 + Penalty 1497.926411 = -219143.526502 nChanged 38 SP:Iteration 20F (1672.067397 sec): 3 clusters Score: Raw -220659.919214 + Penalty 1497.926411 = -219161.992803 nChanged 45 SP:Iteration 21Q (1672.121966 sec): 3 clusters Score: Raw -220678.758228 + Penalty 1497.926411 = -219180.831818 nChanged 42 SP:Iteration 22Q (1672.168222 sec): 3 clusters Score: Raw -220701.049554 + Penalty 1497.926411 = -219203.123143 nChanged 48 SP:Iteration 23Q (1672.221101 sec): 3 clusters Score: Raw -220729.102641 + Penalty 1497.926411 = -219231.176230 nChanged 41 SP:Iteration 24Q (1672.267543 sec): 3 clusters Score: Raw -220753.930972 + Penalty 1497.926411 = -219256.004561 nChanged 40 SP:Iteration 25Q (1672.315036 sec): 3 clusters Score: Raw -220778.700669 + Penalty 1497.926411 = -219280.774259 nChanged 34 SP:Iteration 26Q (1672.365343 sec): 3 clusters Score: Raw -220796.126931 + Penalty 1497.926411 = -219298.200520 nChanged 32 SP:Iteration 27Q (1672.417442 sec): 3 clusters Score: Raw -220812.073409 + Penalty 1497.926411 = -219314.146998 nChanged 25 SP:Iteration 28Q (1672.458486 sec): 3 clusters Score: Raw -220824.672397 + Penalty 1497.926411 = -219326.745986 nChanged 23 SP:Iteration 29Q (1672.511853 sec): 3 clusters Score: Raw -220836.741089 + Penalty 1497.926411 = -219338.814678 nChanged 21 SP:Iteration 30Q (1672.553074 sec): 3 clusters Score: Raw -220849.197769 + Penalty 1497.926411 = -219351.271358 nChanged 19 SP:Iteration 31Q (1672.593461 sec): 3 clusters Score: Raw -220863.596816 + Penalty 1497.926411 = -219365.670406 nChanged 24 SP:Iteration 32Q (1672.640077 sec): 3 clusters Score: Raw -220876.160734 + Penalty 1497.926411 = -219378.234323 nChanged 17 SP:Iteration 33Q (1672.670897 sec): 3 clusters Score: Raw -220882.741102 + Penalty 1497.926411 = -219384.814691 nChanged 12 SP:Iteration 34Q (1672.717585 sec): 3 clusters Score: Raw -220890.825123 + Penalty 1497.926411 = -219392.898712 nChanged 12 SP:Iteration 35Q (1672.751406 sec): 3 clusters Score: Raw -220897.420014 + Penalty 1497.926411 = -219399.493604 nChanged 10 SP:Iteration 36Q (1672.805552 sec): 3 clusters Score: Raw -220901.730999 + Penalty 1497.926411 = -219403.804588 nChanged 10 SP:Iteration 37Q (1672.851814 sec): 3 clusters Score: Raw -220906.062756 + Penalty 1497.926411 = -219408.136345 nChanged 9 SP:Iteration 38Q (1672.893896 sec): 3 clusters Score: Raw -220910.863734 + Penalty 1497.926411 = -219412.937324 nChanged 5 SP:Iteration 39Q (1672.929056 sec): 3 clusters Score: Raw -220913.156335 + Penalty 1497.926411 = -219415.229924 nChanged 5 SP:Iteration 40F (1672.979751 sec): 3 clusters Score: Raw -220915.363870 + Penalty 1497.926411 = -219417.437459 nChanged 5 SP:Iteration 41Q (1673.020653 sec): 3 clusters Score: Raw -220919.924879 + Penalty 1497.926411 = -219421.998468 nChanged 5 SP:Iteration 42Q (1673.064664 sec): 3 clusters Score: Raw -220923.312821 + Penalty 1497.926411 = -219425.386411 nChanged 4 SP:Iteration 43Q (1673.107784 sec): 3 clusters Score: Raw -220926.177279 + Penalty 1497.926411 = -219428.250869 nChanged 3 SP:Iteration 44Q (1673.168332 sec): 3 clusters Score: Raw -220927.093601 + Penalty 1497.926411 = -219429.167190 nChanged 2 SP:Iteration 45Q (1673.206213 sec): 3 clusters Score: Raw -220928.652269 + Penalty 1497.926411 = -219430.725858 nChanged 4 SP:Iteration 46Q (1673.260554 sec): 3 clusters Score: Raw -220930.282353 + Penalty 1497.926411 = -219432.355942 nChanged 6 SP:Iteration 47Q (1673.312989 sec): 3 clusters Score: Raw -220932.296295 + Penalty 1497.926411 = -219434.369884 nChanged 6 SP:Iteration 48Q (1673.357743 sec): 3 clusters Score: Raw -220934.466095 + Penalty 1497.926411 = -219436.539685 nChanged 6 SP:Iteration 49Q (1673.399998 sec): 3 clusters Score: Raw -220936.947260 + Penalty 1497.926411 = -219439.020849 nChanged 4 SP:Iteration 50Q (1673.446733 sec): 3 clusters Score: Raw -220938.377698 + Penalty 1497.926411 = -219440.451287 nChanged 4 SP:Iteration 51Q (1673.497679 sec): 3 clusters Score: Raw -220938.990635 + Penalty 1497.926411 = -219441.064224 nChanged 1 SP:Iteration 52Q (1673.547351 sec): 3 clusters Score: Raw -220939.236652 + Penalty 1497.926411 = -219441.310241 nChanged 1 SP:Iteration 53Q (1673.598158 sec): 3 clusters Score: Raw -220939.602720 + Penalty 1497.926411 = -219441.676309 nChanged 2 SP:Iteration 54Q (1673.651741 sec): 3 clusters Score: Raw -220940.143727 + Penalty 1497.926411 = -219442.217316 nChanged 0 SP:Iteration 55F (1673.704778 sec): 3 clusters Score: Raw -220940.143727 + Penalty 1497.926411 = -219442.217316 nChanged 0 Trying to split cluster 13 (25842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1673.756228 sec): 2 clusters Score: Raw -2086526.489911 + Penalty 965.176854 = -2085561.313057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1673.833810 sec): 3 clusters Score: Raw -2070285.424950 + Penalty 1930.353707 = -2068355.071242 nChanged 12114 SP:Iteration 1F (1673.912492 sec): 3 clusters Score: Raw -2077445.019170 + Penalty 1930.353707 = -2075514.665462 nChanged 1530 SP:Iteration 2F (1673.995064 sec): 3 clusters Score: Raw -2078100.296401 + Penalty 1930.353707 = -2076169.942694 nChanged 1616 SP:Iteration 3F (1674.071039 sec): 3 clusters Score: Raw -2078857.247746 + Penalty 1930.353707 = -2076926.894038 nChanged 1619 SP:Iteration 4F (1674.149739 sec): 3 clusters Score: Raw -2079681.061874 + Penalty 1930.353707 = -2077750.708167 nChanged 1586 SP:Iteration 5F (1674.224928 sec): 3 clusters Score: Raw -2080509.932819 + Penalty 1930.353707 = -2078579.579112 nChanged 1488 SP:Iteration 6F (1674.311056 sec): 3 clusters Score: Raw -2081355.899085 + Penalty 1930.353707 = -2079425.545378 nChanged 1434 SP:Iteration 7F (1674.387844 sec): 3 clusters Score: Raw -2082227.894567 + Penalty 1930.353707 = -2080297.540859 nChanged 1285 SP:Iteration 8Q (1674.470017 sec): 3 clusters Score: Raw -2083045.542149 + Penalty 1930.353707 = -2081115.188441 nChanged 1141 SP:Iteration 9Q (1674.551478 sec): 3 clusters Score: Raw -2083852.599437 + Penalty 1930.353707 = -2081922.245730 nChanged 992 SP:Iteration 10Q (1674.630242 sec): 3 clusters Score: Raw -2084611.094668 + Penalty 1930.353707 = -2082680.740961 nChanged 873 SP:Iteration 11Q (1674.721874 sec): 3 clusters Score: Raw -2085375.019229 + Penalty 1930.353707 = -2083444.665521 nChanged 614 SP:Iteration 12Q (1674.800422 sec): 3 clusters Score: Raw -2085934.965720 + Penalty 1930.353707 = -2084004.612013 nChanged 377 SP:Iteration 13Q (1674.884203 sec): 3 clusters Score: Raw -2086288.504772 + Penalty 1930.353707 = -2084358.151065 nChanged 203 SP:Iteration 14Q (1674.962348 sec): 3 clusters Score: Raw -2086471.397042 + Penalty 1930.353707 = -2084541.043335 nChanged 118 SP:Iteration 15Q (1675.026612 sec): 3 clusters Score: Raw -2086579.309279 + Penalty 1930.353707 = -2084648.955572 nChanged 60 SP:Iteration 16Q (1675.108152 sec): 3 clusters Score: Raw -2086634.018425 + Penalty 1930.353707 = -2084703.664718 nChanged 44 SP:Iteration 17Q (1675.182659 sec): 3 clusters Score: Raw -2086672.785403 + Penalty 1930.353707 = -2084742.431696 nChanged 33 SP:Iteration 18Q (1675.249722 sec): 3 clusters Score: Raw -2086701.946655 + Penalty 1930.353707 = -2084771.592948 nChanged 24 SP:Iteration 19Q (1675.332943 sec): 3 clusters Score: Raw -2086721.260147 + Penalty 1930.353707 = -2084790.906440 nChanged 14 SP:Iteration 20F (1675.413425 sec): 3 clusters Score: Raw -2086736.729754 + Penalty 1930.353707 = -2084806.376047 nChanged 12 SP:Iteration 21Q (1675.487394 sec): 3 clusters Score: Raw -2086750.298200 + Penalty 1930.353707 = -2084819.944493 nChanged 10 SP:Iteration 22Q (1675.555173 sec): 3 clusters Score: Raw -2086760.119817 + Penalty 1930.353707 = -2084829.766109 nChanged 13 SP:Iteration 23Q (1675.630634 sec): 3 clusters Score: Raw -2086768.934457 + Penalty 1930.353707 = -2084838.580750 nChanged 8 SP:Iteration 24Q (1675.702140 sec): 3 clusters Score: Raw -2086776.172566 + Penalty 1930.353707 = -2084845.818859 nChanged 7 SP:Iteration 25Q (1675.773110 sec): 3 clusters Score: Raw -2086782.033392 + Penalty 1930.353707 = -2084851.679685 nChanged 6 SP:Iteration 26Q (1675.850606 sec): 3 clusters Score: Raw -2086785.342672 + Penalty 1930.353707 = -2084854.988964 nChanged 5 SP:Iteration 27Q (1675.919959 sec): 3 clusters Score: Raw -2086787.949703 + Penalty 1930.353707 = -2084857.595996 nChanged 5 SP:Iteration 28Q (1675.989640 sec): 3 clusters Score: Raw -2086789.960702 + Penalty 1930.353707 = -2084859.606994 nChanged 3 SP:Iteration 29Q (1676.060875 sec): 3 clusters Score: Raw -2086791.258993 + Penalty 1930.353707 = -2084860.905285 nChanged 1 SP:Iteration 30Q (1676.131392 sec): 3 clusters Score: Raw -2086791.553772 + Penalty 1930.353707 = -2084861.200065 nChanged 0 SP:Iteration 31F (1676.194481 sec): 3 clusters Score: Raw -2086791.553772 + Penalty 1930.353707 = -2084861.200065 nChanged 0 Trying to split cluster 14 (58180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1676.284742 sec): 2 clusters Score: Raw -4982635.327044 + Penalty 1042.273209 = -4981593.053835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1676.406314 sec): 3 clusters Score: Raw -4944814.254869 + Penalty 2084.546417 = -4942729.708451 nChanged 27963 SP:Iteration 1F (1676.527006 sec): 3 clusters Score: Raw -4961285.892294 + Penalty 2084.546417 = -4959201.345877 nChanged 2562 SP:Iteration 2Q (1676.651391 sec): 3 clusters Score: Raw -4962220.159269 + Penalty 2084.546417 = -4960135.612852 nChanged 2763 SP:Iteration 3Q (1676.784883 sec): 3 clusters Score: Raw -4963517.736371 + Penalty 2084.546417 = -4961433.189954 nChanged 3213 SP:Iteration 4F (1676.908625 sec): 3 clusters Score: Raw -4965498.108193 + Penalty 2084.546417 = -4963413.561776 nChanged 3727 SP:Iteration 5F (1677.032297 sec): 3 clusters Score: Raw -4968266.165993 + Penalty 2084.546417 = -4966181.619575 nChanged 3868 SP:Iteration 6F (1677.144365 sec): 3 clusters Score: Raw -4971172.488828 + Penalty 2084.546417 = -4969087.942411 nChanged 3208 SP:Iteration 7F (1677.269300 sec): 3 clusters Score: Raw -4972780.567134 + Penalty 2084.546417 = -4970696.020717 nChanged 1988 SP:Iteration 8Q (1677.395685 sec): 3 clusters Score: Raw -4973326.397070 + Penalty 2084.546417 = -4971241.850653 nChanged 1066 SP:Iteration 9Q (1677.526875 sec): 3 clusters Score: Raw -4973518.333705 + Penalty 2084.546417 = -4971433.787288 nChanged 667 SP:Iteration 10Q (1677.644621 sec): 3 clusters Score: Raw -4973634.301225 + Penalty 2084.546417 = -4971549.754808 nChanged 544 SP:Iteration 11Q (1677.765171 sec): 3 clusters Score: Raw -4973720.451343 + Penalty 2084.546417 = -4971635.904926 nChanged 515 SP:Iteration 12Q (1677.904148 sec): 3 clusters Score: Raw -4973810.367178 + Penalty 2084.546417 = -4971725.820761 nChanged 497 SP:Iteration 13Q (1678.028618 sec): 3 clusters Score: Raw -4973890.174222 + Penalty 2084.546417 = -4971805.627805 nChanged 460 SP:Iteration 14Q (1678.156155 sec): 3 clusters Score: Raw -4973956.724007 + Penalty 2084.546417 = -4971872.177589 nChanged 458 SP:Iteration 15Q (1678.280437 sec): 3 clusters Score: Raw -4974024.493318 + Penalty 2084.546417 = -4971939.946901 nChanged 455 SP:Iteration 16Q (1678.407445 sec): 3 clusters Score: Raw -4974090.880068 + Penalty 2084.546417 = -4972006.333650 nChanged 465 SP:Iteration 17Q (1678.535978 sec): 3 clusters Score: Raw -4974158.986808 + Penalty 2084.546417 = -4972074.440391 nChanged 453 SP:Iteration 18Q (1678.653683 sec): 3 clusters Score: Raw -4974224.348592 + Penalty 2084.546417 = -4972139.802175 nChanged 485 SP:Iteration 19Q (1678.770576 sec): 3 clusters Score: Raw -4974299.481181 + Penalty 2084.546417 = -4972214.934764 nChanged 496 SP:Iteration 20F (1678.887145 sec): 3 clusters Score: Raw -4974381.807034 + Penalty 2084.546417 = -4972297.260617 nChanged 524 SP:Iteration 21Q (1679.014687 sec): 3 clusters Score: Raw -4974474.872757 + Penalty 2084.546417 = -4972390.326340 nChanged 573 SP:Iteration 22Q (1679.134683 sec): 3 clusters Score: Raw -4974579.290112 + Penalty 2084.546417 = -4972494.743695 nChanged 607 SP:Iteration 23Q (1679.266357 sec): 3 clusters Score: Raw -4974690.256802 + Penalty 2084.546417 = -4972605.710385 nChanged 641 SP:Iteration 24Q (1679.367283 sec): 3 clusters Score: Raw -4974811.149442 + Penalty 2084.546417 = -4972726.603025 nChanged 668 SP:Iteration 25Q (1679.497930 sec): 3 clusters Score: Raw -4974948.361804 + Penalty 2084.546417 = -4972863.815387 nChanged 712 SP:Iteration 26Q (1679.619024 sec): 3 clusters Score: Raw -4975114.050394 + Penalty 2084.546417 = -4973029.503977 nChanged 757 SP:Iteration 27Q (1679.746439 sec): 3 clusters Score: Raw -4975296.522459 + Penalty 2084.546417 = -4973211.976042 nChanged 853 SP:Iteration 28Q (1679.875716 sec): 3 clusters Score: Raw -4975521.970153 + Penalty 2084.546417 = -4973437.423736 nChanged 901 SP:Iteration 29Q (1679.996635 sec): 3 clusters Score: Raw -4975776.170363 + Penalty 2084.546417 = -4973691.623946 nChanged 929 SP:Iteration 30Q (1680.110625 sec): 3 clusters Score: Raw -4976038.530103 + Penalty 2084.546417 = -4973953.983686 nChanged 955 SP:Iteration 31Q (1680.239263 sec): 3 clusters Score: Raw -4976319.045525 + Penalty 2084.546417 = -4974234.499108 nChanged 956 SP:Iteration 32Q (1680.354912 sec): 3 clusters Score: Raw -4976614.162511 + Penalty 2084.546417 = -4974529.616094 nChanged 995 SP:Iteration 33Q (1680.464341 sec): 3 clusters Score: Raw -4976937.939459 + Penalty 2084.546417 = -4974853.393042 nChanged 997 SP:Iteration 34Q (1680.586399 sec): 3 clusters Score: Raw -4977286.083508 + Penalty 2084.546417 = -4975201.537091 nChanged 1042 SP:Iteration 35Q (1680.698852 sec): 3 clusters Score: Raw -4977667.985741 + Penalty 2084.546417 = -4975583.439324 nChanged 1061 SP:Iteration 36Q (1680.821422 sec): 3 clusters Score: Raw -4978081.291845 + Penalty 2084.546417 = -4975996.745427 nChanged 1107 SP:Iteration 37Q (1680.938256 sec): 3 clusters Score: Raw -4978528.004995 + Penalty 2084.546417 = -4976443.458578 nChanged 1066 SP:Iteration 38Q (1681.050738 sec): 3 clusters Score: Raw -4978961.649347 + Penalty 2084.546417 = -4976877.102930 nChanged 1014 SP:Iteration 39Q (1681.167095 sec): 3 clusters Score: Raw -4979369.088570 + Penalty 2084.546417 = -4977284.542153 nChanged 934 SP:Iteration 40F (1681.281810 sec): 3 clusters Score: Raw -4979769.398673 + Penalty 2084.546417 = -4977684.852256 nChanged 923 SP:Iteration 41Q (1681.396891 sec): 3 clusters Score: Raw -4980187.556553 + Penalty 2084.546417 = -4978103.010135 nChanged 904 SP:Iteration 42Q (1681.516304 sec): 3 clusters Score: Raw -4980597.451569 + Penalty 2084.546417 = -4978512.905152 nChanged 768 SP:Iteration 43Q (1681.634810 sec): 3 clusters Score: Raw -4980942.298825 + Penalty 2084.546417 = -4978857.752408 nChanged 692 SP:Iteration 44Q (1681.737220 sec): 3 clusters Score: Raw -4981254.131869 + Penalty 2084.546417 = -4979169.585452 nChanged 607 SP:Iteration 45Q (1681.847509 sec): 3 clusters Score: Raw -4981535.193942 + Penalty 2084.546417 = -4979450.647525 nChanged 533 SP:Iteration 46Q (1681.958695 sec): 3 clusters Score: Raw -4981779.996577 + Penalty 2084.546417 = -4979695.450160 nChanged 457 SP:Iteration 47Q (1682.072248 sec): 3 clusters Score: Raw -4981992.247241 + Penalty 2084.546417 = -4979907.700824 nChanged 381 SP:Iteration 48Q (1682.181377 sec): 3 clusters Score: Raw -4982163.295615 + Penalty 2084.546417 = -4980078.749197 nChanged 309 SP:Iteration 49Q (1682.285659 sec): 3 clusters Score: Raw -4982306.548934 + Penalty 2084.546417 = -4980222.002517 nChanged 264 SP:Iteration 50Q (1682.393025 sec): 3 clusters Score: Raw -4982438.196833 + Penalty 2084.546417 = -4980353.650416 nChanged 196 SP:Iteration 51Q (1682.504538 sec): 3 clusters Score: Raw -4982535.646604 + Penalty 2084.546417 = -4980451.100187 nChanged 160 SP:Iteration 52Q (1682.609790 sec): 3 clusters Score: Raw -4982610.161774 + Penalty 2084.546417 = -4980525.615357 nChanged 128 SP:Iteration 53Q (1682.719729 sec): 3 clusters Score: Raw -4982670.546815 + Penalty 2084.546417 = -4980586.000398 nChanged 100 SP:Iteration 54Q (1682.826363 sec): 3 clusters Score: Raw -4982717.320791 + Penalty 2084.546417 = -4980632.774374 nChanged 75 SP:Iteration 55Q (1682.930845 sec): 3 clusters Score: Raw -4982755.020493 + Penalty 2084.546417 = -4980670.474075 nChanged 60 SP:Iteration 56Q (1683.033178 sec): 3 clusters Score: Raw -4982776.792883 + Penalty 2084.546417 = -4980692.246465 nChanged 40 SP:Iteration 57Q (1683.141436 sec): 3 clusters Score: Raw -4982792.479461 + Penalty 2084.546417 = -4980707.933043 nChanged 35 SP:Iteration 58Q (1683.255037 sec): 3 clusters Score: Raw -4982808.496417 + Penalty 2084.546417 = -4980723.950000 nChanged 30 SP:Iteration 59Q (1683.351588 sec): 3 clusters Score: Raw -4982822.531948 + Penalty 2084.546417 = -4980737.985531 nChanged 31 SP:Iteration 60F (1683.471191 sec): 3 clusters Score: Raw -4982833.238660 + Penalty 2084.546417 = -4980748.692243 nChanged 17 SP:Iteration 61Q (1683.575847 sec): 3 clusters Score: Raw -4982840.356276 + Penalty 2084.546417 = -4980755.809859 nChanged 19 SP:Iteration 62Q (1683.675826 sec): 3 clusters Score: Raw -4982845.552028 + Penalty 2084.546417 = -4980761.005611 nChanged 10 SP:Iteration 63Q (1683.784512 sec): 3 clusters Score: Raw -4982849.095764 + Penalty 2084.546417 = -4980764.549347 nChanged 11 SP:Iteration 64Q (1683.879275 sec): 3 clusters Score: Raw -4982852.428565 + Penalty 2084.546417 = -4980767.882148 nChanged 7 SP:Iteration 65Q (1683.986898 sec): 3 clusters Score: Raw -4982854.697667 + Penalty 2084.546417 = -4980770.151250 nChanged 6 SP:Iteration 66Q (1684.086841 sec): 3 clusters Score: Raw -4982856.663155 + Penalty 2084.546417 = -4980772.116738 nChanged 9 SP:Iteration 67Q (1684.178241 sec): 3 clusters Score: Raw -4982859.058649 + Penalty 2084.546417 = -4980774.512232 nChanged 7 SP:Iteration 68Q (1684.295663 sec): 3 clusters Score: Raw -4982860.697563 + Penalty 2084.546417 = -4980776.151145 nChanged 6 SP:Iteration 69Q (1684.387654 sec): 3 clusters Score: Raw -4982863.164519 + Penalty 2084.546417 = -4980778.618102 nChanged 9 SP:Iteration 70Q (1684.487368 sec): 3 clusters Score: Raw -4982865.719087 + Penalty 2084.546417 = -4980781.172670 nChanged 3 SP:Iteration 71Q (1684.592807 sec): 3 clusters Score: Raw -4982866.848088 + Penalty 2084.546417 = -4980782.301671 nChanged 3 SP:Iteration 72Q (1684.701347 sec): 3 clusters Score: Raw -4982867.522323 + Penalty 2084.546417 = -4980782.975906 nChanged 2 SP:Iteration 73Q (1684.801222 sec): 3 clusters Score: Raw -4982867.953334 + Penalty 2084.546417 = -4980783.406917 nChanged 3 SP:Iteration 74Q (1684.903513 sec): 3 clusters Score: Raw -4982868.861759 + Penalty 2084.546417 = -4980784.315342 nChanged 5 SP:Iteration 75Q (1685.008523 sec): 3 clusters Score: Raw -4982870.218046 + Penalty 2084.546417 = -4980785.671629 nChanged 3 SP:Iteration 76Q (1685.102865 sec): 3 clusters Score: Raw -4982870.907200 + Penalty 2084.546417 = -4980786.360783 nChanged 3 SP:Iteration 77Q (1685.207433 sec): 3 clusters Score: Raw -4982871.599811 + Penalty 2084.546417 = -4980787.053393 nChanged 3 SP:Iteration 78Q (1685.311580 sec): 3 clusters Score: Raw -4982872.331626 + Penalty 2084.546417 = -4980787.785209 nChanged 1 SP:Iteration 79Q (1685.410299 sec): 3 clusters Score: Raw -4982872.523653 + Penalty 2084.546417 = -4980787.977236 nChanged 1 SP:Iteration 80F (1685.538249 sec): 3 clusters Score: Raw -4982873.279725 + Penalty 2084.546417 = -4980788.733308 nChanged 4 SP:Iteration 81Q (1685.647950 sec): 3 clusters Score: Raw -4982874.602640 + Penalty 2084.546417 = -4980790.056223 nChanged 5 SP:Iteration 82Q (1685.758584 sec): 3 clusters Score: Raw -4982876.276060 + Penalty 2084.546417 = -4980791.729643 nChanged 4 SP:Iteration 83Q (1685.872674 sec): 3 clusters Score: Raw -4982877.683646 + Penalty 2084.546417 = -4980793.137229 nChanged 5 SP:Iteration 84Q (1685.969978 sec): 3 clusters Score: Raw -4982879.951446 + Penalty 2084.546417 = -4980795.405029 nChanged 6 SP:Iteration 85Q (1686.059146 sec): 3 clusters Score: Raw -4982881.817298 + Penalty 2084.546417 = -4980797.270881 nChanged 4 SP:Iteration 86Q (1686.174336 sec): 3 clusters Score: Raw -4982882.900154 + Penalty 2084.546417 = -4980798.353737 nChanged 3 SP:Iteration 87Q (1686.279823 sec): 3 clusters Score: Raw -4982884.264717 + Penalty 2084.546417 = -4980799.718300 nChanged 4 SP:Iteration 88Q (1686.371889 sec): 3 clusters Score: Raw -4982884.986048 + Penalty 2084.546417 = -4980800.439631 nChanged 2 SP:Iteration 89Q (1686.476488 sec): 3 clusters Score: Raw -4982885.184869 + Penalty 2084.546417 = -4980800.638452 nChanged 0 SP:Iteration 90F (1686.590827 sec): 3 clusters Score: Raw -4982885.184869 + Penalty 2084.546417 = -4980800.638452 nChanged 0 Trying to split cluster 15 (10021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1686.630530 sec): 2 clusters Score: Raw -898476.918298 + Penalty 875.181626 = -897601.736672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1686.682201 sec): 3 clusters Score: Raw -892477.781559 + Penalty 1750.363252 = -890727.418307 nChanged 4501 SP:Iteration 1F (1686.751552 sec): 3 clusters Score: Raw -895051.206173 + Penalty 1750.363252 = -893300.842920 nChanged 615 SP:Iteration 2F (1686.799181 sec): 3 clusters Score: Raw -895365.502659 + Penalty 1750.363252 = -893615.139406 nChanged 626 SP:Iteration 3F (1686.868964 sec): 3 clusters Score: Raw -895738.460763 + Penalty 1750.363252 = -893988.097510 nChanged 633 SP:Iteration 4F (1686.929912 sec): 3 clusters Score: Raw -896150.170543 + Penalty 1750.363252 = -894399.807291 nChanged 637 SP:Iteration 5F (1686.977379 sec): 3 clusters Score: Raw -896582.469127 + Penalty 1750.363252 = -894832.105875 nChanged 599 SP:Iteration 6F (1687.036228 sec): 3 clusters Score: Raw -897035.733925 + Penalty 1750.363252 = -895285.370673 nChanged 577 SP:Iteration 7F (1687.107972 sec): 3 clusters Score: Raw -897491.015566 + Penalty 1750.363252 = -895740.652314 nChanged 533 SP:Iteration 8F (1687.171159 sec): 3 clusters Score: Raw -897874.174671 + Penalty 1750.363252 = -896123.811419 nChanged 411 SP:Iteration 9Q (1687.230932 sec): 3 clusters Score: Raw -898099.160393 + Penalty 1750.363252 = -896348.797140 nChanged 294 SP:Iteration 10Q (1687.280459 sec): 3 clusters Score: Raw -898215.008008 + Penalty 1750.363252 = -896464.644756 nChanged 198 SP:Iteration 11Q (1687.334729 sec): 3 clusters Score: Raw -898273.374127 + Penalty 1750.363252 = -896523.010874 nChanged 137 SP:Iteration 12Q (1687.394799 sec): 3 clusters Score: Raw -898316.535861 + Penalty 1750.363252 = -896566.172608 nChanged 126 SP:Iteration 13Q (1687.461031 sec): 3 clusters Score: Raw -898360.182432 + Penalty 1750.363252 = -896609.819180 nChanged 129 SP:Iteration 14Q (1687.507541 sec): 3 clusters Score: Raw -898403.817182 + Penalty 1750.363252 = -896653.453930 nChanged 128 SP:Iteration 15Q (1687.568497 sec): 3 clusters Score: Raw -898443.937447 + Penalty 1750.363252 = -896693.574195 nChanged 107 SP:Iteration 16Q (1687.626625 sec): 3 clusters Score: Raw -898478.794118 + Penalty 1750.363252 = -896728.430866 nChanged 109 SP:Iteration 17Q (1687.684004 sec): 3 clusters Score: Raw -898506.251291 + Penalty 1750.363252 = -896755.888039 nChanged 79 SP:Iteration 18Q (1687.746529 sec): 3 clusters Score: Raw -898523.282521 + Penalty 1750.363252 = -896772.919269 nChanged 69 SP:Iteration 19Q (1687.793343 sec): 3 clusters Score: Raw -898535.913131 + Penalty 1750.363252 = -896785.549879 nChanged 58 SP:Iteration 20F (1687.847905 sec): 3 clusters Score: Raw -898547.074232 + Penalty 1750.363252 = -896796.710979 nChanged 60 SP:Iteration 21Q (1687.907504 sec): 3 clusters Score: Raw -898559.886367 + Penalty 1750.363252 = -896809.523114 nChanged 63 SP:Iteration 22Q (1687.960789 sec): 3 clusters Score: Raw -898575.205163 + Penalty 1750.363252 = -896824.841911 nChanged 66 SP:Iteration 23Q (1688.011940 sec): 3 clusters Score: Raw -898590.954497 + Penalty 1750.363252 = -896840.591245 nChanged 65 SP:Iteration 24Q (1688.078696 sec): 3 clusters Score: Raw -898601.632474 + Penalty 1750.363252 = -896851.269222 nChanged 38 SP:Iteration 25Q (1688.133099 sec): 3 clusters Score: Raw -898608.237351 + Penalty 1750.363252 = -896857.874099 nChanged 38 SP:Iteration 26Q (1688.189131 sec): 3 clusters Score: Raw -898615.104760 + Penalty 1750.363252 = -896864.741507 nChanged 35 SP:Iteration 27Q (1688.250741 sec): 3 clusters Score: Raw -898621.553850 + Penalty 1750.363252 = -896871.190598 nChanged 43 SP:Iteration 28Q (1688.312572 sec): 3 clusters Score: Raw -898629.812356 + Penalty 1750.363252 = -896879.449104 nChanged 40 SP:Iteration 29Q (1688.371176 sec): 3 clusters Score: Raw -898637.097317 + Penalty 1750.363252 = -896886.734065 nChanged 35 SP:Iteration 30Q (1688.422406 sec): 3 clusters Score: Raw -898643.226162 + Penalty 1750.363252 = -896892.862910 nChanged 49 SP:Iteration 31Q (1688.485264 sec): 3 clusters Score: Raw -898653.212873 + Penalty 1750.363252 = -896902.849620 nChanged 46 SP:Iteration 32Q (1688.549477 sec): 3 clusters Score: Raw -898662.226474 + Penalty 1750.363252 = -896911.863222 nChanged 45 SP:Iteration 33Q (1688.604173 sec): 3 clusters Score: Raw -898671.339287 + Penalty 1750.363252 = -896920.976035 nChanged 45 SP:Iteration 34Q (1688.644145 sec): 3 clusters Score: Raw -898679.274914 + Penalty 1750.363252 = -896928.911662 nChanged 51 SP:Iteration 35Q (1688.706847 sec): 3 clusters Score: Raw -898689.249027 + Penalty 1750.363252 = -896938.885775 nChanged 51 SP:Iteration 36Q (1688.761991 sec): 3 clusters Score: Raw -898698.826121 + Penalty 1750.363252 = -896948.462869 nChanged 45 SP:Iteration 37Q (1688.823202 sec): 3 clusters Score: Raw -898708.166837 + Penalty 1750.363252 = -896957.803585 nChanged 43 SP:Iteration 38Q (1688.878516 sec): 3 clusters Score: Raw -898716.963759 + Penalty 1750.363252 = -896966.600507 nChanged 47 SP:Iteration 39Q (1688.935697 sec): 3 clusters Score: Raw -898727.371328 + Penalty 1750.363252 = -896977.008076 nChanged 50 SP:Iteration 40F (1688.994446 sec): 3 clusters Score: Raw -898738.556562 + Penalty 1750.363252 = -896988.193310 nChanged 54 SP:Iteration 41Q (1689.054302 sec): 3 clusters Score: Raw -898751.055824 + Penalty 1750.363252 = -897000.692572 nChanged 42 SP:Iteration 42Q (1689.121272 sec): 3 clusters Score: Raw -898758.769943 + Penalty 1750.363252 = -897008.406691 nChanged 31 SP:Iteration 43Q (1689.183577 sec): 3 clusters Score: Raw -898763.707747 + Penalty 1750.363252 = -897013.344495 nChanged 32 SP:Iteration 44Q (1689.229699 sec): 3 clusters Score: Raw -898770.408902 + Penalty 1750.363252 = -897020.045650 nChanged 30 SP:Iteration 45Q (1689.301403 sec): 3 clusters Score: Raw -898775.647200 + Penalty 1750.363252 = -897025.283948 nChanged 20 SP:Iteration 46Q (1689.355968 sec): 3 clusters Score: Raw -898778.716945 + Penalty 1750.363252 = -897028.353692 nChanged 13 SP:Iteration 47Q (1689.421613 sec): 3 clusters Score: Raw -898780.289267 + Penalty 1750.363252 = -897029.926015 nChanged 10 SP:Iteration 48Q (1689.470120 sec): 3 clusters Score: Raw -898781.282226 + Penalty 1750.363252 = -897030.918974 nChanged 9 SP:Iteration 49Q (1689.524548 sec): 3 clusters Score: Raw -898782.417231 + Penalty 1750.363252 = -897032.053979 nChanged 12 SP:Iteration 50Q (1689.581127 sec): 3 clusters Score: Raw -898784.470210 + Penalty 1750.363252 = -897034.106957 nChanged 11 SP:Iteration 51Q (1689.646094 sec): 3 clusters Score: Raw -898786.283455 + Penalty 1750.363252 = -897035.920203 nChanged 14 SP:Iteration 52Q (1689.704014 sec): 3 clusters Score: Raw -898787.995175 + Penalty 1750.363252 = -897037.631923 nChanged 15 SP:Iteration 53Q (1689.753516 sec): 3 clusters Score: Raw -898789.546479 + Penalty 1750.363252 = -897039.183227 nChanged 16 SP:Iteration 54Q (1689.810967 sec): 3 clusters Score: Raw -898791.132248 + Penalty 1750.363252 = -897040.768996 nChanged 8 SP:Iteration 55Q (1689.867931 sec): 3 clusters Score: Raw -898792.777713 + Penalty 1750.363252 = -897042.414460 nChanged 8 SP:Iteration 56Q (1689.926082 sec): 3 clusters Score: Raw -898794.250221 + Penalty 1750.363252 = -897043.886968 nChanged 14 SP:Iteration 57Q (1689.983142 sec): 3 clusters Score: Raw -898796.086630 + Penalty 1750.363252 = -897045.723378 nChanged 10 SP:Iteration 58Q (1690.033244 sec): 3 clusters Score: Raw -898797.689719 + Penalty 1750.363252 = -897047.326467 nChanged 8 SP:Iteration 59Q (1690.083217 sec): 3 clusters Score: Raw -898798.412607 + Penalty 1750.363252 = -897048.049354 nChanged 7 SP:Iteration 60F (1690.140114 sec): 3 clusters Score: Raw -898799.021183 + Penalty 1750.363252 = -897048.657931 nChanged 9 SP:Iteration 61Q (1690.189750 sec): 3 clusters Score: Raw -898799.889510 + Penalty 1750.363252 = -897049.526257 nChanged 8 SP:Iteration 62Q (1690.256949 sec): 3 clusters Score: Raw -898801.031351 + Penalty 1750.363252 = -897050.668098 nChanged 11 SP:Iteration 63Q (1690.302569 sec): 3 clusters Score: Raw -898802.530530 + Penalty 1750.363252 = -897052.167278 nChanged 12 SP:Iteration 64Q (1690.367526 sec): 3 clusters Score: Raw -898804.137597 + Penalty 1750.363252 = -897053.774344 nChanged 19 SP:Iteration 65Q (1690.420110 sec): 3 clusters Score: Raw -898807.570148 + Penalty 1750.363252 = -897057.206895 nChanged 16 SP:Iteration 66Q (1690.475117 sec): 3 clusters Score: Raw -898809.844201 + Penalty 1750.363252 = -897059.480948 nChanged 12 SP:Iteration 67Q (1690.529115 sec): 3 clusters Score: Raw -898812.151552 + Penalty 1750.363252 = -897061.788300 nChanged 11 SP:Iteration 68Q (1690.594150 sec): 3 clusters Score: Raw -898813.728993 + Penalty 1750.363252 = -897063.365741 nChanged 13 SP:Iteration 69Q (1690.644298 sec): 3 clusters Score: Raw -898816.163888 + Penalty 1750.363252 = -897065.800636 nChanged 12 SP:Iteration 70Q (1690.710381 sec): 3 clusters Score: Raw -898818.338188 + Penalty 1750.363252 = -897067.974936 nChanged 12 SP:Iteration 71Q (1690.751262 sec): 3 clusters Score: Raw -898819.490748 + Penalty 1750.363252 = -897069.127495 nChanged 8 SP:Iteration 72Q (1690.819571 sec): 3 clusters Score: Raw -898820.450566 + Penalty 1750.363252 = -897070.087314 nChanged 10 SP:Iteration 73Q (1690.879153 sec): 3 clusters Score: Raw -898821.567477 + Penalty 1750.363252 = -897071.204225 nChanged 8 SP:Iteration 74Q (1690.941761 sec): 3 clusters Score: Raw -898822.390955 + Penalty 1750.363252 = -897072.027703 nChanged 10 SP:Iteration 75Q (1690.990654 sec): 3 clusters Score: Raw -898824.020541 + Penalty 1750.363252 = -897073.657288 nChanged 15 SP:Iteration 76Q (1691.055118 sec): 3 clusters Score: Raw -898826.402566 + Penalty 1750.363252 = -897076.039314 nChanged 14 SP:Iteration 77Q (1691.118079 sec): 3 clusters Score: Raw -898828.593188 + Penalty 1750.363252 = -897078.229936 nChanged 18 SP:Iteration 78Q (1691.160178 sec): 3 clusters Score: Raw -898830.704419 + Penalty 1750.363252 = -897080.341167 nChanged 16 SP:Iteration 79Q (1691.217528 sec): 3 clusters Score: Raw -898833.334779 + Penalty 1750.363252 = -897082.971527 nChanged 16 SP:Iteration 80F (1691.277102 sec): 3 clusters Score: Raw -898837.243022 + Penalty 1750.363252 = -897086.879770 nChanged 18 SP:Iteration 81Q (1691.333609 sec): 3 clusters Score: Raw -898839.569466 + Penalty 1750.363252 = -897089.206214 nChanged 11 SP:Iteration 82Q (1691.399887 sec): 3 clusters Score: Raw -898840.725444 + Penalty 1750.363252 = -897090.362192 nChanged 6 SP:Iteration 83Q (1691.455606 sec): 3 clusters Score: Raw -898841.235577 + Penalty 1750.363252 = -897090.872325 nChanged 3 SP:Iteration 84Q (1691.516337 sec): 3 clusters Score: Raw -898841.595583 + Penalty 1750.363252 = -897091.232331 nChanged 3 SP:Iteration 85Q (1691.564504 sec): 3 clusters Score: Raw -898841.876684 + Penalty 1750.363252 = -897091.513431 nChanged 4 SP:Iteration 86Q (1691.630157 sec): 3 clusters Score: Raw -898842.469172 + Penalty 1750.363252 = -897092.105920 nChanged 4 SP:Iteration 87Q (1691.687158 sec): 3 clusters Score: Raw -898842.946930 + Penalty 1750.363252 = -897092.583678 nChanged 7 SP:Iteration 88Q (1691.745734 sec): 3 clusters Score: Raw -898844.054613 + Penalty 1750.363252 = -897093.691361 nChanged 10 SP:Iteration 89Q (1691.806720 sec): 3 clusters Score: Raw -898846.854841 + Penalty 1750.363252 = -897096.491589 nChanged 17 SP:Iteration 90Q (1691.857319 sec): 3 clusters Score: Raw -898850.696681 + Penalty 1750.363252 = -897100.333429 nChanged 14 SP:Iteration 91Q (1691.920830 sec): 3 clusters Score: Raw -898853.073221 + Penalty 1750.363252 = -897102.709968 nChanged 12 SP:Iteration 92Q (1691.969308 sec): 3 clusters Score: Raw -898854.711560 + Penalty 1750.363252 = -897104.348308 nChanged 11 SP:Iteration 93Q (1692.034258 sec): 3 clusters Score: Raw -898856.112086 + Penalty 1750.363252 = -897105.748833 nChanged 10 SP:Iteration 94Q (1692.093180 sec): 3 clusters Score: Raw -898857.604798 + Penalty 1750.363252 = -897107.241546 nChanged 12 SP:Iteration 95Q (1692.151776 sec): 3 clusters Score: Raw -898859.000867 + Penalty 1750.363252 = -897108.637615 nChanged 5 SP:Iteration 96Q (1692.205264 sec): 3 clusters Score: Raw -898859.580806 + Penalty 1750.363252 = -897109.217553 nChanged 5 SP:Iteration 97Q (1692.275180 sec): 3 clusters Score: Raw -898860.243791 + Penalty 1750.363252 = -897109.880539 nChanged 7 SP:Iteration 98Q (1692.329699 sec): 3 clusters Score: Raw -898861.237232 + Penalty 1750.363252 = -897110.873979 nChanged 7 SP:Iteration 99Q (1692.388704 sec): 3 clusters Score: Raw -898862.119677 + Penalty 1750.363252 = -897111.756425 nChanged 6 SP:Iteration 100F (1692.448716 sec): 3 clusters Score: Raw -898863.028161 + Penalty 1750.363252 = -897112.664908 nChanged 7 SP:Iteration 101Q (1692.508880 sec): 3 clusters Score: Raw -898863.961337 + Penalty 1750.363252 = -897113.598085 nChanged 8 SP:Iteration 102Q (1692.564264 sec): 3 clusters Score: Raw -898865.406648 + Penalty 1750.363252 = -897115.043396 nChanged 6 SP:Iteration 103Q (1692.624730 sec): 3 clusters Score: Raw -898866.598680 + Penalty 1750.363252 = -897116.235428 nChanged 10 SP:Iteration 104Q (1692.673928 sec): 3 clusters Score: Raw -898868.425013 + Penalty 1750.363252 = -897118.061761 nChanged 12 SP:Iteration 105Q (1692.737156 sec): 3 clusters Score: Raw -898869.881747 + Penalty 1750.363252 = -897119.518495 nChanged 9 SP:Iteration 106Q (1692.782872 sec): 3 clusters Score: Raw -898870.851256 + Penalty 1750.363252 = -897120.488004 nChanged 7 SP:Iteration 107Q (1692.844071 sec): 3 clusters Score: Raw -898871.937110 + Penalty 1750.363252 = -897121.573857 nChanged 6 SP:Iteration 108Q (1692.902603 sec): 3 clusters Score: Raw -898873.252884 + Penalty 1750.363252 = -897122.889632 nChanged 10 SP:Iteration 109Q (1692.954238 sec): 3 clusters Score: Raw -898874.706934 + Penalty 1750.363252 = -897124.343682 nChanged 9 SP:Iteration 110Q (1693.016815 sec): 3 clusters Score: Raw -898876.073923 + Penalty 1750.363252 = -897125.710671 nChanged 10 SP:Iteration 111Q (1693.060409 sec): 3 clusters Score: Raw -898877.380564 + Penalty 1750.363252 = -897127.017311 nChanged 9 SP:Iteration 112Q (1693.127485 sec): 3 clusters Score: Raw -898878.437516 + Penalty 1750.363252 = -897128.074263 nChanged 5 SP:Iteration 113Q (1693.180891 sec): 3 clusters Score: Raw -898879.171960 + Penalty 1750.363252 = -897128.808708 nChanged 5 SP:Iteration 114Q (1693.237247 sec): 3 clusters Score: Raw -898879.554214 + Penalty 1750.363252 = -897129.190962 nChanged 6 SP:Iteration 115Q (1693.286969 sec): 3 clusters Score: Raw -898880.903765 + Penalty 1750.363252 = -897130.540513 nChanged 6 SP:Iteration 116Q (1693.350138 sec): 3 clusters Score: Raw -898881.663269 + Penalty 1750.363252 = -897131.300016 nChanged 4 SP:Iteration 117Q (1693.394710 sec): 3 clusters Score: Raw -898881.962400 + Penalty 1750.363252 = -897131.599148 nChanged 4 SP:Iteration 118Q (1693.457128 sec): 3 clusters Score: Raw -898882.493045 + Penalty 1750.363252 = -897132.129793 nChanged 5 SP:Iteration 119Q (1693.508280 sec): 3 clusters Score: Raw -898883.187024 + Penalty 1750.363252 = -897132.823771 nChanged 8 SP:Iteration 120F (1693.567315 sec): 3 clusters Score: Raw -898884.049615 + Penalty 1750.363252 = -897133.686363 nChanged 5 SP:Iteration 121Q (1693.621276 sec): 3 clusters Score: Raw -898884.598776 + Penalty 1750.363252 = -897134.235524 nChanged 3 SP:Iteration 122Q (1693.678065 sec): 3 clusters Score: Raw -898884.904128 + Penalty 1750.363252 = -897134.540875 nChanged 5 SP:Iteration 123Q (1693.747329 sec): 3 clusters Score: Raw -898885.604142 + Penalty 1750.363252 = -897135.240890 nChanged 5 SP:Iteration 124Q (1693.793699 sec): 3 clusters Score: Raw -898886.636124 + Penalty 1750.363252 = -897136.272872 nChanged 9 SP:Iteration 125Q (1693.859328 sec): 3 clusters Score: Raw -898888.592923 + Penalty 1750.363252 = -897138.229670 nChanged 5 SP:Iteration 126Q (1693.915424 sec): 3 clusters Score: Raw -898889.590504 + Penalty 1750.363252 = -897139.227251 nChanged 6 SP:Iteration 127Q (1693.978538 sec): 3 clusters Score: Raw -898890.155284 + Penalty 1750.363252 = -897139.792032 nChanged 2 SP:Iteration 128Q (1694.036776 sec): 3 clusters Score: Raw -898890.792841 + Penalty 1750.363252 = -897140.429588 nChanged 4 SP:Iteration 129Q (1694.094367 sec): 3 clusters Score: Raw -898891.275942 + Penalty 1750.363252 = -897140.912690 nChanged 2 SP:Iteration 130Q (1694.141761 sec): 3 clusters Score: Raw -898891.546267 + Penalty 1750.363252 = -897141.183015 nChanged 1 SP:Iteration 131Q (1694.205197 sec): 3 clusters Score: Raw -898891.691100 + Penalty 1750.363252 = -897141.327848 nChanged 2 SP:Iteration 132Q (1694.267413 sec): 3 clusters Score: Raw -898892.245267 + Penalty 1750.363252 = -897141.882015 nChanged 5 SP:Iteration 133Q (1694.324591 sec): 3 clusters Score: Raw -898893.602727 + Penalty 1750.363252 = -897143.239475 nChanged 4 SP:Iteration 134Q (1694.376487 sec): 3 clusters Score: Raw -898894.904799 + Penalty 1750.363252 = -897144.541547 nChanged 5 SP:Iteration 135Q (1694.437584 sec): 3 clusters Score: Raw -898895.476521 + Penalty 1750.363252 = -897145.113269 nChanged 2 SP:Iteration 136Q (1694.497026 sec): 3 clusters Score: Raw -898895.943779 + Penalty 1750.363252 = -897145.580527 nChanged 4 SP:Iteration 137Q (1694.553189 sec): 3 clusters Score: Raw -898896.654091 + Penalty 1750.363252 = -897146.290838 nChanged 3 SP:Iteration 138Q (1694.605971 sec): 3 clusters Score: Raw -898896.952815 + Penalty 1750.363252 = -897146.589563 nChanged 1 SP:Iteration 139Q (1694.651118 sec): 3 clusters Score: Raw -898897.036708 + Penalty 1750.363252 = -897146.673456 nChanged 1 SP:Iteration 140F (1694.709329 sec): 3 clusters Score: Raw -898897.366294 + Penalty 1750.363252 = -897147.003042 nChanged 1 SP:Iteration 141Q (1694.762283 sec): 3 clusters Score: Raw -898897.694582 + Penalty 1750.363252 = -897147.331330 nChanged 3 SP:Iteration 142Q (1694.814204 sec): 3 clusters Score: Raw -898898.185178 + Penalty 1750.363252 = -897147.821925 nChanged 2 SP:Iteration 143Q (1694.876462 sec): 3 clusters Score: Raw -898898.320460 + Penalty 1750.363252 = -897147.957208 nChanged 2 SP:Iteration 144Q (1694.937858 sec): 3 clusters Score: Raw -898898.666848 + Penalty 1750.363252 = -897148.303596 nChanged 2 SP:Iteration 145Q (1694.996902 sec): 3 clusters Score: Raw -898898.898855 + Penalty 1750.363252 = -897148.535603 nChanged 1 SP:Iteration 146Q (1695.053943 sec): 3 clusters Score: Raw -898898.977696 + Penalty 1750.363252 = -897148.614443 nChanged 0 SP:Iteration 147F (1695.101030 sec): 3 clusters Score: Raw -898898.977696 + Penalty 1750.363252 = -897148.614443 nChanged 0 Trying to split cluster 16 (5123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1695.129558 sec): 2 clusters Score: Raw -422261.391942 + Penalty 811.442071 = -421449.949871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1695.179970 sec): 3 clusters Score: Raw -419377.311203 + Penalty 1622.884142 = -417754.427061 nChanged 2242 SP:Iteration 1F (1695.240092 sec): 3 clusters Score: Raw -420751.080795 + Penalty 1622.884142 = -419128.196653 nChanged 450 SP:Iteration 2F (1695.280046 sec): 3 clusters Score: Raw -421077.175428 + Penalty 1622.884142 = -419454.291286 nChanged 407 SP:Iteration 3F (1695.334659 sec): 3 clusters Score: Raw -421411.423399 + Penalty 1622.884142 = -419788.539257 nChanged 396 SP:Iteration 4F (1695.390996 sec): 3 clusters Score: Raw -421743.789605 + Penalty 1622.884142 = -420120.905463 nChanged 333 SP:Iteration 5F (1695.445654 sec): 3 clusters Score: Raw -422009.299970 + Penalty 1622.884142 = -420386.415829 nChanged 262 SP:Iteration 6F (1695.492059 sec): 3 clusters Score: Raw -422181.934556 + Penalty 1622.884142 = -420559.050414 nChanged 212 SP:Iteration 7Q (1695.546924 sec): 3 clusters Score: Raw -422299.112069 + Penalty 1622.884142 = -420676.227928 nChanged 141 SP:Iteration 8Q (1695.605857 sec): 3 clusters Score: Raw -422357.203757 + Penalty 1622.884142 = -420734.319615 nChanged 94 SP:Iteration 9Q (1695.660843 sec): 3 clusters Score: Raw -422390.584697 + Penalty 1622.884142 = -420767.700555 nChanged 69 SP:Iteration 10Q (1695.713518 sec): 3 clusters Score: Raw -422414.098665 + Penalty 1622.884142 = -420791.214523 nChanged 54 SP:Iteration 11Q (1695.756171 sec): 3 clusters Score: Raw -422428.196338 + Penalty 1622.884142 = -420805.312196 nChanged 45 SP:Iteration 12Q (1695.805555 sec): 3 clusters Score: Raw -422438.601457 + Penalty 1622.884142 = -420815.717315 nChanged 37 SP:Iteration 13Q (1695.866616 sec): 3 clusters Score: Raw -422446.519098 + Penalty 1622.884142 = -420823.634956 nChanged 30 SP:Iteration 14Q (1695.912967 sec): 3 clusters Score: Raw -422453.549701 + Penalty 1622.884142 = -420830.665559 nChanged 31 SP:Iteration 15Q (1695.972897 sec): 3 clusters Score: Raw -422461.448118 + Penalty 1622.884142 = -420838.563976 nChanged 30 SP:Iteration 16Q (1696.017505 sec): 3 clusters Score: Raw -422467.570252 + Penalty 1622.884142 = -420844.686110 nChanged 22 SP:Iteration 17Q (1696.060575 sec): 3 clusters Score: Raw -422472.389807 + Penalty 1622.884142 = -420849.505665 nChanged 20 SP:Iteration 18Q (1696.110356 sec): 3 clusters Score: Raw -422475.902947 + Penalty 1622.884142 = -420853.018805 nChanged 17 SP:Iteration 19Q (1696.156932 sec): 3 clusters Score: Raw -422479.018737 + Penalty 1622.884142 = -420856.134595 nChanged 20 SP:Iteration 20F (1696.208656 sec): 3 clusters Score: Raw -422483.468335 + Penalty 1622.884142 = -420860.584193 nChanged 20 SP:Iteration 21Q (1696.256084 sec): 3 clusters Score: Raw -422487.585662 + Penalty 1622.884142 = -420864.701520 nChanged 18 SP:Iteration 22Q (1696.315661 sec): 3 clusters Score: Raw -422491.084308 + Penalty 1622.884142 = -420868.200166 nChanged 16 SP:Iteration 23Q (1696.362694 sec): 3 clusters Score: Raw -422494.272862 + Penalty 1622.884142 = -420871.388721 nChanged 17 SP:Iteration 24Q (1696.418586 sec): 3 clusters Score: Raw -422497.093520 + Penalty 1622.884142 = -420874.209378 nChanged 16 SP:Iteration 25Q (1696.473402 sec): 3 clusters Score: Raw -422500.418560 + Penalty 1622.884142 = -420877.534419 nChanged 14 SP:Iteration 26Q (1696.524810 sec): 3 clusters Score: Raw -422503.278956 + Penalty 1622.884142 = -420880.394814 nChanged 13 SP:Iteration 27Q (1696.576892 sec): 3 clusters Score: Raw -422505.731783 + Penalty 1622.884142 = -420882.847641 nChanged 9 SP:Iteration 28Q (1696.627352 sec): 3 clusters Score: Raw -422507.491648 + Penalty 1622.884142 = -420884.607506 nChanged 11 SP:Iteration 29Q (1696.678065 sec): 3 clusters Score: Raw -422509.138976 + Penalty 1622.884142 = -420886.254834 nChanged 8 SP:Iteration 30Q (1696.725949 sec): 3 clusters Score: Raw -422510.929683 + Penalty 1622.884142 = -420888.045541 nChanged 13 SP:Iteration 31Q (1696.775047 sec): 3 clusters Score: Raw -422513.211786 + Penalty 1622.884142 = -420890.327644 nChanged 8 SP:Iteration 32Q (1696.828082 sec): 3 clusters Score: Raw -422514.126416 + Penalty 1622.884142 = -420891.242275 nChanged 7 SP:Iteration 33Q (1696.885104 sec): 3 clusters Score: Raw -422515.781450 + Penalty 1622.884142 = -420892.897308 nChanged 12 SP:Iteration 34Q (1696.930908 sec): 3 clusters Score: Raw -422518.322488 + Penalty 1622.884142 = -420895.438346 nChanged 8 SP:Iteration 35Q (1696.981701 sec): 3 clusters Score: Raw -422520.235331 + Penalty 1622.884142 = -420897.351189 nChanged 7 SP:Iteration 36Q (1697.041902 sec): 3 clusters Score: Raw -422521.517943 + Penalty 1622.884142 = -420898.633801 nChanged 7 SP:Iteration 37Q (1697.084356 sec): 3 clusters Score: Raw -422522.680205 + Penalty 1622.884142 = -420899.796063 nChanged 9 SP:Iteration 38Q (1697.143442 sec): 3 clusters Score: Raw -422524.928662 + Penalty 1622.884142 = -420902.044520 nChanged 15 SP:Iteration 39Q (1697.195182 sec): 3 clusters Score: Raw -422528.468757 + Penalty 1622.884142 = -420905.584615 nChanged 18 SP:Iteration 40F (1697.238510 sec): 3 clusters Score: Raw -422532.792656 + Penalty 1622.884142 = -420909.908514 nChanged 18 SP:Iteration 41Q (1697.290534 sec): 3 clusters Score: Raw -422538.999927 + Penalty 1622.884142 = -420916.115785 nChanged 24 SP:Iteration 42Q (1697.342522 sec): 3 clusters Score: Raw -422546.265344 + Penalty 1622.884142 = -420923.381202 nChanged 23 SP:Iteration 43Q (1697.384545 sec): 3 clusters Score: Raw -422553.507329 + Penalty 1622.884142 = -420930.623187 nChanged 27 SP:Iteration 44Q (1697.437658 sec): 3 clusters Score: Raw -422561.747909 + Penalty 1622.884142 = -420938.863767 nChanged 25 SP:Iteration 45Q (1697.488025 sec): 3 clusters Score: Raw -422570.692284 + Penalty 1622.884142 = -420947.808142 nChanged 26 SP:Iteration 46Q (1697.540010 sec): 3 clusters Score: Raw -422578.902956 + Penalty 1622.884142 = -420956.018814 nChanged 20 SP:Iteration 47Q (1697.596085 sec): 3 clusters Score: Raw -422584.794348 + Penalty 1622.884142 = -420961.910206 nChanged 26 SP:Iteration 48Q (1697.653472 sec): 3 clusters Score: Raw -422592.921284 + Penalty 1622.884142 = -420970.037142 nChanged 15 SP:Iteration 49Q (1697.706754 sec): 3 clusters Score: Raw -422596.780415 + Penalty 1622.884142 = -420973.896273 nChanged 16 SP:Iteration 50Q (1697.747127 sec): 3 clusters Score: Raw -422601.574286 + Penalty 1622.884142 = -420978.690145 nChanged 15 SP:Iteration 51Q (1697.798561 sec): 3 clusters Score: Raw -422605.483585 + Penalty 1622.884142 = -420982.599443 nChanged 14 SP:Iteration 52Q (1697.852537 sec): 3 clusters Score: Raw -422608.473102 + Penalty 1622.884142 = -420985.588960 nChanged 7 SP:Iteration 53Q (1697.905670 sec): 3 clusters Score: Raw -422609.647861 + Penalty 1622.884142 = -420986.763719 nChanged 5 SP:Iteration 54Q (1697.955668 sec): 3 clusters Score: Raw -422610.501137 + Penalty 1622.884142 = -420987.616995 nChanged 3 SP:Iteration 55Q (1698.007688 sec): 3 clusters Score: Raw -422611.434794 + Penalty 1622.884142 = -420988.550652 nChanged 5 SP:Iteration 56Q (1698.057154 sec): 3 clusters Score: Raw -422612.983318 + Penalty 1622.884142 = -420990.099176 nChanged 6 SP:Iteration 57Q (1698.106509 sec): 3 clusters Score: Raw -422614.538120 + Penalty 1622.884142 = -420991.653978 nChanged 5 SP:Iteration 58Q (1698.162194 sec): 3 clusters Score: Raw -422615.248147 + Penalty 1622.884142 = -420992.364005 nChanged 3 SP:Iteration 59Q (1698.213505 sec): 3 clusters Score: Raw -422615.616720 + Penalty 1622.884142 = -420992.732578 nChanged 1 SP:Iteration 60F (1698.263075 sec): 3 clusters Score: Raw -422615.828011 + Penalty 1622.884142 = -420992.943869 nChanged 1 SP:Iteration 61Q (1698.311681 sec): 3 clusters Score: Raw -422616.062965 + Penalty 1622.884142 = -420993.178823 nChanged 2 SP:Iteration 62Q (1698.371472 sec): 3 clusters Score: Raw -422616.684328 + Penalty 1622.884142 = -420993.800186 nChanged 4 SP:Iteration 63Q (1698.414440 sec): 3 clusters Score: Raw -422617.602908 + Penalty 1622.884142 = -420994.718766 nChanged 3 SP:Iteration 64Q (1698.471372 sec): 3 clusters Score: Raw -422618.605552 + Penalty 1622.884142 = -420995.721410 nChanged 3 SP:Iteration 65Q (1698.519481 sec): 3 clusters Score: Raw -422619.753768 + Penalty 1622.884142 = -420996.869626 nChanged 3 SP:Iteration 66Q (1698.575178 sec): 3 clusters Score: Raw -422620.611377 + Penalty 1622.884142 = -420997.727235 nChanged 1 SP:Iteration 67Q (1698.631639 sec): 3 clusters Score: Raw -422620.791492 + Penalty 1622.884142 = -420997.907350 nChanged 1 SP:Iteration 68Q (1698.671332 sec): 3 clusters Score: Raw -422621.055027 + Penalty 1622.884142 = -420998.170885 nChanged 1 SP:Iteration 69Q (1698.721438 sec): 3 clusters Score: Raw -422621.141158 + Penalty 1622.884142 = -420998.257016 nChanged 2 SP:Iteration 70Q (1698.771113 sec): 3 clusters Score: Raw -422621.241040 + Penalty 1622.884142 = -420998.356898 nChanged 0 SP:Iteration 71F (1698.825449 sec): 3 clusters Score: Raw -422621.241040 + Penalty 1622.884142 = -420998.356898 nChanged 0 Trying to split cluster 17 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1698.845939 sec): 2 clusters Score: Raw -48720.626313 + Penalty 612.192469 = -48108.433843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1698.885387 sec): 3 clusters Score: Raw -48572.683795 + Penalty 1224.384939 = -47348.298856 nChanged 214 SP:Iteration 1F (1698.937425 sec): 3 clusters Score: Raw -48769.489048 + Penalty 1224.384939 = -47545.104109 nChanged 70 SP:Iteration 2F (1698.977840 sec): 3 clusters Score: Raw -48882.293611 + Penalty 1224.384939 = -47657.908672 nChanged 40 SP:Iteration 3F (1699.033226 sec): 3 clusters Score: Raw -49010.738013 + Penalty 1224.384939 = -47786.353075 nChanged 40 SP:Iteration 4F (1699.074883 sec): 3 clusters Score: Raw -49132.903906 + Penalty 1224.384939 = -47908.518967 nChanged 34 SP:Iteration 5F (1699.131173 sec): 3 clusters Score: Raw -49181.152546 + Penalty 1224.384939 = -47956.767607 nChanged 24 SP:Iteration 6Q (1699.177999 sec): 3 clusters Score: Raw -49207.099478 + Penalty 1224.384939 = -47982.714540 nChanged 15 SP:Iteration 7Q (1699.223750 sec): 3 clusters Score: Raw -49224.729573 + Penalty 1224.384939 = -48000.344634 nChanged 14 SP:Iteration 8Q (1699.274723 sec): 3 clusters Score: Raw -49252.770839 + Penalty 1224.384939 = -48028.385900 nChanged 10 SP:Iteration 9Q (1699.316375 sec): 3 clusters Score: Raw -49268.752468 + Penalty 1224.384939 = -48044.367529 nChanged 11 SP:Iteration 10Q (1699.368853 sec): 3 clusters Score: Raw -49284.107828 + Penalty 1224.384939 = -48059.722889 nChanged 7 SP:Iteration 11Q (1699.414206 sec): 3 clusters Score: Raw -49291.701914 + Penalty 1224.384939 = -48067.316975 nChanged 3 SP:Iteration 12Q (1699.465135 sec): 3 clusters Score: Raw -49296.559644 + Penalty 1224.384939 = -48072.174706 nChanged 1 SP:Iteration 13Q (1699.510543 sec): 3 clusters Score: Raw -49298.343631 + Penalty 1224.384939 = -48073.958692 nChanged 2 SP:Iteration 14Q (1699.547738 sec): 3 clusters Score: Raw -49300.658058 + Penalty 1224.384939 = -48076.273120 nChanged 1 SP:Iteration 15Q (1699.597986 sec): 3 clusters Score: Raw -49301.361267 + Penalty 1224.384939 = -48076.976328 nChanged 1 SP:Iteration 16Q (1699.632388 sec): 3 clusters Score: Raw -49301.533142 + Penalty 1224.384939 = -48077.148203 nChanged 0 SP:Iteration 17F (1699.682663 sec): 3 clusters Score: Raw -49301.533142 + Penalty 1224.384939 = -48077.148203 nChanged 0 Trying to split cluster 18 (1157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1699.706867 sec): 2 clusters Score: Raw -86903.188045 + Penalty 670.090644 = -86233.097401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1699.762400 sec): 3 clusters Score: Raw -86406.605736 + Penalty 1340.181288 = -85066.424448 nChanged 413 SP:Iteration 1F (1699.803649 sec): 3 clusters Score: Raw -86811.957252 + Penalty 1340.181288 = -85471.775964 nChanged 118 SP:Iteration 2F (1699.856711 sec): 3 clusters Score: Raw -86961.595922 + Penalty 1340.181288 = -85621.414634 nChanged 93 SP:Iteration 3F (1699.902799 sec): 3 clusters Score: Raw -87076.122144 + Penalty 1340.181288 = -85735.940856 nChanged 90 SP:Iteration 4F (1699.940121 sec): 3 clusters Score: Raw -87180.564207 + Penalty 1340.181288 = -85840.382918 nChanged 59 SP:Iteration 5F (1699.991924 sec): 3 clusters Score: Raw -87228.381529 + Penalty 1340.181288 = -85888.200241 nChanged 37 SP:Iteration 6Q (1700.037382 sec): 3 clusters Score: Raw -87267.550985 + Penalty 1340.181288 = -85927.369696 nChanged 31 SP:Iteration 7Q (1700.085456 sec): 3 clusters Score: Raw -87298.504607 + Penalty 1340.181288 = -85958.323319 nChanged 26 SP:Iteration 8Q (1700.119472 sec): 3 clusters Score: Raw -87321.148516 + Penalty 1340.181288 = -85980.967227 nChanged 10 SP:Iteration 9Q (1700.172205 sec): 3 clusters Score: Raw -87334.079656 + Penalty 1340.181288 = -85993.898368 nChanged 8 SP:Iteration 10Q (1700.216212 sec): 3 clusters Score: Raw -87340.745571 + Penalty 1340.181288 = -86000.564283 nChanged 12 SP:Iteration 11Q (1700.271021 sec): 3 clusters Score: Raw -87351.017174 + Penalty 1340.181288 = -86010.835886 nChanged 16 SP:Iteration 12Q (1700.307172 sec): 3 clusters Score: Raw -87361.449321 + Penalty 1340.181288 = -86021.268033 nChanged 13 SP:Iteration 13Q (1700.348311 sec): 3 clusters Score: Raw -87373.190157 + Penalty 1340.181288 = -86033.008869 nChanged 12 SP:Iteration 14Q (1700.390524 sec): 3 clusters Score: Raw -87382.813864 + Penalty 1340.181288 = -86042.632575 nChanged 9 SP:Iteration 15Q (1700.435328 sec): 3 clusters Score: Raw -87398.482998 + Penalty 1340.181288 = -86058.301710 nChanged 10 SP:Iteration 16Q (1700.481817 sec): 3 clusters Score: Raw -87409.488209 + Penalty 1340.181288 = -86069.306921 nChanged 9 SP:Iteration 17Q (1700.541257 sec): 3 clusters Score: Raw -87417.372673 + Penalty 1340.181288 = -86077.191385 nChanged 7 SP:Iteration 18Q (1700.577668 sec): 3 clusters Score: Raw -87424.768477 + Penalty 1340.181288 = -86084.587189 nChanged 2 SP:Iteration 19Q (1700.620095 sec): 3 clusters Score: Raw -87427.301867 + Penalty 1340.181288 = -86087.120578 nChanged 4 SP:Iteration 20F (1700.655594 sec): 3 clusters Score: Raw -87431.091601 + Penalty 1340.181288 = -86090.910313 nChanged 6 SP:Iteration 21Q (1700.713501 sec): 3 clusters Score: Raw -87440.720807 + Penalty 1340.181288 = -86100.539519 nChanged 2 SP:Iteration 22Q (1700.753235 sec): 3 clusters Score: Raw -87441.887482 + Penalty 1340.181288 = -86101.706194 nChanged 2 SP:Iteration 23Q (1700.800657 sec): 3 clusters Score: Raw -87444.247291 + Penalty 1340.181288 = -86104.066003 nChanged 2 SP:Iteration 24Q (1700.841826 sec): 3 clusters Score: Raw -87445.443211 + Penalty 1340.181288 = -86105.261923 nChanged 0 SP:Iteration 25F (1700.886314 sec): 3 clusters Score: Raw -87445.443211 + Penalty 1340.181288 = -86105.261923 nChanged 0 Trying to split cluster 19 (2231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1700.911870 sec): 2 clusters Score: Raw -193429.683272 + Penalty 732.469493 = -192697.213778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1700.962713 sec): 3 clusters Score: Raw -192358.478240 + Penalty 1464.938987 = -190893.539253 nChanged 888 SP:Iteration 1F (1701.014719 sec): 3 clusters Score: Raw -193018.430252 + Penalty 1464.938987 = -191553.491265 nChanged 211 SP:Iteration 2F (1701.065521 sec): 3 clusters Score: Raw -193261.270833 + Penalty 1464.938987 = -191796.331846 nChanged 193 SP:Iteration 3F (1701.107982 sec): 3 clusters Score: Raw -193454.794551 + Penalty 1464.938987 = -191989.855564 nChanged 131 SP:Iteration 4F (1701.162011 sec): 3 clusters Score: Raw -193576.178714 + Penalty 1464.938987 = -192111.239727 nChanged 93 SP:Iteration 5Q (1701.204044 sec): 3 clusters Score: Raw -193663.212101 + Penalty 1464.938987 = -192198.273114 nChanged 73 SP:Iteration 6Q (1701.251354 sec): 3 clusters Score: Raw -193720.782942 + Penalty 1464.938987 = -192255.843955 nChanged 57 SP:Iteration 7Q (1701.299108 sec): 3 clusters Score: Raw -193763.466589 + Penalty 1464.938987 = -192298.527602 nChanged 34 SP:Iteration 8Q (1701.348530 sec): 3 clusters Score: Raw -193788.786366 + Penalty 1464.938987 = -192323.847379 nChanged 26 SP:Iteration 9Q (1701.401614 sec): 3 clusters Score: Raw -193805.102660 + Penalty 1464.938987 = -192340.163673 nChanged 24 SP:Iteration 10Q (1701.447824 sec): 3 clusters Score: Raw -193817.865559 + Penalty 1464.938987 = -192352.926572 nChanged 26 SP:Iteration 11Q (1701.501346 sec): 3 clusters Score: Raw -193830.927497 + Penalty 1464.938987 = -192365.988510 nChanged 22 SP:Iteration 12Q (1701.537383 sec): 3 clusters Score: Raw -193841.538170 + Penalty 1464.938987 = -192376.599183 nChanged 30 SP:Iteration 13Q (1701.574840 sec): 3 clusters Score: Raw -193855.582861 + Penalty 1464.938987 = -192390.643875 nChanged 22 SP:Iteration 14Q (1701.606316 sec): 3 clusters Score: Raw -193865.915082 + Penalty 1464.938987 = -192400.976095 nChanged 21 SP:Iteration 15Q (1701.659076 sec): 3 clusters Score: Raw -193874.389354 + Penalty 1464.938987 = -192409.450367 nChanged 17 SP:Iteration 16Q (1701.693113 sec): 3 clusters Score: Raw -193880.410682 + Penalty 1464.938987 = -192415.471695 nChanged 16 SP:Iteration 17Q (1701.745156 sec): 3 clusters Score: Raw -193886.862724 + Penalty 1464.938987 = -192421.923737 nChanged 19 SP:Iteration 18Q (1701.797266 sec): 3 clusters Score: Raw -193897.279850 + Penalty 1464.938987 = -192432.340863 nChanged 18 SP:Iteration 19Q (1701.839337 sec): 3 clusters Score: Raw -193908.335789 + Penalty 1464.938987 = -192443.396803 nChanged 21 SP:Iteration 20F (1701.898297 sec): 3 clusters Score: Raw -193919.790738 + Penalty 1464.938987 = -192454.851751 nChanged 23 SP:Iteration 21Q (1701.949377 sec): 3 clusters Score: Raw -193929.387993 + Penalty 1464.938987 = -192464.449006 nChanged 20 SP:Iteration 22Q (1701.993883 sec): 3 clusters Score: Raw -193940.066478 + Penalty 1464.938987 = -192475.127491 nChanged 14 SP:Iteration 23Q (1702.032172 sec): 3 clusters Score: Raw -193947.624437 + Penalty 1464.938987 = -192482.685450 nChanged 15 SP:Iteration 24Q (1702.073801 sec): 3 clusters Score: Raw -193954.340810 + Penalty 1464.938987 = -192489.401823 nChanged 12 SP:Iteration 25Q (1702.117392 sec): 3 clusters Score: Raw -193960.552185 + Penalty 1464.938987 = -192495.613198 nChanged 7 SP:Iteration 26Q (1702.162125 sec): 3 clusters Score: Raw -193963.302507 + Penalty 1464.938987 = -192498.363521 nChanged 12 SP:Iteration 27Q (1702.198472 sec): 3 clusters Score: Raw -193967.748542 + Penalty 1464.938987 = -192502.809555 nChanged 9 SP:Iteration 28Q (1702.247829 sec): 3 clusters Score: Raw -193971.088542 + Penalty 1464.938987 = -192506.149555 nChanged 6 SP:Iteration 29Q (1702.297448 sec): 3 clusters Score: Raw -193973.736815 + Penalty 1464.938987 = -192508.797828 nChanged 4 SP:Iteration 30Q (1702.342555 sec): 3 clusters Score: Raw -193975.010020 + Penalty 1464.938987 = -192510.071033 nChanged 3 SP:Iteration 31Q (1702.384694 sec): 3 clusters Score: Raw -193975.651291 + Penalty 1464.938987 = -192510.712304 nChanged 1 SP:Iteration 32Q (1702.416424 sec): 3 clusters Score: Raw -193975.863021 + Penalty 1464.938987 = -192510.924034 nChanged 0 SP:Iteration 33F (1702.472770 sec): 3 clusters Score: Raw -193975.863021 + Penalty 1464.938987 = -192510.924034 nChanged 0 Trying to split cluster 20 (18193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1702.513148 sec): 2 clusters Score: Raw -1661183.879660 + Penalty 931.835257 = -1660252.044402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1702.590987 sec): 3 clusters Score: Raw -1649805.720732 + Penalty 1863.670515 = -1647942.050217 nChanged 8499 SP:Iteration 1F (1702.661381 sec): 3 clusters Score: Raw -1654604.116579 + Penalty 1863.670515 = -1652740.446065 nChanged 1019 SP:Iteration 2F (1702.733941 sec): 3 clusters Score: Raw -1655079.989391 + Penalty 1863.670515 = -1653216.318876 nChanged 1082 SP:Iteration 3F (1702.803588 sec): 3 clusters Score: Raw -1655685.813431 + Penalty 1863.670515 = -1653822.142916 nChanged 1225 SP:Iteration 4F (1702.860836 sec): 3 clusters Score: Raw -1656527.800715 + Penalty 1863.670515 = -1654664.130200 nChanged 1399 SP:Iteration 5F (1702.932620 sec): 3 clusters Score: Raw -1657602.978395 + Penalty 1863.670515 = -1655739.307880 nChanged 1325 SP:Iteration 6F (1703.006117 sec): 3 clusters Score: Raw -1658724.862000 + Penalty 1863.670515 = -1656861.191485 nChanged 1151 SP:Iteration 7F (1703.074675 sec): 3 clusters Score: Raw -1659669.515490 + Penalty 1863.670515 = -1657805.844975 nChanged 814 SP:Iteration 8Q (1703.144676 sec): 3 clusters Score: Raw -1660178.022632 + Penalty 1863.670515 = -1658314.352118 nChanged 520 SP:Iteration 9Q (1703.218654 sec): 3 clusters Score: Raw -1660421.436454 + Penalty 1863.670515 = -1658557.765940 nChanged 370 SP:Iteration 10Q (1703.281395 sec): 3 clusters Score: Raw -1660579.703160 + Penalty 1863.670515 = -1658716.032645 nChanged 280 SP:Iteration 11Q (1703.350056 sec): 3 clusters Score: Raw -1660703.435638 + Penalty 1863.670515 = -1658839.765123 nChanged 263 SP:Iteration 12Q (1703.416742 sec): 3 clusters Score: Raw -1660804.587256 + Penalty 1863.670515 = -1658940.916741 nChanged 220 SP:Iteration 13Q (1703.488454 sec): 3 clusters Score: Raw -1660885.916619 + Penalty 1863.670515 = -1659022.246104 nChanged 232 SP:Iteration 14Q (1703.559076 sec): 3 clusters Score: Raw -1660973.165475 + Penalty 1863.670515 = -1659109.494960 nChanged 203 SP:Iteration 15Q (1703.624160 sec): 3 clusters Score: Raw -1661052.745390 + Penalty 1863.670515 = -1659189.074875 nChanged 199 SP:Iteration 16Q (1703.697589 sec): 3 clusters Score: Raw -1661131.754359 + Penalty 1863.670515 = -1659268.083844 nChanged 194 SP:Iteration 17Q (1703.756164 sec): 3 clusters Score: Raw -1661205.109434 + Penalty 1863.670515 = -1659341.438920 nChanged 168 SP:Iteration 18Q (1703.830430 sec): 3 clusters Score: Raw -1661265.848378 + Penalty 1863.670515 = -1659402.177863 nChanged 154 SP:Iteration 19Q (1703.899959 sec): 3 clusters Score: Raw -1661321.266970 + Penalty 1863.670515 = -1659457.596455 nChanged 144 SP:Iteration 20F (1703.971788 sec): 3 clusters Score: Raw -1661369.199754 + Penalty 1863.670515 = -1659505.529239 nChanged 134 SP:Iteration 21Q (1704.039982 sec): 3 clusters Score: Raw -1661408.460086 + Penalty 1863.670515 = -1659544.789571 nChanged 111 SP:Iteration 22Q (1704.112972 sec): 3 clusters Score: Raw -1661433.705326 + Penalty 1863.670515 = -1659570.034811 nChanged 83 SP:Iteration 23Q (1704.184591 sec): 3 clusters Score: Raw -1661452.991818 + Penalty 1863.670515 = -1659589.321303 nChanged 84 SP:Iteration 24Q (1704.241390 sec): 3 clusters Score: Raw -1661473.558134 + Penalty 1863.670515 = -1659609.887619 nChanged 89 SP:Iteration 25Q (1704.315628 sec): 3 clusters Score: Raw -1661497.458973 + Penalty 1863.670515 = -1659633.788458 nChanged 88 SP:Iteration 26Q (1704.385296 sec): 3 clusters Score: Raw -1661520.189147 + Penalty 1863.670515 = -1659656.518632 nChanged 75 SP:Iteration 27Q (1704.451566 sec): 3 clusters Score: Raw -1661537.748861 + Penalty 1863.670515 = -1659674.078346 nChanged 46 SP:Iteration 28Q (1704.509113 sec): 3 clusters Score: Raw -1661545.312541 + Penalty 1863.670515 = -1659681.642026 nChanged 37 SP:Iteration 29Q (1704.582488 sec): 3 clusters Score: Raw -1661551.842360 + Penalty 1863.670515 = -1659688.171845 nChanged 39 SP:Iteration 30Q (1704.642904 sec): 3 clusters Score: Raw -1661559.156141 + Penalty 1863.670515 = -1659695.485626 nChanged 47 SP:Iteration 31Q (1704.700341 sec): 3 clusters Score: Raw -1661567.634441 + Penalty 1863.670515 = -1659703.963926 nChanged 37 SP:Iteration 32Q (1704.764843 sec): 3 clusters Score: Raw -1661574.336408 + Penalty 1863.670515 = -1659710.665893 nChanged 36 SP:Iteration 33Q (1704.842728 sec): 3 clusters Score: Raw -1661580.267641 + Penalty 1863.670515 = -1659716.597126 nChanged 29 SP:Iteration 34Q (1704.899150 sec): 3 clusters Score: Raw -1661585.601632 + Penalty 1863.670515 = -1659721.931117 nChanged 40 SP:Iteration 35Q (1704.975641 sec): 3 clusters Score: Raw -1661592.429318 + Penalty 1863.670515 = -1659728.758803 nChanged 29 SP:Iteration 36Q (1705.043101 sec): 3 clusters Score: Raw -1661597.213350 + Penalty 1863.670515 = -1659733.542835 nChanged 34 SP:Iteration 37Q (1705.110756 sec): 3 clusters Score: Raw -1661603.116150 + Penalty 1863.670515 = -1659739.445635 nChanged 29 SP:Iteration 38Q (1705.177081 sec): 3 clusters Score: Raw -1661607.574713 + Penalty 1863.670515 = -1659743.904198 nChanged 14 SP:Iteration 39Q (1705.245595 sec): 3 clusters Score: Raw -1661609.111706 + Penalty 1863.670515 = -1659745.441191 nChanged 12 SP:Iteration 40F (1705.312014 sec): 3 clusters Score: Raw -1661610.666792 + Penalty 1863.670515 = -1659746.996277 nChanged 9 SP:Iteration 41Q (1705.376192 sec): 3 clusters Score: Raw -1661612.235809 + Penalty 1863.670515 = -1659748.565294 nChanged 10 SP:Iteration 42Q (1705.439228 sec): 3 clusters Score: Raw -1661613.323908 + Penalty 1863.670515 = -1659749.653393 nChanged 12 SP:Iteration 43Q (1705.495604 sec): 3 clusters Score: Raw -1661614.469750 + Penalty 1863.670515 = -1659750.799235 nChanged 8 SP:Iteration 44Q (1705.556249 sec): 3 clusters Score: Raw -1661615.205997 + Penalty 1863.670515 = -1659751.535482 nChanged 13 SP:Iteration 45Q (1705.622251 sec): 3 clusters Score: Raw -1661616.419733 + Penalty 1863.670515 = -1659752.749218 nChanged 10 SP:Iteration 46Q (1705.685036 sec): 3 clusters Score: Raw -1661617.262390 + Penalty 1863.670515 = -1659753.591875 nChanged 6 SP:Iteration 47Q (1705.760388 sec): 3 clusters Score: Raw -1661617.583984 + Penalty 1863.670515 = -1659753.913470 nChanged 6 SP:Iteration 48Q (1705.821691 sec): 3 clusters Score: Raw -1661618.221858 + Penalty 1863.670515 = -1659754.551343 nChanged 8 SP:Iteration 49Q (1705.900103 sec): 3 clusters Score: Raw -1661618.859159 + Penalty 1863.670515 = -1659755.188644 nChanged 2 SP:Iteration 50Q (1705.967688 sec): 3 clusters Score: Raw -1661619.001937 + Penalty 1863.670515 = -1659755.331422 nChanged 0 SP:Iteration 51F (1706.026138 sec): 3 clusters Score: Raw -1661619.001937 + Penalty 1863.670515 = -1659755.331422 nChanged 0 Trying to split cluster 21 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1706.051528 sec): 2 clusters Score: Raw -5501.776252 + Penalty 472.789706 = -5028.986546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1706.103526 sec): 3 clusters Score: Raw -5632.214116 + Penalty 945.579411 = -4686.634705 nChanged 35 SP:Iteration 1F (1706.140019 sec): 3 clusters Score: Raw -5749.117243 + Penalty 945.579411 = -4803.537832 nChanged 8 SP:Iteration 2F (1706.184727 sec): 3 clusters Score: Raw -5777.473663 + Penalty 945.579411 = -4831.894252 nChanged 3 SP:Iteration 3Q (1706.224586 sec): 3 clusters Score: Raw -5791.587442 + Penalty 945.579411 = -4846.008031 nChanged 3 SP:Iteration 4Q (1706.272485 sec): 3 clusters Score: Raw -5794.973039 + Penalty 945.579411 = -4849.393628 nChanged 0 SP:Iteration 5F (1706.314030 sec): 3 clusters Score: Raw -5794.973039 + Penalty 945.579411 = -4849.393628 nChanged 0 Trying to split cluster 22 (10976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1706.354761 sec): 2 clusters Score: Raw -806045.164097 + Penalty 883.829303 = -805161.334794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1706.413420 sec): 3 clusters Score: Raw -799515.147482 + Penalty 1767.658606 = -797747.488876 nChanged 4999 SP:Iteration 1F (1706.469804 sec): 3 clusters Score: Raw -802513.606566 + Penalty 1767.658606 = -800745.947960 nChanged 774 SP:Iteration 2F (1706.525586 sec): 3 clusters Score: Raw -803021.052237 + Penalty 1767.658606 = -801253.393630 nChanged 779 SP:Iteration 3F (1706.586769 sec): 3 clusters Score: Raw -803554.866754 + Penalty 1767.658606 = -801787.208148 nChanged 777 SP:Iteration 4F (1706.650991 sec): 3 clusters Score: Raw -804101.543282 + Penalty 1767.658606 = -802333.884675 nChanged 724 SP:Iteration 5F (1706.721060 sec): 3 clusters Score: Raw -804601.140252 + Penalty 1767.658606 = -802833.481645 nChanged 665 SP:Iteration 6F (1706.779071 sec): 3 clusters Score: Raw -804989.325022 + Penalty 1767.658606 = -803221.666416 nChanged 577 SP:Iteration 7F (1706.834604 sec): 3 clusters Score: Raw -805267.478310 + Penalty 1767.658606 = -803499.819703 nChanged 415 SP:Iteration 8Q (1706.892032 sec): 3 clusters Score: Raw -805449.944437 + Penalty 1767.658606 = -803682.285830 nChanged 322 SP:Iteration 9Q (1706.948691 sec): 3 clusters Score: Raw -805585.340222 + Penalty 1767.658606 = -803817.681616 nChanged 257 SP:Iteration 10Q (1706.997005 sec): 3 clusters Score: Raw -805700.129460 + Penalty 1767.658606 = -803932.470854 nChanged 230 SP:Iteration 11Q (1707.059108 sec): 3 clusters Score: Raw -805802.652211 + Penalty 1767.658606 = -804034.993604 nChanged 224 SP:Iteration 12Q (1707.122166 sec): 3 clusters Score: Raw -805906.701935 + Penalty 1767.658606 = -804139.043328 nChanged 209 SP:Iteration 13Q (1707.175085 sec): 3 clusters Score: Raw -806007.284261 + Penalty 1767.658606 = -804239.625654 nChanged 202 SP:Iteration 14Q (1707.238845 sec): 3 clusters Score: Raw -806114.969899 + Penalty 1767.658606 = -804347.311292 nChanged 206 SP:Iteration 15Q (1707.286745 sec): 3 clusters Score: Raw -806243.127147 + Penalty 1767.658606 = -804475.468540 nChanged 198 SP:Iteration 16Q (1707.341063 sec): 3 clusters Score: Raw -806367.362637 + Penalty 1767.658606 = -804599.704030 nChanged 182 SP:Iteration 17Q (1707.400140 sec): 3 clusters Score: Raw -806483.063039 + Penalty 1767.658606 = -804715.404432 nChanged 154 SP:Iteration 18Q (1707.464663 sec): 3 clusters Score: Raw -806580.665304 + Penalty 1767.658606 = -804813.006697 nChanged 133 SP:Iteration 19Q (1707.520061 sec): 3 clusters Score: Raw -806647.698813 + Penalty 1767.658606 = -804880.040207 nChanged 112 SP:Iteration 20F (1707.585804 sec): 3 clusters Score: Raw -806709.114201 + Penalty 1767.658606 = -804941.455595 nChanged 85 SP:Iteration 21Q (1707.642029 sec): 3 clusters Score: Raw -806751.205853 + Penalty 1767.658606 = -804983.547246 nChanged 77 SP:Iteration 22Q (1707.692545 sec): 3 clusters Score: Raw -806780.330357 + Penalty 1767.658606 = -805012.671751 nChanged 66 SP:Iteration 23Q (1707.750456 sec): 3 clusters Score: Raw -806803.265879 + Penalty 1767.658606 = -805035.607272 nChanged 67 SP:Iteration 24Q (1707.810075 sec): 3 clusters Score: Raw -806825.849067 + Penalty 1767.658606 = -805058.190461 nChanged 51 SP:Iteration 25Q (1707.877414 sec): 3 clusters Score: Raw -806839.072765 + Penalty 1767.658606 = -805071.414159 nChanged 47 SP:Iteration 26Q (1707.935631 sec): 3 clusters Score: Raw -806851.653456 + Penalty 1767.658606 = -805083.994850 nChanged 40 SP:Iteration 27Q (1707.988284 sec): 3 clusters Score: Raw -806863.503518 + Penalty 1767.658606 = -805095.844912 nChanged 40 SP:Iteration 28Q (1708.046478 sec): 3 clusters Score: Raw -806876.911087 + Penalty 1767.658606 = -805109.252480 nChanged 42 SP:Iteration 29Q (1708.108437 sec): 3 clusters Score: Raw -806889.827070 + Penalty 1767.658606 = -805122.168464 nChanged 34 SP:Iteration 30Q (1708.175885 sec): 3 clusters Score: Raw -806903.191598 + Penalty 1767.658606 = -805135.532992 nChanged 36 SP:Iteration 31Q (1708.225375 sec): 3 clusters Score: Raw -806914.432067 + Penalty 1767.658606 = -805146.773460 nChanged 26 SP:Iteration 32Q (1708.288841 sec): 3 clusters Score: Raw -806919.871878 + Penalty 1767.658606 = -805152.213271 nChanged 17 SP:Iteration 33Q (1708.353385 sec): 3 clusters Score: Raw -806923.287026 + Penalty 1767.658606 = -805155.628419 nChanged 11 SP:Iteration 34Q (1708.401585 sec): 3 clusters Score: Raw -806925.533088 + Penalty 1767.658606 = -805157.874482 nChanged 7 SP:Iteration 35Q (1708.462843 sec): 3 clusters Score: Raw -806926.522510 + Penalty 1767.658606 = -805158.863903 nChanged 4 SP:Iteration 36Q (1708.515767 sec): 3 clusters Score: Raw -806927.450357 + Penalty 1767.658606 = -805159.791750 nChanged 6 SP:Iteration 37Q (1708.585969 sec): 3 clusters Score: Raw -806928.690986 + Penalty 1767.658606 = -805161.032380 nChanged 8 SP:Iteration 38Q (1708.643657 sec): 3 clusters Score: Raw -806930.631588 + Penalty 1767.658606 = -805162.972981 nChanged 8 SP:Iteration 39Q (1708.695550 sec): 3 clusters Score: Raw -806931.990033 + Penalty 1767.658606 = -805164.331427 nChanged 10 SP:Iteration 40F (1708.765995 sec): 3 clusters Score: Raw -806934.119673 + Penalty 1767.658606 = -805166.461067 nChanged 7 SP:Iteration 41Q (1708.820308 sec): 3 clusters Score: Raw -806936.986105 + Penalty 1767.658606 = -805169.327499 nChanged 11 SP:Iteration 42Q (1708.870683 sec): 3 clusters Score: Raw -806940.010549 + Penalty 1767.658606 = -805172.351942 nChanged 10 SP:Iteration 43Q (1708.926319 sec): 3 clusters Score: Raw -806942.095433 + Penalty 1767.658606 = -805174.436826 nChanged 9 SP:Iteration 44Q (1708.985401 sec): 3 clusters Score: Raw -806943.579618 + Penalty 1767.658606 = -805175.921012 nChanged 11 SP:Iteration 45Q (1709.051400 sec): 3 clusters Score: Raw -806946.968547 + Penalty 1767.658606 = -805179.309941 nChanged 7 SP:Iteration 46Q (1709.101648 sec): 3 clusters Score: Raw -806947.780862 + Penalty 1767.658606 = -805180.122255 nChanged 7 SP:Iteration 47Q (1709.163037 sec): 3 clusters Score: Raw -806949.048153 + Penalty 1767.658606 = -805181.389546 nChanged 9 SP:Iteration 48Q (1709.231429 sec): 3 clusters Score: Raw -806951.238901 + Penalty 1767.658606 = -805183.580295 nChanged 11 SP:Iteration 49Q (1709.284242 sec): 3 clusters Score: Raw -806953.108228 + Penalty 1767.658606 = -805185.449622 nChanged 10 SP:Iteration 50Q (1709.354978 sec): 3 clusters Score: Raw -806954.288323 + Penalty 1767.658606 = -805186.629717 nChanged 4 SP:Iteration 51Q (1709.416199 sec): 3 clusters Score: Raw -806954.871417 + Penalty 1767.658606 = -805187.212810 nChanged 3 SP:Iteration 52Q (1709.466841 sec): 3 clusters Score: Raw -806955.209936 + Penalty 1767.658606 = -805187.551330 nChanged 2 SP:Iteration 53Q (1709.535891 sec): 3 clusters Score: Raw -806955.478511 + Penalty 1767.658606 = -805187.819904 nChanged 1 SP:Iteration 54Q (1709.597510 sec): 3 clusters Score: Raw -806955.591776 + Penalty 1767.658606 = -805187.933170 nChanged 0 SP:Iteration 55F (1709.658434 sec): 3 clusters Score: Raw -806955.591776 + Penalty 1767.658606 = -805187.933170 nChanged 0 Score: Raw -45229079.768850 + Penalty 45091.929260 = -45183987.839590 Splitting cluster 22 changes total score from -45184328.464144 to -45183987.839590 So it's not getting split. Trying to split cluster 23 (1191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1719.028848 sec): 2 clusters Score: Raw -97776.447335 + Penalty 672.842114 = -97103.605221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1719.073521 sec): 3 clusters Score: Raw -97289.739134 + Penalty 1345.684228 = -95944.054906 nChanged 391 SP:Iteration 1F (1719.109698 sec): 3 clusters Score: Raw -97583.153398 + Penalty 1345.684228 = -96237.469170 nChanged 81 SP:Iteration 2F (1719.164592 sec): 3 clusters Score: Raw -97654.595783 + Penalty 1345.684228 = -96308.911555 nChanged 57 SP:Iteration 3Q (1719.205368 sec): 3 clusters Score: Raw -97693.147258 + Penalty 1345.684228 = -96347.463030 nChanged 31 SP:Iteration 4Q (1719.248423 sec): 3 clusters Score: Raw -97710.363527 + Penalty 1345.684228 = -96364.679298 nChanged 27 SP:Iteration 5Q (1719.298270 sec): 3 clusters Score: Raw -97723.795761 + Penalty 1345.684228 = -96378.111533 nChanged 15 SP:Iteration 6Q (1719.331581 sec): 3 clusters Score: Raw -97733.879494 + Penalty 1345.684228 = -96388.195266 nChanged 15 SP:Iteration 7Q (1719.378489 sec): 3 clusters Score: Raw -97741.989372 + Penalty 1345.684228 = -96396.305144 nChanged 12 SP:Iteration 8Q (1719.426521 sec): 3 clusters Score: Raw -97747.789105 + Penalty 1345.684228 = -96402.104877 nChanged 14 SP:Iteration 9Q (1719.470689 sec): 3 clusters Score: Raw -97756.073733 + Penalty 1345.684228 = -96410.389505 nChanged 14 SP:Iteration 10Q (1719.507890 sec): 3 clusters Score: Raw -97765.332434 + Penalty 1345.684228 = -96419.648206 nChanged 15 SP:Iteration 11Q (1719.551565 sec): 3 clusters Score: Raw -97776.321013 + Penalty 1345.684228 = -96430.636785 nChanged 14 SP:Iteration 12Q (1719.595269 sec): 3 clusters Score: Raw -97794.350400 + Penalty 1345.684228 = -96448.666172 nChanged 20 SP:Iteration 13Q (1719.643513 sec): 3 clusters Score: Raw -97825.847807 + Penalty 1345.684228 = -96480.163579 nChanged 24 SP:Iteration 14Q (1719.680706 sec): 3 clusters Score: Raw -97849.383838 + Penalty 1345.684228 = -96503.699610 nChanged 28 SP:Iteration 15Q (1719.726047 sec): 3 clusters Score: Raw -97867.679298 + Penalty 1345.684228 = -96521.995069 nChanged 17 SP:Iteration 16Q (1719.768205 sec): 3 clusters Score: Raw -97885.534651 + Penalty 1345.684228 = -96539.850422 nChanged 21 SP:Iteration 17Q (1719.815309 sec): 3 clusters Score: Raw -97903.460918 + Penalty 1345.684228 = -96557.776690 nChanged 28 SP:Iteration 18Q (1719.864870 sec): 3 clusters Score: Raw -97928.673825 + Penalty 1345.684228 = -96582.989597 nChanged 24 SP:Iteration 19Q (1719.920102 sec): 3 clusters Score: Raw -97942.628298 + Penalty 1345.684228 = -96596.944070 nChanged 15 SP:Iteration 20F (1719.975230 sec): 3 clusters Score: Raw -97960.787564 + Penalty 1345.684228 = -96615.103336 nChanged 19 SP:Iteration 21Q (1720.018068 sec): 3 clusters Score: Raw -97974.482444 + Penalty 1345.684228 = -96628.798216 nChanged 12 SP:Iteration 22Q (1720.068902 sec): 3 clusters Score: Raw -97985.575237 + Penalty 1345.684228 = -96639.891009 nChanged 9 SP:Iteration 23Q (1720.118239 sec): 3 clusters Score: Raw -97988.549754 + Penalty 1345.684228 = -96642.865526 nChanged 8 SP:Iteration 24Q (1720.166567 sec): 3 clusters Score: Raw -97994.329914 + Penalty 1345.684228 = -96648.645686 nChanged 11 SP:Iteration 25Q (1720.219195 sec): 3 clusters Score: Raw -97998.456154 + Penalty 1345.684228 = -96652.771926 nChanged 7 SP:Iteration 26Q (1720.261391 sec): 3 clusters Score: Raw -98001.017854 + Penalty 1345.684228 = -96655.333626 nChanged 4 SP:Iteration 27Q (1720.313353 sec): 3 clusters Score: Raw -98002.418572 + Penalty 1345.684228 = -96656.734344 nChanged 1 SP:Iteration 28Q (1720.355614 sec): 3 clusters Score: Raw -98002.653967 + Penalty 1345.684228 = -96656.969738 nChanged 0 SP:Iteration 29F (1720.411010 sec): 3 clusters Score: Raw -98002.653967 + Penalty 1345.684228 = -96656.969738 nChanged 0 Trying to split cluster 24 (5216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1720.439571 sec): 2 clusters Score: Raw -445503.796893 + Penalty 813.151180 = -444690.645713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1720.488166 sec): 3 clusters Score: Raw -442553.958920 + Penalty 1626.302360 = -440927.656561 nChanged 2221 SP:Iteration 1F (1720.534010 sec): 3 clusters Score: Raw -443828.435661 + Penalty 1626.302360 = -442202.133301 nChanged 380 SP:Iteration 2F (1720.598964 sec): 3 clusters Score: Raw -444026.582098 + Penalty 1626.302360 = -442400.279738 nChanged 304 SP:Iteration 3F (1720.636839 sec): 3 clusters Score: Raw -444201.465281 + Penalty 1626.302360 = -442575.162922 nChanged 283 SP:Iteration 4F (1720.702870 sec): 3 clusters Score: Raw -444408.690875 + Penalty 1626.302360 = -442782.388516 nChanged 281 SP:Iteration 5F (1720.757207 sec): 3 clusters Score: Raw -444620.344635 + Penalty 1626.302360 = -442994.042275 nChanged 261 SP:Iteration 6F (1720.810005 sec): 3 clusters Score: Raw -444826.158995 + Penalty 1626.302360 = -443199.856635 nChanged 237 SP:Iteration 7Q (1720.866008 sec): 3 clusters Score: Raw -444995.533557 + Penalty 1626.302360 = -443369.231198 nChanged 204 SP:Iteration 8Q (1720.915340 sec): 3 clusters Score: Raw -445115.739017 + Penalty 1626.302360 = -443489.436658 nChanged 152 SP:Iteration 9Q (1720.970478 sec): 3 clusters Score: Raw -445195.327741 + Penalty 1626.302360 = -443569.025381 nChanged 129 SP:Iteration 10Q (1721.019949 sec): 3 clusters Score: Raw -445254.144787 + Penalty 1626.302360 = -443627.842428 nChanged 98 SP:Iteration 11Q (1721.073123 sec): 3 clusters Score: Raw -445302.210991 + Penalty 1626.302360 = -443675.908631 nChanged 93 SP:Iteration 12Q (1721.138424 sec): 3 clusters Score: Raw -445340.449102 + Penalty 1626.302360 = -443714.146742 nChanged 77 SP:Iteration 13Q (1721.194209 sec): 3 clusters Score: Raw -445376.378071 + Penalty 1626.302360 = -443750.075711 nChanged 73 SP:Iteration 14Q (1721.250825 sec): 3 clusters Score: Raw -445403.461192 + Penalty 1626.302360 = -443777.158832 nChanged 63 SP:Iteration 15Q (1721.307613 sec): 3 clusters Score: Raw -445422.906804 + Penalty 1626.302360 = -443796.604445 nChanged 51 SP:Iteration 16Q (1721.368292 sec): 3 clusters Score: Raw -445438.692721 + Penalty 1626.302360 = -443812.390361 nChanged 53 SP:Iteration 17Q (1721.423458 sec): 3 clusters Score: Raw -445454.555859 + Penalty 1626.302360 = -443828.253500 nChanged 43 SP:Iteration 18Q (1721.482315 sec): 3 clusters Score: Raw -445472.085222 + Penalty 1626.302360 = -443845.782862 nChanged 41 SP:Iteration 19Q (1721.537212 sec): 3 clusters Score: Raw -445487.992993 + Penalty 1626.302360 = -443861.690633 nChanged 35 SP:Iteration 20F (1721.593842 sec): 3 clusters Score: Raw -445500.876420 + Penalty 1626.302360 = -443874.574061 nChanged 27 SP:Iteration 21Q (1721.651046 sec): 3 clusters Score: Raw -445510.126501 + Penalty 1626.302360 = -443883.824141 nChanged 32 SP:Iteration 22Q (1721.693263 sec): 3 clusters Score: Raw -445520.325944 + Penalty 1626.302360 = -443894.023584 nChanged 26 SP:Iteration 23Q (1721.747622 sec): 3 clusters Score: Raw -445531.379730 + Penalty 1626.302360 = -443905.077370 nChanged 23 SP:Iteration 24Q (1721.802838 sec): 3 clusters Score: Raw -445540.593310 + Penalty 1626.302360 = -443914.290950 nChanged 23 SP:Iteration 25Q (1721.869873 sec): 3 clusters Score: Raw -445553.383807 + Penalty 1626.302360 = -443927.081448 nChanged 25 SP:Iteration 26Q (1721.921265 sec): 3 clusters Score: Raw -445562.253227 + Penalty 1626.302360 = -443935.950868 nChanged 20 SP:Iteration 27Q (1721.973878 sec): 3 clusters Score: Raw -445568.382394 + Penalty 1626.302360 = -443942.080034 nChanged 23 SP:Iteration 28Q (1722.026178 sec): 3 clusters Score: Raw -445576.993718 + Penalty 1626.302360 = -443950.691358 nChanged 20 SP:Iteration 29Q (1722.077440 sec): 3 clusters Score: Raw -445586.466105 + Penalty 1626.302360 = -443960.163745 nChanged 17 SP:Iteration 30Q (1722.130378 sec): 3 clusters Score: Raw -445593.800454 + Penalty 1626.302360 = -443967.498094 nChanged 19 SP:Iteration 31Q (1722.173479 sec): 3 clusters Score: Raw -445602.112666 + Penalty 1626.302360 = -443975.810306 nChanged 19 SP:Iteration 32Q (1722.229578 sec): 3 clusters Score: Raw -445607.973602 + Penalty 1626.302360 = -443981.671243 nChanged 9 SP:Iteration 33Q (1722.284213 sec): 3 clusters Score: Raw -445610.939625 + Penalty 1626.302360 = -443984.637266 nChanged 7 SP:Iteration 34Q (1722.339116 sec): 3 clusters Score: Raw -445613.006801 + Penalty 1626.302360 = -443986.704441 nChanged 5 SP:Iteration 35Q (1722.394800 sec): 3 clusters Score: Raw -445613.929450 + Penalty 1626.302360 = -443987.627090 nChanged 5 SP:Iteration 36Q (1722.448500 sec): 3 clusters Score: Raw -445615.630869 + Penalty 1626.302360 = -443989.328509 nChanged 3 SP:Iteration 37Q (1722.500795 sec): 3 clusters Score: Raw -445616.336044 + Penalty 1626.302360 = -443990.033684 nChanged 2 SP:Iteration 38Q (1722.555086 sec): 3 clusters Score: Raw -445616.953919 + Penalty 1626.302360 = -443990.651560 nChanged 3 SP:Iteration 39Q (1722.610811 sec): 3 clusters Score: Raw -445618.422550 + Penalty 1626.302360 = -443992.120190 nChanged 4 SP:Iteration 40F (1722.663514 sec): 3 clusters Score: Raw -445619.477721 + Penalty 1626.302360 = -443993.175361 nChanged 2 SP:Iteration 41Q (1722.716210 sec): 3 clusters Score: Raw -445620.399460 + Penalty 1626.302360 = -443994.097101 nChanged 4 SP:Iteration 42Q (1722.767661 sec): 3 clusters Score: Raw -445621.332693 + Penalty 1626.302360 = -443995.030333 nChanged 1 SP:Iteration 43Q (1722.822900 sec): 3 clusters Score: Raw -445621.542911 + Penalty 1626.302360 = -443995.240551 nChanged 1 SP:Iteration 44Q (1722.862996 sec): 3 clusters Score: Raw -445621.637400 + Penalty 1626.302360 = -443995.335040 nChanged 0 SP:Iteration 45F (1722.924357 sec): 3 clusters Score: Raw -445621.637400 + Penalty 1626.302360 = -443995.335040 nChanged 0 Trying to split cluster 25 (2049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1722.954217 sec): 2 clusters Score: Raw -180038.647005 + Penalty 724.385179 = -179314.261826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1723.002930 sec): 3 clusters Score: Raw -179032.188228 + Penalty 1448.770358 = -177583.417870 nChanged 800 SP:Iteration 1F (1723.057236 sec): 3 clusters Score: Raw -179509.779416 + Penalty 1448.770358 = -178061.009057 nChanged 154 SP:Iteration 2F (1723.100518 sec): 3 clusters Score: Raw -179598.019770 + Penalty 1448.770358 = -178149.249411 nChanged 111 SP:Iteration 3F (1723.144165 sec): 3 clusters Score: Raw -179663.108201 + Penalty 1448.770358 = -178214.337843 nChanged 73 SP:Iteration 4Q (1723.190936 sec): 3 clusters Score: Raw -179703.100246 + Penalty 1448.770358 = -178254.329888 nChanged 69 SP:Iteration 5Q (1723.242389 sec): 3 clusters Score: Raw -179737.860804 + Penalty 1448.770358 = -178289.090446 nChanged 56 SP:Iteration 6Q (1723.277346 sec): 3 clusters Score: Raw -179770.936852 + Penalty 1448.770358 = -178322.166494 nChanged 54 SP:Iteration 7Q (1723.325920 sec): 3 clusters Score: Raw -179803.692314 + Penalty 1448.770358 = -178354.921956 nChanged 51 SP:Iteration 8Q (1723.364791 sec): 3 clusters Score: Raw -179827.819641 + Penalty 1448.770358 = -178379.049283 nChanged 45 SP:Iteration 9Q (1723.417452 sec): 3 clusters Score: Raw -179847.260911 + Penalty 1448.770358 = -178398.490553 nChanged 39 SP:Iteration 10Q (1723.461818 sec): 3 clusters Score: Raw -179866.193473 + Penalty 1448.770358 = -178417.423115 nChanged 29 SP:Iteration 11Q (1723.510029 sec): 3 clusters Score: Raw -179879.237687 + Penalty 1448.770358 = -178430.467329 nChanged 25 SP:Iteration 12Q (1723.552701 sec): 3 clusters Score: Raw -179886.392947 + Penalty 1448.770358 = -178437.622589 nChanged 18 SP:Iteration 13Q (1723.600383 sec): 3 clusters Score: Raw -179894.367544 + Penalty 1448.770358 = -178445.597186 nChanged 29 SP:Iteration 14Q (1723.636346 sec): 3 clusters Score: Raw -179911.070068 + Penalty 1448.770358 = -178462.299709 nChanged 30 SP:Iteration 15Q (1723.694999 sec): 3 clusters Score: Raw -179926.936516 + Penalty 1448.770358 = -178478.166157 nChanged 37 SP:Iteration 16Q (1723.730369 sec): 3 clusters Score: Raw -179942.727831 + Penalty 1448.770358 = -178493.957473 nChanged 32 SP:Iteration 17Q (1723.790550 sec): 3 clusters Score: Raw -179954.149448 + Penalty 1448.770358 = -178505.379090 nChanged 26 SP:Iteration 18Q (1723.844048 sec): 3 clusters Score: Raw -179968.706822 + Penalty 1448.770358 = -178519.936464 nChanged 35 SP:Iteration 19Q (1723.888609 sec): 3 clusters Score: Raw -179985.067573 + Penalty 1448.770358 = -178536.297215 nChanged 47 SP:Iteration 20F (1723.928523 sec): 3 clusters Score: Raw -180006.639183 + Penalty 1448.770358 = -178557.868825 nChanged 34 SP:Iteration 21Q (1723.967113 sec): 3 clusters Score: Raw -180019.060637 + Penalty 1448.770358 = -178570.290279 nChanged 25 SP:Iteration 22Q (1724.010951 sec): 3 clusters Score: Raw -180029.709001 + Penalty 1448.770358 = -178580.938643 nChanged 23 SP:Iteration 23Q (1724.063410 sec): 3 clusters Score: Raw -180037.220477 + Penalty 1448.770358 = -178588.450119 nChanged 11 SP:Iteration 24Q (1724.102218 sec): 3 clusters Score: Raw -180041.743212 + Penalty 1448.770358 = -178592.972853 nChanged 12 SP:Iteration 25Q (1724.147934 sec): 3 clusters Score: Raw -180047.248892 + Penalty 1448.770358 = -178598.478534 nChanged 13 SP:Iteration 26Q (1724.185499 sec): 3 clusters Score: Raw -180052.822842 + Penalty 1448.770358 = -178604.052484 nChanged 11 SP:Iteration 27Q (1724.233444 sec): 3 clusters Score: Raw -180056.801453 + Penalty 1448.770358 = -178608.031095 nChanged 9 SP:Iteration 28Q (1724.280319 sec): 3 clusters Score: Raw -180060.481192 + Penalty 1448.770358 = -178611.710834 nChanged 6 SP:Iteration 29Q (1724.329179 sec): 3 clusters Score: Raw -180062.376994 + Penalty 1448.770358 = -178613.606635 nChanged 10 SP:Iteration 30Q (1724.367985 sec): 3 clusters Score: Raw -180066.962642 + Penalty 1448.770358 = -178618.192284 nChanged 11 SP:Iteration 31Q (1724.414853 sec): 3 clusters Score: Raw -180071.758343 + Penalty 1448.770358 = -178622.987984 nChanged 14 SP:Iteration 32Q (1724.456587 sec): 3 clusters Score: Raw -180077.998561 + Penalty 1448.770358 = -178629.228203 nChanged 21 SP:Iteration 33Q (1724.505191 sec): 3 clusters Score: Raw -180087.810111 + Penalty 1448.770358 = -178639.039753 nChanged 22 SP:Iteration 34Q (1724.554782 sec): 3 clusters Score: Raw -180102.141718 + Penalty 1448.770358 = -178653.371360 nChanged 25 SP:Iteration 35Q (1724.606816 sec): 3 clusters Score: Raw -180120.057490 + Penalty 1448.770358 = -178671.287132 nChanged 23 SP:Iteration 36Q (1724.650280 sec): 3 clusters Score: Raw -180134.724597 + Penalty 1448.770358 = -178685.954238 nChanged 19 SP:Iteration 37Q (1724.700961 sec): 3 clusters Score: Raw -180149.470224 + Penalty 1448.770358 = -178700.699866 nChanged 27 SP:Iteration 38Q (1724.743886 sec): 3 clusters Score: Raw -180171.107962 + Penalty 1448.770358 = -178722.337604 nChanged 28 SP:Iteration 39Q (1724.801745 sec): 3 clusters Score: Raw -180186.901971 + Penalty 1448.770358 = -178738.131613 nChanged 27 SP:Iteration 40F (1724.845896 sec): 3 clusters Score: Raw -180202.997513 + Penalty 1448.770358 = -178754.227155 nChanged 20 SP:Iteration 41Q (1724.885965 sec): 3 clusters Score: Raw -180212.236717 + Penalty 1448.770358 = -178763.466359 nChanged 14 SP:Iteration 42Q (1724.941759 sec): 3 clusters Score: Raw -180220.902610 + Penalty 1448.770358 = -178772.132252 nChanged 11 SP:Iteration 43Q (1724.980904 sec): 3 clusters Score: Raw -180224.767967 + Penalty 1448.770358 = -178775.997609 nChanged 10 SP:Iteration 44Q (1725.033557 sec): 3 clusters Score: Raw -180228.206121 + Penalty 1448.770358 = -178779.435763 nChanged 10 SP:Iteration 45Q (1725.079535 sec): 3 clusters Score: Raw -180232.133230 + Penalty 1448.770358 = -178783.362872 nChanged 8 SP:Iteration 46Q (1725.133047 sec): 3 clusters Score: Raw -180235.561953 + Penalty 1448.770358 = -178786.791594 nChanged 6 SP:Iteration 47Q (1725.179546 sec): 3 clusters Score: Raw -180239.344831 + Penalty 1448.770358 = -178790.574473 nChanged 7 SP:Iteration 48Q (1725.222092 sec): 3 clusters Score: Raw -180241.172416 + Penalty 1448.770358 = -178792.402058 nChanged 4 SP:Iteration 49Q (1725.254646 sec): 3 clusters Score: Raw -180242.169649 + Penalty 1448.770358 = -178793.399291 nChanged 1 SP:Iteration 50Q (1725.303241 sec): 3 clusters Score: Raw -180243.224547 + Penalty 1448.770358 = -178794.454189 nChanged 3 SP:Iteration 51Q (1725.356607 sec): 3 clusters Score: Raw -180244.362674 + Penalty 1448.770358 = -178795.592316 nChanged 1 SP:Iteration 52Q (1725.408658 sec): 3 clusters Score: Raw -180244.717388 + Penalty 1448.770358 = -178795.947029 nChanged 1 SP:Iteration 53Q (1725.452936 sec): 3 clusters Score: Raw -180245.257956 + Penalty 1448.770358 = -178796.487598 nChanged 2 SP:Iteration 54Q (1725.501306 sec): 3 clusters Score: Raw -180245.693338 + Penalty 1448.770358 = -178796.922980 nChanged 0 SP:Iteration 55F (1725.552763 sec): 3 clusters Score: Raw -180245.693338 + Penalty 1448.770358 = -178796.922980 nChanged 0 Trying to split cluster 26 (9327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.573555 sec): 2 clusters Score: Raw -749803.581664 + Penalty 868.363526 = -748935.218138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.632947 sec): 3 clusters Score: Raw -744264.517107 + Penalty 1736.727053 = -742527.790054 nChanged 4164 SP:Iteration 1F (1725.689793 sec): 3 clusters Score: Raw -746565.749020 + Penalty 1736.727053 = -744829.021967 nChanged 574 SP:Iteration 2F (1725.752850 sec): 3 clusters Score: Raw -746840.990264 + Penalty 1736.727053 = -745104.263212 nChanged 519 SP:Iteration 3F (1725.806305 sec): 3 clusters Score: Raw -747107.662699 + Penalty 1736.727053 = -745370.935646 nChanged 503 SP:Iteration 4F (1725.864936 sec): 3 clusters Score: Raw -747399.413768 + Penalty 1736.727053 = -745662.686715 nChanged 500 SP:Iteration 5F (1725.924361 sec): 3 clusters Score: Raw -747682.501788 + Penalty 1736.727053 = -745945.774735 nChanged 476 SP:Iteration 6F (1725.984988 sec): 3 clusters Score: Raw -747963.974186 + Penalty 1736.727053 = -746227.247133 nChanged 437 SP:Iteration 7Q (1726.044592 sec): 3 clusters Score: Raw -748184.230547 + Penalty 1736.727053 = -746447.503495 nChanged 348 SP:Iteration 8Q (1726.102770 sec): 3 clusters Score: Raw -748383.078791 + Penalty 1736.727053 = -746646.351738 nChanged 353 SP:Iteration 9Q (1726.152267 sec): 3 clusters Score: Raw -748570.001413 + Penalty 1736.727053 = -746833.274360 nChanged 294 SP:Iteration 10Q (1726.217131 sec): 3 clusters Score: Raw -748700.410176 + Penalty 1736.727053 = -746963.683124 nChanged 249 SP:Iteration 11Q (1726.265090 sec): 3 clusters Score: Raw -748795.701679 + Penalty 1736.727053 = -747058.974626 nChanged 180 SP:Iteration 12Q (1726.332745 sec): 3 clusters Score: Raw -748853.265179 + Penalty 1736.727053 = -747116.538126 nChanged 136 SP:Iteration 13Q (1726.388035 sec): 3 clusters Score: Raw -748892.539466 + Penalty 1736.727053 = -747155.812413 nChanged 120 SP:Iteration 14Q (1726.438489 sec): 3 clusters Score: Raw -748920.361581 + Penalty 1736.727053 = -747183.634528 nChanged 81 SP:Iteration 15Q (1726.505943 sec): 3 clusters Score: Raw -748935.645044 + Penalty 1736.727053 = -747198.917991 nChanged 66 SP:Iteration 16Q (1726.564930 sec): 3 clusters Score: Raw -748947.798055 + Penalty 1736.727053 = -747211.071002 nChanged 50 SP:Iteration 17Q (1726.614908 sec): 3 clusters Score: Raw -748958.127044 + Penalty 1736.727053 = -747221.399991 nChanged 64 SP:Iteration 18Q (1726.684444 sec): 3 clusters Score: Raw -748971.329958 + Penalty 1736.727053 = -747234.602905 nChanged 66 SP:Iteration 19Q (1726.745146 sec): 3 clusters Score: Raw -748984.327256 + Penalty 1736.727053 = -747247.600203 nChanged 66 SP:Iteration 20F (1726.802047 sec): 3 clusters Score: Raw -749000.094812 + Penalty 1736.727053 = -747263.367759 nChanged 74 SP:Iteration 21Q (1726.862233 sec): 3 clusters Score: Raw -749017.720816 + Penalty 1736.727053 = -747280.993763 nChanged 80 SP:Iteration 22Q (1726.915740 sec): 3 clusters Score: Raw -749031.737401 + Penalty 1736.727053 = -747295.010348 nChanged 61 SP:Iteration 23Q (1726.972755 sec): 3 clusters Score: Raw -749043.400399 + Penalty 1736.727053 = -747306.673346 nChanged 50 SP:Iteration 24Q (1727.033852 sec): 3 clusters Score: Raw -749051.177342 + Penalty 1736.727053 = -747314.450290 nChanged 45 SP:Iteration 25Q (1727.082584 sec): 3 clusters Score: Raw -749058.805134 + Penalty 1736.727053 = -747322.078081 nChanged 50 SP:Iteration 26Q (1727.149304 sec): 3 clusters Score: Raw -749069.034606 + Penalty 1736.727053 = -747332.307553 nChanged 65 SP:Iteration 27Q (1727.206057 sec): 3 clusters Score: Raw -749084.899281 + Penalty 1736.727053 = -747348.172228 nChanged 61 SP:Iteration 28Q (1727.253705 sec): 3 clusters Score: Raw -749097.920595 + Penalty 1736.727053 = -747361.193542 nChanged 67 SP:Iteration 29Q (1727.309016 sec): 3 clusters Score: Raw -749110.922112 + Penalty 1736.727053 = -747374.195059 nChanged 56 SP:Iteration 30Q (1727.378893 sec): 3 clusters Score: Raw -749122.910702 + Penalty 1736.727053 = -747386.183649 nChanged 64 SP:Iteration 31Q (1727.428005 sec): 3 clusters Score: Raw -749135.900442 + Penalty 1736.727053 = -747399.173389 nChanged 63 SP:Iteration 32Q (1727.481279 sec): 3 clusters Score: Raw -749147.745051 + Penalty 1736.727053 = -747411.017998 nChanged 51 SP:Iteration 33Q (1727.545689 sec): 3 clusters Score: Raw -749159.749913 + Penalty 1736.727053 = -747423.022860 nChanged 49 SP:Iteration 34Q (1727.601287 sec): 3 clusters Score: Raw -749169.236450 + Penalty 1736.727053 = -747432.509397 nChanged 41 SP:Iteration 35Q (1727.658746 sec): 3 clusters Score: Raw -749175.983633 + Penalty 1736.727053 = -747439.256580 nChanged 43 SP:Iteration 36Q (1727.710886 sec): 3 clusters Score: Raw -749182.392377 + Penalty 1736.727053 = -747445.665325 nChanged 31 SP:Iteration 37Q (1727.767214 sec): 3 clusters Score: Raw -749186.824977 + Penalty 1736.727053 = -747450.097925 nChanged 32 SP:Iteration 38Q (1727.838050 sec): 3 clusters Score: Raw -749191.477472 + Penalty 1736.727053 = -747454.750419 nChanged 25 SP:Iteration 39Q (1727.892922 sec): 3 clusters Score: Raw -749194.076775 + Penalty 1736.727053 = -747457.349722 nChanged 26 SP:Iteration 40F (1727.952915 sec): 3 clusters Score: Raw -749196.609854 + Penalty 1736.727053 = -747459.882801 nChanged 25 SP:Iteration 41Q (1727.999660 sec): 3 clusters Score: Raw -749199.136357 + Penalty 1736.727053 = -747462.409304 nChanged 25 SP:Iteration 42Q (1728.060268 sec): 3 clusters Score: Raw -749201.606240 + Penalty 1736.727053 = -747464.879187 nChanged 18 SP:Iteration 43Q (1728.113674 sec): 3 clusters Score: Raw -749203.221464 + Penalty 1736.727053 = -747466.494411 nChanged 15 SP:Iteration 44Q (1728.179107 sec): 3 clusters Score: Raw -749204.351686 + Penalty 1736.727053 = -747467.624633 nChanged 16 SP:Iteration 45Q (1728.235797 sec): 3 clusters Score: Raw -749205.507793 + Penalty 1736.727053 = -747468.780740 nChanged 13 SP:Iteration 46Q (1728.295615 sec): 3 clusters Score: Raw -749206.487600 + Penalty 1736.727053 = -747469.760548 nChanged 9 SP:Iteration 47Q (1728.349776 sec): 3 clusters Score: Raw -749207.285135 + Penalty 1736.727053 = -747470.558082 nChanged 12 SP:Iteration 48Q (1728.407875 sec): 3 clusters Score: Raw -749208.439259 + Penalty 1736.727053 = -747471.712206 nChanged 18 SP:Iteration 49Q (1728.465141 sec): 3 clusters Score: Raw -749210.573656 + Penalty 1736.727053 = -747473.846604 nChanged 17 SP:Iteration 50Q (1728.521284 sec): 3 clusters Score: Raw -749212.977266 + Penalty 1736.727053 = -747476.250213 nChanged 23 SP:Iteration 51Q (1728.582826 sec): 3 clusters Score: Raw -749215.480113 + Penalty 1736.727053 = -747478.753060 nChanged 26 SP:Iteration 52Q (1728.642745 sec): 3 clusters Score: Raw -749218.038738 + Penalty 1736.727053 = -747481.311685 nChanged 27 SP:Iteration 53Q (1728.689689 sec): 3 clusters Score: Raw -749221.180549 + Penalty 1736.727053 = -747484.453496 nChanged 25 SP:Iteration 54Q (1728.740446 sec): 3 clusters Score: Raw -749224.000563 + Penalty 1736.727053 = -747487.273510 nChanged 19 SP:Iteration 55Q (1728.807524 sec): 3 clusters Score: Raw -749226.290311 + Penalty 1736.727053 = -747489.563258 nChanged 21 SP:Iteration 56Q (1728.868326 sec): 3 clusters Score: Raw -749228.993293 + Penalty 1736.727053 = -747492.266241 nChanged 20 SP:Iteration 57Q (1728.917358 sec): 3 clusters Score: Raw -749231.091577 + Penalty 1736.727053 = -747494.364524 nChanged 17 SP:Iteration 58Q (1728.977073 sec): 3 clusters Score: Raw -749233.173668 + Penalty 1736.727053 = -747496.446616 nChanged 22 SP:Iteration 59Q (1729.029491 sec): 3 clusters Score: Raw -749235.994024 + Penalty 1736.727053 = -747499.266971 nChanged 23 SP:Iteration 60F (1729.090291 sec): 3 clusters Score: Raw -749239.021925 + Penalty 1736.727053 = -747502.294872 nChanged 24 SP:Iteration 61Q (1729.154004 sec): 3 clusters Score: Raw -749242.789092 + Penalty 1736.727053 = -747506.062039 nChanged 29 SP:Iteration 62Q (1729.214030 sec): 3 clusters Score: Raw -749248.260636 + Penalty 1736.727053 = -747511.533583 nChanged 35 SP:Iteration 63Q (1729.266112 sec): 3 clusters Score: Raw -749254.667639 + Penalty 1736.727053 = -747517.940586 nChanged 38 SP:Iteration 64Q (1729.322835 sec): 3 clusters Score: Raw -749261.795885 + Penalty 1736.727053 = -747525.068832 nChanged 44 SP:Iteration 65Q (1729.387037 sec): 3 clusters Score: Raw -749269.176559 + Penalty 1736.727053 = -747532.449506 nChanged 49 SP:Iteration 66Q (1729.436358 sec): 3 clusters Score: Raw -749277.168989 + Penalty 1736.727053 = -747540.441936 nChanged 38 SP:Iteration 67Q (1729.487849 sec): 3 clusters Score: Raw -749282.916647 + Penalty 1736.727053 = -747546.189594 nChanged 37 SP:Iteration 68Q (1729.546270 sec): 3 clusters Score: Raw -749287.381532 + Penalty 1736.727053 = -747550.654479 nChanged 28 SP:Iteration 69Q (1729.600716 sec): 3 clusters Score: Raw -749292.430079 + Penalty 1736.727053 = -747555.703026 nChanged 33 SP:Iteration 70Q (1729.653713 sec): 3 clusters Score: Raw -749298.156048 + Penalty 1736.727053 = -747561.428995 nChanged 34 SP:Iteration 71Q (1729.718724 sec): 3 clusters Score: Raw -749302.417026 + Penalty 1736.727053 = -747565.689973 nChanged 32 SP:Iteration 72Q (1729.778357 sec): 3 clusters Score: Raw -749305.454758 + Penalty 1736.727053 = -747568.727705 nChanged 23 SP:Iteration 73Q (1729.835127 sec): 3 clusters Score: Raw -749308.554368 + Penalty 1736.727053 = -747571.827316 nChanged 21 SP:Iteration 74Q (1729.895514 sec): 3 clusters Score: Raw -749311.329718 + Penalty 1736.727053 = -747574.602665 nChanged 22 SP:Iteration 75Q (1729.946054 sec): 3 clusters Score: Raw -749314.160916 + Penalty 1736.727053 = -747577.433863 nChanged 16 SP:Iteration 76Q (1730.002460 sec): 3 clusters Score: Raw -749315.625277 + Penalty 1736.727053 = -747578.898225 nChanged 12 SP:Iteration 77Q (1730.068131 sec): 3 clusters Score: Raw -749316.377607 + Penalty 1736.727053 = -747579.650554 nChanged 9 SP:Iteration 78Q (1730.125903 sec): 3 clusters Score: Raw -749316.991096 + Penalty 1736.727053 = -747580.264043 nChanged 7 SP:Iteration 79Q (1730.174334 sec): 3 clusters Score: Raw -749317.524521 + Penalty 1736.727053 = -747580.797468 nChanged 7 SP:Iteration 80F (1730.241293 sec): 3 clusters Score: Raw -749318.348046 + Penalty 1736.727053 = -747581.620994 nChanged 8 SP:Iteration 81Q (1730.299272 sec): 3 clusters Score: Raw -749319.119801 + Penalty 1736.727053 = -747582.392748 nChanged 6 SP:Iteration 82Q (1730.349950 sec): 3 clusters Score: Raw -749319.433260 + Penalty 1736.727053 = -747582.706208 nChanged 3 SP:Iteration 83Q (1730.413817 sec): 3 clusters Score: Raw -749319.600765 + Penalty 1736.727053 = -747582.873713 nChanged 3 SP:Iteration 84Q (1730.470565 sec): 3 clusters Score: Raw -749319.829688 + Penalty 1736.727053 = -747583.102635 nChanged 5 SP:Iteration 85Q (1730.525898 sec): 3 clusters Score: Raw -749320.127504 + Penalty 1736.727053 = -747583.400452 nChanged 3 SP:Iteration 86Q (1730.585238 sec): 3 clusters Score: Raw -749320.393032 + Penalty 1736.727053 = -747583.665979 nChanged 2 SP:Iteration 87Q (1730.639176 sec): 3 clusters Score: Raw -749320.571483 + Penalty 1736.727053 = -747583.844431 nChanged 2 SP:Iteration 88Q (1730.699142 sec): 3 clusters Score: Raw -749320.740173 + Penalty 1736.727053 = -747584.013121 nChanged 5 SP:Iteration 89Q (1730.759090 sec): 3 clusters Score: Raw -749321.049282 + Penalty 1736.727053 = -747584.322229 nChanged 6 SP:Iteration 90Q (1730.817784 sec): 3 clusters Score: Raw -749321.701773 + Penalty 1736.727053 = -747584.974721 nChanged 8 SP:Iteration 91Q (1730.877930 sec): 3 clusters Score: Raw -749322.279129 + Penalty 1736.727053 = -747585.552076 nChanged 8 SP:Iteration 92Q (1730.938450 sec): 3 clusters Score: Raw -749322.844789 + Penalty 1736.727053 = -747586.117736 nChanged 8 SP:Iteration 93Q (1730.986454 sec): 3 clusters Score: Raw -749323.605499 + Penalty 1736.727053 = -747586.878447 nChanged 7 SP:Iteration 94Q (1731.051804 sec): 3 clusters Score: Raw -749324.249347 + Penalty 1736.727053 = -747587.522294 nChanged 5 SP:Iteration 95Q (1731.110346 sec): 3 clusters Score: Raw -749324.536581 + Penalty 1736.727053 = -747587.809528 nChanged 4 SP:Iteration 96Q (1731.161680 sec): 3 clusters Score: Raw -749324.785218 + Penalty 1736.727053 = -747588.058165 nChanged 0 SP:Iteration 97F (1731.213109 sec): 3 clusters Score: Raw -749324.785218 + Penalty 1736.727053 = -747588.058165 nChanged 0 Trying to split cluster 27 (1551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1731.243038 sec): 2 clusters Score: Raw -133814.963411 + Penalty 697.932241 = -133117.031171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1731.292564 sec): 3 clusters Score: Raw -133098.488654 + Penalty 1395.864481 = -131702.624173 nChanged 598 SP:Iteration 1F (1731.342470 sec): 3 clusters Score: Raw -133458.903292 + Penalty 1395.864481 = -132063.038811 nChanged 136 SP:Iteration 2F (1731.381699 sec): 3 clusters Score: Raw -133566.606445 + Penalty 1395.864481 = -132170.741964 nChanged 92 SP:Iteration 3F (1731.433051 sec): 3 clusters Score: Raw -133644.848606 + Penalty 1395.864481 = -132248.984125 nChanged 74 SP:Iteration 4Q (1731.477136 sec): 3 clusters Score: Raw -133695.234124 + Penalty 1395.864481 = -132299.369643 nChanged 55 SP:Iteration 5Q (1731.521181 sec): 3 clusters Score: Raw -133724.908944 + Penalty 1395.864481 = -132329.044463 nChanged 35 SP:Iteration 6Q (1731.575003 sec): 3 clusters Score: Raw -133745.992911 + Penalty 1395.864481 = -132350.128430 nChanged 43 SP:Iteration 7Q (1731.608396 sec): 3 clusters Score: Raw -133802.019361 + Penalty 1395.864481 = -132406.154880 nChanged 44 SP:Iteration 8Q (1731.648247 sec): 3 clusters Score: Raw -133857.776493 + Penalty 1395.864481 = -132461.912012 nChanged 52 SP:Iteration 9Q (1731.685763 sec): 3 clusters Score: Raw -133924.875402 + Penalty 1395.864481 = -132529.010921 nChanged 62 SP:Iteration 10Q (1731.727142 sec): 3 clusters Score: Raw -133997.195178 + Penalty 1395.864481 = -132601.330697 nChanged 43 SP:Iteration 11Q (1731.762351 sec): 3 clusters Score: Raw -134052.393876 + Penalty 1395.864481 = -132656.529395 nChanged 39 SP:Iteration 12Q (1731.803077 sec): 3 clusters Score: Raw -134096.796552 + Penalty 1395.864481 = -132700.932071 nChanged 41 SP:Iteration 13Q (1731.854193 sec): 3 clusters Score: Raw -134125.196589 + Penalty 1395.864481 = -132729.332108 nChanged 31 SP:Iteration 14Q (1731.895326 sec): 3 clusters Score: Raw -134146.033603 + Penalty 1395.864481 = -132750.169122 nChanged 21 SP:Iteration 15Q (1731.934693 sec): 3 clusters Score: Raw -134154.432769 + Penalty 1395.864481 = -132758.568288 nChanged 11 SP:Iteration 16Q (1731.967298 sec): 3 clusters Score: Raw -134159.275029 + Penalty 1395.864481 = -132763.410548 nChanged 5 SP:Iteration 17Q (1732.011384 sec): 3 clusters Score: Raw -134162.379553 + Penalty 1395.864481 = -132766.515072 nChanged 6 SP:Iteration 18Q (1732.049795 sec): 3 clusters Score: Raw -134164.847124 + Penalty 1395.864481 = -132768.982643 nChanged 8 SP:Iteration 19Q (1732.090098 sec): 3 clusters Score: Raw -134168.615196 + Penalty 1395.864481 = -132772.750715 nChanged 6 SP:Iteration 20F (1732.137823 sec): 3 clusters Score: Raw -134171.865865 + Penalty 1395.864481 = -132776.001384 nChanged 5 SP:Iteration 21Q (1732.177626 sec): 3 clusters Score: Raw -134174.276112 + Penalty 1395.864481 = -132778.411631 nChanged 5 SP:Iteration 22Q (1732.213685 sec): 3 clusters Score: Raw -134176.211074 + Penalty 1395.864481 = -132780.346593 nChanged 3 SP:Iteration 23Q (1732.255635 sec): 3 clusters Score: Raw -134177.558585 + Penalty 1395.864481 = -132781.694104 nChanged 1 SP:Iteration 24Q (1732.302877 sec): 3 clusters Score: Raw -134177.875446 + Penalty 1395.864481 = -132782.010965 nChanged 1 SP:Iteration 25Q (1732.347322 sec): 3 clusters Score: Raw -134178.234682 + Penalty 1395.864481 = -132782.370201 nChanged 2 SP:Iteration 26Q (1732.390049 sec): 3 clusters Score: Raw -134178.764963 + Penalty 1395.864481 = -132782.900482 nChanged 2 SP:Iteration 27Q (1732.421482 sec): 3 clusters Score: Raw -134179.275837 + Penalty 1395.864481 = -132783.411356 nChanged 1 SP:Iteration 28Q (1732.472683 sec): 3 clusters Score: Raw -134180.272412 + Penalty 1395.864481 = -132784.407931 nChanged 2 SP:Iteration 29Q (1732.512205 sec): 3 clusters Score: Raw -134180.989261 + Penalty 1395.864481 = -132785.124780 nChanged 1 SP:Iteration 30Q (1732.558143 sec): 3 clusters Score: Raw -134181.561051 + Penalty 1395.864481 = -132785.696570 nChanged 2 SP:Iteration 31Q (1732.607579 sec): 3 clusters Score: Raw -134182.358803 + Penalty 1395.864481 = -132786.494322 nChanged 1 SP:Iteration 32Q (1732.647264 sec): 3 clusters Score: Raw -134182.555259 + Penalty 1395.864481 = -132786.690778 nChanged 0 SP:Iteration 33F (1732.698006 sec): 3 clusters Score: Raw -134182.555259 + Penalty 1395.864481 = -132786.690778 nChanged 0 Trying to split cluster 28 (1775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1732.728207 sec): 2 clusters Score: Raw -135910.736640 + Penalty 710.747792 = -135199.988849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1732.775332 sec): 3 clusters Score: Raw -135030.095969 + Penalty 1421.495583 = -133608.600386 nChanged 688 SP:Iteration 1F (1732.812018 sec): 3 clusters Score: Raw -135435.963068 + Penalty 1421.495583 = -134014.467485 nChanged 164 SP:Iteration 2F (1732.844887 sec): 3 clusters Score: Raw -135543.041639 + Penalty 1421.495583 = -134121.546056 nChanged 105 SP:Iteration 3F (1732.886837 sec): 3 clusters Score: Raw -135618.125823 + Penalty 1421.495583 = -134196.630240 nChanged 88 SP:Iteration 4Q (1732.935047 sec): 3 clusters Score: Raw -135685.419880 + Penalty 1421.495583 = -134263.924296 nChanged 84 SP:Iteration 5Q (1732.981662 sec): 3 clusters Score: Raw -135739.797136 + Penalty 1421.495583 = -134318.301552 nChanged 75 SP:Iteration 6Q (1733.030125 sec): 3 clusters Score: Raw -135799.676478 + Penalty 1421.495583 = -134378.180895 nChanged 74 SP:Iteration 7Q (1733.071202 sec): 3 clusters Score: Raw -135850.436398 + Penalty 1421.495583 = -134428.940814 nChanged 56 SP:Iteration 8Q (1733.121817 sec): 3 clusters Score: Raw -135885.838186 + Penalty 1421.495583 = -134464.342602 nChanged 39 SP:Iteration 9Q (1733.176590 sec): 3 clusters Score: Raw -135911.536793 + Penalty 1421.495583 = -134490.041210 nChanged 36 SP:Iteration 10Q (1733.209496 sec): 3 clusters Score: Raw -135934.079290 + Penalty 1421.495583 = -134512.583707 nChanged 29 SP:Iteration 11Q (1733.257826 sec): 3 clusters Score: Raw -135950.875070 + Penalty 1421.495583 = -134529.379487 nChanged 25 SP:Iteration 12Q (1733.302645 sec): 3 clusters Score: Raw -135968.789723 + Penalty 1421.495583 = -134547.294139 nChanged 25 SP:Iteration 13Q (1733.345723 sec): 3 clusters Score: Raw -135990.258120 + Penalty 1421.495583 = -134568.762537 nChanged 27 SP:Iteration 14Q (1733.391544 sec): 3 clusters Score: Raw -136021.522567 + Penalty 1421.495583 = -134600.026983 nChanged 29 SP:Iteration 15Q (1733.437007 sec): 3 clusters Score: Raw -136046.590824 + Penalty 1421.495583 = -134625.095240 nChanged 29 SP:Iteration 16Q (1733.483880 sec): 3 clusters Score: Raw -136076.954484 + Penalty 1421.495583 = -134655.458901 nChanged 32 SP:Iteration 17Q (1733.530676 sec): 3 clusters Score: Raw -136106.860141 + Penalty 1421.495583 = -134685.364558 nChanged 30 SP:Iteration 18Q (1733.571221 sec): 3 clusters Score: Raw -136149.653202 + Penalty 1421.495583 = -134728.157618 nChanged 29 SP:Iteration 19Q (1733.608769 sec): 3 clusters Score: Raw -136191.021924 + Penalty 1421.495583 = -134769.526341 nChanged 25 SP:Iteration 20F (1733.653750 sec): 3 clusters Score: Raw -136214.143948 + Penalty 1421.495583 = -134792.648364 nChanged 27 SP:Iteration 21Q (1733.711267 sec): 3 clusters Score: Raw -136225.820978 + Penalty 1421.495583 = -134804.325395 nChanged 20 SP:Iteration 22Q (1733.759769 sec): 3 clusters Score: Raw -136235.620788 + Penalty 1421.495583 = -134814.125205 nChanged 18 SP:Iteration 23Q (1733.803695 sec): 3 clusters Score: Raw -136242.033911 + Penalty 1421.495583 = -134820.538328 nChanged 16 SP:Iteration 24Q (1733.852396 sec): 3 clusters Score: Raw -136248.709050 + Penalty 1421.495583 = -134827.213466 nChanged 14 SP:Iteration 25Q (1733.910034 sec): 3 clusters Score: Raw -136254.599783 + Penalty 1421.495583 = -134833.104200 nChanged 19 SP:Iteration 26Q (1733.943286 sec): 3 clusters Score: Raw -136263.524490 + Penalty 1421.495583 = -134842.028907 nChanged 24 SP:Iteration 27Q (1734.002300 sec): 3 clusters Score: Raw -136274.094265 + Penalty 1421.495583 = -134852.598681 nChanged 23 SP:Iteration 28Q (1734.040388 sec): 3 clusters Score: Raw -136284.417140 + Penalty 1421.495583 = -134862.921557 nChanged 18 SP:Iteration 29Q (1734.089641 sec): 3 clusters Score: Raw -136294.318238 + Penalty 1421.495583 = -134872.822655 nChanged 24 SP:Iteration 30Q (1734.131487 sec): 3 clusters Score: Raw -136307.636025 + Penalty 1421.495583 = -134886.140441 nChanged 27 SP:Iteration 31Q (1734.179799 sec): 3 clusters Score: Raw -136319.118259 + Penalty 1421.495583 = -134897.622675 nChanged 31 SP:Iteration 32Q (1734.227091 sec): 3 clusters Score: Raw -136330.826900 + Penalty 1421.495583 = -134909.331317 nChanged 29 SP:Iteration 33Q (1734.284191 sec): 3 clusters Score: Raw -136342.012408 + Penalty 1421.495583 = -134920.516825 nChanged 35 SP:Iteration 34Q (1734.331529 sec): 3 clusters Score: Raw -136358.065049 + Penalty 1421.495583 = -134936.569466 nChanged 33 SP:Iteration 35Q (1734.377812 sec): 3 clusters Score: Raw -136375.185873 + Penalty 1421.495583 = -134953.690290 nChanged 24 SP:Iteration 36Q (1734.429812 sec): 3 clusters Score: Raw -136384.364195 + Penalty 1421.495583 = -134962.868612 nChanged 15 SP:Iteration 37Q (1734.474133 sec): 3 clusters Score: Raw -136389.427733 + Penalty 1421.495583 = -134967.932149 nChanged 15 SP:Iteration 38Q (1734.515884 sec): 3 clusters Score: Raw -136394.915980 + Penalty 1421.495583 = -134973.420397 nChanged 13 SP:Iteration 39Q (1734.556998 sec): 3 clusters Score: Raw -136399.217374 + Penalty 1421.495583 = -134977.721791 nChanged 9 SP:Iteration 40F (1734.607828 sec): 3 clusters Score: Raw -136401.431093 + Penalty 1421.495583 = -134979.935510 nChanged 11 SP:Iteration 41Q (1734.652112 sec): 3 clusters Score: Raw -136404.896659 + Penalty 1421.495583 = -134983.401075 nChanged 8 SP:Iteration 42Q (1734.703209 sec): 3 clusters Score: Raw -136407.136537 + Penalty 1421.495583 = -134985.640954 nChanged 7 SP:Iteration 43Q (1734.747869 sec): 3 clusters Score: Raw -136409.609255 + Penalty 1421.495583 = -134988.113672 nChanged 6 SP:Iteration 44Q (1734.793843 sec): 3 clusters Score: Raw -136412.495427 + Penalty 1421.495583 = -134990.999844 nChanged 5 SP:Iteration 45Q (1734.847628 sec): 3 clusters Score: Raw -136414.444757 + Penalty 1421.495583 = -134992.949173 nChanged 5 SP:Iteration 46Q (1734.887012 sec): 3 clusters Score: Raw -136416.805388 + Penalty 1421.495583 = -134995.309804 nChanged 2 SP:Iteration 47Q (1734.938683 sec): 3 clusters Score: Raw -136418.605717 + Penalty 1421.495583 = -134997.110133 nChanged 5 SP:Iteration 48Q (1734.983131 sec): 3 clusters Score: Raw -136421.522498 + Penalty 1421.495583 = -135000.026915 nChanged 7 SP:Iteration 49Q (1735.031123 sec): 3 clusters Score: Raw -136425.296946 + Penalty 1421.495583 = -135003.801363 nChanged 8 SP:Iteration 50Q (1735.073859 sec): 3 clusters Score: Raw -136429.450828 + Penalty 1421.495583 = -135007.955245 nChanged 5 SP:Iteration 51Q (1735.125850 sec): 3 clusters Score: Raw -136430.882873 + Penalty 1421.495583 = -135009.387289 nChanged 3 SP:Iteration 52Q (1735.177789 sec): 3 clusters Score: Raw -136431.666606 + Penalty 1421.495583 = -135010.171023 nChanged 4 SP:Iteration 53Q (1735.225441 sec): 3 clusters Score: Raw -136432.825964 + Penalty 1421.495583 = -135011.330381 nChanged 3 SP:Iteration 54Q (1735.273509 sec): 3 clusters Score: Raw -136433.508800 + Penalty 1421.495583 = -135012.013217 nChanged 1 SP:Iteration 55Q (1735.321923 sec): 3 clusters Score: Raw -136433.736337 + Penalty 1421.495583 = -135012.240754 nChanged 0 SP:Iteration 56F (1735.368529 sec): 3 clusters Score: Raw -136433.736337 + Penalty 1421.495583 = -135012.240754 nChanged 0 Trying to split cluster 29 (29941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1735.424681 sec): 2 clusters Score: Raw -2727710.440092 + Penalty 979.163485 = -2726731.276607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1735.509552 sec): 3 clusters Score: Raw -2708629.843506 + Penalty 1958.326971 = -2706671.516535 nChanged 13969 SP:Iteration 1F (1735.601264 sec): 3 clusters Score: Raw -2717030.913182 + Penalty 1958.326971 = -2715072.586211 nChanged 1460 SP:Iteration 2Q (1735.699843 sec): 3 clusters Score: Raw -2717577.604941 + Penalty 1958.326971 = -2715619.277970 nChanged 1628 SP:Iteration 3F (1735.783103 sec): 3 clusters Score: Raw -2718346.495549 + Penalty 1958.326971 = -2716388.168578 nChanged 1872 SP:Iteration 4F (1735.867603 sec): 3 clusters Score: Raw -2719560.905727 + Penalty 1958.326971 = -2717602.578756 nChanged 2306 SP:Iteration 5F (1735.952493 sec): 3 clusters Score: Raw -2721407.448163 + Penalty 1958.326971 = -2719449.121192 nChanged 2359 SP:Iteration 6F (1736.025962 sec): 3 clusters Score: Raw -2723556.464074 + Penalty 1958.326971 = -2721598.137103 nChanged 1987 SP:Iteration 7F (1736.113897 sec): 3 clusters Score: Raw -2725460.546354 + Penalty 1958.326971 = -2723502.219383 nChanged 1372 SP:Iteration 8Q (1736.204805 sec): 3 clusters Score: Raw -2726703.784057 + Penalty 1958.326971 = -2724745.457086 nChanged 882 SP:Iteration 9Q (1736.294693 sec): 3 clusters Score: Raw -2727307.253803 + Penalty 1958.326971 = -2725348.926832 nChanged 515 SP:Iteration 10Q (1736.379470 sec): 3 clusters Score: Raw -2727569.032724 + Penalty 1958.326971 = -2725610.705753 nChanged 333 SP:Iteration 11Q (1736.460397 sec): 3 clusters Score: Raw -2727721.992934 + Penalty 1958.326971 = -2725763.665963 nChanged 260 SP:Iteration 12Q (1736.525408 sec): 3 clusters Score: Raw -2727827.254561 + Penalty 1958.326971 = -2725868.927590 nChanged 200 SP:Iteration 13Q (1736.604475 sec): 3 clusters Score: Raw -2727908.055009 + Penalty 1958.326971 = -2725949.728039 nChanged 161 SP:Iteration 14Q (1736.681940 sec): 3 clusters Score: Raw -2727959.529652 + Penalty 1958.326971 = -2726001.202681 nChanged 151 SP:Iteration 15Q (1736.759475 sec): 3 clusters Score: Raw -2728004.689694 + Penalty 1958.326971 = -2726046.362723 nChanged 138 SP:Iteration 16Q (1736.854259 sec): 3 clusters Score: Raw -2728040.796713 + Penalty 1958.326971 = -2726082.469742 nChanged 109 SP:Iteration 17Q (1736.936370 sec): 3 clusters Score: Raw -2728068.464424 + Penalty 1958.326971 = -2726110.137453 nChanged 96 SP:Iteration 18Q (1737.009927 sec): 3 clusters Score: Raw -2728088.125121 + Penalty 1958.326971 = -2726129.798150 nChanged 86 SP:Iteration 19Q (1737.085883 sec): 3 clusters Score: Raw -2728100.424824 + Penalty 1958.326971 = -2726142.097853 nChanged 66 SP:Iteration 20F (1737.167759 sec): 3 clusters Score: Raw -2728110.966260 + Penalty 1958.326971 = -2726152.639289 nChanged 58 SP:Iteration 21Q (1737.255234 sec): 3 clusters Score: Raw -2728121.144353 + Penalty 1958.326971 = -2726162.817382 nChanged 62 SP:Iteration 22Q (1737.338282 sec): 3 clusters Score: Raw -2728131.818039 + Penalty 1958.326971 = -2726173.491069 nChanged 59 SP:Iteration 23Q (1737.417101 sec): 3 clusters Score: Raw -2728142.226290 + Penalty 1958.326971 = -2726183.899319 nChanged 57 SP:Iteration 24Q (1737.499249 sec): 3 clusters Score: Raw -2728152.207094 + Penalty 1958.326971 = -2726193.880123 nChanged 56 SP:Iteration 25Q (1737.577135 sec): 3 clusters Score: Raw -2728160.405771 + Penalty 1958.326971 = -2726202.078800 nChanged 64 SP:Iteration 26Q (1737.662346 sec): 3 clusters Score: Raw -2728168.345659 + Penalty 1958.326971 = -2726210.018688 nChanged 50 SP:Iteration 27Q (1737.737350 sec): 3 clusters Score: Raw -2728174.278214 + Penalty 1958.326971 = -2726215.951243 nChanged 43 SP:Iteration 28Q (1737.815319 sec): 3 clusters Score: Raw -2728179.163972 + Penalty 1958.326971 = -2726220.837001 nChanged 31 SP:Iteration 29Q (1737.885248 sec): 3 clusters Score: Raw -2728182.584558 + Penalty 1958.326971 = -2726224.257587 nChanged 22 SP:Iteration 30Q (1737.977837 sec): 3 clusters Score: Raw -2728184.884718 + Penalty 1958.326971 = -2726226.557747 nChanged 18 SP:Iteration 31Q (1738.053747 sec): 3 clusters Score: Raw -2728186.264671 + Penalty 1958.326971 = -2726227.937700 nChanged 16 SP:Iteration 32Q (1738.121971 sec): 3 clusters Score: Raw -2728187.668445 + Penalty 1958.326971 = -2726229.341474 nChanged 21 SP:Iteration 33Q (1738.210128 sec): 3 clusters Score: Raw -2728189.133744 + Penalty 1958.326971 = -2726230.806773 nChanged 14 SP:Iteration 34Q (1738.291700 sec): 3 clusters Score: Raw -2728190.334972 + Penalty 1958.326971 = -2726232.008001 nChanged 14 SP:Iteration 35Q (1738.370353 sec): 3 clusters Score: Raw -2728191.525924 + Penalty 1958.326971 = -2726233.198953 nChanged 10 SP:Iteration 36Q (1738.447480 sec): 3 clusters Score: Raw -2728192.264390 + Penalty 1958.326971 = -2726233.937419 nChanged 9 SP:Iteration 37Q (1738.525771 sec): 3 clusters Score: Raw -2728192.881951 + Penalty 1958.326971 = -2726234.554980 nChanged 8 SP:Iteration 38Q (1738.596029 sec): 3 clusters Score: Raw -2728193.644293 + Penalty 1958.326971 = -2726235.317323 nChanged 12 SP:Iteration 39Q (1738.679510 sec): 3 clusters Score: Raw -2728194.483772 + Penalty 1958.326971 = -2726236.156801 nChanged 9 SP:Iteration 40F (1738.768368 sec): 3 clusters Score: Raw -2728195.002582 + Penalty 1958.326971 = -2726236.675611 nChanged 3 SP:Iteration 41Q (1738.850093 sec): 3 clusters Score: Raw -2728195.227305 + Penalty 1958.326971 = -2726236.900334 nChanged 5 SP:Iteration 42Q (1738.925984 sec): 3 clusters Score: Raw -2728195.472613 + Penalty 1958.326971 = -2726237.145642 nChanged 9 SP:Iteration 43Q (1738.998485 sec): 3 clusters Score: Raw -2728196.368650 + Penalty 1958.326971 = -2726238.041679 nChanged 14 SP:Iteration 44Q (1739.084506 sec): 3 clusters Score: Raw -2728197.464375 + Penalty 1958.326971 = -2726239.137404 nChanged 13 SP:Iteration 45Q (1739.164043 sec): 3 clusters Score: Raw -2728198.447222 + Penalty 1958.326971 = -2726240.120251 nChanged 15 SP:Iteration 46Q (1739.243738 sec): 3 clusters Score: Raw -2728199.425687 + Penalty 1958.326971 = -2726241.098716 nChanged 10 SP:Iteration 47Q (1739.329525 sec): 3 clusters Score: Raw -2728200.050429 + Penalty 1958.326971 = -2726241.723458 nChanged 6 SP:Iteration 48Q (1739.407386 sec): 3 clusters Score: Raw -2728200.550664 + Penalty 1958.326971 = -2726242.223693 nChanged 11 SP:Iteration 49Q (1739.487833 sec): 3 clusters Score: Raw -2728201.301035 + Penalty 1958.326971 = -2726242.974064 nChanged 9 SP:Iteration 50Q (1739.564649 sec): 3 clusters Score: Raw -2728201.749475 + Penalty 1958.326971 = -2726243.422504 nChanged 9 SP:Iteration 51Q (1739.643201 sec): 3 clusters Score: Raw -2728202.171452 + Penalty 1958.326971 = -2726243.844481 nChanged 9 SP:Iteration 52Q (1739.725255 sec): 3 clusters Score: Raw -2728202.598625 + Penalty 1958.326971 = -2726244.271654 nChanged 4 SP:Iteration 53Q (1739.807038 sec): 3 clusters Score: Raw -2728202.682369 + Penalty 1958.326971 = -2726244.355398 nChanged 4 SP:Iteration 54Q (1739.889080 sec): 3 clusters Score: Raw -2728202.842559 + Penalty 1958.326971 = -2726244.515588 nChanged 4 SP:Iteration 55Q (1739.969694 sec): 3 clusters Score: Raw -2728203.015834 + Penalty 1958.326971 = -2726244.688863 nChanged 4 SP:Iteration 56Q (1740.047414 sec): 3 clusters Score: Raw -2728203.184880 + Penalty 1958.326971 = -2726244.857909 nChanged 3 SP:Iteration 57Q (1740.126629 sec): 3 clusters Score: Raw -2728203.323654 + Penalty 1958.326971 = -2726244.996683 nChanged 1 SP:Iteration 58Q (1740.205577 sec): 3 clusters Score: Raw -2728203.403260 + Penalty 1958.326971 = -2726245.076289 nChanged 3 SP:Iteration 59Q (1740.283096 sec): 3 clusters Score: Raw -2728203.519685 + Penalty 1958.326971 = -2726245.192714 nChanged 5 SP:Iteration 60F (1740.353433 sec): 3 clusters Score: Raw -2728203.768593 + Penalty 1958.326971 = -2726245.441622 nChanged 7 SP:Iteration 61Q (1740.442867 sec): 3 clusters Score: Raw -2728204.126696 + Penalty 1958.326971 = -2726245.799725 nChanged 8 SP:Iteration 62Q (1740.519357 sec): 3 clusters Score: Raw -2728204.610153 + Penalty 1958.326971 = -2726246.283182 nChanged 10 SP:Iteration 63Q (1740.603596 sec): 3 clusters Score: Raw -2728205.264590 + Penalty 1958.326971 = -2726246.937619 nChanged 12 SP:Iteration 64Q (1740.685918 sec): 3 clusters Score: Raw -2728206.412739 + Penalty 1958.326971 = -2726248.085768 nChanged 15 SP:Iteration 65Q (1740.768010 sec): 3 clusters Score: Raw -2728207.850441 + Penalty 1958.326971 = -2726249.523470 nChanged 17 SP:Iteration 66Q (1740.848939 sec): 3 clusters Score: Raw -2728209.758724 + Penalty 1958.326971 = -2726251.431753 nChanged 16 SP:Iteration 67Q (1740.930393 sec): 3 clusters Score: Raw -2728211.130368 + Penalty 1958.326971 = -2726252.803397 nChanged 19 SP:Iteration 68Q (1741.007357 sec): 3 clusters Score: Raw -2728212.307338 + Penalty 1958.326971 = -2726253.980367 nChanged 4 SP:Iteration 69Q (1741.089646 sec): 3 clusters Score: Raw -2728212.637195 + Penalty 1958.326971 = -2726254.310224 nChanged 4 SP:Iteration 70Q (1741.170723 sec): 3 clusters Score: Raw -2728212.835830 + Penalty 1958.326971 = -2726254.508859 nChanged 1 SP:Iteration 71Q (1741.246871 sec): 3 clusters Score: Raw -2728212.853315 + Penalty 1958.326971 = -2726254.526344 nChanged 0 SP:Iteration 72F (1741.335710 sec): 3 clusters Score: Raw -2728212.853315 + Penalty 1958.326971 = -2726254.526344 nChanged 0 Trying to split cluster 30 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1741.364140 sec): 2 clusters Score: Raw -23314.220046 + Penalty 554.584392 = -22759.635654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1741.413955 sec): 3 clusters Score: Raw -23287.134825 + Penalty 1109.168785 = -22177.966040 nChanged 91 SP:Iteration 1F (1741.455410 sec): 3 clusters Score: Raw -23412.941503 + Penalty 1109.168785 = -22303.772718 nChanged 30 SP:Iteration 2F (1741.502346 sec): 3 clusters Score: Raw -23450.362539 + Penalty 1109.168785 = -22341.193754 nChanged 11 SP:Iteration 3Q (1741.554102 sec): 3 clusters Score: Raw -23460.542480 + Penalty 1109.168785 = -22351.373695 nChanged 3 SP:Iteration 4Q (1741.600776 sec): 3 clusters Score: Raw -23463.558575 + Penalty 1109.168785 = -22354.389790 nChanged 3 SP:Iteration 5Q (1741.637026 sec): 3 clusters Score: Raw -23465.621932 + Penalty 1109.168785 = -22356.453147 nChanged 1 SP:Iteration 6Q (1741.686513 sec): 3 clusters Score: Raw -23466.270149 + Penalty 1109.168785 = -22357.101364 nChanged 0 SP:Iteration 7F (1741.737830 sec): 3 clusters Score: Raw -23466.270149 + Penalty 1109.168785 = -22357.101364 nChanged 0 Trying to split cluster 31 (1643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1741.763145 sec): 2 clusters Score: Raw -128928.114478 + Penalty 703.406516 = -128224.707961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1741.802044 sec): 3 clusters Score: Raw -128137.630956 + Penalty 1406.813032 = -126730.817923 nChanged 650 SP:Iteration 1F (1741.855948 sec): 3 clusters Score: Raw -128615.359661 + Penalty 1406.813032 = -127208.546629 nChanged 151 SP:Iteration 2F (1741.890193 sec): 3 clusters Score: Raw -128809.750505 + Penalty 1406.813032 = -127402.937472 nChanged 119 SP:Iteration 3F (1741.941037 sec): 3 clusters Score: Raw -128955.784962 + Penalty 1406.813032 = -127548.971929 nChanged 101 SP:Iteration 4F (1741.988975 sec): 3 clusters Score: Raw -129046.033379 + Penalty 1406.813032 = -127639.220346 nChanged 79 SP:Iteration 5Q (1742.026940 sec): 3 clusters Score: Raw -129119.113345 + Penalty 1406.813032 = -127712.300312 nChanged 59 SP:Iteration 6Q (1742.072421 sec): 3 clusters Score: Raw -129149.395507 + Penalty 1406.813032 = -127742.582474 nChanged 32 SP:Iteration 7Q (1742.120234 sec): 3 clusters Score: Raw -129172.245511 + Penalty 1406.813032 = -127765.432479 nChanged 29 SP:Iteration 8Q (1742.153662 sec): 3 clusters Score: Raw -129187.328212 + Penalty 1406.813032 = -127780.515180 nChanged 25 SP:Iteration 9Q (1742.208021 sec): 3 clusters Score: Raw -129206.912024 + Penalty 1406.813032 = -127800.098991 nChanged 20 SP:Iteration 10Q (1742.247716 sec): 3 clusters Score: Raw -129218.177999 + Penalty 1406.813032 = -127811.364967 nChanged 13 SP:Iteration 11Q (1742.295696 sec): 3 clusters Score: Raw -129224.966386 + Penalty 1406.813032 = -127818.153354 nChanged 9 SP:Iteration 12Q (1742.336915 sec): 3 clusters Score: Raw -129229.968654 + Penalty 1406.813032 = -127823.155622 nChanged 9 SP:Iteration 13Q (1742.380135 sec): 3 clusters Score: Raw -129234.230621 + Penalty 1406.813032 = -127827.417589 nChanged 8 SP:Iteration 14Q (1742.421397 sec): 3 clusters Score: Raw -129238.958993 + Penalty 1406.813032 = -127832.145960 nChanged 5 SP:Iteration 15Q (1742.470758 sec): 3 clusters Score: Raw -129240.919674 + Penalty 1406.813032 = -127834.106642 nChanged 3 SP:Iteration 16Q (1742.505137 sec): 3 clusters Score: Raw -129241.886687 + Penalty 1406.813032 = -127835.073655 nChanged 4 SP:Iteration 17Q (1742.550223 sec): 3 clusters Score: Raw -129242.733154 + Penalty 1406.813032 = -127835.920122 nChanged 1 SP:Iteration 18Q (1742.589183 sec): 3 clusters Score: Raw -129242.906236 + Penalty 1406.813032 = -127836.093204 nChanged 1 SP:Iteration 19Q (1742.638071 sec): 3 clusters Score: Raw -129243.829242 + Penalty 1406.813032 = -127837.016210 nChanged 0 SP:Iteration 20F (1742.686627 sec): 3 clusters Score: Raw -129243.829242 + Penalty 1406.813032 = -127837.016210 nChanged 0 Trying to split cluster 32 (74022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1742.797280 sec): 2 clusters Score: Raw -6627977.668789 + Penalty 1065.151174 = -6626912.517615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1742.935176 sec): 3 clusters Score: Raw -6579373.118519 + Penalty 2130.302349 = -6577242.816171 nChanged 35649 SP:Iteration 1F (1743.065771 sec): 3 clusters Score: Raw -6600624.584577 + Penalty 2130.302349 = -6598494.282228 nChanged 3151 SP:Iteration 2Q (1743.221777 sec): 3 clusters Score: Raw -6601897.425008 + Penalty 2130.302349 = -6599767.122660 nChanged 3791 SP:Iteration 3F (1743.355702 sec): 3 clusters Score: Raw -6603874.739444 + Penalty 2130.302349 = -6601744.437095 nChanged 4837 SP:Iteration 4F (1743.506330 sec): 3 clusters Score: Raw -6607118.704272 + Penalty 2130.302349 = -6604988.401923 nChanged 5918 SP:Iteration 5F (1743.647057 sec): 3 clusters Score: Raw -6611908.223870 + Penalty 2130.302349 = -6609777.921521 nChanged 6230 SP:Iteration 6F (1743.790557 sec): 3 clusters Score: Raw -6617630.959132 + Penalty 2130.302349 = -6615500.656783 nChanged 5256 SP:Iteration 7F (1743.930551 sec): 3 clusters Score: Raw -6622844.828825 + Penalty 2130.302349 = -6620714.526477 nChanged 3248 SP:Iteration 8Q (1744.075593 sec): 3 clusters Score: Raw -6626250.215776 + Penalty 2130.302349 = -6624119.913428 nChanged 1755 SP:Iteration 9Q (1744.200092 sec): 3 clusters Score: Raw -6628346.525375 + Penalty 2130.302349 = -6626216.223027 nChanged 916 SP:Iteration 10Q (1744.325190 sec): 3 clusters Score: Raw -6629312.340419 + Penalty 2130.302349 = -6627182.038071 nChanged 520 SP:Iteration 11Q (1744.441510 sec): 3 clusters Score: Raw -6629642.781213 + Penalty 2130.302349 = -6627512.478864 nChanged 299 SP:Iteration 12Q (1744.557232 sec): 3 clusters Score: Raw -6629752.078668 + Penalty 2130.302349 = -6627621.776319 nChanged 165 SP:Iteration 13Q (1744.684115 sec): 3 clusters Score: Raw -6629800.280745 + Penalty 2130.302349 = -6627669.978396 nChanged 131 SP:Iteration 14Q (1744.809491 sec): 3 clusters Score: Raw -6629832.765396 + Penalty 2130.302349 = -6627702.463047 nChanged 87 SP:Iteration 15Q (1744.929246 sec): 3 clusters Score: Raw -6629854.561932 + Penalty 2130.302349 = -6627724.259583 nChanged 66 SP:Iteration 16Q (1745.048128 sec): 3 clusters Score: Raw -6629870.370989 + Penalty 2130.302349 = -6627740.068641 nChanged 54 SP:Iteration 17Q (1745.165080 sec): 3 clusters Score: Raw -6629880.164964 + Penalty 2130.302349 = -6627749.862615 nChanged 46 SP:Iteration 18Q (1745.268579 sec): 3 clusters Score: Raw -6629887.697080 + Penalty 2130.302349 = -6627757.394731 nChanged 47 SP:Iteration 19Q (1745.392977 sec): 3 clusters Score: Raw -6629896.776906 + Penalty 2130.302349 = -6627766.474557 nChanged 42 SP:Iteration 20F (1745.527655 sec): 3 clusters Score: Raw -6629906.543767 + Penalty 2130.302349 = -6627776.241418 nChanged 46 SP:Iteration 21Q (1745.644639 sec): 3 clusters Score: Raw -6629914.557424 + Penalty 2130.302349 = -6627784.255075 nChanged 37 SP:Iteration 22Q (1745.754698 sec): 3 clusters Score: Raw -6629920.286867 + Penalty 2130.302349 = -6627789.984518 nChanged 21 SP:Iteration 23Q (1745.878354 sec): 3 clusters Score: Raw -6629922.855803 + Penalty 2130.302349 = -6627792.553454 nChanged 13 SP:Iteration 24Q (1746.006484 sec): 3 clusters Score: Raw -6629923.788142 + Penalty 2130.302349 = -6627793.485793 nChanged 8 SP:Iteration 25Q (1746.122703 sec): 3 clusters Score: Raw -6629924.637804 + Penalty 2130.302349 = -6627794.335455 nChanged 6 SP:Iteration 26Q (1746.242641 sec): 3 clusters Score: Raw -6629924.977246 + Penalty 2130.302349 = -6627794.674897 nChanged 4 SP:Iteration 27Q (1746.361914 sec): 3 clusters Score: Raw -6629925.208899 + Penalty 2130.302349 = -6627794.906550 nChanged 5 SP:Iteration 28Q (1746.488347 sec): 3 clusters Score: Raw -6629925.575391 + Penalty 2130.302349 = -6627795.273042 nChanged 3 SP:Iteration 29Q (1746.615114 sec): 3 clusters Score: Raw -6629925.855310 + Penalty 2130.302349 = -6627795.552961 nChanged 3 SP:Iteration 30Q (1746.732000 sec): 3 clusters Score: Raw -6629926.297113 + Penalty 2130.302349 = -6627795.994764 nChanged 5 SP:Iteration 31Q (1746.854422 sec): 3 clusters Score: Raw -6629926.742854 + Penalty 2130.302349 = -6627796.440505 nChanged 3 SP:Iteration 32Q (1746.989549 sec): 3 clusters Score: Raw -6629926.963035 + Penalty 2130.302349 = -6627796.660686 nChanged 4 SP:Iteration 33Q (1747.110313 sec): 3 clusters Score: Raw -6629927.216472 + Penalty 2130.302349 = -6627796.914123 nChanged 5 SP:Iteration 34Q (1747.231739 sec): 3 clusters Score: Raw -6629927.553518 + Penalty 2130.302349 = -6627797.251170 nChanged 5 SP:Iteration 35Q (1747.368526 sec): 3 clusters Score: Raw -6629927.854602 + Penalty 2130.302349 = -6627797.552253 nChanged 2 SP:Iteration 36Q (1747.487635 sec): 3 clusters Score: Raw -6629928.034250 + Penalty 2130.302349 = -6627797.731901 nChanged 4 SP:Iteration 37Q (1747.610372 sec): 3 clusters Score: Raw -6629928.499855 + Penalty 2130.302349 = -6627798.197506 nChanged 4 SP:Iteration 38Q (1747.732665 sec): 3 clusters Score: Raw -6629928.647625 + Penalty 2130.302349 = -6627798.345276 nChanged 0 SP:Iteration 39F (1747.869326 sec): 3 clusters Score: Raw -6629928.647625 + Penalty 2130.302349 = -6627798.345276 nChanged 0 Score: Raw -45230120.320006 + Penalty 45091.929260 = -45185028.390745 Splitting cluster 32 changes total score from -45184328.464144 to -45185028.390745 So it's getting split into cluster 36. Trying to split cluster 33 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1757.391538 sec): 2 clusters Score: Raw -11256.788951 + Penalty 512.825457 = -10743.963495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1757.438077 sec): 3 clusters Score: Raw -11317.677772 + Penalty 1025.650913 = -10292.026859 nChanged 59 SP:Iteration 1F (1757.482211 sec): 3 clusters Score: Raw -11481.219001 + Penalty 1025.650913 = -10455.568088 nChanged 20 SP:Iteration 2F (1757.529937 sec): 3 clusters Score: Raw -11521.919826 + Penalty 1025.650913 = -10496.268913 nChanged 9 SP:Iteration 3Q (1757.579827 sec): 3 clusters Score: Raw -11545.121184 + Penalty 1025.650913 = -10519.470271 nChanged 3 SP:Iteration 4Q (1757.621262 sec): 3 clusters Score: Raw -11549.544291 + Penalty 1025.650913 = -10523.893378 nChanged 1 SP:Iteration 5Q (1757.673002 sec): 3 clusters Score: Raw -11550.926894 + Penalty 1025.650913 = -10525.275980 nChanged 1 SP:Iteration 6Q (1757.712166 sec): 3 clusters Score: Raw -11556.771862 + Penalty 1025.650913 = -10531.120949 nChanged 0 SP:Iteration 7F (1757.751995 sec): 3 clusters Score: Raw -11556.771862 + Penalty 1025.650913 = -10531.120949 nChanged 0 Trying to split cluster 34 (8917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1757.788686 sec): 2 clusters Score: Raw -808137.469991 + Penalty 864.092910 = -807273.377081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1757.836397 sec): 3 clusters Score: Raw -802790.966225 + Penalty 1728.185821 = -801062.780404 nChanged 4032 SP:Iteration 1F (1757.890155 sec): 3 clusters Score: Raw -805023.074819 + Penalty 1728.185821 = -803294.888998 nChanged 502 SP:Iteration 2F (1757.949695 sec): 3 clusters Score: Raw -805225.345898 + Penalty 1728.185821 = -803497.160077 nChanged 432 SP:Iteration 3Q (1758.006725 sec): 3 clusters Score: Raw -805408.798667 + Penalty 1728.185821 = -803680.612847 nChanged 417 SP:Iteration 4Q (1758.060677 sec): 3 clusters Score: Raw -805576.187268 + Penalty 1728.185821 = -803848.001448 nChanged 349 SP:Iteration 5Q (1758.127937 sec): 3 clusters Score: Raw -805729.590462 + Penalty 1728.185821 = -804001.404642 nChanged 354 SP:Iteration 6Q (1758.185888 sec): 3 clusters Score: Raw -805875.542947 + Penalty 1728.185821 = -804147.357126 nChanged 317 SP:Iteration 7Q (1758.234223 sec): 3 clusters Score: Raw -806029.544367 + Penalty 1728.185821 = -804301.358546 nChanged 335 SP:Iteration 8Q (1758.303408 sec): 3 clusters Score: Raw -806214.365858 + Penalty 1728.185821 = -804486.180037 nChanged 329 SP:Iteration 9Q (1758.362971 sec): 3 clusters Score: Raw -806414.185483 + Penalty 1728.185821 = -804685.999662 nChanged 361 SP:Iteration 10Q (1758.419848 sec): 3 clusters Score: Raw -806653.363299 + Penalty 1728.185821 = -804925.177478 nChanged 354 SP:Iteration 11Q (1758.472730 sec): 3 clusters Score: Raw -806926.910177 + Penalty 1728.185821 = -805198.724357 nChanged 337 SP:Iteration 12Q (1758.540991 sec): 3 clusters Score: Raw -807174.941016 + Penalty 1728.185821 = -805446.755196 nChanged 285 SP:Iteration 13Q (1758.592849 sec): 3 clusters Score: Raw -807379.958000 + Penalty 1728.185821 = -805651.772179 nChanged 258 SP:Iteration 14Q (1758.656595 sec): 3 clusters Score: Raw -807549.845017 + Penalty 1728.185821 = -805821.659197 nChanged 201 SP:Iteration 15Q (1758.703435 sec): 3 clusters Score: Raw -807678.796068 + Penalty 1728.185821 = -805950.610247 nChanged 172 SP:Iteration 16Q (1758.769017 sec): 3 clusters Score: Raw -807794.369008 + Penalty 1728.185821 = -806066.183187 nChanged 147 SP:Iteration 17Q (1758.827948 sec): 3 clusters Score: Raw -807898.515102 + Penalty 1728.185821 = -806170.329281 nChanged 116 SP:Iteration 18Q (1758.880827 sec): 3 clusters Score: Raw -807979.916524 + Penalty 1728.185821 = -806251.730703 nChanged 80 SP:Iteration 19Q (1758.934313 sec): 3 clusters Score: Raw -808043.163617 + Penalty 1728.185821 = -806314.977797 nChanged 70 SP:Iteration 20F (1758.980562 sec): 3 clusters Score: Raw -808090.300596 + Penalty 1728.185821 = -806362.114776 nChanged 45 SP:Iteration 21Q (1759.043762 sec): 3 clusters Score: Raw -808118.518910 + Penalty 1728.185821 = -806390.333089 nChanged 30 SP:Iteration 22Q (1759.097079 sec): 3 clusters Score: Raw -808144.765868 + Penalty 1728.185821 = -806416.580048 nChanged 30 SP:Iteration 23Q (1759.150993 sec): 3 clusters Score: Raw -808165.772825 + Penalty 1728.185821 = -806437.587004 nChanged 19 SP:Iteration 24Q (1759.205071 sec): 3 clusters Score: Raw -808181.696601 + Penalty 1728.185821 = -806453.510780 nChanged 12 SP:Iteration 25Q (1759.261786 sec): 3 clusters Score: Raw -808190.735173 + Penalty 1728.185821 = -806462.549352 nChanged 11 SP:Iteration 26Q (1759.314341 sec): 3 clusters Score: Raw -808196.039318 + Penalty 1728.185821 = -806467.853497 nChanged 8 SP:Iteration 27Q (1759.372142 sec): 3 clusters Score: Raw -808203.585076 + Penalty 1728.185821 = -806475.399255 nChanged 9 SP:Iteration 28Q (1759.426125 sec): 3 clusters Score: Raw -808211.529912 + Penalty 1728.185821 = -806483.344091 nChanged 11 SP:Iteration 29Q (1759.466863 sec): 3 clusters Score: Raw -808221.722921 + Penalty 1728.185821 = -806493.537100 nChanged 9 SP:Iteration 30Q (1759.535141 sec): 3 clusters Score: Raw -808227.203664 + Penalty 1728.185821 = -806499.017844 nChanged 6 SP:Iteration 31Q (1759.586384 sec): 3 clusters Score: Raw -808232.406186 + Penalty 1728.185821 = -806504.220365 nChanged 2 SP:Iteration 32Q (1759.643964 sec): 3 clusters Score: Raw -808234.742003 + Penalty 1728.185821 = -806506.556183 nChanged 0 SP:Iteration 33F (1759.697650 sec): 3 clusters Score: Raw -808234.742003 + Penalty 1728.185821 = -806506.556183 nChanged 0 Trying to split cluster 35 (151619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1759.879600 sec): 2 clusters Score: Raw -13536262.460472 + Penalty 1133.266977 = -13535129.193495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1760.113548 sec): 3 clusters Score: Raw -13435228.021925 + Penalty 2266.533954 = -13432961.487971 nChanged 73634 SP:Iteration 1F (1760.344609 sec): 3 clusters Score: Raw -13480419.895067 + Penalty 2266.533954 = -13478153.361112 nChanged 7337 SP:Iteration 2Q (1760.616009 sec): 3 clusters Score: Raw -13483408.869273 + Penalty 2266.533954 = -13481142.335319 nChanged 9551 SP:Iteration 3F (1760.859020 sec): 3 clusters Score: Raw -13488814.886628 + Penalty 2266.533954 = -13486548.352674 nChanged 12126 SP:Iteration 4F (1761.094106 sec): 3 clusters Score: Raw -13497875.497236 + Penalty 2266.533954 = -13495608.963282 nChanged 13541 SP:Iteration 5F (1761.330061 sec): 3 clusters Score: Raw -13510197.311136 + Penalty 2266.533954 = -13507930.777182 nChanged 12247 SP:Iteration 6F (1761.563687 sec): 3 clusters Score: Raw -13522292.228346 + Penalty 2266.533954 = -13520025.694392 nChanged 8225 SP:Iteration 7F (1761.803747 sec): 3 clusters Score: Raw -13530392.840824 + Penalty 2266.533954 = -13528126.306870 nChanged 4087 SP:Iteration 8Q (1762.044616 sec): 3 clusters Score: Raw -13534129.164942 + Penalty 2266.533954 = -13531862.630987 nChanged 1692 SP:Iteration 9Q (1762.269255 sec): 3 clusters Score: Raw -13535545.432065 + Penalty 2266.533954 = -13533278.898111 nChanged 620 SP:Iteration 10Q (1762.483901 sec): 3 clusters Score: Raw -13536036.255997 + Penalty 2266.533954 = -13533769.722043 nChanged 262 SP:Iteration 11Q (1762.691689 sec): 3 clusters Score: Raw -13536257.975994 + Penalty 2266.533954 = -13533991.442040 nChanged 101 SP:Iteration 12Q (1762.878449 sec): 3 clusters Score: Raw -13536339.181460 + Penalty 2266.533954 = -13534072.647506 nChanged 60 SP:Iteration 13Q (1763.069165 sec): 3 clusters Score: Raw -13536397.710781 + Penalty 2266.533954 = -13534131.176827 nChanged 47 SP:Iteration 14Q (1763.256996 sec): 3 clusters Score: Raw -13536445.864389 + Penalty 2266.533954 = -13534179.330435 nChanged 30 SP:Iteration 15Q (1763.452470 sec): 3 clusters Score: Raw -13536471.412160 + Penalty 2266.533954 = -13534204.878206 nChanged 16 SP:Iteration 16Q (1763.635782 sec): 3 clusters Score: Raw -13536484.671632 + Penalty 2266.533954 = -13534218.137678 nChanged 11 SP:Iteration 17Q (1763.823675 sec): 3 clusters Score: Raw -13536492.841237 + Penalty 2266.533954 = -13534226.307283 nChanged 5 SP:Iteration 18Q (1764.002929 sec): 3 clusters Score: Raw -13536498.733431 + Penalty 2266.533954 = -13534232.199477 nChanged 2 SP:Iteration 19Q (1764.176391 sec): 3 clusters Score: Raw -13536500.222992 + Penalty 2266.533954 = -13534233.689038 nChanged 3 SP:Iteration 20F (1764.415099 sec): 3 clusters Score: Raw -13536502.856279 + Penalty 2266.533954 = -13534236.322325 nChanged 4 SP:Iteration 21Q (1764.593196 sec): 3 clusters Score: Raw -13536505.095363 + Penalty 2266.533954 = -13534238.561409 nChanged 2 SP:Iteration 22Q (1764.786744 sec): 3 clusters Score: Raw -13536505.947229 + Penalty 2266.533954 = -13534239.413275 nChanged 1 SP:Iteration 23Q (1764.976846 sec): 3 clusters Score: Raw -13536506.575285 + Penalty 2266.533954 = -13534240.041331 nChanged 1 SP:Iteration 24Q (1765.182950 sec): 3 clusters Score: Raw -13536506.924152 + Penalty 2266.533954 = -13534240.390198 nChanged 0 SP:Iteration 25F (1765.416466 sec): 3 clusters Score: Raw -13536506.924152 + Penalty 2266.533954 = -13534240.390198 nChanged 0 Iteration 219Q (1769.700926 sec): 37 clusters Score: Raw -45230236.531514 + Penalty 45091.929260 = -45185144.602253 nChanged 892 Iteration 220F (1779.313657 sec): 37 clusters Score: Raw -45230560.312652 + Penalty 45091.929260 = -45185468.383392 nChanged 728 Iteration 221Q (1783.905002 sec): 37 clusters Score: Raw -45230703.170781 + Penalty 45091.929260 = -45185611.241521 nChanged 577 Iteration 222Q (1788.478036 sec): 37 clusters Score: Raw -45230757.177698 + Penalty 45091.929260 = -45185665.248438 nChanged 489 Iteration 223Q (1792.940924 sec): 37 clusters Score: Raw -45230789.204467 + Penalty 45091.929260 = -45185697.275206 nChanged 429 Iteration 224Q (1797.333531 sec): 37 clusters Score: Raw -45230813.496338 + Penalty 45091.929260 = -45185721.567077 nChanged 378 Iteration 225Q (1802.000140 sec): 37 clusters Score: Raw -45230834.615343 + Penalty 45091.929260 = -45185742.686083 nChanged 333 Iteration 226Q (1806.410911 sec): 37 clusters Score: Raw -45230852.613204 + Penalty 45091.929260 = -45185760.683944 nChanged 292 Iteration 227Q (1811.046052 sec): 37 clusters Score: Raw -45230865.360565 + Penalty 45091.929260 = -45185773.431305 nChanged 306 Iteration 228Q (1815.346508 sec): 37 clusters Score: Raw -45230879.245005 + Penalty 45091.929260 = -45185787.315745 nChanged 287 Iteration 229Q (1819.531777 sec): 37 clusters Score: Raw -45230890.403697 + Penalty 45091.929260 = -45185798.474437 nChanged 240 Iteration 230Q (1823.895563 sec): 37 clusters Score: Raw -45230899.627069 + Penalty 45091.929260 = -45185807.697809 nChanged 224 Iteration 231Q (1828.379131 sec): 37 clusters Score: Raw -45230907.690381 + Penalty 45091.929260 = -45185815.761120 nChanged 192 Iteration 232Q (1832.919831 sec): 37 clusters Score: Raw -45230916.309771 + Penalty 45091.929260 = -45185824.380511 nChanged 201 Iteration 233Q (1837.374474 sec): 37 clusters Score: Raw -45230923.663946 + Penalty 45091.929260 = -45185831.734686 nChanged 202 Iteration 234Q (1842.031734 sec): 37 clusters Score: Raw -45230930.515574 + Penalty 45091.929260 = -45185838.586314 nChanged 216 Iteration 235Q (1846.679460 sec): 37 clusters Score: Raw -45230937.028712 + Penalty 45091.929260 = -45185845.099452 nChanged 209 Iteration 236Q (1851.202922 sec): 37 clusters Score: Raw -45230942.954106 + Penalty 45091.929260 = -45185851.024846 nChanged 207 Iteration 237Q (1855.634824 sec): 37 clusters Score: Raw -45230949.663334 + Penalty 45091.929260 = -45185857.734074 nChanged 206 Iteration 238Q (1860.195046 sec): 37 clusters Score: Raw -45230956.316395 + Penalty 45091.929260 = -45185864.387135 nChanged 194 Iteration 239Q (1864.771935 sec): 37 clusters Score: Raw -45230963.299907 + Penalty 45091.929260 = -45185871.370646 nChanged 197 Iteration 240F (1874.313622 sec): 37 clusters Score: Raw -45230969.457376 + Penalty 45091.929260 = -45185877.528116 nChanged 200 Iteration 241Q (1878.426095 sec): 37 clusters Score: Raw -45230975.958839 + Penalty 45091.929260 = -45185884.029579 nChanged 207 Iteration 242Q (1882.618455 sec): 37 clusters Score: Raw -45230983.395463 + Penalty 45091.929260 = -45185891.466203 nChanged 203 Iteration 243Q (1886.871037 sec): 37 clusters Score: Raw -45230990.875099 + Penalty 45091.929260 = -45185898.945839 nChanged 190 Iteration 244Q (1891.209403 sec): 37 clusters Score: Raw -45230998.293234 + Penalty 45091.929260 = -45185906.363974 nChanged 213 Iteration 245Q (1895.991817 sec): 37 clusters Score: Raw -45231004.691813 + Penalty 45091.929260 = -45185912.762553 nChanged 189 Iteration 246Q (1900.593788 sec): 37 clusters Score: Raw -45231010.626474 + Penalty 45091.929260 = -45185918.697214 nChanged 203 Iteration 247Q (1905.257179 sec): 37 clusters Score: Raw -45231016.894298 + Penalty 45091.929260 = -45185924.965038 nChanged 208 Iteration 248Q (1909.972858 sec): 37 clusters Score: Raw -45231022.943781 + Penalty 45091.929260 = -45185931.014521 nChanged 212 Iteration 249Q (1914.616975 sec): 37 clusters Score: Raw -45231028.218840 + Penalty 45091.929260 = -45185936.289580 nChanged 187 Iteration 250Q (1919.273333 sec): 37 clusters Score: Raw -45231032.905525 + Penalty 45091.929260 = -45185940.976265 nChanged 146 Iteration 251Q (1923.727922 sec): 37 clusters Score: Raw -45231036.287355 + Penalty 45091.929260 = -45185944.358094 nChanged 138 Iteration 252Q (1928.343198 sec): 37 clusters Score: Raw -45231039.326132 + Penalty 45091.929260 = -45185947.396872 nChanged 144 Iteration 253Q (1933.050193 sec): 37 clusters Score: Raw -45231042.964765 + Penalty 45091.929260 = -45185951.035505 nChanged 141 Iteration 254Q (1937.664471 sec): 37 clusters Score: Raw -45231046.247983 + Penalty 45091.929260 = -45185954.318722 nChanged 137 Iteration 255Q (1942.026798 sec): 37 clusters Score: Raw -45231049.950146 + Penalty 45091.929260 = -45185958.020886 nChanged 132 Iteration 256Q (1946.872150 sec): 37 clusters Score: Raw -45231052.815380 + Penalty 45091.929260 = -45185960.886120 nChanged 128 Iteration 257Q (1951.581232 sec): 37 clusters Score: Raw -45231055.197168 + Penalty 45091.929260 = -45185963.267908 nChanged 112 Iteration 258Q (1956.153558 sec): 37 clusters Score: Raw -45231058.096077 + Penalty 45091.929260 = -45185966.166817 nChanged 106 Writing temp clu file Because OldScore, -45185963.267908, is greater than current (better) Score,-45185966.166817 Compute initial score before splitting: Score: Raw -45231058.096077 + Penalty 45091.929260 = -45185966.166817 Trying to split cluster 1 (1228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1956.348827 sec): 2 clusters Score: Raw -104977.072668 + Penalty 675.748500 = -104301.324167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1956.378835 sec): 3 clusters Score: Raw -104456.803038 + Penalty 1351.497001 = -103105.306037 nChanged 448 SP:Iteration 1F (1956.425719 sec): 3 clusters Score: Raw -104753.727970 + Penalty 1351.497001 = -103402.230970 nChanged 83 SP:Iteration 2F (1956.467073 sec): 3 clusters Score: Raw -104801.463552 + Penalty 1351.497001 = -103449.966551 nChanged 37 SP:Iteration 3Q (1956.506313 sec): 3 clusters Score: Raw -104831.241732 + Penalty 1351.497001 = -103479.744731 nChanged 29 SP:Iteration 4Q (1956.546762 sec): 3 clusters Score: Raw -104850.390347 + Penalty 1351.497001 = -103498.893346 nChanged 20 SP:Iteration 5Q (1956.574566 sec): 3 clusters Score: Raw -104865.534628 + Penalty 1351.497001 = -103514.037627 nChanged 18 SP:Iteration 6Q (1956.617604 sec): 3 clusters Score: Raw -104872.720456 + Penalty 1351.497001 = -103521.223455 nChanged 14 SP:Iteration 7Q (1956.662999 sec): 3 clusters Score: Raw -104878.391182 + Penalty 1351.497001 = -103526.894181 nChanged 10 SP:Iteration 8Q (1956.707579 sec): 3 clusters Score: Raw -104882.323817 + Penalty 1351.497001 = -103530.826816 nChanged 4 SP:Iteration 9Q (1956.762574 sec): 3 clusters Score: Raw -104883.198507 + Penalty 1351.497001 = -103531.701506 nChanged 1 SP:Iteration 10Q (1956.798933 sec): 3 clusters Score: Raw -104883.402842 + Penalty 1351.497001 = -103531.905841 nChanged 1 SP:Iteration 11Q (1956.848214 sec): 3 clusters Score: Raw -104884.340745 + Penalty 1351.497001 = -103532.843745 nChanged 4 SP:Iteration 12Q (1956.886580 sec): 3 clusters Score: Raw -104886.403961 + Penalty 1351.497001 = -103534.906960 nChanged 4 SP:Iteration 13Q (1956.920566 sec): 3 clusters Score: Raw -104887.547254 + Penalty 1351.497001 = -103536.050253 nChanged 4 SP:Iteration 14Q (1956.958273 sec): 3 clusters Score: Raw -104889.187344 + Penalty 1351.497001 = -103537.690343 nChanged 6 SP:Iteration 15Q (1956.993997 sec): 3 clusters Score: Raw -104892.367426 + Penalty 1351.497001 = -103540.870426 nChanged 5 SP:Iteration 16Q (1957.031769 sec): 3 clusters Score: Raw -104894.431861 + Penalty 1351.497001 = -103542.934861 nChanged 1 SP:Iteration 17Q (1957.069359 sec): 3 clusters Score: Raw -104894.502374 + Penalty 1351.497001 = -103543.005373 nChanged 0 SP:Iteration 18F (1957.109689 sec): 3 clusters Score: Raw -104894.502374 + Penalty 1351.497001 = -103543.005373 nChanged 0 Trying to split cluster 2 (3308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1957.145028 sec): 2 clusters Score: Raw -277872.420558 + Penalty 769.889410 = -277102.531148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1957.183158 sec): 3 clusters Score: Raw -276171.658458 + Penalty 1539.778821 = -274631.879637 nChanged 1370 SP:Iteration 1F (1957.241153 sec): 3 clusters Score: Raw -277167.452264 + Penalty 1539.778821 = -275627.673444 nChanged 309 SP:Iteration 2F (1957.282032 sec): 3 clusters Score: Raw -277452.204778 + Penalty 1539.778821 = -275912.425958 nChanged 265 SP:Iteration 3F (1957.338910 sec): 3 clusters Score: Raw -277689.512323 + Penalty 1539.778821 = -276149.733502 nChanged 199 SP:Iteration 4F (1957.386037 sec): 3 clusters Score: Raw -277829.564511 + Penalty 1539.778821 = -276289.785691 nChanged 129 SP:Iteration 5Q (1957.428853 sec): 3 clusters Score: Raw -277907.528218 + Penalty 1539.778821 = -276367.749397 nChanged 92 SP:Iteration 6Q (1957.469609 sec): 3 clusters Score: Raw -277962.796282 + Penalty 1539.778821 = -276423.017461 nChanged 57 SP:Iteration 7Q (1957.519869 sec): 3 clusters Score: Raw -277992.742340 + Penalty 1539.778821 = -276452.963519 nChanged 56 SP:Iteration 8Q (1957.571760 sec): 3 clusters Score: Raw -278023.449022 + Penalty 1539.778821 = -276483.670202 nChanged 57 SP:Iteration 9Q (1957.633457 sec): 3 clusters Score: Raw -278057.892569 + Penalty 1539.778821 = -276518.113748 nChanged 53 SP:Iteration 10Q (1957.685785 sec): 3 clusters Score: Raw -278081.364197 + Penalty 1539.778821 = -276541.585377 nChanged 44 SP:Iteration 11Q (1957.732459 sec): 3 clusters Score: Raw -278100.443669 + Penalty 1539.778821 = -276560.664848 nChanged 37 SP:Iteration 12Q (1957.773813 sec): 3 clusters Score: Raw -278113.741600 + Penalty 1539.778821 = -276573.962779 nChanged 37 SP:Iteration 13Q (1957.816232 sec): 3 clusters Score: Raw -278128.131923 + Penalty 1539.778821 = -276588.353102 nChanged 30 SP:Iteration 14Q (1957.872432 sec): 3 clusters Score: Raw -278136.946527 + Penalty 1539.778821 = -276597.167706 nChanged 30 SP:Iteration 15Q (1957.916831 sec): 3 clusters Score: Raw -278147.600972 + Penalty 1539.778821 = -276607.822152 nChanged 30 SP:Iteration 16Q (1957.979934 sec): 3 clusters Score: Raw -278159.148117 + Penalty 1539.778821 = -276619.369296 nChanged 37 SP:Iteration 17Q (1958.015391 sec): 3 clusters Score: Raw -278172.782158 + Penalty 1539.778821 = -276633.003337 nChanged 40 SP:Iteration 18Q (1958.068632 sec): 3 clusters Score: Raw -278190.765003 + Penalty 1539.778821 = -276650.986183 nChanged 37 SP:Iteration 19Q (1958.111804 sec): 3 clusters Score: Raw -278209.250552 + Penalty 1539.778821 = -276669.471731 nChanged 38 SP:Iteration 20F (1958.164216 sec): 3 clusters Score: Raw -278223.546545 + Penalty 1539.778821 = -276683.767724 nChanged 28 SP:Iteration 21Q (1958.216500 sec): 3 clusters Score: Raw -278235.880183 + Penalty 1539.778821 = -276696.101362 nChanged 27 SP:Iteration 22Q (1958.257693 sec): 3 clusters Score: Raw -278246.003683 + Penalty 1539.778821 = -276706.224862 nChanged 22 SP:Iteration 23Q (1958.303511 sec): 3 clusters Score: Raw -278252.288397 + Penalty 1539.778821 = -276712.509576 nChanged 24 SP:Iteration 24Q (1958.354291 sec): 3 clusters Score: Raw -278258.643672 + Penalty 1539.778821 = -276718.864851 nChanged 18 SP:Iteration 25Q (1958.402730 sec): 3 clusters Score: Raw -278262.517383 + Penalty 1539.778821 = -276722.738562 nChanged 15 SP:Iteration 26Q (1958.451940 sec): 3 clusters Score: Raw -278265.524471 + Penalty 1539.778821 = -276725.745650 nChanged 7 SP:Iteration 27Q (1958.503455 sec): 3 clusters Score: Raw -278266.615661 + Penalty 1539.778821 = -276726.836840 nChanged 9 SP:Iteration 28Q (1958.544500 sec): 3 clusters Score: Raw -278268.826243 + Penalty 1539.778821 = -276729.047422 nChanged 8 SP:Iteration 29Q (1958.594697 sec): 3 clusters Score: Raw -278271.447700 + Penalty 1539.778821 = -276731.668880 nChanged 11 SP:Iteration 30Q (1958.647791 sec): 3 clusters Score: Raw -278273.610814 + Penalty 1539.778821 = -276733.831993 nChanged 4 SP:Iteration 31Q (1958.692254 sec): 3 clusters Score: Raw -278274.212980 + Penalty 1539.778821 = -276734.434159 nChanged 4 SP:Iteration 32Q (1958.752112 sec): 3 clusters Score: Raw -278274.878816 + Penalty 1539.778821 = -276735.099995 nChanged 3 SP:Iteration 33Q (1958.788526 sec): 3 clusters Score: Raw -278275.290883 + Penalty 1539.778821 = -276735.512062 nChanged 0 SP:Iteration 34F (1958.837091 sec): 3 clusters Score: Raw -278275.290883 + Penalty 1539.778821 = -276735.512062 nChanged 0 Trying to split cluster 3 (36913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1958.904828 sec): 2 clusters Score: Raw -3284276.987919 + Penalty 999.050312 = -3283277.937607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1959.000005 sec): 3 clusters Score: Raw -3260709.162694 + Penalty 1998.100624 = -3258711.062070 nChanged 17450 SP:Iteration 1F (1959.085686 sec): 3 clusters Score: Raw -3270928.452827 + Penalty 1998.100624 = -3268930.352203 nChanged 1694 SP:Iteration 2Q (1959.179551 sec): 3 clusters Score: Raw -3271604.938159 + Penalty 1998.100624 = -3269606.837535 nChanged 1989 SP:Iteration 3F (1959.282856 sec): 3 clusters Score: Raw -3272545.763027 + Penalty 1998.100624 = -3270547.662404 nChanged 2286 SP:Iteration 4F (1959.364526 sec): 3 clusters Score: Raw -3273929.408388 + Penalty 1998.100624 = -3271931.307764 nChanged 2588 SP:Iteration 5F (1959.459988 sec): 3 clusters Score: Raw -3275959.102350 + Penalty 1998.100624 = -3273961.001727 nChanged 2695 SP:Iteration 6F (1959.549860 sec): 3 clusters Score: Raw -3278431.585508 + Penalty 1998.100624 = -3276433.484884 nChanged 2242 SP:Iteration 7F (1959.641650 sec): 3 clusters Score: Raw -3280397.565015 + Penalty 1998.100624 = -3278399.464391 nChanged 1517 SP:Iteration 8Q (1959.733383 sec): 3 clusters Score: Raw -3281410.670857 + Penalty 1998.100624 = -3279412.570233 nChanged 986 SP:Iteration 9Q (1959.831128 sec): 3 clusters Score: Raw -3281940.752721 + Penalty 1998.100624 = -3279942.652097 nChanged 701 SP:Iteration 10Q (1959.907642 sec): 3 clusters Score: Raw -3282305.409509 + Penalty 1998.100624 = -3280307.308885 nChanged 614 SP:Iteration 11Q (1959.995001 sec): 3 clusters Score: Raw -3282636.582550 + Penalty 1998.100624 = -3280638.481926 nChanged 515 SP:Iteration 12Q (1960.076373 sec): 3 clusters Score: Raw -3282940.965429 + Penalty 1998.100624 = -3280942.864806 nChanged 461 SP:Iteration 13Q (1960.170034 sec): 3 clusters Score: Raw -3283215.177056 + Penalty 1998.100624 = -3281217.076432 nChanged 380 SP:Iteration 14Q (1960.245522 sec): 3 clusters Score: Raw -3283439.031251 + Penalty 1998.100624 = -3281440.930627 nChanged 344 SP:Iteration 15Q (1960.335360 sec): 3 clusters Score: Raw -3283663.523490 + Penalty 1998.100624 = -3281665.422867 nChanged 331 SP:Iteration 16Q (1960.422052 sec): 3 clusters Score: Raw -3283903.507635 + Penalty 1998.100624 = -3281905.407011 nChanged 334 SP:Iteration 17Q (1960.499514 sec): 3 clusters Score: Raw -3284140.695997 + Penalty 1998.100624 = -3282142.595373 nChanged 288 SP:Iteration 18Q (1960.591128 sec): 3 clusters Score: Raw -3284314.369410 + Penalty 1998.100624 = -3282316.268786 nChanged 254 SP:Iteration 19Q (1960.666470 sec): 3 clusters Score: Raw -3284434.394391 + Penalty 1998.100624 = -3282436.293767 nChanged 215 SP:Iteration 20F (1960.757598 sec): 3 clusters Score: Raw -3284534.864552 + Penalty 1998.100624 = -3282536.763929 nChanged 166 SP:Iteration 21Q (1960.848093 sec): 3 clusters Score: Raw -3284597.878511 + Penalty 1998.100624 = -3282599.777887 nChanged 155 SP:Iteration 22Q (1960.933047 sec): 3 clusters Score: Raw -3284642.702839 + Penalty 1998.100624 = -3282644.602215 nChanged 114 SP:Iteration 23Q (1961.015693 sec): 3 clusters Score: Raw -3284668.537638 + Penalty 1998.100624 = -3282670.437014 nChanged 87 SP:Iteration 24Q (1961.095806 sec): 3 clusters Score: Raw -3284685.313022 + Penalty 1998.100624 = -3282687.212399 nChanged 65 SP:Iteration 25Q (1961.175575 sec): 3 clusters Score: Raw -3284695.145747 + Penalty 1998.100624 = -3282697.045123 nChanged 47 SP:Iteration 26Q (1961.260968 sec): 3 clusters Score: Raw -3284701.941654 + Penalty 1998.100624 = -3282703.841031 nChanged 31 SP:Iteration 27Q (1961.341935 sec): 3 clusters Score: Raw -3284706.690743 + Penalty 1998.100624 = -3282708.590119 nChanged 34 SP:Iteration 28Q (1961.435623 sec): 3 clusters Score: Raw -3284710.541132 + Penalty 1998.100624 = -3282712.440508 nChanged 29 SP:Iteration 29Q (1961.510825 sec): 3 clusters Score: Raw -3284713.172952 + Penalty 1998.100624 = -3282715.072328 nChanged 23 SP:Iteration 30Q (1961.593877 sec): 3 clusters Score: Raw -3284714.843155 + Penalty 1998.100624 = -3282716.742531 nChanged 19 SP:Iteration 31Q (1961.681836 sec): 3 clusters Score: Raw -3284716.582037 + Penalty 1998.100624 = -3282718.481414 nChanged 15 SP:Iteration 32Q (1961.758688 sec): 3 clusters Score: Raw -3284717.787501 + Penalty 1998.100624 = -3282719.686877 nChanged 9 SP:Iteration 33Q (1961.840283 sec): 3 clusters Score: Raw -3284718.927452 + Penalty 1998.100624 = -3282720.826828 nChanged 12 SP:Iteration 34Q (1961.923656 sec): 3 clusters Score: Raw -3284719.964706 + Penalty 1998.100624 = -3282721.864083 nChanged 10 SP:Iteration 35Q (1961.998664 sec): 3 clusters Score: Raw -3284720.995678 + Penalty 1998.100624 = -3282722.895054 nChanged 11 SP:Iteration 36Q (1962.080325 sec): 3 clusters Score: Raw -3284722.218236 + Penalty 1998.100624 = -3282724.117613 nChanged 15 SP:Iteration 37Q (1962.158688 sec): 3 clusters Score: Raw -3284724.330468 + Penalty 1998.100624 = -3282726.229844 nChanged 21 SP:Iteration 38Q (1962.231837 sec): 3 clusters Score: Raw -3284726.232488 + Penalty 1998.100624 = -3282728.131865 nChanged 18 SP:Iteration 39Q (1962.324044 sec): 3 clusters Score: Raw -3284728.063534 + Penalty 1998.100624 = -3282729.962910 nChanged 21 SP:Iteration 40F (1962.416243 sec): 3 clusters Score: Raw -3284729.778608 + Penalty 1998.100624 = -3282731.677984 nChanged 10 SP:Iteration 41Q (1962.509895 sec): 3 clusters Score: Raw -3284731.143231 + Penalty 1998.100624 = -3282733.042607 nChanged 18 SP:Iteration 42Q (1962.597750 sec): 3 clusters Score: Raw -3284732.693059 + Penalty 1998.100624 = -3282734.592435 nChanged 14 SP:Iteration 43Q (1962.682658 sec): 3 clusters Score: Raw -3284734.006044 + Penalty 1998.100624 = -3282735.905420 nChanged 18 SP:Iteration 44Q (1962.763677 sec): 3 clusters Score: Raw -3284735.601623 + Penalty 1998.100624 = -3282737.501000 nChanged 10 SP:Iteration 45Q (1962.848325 sec): 3 clusters Score: Raw -3284736.260476 + Penalty 1998.100624 = -3282738.159852 nChanged 7 SP:Iteration 46Q (1962.929402 sec): 3 clusters Score: Raw -3284736.791540 + Penalty 1998.100624 = -3282738.690916 nChanged 7 SP:Iteration 47Q (1963.015583 sec): 3 clusters Score: Raw -3284737.309287 + Penalty 1998.100624 = -3282739.208664 nChanged 4 SP:Iteration 48Q (1963.105713 sec): 3 clusters Score: Raw -3284737.573616 + Penalty 1998.100624 = -3282739.472993 nChanged 5 SP:Iteration 49Q (1963.186698 sec): 3 clusters Score: Raw -3284737.860580 + Penalty 1998.100624 = -3282739.759956 nChanged 3 SP:Iteration 50Q (1963.266090 sec): 3 clusters Score: Raw -3284738.117676 + Penalty 1998.100624 = -3282740.017052 nChanged 2 SP:Iteration 51Q (1963.361035 sec): 3 clusters Score: Raw -3284738.316988 + Penalty 1998.100624 = -3282740.216364 nChanged 8 SP:Iteration 52Q (1963.443921 sec): 3 clusters Score: Raw -3284738.747212 + Penalty 1998.100624 = -3282740.646589 nChanged 5 SP:Iteration 53Q (1963.525091 sec): 3 clusters Score: Raw -3284739.065234 + Penalty 1998.100624 = -3282740.964610 nChanged 9 SP:Iteration 54Q (1963.604884 sec): 3 clusters Score: Raw -3284739.858826 + Penalty 1998.100624 = -3282741.758202 nChanged 11 SP:Iteration 55Q (1963.683021 sec): 3 clusters Score: Raw -3284740.762428 + Penalty 1998.100624 = -3282742.661804 nChanged 4 SP:Iteration 56Q (1963.754970 sec): 3 clusters Score: Raw -3284740.988574 + Penalty 1998.100624 = -3282742.887951 nChanged 2 SP:Iteration 57Q (1963.807406 sec): 3 clusters Score: Raw -3284741.085253 + Penalty 1998.100624 = -3282742.984629 nChanged 1 SP:Iteration 58Q (1963.858226 sec): 3 clusters Score: Raw -3284741.111559 + Penalty 1998.100624 = -3282743.010935 nChanged 0 SP:Iteration 59F (1963.918881 sec): 3 clusters Score: Raw -3284741.111559 + Penalty 1998.100624 = -3282743.010935 nChanged 0 Trying to split cluster 4 (19364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1963.972941 sec): 2 clusters Score: Raw -1696485.899066 + Penalty 937.761240 = -1695548.137826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1964.047028 sec): 3 clusters Score: Raw -1684353.758641 + Penalty 1875.522481 = -1682478.236160 nChanged 9040 SP:Iteration 1F (1964.120768 sec): 3 clusters Score: Raw -1689412.242856 + Penalty 1875.522481 = -1687536.720375 nChanged 873 SP:Iteration 2Q (1964.194695 sec): 3 clusters Score: Raw -1689715.435091 + Penalty 1875.522481 = -1687839.912610 nChanged 889 SP:Iteration 3Q (1964.268734 sec): 3 clusters Score: Raw -1690153.780875 + Penalty 1875.522481 = -1688278.258394 nChanged 1008 SP:Iteration 4F (1964.339266 sec): 3 clusters Score: Raw -1690808.945593 + Penalty 1875.522481 = -1688933.423112 nChanged 1231 SP:Iteration 5F (1964.403262 sec): 3 clusters Score: Raw -1691794.880654 + Penalty 1875.522481 = -1689919.358173 nChanged 1436 SP:Iteration 6F (1964.474816 sec): 3 clusters Score: Raw -1693095.544523 + Penalty 1875.522481 = -1691220.022042 nChanged 1480 SP:Iteration 7F (1964.540323 sec): 3 clusters Score: Raw -1694431.572637 + Penalty 1875.522481 = -1692556.050156 nChanged 1297 SP:Iteration 8F (1964.612815 sec): 3 clusters Score: Raw -1695510.154412 + Penalty 1875.522481 = -1693634.631931 nChanged 959 SP:Iteration 9Q (1964.679512 sec): 3 clusters Score: Raw -1696164.464943 + Penalty 1875.522481 = -1694288.942463 nChanged 689 SP:Iteration 10Q (1964.754753 sec): 3 clusters Score: Raw -1696597.737215 + Penalty 1875.522481 = -1694722.214734 nChanged 508 SP:Iteration 11Q (1964.827004 sec): 3 clusters Score: Raw -1696887.091940 + Penalty 1875.522481 = -1695011.569459 nChanged 376 SP:Iteration 12Q (1964.895132 sec): 3 clusters Score: Raw -1697117.226382 + Penalty 1875.522481 = -1695241.703902 nChanged 307 SP:Iteration 13Q (1964.968630 sec): 3 clusters Score: Raw -1697289.350684 + Penalty 1875.522481 = -1695413.828203 nChanged 241 SP:Iteration 14Q (1965.026752 sec): 3 clusters Score: Raw -1697376.020013 + Penalty 1875.522481 = -1695500.497532 nChanged 169 SP:Iteration 15Q (1965.098582 sec): 3 clusters Score: Raw -1697417.910904 + Penalty 1875.522481 = -1695542.388424 nChanged 122 SP:Iteration 16Q (1965.171523 sec): 3 clusters Score: Raw -1697440.543806 + Penalty 1875.522481 = -1695565.021325 nChanged 80 SP:Iteration 17Q (1965.250050 sec): 3 clusters Score: Raw -1697451.657022 + Penalty 1875.522481 = -1695576.134542 nChanged 61 SP:Iteration 18Q (1965.322832 sec): 3 clusters Score: Raw -1697457.918899 + Penalty 1875.522481 = -1695582.396418 nChanged 44 SP:Iteration 19Q (1965.394278 sec): 3 clusters Score: Raw -1697462.018122 + Penalty 1875.522481 = -1695586.495641 nChanged 31 SP:Iteration 20F (1965.462042 sec): 3 clusters Score: Raw -1697464.208638 + Penalty 1875.522481 = -1695588.686158 nChanged 21 SP:Iteration 21Q (1965.538105 sec): 3 clusters Score: Raw -1697465.610835 + Penalty 1875.522481 = -1695590.088354 nChanged 18 SP:Iteration 22Q (1965.594587 sec): 3 clusters Score: Raw -1697466.716984 + Penalty 1875.522481 = -1695591.194503 nChanged 10 SP:Iteration 23Q (1965.665049 sec): 3 clusters Score: Raw -1697467.032314 + Penalty 1875.522481 = -1695591.509833 nChanged 7 SP:Iteration 24Q (1965.739307 sec): 3 clusters Score: Raw -1697467.231344 + Penalty 1875.522481 = -1695591.708863 nChanged 2 SP:Iteration 25Q (1965.811475 sec): 3 clusters Score: Raw -1697467.299378 + Penalty 1875.522481 = -1695591.776897 nChanged 1 SP:Iteration 26Q (1965.892428 sec): 3 clusters Score: Raw -1697467.346733 + Penalty 1875.522481 = -1695591.824253 nChanged 1 SP:Iteration 27Q (1965.959926 sec): 3 clusters Score: Raw -1697467.377678 + Penalty 1875.522481 = -1695591.855197 nChanged 1 SP:Iteration 28Q (1966.032700 sec): 3 clusters Score: Raw -1697467.410715 + Penalty 1875.522481 = -1695591.888234 nChanged 1 SP:Iteration 29Q (1966.085837 sec): 3 clusters Score: Raw -1697467.470017 + Penalty 1875.522481 = -1695591.947536 nChanged 1 SP:Iteration 30Q (1966.154462 sec): 3 clusters Score: Raw -1697467.488271 + Penalty 1875.522481 = -1695591.965790 nChanged 2 SP:Iteration 31Q (1966.214576 sec): 3 clusters Score: Raw -1697467.545063 + Penalty 1875.522481 = -1695592.022582 nChanged 2 SP:Iteration 32Q (1966.286323 sec): 3 clusters Score: Raw -1697467.584042 + Penalty 1875.522481 = -1695592.061561 nChanged 1 SP:Iteration 33Q (1966.363382 sec): 3 clusters Score: Raw -1697467.602036 + Penalty 1875.522481 = -1695592.079555 nChanged 0 SP:Iteration 34F (1966.429555 sec): 3 clusters Score: Raw -1697467.602036 + Penalty 1875.522481 = -1695592.079555 nChanged 0 Score: Raw -45232041.437003 + Penalty 46344.482851 = -45185696.954152 Splitting cluster 4 changes total score from -45185966.166817 to -45185696.954152 So it's not getting split. Trying to split cluster 5 (4025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1976.130365 sec): 2 clusters Score: Raw -362539.650362 + Penalty 788.526618 = -361751.123744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1976.175738 sec): 3 clusters Score: Raw -360365.375796 + Penalty 1577.053236 = -358788.322560 nChanged 1671 SP:Iteration 1F (1976.234318 sec): 3 clusters Score: Raw -361234.441795 + Penalty 1577.053236 = -359657.388559 nChanged 267 SP:Iteration 2F (1976.286952 sec): 3 clusters Score: Raw -361355.962510 + Penalty 1577.053236 = -359778.909274 nChanged 204 SP:Iteration 3F (1976.341275 sec): 3 clusters Score: Raw -361435.823520 + Penalty 1577.053236 = -359858.770284 nChanged 144 SP:Iteration 4Q (1976.393771 sec): 3 clusters Score: Raw -361493.537716 + Penalty 1577.053236 = -359916.484480 nChanged 124 SP:Iteration 5Q (1976.437980 sec): 3 clusters Score: Raw -361540.937487 + Penalty 1577.053236 = -359963.884251 nChanged 109 SP:Iteration 6Q (1976.493229 sec): 3 clusters Score: Raw -361580.988342 + Penalty 1577.053236 = -360003.935106 nChanged 103 SP:Iteration 7Q (1976.551143 sec): 3 clusters Score: Raw -361619.291587 + Penalty 1577.053236 = -360042.238351 nChanged 105 SP:Iteration 8Q (1976.602280 sec): 3 clusters Score: Raw -361652.697842 + Penalty 1577.053236 = -360075.644606 nChanged 87 SP:Iteration 9Q (1976.644324 sec): 3 clusters Score: Raw -361678.346587 + Penalty 1577.053236 = -360101.293351 nChanged 73 SP:Iteration 10Q (1976.701787 sec): 3 clusters Score: Raw -361711.876151 + Penalty 1577.053236 = -360134.822915 nChanged 80 SP:Iteration 11Q (1976.755810 sec): 3 clusters Score: Raw -361743.770855 + Penalty 1577.053236 = -360166.717619 nChanged 92 SP:Iteration 12Q (1976.808622 sec): 3 clusters Score: Raw -361777.327328 + Penalty 1577.053236 = -360200.274092 nChanged 78 SP:Iteration 13Q (1976.863904 sec): 3 clusters Score: Raw -361806.845029 + Penalty 1577.053236 = -360229.791793 nChanged 90 SP:Iteration 14Q (1976.904276 sec): 3 clusters Score: Raw -361847.662134 + Penalty 1577.053236 = -360270.608898 nChanged 84 SP:Iteration 15Q (1976.957481 sec): 3 clusters Score: Raw -361896.890144 + Penalty 1577.053236 = -360319.836908 nChanged 99 SP:Iteration 16Q (1977.010664 sec): 3 clusters Score: Raw -361948.084323 + Penalty 1577.053236 = -360371.031087 nChanged 97 SP:Iteration 17Q (1977.064256 sec): 3 clusters Score: Raw -362003.451515 + Penalty 1577.053236 = -360426.398279 nChanged 125 SP:Iteration 18Q (1977.118565 sec): 3 clusters Score: Raw -362071.552318 + Penalty 1577.053236 = -360494.499082 nChanged 123 SP:Iteration 19Q (1977.172321 sec): 3 clusters Score: Raw -362142.614305 + Penalty 1577.053236 = -360565.561068 nChanged 121 SP:Iteration 20F (1977.224685 sec): 3 clusters Score: Raw -362212.256497 + Penalty 1577.053236 = -360635.203260 nChanged 117 SP:Iteration 21Q (1977.275587 sec): 3 clusters Score: Raw -362278.744059 + Penalty 1577.053236 = -360701.690823 nChanged 97 SP:Iteration 22Q (1977.339545 sec): 3 clusters Score: Raw -362337.852256 + Penalty 1577.053236 = -360760.799020 nChanged 91 SP:Iteration 23Q (1977.375653 sec): 3 clusters Score: Raw -362392.863915 + Penalty 1577.053236 = -360815.810679 nChanged 87 SP:Iteration 24Q (1977.433027 sec): 3 clusters Score: Raw -362446.151498 + Penalty 1577.053236 = -360869.098262 nChanged 85 SP:Iteration 25Q (1977.475634 sec): 3 clusters Score: Raw -362485.508000 + Penalty 1577.053236 = -360908.454764 nChanged 61 SP:Iteration 26Q (1977.529158 sec): 3 clusters Score: Raw -362516.079650 + Penalty 1577.053236 = -360939.026414 nChanged 59 SP:Iteration 27Q (1977.582928 sec): 3 clusters Score: Raw -362541.106214 + Penalty 1577.053236 = -360964.052977 nChanged 48 SP:Iteration 28Q (1977.641720 sec): 3 clusters Score: Raw -362561.138013 + Penalty 1577.053236 = -360984.084777 nChanged 48 SP:Iteration 29Q (1977.695783 sec): 3 clusters Score: Raw -362580.072728 + Penalty 1577.053236 = -361003.019492 nChanged 39 SP:Iteration 30Q (1977.751714 sec): 3 clusters Score: Raw -362595.775072 + Penalty 1577.053236 = -361018.721836 nChanged 43 SP:Iteration 31Q (1977.802472 sec): 3 clusters Score: Raw -362610.579557 + Penalty 1577.053236 = -361033.526321 nChanged 45 SP:Iteration 32Q (1977.843742 sec): 3 clusters Score: Raw -362628.554237 + Penalty 1577.053236 = -361051.501001 nChanged 49 SP:Iteration 33Q (1977.906280 sec): 3 clusters Score: Raw -362648.111582 + Penalty 1577.053236 = -361071.058346 nChanged 37 SP:Iteration 34Q (1977.948931 sec): 3 clusters Score: Raw -362660.037742 + Penalty 1577.053236 = -361082.984506 nChanged 23 SP:Iteration 35Q (1978.003455 sec): 3 clusters Score: Raw -362667.076878 + Penalty 1577.053236 = -361090.023642 nChanged 23 SP:Iteration 36Q (1978.056224 sec): 3 clusters Score: Raw -362674.410041 + Penalty 1577.053236 = -361097.356805 nChanged 22 SP:Iteration 37Q (1978.105881 sec): 3 clusters Score: Raw -362679.955283 + Penalty 1577.053236 = -361102.902047 nChanged 21 SP:Iteration 38Q (1978.168784 sec): 3 clusters Score: Raw -362684.674730 + Penalty 1577.053236 = -361107.621494 nChanged 14 SP:Iteration 39Q (1978.218969 sec): 3 clusters Score: Raw -362687.427305 + Penalty 1577.053236 = -361110.374069 nChanged 9 SP:Iteration 40F (1978.266850 sec): 3 clusters Score: Raw -362689.380911 + Penalty 1577.053236 = -361112.327675 nChanged 15 SP:Iteration 41Q (1978.320790 sec): 3 clusters Score: Raw -362693.595109 + Penalty 1577.053236 = -361116.541873 nChanged 10 SP:Iteration 42Q (1978.360420 sec): 3 clusters Score: Raw -362696.494504 + Penalty 1577.053236 = -361119.441268 nChanged 9 SP:Iteration 43Q (1978.411727 sec): 3 clusters Score: Raw -362698.194928 + Penalty 1577.053236 = -361121.141692 nChanged 9 SP:Iteration 44Q (1978.470600 sec): 3 clusters Score: Raw -362700.294117 + Penalty 1577.053236 = -361123.240881 nChanged 12 SP:Iteration 45Q (1978.521265 sec): 3 clusters Score: Raw -362703.348390 + Penalty 1577.053236 = -361126.295154 nChanged 10 SP:Iteration 46Q (1978.570463 sec): 3 clusters Score: Raw -362705.262822 + Penalty 1577.053236 = -361128.209586 nChanged 10 SP:Iteration 47Q (1978.627627 sec): 3 clusters Score: Raw -362708.185185 + Penalty 1577.053236 = -361131.131949 nChanged 15 SP:Iteration 48Q (1978.664914 sec): 3 clusters Score: Raw -362715.598768 + Penalty 1577.053236 = -361138.545532 nChanged 16 SP:Iteration 49Q (1978.723477 sec): 3 clusters Score: Raw -362720.420407 + Penalty 1577.053236 = -361143.367171 nChanged 16 SP:Iteration 50Q (1978.777616 sec): 3 clusters Score: Raw -362724.130544 + Penalty 1577.053236 = -361147.077308 nChanged 14 SP:Iteration 51Q (1978.831378 sec): 3 clusters Score: Raw -362728.583377 + Penalty 1577.053236 = -361151.530140 nChanged 18 SP:Iteration 52Q (1978.877656 sec): 3 clusters Score: Raw -362736.785592 + Penalty 1577.053236 = -361159.732356 nChanged 20 SP:Iteration 53Q (1978.923201 sec): 3 clusters Score: Raw -362742.994590 + Penalty 1577.053236 = -361165.941354 nChanged 15 SP:Iteration 54Q (1978.985215 sec): 3 clusters Score: Raw -362747.428809 + Penalty 1577.053236 = -361170.375573 nChanged 14 SP:Iteration 55Q (1979.038366 sec): 3 clusters Score: Raw -362750.476032 + Penalty 1577.053236 = -361173.422796 nChanged 10 SP:Iteration 56Q (1979.082535 sec): 3 clusters Score: Raw -362752.290338 + Penalty 1577.053236 = -361175.237102 nChanged 6 SP:Iteration 57Q (1979.123287 sec): 3 clusters Score: Raw -362753.771593 + Penalty 1577.053236 = -361176.718357 nChanged 6 SP:Iteration 58Q (1979.187659 sec): 3 clusters Score: Raw -362754.972597 + Penalty 1577.053236 = -361177.919361 nChanged 4 SP:Iteration 59Q (1979.233500 sec): 3 clusters Score: Raw -362755.398862 + Penalty 1577.053236 = -361178.345625 nChanged 6 SP:Iteration 60F (1979.283345 sec): 3 clusters Score: Raw -362756.161168 + Penalty 1577.053236 = -361179.107932 nChanged 4 SP:Iteration 61Q (1979.336635 sec): 3 clusters Score: Raw -362756.743143 + Penalty 1577.053236 = -361179.689907 nChanged 3 SP:Iteration 62Q (1979.386753 sec): 3 clusters Score: Raw -362757.456337 + Penalty 1577.053236 = -361180.403101 nChanged 2 SP:Iteration 63Q (1979.428744 sec): 3 clusters Score: Raw -362757.794311 + Penalty 1577.053236 = -361180.741075 nChanged 5 SP:Iteration 64Q (1979.488400 sec): 3 clusters Score: Raw -362758.454276 + Penalty 1577.053236 = -361181.401040 nChanged 3 SP:Iteration 65Q (1979.545053 sec): 3 clusters Score: Raw -362758.655363 + Penalty 1577.053236 = -361181.602127 nChanged 2 SP:Iteration 66Q (1979.587082 sec): 3 clusters Score: Raw -362758.886571 + Penalty 1577.053236 = -361181.833335 nChanged 5 SP:Iteration 67Q (1979.638915 sec): 3 clusters Score: Raw -362759.652260 + Penalty 1577.053236 = -361182.599024 nChanged 3 SP:Iteration 68Q (1979.675121 sec): 3 clusters Score: Raw -362759.923744 + Penalty 1577.053236 = -361182.870508 nChanged 2 SP:Iteration 69Q (1979.722633 sec): 3 clusters Score: Raw -362760.081741 + Penalty 1577.053236 = -361183.028505 nChanged 0 SP:Iteration 70F (1979.763592 sec): 3 clusters Score: Raw -362760.081741 + Penalty 1577.053236 = -361183.028505 nChanged 0 Trying to split cluster 6 (18652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1979.814294 sec): 2 clusters Score: Raw -1587733.250060 + Penalty 934.202323 = -1586799.047737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1979.889827 sec): 3 clusters Score: Raw -1576243.063527 + Penalty 1868.404645 = -1574374.658882 nChanged 8545 SP:Iteration 1F (1979.953655 sec): 3 clusters Score: Raw -1581256.167465 + Penalty 1868.404645 = -1579387.762820 nChanged 993 SP:Iteration 2F (1980.019446 sec): 3 clusters Score: Raw -1581661.387320 + Penalty 1868.404645 = -1579792.982675 nChanged 963 SP:Iteration 3F (1980.082898 sec): 3 clusters Score: Raw -1582109.543407 + Penalty 1868.404645 = -1580241.138762 nChanged 959 SP:Iteration 4F (1980.151377 sec): 3 clusters Score: Raw -1582614.057556 + Penalty 1868.404645 = -1580745.652911 nChanged 963 SP:Iteration 5F (1980.234263 sec): 3 clusters Score: Raw -1583212.095653 + Penalty 1868.404645 = -1581343.691008 nChanged 1013 SP:Iteration 6F (1980.304847 sec): 3 clusters Score: Raw -1583908.705141 + Penalty 1868.404645 = -1582040.300496 nChanged 958 SP:Iteration 7F (1980.363511 sec): 3 clusters Score: Raw -1584515.568323 + Penalty 1868.404645 = -1582647.163678 nChanged 779 SP:Iteration 8Q (1980.437441 sec): 3 clusters Score: Raw -1584857.737199 + Penalty 1868.404645 = -1582989.332554 nChanged 497 SP:Iteration 9Q (1980.514928 sec): 3 clusters Score: Raw -1584985.720406 + Penalty 1868.404645 = -1583117.315761 nChanged 277 SP:Iteration 10Q (1980.581608 sec): 3 clusters Score: Raw -1585044.104933 + Penalty 1868.404645 = -1583175.700288 nChanged 197 SP:Iteration 11Q (1980.660986 sec): 3 clusters Score: Raw -1585082.849904 + Penalty 1868.404645 = -1583214.445259 nChanged 169 SP:Iteration 12Q (1980.720154 sec): 3 clusters Score: Raw -1585115.827345 + Penalty 1868.404645 = -1583247.422700 nChanged 166 SP:Iteration 13Q (1980.782116 sec): 3 clusters Score: Raw -1585149.557387 + Penalty 1868.404645 = -1583281.152742 nChanged 172 SP:Iteration 14Q (1980.844244 sec): 3 clusters Score: Raw -1585182.907172 + Penalty 1868.404645 = -1583314.502527 nChanged 160 SP:Iteration 15Q (1980.912250 sec): 3 clusters Score: Raw -1585212.843259 + Penalty 1868.404645 = -1583344.438614 nChanged 167 SP:Iteration 16Q (1980.978368 sec): 3 clusters Score: Raw -1585243.619345 + Penalty 1868.404645 = -1583375.214700 nChanged 170 SP:Iteration 17Q (1981.050341 sec): 3 clusters Score: Raw -1585278.165184 + Penalty 1868.404645 = -1583409.760539 nChanged 185 SP:Iteration 18Q (1981.128146 sec): 3 clusters Score: Raw -1585318.752527 + Penalty 1868.404645 = -1583450.347882 nChanged 194 SP:Iteration 19Q (1981.194948 sec): 3 clusters Score: Raw -1585363.720986 + Penalty 1868.404645 = -1583495.316341 nChanged 213 SP:Iteration 20F (1981.262485 sec): 3 clusters Score: Raw -1585418.459720 + Penalty 1868.404645 = -1583550.055075 nChanged 217 SP:Iteration 21Q (1981.324222 sec): 3 clusters Score: Raw -1585474.764033 + Penalty 1868.404645 = -1583606.359388 nChanged 217 SP:Iteration 22Q (1981.386639 sec): 3 clusters Score: Raw -1585531.412174 + Penalty 1868.404645 = -1583663.007529 nChanged 246 SP:Iteration 23Q (1981.464399 sec): 3 clusters Score: Raw -1585599.567478 + Penalty 1868.404645 = -1583731.162833 nChanged 282 SP:Iteration 24Q (1981.528445 sec): 3 clusters Score: Raw -1585691.243243 + Penalty 1868.404645 = -1583822.838598 nChanged 315 SP:Iteration 25Q (1981.599530 sec): 3 clusters Score: Raw -1585803.664045 + Penalty 1868.404645 = -1583935.259400 nChanged 309 SP:Iteration 26Q (1981.664539 sec): 3 clusters Score: Raw -1585919.684545 + Penalty 1868.404645 = -1584051.279900 nChanged 335 SP:Iteration 27Q (1981.723895 sec): 3 clusters Score: Raw -1586053.521873 + Penalty 1868.404645 = -1584185.117228 nChanged 306 SP:Iteration 28Q (1981.799003 sec): 3 clusters Score: Raw -1586171.550895 + Penalty 1868.404645 = -1584303.146250 nChanged 322 SP:Iteration 29Q (1981.864349 sec): 3 clusters Score: Raw -1586309.310988 + Penalty 1868.404645 = -1584440.906343 nChanged 321 SP:Iteration 30Q (1981.938831 sec): 3 clusters Score: Raw -1586442.098801 + Penalty 1868.404645 = -1584573.694156 nChanged 290 SP:Iteration 31Q (1982.001579 sec): 3 clusters Score: Raw -1586574.957957 + Penalty 1868.404645 = -1584706.553312 nChanged 294 SP:Iteration 32Q (1982.072806 sec): 3 clusters Score: Raw -1586720.193021 + Penalty 1868.404645 = -1584851.788376 nChanged 261 SP:Iteration 33Q (1982.135110 sec): 3 clusters Score: Raw -1586844.848003 + Penalty 1868.404645 = -1584976.443358 nChanged 242 SP:Iteration 34Q (1982.204978 sec): 3 clusters Score: Raw -1586959.735110 + Penalty 1868.404645 = -1585091.330465 nChanged 215 SP:Iteration 35Q (1982.268630 sec): 3 clusters Score: Raw -1587056.344466 + Penalty 1868.404645 = -1585187.939821 nChanged 192 SP:Iteration 36Q (1982.332373 sec): 3 clusters Score: Raw -1587138.149283 + Penalty 1868.404645 = -1585269.744638 nChanged 157 SP:Iteration 37Q (1982.395423 sec): 3 clusters Score: Raw -1587203.446068 + Penalty 1868.404645 = -1585335.041423 nChanged 139 SP:Iteration 38Q (1982.463353 sec): 3 clusters Score: Raw -1587266.574607 + Penalty 1868.404645 = -1585398.169962 nChanged 134 SP:Iteration 39Q (1982.531586 sec): 3 clusters Score: Raw -1587328.556727 + Penalty 1868.404645 = -1585460.152082 nChanged 140 SP:Iteration 40F (1982.599131 sec): 3 clusters Score: Raw -1587397.963129 + Penalty 1868.404645 = -1585529.558484 nChanged 121 SP:Iteration 41Q (1982.662359 sec): 3 clusters Score: Raw -1587457.865168 + Penalty 1868.404645 = -1585589.460523 nChanged 121 SP:Iteration 42Q (1982.720789 sec): 3 clusters Score: Raw -1587522.527063 + Penalty 1868.404645 = -1585654.122418 nChanged 107 SP:Iteration 43Q (1982.788291 sec): 3 clusters Score: Raw -1587582.098168 + Penalty 1868.404645 = -1585713.693523 nChanged 93 SP:Iteration 44Q (1982.850791 sec): 3 clusters Score: Raw -1587638.968137 + Penalty 1868.404645 = -1585770.563492 nChanged 83 SP:Iteration 45Q (1982.909614 sec): 3 clusters Score: Raw -1587680.340932 + Penalty 1868.404645 = -1585811.936287 nChanged 66 SP:Iteration 46Q (1982.980260 sec): 3 clusters Score: Raw -1587718.848373 + Penalty 1868.404645 = -1585850.443728 nChanged 62 SP:Iteration 47Q (1983.039937 sec): 3 clusters Score: Raw -1587759.231664 + Penalty 1868.404645 = -1585890.827019 nChanged 38 SP:Iteration 48Q (1983.108035 sec): 3 clusters Score: Raw -1587776.735646 + Penalty 1868.404645 = -1585908.331001 nChanged 32 SP:Iteration 49Q (1983.178477 sec): 3 clusters Score: Raw -1587791.183001 + Penalty 1868.404645 = -1585922.778356 nChanged 31 SP:Iteration 50Q (1983.232124 sec): 3 clusters Score: Raw -1587806.188656 + Penalty 1868.404645 = -1585937.784011 nChanged 33 SP:Iteration 51Q (1983.306061 sec): 3 clusters Score: Raw -1587825.823988 + Penalty 1868.404645 = -1585957.419343 nChanged 23 SP:Iteration 52Q (1983.372080 sec): 3 clusters Score: Raw -1587835.025340 + Penalty 1868.404645 = -1585966.620695 nChanged 21 SP:Iteration 53Q (1983.425846 sec): 3 clusters Score: Raw -1587843.961502 + Penalty 1868.404645 = -1585975.556857 nChanged 19 SP:Iteration 54Q (1983.498765 sec): 3 clusters Score: Raw -1587851.218555 + Penalty 1868.404645 = -1585982.813910 nChanged 13 SP:Iteration 55Q (1983.566055 sec): 3 clusters Score: Raw -1587854.475016 + Penalty 1868.404645 = -1585986.070371 nChanged 7 SP:Iteration 56Q (1983.630637 sec): 3 clusters Score: Raw -1587858.161627 + Penalty 1868.404645 = -1585989.756982 nChanged 11 SP:Iteration 57Q (1983.689072 sec): 3 clusters Score: Raw -1587862.565725 + Penalty 1868.404645 = -1585994.161080 nChanged 11 SP:Iteration 58Q (1983.758044 sec): 3 clusters Score: Raw -1587867.313687 + Penalty 1868.404645 = -1585998.909042 nChanged 8 SP:Iteration 59Q (1983.814637 sec): 3 clusters Score: Raw -1587871.445458 + Penalty 1868.404645 = -1586003.040813 nChanged 10 SP:Iteration 60F (1983.888340 sec): 3 clusters Score: Raw -1587875.132509 + Penalty 1868.404645 = -1586006.727864 nChanged 8 SP:Iteration 61Q (1983.952025 sec): 3 clusters Score: Raw -1587878.274251 + Penalty 1868.404645 = -1586009.869606 nChanged 7 SP:Iteration 62Q (1984.007640 sec): 3 clusters Score: Raw -1587881.207617 + Penalty 1868.404645 = -1586012.802972 nChanged 5 SP:Iteration 63Q (1984.079484 sec): 3 clusters Score: Raw -1587883.371556 + Penalty 1868.404645 = -1586014.966911 nChanged 5 SP:Iteration 64Q (1984.127955 sec): 3 clusters Score: Raw -1587884.446125 + Penalty 1868.404645 = -1586016.041480 nChanged 3 SP:Iteration 65Q (1984.190193 sec): 3 clusters Score: Raw -1587885.029914 + Penalty 1868.404645 = -1586016.625269 nChanged 1 SP:Iteration 66Q (1984.258078 sec): 3 clusters Score: Raw -1587885.175100 + Penalty 1868.404645 = -1586016.770455 nChanged 0 SP:Iteration 67F (1984.325612 sec): 3 clusters Score: Raw -1587885.175100 + Penalty 1868.404645 = -1586016.770455 nChanged 0 Trying to split cluster 7 (22944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1984.383637 sec): 2 clusters Score: Raw -2036357.728651 + Penalty 953.877116 = -2035403.851536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1984.462621 sec): 3 clusters Score: Raw -2021855.921972 + Penalty 1907.754231 = -2019948.167741 nChanged 10727 SP:Iteration 1F (1984.533086 sec): 3 clusters Score: Raw -2028116.479408 + Penalty 1907.754231 = -2026208.725176 nChanged 1208 SP:Iteration 2F (1984.620533 sec): 3 clusters Score: Raw -2028662.248809 + Penalty 1907.754231 = -2026754.494577 nChanged 1325 SP:Iteration 3F (1984.698930 sec): 3 clusters Score: Raw -2029422.466919 + Penalty 1907.754231 = -2027514.712688 nChanged 1490 SP:Iteration 4F (1984.771250 sec): 3 clusters Score: Raw -2030397.813667 + Penalty 1907.754231 = -2028490.059436 nChanged 1592 SP:Iteration 5F (1984.838090 sec): 3 clusters Score: Raw -2031546.216036 + Penalty 1907.754231 = -2029638.461805 nChanged 1499 SP:Iteration 6F (1984.919589 sec): 3 clusters Score: Raw -2032688.723567 + Penalty 1907.754231 = -2030780.969335 nChanged 1285 SP:Iteration 7F (1984.992720 sec): 3 clusters Score: Raw -2033710.789629 + Penalty 1907.754231 = -2031803.035398 nChanged 1040 SP:Iteration 8Q (1985.074519 sec): 3 clusters Score: Raw -2034586.877806 + Penalty 1907.754231 = -2032679.123575 nChanged 743 SP:Iteration 9Q (1985.150879 sec): 3 clusters Score: Raw -2035210.731314 + Penalty 1907.754231 = -2033302.977083 nChanged 500 SP:Iteration 10Q (1985.221347 sec): 3 clusters Score: Raw -2035615.140356 + Penalty 1907.754231 = -2033707.386125 nChanged 358 SP:Iteration 11Q (1985.287887 sec): 3 clusters Score: Raw -2035889.039344 + Penalty 1907.754231 = -2033981.285112 nChanged 233 SP:Iteration 12Q (1985.367569 sec): 3 clusters Score: Raw -2036060.532754 + Penalty 1907.754231 = -2034152.778522 nChanged 171 SP:Iteration 13Q (1985.430774 sec): 3 clusters Score: Raw -2036191.124622 + Penalty 1907.754231 = -2034283.370391 nChanged 109 SP:Iteration 14Q (1985.498496 sec): 3 clusters Score: Raw -2036275.623167 + Penalty 1907.754231 = -2034367.868936 nChanged 79 SP:Iteration 15Q (1985.568916 sec): 3 clusters Score: Raw -2036335.827697 + Penalty 1907.754231 = -2034428.073466 nChanged 55 SP:Iteration 16Q (1985.632450 sec): 3 clusters Score: Raw -2036375.637947 + Penalty 1907.754231 = -2034467.883716 nChanged 37 SP:Iteration 17Q (1985.710305 sec): 3 clusters Score: Raw -2036404.196528 + Penalty 1907.754231 = -2034496.442297 nChanged 26 SP:Iteration 18Q (1985.762898 sec): 3 clusters Score: Raw -2036426.578992 + Penalty 1907.754231 = -2034518.824761 nChanged 20 SP:Iteration 19Q (1985.815869 sec): 3 clusters Score: Raw -2036442.937653 + Penalty 1907.754231 = -2034535.183421 nChanged 24 SP:Iteration 20F (1985.889623 sec): 3 clusters Score: Raw -2036459.084040 + Penalty 1907.754231 = -2034551.329808 nChanged 13 SP:Iteration 21Q (1985.956174 sec): 3 clusters Score: Raw -2036467.350845 + Penalty 1907.754231 = -2034559.596614 nChanged 13 SP:Iteration 22Q (1986.031777 sec): 3 clusters Score: Raw -2036476.968888 + Penalty 1907.754231 = -2034569.214657 nChanged 8 SP:Iteration 23Q (1986.092191 sec): 3 clusters Score: Raw -2036482.109018 + Penalty 1907.754231 = -2034574.354786 nChanged 8 SP:Iteration 24Q (1986.161091 sec): 3 clusters Score: Raw -2036485.526854 + Penalty 1907.754231 = -2034577.772623 nChanged 2 SP:Iteration 25Q (1986.224547 sec): 3 clusters Score: Raw -2036488.603800 + Penalty 1907.754231 = -2034580.849568 nChanged 3 SP:Iteration 26Q (1986.284548 sec): 3 clusters Score: Raw -2036491.557463 + Penalty 1907.754231 = -2034583.803232 nChanged 3 SP:Iteration 27Q (1986.354913 sec): 3 clusters Score: Raw -2036493.093518 + Penalty 1907.754231 = -2034585.339286 nChanged 1 SP:Iteration 28Q (1986.419083 sec): 3 clusters Score: Raw -2036493.867654 + Penalty 1907.754231 = -2034586.113423 nChanged 3 SP:Iteration 29Q (1986.481996 sec): 3 clusters Score: Raw -2036496.212621 + Penalty 1907.754231 = -2034588.458390 nChanged 4 SP:Iteration 30Q (1986.546845 sec): 3 clusters Score: Raw -2036498.872111 + Penalty 1907.754231 = -2034591.117880 nChanged 6 SP:Iteration 31Q (1986.611343 sec): 3 clusters Score: Raw -2036501.281649 + Penalty 1907.754231 = -2034593.527418 nChanged 2 SP:Iteration 32Q (1986.665908 sec): 3 clusters Score: Raw -2036502.332985 + Penalty 1907.754231 = -2034594.578753 nChanged 3 SP:Iteration 33Q (1986.726852 sec): 3 clusters Score: Raw -2036505.573780 + Penalty 1907.754231 = -2034597.819549 nChanged 4 SP:Iteration 34Q (1986.789723 sec): 3 clusters Score: Raw -2036509.512807 + Penalty 1907.754231 = -2034601.758576 nChanged 1 SP:Iteration 35Q (1986.868823 sec): 3 clusters Score: Raw -2036509.681762 + Penalty 1907.754231 = -2034601.927530 nChanged 0 SP:Iteration 36F (1986.945663 sec): 3 clusters Score: Raw -2036509.681762 + Penalty 1907.754231 = -2034601.927530 nChanged 0 Trying to split cluster 8 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1986.971746 sec): 2 clusters Score: Raw -122044.316978 + Penalty 689.482229 = -121354.834748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1987.020316 sec): 3 clusters Score: Raw -121408.096130 + Penalty 1378.964459 = -120029.131672 nChanged 501 SP:Iteration 1F (1987.055273 sec): 3 clusters Score: Raw -121709.440293 + Penalty 1378.964459 = -120330.475834 nChanged 111 SP:Iteration 2F (1987.110145 sec): 3 clusters Score: Raw -121787.927465 + Penalty 1378.964459 = -120408.963006 nChanged 62 SP:Iteration 3Q (1987.147148 sec): 3 clusters Score: Raw -121822.144984 + Penalty 1378.964459 = -120443.180525 nChanged 50 SP:Iteration 4Q (1987.189644 sec): 3 clusters Score: Raw -121848.725579 + Penalty 1378.964459 = -120469.761120 nChanged 26 SP:Iteration 5Q (1987.245223 sec): 3 clusters Score: Raw -121859.360541 + Penalty 1378.964459 = -120480.396083 nChanged 24 SP:Iteration 6Q (1987.290671 sec): 3 clusters Score: Raw -121872.432090 + Penalty 1378.964459 = -120493.467631 nChanged 26 SP:Iteration 7Q (1987.331801 sec): 3 clusters Score: Raw -121884.755505 + Penalty 1378.964459 = -120505.791047 nChanged 21 SP:Iteration 8Q (1987.376239 sec): 3 clusters Score: Raw -121898.255630 + Penalty 1378.964459 = -120519.291171 nChanged 22 SP:Iteration 9Q (1987.423727 sec): 3 clusters Score: Raw -121911.330590 + Penalty 1378.964459 = -120532.366131 nChanged 23 SP:Iteration 10Q (1987.457922 sec): 3 clusters Score: Raw -121926.388808 + Penalty 1378.964459 = -120547.424349 nChanged 26 SP:Iteration 11Q (1987.511154 sec): 3 clusters Score: Raw -121943.814842 + Penalty 1378.964459 = -120564.850384 nChanged 19 SP:Iteration 12Q (1987.559072 sec): 3 clusters Score: Raw -121953.237611 + Penalty 1378.964459 = -120574.273153 nChanged 17 SP:Iteration 13Q (1987.610802 sec): 3 clusters Score: Raw -121962.252141 + Penalty 1378.964459 = -120583.287683 nChanged 17 SP:Iteration 14Q (1987.649983 sec): 3 clusters Score: Raw -121972.144118 + Penalty 1378.964459 = -120593.179660 nChanged 17 SP:Iteration 15Q (1987.691814 sec): 3 clusters Score: Raw -121978.602177 + Penalty 1378.964459 = -120599.637718 nChanged 9 SP:Iteration 16Q (1987.744502 sec): 3 clusters Score: Raw -121981.435774 + Penalty 1378.964459 = -120602.471316 nChanged 8 SP:Iteration 17Q (1987.784437 sec): 3 clusters Score: Raw -121984.368322 + Penalty 1378.964459 = -120605.403864 nChanged 4 SP:Iteration 18Q (1987.828963 sec): 3 clusters Score: Raw -121986.962252 + Penalty 1378.964459 = -120607.997793 nChanged 4 SP:Iteration 19Q (1987.881006 sec): 3 clusters Score: Raw -121989.575350 + Penalty 1378.964459 = -120610.610891 nChanged 9 SP:Iteration 20F (1987.918309 sec): 3 clusters Score: Raw -121994.361742 + Penalty 1378.964459 = -120615.397283 nChanged 10 SP:Iteration 21Q (1987.960877 sec): 3 clusters Score: Raw -122004.945979 + Penalty 1378.964459 = -120625.981521 nChanged 11 SP:Iteration 22Q (1988.003883 sec): 3 clusters Score: Raw -122018.023650 + Penalty 1378.964459 = -120639.059191 nChanged 15 SP:Iteration 23Q (1988.055754 sec): 3 clusters Score: Raw -122030.431017 + Penalty 1378.964459 = -120651.466558 nChanged 19 SP:Iteration 24Q (1988.095501 sec): 3 clusters Score: Raw -122047.544473 + Penalty 1378.964459 = -120668.580014 nChanged 19 SP:Iteration 25Q (1988.146169 sec): 3 clusters Score: Raw -122059.263285 + Penalty 1378.964459 = -120680.298826 nChanged 16 SP:Iteration 26Q (1988.192142 sec): 3 clusters Score: Raw -122073.868376 + Penalty 1378.964459 = -120694.903917 nChanged 10 SP:Iteration 27Q (1988.236160 sec): 3 clusters Score: Raw -122078.729297 + Penalty 1378.964459 = -120699.764839 nChanged 7 SP:Iteration 28Q (1988.277236 sec): 3 clusters Score: Raw -122080.860316 + Penalty 1378.964459 = -120701.895857 nChanged 7 SP:Iteration 29Q (1988.321425 sec): 3 clusters Score: Raw -122083.747282 + Penalty 1378.964459 = -120704.782823 nChanged 3 SP:Iteration 30Q (1988.365423 sec): 3 clusters Score: Raw -122084.543833 + Penalty 1378.964459 = -120705.579374 nChanged 2 SP:Iteration 31Q (1988.424257 sec): 3 clusters Score: Raw -122084.980791 + Penalty 1378.964459 = -120706.016332 nChanged 3 SP:Iteration 32Q (1988.461151 sec): 3 clusters Score: Raw -122085.876999 + Penalty 1378.964459 = -120706.912541 nChanged 2 SP:Iteration 33Q (1988.517878 sec): 3 clusters Score: Raw -122086.590610 + Penalty 1378.964459 = -120707.626152 nChanged 2 SP:Iteration 34Q (1988.556303 sec): 3 clusters Score: Raw -122087.275938 + Penalty 1378.964459 = -120708.311479 nChanged 2 SP:Iteration 35Q (1988.608956 sec): 3 clusters Score: Raw -122087.944588 + Penalty 1378.964459 = -120708.980130 nChanged 2 SP:Iteration 36Q (1988.642677 sec): 3 clusters Score: Raw -122088.504021 + Penalty 1378.964459 = -120709.539562 nChanged 3 SP:Iteration 37Q (1988.686661 sec): 3 clusters Score: Raw -122089.934399 + Penalty 1378.964459 = -120710.969940 nChanged 3 SP:Iteration 38Q (1988.733006 sec): 3 clusters Score: Raw -122091.061402 + Penalty 1378.964459 = -120712.096943 nChanged 4 SP:Iteration 39Q (1988.786402 sec): 3 clusters Score: Raw -122092.935935 + Penalty 1378.964459 = -120713.971476 nChanged 2 SP:Iteration 40F (1988.822409 sec): 3 clusters Score: Raw -122093.635968 + Penalty 1378.964459 = -120714.671510 nChanged 3 SP:Iteration 41Q (1988.878423 sec): 3 clusters Score: Raw -122096.132230 + Penalty 1378.964459 = -120717.167771 nChanged 5 SP:Iteration 42Q (1988.921158 sec): 3 clusters Score: Raw -122098.366491 + Penalty 1378.964459 = -120719.402032 nChanged 4 SP:Iteration 43Q (1988.959441 sec): 3 clusters Score: Raw -122101.198275 + Penalty 1378.964459 = -120722.233817 nChanged 4 SP:Iteration 44Q (1989.013274 sec): 3 clusters Score: Raw -122103.600831 + Penalty 1378.964459 = -120724.636372 nChanged 7 SP:Iteration 45Q (1989.062438 sec): 3 clusters Score: Raw -122106.974098 + Penalty 1378.964459 = -120728.009640 nChanged 4 SP:Iteration 46Q (1989.101714 sec): 3 clusters Score: Raw -122108.303242 + Penalty 1378.964459 = -120729.338783 nChanged 5 SP:Iteration 47Q (1989.158999 sec): 3 clusters Score: Raw -122109.764854 + Penalty 1378.964459 = -120730.800395 nChanged 3 SP:Iteration 48Q (1989.205375 sec): 3 clusters Score: Raw -122110.376209 + Penalty 1378.964459 = -120731.411750 nChanged 2 SP:Iteration 49Q (1989.240493 sec): 3 clusters Score: Raw -122112.073936 + Penalty 1378.964459 = -120733.109478 nChanged 2 SP:Iteration 50Q (1989.298798 sec): 3 clusters Score: Raw -122112.680246 + Penalty 1378.964459 = -120733.715787 nChanged 1 SP:Iteration 51Q (1989.336466 sec): 3 clusters Score: Raw -122112.774556 + Penalty 1378.964459 = -120733.810097 nChanged 1 SP:Iteration 52Q (1989.372295 sec): 3 clusters Score: Raw -122113.060786 + Penalty 1378.964459 = -120734.096328 nChanged 0 SP:Iteration 53F (1989.417058 sec): 3 clusters Score: Raw -122113.060786 + Penalty 1378.964459 = -120734.096328 nChanged 0 Trying to split cluster 9 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1989.437659 sec): 2 clusters Score: Raw -48387.409924 + Penalty 627.888178 = -47759.521745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1989.489691 sec): 3 clusters Score: Raw -48151.861654 + Penalty 1255.776356 = -46896.085297 nChanged 248 SP:Iteration 1F (1989.534289 sec): 3 clusters Score: Raw -48406.668010 + Penalty 1255.776356 = -47150.891654 nChanged 69 SP:Iteration 2F (1989.583669 sec): 3 clusters Score: Raw -48493.547432 + Penalty 1255.776356 = -47237.771075 nChanged 53 SP:Iteration 3F (1989.624779 sec): 3 clusters Score: Raw -48553.153740 + Penalty 1255.776356 = -47297.377383 nChanged 34 SP:Iteration 4Q (1989.676369 sec): 3 clusters Score: Raw -48593.074348 + Penalty 1255.776356 = -47337.297992 nChanged 21 SP:Iteration 5Q (1989.716389 sec): 3 clusters Score: Raw -48614.962512 + Penalty 1255.776356 = -47359.186156 nChanged 18 SP:Iteration 6Q (1989.763139 sec): 3 clusters Score: Raw -48631.593394 + Penalty 1255.776356 = -47375.817038 nChanged 11 SP:Iteration 7Q (1989.809091 sec): 3 clusters Score: Raw -48637.545171 + Penalty 1255.776356 = -47381.768815 nChanged 9 SP:Iteration 8Q (1989.855833 sec): 3 clusters Score: Raw -48646.113518 + Penalty 1255.776356 = -47390.337162 nChanged 8 SP:Iteration 9Q (1989.898979 sec): 3 clusters Score: Raw -48655.075700 + Penalty 1255.776356 = -47399.299343 nChanged 7 SP:Iteration 10Q (1989.952047 sec): 3 clusters Score: Raw -48670.955729 + Penalty 1255.776356 = -47415.179373 nChanged 11 SP:Iteration 11Q (1989.993433 sec): 3 clusters Score: Raw -48682.481089 + Penalty 1255.776356 = -47426.704733 nChanged 5 SP:Iteration 12Q (1990.041253 sec): 3 clusters Score: Raw -48694.704117 + Penalty 1255.776356 = -47438.927760 nChanged 5 SP:Iteration 13Q (1990.088007 sec): 3 clusters Score: Raw -48704.205809 + Penalty 1255.776356 = -47448.429452 nChanged 9 SP:Iteration 14Q (1990.126493 sec): 3 clusters Score: Raw -48716.637678 + Penalty 1255.776356 = -47460.861322 nChanged 5 SP:Iteration 15Q (1990.171452 sec): 3 clusters Score: Raw -48719.460687 + Penalty 1255.776356 = -47463.684331 nChanged 1 SP:Iteration 16Q (1990.217874 sec): 3 clusters Score: Raw -48719.785660 + Penalty 1255.776356 = -47464.009304 nChanged 1 SP:Iteration 17Q (1990.261651 sec): 3 clusters Score: Raw -48721.851515 + Penalty 1255.776356 = -47466.075159 nChanged 2 SP:Iteration 18Q (1990.307996 sec): 3 clusters Score: Raw -48722.973297 + Penalty 1255.776356 = -47467.196941 nChanged 1 SP:Iteration 19Q (1990.343169 sec): 3 clusters Score: Raw -48723.814110 + Penalty 1255.776356 = -47468.037754 nChanged 1 SP:Iteration 20F (1990.373441 sec): 3 clusters Score: Raw -48724.663668 + Penalty 1255.776356 = -47468.887312 nChanged 0 Trying to split cluster 10 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1990.394906 sec): 2 clusters Score: Raw -43226.768319 + Penalty 612.644492 = -42614.123826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1990.438677 sec): 3 clusters Score: Raw -43043.791399 + Penalty 1225.288985 = -41818.502415 nChanged 202 SP:Iteration 1F (1990.481467 sec): 3 clusters Score: Raw -43332.920696 + Penalty 1225.288985 = -42107.631711 nChanged 68 SP:Iteration 2F (1990.529090 sec): 3 clusters Score: Raw -43433.126643 + Penalty 1225.288985 = -42207.837658 nChanged 30 SP:Iteration 3Q (1990.569056 sec): 3 clusters Score: Raw -43480.295572 + Penalty 1225.288985 = -42255.006587 nChanged 24 SP:Iteration 4Q (1990.612149 sec): 3 clusters Score: Raw -43497.568775 + Penalty 1225.288985 = -42272.279790 nChanged 9 SP:Iteration 5Q (1990.653991 sec): 3 clusters Score: Raw -43501.757773 + Penalty 1225.288985 = -42276.468788 nChanged 1 SP:Iteration 6Q (1990.700305 sec): 3 clusters Score: Raw -43502.245080 + Penalty 1225.288985 = -42276.956095 nChanged 1 SP:Iteration 7Q (1990.734048 sec): 3 clusters Score: Raw -43503.193276 + Penalty 1225.288985 = -42277.904291 nChanged 1 SP:Iteration 8Q (1990.773334 sec): 3 clusters Score: Raw -43504.169263 + Penalty 1225.288985 = -42278.880278 nChanged 3 SP:Iteration 9Q (1990.825316 sec): 3 clusters Score: Raw -43506.349061 + Penalty 1225.288985 = -42281.060076 nChanged 1 SP:Iteration 10Q (1990.859602 sec): 3 clusters Score: Raw -43507.104656 + Penalty 1225.288985 = -42281.815671 nChanged 2 SP:Iteration 11Q (1990.893894 sec): 3 clusters Score: Raw -43508.962475 + Penalty 1225.288985 = -42283.673490 nChanged 0 SP:Iteration 12F (1990.944789 sec): 3 clusters Score: Raw -43508.962475 + Penalty 1225.288985 = -42283.673490 nChanged 0 Trying to split cluster 11 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1990.953956 sec): 2 clusters Score: Raw -17170.905160 + Penalty 522.230981 = -16648.674178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1990.989455 sec): 3 clusters Score: Raw -17184.453531 + Penalty 1044.461963 = -16139.991568 nChanged 44 SP:Iteration 1F (1991.029064 sec): 3 clusters Score: Raw -17266.673397 + Penalty 1044.461963 = -16222.211435 nChanged 17 SP:Iteration 2F (1991.080153 sec): 3 clusters Score: Raw -17297.041384 + Penalty 1044.461963 = -16252.579421 nChanged 5 SP:Iteration 3Q (1991.114028 sec): 3 clusters Score: Raw -17307.413329 + Penalty 1044.461963 = -16262.951367 nChanged 2 SP:Iteration 4Q (1991.155713 sec): 3 clusters Score: Raw -17310.009527 + Penalty 1044.461963 = -16265.547564 nChanged 1 SP:Iteration 5Q (1991.197536 sec): 3 clusters Score: Raw -17312.495906 + Penalty 1044.461963 = -16268.033944 nChanged 0 SP:Iteration 6F (1991.232535 sec): 3 clusters Score: Raw -17312.495906 + Penalty 1044.461963 = -16268.033944 nChanged 0 Trying to split cluster 12 (2652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1991.253266 sec): 2 clusters Score: Raw -220657.273777 + Penalty 748.891588 = -219908.382188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1991.305320 sec): 3 clusters Score: Raw -219362.067195 + Penalty 1497.783177 = -217864.284018 nChanged 1036 SP:Iteration 1F (1991.332050 sec): 3 clusters Score: Raw -219940.962413 + Penalty 1497.783177 = -218443.179236 nChanged 200 SP:Iteration 2F (1991.376491 sec): 3 clusters Score: Raw -220059.571006 + Penalty 1497.783177 = -218561.787830 nChanged 128 SP:Iteration 3Q (1991.414374 sec): 3 clusters Score: Raw -220123.452325 + Penalty 1497.783177 = -218625.669148 nChanged 102 SP:Iteration 4Q (1991.455781 sec): 3 clusters Score: Raw -220174.885610 + Penalty 1497.783177 = -218677.102434 nChanged 85 SP:Iteration 5Q (1991.499866 sec): 3 clusters Score: Raw -220218.075158 + Penalty 1497.783177 = -218720.291981 nChanged 83 SP:Iteration 6Q (1991.543781 sec): 3 clusters Score: Raw -220261.641776 + Penalty 1497.783177 = -218763.858600 nChanged 60 SP:Iteration 7Q (1991.581819 sec): 3 clusters Score: Raw -220290.457627 + Penalty 1497.783177 = -218792.674450 nChanged 70 SP:Iteration 8Q (1991.629571 sec): 3 clusters Score: Raw -220324.265517 + Penalty 1497.783177 = -218826.482340 nChanged 59 SP:Iteration 9Q (1991.673500 sec): 3 clusters Score: Raw -220350.974052 + Penalty 1497.783177 = -218853.190875 nChanged 58 SP:Iteration 10Q (1991.708650 sec): 3 clusters Score: Raw -220378.564289 + Penalty 1497.783177 = -218880.781113 nChanged 56 SP:Iteration 11Q (1991.754499 sec): 3 clusters Score: Raw -220409.821330 + Penalty 1497.783177 = -218912.038154 nChanged 51 SP:Iteration 12Q (1991.808407 sec): 3 clusters Score: Raw -220436.383600 + Penalty 1497.783177 = -218938.600423 nChanged 48 SP:Iteration 13Q (1991.845431 sec): 3 clusters Score: Raw -220456.816662 + Penalty 1497.783177 = -218959.033485 nChanged 41 SP:Iteration 14Q (1991.895599 sec): 3 clusters Score: Raw -220475.764841 + Penalty 1497.783177 = -218977.981665 nChanged 41 SP:Iteration 15Q (1991.950802 sec): 3 clusters Score: Raw -220498.362184 + Penalty 1497.783177 = -219000.579007 nChanged 42 SP:Iteration 16Q (1992.000941 sec): 3 clusters Score: Raw -220521.129492 + Penalty 1497.783177 = -219023.346315 nChanged 29 SP:Iteration 17Q (1992.055522 sec): 3 clusters Score: Raw -220534.721111 + Penalty 1497.783177 = -219036.937934 nChanged 26 SP:Iteration 18Q (1992.102024 sec): 3 clusters Score: Raw -220552.632016 + Penalty 1497.783177 = -219054.848840 nChanged 31 SP:Iteration 19Q (1992.137928 sec): 3 clusters Score: Raw -220573.155740 + Penalty 1497.783177 = -219075.372563 nChanged 31 SP:Iteration 20F (1992.194005 sec): 3 clusters Score: Raw -220586.663202 + Penalty 1497.783177 = -219088.880025 nChanged 27 SP:Iteration 21Q (1992.235908 sec): 3 clusters Score: Raw -220607.511668 + Penalty 1497.783177 = -219109.728491 nChanged 25 SP:Iteration 22Q (1992.286236 sec): 3 clusters Score: Raw -220628.113958 + Penalty 1497.783177 = -219130.330781 nChanged 39 SP:Iteration 23Q (1992.338797 sec): 3 clusters Score: Raw -220641.949680 + Penalty 1497.783177 = -219144.166503 nChanged 18 SP:Iteration 24Q (1992.381860 sec): 3 clusters Score: Raw -220649.624382 + Penalty 1497.783177 = -219151.841205 nChanged 17 SP:Iteration 25Q (1992.435487 sec): 3 clusters Score: Raw -220654.517221 + Penalty 1497.783177 = -219156.734044 nChanged 10 SP:Iteration 26Q (1992.477258 sec): 3 clusters Score: Raw -220657.412714 + Penalty 1497.783177 = -219159.629537 nChanged 4 SP:Iteration 27Q (1992.526902 sec): 3 clusters Score: Raw -220658.335673 + Penalty 1497.783177 = -219160.552496 nChanged 6 SP:Iteration 28Q (1992.566987 sec): 3 clusters Score: Raw -220660.071451 + Penalty 1497.783177 = -219162.288274 nChanged 4 SP:Iteration 29Q (1992.606503 sec): 3 clusters Score: Raw -220661.610745 + Penalty 1497.783177 = -219163.827568 nChanged 10 SP:Iteration 30Q (1992.654411 sec): 3 clusters Score: Raw -220666.068404 + Penalty 1497.783177 = -219168.285227 nChanged 7 SP:Iteration 31Q (1992.703686 sec): 3 clusters Score: Raw -220669.746375 + Penalty 1497.783177 = -219171.963199 nChanged 6 SP:Iteration 32Q (1992.752817 sec): 3 clusters Score: Raw -220673.646544 + Penalty 1497.783177 = -219175.863368 nChanged 4 SP:Iteration 33Q (1992.801842 sec): 3 clusters Score: Raw -220674.176297 + Penalty 1497.783177 = -219176.393120 nChanged 2 SP:Iteration 34Q (1992.848806 sec): 3 clusters Score: Raw -220674.363206 + Penalty 1497.783177 = -219176.580030 nChanged 0 SP:Iteration 35F (1992.902704 sec): 3 clusters Score: Raw -220674.363206 + Penalty 1497.783177 = -219176.580030 nChanged 0 Trying to split cluster 13 (26056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1992.958762 sec): 2 clusters Score: Raw -2103562.770549 + Penalty 965.960318 = -2102596.810231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1993.037701 sec): 3 clusters Score: Raw -2087309.572553 + Penalty 1931.920636 = -2085377.651917 nChanged 12088 SP:Iteration 1F (1993.113923 sec): 3 clusters Score: Raw -2094608.293713 + Penalty 1931.920636 = -2092676.373077 nChanged 1553 SP:Iteration 2F (1993.186405 sec): 3 clusters Score: Raw -2095440.948250 + Penalty 1931.920636 = -2093509.027614 nChanged 1751 SP:Iteration 3F (1993.275581 sec): 3 clusters Score: Raw -2096501.691557 + Penalty 1931.920636 = -2094569.770921 nChanged 1844 SP:Iteration 4F (1993.341771 sec): 3 clusters Score: Raw -2097509.783561 + Penalty 1931.920636 = -2095577.862925 nChanged 1545 SP:Iteration 5F (1993.429776 sec): 3 clusters Score: Raw -2098251.440294 + Penalty 1931.920636 = -2096319.519658 nChanged 1284 SP:Iteration 6Q (1993.504168 sec): 3 clusters Score: Raw -2098848.230322 + Penalty 1931.920636 = -2096916.309686 nChanged 1028 SP:Iteration 7Q (1993.585865 sec): 3 clusters Score: Raw -2099267.057910 + Penalty 1931.920636 = -2097335.137274 nChanged 755 SP:Iteration 8Q (1993.669911 sec): 3 clusters Score: Raw -2099558.525597 + Penalty 1931.920636 = -2097626.604961 nChanged 650 SP:Iteration 9Q (1993.751888 sec): 3 clusters Score: Raw -2099891.183639 + Penalty 1931.920636 = -2097959.263003 nChanged 656 SP:Iteration 10Q (1993.831370 sec): 3 clusters Score: Raw -2100285.302382 + Penalty 1931.920636 = -2098353.381747 nChanged 621 SP:Iteration 11Q (1993.910830 sec): 3 clusters Score: Raw -2100724.424027 + Penalty 1931.920636 = -2098792.503391 nChanged 636 SP:Iteration 12Q (1993.996523 sec): 3 clusters Score: Raw -2101255.403711 + Penalty 1931.920636 = -2099323.483075 nChanged 621 SP:Iteration 13Q (1994.074165 sec): 3 clusters Score: Raw -2101734.332014 + Penalty 1931.920636 = -2099802.411378 nChanged 554 SP:Iteration 14Q (1994.151307 sec): 3 clusters Score: Raw -2102129.683890 + Penalty 1931.920636 = -2100197.763254 nChanged 480 SP:Iteration 15Q (1994.234141 sec): 3 clusters Score: Raw -2102457.404758 + Penalty 1931.920636 = -2100525.484122 nChanged 394 SP:Iteration 16Q (1994.313889 sec): 3 clusters Score: Raw -2102675.520096 + Penalty 1931.920636 = -2100743.599460 nChanged 350 SP:Iteration 17Q (1994.392005 sec): 3 clusters Score: Raw -2102859.363733 + Penalty 1931.920636 = -2100927.443097 nChanged 316 SP:Iteration 18Q (1994.467491 sec): 3 clusters Score: Raw -2103020.526864 + Penalty 1931.920636 = -2101088.606228 nChanged 272 SP:Iteration 19Q (1994.537895 sec): 3 clusters Score: Raw -2103135.115370 + Penalty 1931.920636 = -2101203.194734 nChanged 213 SP:Iteration 20F (1994.625644 sec): 3 clusters Score: Raw -2103211.941969 + Penalty 1931.920636 = -2101280.021333 nChanged 179 SP:Iteration 21Q (1994.706845 sec): 3 clusters Score: Raw -2103266.571055 + Penalty 1931.920636 = -2101334.650419 nChanged 133 SP:Iteration 22Q (1994.783540 sec): 3 clusters Score: Raw -2103298.389728 + Penalty 1931.920636 = -2101366.469092 nChanged 108 SP:Iteration 23Q (1994.859568 sec): 3 clusters Score: Raw -2103323.584446 + Penalty 1931.920636 = -2101391.663810 nChanged 98 SP:Iteration 24Q (1994.933320 sec): 3 clusters Score: Raw -2103349.048370 + Penalty 1931.920636 = -2101417.127734 nChanged 92 SP:Iteration 25Q (1995.005363 sec): 3 clusters Score: Raw -2103370.003539 + Penalty 1931.920636 = -2101438.082903 nChanged 83 SP:Iteration 26Q (1995.082600 sec): 3 clusters Score: Raw -2103386.875750 + Penalty 1931.920636 = -2101454.955114 nChanged 72 SP:Iteration 27Q (1995.148409 sec): 3 clusters Score: Raw -2103399.186628 + Penalty 1931.920636 = -2101467.265993 nChanged 66 SP:Iteration 28Q (1995.222500 sec): 3 clusters Score: Raw -2103411.667440 + Penalty 1931.920636 = -2101479.746804 nChanged 63 SP:Iteration 29Q (1995.289484 sec): 3 clusters Score: Raw -2103425.425643 + Penalty 1931.920636 = -2101493.505007 nChanged 58 SP:Iteration 30Q (1995.363880 sec): 3 clusters Score: Raw -2103436.148724 + Penalty 1931.920636 = -2101504.228088 nChanged 59 SP:Iteration 31Q (1995.448422 sec): 3 clusters Score: Raw -2103448.337806 + Penalty 1931.920636 = -2101516.417170 nChanged 55 SP:Iteration 32Q (1995.522802 sec): 3 clusters Score: Raw -2103459.190812 + Penalty 1931.920636 = -2101527.270176 nChanged 53 SP:Iteration 33Q (1995.592414 sec): 3 clusters Score: Raw -2103468.295157 + Penalty 1931.920636 = -2101536.374521 nChanged 39 SP:Iteration 34Q (1995.668928 sec): 3 clusters Score: Raw -2103474.049094 + Penalty 1931.920636 = -2101542.128458 nChanged 41 SP:Iteration 35Q (1995.749228 sec): 3 clusters Score: Raw -2103479.190752 + Penalty 1931.920636 = -2101547.270116 nChanged 30 SP:Iteration 36Q (1995.812761 sec): 3 clusters Score: Raw -2103482.838687 + Penalty 1931.920636 = -2101550.918051 nChanged 32 SP:Iteration 37Q (1995.876852 sec): 3 clusters Score: Raw -2103487.613640 + Penalty 1931.920636 = -2101555.693004 nChanged 27 SP:Iteration 38Q (1995.947902 sec): 3 clusters Score: Raw -2103492.099959 + Penalty 1931.920636 = -2101560.179323 nChanged 31 SP:Iteration 39Q (1996.023804 sec): 3 clusters Score: Raw -2103497.267171 + Penalty 1931.920636 = -2101565.346535 nChanged 32 SP:Iteration 40F (1996.106004 sec): 3 clusters Score: Raw -2103503.946918 + Penalty 1931.920636 = -2101572.026282 nChanged 41 SP:Iteration 41Q (1996.179896 sec): 3 clusters Score: Raw -2103511.790138 + Penalty 1931.920636 = -2101579.869502 nChanged 50 SP:Iteration 42Q (1996.246301 sec): 3 clusters Score: Raw -2103520.331192 + Penalty 1931.920636 = -2101588.410556 nChanged 42 SP:Iteration 43Q (1996.332162 sec): 3 clusters Score: Raw -2103526.465760 + Penalty 1931.920636 = -2101594.545124 nChanged 35 SP:Iteration 44Q (1996.398999 sec): 3 clusters Score: Raw -2103532.585945 + Penalty 1931.920636 = -2101600.665309 nChanged 36 SP:Iteration 45Q (1996.479454 sec): 3 clusters Score: Raw -2103538.853855 + Penalty 1931.920636 = -2101606.933219 nChanged 29 SP:Iteration 46Q (1996.559895 sec): 3 clusters Score: Raw -2103543.985012 + Penalty 1931.920636 = -2101612.064376 nChanged 26 SP:Iteration 47Q (1996.632321 sec): 3 clusters Score: Raw -2103548.275238 + Penalty 1931.920636 = -2101616.354602 nChanged 27 SP:Iteration 48Q (1996.714658 sec): 3 clusters Score: Raw -2103552.917771 + Penalty 1931.920636 = -2101620.997135 nChanged 30 SP:Iteration 49Q (1996.798946 sec): 3 clusters Score: Raw -2103556.903348 + Penalty 1931.920636 = -2101624.982712 nChanged 21 SP:Iteration 50Q (1996.872421 sec): 3 clusters Score: Raw -2103559.626723 + Penalty 1931.920636 = -2101627.706087 nChanged 27 SP:Iteration 51Q (1996.958669 sec): 3 clusters Score: Raw -2103564.261206 + Penalty 1931.920636 = -2101632.340570 nChanged 25 SP:Iteration 52Q (1997.037267 sec): 3 clusters Score: Raw -2103568.731267 + Penalty 1931.920636 = -2101636.810631 nChanged 28 SP:Iteration 53Q (1997.108002 sec): 3 clusters Score: Raw -2103573.202840 + Penalty 1931.920636 = -2101641.282204 nChanged 24 SP:Iteration 54Q (1997.188024 sec): 3 clusters Score: Raw -2103577.166663 + Penalty 1931.920636 = -2101645.246027 nChanged 22 SP:Iteration 55Q (1997.263898 sec): 3 clusters Score: Raw -2103581.159907 + Penalty 1931.920636 = -2101649.239271 nChanged 26 SP:Iteration 56Q (1997.340697 sec): 3 clusters Score: Raw -2103584.314749 + Penalty 1931.920636 = -2101652.394113 nChanged 21 SP:Iteration 57Q (1997.417591 sec): 3 clusters Score: Raw -2103586.772481 + Penalty 1931.920636 = -2101654.851845 nChanged 17 SP:Iteration 58Q (1997.489887 sec): 3 clusters Score: Raw -2103588.575426 + Penalty 1931.920636 = -2101656.654790 nChanged 17 SP:Iteration 59Q (1997.575950 sec): 3 clusters Score: Raw -2103590.834880 + Penalty 1931.920636 = -2101658.914244 nChanged 20 SP:Iteration 60F (1997.661633 sec): 3 clusters Score: Raw -2103593.593628 + Penalty 1931.920636 = -2101661.672992 nChanged 15 SP:Iteration 61Q (1997.740486 sec): 3 clusters Score: Raw -2103596.614965 + Penalty 1931.920636 = -2101664.694329 nChanged 18 SP:Iteration 62Q (1997.818154 sec): 3 clusters Score: Raw -2103599.750747 + Penalty 1931.920636 = -2101667.830111 nChanged 23 SP:Iteration 63Q (1997.897093 sec): 3 clusters Score: Raw -2103604.180628 + Penalty 1931.920636 = -2101672.259992 nChanged 22 SP:Iteration 64Q (1997.974233 sec): 3 clusters Score: Raw -2103608.560196 + Penalty 1931.920636 = -2101676.639560 nChanged 24 SP:Iteration 65Q (1998.044055 sec): 3 clusters Score: Raw -2103612.684040 + Penalty 1931.920636 = -2101680.763404 nChanged 27 SP:Iteration 66Q (1998.118595 sec): 3 clusters Score: Raw -2103617.889621 + Penalty 1931.920636 = -2101685.968985 nChanged 22 SP:Iteration 67Q (1998.198504 sec): 3 clusters Score: Raw -2103620.832119 + Penalty 1931.920636 = -2101688.911483 nChanged 20 SP:Iteration 68Q (1998.275156 sec): 3 clusters Score: Raw -2103623.964152 + Penalty 1931.920636 = -2101692.043516 nChanged 25 SP:Iteration 69Q (1998.358239 sec): 3 clusters Score: Raw -2103629.469597 + Penalty 1931.920636 = -2101697.548962 nChanged 31 SP:Iteration 70Q (1998.433762 sec): 3 clusters Score: Raw -2103635.954897 + Penalty 1931.920636 = -2101704.034261 nChanged 24 SP:Iteration 71Q (1998.505304 sec): 3 clusters Score: Raw -2103640.096912 + Penalty 1931.920636 = -2101708.176276 nChanged 26 SP:Iteration 72Q (1998.582036 sec): 3 clusters Score: Raw -2103646.190969 + Penalty 1931.920636 = -2101714.270333 nChanged 22 SP:Iteration 73Q (1998.659404 sec): 3 clusters Score: Raw -2103651.981889 + Penalty 1931.920636 = -2101720.061253 nChanged 33 SP:Iteration 74Q (1998.734090 sec): 3 clusters Score: Raw -2103659.913720 + Penalty 1931.920636 = -2101727.993084 nChanged 23 SP:Iteration 75Q (1998.818630 sec): 3 clusters Score: Raw -2103666.754264 + Penalty 1931.920636 = -2101734.833628 nChanged 24 SP:Iteration 76Q (1998.896653 sec): 3 clusters Score: Raw -2103672.800271 + Penalty 1931.920636 = -2101740.879635 nChanged 23 SP:Iteration 77Q (1998.975029 sec): 3 clusters Score: Raw -2103677.610340 + Penalty 1931.920636 = -2101745.689704 nChanged 27 SP:Iteration 78Q (1999.053801 sec): 3 clusters Score: Raw -2103683.053816 + Penalty 1931.920636 = -2101751.133180 nChanged 19 SP:Iteration 79Q (1999.133529 sec): 3 clusters Score: Raw -2103687.386488 + Penalty 1931.920636 = -2101755.465852 nChanged 22 SP:Iteration 80F (1999.213237 sec): 3 clusters Score: Raw -2103691.706057 + Penalty 1931.920636 = -2101759.785421 nChanged 20 SP:Iteration 81Q (1999.285421 sec): 3 clusters Score: Raw -2103695.390475 + Penalty 1931.920636 = -2101763.469839 nChanged 18 SP:Iteration 82Q (1999.368242 sec): 3 clusters Score: Raw -2103698.988522 + Penalty 1931.920636 = -2101767.067886 nChanged 17 SP:Iteration 83Q (1999.448485 sec): 3 clusters Score: Raw -2103701.748119 + Penalty 1931.920636 = -2101769.827483 nChanged 18 SP:Iteration 84Q (1999.527730 sec): 3 clusters Score: Raw -2103705.856138 + Penalty 1931.920636 = -2101773.935502 nChanged 22 SP:Iteration 85Q (1999.588216 sec): 3 clusters Score: Raw -2103711.090203 + Penalty 1931.920636 = -2101779.169567 nChanged 26 SP:Iteration 86Q (1999.675640 sec): 3 clusters Score: Raw -2103716.282093 + Penalty 1931.920636 = -2101784.361457 nChanged 17 SP:Iteration 87Q (1999.742921 sec): 3 clusters Score: Raw -2103720.583172 + Penalty 1931.920636 = -2101788.662536 nChanged 22 SP:Iteration 88Q (1999.828374 sec): 3 clusters Score: Raw -2103725.911651 + Penalty 1931.920636 = -2101793.991015 nChanged 24 SP:Iteration 89Q (1999.912975 sec): 3 clusters Score: Raw -2103731.845398 + Penalty 1931.920636 = -2101799.924762 nChanged 28 SP:Iteration 90Q (1999.989067 sec): 3 clusters Score: Raw -2103739.682472 + Penalty 1931.920636 = -2101807.761836 nChanged 24 SP:Iteration 91Q (2000.049871 sec): 3 clusters Score: Raw -2103745.829224 + Penalty 1931.920636 = -2101813.908588 nChanged 21 SP:Iteration 92Q (2000.126155 sec): 3 clusters Score: Raw -2103750.115123 + Penalty 1931.920636 = -2101818.194487 nChanged 15 SP:Iteration 93Q (2000.199994 sec): 3 clusters Score: Raw -2103752.840871 + Penalty 1931.920636 = -2101820.920235 nChanged 7 SP:Iteration 94Q (2000.275707 sec): 3 clusters Score: Raw -2103754.678340 + Penalty 1931.920636 = -2101822.757705 nChanged 12 SP:Iteration 95Q (2000.343945 sec): 3 clusters Score: Raw -2103757.752779 + Penalty 1931.920636 = -2101825.832143 nChanged 12 SP:Iteration 96Q (2000.414973 sec): 3 clusters Score: Raw -2103760.942107 + Penalty 1931.920636 = -2101829.021471 nChanged 9 SP:Iteration 97Q (2000.486120 sec): 3 clusters Score: Raw -2103763.466380 + Penalty 1931.920636 = -2101831.545744 nChanged 8 SP:Iteration 98Q (2000.562786 sec): 3 clusters Score: Raw -2103764.648166 + Penalty 1931.920636 = -2101832.727530 nChanged 4 SP:Iteration 99Q (2000.639459 sec): 3 clusters Score: Raw -2103765.282461 + Penalty 1931.920636 = -2101833.361825 nChanged 3 SP:Iteration 100F (2000.711825 sec): 3 clusters Score: Raw -2103765.726758 + Penalty 1931.920636 = -2101833.806122 nChanged 4 SP:Iteration 101Q (2000.788004 sec): 3 clusters Score: Raw -2103766.472511 + Penalty 1931.920636 = -2101834.551875 nChanged 6 SP:Iteration 102Q (2000.860861 sec): 3 clusters Score: Raw -2103767.366932 + Penalty 1931.920636 = -2101835.446296 nChanged 3 SP:Iteration 103Q (2000.932864 sec): 3 clusters Score: Raw -2103767.696378 + Penalty 1931.920636 = -2101835.775742 nChanged 2 SP:Iteration 104Q (2001.012304 sec): 3 clusters Score: Raw -2103767.853181 + Penalty 1931.920636 = -2101835.932545 nChanged 2 SP:Iteration 105Q (2001.073475 sec): 3 clusters Score: Raw -2103768.239975 + Penalty 1931.920636 = -2101836.319339 nChanged 3 SP:Iteration 106Q (2001.148163 sec): 3 clusters Score: Raw -2103768.609170 + Penalty 1931.920636 = -2101836.688534 nChanged 1 SP:Iteration 107Q (2001.215657 sec): 3 clusters Score: Raw -2103768.734487 + Penalty 1931.920636 = -2101836.813851 nChanged 1 SP:Iteration 108Q (2001.288196 sec): 3 clusters Score: Raw -2103768.805981 + Penalty 1931.920636 = -2101836.885345 nChanged 1 SP:Iteration 109Q (2001.358943 sec): 3 clusters Score: Raw -2103768.977797 + Penalty 1931.920636 = -2101837.057161 nChanged 0 SP:Iteration 110F (2001.435231 sec): 3 clusters Score: Raw -2103768.977797 + Penalty 1931.920636 = -2101837.057161 nChanged 0 Trying to split cluster 14 (59107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2001.531611 sec): 2 clusters Score: Raw -5060629.828469 + Penalty 1043.774941 = -5059586.053528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2001.644021 sec): 3 clusters Score: Raw -5022171.980969 + Penalty 2087.549882 = -5020084.431087 nChanged 28227 SP:Iteration 1F (2001.780530 sec): 3 clusters Score: Raw -5038721.086022 + Penalty 2087.549882 = -5036633.536141 nChanged 2311 SP:Iteration 2Q (2001.909458 sec): 3 clusters Score: Raw -5039414.247070 + Penalty 2087.549882 = -5037326.697188 nChanged 2487 SP:Iteration 3Q (2002.033841 sec): 3 clusters Score: Raw -5040299.796238 + Penalty 2087.549882 = -5038212.246357 nChanged 2704 SP:Iteration 4Q (2002.165912 sec): 3 clusters Score: Raw -5041416.003076 + Penalty 2087.549882 = -5039328.453194 nChanged 2942 SP:Iteration 5Q (2002.302013 sec): 3 clusters Score: Raw -5042831.258000 + Penalty 2087.549882 = -5040743.708118 nChanged 3207 SP:Iteration 6F (2002.429551 sec): 3 clusters Score: Raw -5044579.856651 + Penalty 2087.549882 = -5042492.306770 nChanged 3368 SP:Iteration 7F (2002.545067 sec): 3 clusters Score: Raw -5046751.294636 + Penalty 2087.549882 = -5044663.744755 nChanged 3389 SP:Iteration 8F (2002.675063 sec): 3 clusters Score: Raw -5049138.545978 + Penalty 2087.549882 = -5047050.996097 nChanged 3165 SP:Iteration 9F (2002.799279 sec): 3 clusters Score: Raw -5051498.461364 + Penalty 2087.549882 = -5049410.911483 nChanged 2700 SP:Iteration 10Q (2002.923777 sec): 3 clusters Score: Raw -5053409.312315 + Penalty 2087.549882 = -5051321.762433 nChanged 2105 SP:Iteration 11Q (2003.051103 sec): 3 clusters Score: Raw -5054717.492177 + Penalty 2087.549882 = -5052629.942296 nChanged 1654 SP:Iteration 12Q (2003.170851 sec): 3 clusters Score: Raw -5055637.730211 + Penalty 2087.549882 = -5053550.180330 nChanged 1409 SP:Iteration 13Q (2003.283116 sec): 3 clusters Score: Raw -5056354.441527 + Penalty 2087.549882 = -5054266.891645 nChanged 1296 SP:Iteration 14Q (2003.402535 sec): 3 clusters Score: Raw -5056987.182206 + Penalty 2087.549882 = -5054899.632324 nChanged 1250 SP:Iteration 15Q (2003.523419 sec): 3 clusters Score: Raw -5057631.673041 + Penalty 2087.549882 = -5055544.123159 nChanged 1186 SP:Iteration 16Q (2003.637486 sec): 3 clusters Score: Raw -5058294.401347 + Penalty 2087.549882 = -5056206.851465 nChanged 1034 SP:Iteration 17Q (2003.756754 sec): 3 clusters Score: Raw -5058889.505729 + Penalty 2087.549882 = -5056801.955847 nChanged 889 SP:Iteration 18Q (2003.885396 sec): 3 clusters Score: Raw -5059404.096274 + Penalty 2087.549882 = -5057316.546393 nChanged 709 SP:Iteration 19Q (2003.995303 sec): 3 clusters Score: Raw -5059813.594994 + Penalty 2087.549882 = -5057726.045113 nChanged 586 SP:Iteration 20F (2004.128836 sec): 3 clusters Score: Raw -5060135.174523 + Penalty 2087.549882 = -5058047.624642 nChanged 433 SP:Iteration 21Q (2004.236405 sec): 3 clusters Score: Raw -5060367.828367 + Penalty 2087.549882 = -5058280.278485 nChanged 317 SP:Iteration 22Q (2004.341555 sec): 3 clusters Score: Raw -5060525.266688 + Penalty 2087.549882 = -5058437.716806 nChanged 226 SP:Iteration 23Q (2004.465862 sec): 3 clusters Score: Raw -5060631.671932 + Penalty 2087.549882 = -5058544.122050 nChanged 171 SP:Iteration 24Q (2004.570756 sec): 3 clusters Score: Raw -5060702.460907 + Penalty 2087.549882 = -5058614.911025 nChanged 124 SP:Iteration 25Q (2004.679922 sec): 3 clusters Score: Raw -5060748.533840 + Penalty 2087.549882 = -5058660.983958 nChanged 84 SP:Iteration 26Q (2004.790067 sec): 3 clusters Score: Raw -5060781.850845 + Penalty 2087.549882 = -5058694.300963 nChanged 66 SP:Iteration 27Q (2004.902694 sec): 3 clusters Score: Raw -5060807.117043 + Penalty 2087.549882 = -5058719.567161 nChanged 52 SP:Iteration 28Q (2005.017990 sec): 3 clusters Score: Raw -5060828.701184 + Penalty 2087.549882 = -5058741.151303 nChanged 48 SP:Iteration 29Q (2005.122243 sec): 3 clusters Score: Raw -5060844.322692 + Penalty 2087.549882 = -5058756.772810 nChanged 47 SP:Iteration 30Q (2005.232879 sec): 3 clusters Score: Raw -5060857.614645 + Penalty 2087.549882 = -5058770.064763 nChanged 27 SP:Iteration 31Q (2005.341751 sec): 3 clusters Score: Raw -5060864.463741 + Penalty 2087.549882 = -5058776.913859 nChanged 18 SP:Iteration 32Q (2005.450820 sec): 3 clusters Score: Raw -5060868.622677 + Penalty 2087.549882 = -5058781.072795 nChanged 12 SP:Iteration 33Q (2005.560303 sec): 3 clusters Score: Raw -5060871.897614 + Penalty 2087.549882 = -5058784.347732 nChanged 12 SP:Iteration 34Q (2005.670957 sec): 3 clusters Score: Raw -5060874.266655 + Penalty 2087.549882 = -5058786.716774 nChanged 5 SP:Iteration 35Q (2005.782457 sec): 3 clusters Score: Raw -5060875.380353 + Penalty 2087.549882 = -5058787.830471 nChanged 3 SP:Iteration 36Q (2005.882597 sec): 3 clusters Score: Raw -5060875.999900 + Penalty 2087.549882 = -5058788.450018 nChanged 2 SP:Iteration 37Q (2006.000426 sec): 3 clusters Score: Raw -5060876.514329 + Penalty 2087.549882 = -5058788.964448 nChanged 4 SP:Iteration 38Q (2006.104775 sec): 3 clusters Score: Raw -5060877.184144 + Penalty 2087.549882 = -5058789.634263 nChanged 3 SP:Iteration 39Q (2006.222501 sec): 3 clusters Score: Raw -5060878.043767 + Penalty 2087.549882 = -5058790.493885 nChanged 2 SP:Iteration 40F (2006.351866 sec): 3 clusters Score: Raw -5060878.656058 + Penalty 2087.549882 = -5058791.106177 nChanged 4 SP:Iteration 41Q (2006.456912 sec): 3 clusters Score: Raw -5060880.139674 + Penalty 2087.549882 = -5058792.589792 nChanged 6 SP:Iteration 42Q (2006.560304 sec): 3 clusters Score: Raw -5060881.356273 + Penalty 2087.549882 = -5058793.806391 nChanged 7 SP:Iteration 43Q (2006.662404 sec): 3 clusters Score: Raw -5060884.116933 + Penalty 2087.549882 = -5058796.567052 nChanged 10 SP:Iteration 44Q (2006.767414 sec): 3 clusters Score: Raw -5060887.708286 + Penalty 2087.549882 = -5058800.158404 nChanged 8 SP:Iteration 45Q (2006.886091 sec): 3 clusters Score: Raw -5060890.202615 + Penalty 2087.549882 = -5058802.652733 nChanged 7 SP:Iteration 46Q (2006.980873 sec): 3 clusters Score: Raw -5060892.795860 + Penalty 2087.549882 = -5058805.245979 nChanged 7 SP:Iteration 47Q (2007.095259 sec): 3 clusters Score: Raw -5060894.874239 + Penalty 2087.549882 = -5058807.324358 nChanged 2 SP:Iteration 48Q (2007.201368 sec): 3 clusters Score: Raw -5060895.194984 + Penalty 2087.549882 = -5058807.645102 nChanged 3 SP:Iteration 49Q (2007.304019 sec): 3 clusters Score: Raw -5060896.609233 + Penalty 2087.549882 = -5058809.059351 nChanged 7 SP:Iteration 50Q (2007.412874 sec): 3 clusters Score: Raw -5060898.570110 + Penalty 2087.549882 = -5058811.020228 nChanged 8 SP:Iteration 51Q (2007.520364 sec): 3 clusters Score: Raw -5060901.748565 + Penalty 2087.549882 = -5058814.198683 nChanged 7 SP:Iteration 52Q (2007.625652 sec): 3 clusters Score: Raw -5060902.706641 + Penalty 2087.549882 = -5058815.156759 nChanged 6 SP:Iteration 53Q (2007.725257 sec): 3 clusters Score: Raw -5060903.589629 + Penalty 2087.549882 = -5058816.039748 nChanged 5 SP:Iteration 54Q (2007.840090 sec): 3 clusters Score: Raw -5060904.597154 + Penalty 2087.549882 = -5058817.047272 nChanged 2 SP:Iteration 55Q (2007.952408 sec): 3 clusters Score: Raw -5060905.020659 + Penalty 2087.549882 = -5058817.470777 nChanged 1 SP:Iteration 56Q (2008.060389 sec): 3 clusters Score: Raw -5060905.352002 + Penalty 2087.549882 = -5058817.802120 nChanged 3 SP:Iteration 57Q (2008.165584 sec): 3 clusters Score: Raw -5060905.969346 + Penalty 2087.549882 = -5058818.419465 nChanged 2 SP:Iteration 58Q (2008.269214 sec): 3 clusters Score: Raw -5060906.272806 + Penalty 2087.549882 = -5058818.722924 nChanged 2 SP:Iteration 59Q (2008.392670 sec): 3 clusters Score: Raw -5060906.761121 + Penalty 2087.549882 = -5058819.211239 nChanged 3 SP:Iteration 60F (2008.512921 sec): 3 clusters Score: Raw -5060907.395495 + Penalty 2087.549882 = -5058819.845614 nChanged 3 SP:Iteration 61Q (2008.613439 sec): 3 clusters Score: Raw -5060908.385989 + Penalty 2087.549882 = -5058820.836107 nChanged 3 SP:Iteration 62Q (2008.734009 sec): 3 clusters Score: Raw -5060909.755446 + Penalty 2087.549882 = -5058822.205565 nChanged 3 SP:Iteration 63Q (2008.842526 sec): 3 clusters Score: Raw -5060910.609893 + Penalty 2087.549882 = -5058823.060012 nChanged 4 SP:Iteration 64Q (2008.951729 sec): 3 clusters Score: Raw -5060911.526711 + Penalty 2087.549882 = -5058823.976830 nChanged 2 SP:Iteration 65Q (2009.056927 sec): 3 clusters Score: Raw -5060911.849633 + Penalty 2087.549882 = -5058824.299751 nChanged 0 SP:Iteration 66F (2009.185655 sec): 3 clusters Score: Raw -5060911.849633 + Penalty 2087.549882 = -5058824.299751 nChanged 0 Trying to split cluster 15 (10073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.225489 sec): 2 clusters Score: Raw -903059.422706 + Penalty 875.673316 = -902183.749390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.279475 sec): 3 clusters Score: Raw -897050.447808 + Penalty 1751.346633 = -895299.101175 nChanged 4537 SP:Iteration 1F (2009.338695 sec): 3 clusters Score: Raw -899667.416213 + Penalty 1751.346633 = -897916.069581 nChanged 687 SP:Iteration 2F (2009.391607 sec): 3 clusters Score: Raw -900037.005788 + Penalty 1751.346633 = -898285.659155 nChanged 674 SP:Iteration 3F (2009.451509 sec): 3 clusters Score: Raw -900443.232623 + Penalty 1751.346633 = -898691.885990 nChanged 678 SP:Iteration 4F (2009.499429 sec): 3 clusters Score: Raw -900879.641174 + Penalty 1751.346633 = -899128.294541 nChanged 655 SP:Iteration 5F (2009.566062 sec): 3 clusters Score: Raw -901315.269182 + Penalty 1751.346633 = -899563.922549 nChanged 601 SP:Iteration 6F (2009.623398 sec): 3 clusters Score: Raw -901727.967889 + Penalty 1751.346633 = -899976.621256 nChanged 528 SP:Iteration 7F (2009.677978 sec): 3 clusters Score: Raw -902080.206455 + Penalty 1751.346633 = -900328.859822 nChanged 396 SP:Iteration 8Q (2009.732698 sec): 3 clusters Score: Raw -902380.077097 + Penalty 1751.346633 = -900628.730464 nChanged 291 SP:Iteration 9Q (2009.788151 sec): 3 clusters Score: Raw -902582.489158 + Penalty 1751.346633 = -900831.142526 nChanged 235 SP:Iteration 10Q (2009.836237 sec): 3 clusters Score: Raw -902728.991701 + Penalty 1751.346633 = -900977.645069 nChanged 159 SP:Iteration 11Q (2009.891320 sec): 3 clusters Score: Raw -902805.288192 + Penalty 1751.346633 = -901053.941560 nChanged 129 SP:Iteration 12Q (2009.947832 sec): 3 clusters Score: Raw -902860.650763 + Penalty 1751.346633 = -901109.304131 nChanged 117 SP:Iteration 13Q (2009.996008 sec): 3 clusters Score: Raw -902903.932794 + Penalty 1751.346633 = -901152.586162 nChanged 94 SP:Iteration 14Q (2010.041999 sec): 3 clusters Score: Raw -902938.663236 + Penalty 1751.346633 = -901187.316603 nChanged 85 SP:Iteration 15Q (2010.091665 sec): 3 clusters Score: Raw -902972.748419 + Penalty 1751.346633 = -901221.401786 nChanged 77 SP:Iteration 16Q (2010.150518 sec): 3 clusters Score: Raw -902996.048815 + Penalty 1751.346633 = -901244.702183 nChanged 71 SP:Iteration 17Q (2010.208119 sec): 3 clusters Score: Raw -903021.238910 + Penalty 1751.346633 = -901269.892277 nChanged 67 SP:Iteration 18Q (2010.253449 sec): 3 clusters Score: Raw -903042.654633 + Penalty 1751.346633 = -901291.308001 nChanged 69 SP:Iteration 19Q (2010.317698 sec): 3 clusters Score: Raw -903064.629579 + Penalty 1751.346633 = -901313.282946 nChanged 69 SP:Iteration 20F (2010.362604 sec): 3 clusters Score: Raw -903086.700116 + Penalty 1751.346633 = -901335.353483 nChanged 70 SP:Iteration 21Q (2010.427400 sec): 3 clusters Score: Raw -903107.579785 + Penalty 1751.346633 = -901356.233152 nChanged 63 SP:Iteration 22Q (2010.475466 sec): 3 clusters Score: Raw -903126.336230 + Penalty 1751.346633 = -901374.989597 nChanged 48 SP:Iteration 23Q (2010.519565 sec): 3 clusters Score: Raw -903141.107576 + Penalty 1751.346633 = -901389.760943 nChanged 59 SP:Iteration 24Q (2010.574975 sec): 3 clusters Score: Raw -903161.434089 + Penalty 1751.346633 = -901410.087457 nChanged 51 SP:Iteration 25Q (2010.629993 sec): 3 clusters Score: Raw -903180.135630 + Penalty 1751.346633 = -901428.788997 nChanged 51 SP:Iteration 26Q (2010.684817 sec): 3 clusters Score: Raw -903199.493160 + Penalty 1751.346633 = -901448.146527 nChanged 61 SP:Iteration 27Q (2010.739523 sec): 3 clusters Score: Raw -903222.945582 + Penalty 1751.346633 = -901471.598950 nChanged 53 SP:Iteration 28Q (2010.791927 sec): 3 clusters Score: Raw -903243.281946 + Penalty 1751.346633 = -901491.935313 nChanged 52 SP:Iteration 29Q (2010.846170 sec): 3 clusters Score: Raw -903260.938770 + Penalty 1751.346633 = -901509.592137 nChanged 47 SP:Iteration 30Q (2010.907716 sec): 3 clusters Score: Raw -903274.896372 + Penalty 1751.346633 = -901523.549739 nChanged 42 SP:Iteration 31Q (2010.974034 sec): 3 clusters Score: Raw -903288.477721 + Penalty 1751.346633 = -901537.131088 nChanged 39 SP:Iteration 32Q (2011.023961 sec): 3 clusters Score: Raw -903303.159870 + Penalty 1751.346633 = -901551.813237 nChanged 48 SP:Iteration 33Q (2011.083367 sec): 3 clusters Score: Raw -903321.294661 + Penalty 1751.346633 = -901569.948028 nChanged 48 SP:Iteration 34Q (2011.144391 sec): 3 clusters Score: Raw -903339.937751 + Penalty 1751.346633 = -901588.591118 nChanged 46 SP:Iteration 35Q (2011.187884 sec): 3 clusters Score: Raw -903359.588128 + Penalty 1751.346633 = -901608.241495 nChanged 40 SP:Iteration 36Q (2011.248083 sec): 3 clusters Score: Raw -903376.309990 + Penalty 1751.346633 = -901624.963358 nChanged 41 SP:Iteration 37Q (2011.308475 sec): 3 clusters Score: Raw -903395.227460 + Penalty 1751.346633 = -901643.880827 nChanged 40 SP:Iteration 38Q (2011.362396 sec): 3 clusters Score: Raw -903415.343730 + Penalty 1751.346633 = -901663.997098 nChanged 42 SP:Iteration 39Q (2011.421524 sec): 3 clusters Score: Raw -903434.276984 + Penalty 1751.346633 = -901682.930352 nChanged 35 SP:Iteration 40F (2011.480567 sec): 3 clusters Score: Raw -903450.050892 + Penalty 1751.346633 = -901698.704259 nChanged 33 SP:Iteration 41Q (2011.530303 sec): 3 clusters Score: Raw -903463.174072 + Penalty 1751.346633 = -901711.827440 nChanged 20 SP:Iteration 42Q (2011.594412 sec): 3 clusters Score: Raw -903471.140512 + Penalty 1751.346633 = -901719.793879 nChanged 21 SP:Iteration 43Q (2011.653747 sec): 3 clusters Score: Raw -903478.385953 + Penalty 1751.346633 = -901727.039320 nChanged 19 SP:Iteration 44Q (2011.696504 sec): 3 clusters Score: Raw -903483.395388 + Penalty 1751.346633 = -901732.048755 nChanged 14 SP:Iteration 45Q (2011.758504 sec): 3 clusters Score: Raw -903486.454939 + Penalty 1751.346633 = -901735.108307 nChanged 10 SP:Iteration 46Q (2011.818472 sec): 3 clusters Score: Raw -903491.456178 + Penalty 1751.346633 = -901740.109545 nChanged 14 SP:Iteration 47Q (2011.864483 sec): 3 clusters Score: Raw -903496.633018 + Penalty 1751.346633 = -901745.286386 nChanged 16 SP:Iteration 48Q (2011.919984 sec): 3 clusters Score: Raw -903501.665406 + Penalty 1751.346633 = -901750.318774 nChanged 15 SP:Iteration 49Q (2011.987749 sec): 3 clusters Score: Raw -903506.897227 + Penalty 1751.346633 = -901755.550594 nChanged 11 SP:Iteration 50Q (2012.042831 sec): 3 clusters Score: Raw -903509.180651 + Penalty 1751.346633 = -901757.834018 nChanged 11 SP:Iteration 51Q (2012.105524 sec): 3 clusters Score: Raw -903511.333622 + Penalty 1751.346633 = -901759.986990 nChanged 12 SP:Iteration 52Q (2012.165273 sec): 3 clusters Score: Raw -903515.037519 + Penalty 1751.346633 = -901763.690886 nChanged 12 SP:Iteration 53Q (2012.226004 sec): 3 clusters Score: Raw -903518.077096 + Penalty 1751.346633 = -901766.730463 nChanged 13 SP:Iteration 54Q (2012.287549 sec): 3 clusters Score: Raw -903520.655037 + Penalty 1751.346633 = -901769.308405 nChanged 7 SP:Iteration 55Q (2012.346413 sec): 3 clusters Score: Raw -903523.032421 + Penalty 1751.346633 = -901771.685788 nChanged 9 SP:Iteration 56Q (2012.399440 sec): 3 clusters Score: Raw -903525.564331 + Penalty 1751.346633 = -901774.217698 nChanged 7 SP:Iteration 57Q (2012.442894 sec): 3 clusters Score: Raw -903527.945621 + Penalty 1751.346633 = -901776.598988 nChanged 7 SP:Iteration 58Q (2012.499164 sec): 3 clusters Score: Raw -903529.456565 + Penalty 1751.346633 = -901778.109932 nChanged 8 SP:Iteration 59Q (2012.560089 sec): 3 clusters Score: Raw -903531.115313 + Penalty 1751.346633 = -901779.768681 nChanged 4 SP:Iteration 60F (2012.618206 sec): 3 clusters Score: Raw -903532.185421 + Penalty 1751.346633 = -901780.838789 nChanged 4 SP:Iteration 61Q (2012.669961 sec): 3 clusters Score: Raw -903532.983429 + Penalty 1751.346633 = -901781.636796 nChanged 3 SP:Iteration 62Q (2012.718247 sec): 3 clusters Score: Raw -903533.550819 + Penalty 1751.346633 = -901782.204187 nChanged 4 SP:Iteration 63Q (2012.778664 sec): 3 clusters Score: Raw -903534.068922 + Penalty 1751.346633 = -901782.722290 nChanged 2 SP:Iteration 64Q (2012.826409 sec): 3 clusters Score: Raw -903534.364270 + Penalty 1751.346633 = -901783.017638 nChanged 2 SP:Iteration 65Q (2012.893284 sec): 3 clusters Score: Raw -903535.199312 + Penalty 1751.346633 = -901783.852679 nChanged 2 SP:Iteration 66Q (2012.948133 sec): 3 clusters Score: Raw -903535.818545 + Penalty 1751.346633 = -901784.471912 nChanged 4 SP:Iteration 67Q (2012.993626 sec): 3 clusters Score: Raw -903537.064600 + Penalty 1751.346633 = -901785.717968 nChanged 5 SP:Iteration 68Q (2013.053345 sec): 3 clusters Score: Raw -903538.228978 + Penalty 1751.346633 = -901786.882346 nChanged 7 SP:Iteration 69Q (2013.106094 sec): 3 clusters Score: Raw -903539.540642 + Penalty 1751.346633 = -901788.194009 nChanged 4 SP:Iteration 70Q (2013.170518 sec): 3 clusters Score: Raw -903540.086810 + Penalty 1751.346633 = -901788.740178 nChanged 4 SP:Iteration 71Q (2013.224198 sec): 3 clusters Score: Raw -903540.798979 + Penalty 1751.346633 = -901789.452347 nChanged 8 SP:Iteration 72Q (2013.276170 sec): 3 clusters Score: Raw -903542.962381 + Penalty 1751.346633 = -901791.615748 nChanged 6 SP:Iteration 73Q (2013.338618 sec): 3 clusters Score: Raw -903545.258846 + Penalty 1751.346633 = -901793.912213 nChanged 9 SP:Iteration 74Q (2013.395890 sec): 3 clusters Score: Raw -903548.083789 + Penalty 1751.346633 = -901796.737156 nChanged 9 SP:Iteration 75Q (2013.452539 sec): 3 clusters Score: Raw -903550.969231 + Penalty 1751.346633 = -901799.622598 nChanged 10 SP:Iteration 76Q (2013.510859 sec): 3 clusters Score: Raw -903553.625824 + Penalty 1751.346633 = -901802.279192 nChanged 8 SP:Iteration 77Q (2013.568038 sec): 3 clusters Score: Raw -903555.553842 + Penalty 1751.346633 = -901804.207210 nChanged 4 SP:Iteration 78Q (2013.612778 sec): 3 clusters Score: Raw -903556.973637 + Penalty 1751.346633 = -901805.627005 nChanged 4 SP:Iteration 79Q (2013.680404 sec): 3 clusters Score: Raw -903557.799463 + Penalty 1751.346633 = -901806.452830 nChanged 3 SP:Iteration 80F (2013.729129 sec): 3 clusters Score: Raw -903558.117842 + Penalty 1751.346633 = -901806.771209 nChanged 2 SP:Iteration 81Q (2013.794890 sec): 3 clusters Score: Raw -903558.746854 + Penalty 1751.346633 = -901807.400221 nChanged 4 SP:Iteration 82Q (2013.844779 sec): 3 clusters Score: Raw -903560.726425 + Penalty 1751.346633 = -901809.379793 nChanged 4 SP:Iteration 83Q (2013.900893 sec): 3 clusters Score: Raw -903561.805183 + Penalty 1751.346633 = -901810.458551 nChanged 7 SP:Iteration 84Q (2013.958202 sec): 3 clusters Score: Raw -903564.985131 + Penalty 1751.346633 = -901813.638499 nChanged 4 SP:Iteration 85Q (2014.013717 sec): 3 clusters Score: Raw -903567.318195 + Penalty 1751.346633 = -901815.971562 nChanged 6 SP:Iteration 86Q (2014.073352 sec): 3 clusters Score: Raw -903568.503317 + Penalty 1751.346633 = -901817.156684 nChanged 2 SP:Iteration 87Q (2014.133579 sec): 3 clusters Score: Raw -903568.924906 + Penalty 1751.346633 = -901817.578273 nChanged 0 SP:Iteration 88F (2014.197794 sec): 3 clusters Score: Raw -903568.924906 + Penalty 1751.346633 = -901817.578273 nChanged 0 Trying to split cluster 16 (5192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2014.228236 sec): 2 clusters Score: Raw -428737.667094 + Penalty 812.713055 = -427924.954040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2014.266330 sec): 3 clusters Score: Raw -425908.522007 + Penalty 1625.426109 = -424283.095897 nChanged 2238 SP:Iteration 1F (2014.312371 sec): 3 clusters Score: Raw -427335.550886 + Penalty 1625.426109 = -425710.124777 nChanged 546 SP:Iteration 2F (2014.360763 sec): 3 clusters Score: Raw -427813.953570 + Penalty 1625.426109 = -426188.527461 nChanged 490 SP:Iteration 3F (2014.408622 sec): 3 clusters Score: Raw -428318.781574 + Penalty 1625.426109 = -426693.355465 nChanged 412 SP:Iteration 4F (2014.456524 sec): 3 clusters Score: Raw -428680.575294 + Penalty 1625.426109 = -427055.149185 nChanged 305 SP:Iteration 5F (2014.512176 sec): 3 clusters Score: Raw -428899.595760 + Penalty 1625.426109 = -427274.169651 nChanged 197 SP:Iteration 6Q (2014.553178 sec): 3 clusters Score: Raw -429000.536001 + Penalty 1625.426109 = -427375.109892 nChanged 138 SP:Iteration 7Q (2014.610259 sec): 3 clusters Score: Raw -429059.920327 + Penalty 1625.426109 = -427434.494218 nChanged 99 SP:Iteration 8Q (2014.648263 sec): 3 clusters Score: Raw -429095.994719 + Penalty 1625.426109 = -427470.568610 nChanged 70 SP:Iteration 9Q (2014.703562 sec): 3 clusters Score: Raw -429119.201805 + Penalty 1625.426109 = -427493.775696 nChanged 57 SP:Iteration 10Q (2014.742171 sec): 3 clusters Score: Raw -429140.039878 + Penalty 1625.426109 = -427514.613769 nChanged 43 SP:Iteration 11Q (2014.787079 sec): 3 clusters Score: Raw -429156.355773 + Penalty 1625.426109 = -427530.929664 nChanged 41 SP:Iteration 12Q (2014.828364 sec): 3 clusters Score: Raw -429171.725213 + Penalty 1625.426109 = -427546.299104 nChanged 48 SP:Iteration 13Q (2014.888823 sec): 3 clusters Score: Raw -429190.986274 + Penalty 1625.426109 = -427565.560165 nChanged 40 SP:Iteration 14Q (2014.940496 sec): 3 clusters Score: Raw -429206.548032 + Penalty 1625.426109 = -427581.121923 nChanged 48 SP:Iteration 15Q (2014.984429 sec): 3 clusters Score: Raw -429226.132106 + Penalty 1625.426109 = -427600.705997 nChanged 51 SP:Iteration 16Q (2015.028290 sec): 3 clusters Score: Raw -429244.621824 + Penalty 1625.426109 = -427619.195715 nChanged 45 SP:Iteration 17Q (2015.081276 sec): 3 clusters Score: Raw -429259.289935 + Penalty 1625.426109 = -427633.863826 nChanged 59 SP:Iteration 18Q (2015.128667 sec): 3 clusters Score: Raw -429280.986791 + Penalty 1625.426109 = -427655.560682 nChanged 49 SP:Iteration 19Q (2015.176082 sec): 3 clusters Score: Raw -429297.558860 + Penalty 1625.426109 = -427672.132751 nChanged 44 SP:Iteration 20F (2015.223939 sec): 3 clusters Score: Raw -429312.336660 + Penalty 1625.426109 = -427686.910551 nChanged 45 SP:Iteration 21Q (2015.271204 sec): 3 clusters Score: Raw -429326.064952 + Penalty 1625.426109 = -427700.638843 nChanged 40 SP:Iteration 22Q (2015.318567 sec): 3 clusters Score: Raw -429338.702530 + Penalty 1625.426109 = -427713.276421 nChanged 41 SP:Iteration 23Q (2015.368122 sec): 3 clusters Score: Raw -429350.076017 + Penalty 1625.426109 = -427724.649908 nChanged 46 SP:Iteration 24Q (2015.421833 sec): 3 clusters Score: Raw -429363.083111 + Penalty 1625.426109 = -427737.657002 nChanged 40 SP:Iteration 25Q (2015.476882 sec): 3 clusters Score: Raw -429375.371902 + Penalty 1625.426109 = -427749.945793 nChanged 39 SP:Iteration 26Q (2015.519735 sec): 3 clusters Score: Raw -429384.038373 + Penalty 1625.426109 = -427758.612264 nChanged 29 SP:Iteration 27Q (2015.559878 sec): 3 clusters Score: Raw -429388.468138 + Penalty 1625.426109 = -427763.042029 nChanged 18 SP:Iteration 28Q (2015.607204 sec): 3 clusters Score: Raw -429391.858576 + Penalty 1625.426109 = -427766.432467 nChanged 14 SP:Iteration 29Q (2015.654680 sec): 3 clusters Score: Raw -429393.863230 + Penalty 1625.426109 = -427768.437121 nChanged 14 SP:Iteration 30Q (2015.702063 sec): 3 clusters Score: Raw -429395.895123 + Penalty 1625.426109 = -427770.469014 nChanged 10 SP:Iteration 31Q (2015.749586 sec): 3 clusters Score: Raw -429397.413406 + Penalty 1625.426109 = -427771.987297 nChanged 8 SP:Iteration 32Q (2015.809236 sec): 3 clusters Score: Raw -429398.143842 + Penalty 1625.426109 = -427772.717733 nChanged 5 SP:Iteration 33Q (2015.854690 sec): 3 clusters Score: Raw -429398.829204 + Penalty 1625.426109 = -427773.403095 nChanged 8 SP:Iteration 34Q (2015.901013 sec): 3 clusters Score: Raw -429400.581445 + Penalty 1625.426109 = -427775.155336 nChanged 11 SP:Iteration 35Q (2015.953501 sec): 3 clusters Score: Raw -429402.111047 + Penalty 1625.426109 = -427776.684938 nChanged 11 SP:Iteration 36Q (2016.001100 sec): 3 clusters Score: Raw -429403.494896 + Penalty 1625.426109 = -427778.068787 nChanged 13 SP:Iteration 37Q (2016.055504 sec): 3 clusters Score: Raw -429405.277690 + Penalty 1625.426109 = -427779.851581 nChanged 10 SP:Iteration 38Q (2016.109722 sec): 3 clusters Score: Raw -429406.927774 + Penalty 1625.426109 = -427781.501665 nChanged 9 SP:Iteration 39Q (2016.166454 sec): 3 clusters Score: Raw -429408.102207 + Penalty 1625.426109 = -427782.676098 nChanged 11 SP:Iteration 40F (2016.214660 sec): 3 clusters Score: Raw -429409.477179 + Penalty 1625.426109 = -427784.051070 nChanged 8 SP:Iteration 41Q (2016.259555 sec): 3 clusters Score: Raw -429410.341937 + Penalty 1625.426109 = -427784.915828 nChanged 8 SP:Iteration 42Q (2016.313767 sec): 3 clusters Score: Raw -429411.383122 + Penalty 1625.426109 = -427785.957013 nChanged 4 SP:Iteration 43Q (2016.363241 sec): 3 clusters Score: Raw -429411.740143 + Penalty 1625.426109 = -427786.314034 nChanged 5 SP:Iteration 44Q (2016.409803 sec): 3 clusters Score: Raw -429412.138520 + Penalty 1625.426109 = -427786.712410 nChanged 3 SP:Iteration 45Q (2016.468711 sec): 3 clusters Score: Raw -429412.693700 + Penalty 1625.426109 = -427787.267591 nChanged 5 SP:Iteration 46Q (2016.511877 sec): 3 clusters Score: Raw -429413.314172 + Penalty 1625.426109 = -427787.888063 nChanged 4 SP:Iteration 47Q (2016.569217 sec): 3 clusters Score: Raw -429413.969743 + Penalty 1625.426109 = -427788.543634 nChanged 5 SP:Iteration 48Q (2016.621460 sec): 3 clusters Score: Raw -429414.840961 + Penalty 1625.426109 = -427789.414852 nChanged 6 SP:Iteration 49Q (2016.674128 sec): 3 clusters Score: Raw -429415.425326 + Penalty 1625.426109 = -427789.999216 nChanged 4 SP:Iteration 50Q (2016.713834 sec): 3 clusters Score: Raw -429415.813597 + Penalty 1625.426109 = -427790.387487 nChanged 6 SP:Iteration 51Q (2016.765156 sec): 3 clusters Score: Raw -429416.437127 + Penalty 1625.426109 = -427791.011018 nChanged 6 SP:Iteration 52Q (2016.811305 sec): 3 clusters Score: Raw -429416.952115 + Penalty 1625.426109 = -427791.526006 nChanged 1 SP:Iteration 53Q (2016.864703 sec): 3 clusters Score: Raw -429417.040491 + Penalty 1625.426109 = -427791.614382 nChanged 0 SP:Iteration 54F (2016.915728 sec): 3 clusters Score: Raw -429417.040491 + Penalty 1625.426109 = -427791.614382 nChanged 0 Trying to split cluster 17 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.935051 sec): 2 clusters Score: Raw -49007.071717 + Penalty 612.794690 = -48394.277027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.981655 sec): 3 clusters Score: Raw -48817.632640 + Penalty 1225.589380 = -47592.043260 nChanged 184 SP:Iteration 1F (2017.025721 sec): 3 clusters Score: Raw -49103.155609 + Penalty 1225.589380 = -47877.566229 nChanged 78 SP:Iteration 2F (2017.058564 sec): 3 clusters Score: Raw -49227.511112 + Penalty 1225.589380 = -48001.921732 nChanged 46 SP:Iteration 3F (2017.100973 sec): 3 clusters Score: Raw -49331.938450 + Penalty 1225.589380 = -48106.349070 nChanged 33 SP:Iteration 4F (2017.140344 sec): 3 clusters Score: Raw -49385.714407 + Penalty 1225.589380 = -48160.125027 nChanged 20 SP:Iteration 5Q (2017.189300 sec): 3 clusters Score: Raw -49411.829120 + Penalty 1225.589380 = -48186.239740 nChanged 14 SP:Iteration 6Q (2017.243007 sec): 3 clusters Score: Raw -49431.396122 + Penalty 1225.589380 = -48205.806742 nChanged 10 SP:Iteration 7Q (2017.288780 sec): 3 clusters Score: Raw -49440.704559 + Penalty 1225.589380 = -48215.115179 nChanged 5 SP:Iteration 8Q (2017.333284 sec): 3 clusters Score: Raw -49448.659090 + Penalty 1225.589380 = -48223.069710 nChanged 9 SP:Iteration 9Q (2017.380735 sec): 3 clusters Score: Raw -49461.969085 + Penalty 1225.589380 = -48236.379705 nChanged 6 SP:Iteration 10Q (2017.415507 sec): 3 clusters Score: Raw -49469.503409 + Penalty 1225.589380 = -48243.914029 nChanged 2 SP:Iteration 11Q (2017.459944 sec): 3 clusters Score: Raw -49469.935128 + Penalty 1225.589380 = -48244.345748 nChanged 0 SP:Iteration 12F (2017.501180 sec): 3 clusters Score: Raw -49469.935128 + Penalty 1225.589380 = -48244.345748 nChanged 0 Trying to split cluster 18 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2017.535672 sec): 2 clusters Score: Raw -86866.784122 + Penalty 670.008500 = -86196.775622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2017.566132 sec): 3 clusters Score: Raw -86363.632134 + Penalty 1340.016999 = -85023.615135 nChanged 408 SP:Iteration 1F (2017.619395 sec): 3 clusters Score: Raw -86656.859688 + Penalty 1340.016999 = -85316.842689 nChanged 107 SP:Iteration 2F (2017.665529 sec): 3 clusters Score: Raw -86747.047595 + Penalty 1340.016999 = -85407.030596 nChanged 70 SP:Iteration 3F (2017.713789 sec): 3 clusters Score: Raw -86821.099657 + Penalty 1340.016999 = -85481.082658 nChanged 64 SP:Iteration 4F (2017.757208 sec): 3 clusters Score: Raw -86897.705797 + Penalty 1340.016999 = -85557.688798 nChanged 52 SP:Iteration 5Q (2017.809232 sec): 3 clusters Score: Raw -86974.669781 + Penalty 1340.016999 = -85634.652782 nChanged 58 SP:Iteration 6F (2017.861457 sec): 3 clusters Score: Raw -87040.937833 + Penalty 1340.016999 = -85700.920834 nChanged 46 SP:Iteration 7Q (2017.904395 sec): 3 clusters Score: Raw -87085.748913 + Penalty 1340.016999 = -85745.731913 nChanged 44 SP:Iteration 8Q (2017.945247 sec): 3 clusters Score: Raw -87149.345557 + Penalty 1340.016999 = -85809.328558 nChanged 43 SP:Iteration 9Q (2017.995044 sec): 3 clusters Score: Raw -87186.817074 + Penalty 1340.016999 = -85846.800075 nChanged 41 SP:Iteration 10Q (2018.038263 sec): 3 clusters Score: Raw -87221.654999 + Penalty 1340.016999 = -85881.637999 nChanged 39 SP:Iteration 11Q (2018.085104 sec): 3 clusters Score: Raw -87249.655078 + Penalty 1340.016999 = -85909.638079 nChanged 28 SP:Iteration 12Q (2018.134932 sec): 3 clusters Score: Raw -87270.955039 + Penalty 1340.016999 = -85930.938040 nChanged 20 SP:Iteration 13Q (2018.172447 sec): 3 clusters Score: Raw -87286.514765 + Penalty 1340.016999 = -85946.497766 nChanged 19 SP:Iteration 14Q (2018.222851 sec): 3 clusters Score: Raw -87301.628552 + Penalty 1340.016999 = -85961.611552 nChanged 18 SP:Iteration 15Q (2018.269761 sec): 3 clusters Score: Raw -87313.422827 + Penalty 1340.016999 = -85973.405828 nChanged 18 SP:Iteration 16Q (2018.319650 sec): 3 clusters Score: Raw -87324.568836 + Penalty 1340.016999 = -85984.551837 nChanged 17 SP:Iteration 17Q (2018.367901 sec): 3 clusters Score: Raw -87333.697726 + Penalty 1340.016999 = -85993.680727 nChanged 11 SP:Iteration 18Q (2018.415035 sec): 3 clusters Score: Raw -87340.031185 + Penalty 1340.016999 = -86000.014186 nChanged 11 SP:Iteration 19Q (2018.458240 sec): 3 clusters Score: Raw -87347.481825 + Penalty 1340.016999 = -86007.464826 nChanged 7 SP:Iteration 20F (2018.500703 sec): 3 clusters Score: Raw -87357.937748 + Penalty 1340.016999 = -86017.920749 nChanged 17 SP:Iteration 21Q (2018.549960 sec): 3 clusters Score: Raw -87382.655314 + Penalty 1340.016999 = -86042.638315 nChanged 15 SP:Iteration 22Q (2018.596271 sec): 3 clusters Score: Raw -87395.603884 + Penalty 1340.016999 = -86055.586885 nChanged 9 SP:Iteration 23Q (2018.649036 sec): 3 clusters Score: Raw -87403.034066 + Penalty 1340.016999 = -86063.017067 nChanged 6 SP:Iteration 24Q (2018.680373 sec): 3 clusters Score: Raw -87408.864550 + Penalty 1340.016999 = -86068.847550 nChanged 5 SP:Iteration 25Q (2018.739553 sec): 3 clusters Score: Raw -87418.008584 + Penalty 1340.016999 = -86077.991585 nChanged 4 SP:Iteration 26Q (2018.784030 sec): 3 clusters Score: Raw -87422.481909 + Penalty 1340.016999 = -86082.464910 nChanged 7 SP:Iteration 27Q (2018.828754 sec): 3 clusters Score: Raw -87429.211092 + Penalty 1340.016999 = -86089.194092 nChanged 3 SP:Iteration 28Q (2018.871958 sec): 3 clusters Score: Raw -87431.133776 + Penalty 1340.016999 = -86091.116776 nChanged 2 SP:Iteration 29Q (2018.908919 sec): 3 clusters Score: Raw -87431.789699 + Penalty 1340.016999 = -86091.772700 nChanged 0 SP:Iteration 30F (2018.956883 sec): 3 clusters Score: Raw -87431.789699 + Penalty 1340.016999 = -86091.772700 nChanged 0 Trying to split cluster 19 (2210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2018.975383 sec): 2 clusters Score: Raw -191609.795549 + Penalty 731.571040 = -190878.224508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2019.020838 sec): 3 clusters Score: Raw -190505.021061 + Penalty 1463.142081 = -189041.878980 nChanged 845 SP:Iteration 1F (2019.062751 sec): 3 clusters Score: Raw -190970.370704 + Penalty 1463.142081 = -189507.228623 nChanged 164 SP:Iteration 2F (2019.107868 sec): 3 clusters Score: Raw -191073.115475 + Penalty 1463.142081 = -189609.973394 nChanged 126 SP:Iteration 3F (2019.156413 sec): 3 clusters Score: Raw -191141.806287 + Penalty 1463.142081 = -189678.664206 nChanged 99 SP:Iteration 4Q (2019.214183 sec): 3 clusters Score: Raw -191201.601863 + Penalty 1463.142081 = -189738.459782 nChanged 100 SP:Iteration 5Q (2019.256358 sec): 3 clusters Score: Raw -191267.182867 + Penalty 1463.142081 = -189804.040786 nChanged 83 SP:Iteration 6Q (2019.293344 sec): 3 clusters Score: Raw -191325.963068 + Penalty 1463.142081 = -189862.820987 nChanged 80 SP:Iteration 7Q (2019.346621 sec): 3 clusters Score: Raw -191378.655351 + Penalty 1463.142081 = -189915.513270 nChanged 81 SP:Iteration 8Q (2019.393664 sec): 3 clusters Score: Raw -191434.071869 + Penalty 1463.142081 = -189970.929788 nChanged 74 SP:Iteration 9Q (2019.439639 sec): 3 clusters Score: Raw -191486.749515 + Penalty 1463.142081 = -190023.607435 nChanged 72 SP:Iteration 10Q (2019.490182 sec): 3 clusters Score: Raw -191540.641519 + Penalty 1463.142081 = -190077.499439 nChanged 81 SP:Iteration 11Q (2019.534556 sec): 3 clusters Score: Raw -191605.301086 + Penalty 1463.142081 = -190142.159005 nChanged 75 SP:Iteration 12Q (2019.563344 sec): 3 clusters Score: Raw -191675.057736 + Penalty 1463.142081 = -190211.915655 nChanged 88 SP:Iteration 13Q (2019.614737 sec): 3 clusters Score: Raw -191776.825822 + Penalty 1463.142081 = -190313.683741 nChanged 94 SP:Iteration 14Q (2019.649940 sec): 3 clusters Score: Raw -191896.312012 + Penalty 1463.142081 = -190433.169931 nChanged 83 SP:Iteration 15Q (2019.701624 sec): 3 clusters Score: Raw -191981.722903 + Penalty 1463.142081 = -190518.580822 nChanged 67 SP:Iteration 16Q (2019.739433 sec): 3 clusters Score: Raw -192035.191115 + Penalty 1463.142081 = -190572.049034 nChanged 41 SP:Iteration 17Q (2019.790296 sec): 3 clusters Score: Raw -192062.158448 + Penalty 1463.142081 = -190599.016367 nChanged 27 SP:Iteration 18Q (2019.830621 sec): 3 clusters Score: Raw -192073.845121 + Penalty 1463.142081 = -190610.703040 nChanged 15 SP:Iteration 19Q (2019.875962 sec): 3 clusters Score: Raw -192078.765897 + Penalty 1463.142081 = -190615.623816 nChanged 9 SP:Iteration 20F (2019.922066 sec): 3 clusters Score: Raw -192081.955128 + Penalty 1463.142081 = -190618.813047 nChanged 7 SP:Iteration 21Q (2019.970890 sec): 3 clusters Score: Raw -192083.990874 + Penalty 1463.142081 = -190620.848793 nChanged 5 SP:Iteration 22Q (2020.010660 sec): 3 clusters Score: Raw -192085.483590 + Penalty 1463.142081 = -190622.341509 nChanged 3 SP:Iteration 23Q (2020.048383 sec): 3 clusters Score: Raw -192086.253151 + Penalty 1463.142081 = -190623.111070 nChanged 4 SP:Iteration 24Q (2020.093699 sec): 3 clusters Score: Raw -192087.999152 + Penalty 1463.142081 = -190624.857071 nChanged 3 SP:Iteration 25Q (2020.132315 sec): 3 clusters Score: Raw -192088.879966 + Penalty 1463.142081 = -190625.737885 nChanged 3 SP:Iteration 26Q (2020.175021 sec): 3 clusters Score: Raw -192089.406517 + Penalty 1463.142081 = -190626.264436 nChanged 0 SP:Iteration 27F (2020.230353 sec): 3 clusters Score: Raw -192089.406517 + Penalty 1463.142081 = -190626.264436 nChanged 0 Trying to split cluster 20 (20859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2020.277950 sec): 2 clusters Score: Raw -1902821.925319 + Penalty 944.826375 = -1901877.098944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2020.348845 sec): 3 clusters Score: Raw -1889769.509406 + Penalty 1889.652750 = -1887879.856656 nChanged 9776 SP:Iteration 1F (2020.410571 sec): 3 clusters Score: Raw -1895472.875388 + Penalty 1889.652750 = -1893583.222638 nChanged 1183 SP:Iteration 2F (2020.481311 sec): 3 clusters Score: Raw -1896102.061314 + Penalty 1889.652750 = -1894212.408564 nChanged 1328 SP:Iteration 3F (2020.555932 sec): 3 clusters Score: Raw -1897053.825795 + Penalty 1889.652750 = -1895164.173045 nChanged 1458 SP:Iteration 4F (2020.617305 sec): 3 clusters Score: Raw -1898212.880686 + Penalty 1889.652750 = -1896323.227937 nChanged 1630 SP:Iteration 5F (2020.691921 sec): 3 clusters Score: Raw -1899566.417306 + Penalty 1889.652750 = -1897676.764556 nChanged 1477 SP:Iteration 6F (2020.759853 sec): 3 clusters Score: Raw -1900671.364789 + Penalty 1889.652750 = -1898781.712039 nChanged 1071 SP:Iteration 7F (2020.831887 sec): 3 clusters Score: Raw -1901298.658434 + Penalty 1889.652750 = -1899409.005684 nChanged 672 SP:Iteration 8Q (2020.898019 sec): 3 clusters Score: Raw -1901591.702336 + Penalty 1889.652750 = -1899702.049586 nChanged 453 SP:Iteration 9Q (2020.973066 sec): 3 clusters Score: Raw -1901772.330640 + Penalty 1889.652750 = -1899882.677890 nChanged 347 SP:Iteration 10Q (2021.043929 sec): 3 clusters Score: Raw -1901906.530019 + Penalty 1889.652750 = -1900016.877269 nChanged 310 SP:Iteration 11Q (2021.124786 sec): 3 clusters Score: Raw -1902011.596248 + Penalty 1889.652750 = -1900121.943498 nChanged 297 SP:Iteration 12Q (2021.197544 sec): 3 clusters Score: Raw -1902105.888613 + Penalty 1889.652750 = -1900216.235864 nChanged 273 SP:Iteration 13Q (2021.273151 sec): 3 clusters Score: Raw -1902191.324210 + Penalty 1889.652750 = -1900301.671460 nChanged 239 SP:Iteration 14Q (2021.347875 sec): 3 clusters Score: Raw -1902264.452448 + Penalty 1889.652750 = -1900374.799698 nChanged 252 SP:Iteration 15Q (2021.422071 sec): 3 clusters Score: Raw -1902345.288843 + Penalty 1889.652750 = -1900455.636094 nChanged 253 SP:Iteration 16Q (2021.493682 sec): 3 clusters Score: Raw -1902429.789144 + Penalty 1889.652750 = -1900540.136394 nChanged 245 SP:Iteration 17Q (2021.560325 sec): 3 clusters Score: Raw -1902501.989254 + Penalty 1889.652750 = -1900612.336504 nChanged 211 SP:Iteration 18Q (2021.642638 sec): 3 clusters Score: Raw -1902561.666775 + Penalty 1889.652750 = -1900672.014026 nChanged 188 SP:Iteration 19Q (2021.706005 sec): 3 clusters Score: Raw -1902607.887269 + Penalty 1889.652750 = -1900718.234519 nChanged 161 SP:Iteration 20F (2021.774685 sec): 3 clusters Score: Raw -1902646.199476 + Penalty 1889.652750 = -1900756.546726 nChanged 148 SP:Iteration 21Q (2021.849553 sec): 3 clusters Score: Raw -1902679.301826 + Penalty 1889.652750 = -1900789.649076 nChanged 139 SP:Iteration 22Q (2021.928786 sec): 3 clusters Score: Raw -1902711.279669 + Penalty 1889.652750 = -1900821.626920 nChanged 146 SP:Iteration 23Q (2021.999359 sec): 3 clusters Score: Raw -1902749.126697 + Penalty 1889.652750 = -1900859.473947 nChanged 148 SP:Iteration 24Q (2022.069816 sec): 3 clusters Score: Raw -1902781.752781 + Penalty 1889.652750 = -1900892.100031 nChanged 134 SP:Iteration 25Q (2022.133788 sec): 3 clusters Score: Raw -1902817.611917 + Penalty 1889.652750 = -1900927.959168 nChanged 139 SP:Iteration 26Q (2022.203829 sec): 3 clusters Score: Raw -1902851.392531 + Penalty 1889.652750 = -1900961.739782 nChanged 134 SP:Iteration 27Q (2022.289451 sec): 3 clusters Score: Raw -1902885.901766 + Penalty 1889.652750 = -1900996.249016 nChanged 130 SP:Iteration 28Q (2022.354447 sec): 3 clusters Score: Raw -1902922.705541 + Penalty 1889.652750 = -1901033.052791 nChanged 124 SP:Iteration 29Q (2022.415517 sec): 3 clusters Score: Raw -1902963.253036 + Penalty 1889.652750 = -1901073.600286 nChanged 121 SP:Iteration 30Q (2022.499317 sec): 3 clusters Score: Raw -1903006.294318 + Penalty 1889.652750 = -1901116.641568 nChanged 125 SP:Iteration 31Q (2022.567435 sec): 3 clusters Score: Raw -1903052.656501 + Penalty 1889.652750 = -1901163.003751 nChanged 114 SP:Iteration 32Q (2022.642241 sec): 3 clusters Score: Raw -1903090.283970 + Penalty 1889.652750 = -1901200.631220 nChanged 103 SP:Iteration 33Q (2022.702747 sec): 3 clusters Score: Raw -1903119.932463 + Penalty 1889.652750 = -1901230.279713 nChanged 84 SP:Iteration 34Q (2022.773137 sec): 3 clusters Score: Raw -1903139.169550 + Penalty 1889.652750 = -1901249.516800 nChanged 71 SP:Iteration 35Q (2022.842162 sec): 3 clusters Score: Raw -1903155.712801 + Penalty 1889.652750 = -1901266.060051 nChanged 63 SP:Iteration 36Q (2022.911229 sec): 3 clusters Score: Raw -1903168.885013 + Penalty 1889.652750 = -1901279.232263 nChanged 51 SP:Iteration 37Q (2022.968118 sec): 3 clusters Score: Raw -1903178.876974 + Penalty 1889.652750 = -1901289.224224 nChanged 50 SP:Iteration 38Q (2023.039137 sec): 3 clusters Score: Raw -1903187.514312 + Penalty 1889.652750 = -1901297.861563 nChanged 45 SP:Iteration 39Q (2023.117912 sec): 3 clusters Score: Raw -1903194.876134 + Penalty 1889.652750 = -1901305.223384 nChanged 34 SP:Iteration 40F (2023.179454 sec): 3 clusters Score: Raw -1903198.773525 + Penalty 1889.652750 = -1901309.120775 nChanged 25 SP:Iteration 41Q (2023.253309 sec): 3 clusters Score: Raw -1903201.951746 + Penalty 1889.652750 = -1901312.298996 nChanged 25 SP:Iteration 42Q (2023.327323 sec): 3 clusters Score: Raw -1903205.180680 + Penalty 1889.652750 = -1901315.527931 nChanged 33 SP:Iteration 43Q (2023.396011 sec): 3 clusters Score: Raw -1903210.623948 + Penalty 1889.652750 = -1901320.971198 nChanged 35 SP:Iteration 44Q (2023.463873 sec): 3 clusters Score: Raw -1903217.192449 + Penalty 1889.652750 = -1901327.539699 nChanged 46 SP:Iteration 45Q (2023.535892 sec): 3 clusters Score: Raw -1903225.286868 + Penalty 1889.652750 = -1901335.634118 nChanged 40 SP:Iteration 46Q (2023.606834 sec): 3 clusters Score: Raw -1903231.846374 + Penalty 1889.652750 = -1901342.193625 nChanged 31 SP:Iteration 47Q (2023.678709 sec): 3 clusters Score: Raw -1903237.421601 + Penalty 1889.652750 = -1901347.768852 nChanged 32 SP:Iteration 48Q (2023.742799 sec): 3 clusters Score: Raw -1903242.286886 + Penalty 1889.652750 = -1901352.634137 nChanged 34 SP:Iteration 49Q (2023.812591 sec): 3 clusters Score: Raw -1903247.803998 + Penalty 1889.652750 = -1901358.151248 nChanged 28 SP:Iteration 50Q (2023.873966 sec): 3 clusters Score: Raw -1903251.807158 + Penalty 1889.652750 = -1901362.154408 nChanged 25 SP:Iteration 51Q (2023.953654 sec): 3 clusters Score: Raw -1903255.516592 + Penalty 1889.652750 = -1901365.863842 nChanged 22 SP:Iteration 52Q (2024.020914 sec): 3 clusters Score: Raw -1903258.701090 + Penalty 1889.652750 = -1901369.048340 nChanged 19 SP:Iteration 53Q (2024.089517 sec): 3 clusters Score: Raw -1903262.139695 + Penalty 1889.652750 = -1901372.486945 nChanged 22 SP:Iteration 54Q (2024.150550 sec): 3 clusters Score: Raw -1903265.296541 + Penalty 1889.652750 = -1901375.643791 nChanged 13 SP:Iteration 55Q (2024.218170 sec): 3 clusters Score: Raw -1903266.766499 + Penalty 1889.652750 = -1901377.113749 nChanged 13 SP:Iteration 56Q (2024.280527 sec): 3 clusters Score: Raw -1903268.532816 + Penalty 1889.652750 = -1901378.880066 nChanged 15 SP:Iteration 57Q (2024.343807 sec): 3 clusters Score: Raw -1903270.286709 + Penalty 1889.652750 = -1901380.633959 nChanged 9 SP:Iteration 58Q (2024.415045 sec): 3 clusters Score: Raw -1903271.314869 + Penalty 1889.652750 = -1901381.662119 nChanged 6 SP:Iteration 59Q (2024.485456 sec): 3 clusters Score: Raw -1903271.831937 + Penalty 1889.652750 = -1901382.179187 nChanged 4 SP:Iteration 60F (2024.546618 sec): 3 clusters Score: Raw -1903272.311699 + Penalty 1889.652750 = -1901382.658949 nChanged 6 SP:Iteration 61Q (2024.607391 sec): 3 clusters Score: Raw -1903273.137691 + Penalty 1889.652750 = -1901383.484941 nChanged 2 SP:Iteration 62Q (2024.670266 sec): 3 clusters Score: Raw -1903273.243868 + Penalty 1889.652750 = -1901383.591119 nChanged 2 SP:Iteration 63Q (2024.731362 sec): 3 clusters Score: Raw -1903273.282184 + Penalty 1889.652750 = -1901383.629434 nChanged 1 SP:Iteration 64Q (2024.805499 sec): 3 clusters Score: Raw -1903273.300375 + Penalty 1889.652750 = -1901383.647626 nChanged 0 SP:Iteration 65F (2024.886975 sec): 3 clusters Score: Raw -1903273.300375 + Penalty 1889.652750 = -1901383.647626 nChanged 0 Trying to split cluster 21 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2024.901717 sec): 2 clusters Score: Raw -5501.776252 + Penalty 472.789706 = -5028.986546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2024.944112 sec): 3 clusters Score: Raw -5672.011075 + Penalty 945.579411 = -4726.431664 nChanged 36 SP:Iteration 1F (2024.993354 sec): 3 clusters Score: Raw -5816.143131 + Penalty 945.579411 = -4870.563720 nChanged 14 SP:Iteration 2F (2025.043303 sec): 3 clusters Score: Raw -5881.928189 + Penalty 945.579411 = -4936.348778 nChanged 4 SP:Iteration 3Q (2025.079468 sec): 3 clusters Score: Raw -5892.209762 + Penalty 945.579411 = -4946.630351 nChanged 2 SP:Iteration 4Q (2025.126099 sec): 3 clusters Score: Raw -5912.945047 + Penalty 945.579411 = -4967.365636 nChanged 2 SP:Iteration 5Q (2025.162282 sec): 3 clusters Score: Raw -5922.037409 + Penalty 945.579411 = -4976.457998 nChanged 0 SP:Iteration 6F (2025.212402 sec): 3 clusters Score: Raw -5922.037409 + Penalty 945.579411 = -4976.457998 nChanged 0 Trying to split cluster 22 (10474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2025.241800 sec): 2 clusters Score: Raw -768606.714417 + Penalty 879.381871 = -767727.332546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2025.303056 sec): 3 clusters Score: Raw -762339.573821 + Penalty 1758.763742 = -760580.810078 nChanged 4752 SP:Iteration 1F (2025.368913 sec): 3 clusters Score: Raw -765586.348462 + Penalty 1758.763742 = -763827.584720 nChanged 906 SP:Iteration 2F (2025.416493 sec): 3 clusters Score: Raw -766249.490678 + Penalty 1758.763742 = -764490.726936 nChanged 791 SP:Iteration 3F (2025.482392 sec): 3 clusters Score: Raw -766816.174827 + Penalty 1758.763742 = -765057.411085 nChanged 709 SP:Iteration 4F (2025.548641 sec): 3 clusters Score: Raw -767284.121888 + Penalty 1758.763742 = -765525.358146 nChanged 615 SP:Iteration 5F (2025.598416 sec): 3 clusters Score: Raw -767669.952241 + Penalty 1758.763742 = -765911.188499 nChanged 500 SP:Iteration 6Q (2025.654873 sec): 3 clusters Score: Raw -767940.796519 + Penalty 1758.763742 = -766182.032777 nChanged 366 SP:Iteration 7Q (2025.712623 sec): 3 clusters Score: Raw -768094.291018 + Penalty 1758.763742 = -766335.527276 nChanged 237 SP:Iteration 8Q (2025.761062 sec): 3 clusters Score: Raw -768189.599630 + Penalty 1758.763742 = -766430.835888 nChanged 228 SP:Iteration 9Q (2025.831121 sec): 3 clusters Score: Raw -768259.680664 + Penalty 1758.763742 = -766500.916921 nChanged 169 SP:Iteration 10Q (2025.893705 sec): 3 clusters Score: Raw -768311.986093 + Penalty 1758.763742 = -766553.222351 nChanged 172 SP:Iteration 11Q (2025.950569 sec): 3 clusters Score: Raw -768362.690964 + Penalty 1758.763742 = -766603.927222 nChanged 146 SP:Iteration 12Q (2026.002937 sec): 3 clusters Score: Raw -768410.530850 + Penalty 1758.763742 = -766651.767108 nChanged 137 SP:Iteration 13Q (2026.075486 sec): 3 clusters Score: Raw -768449.527768 + Penalty 1758.763742 = -766690.764026 nChanged 108 SP:Iteration 14Q (2026.129451 sec): 3 clusters Score: Raw -768474.831075 + Penalty 1758.763742 = -766716.067333 nChanged 99 SP:Iteration 15Q (2026.186173 sec): 3 clusters Score: Raw -768498.503268 + Penalty 1758.763742 = -766739.739526 nChanged 83 SP:Iteration 16Q (2026.247319 sec): 3 clusters Score: Raw -768517.664838 + Penalty 1758.763742 = -766758.901096 nChanged 80 SP:Iteration 17Q (2026.298617 sec): 3 clusters Score: Raw -768534.374243 + Penalty 1758.763742 = -766775.610501 nChanged 66 SP:Iteration 18Q (2026.361296 sec): 3 clusters Score: Raw -768547.847290 + Penalty 1758.763742 = -766789.083548 nChanged 54 SP:Iteration 19Q (2026.420628 sec): 3 clusters Score: Raw -768556.244491 + Penalty 1758.763742 = -766797.480749 nChanged 54 SP:Iteration 20F (2026.469619 sec): 3 clusters Score: Raw -768565.237808 + Penalty 1758.763742 = -766806.474066 nChanged 58 SP:Iteration 21Q (2026.536734 sec): 3 clusters Score: Raw -768575.252517 + Penalty 1758.763742 = -766816.488775 nChanged 57 SP:Iteration 22Q (2026.589358 sec): 3 clusters Score: Raw -768584.095867 + Penalty 1758.763742 = -766825.332125 nChanged 43 SP:Iteration 23Q (2026.650123 sec): 3 clusters Score: Raw -768589.794582 + Penalty 1758.763742 = -766831.030839 nChanged 35 SP:Iteration 24Q (2026.708947 sec): 3 clusters Score: Raw -768595.600689 + Penalty 1758.763742 = -766836.836947 nChanged 37 SP:Iteration 25Q (2026.772633 sec): 3 clusters Score: Raw -768601.571178 + Penalty 1758.763742 = -766842.807436 nChanged 32 SP:Iteration 26Q (2026.831545 sec): 3 clusters Score: Raw -768606.236568 + Penalty 1758.763742 = -766847.472826 nChanged 28 SP:Iteration 27Q (2026.888787 sec): 3 clusters Score: Raw -768610.374216 + Penalty 1758.763742 = -766851.610474 nChanged 32 SP:Iteration 28Q (2026.940466 sec): 3 clusters Score: Raw -768615.485190 + Penalty 1758.763742 = -766856.721447 nChanged 34 SP:Iteration 29Q (2026.992154 sec): 3 clusters Score: Raw -768620.569480 + Penalty 1758.763742 = -766861.805738 nChanged 27 SP:Iteration 30Q (2027.049101 sec): 3 clusters Score: Raw -768624.200600 + Penalty 1758.763742 = -766865.436858 nChanged 21 SP:Iteration 31Q (2027.108919 sec): 3 clusters Score: Raw -768626.287817 + Penalty 1758.763742 = -766867.524075 nChanged 30 SP:Iteration 32Q (2027.164353 sec): 3 clusters Score: Raw -768631.023486 + Penalty 1758.763742 = -766872.259743 nChanged 38 SP:Iteration 33Q (2027.219040 sec): 3 clusters Score: Raw -768636.011194 + Penalty 1758.763742 = -766877.247452 nChanged 37 SP:Iteration 34Q (2027.285646 sec): 3 clusters Score: Raw -768640.377668 + Penalty 1758.763742 = -766881.613926 nChanged 31 SP:Iteration 35Q (2027.333151 sec): 3 clusters Score: Raw -768644.288145 + Penalty 1758.763742 = -766885.524403 nChanged 26 SP:Iteration 36Q (2027.398994 sec): 3 clusters Score: Raw -768646.523636 + Penalty 1758.763742 = -766887.759894 nChanged 19 SP:Iteration 37Q (2027.449705 sec): 3 clusters Score: Raw -768648.891317 + Penalty 1758.763742 = -766890.127575 nChanged 13 SP:Iteration 38Q (2027.505682 sec): 3 clusters Score: Raw -768649.850879 + Penalty 1758.763742 = -766891.087137 nChanged 7 SP:Iteration 39Q (2027.565755 sec): 3 clusters Score: Raw -768650.543371 + Penalty 1758.763742 = -766891.779629 nChanged 9 SP:Iteration 40F (2027.620899 sec): 3 clusters Score: Raw -768651.298682 + Penalty 1758.763742 = -766892.534940 nChanged 11 SP:Iteration 41Q (2027.667715 sec): 3 clusters Score: Raw -768652.510730 + Penalty 1758.763742 = -766893.746988 nChanged 19 SP:Iteration 42Q (2027.730175 sec): 3 clusters Score: Raw -768654.898542 + Penalty 1758.763742 = -766896.134800 nChanged 20 SP:Iteration 43Q (2027.783730 sec): 3 clusters Score: Raw -768658.301317 + Penalty 1758.763742 = -766899.537575 nChanged 28 SP:Iteration 44Q (2027.839819 sec): 3 clusters Score: Raw -768662.169144 + Penalty 1758.763742 = -766903.405402 nChanged 22 SP:Iteration 45Q (2027.906619 sec): 3 clusters Score: Raw -768664.839780 + Penalty 1758.763742 = -766906.076038 nChanged 24 SP:Iteration 46Q (2027.959580 sec): 3 clusters Score: Raw -768668.364923 + Penalty 1758.763742 = -766909.601181 nChanged 27 SP:Iteration 47Q (2028.007224 sec): 3 clusters Score: Raw -768672.856418 + Penalty 1758.763742 = -766914.092676 nChanged 26 SP:Iteration 48Q (2028.073636 sec): 3 clusters Score: Raw -768676.081239 + Penalty 1758.763742 = -766917.317496 nChanged 30 SP:Iteration 49Q (2028.129881 sec): 3 clusters Score: Raw -768679.566401 + Penalty 1758.763742 = -766920.802659 nChanged 26 SP:Iteration 50Q (2028.183011 sec): 3 clusters Score: Raw -768683.496797 + Penalty 1758.763742 = -766924.733055 nChanged 30 SP:Iteration 51Q (2028.233834 sec): 3 clusters Score: Raw -768688.436163 + Penalty 1758.763742 = -766929.672421 nChanged 39 SP:Iteration 52Q (2028.290689 sec): 3 clusters Score: Raw -768693.827475 + Penalty 1758.763742 = -766935.063733 nChanged 36 SP:Iteration 53Q (2028.351459 sec): 3 clusters Score: Raw -768698.022882 + Penalty 1758.763742 = -766939.259140 nChanged 24 SP:Iteration 54Q (2028.409879 sec): 3 clusters Score: Raw -768700.476781 + Penalty 1758.763742 = -766941.713039 nChanged 23 SP:Iteration 55Q (2028.462916 sec): 3 clusters Score: Raw -768702.745242 + Penalty 1758.763742 = -766943.981500 nChanged 21 SP:Iteration 56Q (2028.521318 sec): 3 clusters Score: Raw -768704.990903 + Penalty 1758.763742 = -766946.227161 nChanged 26 SP:Iteration 57Q (2028.591214 sec): 3 clusters Score: Raw -768707.698183 + Penalty 1758.763742 = -766948.934441 nChanged 29 SP:Iteration 58Q (2028.646359 sec): 3 clusters Score: Raw -768711.928100 + Penalty 1758.763742 = -766953.164358 nChanged 27 SP:Iteration 59Q (2028.694218 sec): 3 clusters Score: Raw -768716.211567 + Penalty 1758.763742 = -766957.447825 nChanged 24 SP:Iteration 60F (2028.759635 sec): 3 clusters Score: Raw -768718.483755 + Penalty 1758.763742 = -766959.720013 nChanged 21 SP:Iteration 61Q (2028.816985 sec): 3 clusters Score: Raw -768720.988030 + Penalty 1758.763742 = -766962.224288 nChanged 31 SP:Iteration 62Q (2028.876023 sec): 3 clusters Score: Raw -768724.147775 + Penalty 1758.763742 = -766965.384033 nChanged 29 SP:Iteration 63Q (2028.941100 sec): 3 clusters Score: Raw -768727.261234 + Penalty 1758.763742 = -766968.497492 nChanged 23 SP:Iteration 64Q (2028.992438 sec): 3 clusters Score: Raw -768729.899297 + Penalty 1758.763742 = -766971.135554 nChanged 24 SP:Iteration 65Q (2029.054385 sec): 3 clusters Score: Raw -768732.164161 + Penalty 1758.763742 = -766973.400419 nChanged 18 SP:Iteration 66Q (2029.123577 sec): 3 clusters Score: Raw -768733.782993 + Penalty 1758.763742 = -766975.019251 nChanged 17 SP:Iteration 67Q (2029.181596 sec): 3 clusters Score: Raw -768735.627960 + Penalty 1758.763742 = -766976.864218 nChanged 14 SP:Iteration 68Q (2029.237797 sec): 3 clusters Score: Raw -768736.953676 + Penalty 1758.763742 = -766978.189934 nChanged 14 SP:Iteration 69Q (2029.280705 sec): 3 clusters Score: Raw -768738.221182 + Penalty 1758.763742 = -766979.457440 nChanged 12 SP:Iteration 70Q (2029.335843 sec): 3 clusters Score: Raw -768739.041426 + Penalty 1758.763742 = -766980.277683 nChanged 9 SP:Iteration 71Q (2029.399165 sec): 3 clusters Score: Raw -768739.833732 + Penalty 1758.763742 = -766981.069990 nChanged 6 SP:Iteration 72Q (2029.451656 sec): 3 clusters Score: Raw -768740.203362 + Penalty 1758.763742 = -766981.439619 nChanged 4 SP:Iteration 73Q (2029.512911 sec): 3 clusters Score: Raw -768740.426173 + Penalty 1758.763742 = -766981.662431 nChanged 1 SP:Iteration 74Q (2029.571397 sec): 3 clusters Score: Raw -768740.440831 + Penalty 1758.763742 = -766981.677089 nChanged 1 SP:Iteration 75Q (2029.619249 sec): 3 clusters Score: Raw -768740.479524 + Penalty 1758.763742 = -766981.715781 nChanged 1 SP:Iteration 76Q (2029.688280 sec): 3 clusters Score: Raw -768740.533376 + Penalty 1758.763742 = -766981.769634 nChanged 2 SP:Iteration 77Q (2029.729725 sec): 3 clusters Score: Raw -768740.632463 + Penalty 1758.763742 = -766981.868721 nChanged 1 SP:Iteration 78Q (2029.787396 sec): 3 clusters Score: Raw -768740.700696 + Penalty 1758.763742 = -766981.936953 nChanged 3 SP:Iteration 79Q (2029.845194 sec): 3 clusters Score: Raw -768740.796171 + Penalty 1758.763742 = -766982.032429 nChanged 1 SP:Iteration 80F (2029.893148 sec): 3 clusters Score: Raw -768740.849490 + Penalty 1758.763742 = -766982.085747 nChanged 1 SP:Iteration 81Q (2029.948166 sec): 3 clusters Score: Raw -768740.915253 + Penalty 1758.763742 = -766982.151511 nChanged 2 SP:Iteration 82Q (2030.011269 sec): 3 clusters Score: Raw -768741.079389 + Penalty 1758.763742 = -766982.315647 nChanged 4 SP:Iteration 83Q (2030.058755 sec): 3 clusters Score: Raw -768741.284239 + Penalty 1758.763742 = -766982.520497 nChanged 4 SP:Iteration 84Q (2030.111547 sec): 3 clusters Score: Raw -768741.608351 + Penalty 1758.763742 = -766982.844609 nChanged 7 SP:Iteration 85Q (2030.164373 sec): 3 clusters Score: Raw -768742.139038 + Penalty 1758.763742 = -766983.375296 nChanged 5 SP:Iteration 86Q (2030.229781 sec): 3 clusters Score: Raw -768742.373585 + Penalty 1758.763742 = -766983.609843 nChanged 3 SP:Iteration 87Q (2030.273220 sec): 3 clusters Score: Raw -768742.627647 + Penalty 1758.763742 = -766983.863905 nChanged 5 SP:Iteration 88Q (2030.328608 sec): 3 clusters Score: Raw -768743.102665 + Penalty 1758.763742 = -766984.338923 nChanged 10 SP:Iteration 89Q (2030.383157 sec): 3 clusters Score: Raw -768743.721784 + Penalty 1758.763742 = -766984.958041 nChanged 6 SP:Iteration 90Q (2030.441742 sec): 3 clusters Score: Raw -768744.207026 + Penalty 1758.763742 = -766985.443284 nChanged 2 SP:Iteration 91Q (2030.499170 sec): 3 clusters Score: Raw -768744.303927 + Penalty 1758.763742 = -766985.540184 nChanged 1 SP:Iteration 92Q (2030.555676 sec): 3 clusters Score: Raw -768744.329523 + Penalty 1758.763742 = -766985.565781 nChanged 1 SP:Iteration 93Q (2030.618510 sec): 3 clusters Score: Raw -768744.388544 + Penalty 1758.763742 = -766985.624802 nChanged 0 SP:Iteration 94F (2030.665551 sec): 3 clusters Score: Raw -768744.388544 + Penalty 1758.763742 = -766985.624802 nChanged 0 Trying to split cluster 23 (1196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2030.686354 sec): 2 clusters Score: Raw -98172.183132 + Penalty 673.240104 = -97498.943028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2030.740024 sec): 3 clusters Score: Raw -97660.279478 + Penalty 1346.480208 = -96313.799270 nChanged 422 SP:Iteration 1F (2030.784846 sec): 3 clusters Score: Raw -97993.667973 + Penalty 1346.480208 = -96647.187765 nChanged 111 SP:Iteration 2F (2030.829316 sec): 3 clusters Score: Raw -98117.400275 + Penalty 1346.480208 = -96770.920067 nChanged 73 SP:Iteration 3F (2030.872801 sec): 3 clusters Score: Raw -98182.979300 + Penalty 1346.480208 = -96836.499092 nChanged 47 SP:Iteration 4Q (2030.916154 sec): 3 clusters Score: Raw -98226.697494 + Penalty 1346.480208 = -96880.217287 nChanged 57 SP:Iteration 5Q (2030.967478 sec): 3 clusters Score: Raw -98281.053935 + Penalty 1346.480208 = -96934.573728 nChanged 45 SP:Iteration 6Q (2031.018564 sec): 3 clusters Score: Raw -98322.980181 + Penalty 1346.480208 = -96976.499974 nChanged 40 SP:Iteration 7Q (2031.054068 sec): 3 clusters Score: Raw -98364.276700 + Penalty 1346.480208 = -97017.796493 nChanged 31 SP:Iteration 8Q (2031.100720 sec): 3 clusters Score: Raw -98386.228652 + Penalty 1346.480208 = -97039.748444 nChanged 17 SP:Iteration 9Q (2031.145831 sec): 3 clusters Score: Raw -98398.171326 + Penalty 1346.480208 = -97051.691118 nChanged 13 SP:Iteration 10Q (2031.200331 sec): 3 clusters Score: Raw -98406.875117 + Penalty 1346.480208 = -97060.394909 nChanged 14 SP:Iteration 11Q (2031.243668 sec): 3 clusters Score: Raw -98417.724666 + Penalty 1346.480208 = -97071.244459 nChanged 7 SP:Iteration 12Q (2031.290143 sec): 3 clusters Score: Raw -98421.975280 + Penalty 1346.480208 = -97075.495073 nChanged 8 SP:Iteration 13Q (2031.328153 sec): 3 clusters Score: Raw -98424.955740 + Penalty 1346.480208 = -97078.475533 nChanged 1 SP:Iteration 14Q (2031.372293 sec): 3 clusters Score: Raw -98425.874059 + Penalty 1346.480208 = -97079.393852 nChanged 2 SP:Iteration 15Q (2031.418857 sec): 3 clusters Score: Raw -98426.814026 + Penalty 1346.480208 = -97080.333819 nChanged 2 SP:Iteration 16Q (2031.475969 sec): 3 clusters Score: Raw -98428.033840 + Penalty 1346.480208 = -97081.553632 nChanged 1 SP:Iteration 17Q (2031.523337 sec): 3 clusters Score: Raw -98428.876269 + Penalty 1346.480208 = -97082.396061 nChanged 1 SP:Iteration 18Q (2031.573472 sec): 3 clusters Score: Raw -98429.789821 + Penalty 1346.480208 = -97083.309614 nChanged 3 SP:Iteration 19Q (2031.613735 sec): 3 clusters Score: Raw -98431.058939 + Penalty 1346.480208 = -97084.578732 nChanged 2 SP:Iteration 20F (2031.665092 sec): 3 clusters Score: Raw -98432.589938 + Penalty 1346.480208 = -97086.109731 nChanged 3 SP:Iteration 21Q (2031.705411 sec): 3 clusters Score: Raw -98433.382753 + Penalty 1346.480208 = -97086.902545 nChanged 4 SP:Iteration 22Q (2031.743122 sec): 3 clusters Score: Raw -98434.900199 + Penalty 1346.480208 = -97088.419992 nChanged 1 SP:Iteration 23Q (2031.798991 sec): 3 clusters Score: Raw -98435.472936 + Penalty 1346.480208 = -97088.992729 nChanged 1 SP:Iteration 24Q (2031.834656 sec): 3 clusters Score: Raw -98435.604479 + Penalty 1346.480208 = -97089.124272 nChanged 0 SP:Iteration 25F (2031.882512 sec): 3 clusters Score: Raw -98435.604479 + Penalty 1346.480208 = -97089.124272 nChanged 0 Trying to split cluster 24 (5234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2031.922105 sec): 2 clusters Score: Raw -447033.170041 + Penalty 813.478453 = -446219.691588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2031.962826 sec): 3 clusters Score: Raw -444061.427534 + Penalty 1626.956906 = -442434.470628 nChanged 2235 SP:Iteration 1F (2032.024199 sec): 3 clusters Score: Raw -445321.684566 + Penalty 1626.956906 = -443694.727660 nChanged 370 SP:Iteration 2F (2032.064532 sec): 3 clusters Score: Raw -445538.243555 + Penalty 1626.956906 = -443911.286650 nChanged 336 SP:Iteration 3F (2032.116365 sec): 3 clusters Score: Raw -445734.276723 + Penalty 1626.956906 = -444107.319817 nChanged 317 SP:Iteration 4F (2032.179822 sec): 3 clusters Score: Raw -445910.329018 + Penalty 1626.956906 = -444283.372112 nChanged 270 SP:Iteration 5F (2032.229989 sec): 3 clusters Score: Raw -446060.583259 + Penalty 1626.956906 = -444433.626353 nChanged 259 SP:Iteration 6Q (2032.279104 sec): 3 clusters Score: Raw -446231.274161 + Penalty 1626.956906 = -444604.317256 nChanged 244 SP:Iteration 7Q (2032.331916 sec): 3 clusters Score: Raw -446388.729882 + Penalty 1626.956906 = -444761.772977 nChanged 205 SP:Iteration 8Q (2032.386116 sec): 3 clusters Score: Raw -446520.004247 + Penalty 1626.956906 = -444893.047342 nChanged 170 SP:Iteration 9Q (2032.439531 sec): 3 clusters Score: Raw -446619.386093 + Penalty 1626.956906 = -444992.429187 nChanged 140 SP:Iteration 10Q (2032.482006 sec): 3 clusters Score: Raw -446700.522356 + Penalty 1626.956906 = -445073.565450 nChanged 114 SP:Iteration 11Q (2032.533617 sec): 3 clusters Score: Raw -446771.804040 + Penalty 1626.956906 = -445144.847134 nChanged 112 SP:Iteration 12Q (2032.574102 sec): 3 clusters Score: Raw -446844.149216 + Penalty 1626.956906 = -445217.192310 nChanged 96 SP:Iteration 13Q (2032.633466 sec): 3 clusters Score: Raw -446896.942316 + Penalty 1626.956906 = -445269.985410 nChanged 85 SP:Iteration 14Q (2032.684594 sec): 3 clusters Score: Raw -446942.135051 + Penalty 1626.956906 = -445315.178145 nChanged 72 SP:Iteration 15Q (2032.737243 sec): 3 clusters Score: Raw -446976.932110 + Penalty 1626.956906 = -445349.975205 nChanged 48 SP:Iteration 16Q (2032.794912 sec): 3 clusters Score: Raw -446995.275155 + Penalty 1626.956906 = -445368.318249 nChanged 38 SP:Iteration 17Q (2032.838530 sec): 3 clusters Score: Raw -447009.013291 + Penalty 1626.956906 = -445382.056385 nChanged 39 SP:Iteration 18Q (2032.901132 sec): 3 clusters Score: Raw -447027.416663 + Penalty 1626.956906 = -445400.459757 nChanged 41 SP:Iteration 19Q (2032.949550 sec): 3 clusters Score: Raw -447045.945728 + Penalty 1626.956906 = -445418.988822 nChanged 39 SP:Iteration 20F (2033.004872 sec): 3 clusters Score: Raw -447063.033771 + Penalty 1626.956906 = -445436.076865 nChanged 42 SP:Iteration 21Q (2033.046605 sec): 3 clusters Score: Raw -447082.301542 + Penalty 1626.956906 = -445455.344637 nChanged 30 SP:Iteration 22Q (2033.104306 sec): 3 clusters Score: Raw -447096.345697 + Penalty 1626.956906 = -445469.388791 nChanged 34 SP:Iteration 23Q (2033.155710 sec): 3 clusters Score: Raw -447109.562008 + Penalty 1626.956906 = -445482.605103 nChanged 28 SP:Iteration 24Q (2033.199812 sec): 3 clusters Score: Raw -447119.758776 + Penalty 1626.956906 = -445492.801870 nChanged 32 SP:Iteration 25Q (2033.251990 sec): 3 clusters Score: Raw -447131.235586 + Penalty 1626.956906 = -445504.278680 nChanged 22 SP:Iteration 26Q (2033.313414 sec): 3 clusters Score: Raw -447139.297646 + Penalty 1626.956906 = -445512.340741 nChanged 13 SP:Iteration 27Q (2033.366430 sec): 3 clusters Score: Raw -447142.334179 + Penalty 1626.956906 = -445515.377274 nChanged 15 SP:Iteration 28Q (2033.414456 sec): 3 clusters Score: Raw -447146.320361 + Penalty 1626.956906 = -445519.363456 nChanged 10 SP:Iteration 29Q (2033.465358 sec): 3 clusters Score: Raw -447149.134763 + Penalty 1626.956906 = -445522.177858 nChanged 9 SP:Iteration 30Q (2033.514058 sec): 3 clusters Score: Raw -447151.653064 + Penalty 1626.956906 = -445524.696158 nChanged 9 SP:Iteration 31Q (2033.562322 sec): 3 clusters Score: Raw -447155.509900 + Penalty 1626.956906 = -445528.552994 nChanged 7 SP:Iteration 32Q (2033.623646 sec): 3 clusters Score: Raw -447157.959682 + Penalty 1626.956906 = -445531.002776 nChanged 6 SP:Iteration 33Q (2033.674394 sec): 3 clusters Score: Raw -447160.186037 + Penalty 1626.956906 = -445533.229132 nChanged 9 SP:Iteration 34Q (2033.728788 sec): 3 clusters Score: Raw -447162.609332 + Penalty 1626.956906 = -445535.652427 nChanged 7 SP:Iteration 35Q (2033.772960 sec): 3 clusters Score: Raw -447164.314066 + Penalty 1626.956906 = -445537.357160 nChanged 4 SP:Iteration 36Q (2033.821992 sec): 3 clusters Score: Raw -447165.366968 + Penalty 1626.956906 = -445538.410062 nChanged 4 SP:Iteration 37Q (2033.872368 sec): 3 clusters Score: Raw -447166.166091 + Penalty 1626.956906 = -445539.209185 nChanged 1 SP:Iteration 38Q (2033.916908 sec): 3 clusters Score: Raw -447166.480675 + Penalty 1626.956906 = -445539.523769 nChanged 2 SP:Iteration 39Q (2033.957336 sec): 3 clusters Score: Raw -447166.750335 + Penalty 1626.956906 = -445539.793429 nChanged 1 SP:Iteration 40F (2033.998751 sec): 3 clusters Score: Raw -447167.139523 + Penalty 1626.956906 = -445540.182617 nChanged 1 SP:Iteration 41Q (2034.045896 sec): 3 clusters Score: Raw -447167.228286 + Penalty 1626.956906 = -445540.271381 nChanged 0 SP:Iteration 42F (2034.094742 sec): 3 clusters Score: Raw -447167.228286 + Penalty 1626.956906 = -445540.271381 nChanged 0 Trying to split cluster 25 (2048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2034.124105 sec): 2 clusters Score: Raw -179945.175149 + Penalty 724.338804 = -179220.836345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2034.155082 sec): 3 clusters Score: Raw -178991.763761 + Penalty 1448.677607 = -177543.086153 nChanged 758 SP:Iteration 1F (2034.209401 sec): 3 clusters Score: Raw -179468.615891 + Penalty 1448.677607 = -178019.938284 nChanged 157 SP:Iteration 2F (2034.245215 sec): 3 clusters Score: Raw -179577.709850 + Penalty 1448.677607 = -178129.032242 nChanged 120 SP:Iteration 3F (2034.291138 sec): 3 clusters Score: Raw -179668.956450 + Penalty 1448.677607 = -178220.278842 nChanged 109 SP:Iteration 4F (2034.339538 sec): 3 clusters Score: Raw -179749.565379 + Penalty 1448.677607 = -178300.887772 nChanged 93 SP:Iteration 5Q (2034.397110 sec): 3 clusters Score: Raw -179828.026621 + Penalty 1448.677607 = -178379.349013 nChanged 80 SP:Iteration 6Q (2034.432114 sec): 3 clusters Score: Raw -179908.210946 + Penalty 1448.677607 = -178459.533339 nChanged 77 SP:Iteration 7Q (2034.475921 sec): 3 clusters Score: Raw -179973.414370 + Penalty 1448.677607 = -178524.736762 nChanged 56 SP:Iteration 8Q (2034.531153 sec): 3 clusters Score: Raw -180013.084185 + Penalty 1448.677607 = -178564.406577 nChanged 37 SP:Iteration 9Q (2034.571172 sec): 3 clusters Score: Raw -180043.992563 + Penalty 1448.677607 = -178595.314956 nChanged 26 SP:Iteration 10Q (2034.611897 sec): 3 clusters Score: Raw -180065.824870 + Penalty 1448.677607 = -178617.147263 nChanged 27 SP:Iteration 11Q (2034.654164 sec): 3 clusters Score: Raw -180087.083129 + Penalty 1448.677607 = -178638.405521 nChanged 24 SP:Iteration 12Q (2034.689028 sec): 3 clusters Score: Raw -180103.438595 + Penalty 1448.677607 = -178654.760987 nChanged 13 SP:Iteration 13Q (2034.733012 sec): 3 clusters Score: Raw -180111.641185 + Penalty 1448.677607 = -178662.963578 nChanged 11 SP:Iteration 14Q (2034.778352 sec): 3 clusters Score: Raw -180115.818641 + Penalty 1448.677607 = -178667.141034 nChanged 6 SP:Iteration 15Q (2034.823442 sec): 3 clusters Score: Raw -180118.869568 + Penalty 1448.677607 = -178670.191960 nChanged 6 SP:Iteration 16Q (2034.869477 sec): 3 clusters Score: Raw -180121.500309 + Penalty 1448.677607 = -178672.822701 nChanged 3 SP:Iteration 17Q (2034.914720 sec): 3 clusters Score: Raw -180122.685951 + Penalty 1448.677607 = -178674.008344 nChanged 3 SP:Iteration 18Q (2034.971181 sec): 3 clusters Score: Raw -180124.384075 + Penalty 1448.677607 = -178675.706468 nChanged 5 SP:Iteration 19Q (2035.010247 sec): 3 clusters Score: Raw -180129.714503 + Penalty 1448.677607 = -178681.036895 nChanged 9 SP:Iteration 20F (2035.053506 sec): 3 clusters Score: Raw -180135.237444 + Penalty 1448.677607 = -178686.559836 nChanged 7 SP:Iteration 21Q (2035.097409 sec): 3 clusters Score: Raw -180138.405345 + Penalty 1448.677607 = -178689.727738 nChanged 10 SP:Iteration 22Q (2035.131518 sec): 3 clusters Score: Raw -180144.208411 + Penalty 1448.677607 = -178695.530804 nChanged 6 SP:Iteration 23Q (2035.175191 sec): 3 clusters Score: Raw -180148.436929 + Penalty 1448.677607 = -178699.759321 nChanged 4 SP:Iteration 24Q (2035.229525 sec): 3 clusters Score: Raw -180150.574166 + Penalty 1448.677607 = -178701.896559 nChanged 4 SP:Iteration 25Q (2035.271934 sec): 3 clusters Score: Raw -180153.288226 + Penalty 1448.677607 = -178704.610619 nChanged 5 SP:Iteration 26Q (2035.314730 sec): 3 clusters Score: Raw -180156.522580 + Penalty 1448.677607 = -178707.844972 nChanged 3 SP:Iteration 27Q (2035.358940 sec): 3 clusters Score: Raw -180159.110311 + Penalty 1448.677607 = -178710.432703 nChanged 5 SP:Iteration 28Q (2035.394165 sec): 3 clusters Score: Raw -180167.166170 + Penalty 1448.677607 = -178718.488563 nChanged 6 SP:Iteration 29Q (2035.437720 sec): 3 clusters Score: Raw -180171.369672 + Penalty 1448.677607 = -178722.692065 nChanged 1 SP:Iteration 30Q (2035.491862 sec): 3 clusters Score: Raw -180172.448567 + Penalty 1448.677607 = -178723.770960 nChanged 1 SP:Iteration 31Q (2035.535551 sec): 3 clusters Score: Raw -180173.559186 + Penalty 1448.677607 = -178724.881578 nChanged 0 SP:Iteration 32F (2035.586501 sec): 3 clusters Score: Raw -180173.559186 + Penalty 1448.677607 = -178724.881578 nChanged 0 Trying to split cluster 26 (9279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2035.620790 sec): 2 clusters Score: Raw -742981.842207 + Penalty 867.873361 = -742113.968846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2035.670604 sec): 3 clusters Score: Raw -737503.458664 + Penalty 1735.746722 = -735767.711943 nChanged 4120 SP:Iteration 1F (2035.724438 sec): 3 clusters Score: Raw -739942.726020 + Penalty 1735.746722 = -738206.979298 nChanged 604 SP:Iteration 2F (2035.791722 sec): 3 clusters Score: Raw -740259.563925 + Penalty 1735.746722 = -738523.817204 nChanged 567 SP:Iteration 3F (2035.847835 sec): 3 clusters Score: Raw -740541.047352 + Penalty 1735.746722 = -738805.300630 nChanged 533 SP:Iteration 4F (2035.908744 sec): 3 clusters Score: Raw -740826.647205 + Penalty 1735.746722 = -739090.900483 nChanged 472 SP:Iteration 5F (2035.958127 sec): 3 clusters Score: Raw -741081.854895 + Penalty 1735.746722 = -739346.108173 nChanged 468 SP:Iteration 6F (2036.012610 sec): 3 clusters Score: Raw -741347.557385 + Penalty 1735.746722 = -739611.810664 nChanged 423 SP:Iteration 7Q (2036.074677 sec): 3 clusters Score: Raw -741590.233777 + Penalty 1735.746722 = -739854.487055 nChanged 382 SP:Iteration 8Q (2036.133478 sec): 3 clusters Score: Raw -741788.014258 + Penalty 1735.746722 = -740052.267537 nChanged 308 SP:Iteration 9Q (2036.187521 sec): 3 clusters Score: Raw -741930.081871 + Penalty 1735.746722 = -740194.335149 nChanged 249 SP:Iteration 10Q (2036.243824 sec): 3 clusters Score: Raw -742029.131015 + Penalty 1735.746722 = -740293.384293 nChanged 208 SP:Iteration 11Q (2036.310197 sec): 3 clusters Score: Raw -742093.160471 + Penalty 1735.746722 = -740357.413749 nChanged 163 SP:Iteration 12Q (2036.358074 sec): 3 clusters Score: Raw -742137.413449 + Penalty 1735.746722 = -740401.666728 nChanged 141 SP:Iteration 13Q (2036.408337 sec): 3 clusters Score: Raw -742175.356206 + Penalty 1735.746722 = -740439.609484 nChanged 120 SP:Iteration 14Q (2036.474914 sec): 3 clusters Score: Raw -742203.454488 + Penalty 1735.746722 = -740467.707766 nChanged 91 SP:Iteration 15Q (2036.526757 sec): 3 clusters Score: Raw -742221.671926 + Penalty 1735.746722 = -740485.925204 nChanged 73 SP:Iteration 16Q (2036.593309 sec): 3 clusters Score: Raw -742238.403477 + Penalty 1735.746722 = -740502.656755 nChanged 81 SP:Iteration 17Q (2036.648664 sec): 3 clusters Score: Raw -742256.646891 + Penalty 1735.746722 = -740520.900169 nChanged 84 SP:Iteration 18Q (2036.690194 sec): 3 clusters Score: Raw -742274.210481 + Penalty 1735.746722 = -740538.463760 nChanged 86 SP:Iteration 19Q (2036.756829 sec): 3 clusters Score: Raw -742291.662710 + Penalty 1735.746722 = -740555.915989 nChanged 80 SP:Iteration 20F (2036.815842 sec): 3 clusters Score: Raw -742307.927172 + Penalty 1735.746722 = -740572.180450 nChanged 82 SP:Iteration 21Q (2036.866208 sec): 3 clusters Score: Raw -742324.569203 + Penalty 1735.746722 = -740588.822481 nChanged 66 SP:Iteration 22Q (2036.918869 sec): 3 clusters Score: Raw -742336.779269 + Penalty 1735.746722 = -740601.032547 nChanged 66 SP:Iteration 23Q (2036.983211 sec): 3 clusters Score: Raw -742347.954879 + Penalty 1735.746722 = -740612.208157 nChanged 62 SP:Iteration 24Q (2037.032546 sec): 3 clusters Score: Raw -742358.836669 + Penalty 1735.746722 = -740623.089947 nChanged 69 SP:Iteration 25Q (2037.086871 sec): 3 clusters Score: Raw -742369.606151 + Penalty 1735.746722 = -740633.859429 nChanged 58 SP:Iteration 26Q (2037.157305 sec): 3 clusters Score: Raw -742382.037690 + Penalty 1735.746722 = -740646.290969 nChanged 55 SP:Iteration 27Q (2037.221450 sec): 3 clusters Score: Raw -742395.722989 + Penalty 1735.746722 = -740659.976267 nChanged 61 SP:Iteration 28Q (2037.269574 sec): 3 clusters Score: Raw -742408.619596 + Penalty 1735.746722 = -740672.872874 nChanged 55 SP:Iteration 29Q (2037.343086 sec): 3 clusters Score: Raw -742420.776420 + Penalty 1735.746722 = -740685.029698 nChanged 58 SP:Iteration 30Q (2037.401346 sec): 3 clusters Score: Raw -742433.719142 + Penalty 1735.746722 = -740697.972420 nChanged 59 SP:Iteration 31Q (2037.447834 sec): 3 clusters Score: Raw -742446.122713 + Penalty 1735.746722 = -740710.375991 nChanged 59 SP:Iteration 32Q (2037.507252 sec): 3 clusters Score: Raw -742458.670915 + Penalty 1735.746722 = -740722.924193 nChanged 64 SP:Iteration 33Q (2037.569564 sec): 3 clusters Score: Raw -742475.224350 + Penalty 1735.746722 = -740739.477628 nChanged 67 SP:Iteration 34Q (2037.616731 sec): 3 clusters Score: Raw -742496.630993 + Penalty 1735.746722 = -740760.884272 nChanged 78 SP:Iteration 35Q (2037.684422 sec): 3 clusters Score: Raw -742527.930709 + Penalty 1735.746722 = -740792.183987 nChanged 85 SP:Iteration 36Q (2037.736544 sec): 3 clusters Score: Raw -742568.241273 + Penalty 1735.746722 = -740832.494552 nChanged 100 SP:Iteration 37Q (2037.784299 sec): 3 clusters Score: Raw -742612.438854 + Penalty 1735.746722 = -740876.692133 nChanged 113 SP:Iteration 38Q (2037.840274 sec): 3 clusters Score: Raw -742663.580859 + Penalty 1735.746722 = -740927.834137 nChanged 105 SP:Iteration 39Q (2037.899179 sec): 3 clusters Score: Raw -742709.822599 + Penalty 1735.746722 = -740974.075878 nChanged 88 SP:Iteration 40F (2037.954218 sec): 3 clusters Score: Raw -742739.106921 + Penalty 1735.746722 = -741003.360199 nChanged 82 SP:Iteration 41Q (2038.006466 sec): 3 clusters Score: Raw -742764.917274 + Penalty 1735.746722 = -741029.170552 nChanged 71 SP:Iteration 42Q (2038.056222 sec): 3 clusters Score: Raw -742788.929869 + Penalty 1735.746722 = -741053.183148 nChanged 77 SP:Iteration 43Q (2038.118891 sec): 3 clusters Score: Raw -742815.933945 + Penalty 1735.746722 = -741080.187223 nChanged 85 SP:Iteration 44Q (2038.165301 sec): 3 clusters Score: Raw -742844.058818 + Penalty 1735.746722 = -741108.312097 nChanged 65 SP:Iteration 45Q (2038.232382 sec): 3 clusters Score: Raw -742864.357065 + Penalty 1735.746722 = -741128.610343 nChanged 61 SP:Iteration 46Q (2038.290862 sec): 3 clusters Score: Raw -742883.136618 + Penalty 1735.746722 = -741147.389896 nChanged 60 SP:Iteration 47Q (2038.339536 sec): 3 clusters Score: Raw -742902.903540 + Penalty 1735.746722 = -741167.156819 nChanged 66 SP:Iteration 48Q (2038.395018 sec): 3 clusters Score: Raw -742924.342360 + Penalty 1735.746722 = -741188.595638 nChanged 57 SP:Iteration 49Q (2038.453300 sec): 3 clusters Score: Raw -742942.156462 + Penalty 1735.746722 = -741206.409741 nChanged 48 SP:Iteration 50Q (2038.499093 sec): 3 clusters Score: Raw -742958.540300 + Penalty 1735.746722 = -741222.793578 nChanged 45 SP:Iteration 51Q (2038.557854 sec): 3 clusters Score: Raw -742976.282964 + Penalty 1735.746722 = -741240.536242 nChanged 56 SP:Iteration 52Q (2038.602853 sec): 3 clusters Score: Raw -742997.686394 + Penalty 1735.746722 = -741261.939672 nChanged 55 SP:Iteration 53Q (2038.659418 sec): 3 clusters Score: Raw -743017.262432 + Penalty 1735.746722 = -741281.515710 nChanged 54 SP:Iteration 54Q (2038.718421 sec): 3 clusters Score: Raw -743037.499916 + Penalty 1735.746722 = -741301.753194 nChanged 52 SP:Iteration 55Q (2038.768819 sec): 3 clusters Score: Raw -743059.880266 + Penalty 1735.746722 = -741324.133544 nChanged 51 SP:Iteration 56Q (2038.837120 sec): 3 clusters Score: Raw -743078.012814 + Penalty 1735.746722 = -741342.266093 nChanged 51 SP:Iteration 57Q (2038.891634 sec): 3 clusters Score: Raw -743097.669516 + Penalty 1735.746722 = -741361.922794 nChanged 54 SP:Iteration 58Q (2038.954460 sec): 3 clusters Score: Raw -743118.197045 + Penalty 1735.746722 = -741382.450323 nChanged 45 SP:Iteration 59Q (2039.013963 sec): 3 clusters Score: Raw -743139.756616 + Penalty 1735.746722 = -741404.009895 nChanged 47 SP:Iteration 60F (2039.075157 sec): 3 clusters Score: Raw -743162.895455 + Penalty 1735.746722 = -741427.148733 nChanged 41 SP:Iteration 61Q (2039.130180 sec): 3 clusters Score: Raw -743184.153653 + Penalty 1735.746722 = -741448.406932 nChanged 33 SP:Iteration 62Q (2039.176806 sec): 3 clusters Score: Raw -743199.788687 + Penalty 1735.746722 = -741464.041965 nChanged 32 SP:Iteration 63Q (2039.230547 sec): 3 clusters Score: Raw -743210.594806 + Penalty 1735.746722 = -741474.848084 nChanged 26 SP:Iteration 64Q (2039.284066 sec): 3 clusters Score: Raw -743219.553352 + Penalty 1735.746722 = -741483.806630 nChanged 24 SP:Iteration 65Q (2039.338545 sec): 3 clusters Score: Raw -743227.729084 + Penalty 1735.746722 = -741491.982363 nChanged 20 SP:Iteration 66Q (2039.403355 sec): 3 clusters Score: Raw -743233.543138 + Penalty 1735.746722 = -741497.796416 nChanged 15 SP:Iteration 67Q (2039.456833 sec): 3 clusters Score: Raw -743237.985919 + Penalty 1735.746722 = -741502.239197 nChanged 11 SP:Iteration 68Q (2039.502880 sec): 3 clusters Score: Raw -743241.495806 + Penalty 1735.746722 = -741505.749084 nChanged 9 SP:Iteration 69Q (2039.557480 sec): 3 clusters Score: Raw -743245.146649 + Penalty 1735.746722 = -741509.399927 nChanged 7 SP:Iteration 70Q (2039.613726 sec): 3 clusters Score: Raw -743248.315366 + Penalty 1735.746722 = -741512.568645 nChanged 7 SP:Iteration 71Q (2039.670191 sec): 3 clusters Score: Raw -743249.880855 + Penalty 1735.746722 = -741514.134134 nChanged 4 SP:Iteration 72Q (2039.722162 sec): 3 clusters Score: Raw -743250.507941 + Penalty 1735.746722 = -741514.761219 nChanged 1 SP:Iteration 73Q (2039.786473 sec): 3 clusters Score: Raw -743251.011496 + Penalty 1735.746722 = -741515.264774 nChanged 3 SP:Iteration 74Q (2039.837774 sec): 3 clusters Score: Raw -743251.655602 + Penalty 1735.746722 = -741515.908880 nChanged 2 SP:Iteration 75Q (2039.882054 sec): 3 clusters Score: Raw -743252.164434 + Penalty 1735.746722 = -741516.417712 nChanged 4 SP:Iteration 76Q (2039.934112 sec): 3 clusters Score: Raw -743252.949866 + Penalty 1735.746722 = -741517.203144 nChanged 3 SP:Iteration 77Q (2039.985330 sec): 3 clusters Score: Raw -743253.516924 + Penalty 1735.746722 = -741517.770202 nChanged 2 SP:Iteration 78Q (2040.037453 sec): 3 clusters Score: Raw -743253.912453 + Penalty 1735.746722 = -741518.165732 nChanged 2 SP:Iteration 79Q (2040.084008 sec): 3 clusters Score: Raw -743254.369322 + Penalty 1735.746722 = -741518.622601 nChanged 4 SP:Iteration 80F (2040.145617 sec): 3 clusters Score: Raw -743255.875618 + Penalty 1735.746722 = -741520.128896 nChanged 5 SP:Iteration 81Q (2040.185778 sec): 3 clusters Score: Raw -743257.234158 + Penalty 1735.746722 = -741521.487436 nChanged 4 SP:Iteration 82Q (2040.239535 sec): 3 clusters Score: Raw -743258.120336 + Penalty 1735.746722 = -741522.373614 nChanged 5 SP:Iteration 83Q (2040.294000 sec): 3 clusters Score: Raw -743259.817528 + Penalty 1735.746722 = -741524.070806 nChanged 4 SP:Iteration 84Q (2040.348423 sec): 3 clusters Score: Raw -743260.529069 + Penalty 1735.746722 = -741524.782347 nChanged 4 SP:Iteration 85Q (2040.403203 sec): 3 clusters Score: Raw -743261.971732 + Penalty 1735.746722 = -741526.225010 nChanged 9 SP:Iteration 86Q (2040.458406 sec): 3 clusters Score: Raw -743264.592111 + Penalty 1735.746722 = -741528.845389 nChanged 5 SP:Iteration 87Q (2040.513360 sec): 3 clusters Score: Raw -743266.074890 + Penalty 1735.746722 = -741530.328169 nChanged 4 SP:Iteration 88Q (2040.569428 sec): 3 clusters Score: Raw -743267.251553 + Penalty 1735.746722 = -741531.504831 nChanged 4 SP:Iteration 89Q (2040.633696 sec): 3 clusters Score: Raw -743268.246459 + Penalty 1735.746722 = -741532.499737 nChanged 1 SP:Iteration 90Q (2040.673037 sec): 3 clusters Score: Raw -743268.565844 + Penalty 1735.746722 = -741532.819122 nChanged 1 SP:Iteration 91Q (2040.741999 sec): 3 clusters Score: Raw -743269.364209 + Penalty 1735.746722 = -741533.617487 nChanged 2 SP:Iteration 92Q (2040.792398 sec): 3 clusters Score: Raw -743270.140960 + Penalty 1735.746722 = -741534.394238 nChanged 3 SP:Iteration 93Q (2040.849106 sec): 3 clusters Score: Raw -743271.680589 + Penalty 1735.746722 = -741535.933867 nChanged 5 SP:Iteration 94Q (2040.910461 sec): 3 clusters Score: Raw -743274.644117 + Penalty 1735.746722 = -741538.897395 nChanged 5 SP:Iteration 95Q (2040.965908 sec): 3 clusters Score: Raw -743277.637613 + Penalty 1735.746722 = -741541.890891 nChanged 7 SP:Iteration 96Q (2041.011871 sec): 3 clusters Score: Raw -743280.601775 + Penalty 1735.746722 = -741544.855054 nChanged 5 SP:Iteration 97Q (2041.064704 sec): 3 clusters Score: Raw -743281.907790 + Penalty 1735.746722 = -741546.161068 nChanged 1 SP:Iteration 98Q (2041.123057 sec): 3 clusters Score: Raw -743282.138922 + Penalty 1735.746722 = -741546.392200 nChanged 2 SP:Iteration 99Q (2041.172398 sec): 3 clusters Score: Raw -743282.567896 + Penalty 1735.746722 = -741546.821174 nChanged 1 SP:Iteration 100F (2041.233445 sec): 3 clusters Score: Raw -743282.638494 + Penalty 1735.746722 = -741546.891772 nChanged 0 Trying to split cluster 27 (1550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2041.257308 sec): 2 clusters Score: Raw -133784.294173 + Penalty 697.870970 = -133086.423203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2041.305079 sec): 3 clusters Score: Raw -133087.114025 + Penalty 1395.741940 = -131691.372086 nChanged 585 SP:Iteration 1F (2041.352916 sec): 3 clusters Score: Raw -133498.119130 + Penalty 1395.741940 = -132102.377190 nChanged 131 SP:Iteration 2F (2041.399080 sec): 3 clusters Score: Raw -133644.798471 + Penalty 1395.741940 = -132249.056531 nChanged 118 SP:Iteration 3F (2041.452602 sec): 3 clusters Score: Raw -133772.631112 + Penalty 1395.741940 = -132376.889172 nChanged 104 SP:Iteration 4F (2041.486818 sec): 3 clusters Score: Raw -133869.396486 + Penalty 1395.741940 = -132473.654546 nChanged 102 SP:Iteration 5F (2041.529904 sec): 3 clusters Score: Raw -133991.822649 + Penalty 1395.741940 = -132596.080709 nChanged 108 SP:Iteration 6F (2041.576349 sec): 3 clusters Score: Raw -134100.723167 + Penalty 1395.741940 = -132704.981227 nChanged 73 SP:Iteration 7Q (2041.633512 sec): 3 clusters Score: Raw -134176.844248 + Penalty 1395.741940 = -132781.102308 nChanged 52 SP:Iteration 8Q (2041.677586 sec): 3 clusters Score: Raw -134247.598591 + Penalty 1395.741940 = -132851.856651 nChanged 52 SP:Iteration 9Q (2041.718620 sec): 3 clusters Score: Raw -134330.282478 + Penalty 1395.741940 = -132934.540538 nChanged 42 SP:Iteration 10Q (2041.768148 sec): 3 clusters Score: Raw -134386.899881 + Penalty 1395.741940 = -132991.157941 nChanged 30 SP:Iteration 11Q (2041.809012 sec): 3 clusters Score: Raw -134413.916709 + Penalty 1395.741940 = -133018.174769 nChanged 15 SP:Iteration 12Q (2041.851895 sec): 3 clusters Score: Raw -134429.959851 + Penalty 1395.741940 = -133034.217911 nChanged 12 SP:Iteration 13Q (2041.909021 sec): 3 clusters Score: Raw -134443.798474 + Penalty 1395.741940 = -133048.056534 nChanged 5 SP:Iteration 14Q (2041.956500 sec): 3 clusters Score: Raw -134445.291612 + Penalty 1395.741940 = -133049.549672 nChanged 2 SP:Iteration 15Q (2042.009845 sec): 3 clusters Score: Raw -134446.095009 + Penalty 1395.741940 = -133050.353069 nChanged 0 SP:Iteration 16F (2042.051187 sec): 3 clusters Score: Raw -134446.095009 + Penalty 1395.741940 = -133050.353069 nChanged 0 Trying to split cluster 28 (1775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2042.086170 sec): 2 clusters Score: Raw -135909.621411 + Penalty 710.747792 = -135198.873620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2042.120130 sec): 3 clusters Score: Raw -135062.709030 + Penalty 1421.495583 = -133641.213447 nChanged 675 SP:Iteration 1F (2042.167333 sec): 3 clusters Score: Raw -135555.203273 + Penalty 1421.495583 = -134133.707690 nChanged 181 SP:Iteration 2F (2042.226289 sec): 3 clusters Score: Raw -135718.182347 + Penalty 1421.495583 = -134296.686764 nChanged 139 SP:Iteration 3F (2042.276400 sec): 3 clusters Score: Raw -135861.609010 + Penalty 1421.495583 = -134440.113427 nChanged 97 SP:Iteration 4F (2042.324999 sec): 3 clusters Score: Raw -135947.248218 + Penalty 1421.495583 = -134525.752635 nChanged 67 SP:Iteration 5Q (2042.371913 sec): 3 clusters Score: Raw -136004.131530 + Penalty 1421.495583 = -134582.635946 nChanged 60 SP:Iteration 6Q (2042.412766 sec): 3 clusters Score: Raw -136074.482062 + Penalty 1421.495583 = -134652.986479 nChanged 65 SP:Iteration 7Q (2042.455830 sec): 3 clusters Score: Raw -136174.237928 + Penalty 1421.495583 = -134752.742345 nChanged 58 SP:Iteration 8Q (2042.501947 sec): 3 clusters Score: Raw -136274.441858 + Penalty 1421.495583 = -134852.946275 nChanged 58 SP:Iteration 9Q (2042.549913 sec): 3 clusters Score: Raw -136317.287596 + Penalty 1421.495583 = -134895.792013 nChanged 49 SP:Iteration 10Q (2042.599181 sec): 3 clusters Score: Raw -136347.557101 + Penalty 1421.495583 = -134926.061517 nChanged 37 SP:Iteration 11Q (2042.652210 sec): 3 clusters Score: Raw -136363.532290 + Penalty 1421.495583 = -134942.036707 nChanged 20 SP:Iteration 12Q (2042.692551 sec): 3 clusters Score: Raw -136371.326543 + Penalty 1421.495583 = -134949.830960 nChanged 11 SP:Iteration 13Q (2042.734496 sec): 3 clusters Score: Raw -136376.208134 + Penalty 1421.495583 = -134954.712551 nChanged 18 SP:Iteration 14Q (2042.776148 sec): 3 clusters Score: Raw -136383.248752 + Penalty 1421.495583 = -134961.753169 nChanged 17 SP:Iteration 15Q (2042.822717 sec): 3 clusters Score: Raw -136388.656580 + Penalty 1421.495583 = -134967.160997 nChanged 13 SP:Iteration 16Q (2042.866921 sec): 3 clusters Score: Raw -136392.261955 + Penalty 1421.495583 = -134970.766372 nChanged 14 SP:Iteration 17Q (2042.914000 sec): 3 clusters Score: Raw -136397.619411 + Penalty 1421.495583 = -134976.123828 nChanged 10 SP:Iteration 18Q (2042.964431 sec): 3 clusters Score: Raw -136400.908095 + Penalty 1421.495583 = -134979.412512 nChanged 13 SP:Iteration 19Q (2043.013273 sec): 3 clusters Score: Raw -136405.111145 + Penalty 1421.495583 = -134983.615561 nChanged 10 SP:Iteration 20F (2043.054211 sec): 3 clusters Score: Raw -136408.181602 + Penalty 1421.495583 = -134986.686019 nChanged 8 SP:Iteration 21Q (2043.102016 sec): 3 clusters Score: Raw -136411.447147 + Penalty 1421.495583 = -134989.951563 nChanged 9 SP:Iteration 22Q (2043.140482 sec): 3 clusters Score: Raw -136416.361400 + Penalty 1421.495583 = -134994.865816 nChanged 5 SP:Iteration 23Q (2043.196427 sec): 3 clusters Score: Raw -136419.344439 + Penalty 1421.495583 = -134997.848855 nChanged 6 SP:Iteration 24Q (2043.231658 sec): 3 clusters Score: Raw -136422.177275 + Penalty 1421.495583 = -135000.681692 nChanged 3 SP:Iteration 25Q (2043.282588 sec): 3 clusters Score: Raw -136422.816093 + Penalty 1421.495583 = -135001.320510 nChanged 3 SP:Iteration 26Q (2043.339749 sec): 3 clusters Score: Raw -136423.516496 + Penalty 1421.495583 = -135002.020913 nChanged 3 SP:Iteration 27Q (2043.383059 sec): 3 clusters Score: Raw -136424.622314 + Penalty 1421.495583 = -135003.126730 nChanged 2 SP:Iteration 28Q (2043.438188 sec): 3 clusters Score: Raw -136425.379424 + Penalty 1421.495583 = -135003.883840 nChanged 1 SP:Iteration 29Q (2043.477805 sec): 3 clusters Score: Raw -136425.550827 + Penalty 1421.495583 = -135004.055244 nChanged 0 SP:Iteration 30F (2043.530184 sec): 3 clusters Score: Raw -136425.550827 + Penalty 1421.495583 = -135004.055244 nChanged 0 Trying to split cluster 29 (30231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2043.590917 sec): 2 clusters Score: Raw -2753730.919842 + Penalty 980.079201 = -2752750.840641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2043.676522 sec): 3 clusters Score: Raw -2734466.979454 + Penalty 1960.158402 = -2732506.821052 nChanged 14301 SP:Iteration 1F (2043.758878 sec): 3 clusters Score: Raw -2742965.297520 + Penalty 1960.158402 = -2741005.139118 nChanged 1511 SP:Iteration 2Q (2043.836602 sec): 3 clusters Score: Raw -2743553.711324 + Penalty 1960.158402 = -2741593.552922 nChanged 1562 SP:Iteration 3F (2043.929498 sec): 3 clusters Score: Raw -2744281.535720 + Penalty 1960.158402 = -2742321.377318 nChanged 1803 SP:Iteration 4F (2044.018747 sec): 3 clusters Score: Raw -2745289.958864 + Penalty 1960.158402 = -2743329.800463 nChanged 2026 SP:Iteration 5F (2044.094170 sec): 3 clusters Score: Raw -2746546.102848 + Penalty 1960.158402 = -2744585.944446 nChanged 2097 SP:Iteration 6F (2044.183971 sec): 3 clusters Score: Raw -2748002.254265 + Penalty 1960.158402 = -2746042.095863 nChanged 1986 SP:Iteration 7F (2044.266865 sec): 3 clusters Score: Raw -2749512.210086 + Penalty 1960.158402 = -2747552.051685 nChanged 1740 SP:Iteration 8F (2044.346083 sec): 3 clusters Score: Raw -2750927.035577 + Penalty 1960.158402 = -2748966.877175 nChanged 1374 SP:Iteration 9Q (2044.433481 sec): 3 clusters Score: Raw -2752123.824819 + Penalty 1960.158402 = -2750163.666417 nChanged 926 SP:Iteration 10Q (2044.523706 sec): 3 clusters Score: Raw -2752978.841307 + Penalty 1960.158402 = -2751018.682905 nChanged 554 SP:Iteration 11Q (2044.601763 sec): 3 clusters Score: Raw -2753474.145630 + Penalty 1960.158402 = -2751513.987229 nChanged 222 SP:Iteration 12Q (2044.687745 sec): 3 clusters Score: Raw -2753645.158068 + Penalty 1960.158402 = -2751684.999666 nChanged 94 SP:Iteration 13Q (2044.760170 sec): 3 clusters Score: Raw -2753739.462235 + Penalty 1960.158402 = -2751779.303833 nChanged 42 SP:Iteration 14Q (2044.841288 sec): 3 clusters Score: Raw -2753778.535678 + Penalty 1960.158402 = -2751818.377277 nChanged 23 SP:Iteration 15Q (2044.911607 sec): 3 clusters Score: Raw -2753804.433587 + Penalty 1960.158402 = -2751844.275186 nChanged 18 SP:Iteration 16Q (2044.988196 sec): 3 clusters Score: Raw -2753825.478158 + Penalty 1960.158402 = -2751865.319756 nChanged 12 SP:Iteration 17Q (2045.071760 sec): 3 clusters Score: Raw -2753841.810990 + Penalty 1960.158402 = -2751881.652589 nChanged 7 SP:Iteration 18Q (2045.147971 sec): 3 clusters Score: Raw -2753849.450089 + Penalty 1960.158402 = -2751889.291687 nChanged 5 SP:Iteration 19Q (2045.223967 sec): 3 clusters Score: Raw -2753857.748899 + Penalty 1960.158402 = -2751897.590498 nChanged 3 SP:Iteration 20F (2045.307701 sec): 3 clusters Score: Raw -2753860.051608 + Penalty 1960.158402 = -2751899.893206 nChanged 0 Trying to split cluster 30 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2045.333486 sec): 2 clusters Score: Raw -23314.220046 + Penalty 554.584392 = -22759.635654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2045.373269 sec): 3 clusters Score: Raw -23297.558921 + Penalty 1109.168785 = -22188.390136 nChanged 90 SP:Iteration 1F (2045.410393 sec): 3 clusters Score: Raw -23385.027686 + Penalty 1109.168785 = -22275.858901 nChanged 22 SP:Iteration 2F (2045.462212 sec): 3 clusters Score: Raw -23408.971203 + Penalty 1109.168785 = -22299.802418 nChanged 7 SP:Iteration 3Q (2045.501855 sec): 3 clusters Score: Raw -23428.792380 + Penalty 1109.168785 = -22319.623595 nChanged 9 SP:Iteration 4Q (2045.554064 sec): 3 clusters Score: Raw -23446.677468 + Penalty 1109.168785 = -22337.508683 nChanged 6 SP:Iteration 5Q (2045.589528 sec): 3 clusters Score: Raw -23468.316723 + Penalty 1109.168785 = -22359.147939 nChanged 4 SP:Iteration 6Q (2045.648596 sec): 3 clusters Score: Raw -23481.561591 + Penalty 1109.168785 = -22372.392807 nChanged 4 SP:Iteration 7Q (2045.679137 sec): 3 clusters Score: Raw -23508.923877 + Penalty 1109.168785 = -22399.755092 nChanged 5 SP:Iteration 8Q (2045.726889 sec): 3 clusters Score: Raw -23524.821417 + Penalty 1109.168785 = -22415.652632 nChanged 7 SP:Iteration 9Q (2045.764437 sec): 3 clusters Score: Raw -23532.272515 + Penalty 1109.168785 = -22423.103730 nChanged 8 SP:Iteration 10Q (2045.815264 sec): 3 clusters Score: Raw -23547.446955 + Penalty 1109.168785 = -22438.278170 nChanged 5 SP:Iteration 11Q (2045.862721 sec): 3 clusters Score: Raw -23551.670226 + Penalty 1109.168785 = -22442.501441 nChanged 5 SP:Iteration 12Q (2045.903407 sec): 3 clusters Score: Raw -23560.301549 + Penalty 1109.168785 = -22451.132764 nChanged 13 SP:Iteration 13Q (2045.959352 sec): 3 clusters Score: Raw -23582.630248 + Penalty 1109.168785 = -22473.461463 nChanged 13 SP:Iteration 14Q (2046.000648 sec): 3 clusters Score: Raw -23612.115524 + Penalty 1109.168785 = -22502.946739 nChanged 12 SP:Iteration 15Q (2046.031743 sec): 3 clusters Score: Raw -23635.850920 + Penalty 1109.168785 = -22526.682135 nChanged 7 SP:Iteration 16Q (2046.082941 sec): 3 clusters Score: Raw -23653.351093 + Penalty 1109.168785 = -22544.182308 nChanged 6 SP:Iteration 17Q (2046.128102 sec): 3 clusters Score: Raw -23662.308157 + Penalty 1109.168785 = -22553.139372 nChanged 5 SP:Iteration 18Q (2046.180349 sec): 3 clusters Score: Raw -23667.068469 + Penalty 1109.168785 = -22557.899684 nChanged 2 SP:Iteration 19Q (2046.217013 sec): 3 clusters Score: Raw -23669.564011 + Penalty 1109.168785 = -22560.395226 nChanged 0 SP:Iteration 20F (2046.264742 sec): 3 clusters Score: Raw -23669.564011 + Penalty 1109.168785 = -22560.395226 nChanged 0 Trying to split cluster 31 (1669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2046.299852 sec): 2 clusters Score: Raw -130950.101875 + Penalty 704.898093 = -130245.203782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2046.349394 sec): 3 clusters Score: Raw -130194.642384 + Penalty 1409.796185 = -128784.846198 nChanged 630 SP:Iteration 1F (2046.398120 sec): 3 clusters Score: Raw -130617.061677 + Penalty 1409.796185 = -129207.265491 nChanged 143 SP:Iteration 2F (2046.441970 sec): 3 clusters Score: Raw -130771.783434 + Penalty 1409.796185 = -129361.987248 nChanged 122 SP:Iteration 3F (2046.482578 sec): 3 clusters Score: Raw -130892.105338 + Penalty 1409.796185 = -129482.309152 nChanged 102 SP:Iteration 4F (2046.535877 sec): 3 clusters Score: Raw -130999.234064 + Penalty 1409.796185 = -129589.437878 nChanged 93 SP:Iteration 5F (2046.573228 sec): 3 clusters Score: Raw -131084.859642 + Penalty 1409.796185 = -129675.063456 nChanged 68 SP:Iteration 6Q (2046.626466 sec): 3 clusters Score: Raw -131156.134192 + Penalty 1409.796185 = -129746.338007 nChanged 54 SP:Iteration 7Q (2046.671559 sec): 3 clusters Score: Raw -131204.471128 + Penalty 1409.796185 = -129794.674942 nChanged 41 SP:Iteration 8Q (2046.726420 sec): 3 clusters Score: Raw -131231.807596 + Penalty 1409.796185 = -129822.011411 nChanged 24 SP:Iteration 9Q (2046.762293 sec): 3 clusters Score: Raw -131246.888515 + Penalty 1409.796185 = -129837.092329 nChanged 18 SP:Iteration 10Q (2046.810372 sec): 3 clusters Score: Raw -131253.624794 + Penalty 1409.796185 = -129843.828609 nChanged 13 SP:Iteration 11Q (2046.864156 sec): 3 clusters Score: Raw -131258.281693 + Penalty 1409.796185 = -129848.485507 nChanged 4 SP:Iteration 12Q (2046.904924 sec): 3 clusters Score: Raw -131260.874513 + Penalty 1409.796185 = -129851.078328 nChanged 7 SP:Iteration 13Q (2046.953778 sec): 3 clusters Score: Raw -131264.854661 + Penalty 1409.796185 = -129855.058475 nChanged 9 SP:Iteration 14Q (2046.990112 sec): 3 clusters Score: Raw -131271.671247 + Penalty 1409.796185 = -129861.875062 nChanged 9 SP:Iteration 15Q (2047.043655 sec): 3 clusters Score: Raw -131274.118327 + Penalty 1409.796185 = -129864.322141 nChanged 6 SP:Iteration 16Q (2047.091989 sec): 3 clusters Score: Raw -131277.485423 + Penalty 1409.796185 = -129867.689238 nChanged 8 SP:Iteration 17Q (2047.140741 sec): 3 clusters Score: Raw -131283.887596 + Penalty 1409.796185 = -129874.091410 nChanged 11 SP:Iteration 18Q (2047.184679 sec): 3 clusters Score: Raw -131290.451775 + Penalty 1409.796185 = -129880.655589 nChanged 13 SP:Iteration 19Q (2047.232180 sec): 3 clusters Score: Raw -131295.769336 + Penalty 1409.796185 = -129885.973151 nChanged 17 SP:Iteration 20F (2047.271043 sec): 3 clusters Score: Raw -131309.237584 + Penalty 1409.796185 = -129899.441399 nChanged 16 SP:Iteration 21Q (2047.321955 sec): 3 clusters Score: Raw -131318.446577 + Penalty 1409.796185 = -129908.650391 nChanged 15 SP:Iteration 22Q (2047.369887 sec): 3 clusters Score: Raw -131329.130760 + Penalty 1409.796185 = -129919.334574 nChanged 11 SP:Iteration 23Q (2047.413143 sec): 3 clusters Score: Raw -131335.152150 + Penalty 1409.796185 = -129925.355964 nChanged 7 SP:Iteration 24Q (2047.445510 sec): 3 clusters Score: Raw -131338.561648 + Penalty 1409.796185 = -129928.765462 nChanged 4 SP:Iteration 25Q (2047.495032 sec): 3 clusters Score: Raw -131340.427882 + Penalty 1409.796185 = -129930.631697 nChanged 1 SP:Iteration 26Q (2047.535963 sec): 3 clusters Score: Raw -131340.617426 + Penalty 1409.796185 = -129930.821240 nChanged 0 SP:Iteration 27F (2047.582238 sec): 3 clusters Score: Raw -131340.617426 + Penalty 1409.796185 = -129930.821240 nChanged 0 Trying to split cluster 32 (67814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2047.685804 sec): 2 clusters Score: Raw -6085817.431358 + Penalty 1056.829775 = -6084760.601583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2047.818462 sec): 3 clusters Score: Raw -6041252.323892 + Penalty 2113.659549 = -6039138.664343 nChanged 32831 SP:Iteration 1F (2047.955546 sec): 3 clusters Score: Raw -6060488.794259 + Penalty 2113.659549 = -6058375.134710 nChanged 2627 SP:Iteration 2Q (2048.090310 sec): 3 clusters Score: Raw -6061415.816849 + Penalty 2113.659549 = -6059302.157300 nChanged 3318 SP:Iteration 3Q (2048.213164 sec): 3 clusters Score: Raw -6062936.542641 + Penalty 2113.659549 = -6060822.883092 nChanged 4071 SP:Iteration 4F (2048.353254 sec): 3 clusters Score: Raw -6065230.606098 + Penalty 2113.659549 = -6063116.946549 nChanged 4602 SP:Iteration 5F (2048.492576 sec): 3 clusters Score: Raw -6068239.563393 + Penalty 2113.659549 = -6066125.903844 nChanged 4650 SP:Iteration 6F (2048.623772 sec): 3 clusters Score: Raw -6071459.930128 + Penalty 2113.659549 = -6069346.270579 nChanged 4187 SP:Iteration 7F (2048.764423 sec): 3 clusters Score: Raw -6074391.940670 + Penalty 2113.659549 = -6072278.281121 nChanged 3334 SP:Iteration 8Q (2048.915049 sec): 3 clusters Score: Raw -6076698.098574 + Penalty 2113.659549 = -6074584.439025 nChanged 2547 SP:Iteration 9Q (2049.043724 sec): 3 clusters Score: Raw -6078315.784113 + Penalty 2113.659549 = -6076202.124564 nChanged 1865 SP:Iteration 10Q (2049.177746 sec): 3 clusters Score: Raw -6079338.797909 + Penalty 2113.659549 = -6077225.138360 nChanged 1493 SP:Iteration 11Q (2049.310350 sec): 3 clusters Score: Raw -6080067.674823 + Penalty 2113.659549 = -6077954.015274 nChanged 1324 SP:Iteration 12Q (2049.456979 sec): 3 clusters Score: Raw -6080674.930865 + Penalty 2113.659549 = -6078561.271316 nChanged 1325 SP:Iteration 13Q (2049.587994 sec): 3 clusters Score: Raw -6081249.945216 + Penalty 2113.659549 = -6079136.285667 nChanged 1237 SP:Iteration 14Q (2049.717440 sec): 3 clusters Score: Raw -6081800.180930 + Penalty 2113.659549 = -6079686.521381 nChanged 1243 SP:Iteration 15Q (2049.851440 sec): 3 clusters Score: Raw -6082379.671380 + Penalty 2113.659549 = -6080266.011831 nChanged 1133 SP:Iteration 16Q (2049.976594 sec): 3 clusters Score: Raw -6082914.668929 + Penalty 2113.659549 = -6080801.009380 nChanged 1034 SP:Iteration 17Q (2050.102766 sec): 3 clusters Score: Raw -6083407.439275 + Penalty 2113.659549 = -6081293.779726 nChanged 926 SP:Iteration 18Q (2050.223606 sec): 3 clusters Score: Raw -6083846.103621 + Penalty 2113.659549 = -6081732.444072 nChanged 824 SP:Iteration 19Q (2050.345739 sec): 3 clusters Score: Raw -6084261.238405 + Penalty 2113.659549 = -6082147.578856 nChanged 752 SP:Iteration 20F (2050.471621 sec): 3 clusters Score: Raw -6084648.231240 + Penalty 2113.659549 = -6082534.571691 nChanged 636 SP:Iteration 21Q (2050.600113 sec): 3 clusters Score: Raw -6084976.938348 + Penalty 2113.659549 = -6082863.278799 nChanged 513 SP:Iteration 22Q (2050.723602 sec): 3 clusters Score: Raw -6085249.591580 + Penalty 2113.659549 = -6083135.932031 nChanged 410 SP:Iteration 23Q (2050.858638 sec): 3 clusters Score: Raw -6085480.154757 + Penalty 2113.659549 = -6083366.495208 nChanged 303 SP:Iteration 24Q (2050.969301 sec): 3 clusters Score: Raw -6085637.574312 + Penalty 2113.659549 = -6083523.914763 nChanged 220 SP:Iteration 25Q (2051.094445 sec): 3 clusters Score: Raw -6085746.886193 + Penalty 2113.659549 = -6083633.226644 nChanged 166 SP:Iteration 26Q (2051.219141 sec): 3 clusters Score: Raw -6085829.362067 + Penalty 2113.659549 = -6083715.702518 nChanged 124 SP:Iteration 27Q (2051.330373 sec): 3 clusters Score: Raw -6085888.875328 + Penalty 2113.659549 = -6083775.215778 nChanged 96 SP:Iteration 28Q (2051.460733 sec): 3 clusters Score: Raw -6085941.450543 + Penalty 2113.659549 = -6083827.790994 nChanged 65 SP:Iteration 29Q (2051.584534 sec): 3 clusters Score: Raw -6085979.271034 + Penalty 2113.659549 = -6083865.611485 nChanged 55 SP:Iteration 30Q (2051.702283 sec): 3 clusters Score: Raw -6086009.492429 + Penalty 2113.659549 = -6083895.832880 nChanged 42 SP:Iteration 31Q (2051.833615 sec): 3 clusters Score: Raw -6086027.371996 + Penalty 2113.659549 = -6083913.712447 nChanged 37 SP:Iteration 32Q (2051.955886 sec): 3 clusters Score: Raw -6086045.987007 + Penalty 2113.659549 = -6083932.327458 nChanged 30 SP:Iteration 33Q (2052.072150 sec): 3 clusters Score: Raw -6086058.234053 + Penalty 2113.659549 = -6083944.574504 nChanged 18 SP:Iteration 34Q (2052.200121 sec): 3 clusters Score: Raw -6086069.216182 + Penalty 2113.659549 = -6083955.556633 nChanged 23 SP:Iteration 35Q (2052.319794 sec): 3 clusters Score: Raw -6086075.935118 + Penalty 2113.659549 = -6083962.275569 nChanged 21 SP:Iteration 36Q (2052.441104 sec): 3 clusters Score: Raw -6086083.997543 + Penalty 2113.659549 = -6083970.337994 nChanged 19 SP:Iteration 37Q (2052.550254 sec): 3 clusters Score: Raw -6086094.327201 + Penalty 2113.659549 = -6083980.667652 nChanged 19 SP:Iteration 38Q (2052.672253 sec): 3 clusters Score: Raw -6086101.456926 + Penalty 2113.659549 = -6083987.797377 nChanged 17 SP:Iteration 39Q (2052.792138 sec): 3 clusters Score: Raw -6086109.064727 + Penalty 2113.659549 = -6083995.405178 nChanged 20 SP:Iteration 40F (2052.919030 sec): 3 clusters Score: Raw -6086117.422852 + Penalty 2113.659549 = -6084003.763303 nChanged 22 SP:Iteration 41Q (2053.044729 sec): 3 clusters Score: Raw -6086125.669654 + Penalty 2113.659549 = -6084012.010105 nChanged 23 SP:Iteration 42Q (2053.170138 sec): 3 clusters Score: Raw -6086131.905303 + Penalty 2113.659549 = -6084018.245754 nChanged 14 SP:Iteration 43Q (2053.289730 sec): 3 clusters Score: Raw -6086136.683815 + Penalty 2113.659549 = -6084023.024266 nChanged 14 SP:Iteration 44Q (2053.408450 sec): 3 clusters Score: Raw -6086141.160777 + Penalty 2113.659549 = -6084027.501228 nChanged 8 SP:Iteration 45Q (2053.533037 sec): 3 clusters Score: Raw -6086143.673273 + Penalty 2113.659549 = -6084030.013723 nChanged 11 SP:Iteration 46Q (2053.666827 sec): 3 clusters Score: Raw -6086146.062063 + Penalty 2113.659549 = -6084032.402514 nChanged 3 SP:Iteration 47Q (2053.788095 sec): 3 clusters Score: Raw -6086147.871217 + Penalty 2113.659549 = -6084034.211668 nChanged 5 SP:Iteration 48Q (2053.905680 sec): 3 clusters Score: Raw -6086149.718478 + Penalty 2113.659549 = -6084036.058929 nChanged 4 SP:Iteration 49Q (2054.032483 sec): 3 clusters Score: Raw -6086150.954050 + Penalty 2113.659549 = -6084037.294501 nChanged 3 SP:Iteration 50Q (2054.144913 sec): 3 clusters Score: Raw -6086151.607526 + Penalty 2113.659549 = -6084037.947976 nChanged 3 SP:Iteration 51Q (2054.263037 sec): 3 clusters Score: Raw -6086152.212148 + Penalty 2113.659549 = -6084038.552599 nChanged 0 SP:Iteration 52F (2054.393584 sec): 3 clusters Score: Raw -6086152.212148 + Penalty 2113.659549 = -6084038.552599 nChanged 0 Trying to split cluster 33 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2054.428429 sec): 2 clusters Score: Raw -11313.390283 + Penalty 513.254351 = -10800.135932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2054.472628 sec): 3 clusters Score: Raw -11381.939920 + Penalty 1026.508703 = -10355.431218 nChanged 58 SP:Iteration 1F (2054.516399 sec): 3 clusters Score: Raw -11496.508594 + Penalty 1026.508703 = -10469.999892 nChanged 13 SP:Iteration 2F (2054.563706 sec): 3 clusters Score: Raw -11519.728061 + Penalty 1026.508703 = -10493.219358 nChanged 7 SP:Iteration 3Q (2054.602865 sec): 3 clusters Score: Raw -11531.116173 + Penalty 1026.508703 = -10504.607471 nChanged 2 SP:Iteration 4Q (2054.647869 sec): 3 clusters Score: Raw -11533.549343 + Penalty 1026.508703 = -10507.040640 nChanged 0 SP:Iteration 5F (2054.695675 sec): 3 clusters Score: Raw -11533.549343 + Penalty 1026.508703 = -10507.040640 nChanged 0 Trying to split cluster 34 (8919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2054.735494 sec): 2 clusters Score: Raw -808315.571607 + Penalty 864.114216 = -807451.457391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2054.785943 sec): 3 clusters Score: Raw -803038.822341 + Penalty 1728.228431 = -801310.593910 nChanged 3951 SP:Iteration 1F (2054.852771 sec): 3 clusters Score: Raw -805053.097049 + Penalty 1728.228431 = -803324.868618 nChanged 499 SP:Iteration 2F (2054.912276 sec): 3 clusters Score: Raw -805255.609683 + Penalty 1728.228431 = -803527.381252 nChanged 435 SP:Iteration 3Q (2054.963972 sec): 3 clusters Score: Raw -805447.560042 + Penalty 1728.228431 = -803719.331610 nChanged 443 SP:Iteration 4Q (2055.019391 sec): 3 clusters Score: Raw -805665.142590 + Penalty 1728.228431 = -803936.914159 nChanged 448 SP:Iteration 5F (2055.079625 sec): 3 clusters Score: Raw -805933.602200 + Penalty 1728.228431 = -804205.373769 nChanged 483 SP:Iteration 6F (2055.138770 sec): 3 clusters Score: Raw -806248.654971 + Penalty 1728.228431 = -804520.426539 nChanged 518 SP:Iteration 7F (2055.181746 sec): 3 clusters Score: Raw -806610.962839 + Penalty 1728.228431 = -804882.734408 nChanged 489 SP:Iteration 8F (2055.230861 sec): 3 clusters Score: Raw -806965.545456 + Penalty 1728.228431 = -805237.317025 nChanged 452 SP:Iteration 9F (2055.290694 sec): 3 clusters Score: Raw -807310.467361 + Penalty 1728.228431 = -805582.238930 nChanged 400 SP:Iteration 10Q (2055.348677 sec): 3 clusters Score: Raw -807640.945450 + Penalty 1728.228431 = -805912.717019 nChanged 352 SP:Iteration 11Q (2055.409134 sec): 3 clusters Score: Raw -807911.597193 + Penalty 1728.228431 = -806183.368762 nChanged 218 SP:Iteration 12Q (2055.451231 sec): 3 clusters Score: Raw -808071.416633 + Penalty 1728.228431 = -806343.188202 nChanged 162 SP:Iteration 13Q (2055.516495 sec): 3 clusters Score: Raw -808205.364232 + Penalty 1728.228431 = -806477.135801 nChanged 111 SP:Iteration 14Q (2055.568417 sec): 3 clusters Score: Raw -808297.699535 + Penalty 1728.228431 = -806569.471104 nChanged 79 SP:Iteration 15Q (2055.615982 sec): 3 clusters Score: Raw -808354.079592 + Penalty 1728.228431 = -806625.851161 nChanged 46 SP:Iteration 16Q (2055.670213 sec): 3 clusters Score: Raw -808390.294611 + Penalty 1728.228431 = -806662.066180 nChanged 32 SP:Iteration 17Q (2055.726068 sec): 3 clusters Score: Raw -808415.243383 + Penalty 1728.228431 = -806687.014952 nChanged 25 SP:Iteration 18Q (2055.776711 sec): 3 clusters Score: Raw -808434.137248 + Penalty 1728.228431 = -806705.908816 nChanged 26 SP:Iteration 19Q (2055.837352 sec): 3 clusters Score: Raw -808454.197054 + Penalty 1728.228431 = -806725.968623 nChanged 18 SP:Iteration 20F (2055.892591 sec): 3 clusters Score: Raw -808469.617392 + Penalty 1728.228431 = -806741.388961 nChanged 16 SP:Iteration 21Q (2055.949732 sec): 3 clusters Score: Raw -808484.730817 + Penalty 1728.228431 = -806756.502386 nChanged 9 SP:Iteration 22Q (2055.999229 sec): 3 clusters Score: Raw -808491.561109 + Penalty 1728.228431 = -806763.332678 nChanged 5 SP:Iteration 23Q (2056.058747 sec): 3 clusters Score: Raw -808495.935321 + Penalty 1728.228431 = -806767.706890 nChanged 3 SP:Iteration 24Q (2056.103500 sec): 3 clusters Score: Raw -808499.355554 + Penalty 1728.228431 = -806771.127123 nChanged 2 SP:Iteration 25Q (2056.169063 sec): 3 clusters Score: Raw -808500.111674 + Penalty 1728.228431 = -806771.883243 nChanged 1 SP:Iteration 26Q (2056.222448 sec): 3 clusters Score: Raw -808500.398009 + Penalty 1728.228431 = -806772.169578 nChanged 1 SP:Iteration 27Q (2056.274335 sec): 3 clusters Score: Raw -808501.894891 + Penalty 1728.228431 = -806773.666459 nChanged 3 SP:Iteration 28Q (2056.339323 sec): 3 clusters Score: Raw -808504.270828 + Penalty 1728.228431 = -806776.042397 nChanged 2 SP:Iteration 29Q (2056.395639 sec): 3 clusters Score: Raw -808505.205244 + Penalty 1728.228431 = -806776.976813 nChanged 0 SP:Iteration 30F (2056.444576 sec): 3 clusters Score: Raw -808505.205244 + Penalty 1728.228431 = -806776.976813 nChanged 0 Trying to split cluster 35 (151485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2056.623127 sec): 2 clusters Score: Raw -13524209.770677 + Penalty 1133.182979 = -13523076.587698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2056.868845 sec): 3 clusters Score: Raw -13423096.046865 + Penalty 2266.365959 = -13420829.680906 nChanged 73793 SP:Iteration 1F (2057.108720 sec): 3 clusters Score: Raw -13468147.267974 + Penalty 2266.365959 = -13465880.902015 nChanged 5534 SP:Iteration 2Q (2057.375322 sec): 3 clusters Score: Raw -13469791.078767 + Penalty 2266.365959 = -13467524.712808 nChanged 6075 SP:Iteration 3Q (2057.635206 sec): 3 clusters Score: Raw -13472102.632961 + Penalty 2266.365959 = -13469836.267002 nChanged 7242 SP:Iteration 4Q (2057.893700 sec): 3 clusters Score: Raw -13475630.322874 + Penalty 2266.365959 = -13473363.956915 nChanged 8771 SP:Iteration 5F (2058.131661 sec): 3 clusters Score: Raw -13481039.564523 + Penalty 2266.365959 = -13478773.198564 nChanged 10629 SP:Iteration 6F (2058.366348 sec): 3 clusters Score: Raw -13488924.064716 + Penalty 2266.365959 = -13486657.698757 nChanged 11434 SP:Iteration 7F (2058.610578 sec): 3 clusters Score: Raw -13498295.249266 + Penalty 2266.365959 = -13496028.883307 nChanged 10331 SP:Iteration 8F (2058.858016 sec): 3 clusters Score: Raw -13507180.900673 + Penalty 2266.365959 = -13504914.534714 nChanged 8055 SP:Iteration 9F (2059.086171 sec): 3 clusters Score: Raw -13514093.950769 + Penalty 2266.365959 = -13511827.584810 nChanged 5493 SP:Iteration 10Q (2059.325131 sec): 3 clusters Score: Raw -13518703.266560 + Penalty 2266.365959 = -13516436.900601 nChanged 3387 SP:Iteration 11Q (2059.530800 sec): 3 clusters Score: Raw -13521401.527130 + Penalty 2266.365959 = -13519135.161171 nChanged 1977 SP:Iteration 12Q (2059.751340 sec): 3 clusters Score: Raw -13522929.493449 + Penalty 2266.365959 = -13520663.127490 nChanged 1004 SP:Iteration 13Q (2059.968494 sec): 3 clusters Score: Raw -13523657.614859 + Penalty 2266.365959 = -13521391.248900 nChanged 484 SP:Iteration 14Q (2060.179337 sec): 3 clusters Score: Raw -13524026.568571 + Penalty 2266.365959 = -13521760.202612 nChanged 275 SP:Iteration 15Q (2060.391193 sec): 3 clusters Score: Raw -13524225.743801 + Penalty 2266.365959 = -13521959.377842 nChanged 159 SP:Iteration 16Q (2060.613778 sec): 3 clusters Score: Raw -13524350.270055 + Penalty 2266.365959 = -13522083.904096 nChanged 107 SP:Iteration 17Q (2060.832948 sec): 3 clusters Score: Raw -13524415.866195 + Penalty 2266.365959 = -13522149.500236 nChanged 79 SP:Iteration 18Q (2061.051314 sec): 3 clusters Score: Raw -13524459.615901 + Penalty 2266.365959 = -13522193.249942 nChanged 67 SP:Iteration 19Q (2061.259601 sec): 3 clusters Score: Raw -13524497.349622 + Penalty 2266.365959 = -13522230.983663 nChanged 36 SP:Iteration 20F (2061.486915 sec): 3 clusters Score: Raw -13524512.794537 + Penalty 2266.365959 = -13522246.428578 nChanged 28 SP:Iteration 21Q (2061.691165 sec): 3 clusters Score: Raw -13524525.239899 + Penalty 2266.365959 = -13522258.873940 nChanged 30 SP:Iteration 22Q (2061.897077 sec): 3 clusters Score: Raw -13524538.805091 + Penalty 2266.365959 = -13522272.439132 nChanged 18 SP:Iteration 23Q (2062.101525 sec): 3 clusters Score: Raw -13524545.944908 + Penalty 2266.365959 = -13522279.578949 nChanged 14 SP:Iteration 24Q (2062.308116 sec): 3 clusters Score: Raw -13524549.203147 + Penalty 2266.365959 = -13522282.837188 nChanged 7 SP:Iteration 25Q (2062.547505 sec): 3 clusters Score: Raw -13524551.087066 + Penalty 2266.365959 = -13522284.721107 nChanged 2 SP:Iteration 26Q (2062.793270 sec): 3 clusters Score: Raw -13524551.766896 + Penalty 2266.365959 = -13522285.400937 nChanged 5 SP:Iteration 27Q (2063.007908 sec): 3 clusters Score: Raw -13524553.441439 + Penalty 2266.365959 = -13522287.075480 nChanged 4 SP:Iteration 28Q (2063.212672 sec): 3 clusters Score: Raw -13524554.916278 + Penalty 2266.365959 = -13522288.550319 nChanged 1 SP:Iteration 29Q (2063.399641 sec): 3 clusters Score: Raw -13524555.128338 + Penalty 2266.365959 = -13522288.762379 nChanged 1 SP:Iteration 30Q (2063.623888 sec): 3 clusters Score: Raw -13524555.223096 + Penalty 2266.365959 = -13522288.857137 nChanged 1 SP:Iteration 31Q (2063.825713 sec): 3 clusters Score: Raw -13524555.307001 + Penalty 2266.365959 = -13522288.941042 nChanged 0 SP:Iteration 32F (2064.062517 sec): 3 clusters Score: Raw -13524555.307001 + Penalty 2266.365959 = -13522288.941042 nChanged 0 Trying to split cluster 36 (2357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2064.101804 sec): 2 clusters Score: Raw -213956.039866 + Penalty 737.688766 = -213218.351100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2064.150804 sec): 3 clusters Score: Raw -212782.100445 + Penalty 1475.377532 = -211306.722914 nChanged 904 SP:Iteration 1F (2064.185336 sec): 3 clusters Score: Raw -213325.087781 + Penalty 1475.377532 = -211849.710250 nChanged 187 SP:Iteration 2F (2064.233407 sec): 3 clusters Score: Raw -213454.814484 + Penalty 1475.377532 = -211979.436952 nChanged 145 SP:Iteration 3F (2064.285907 sec): 3 clusters Score: Raw -213557.702950 + Penalty 1475.377532 = -212082.325418 nChanged 114 SP:Iteration 4Q (2064.335215 sec): 3 clusters Score: Raw -213629.763534 + Penalty 1475.377532 = -212154.386003 nChanged 99 SP:Iteration 5Q (2064.372468 sec): 3 clusters Score: Raw -213690.620792 + Penalty 1475.377532 = -212215.243260 nChanged 81 SP:Iteration 6Q (2064.407816 sec): 3 clusters Score: Raw -213745.585154 + Penalty 1475.377532 = -212270.207623 nChanged 82 SP:Iteration 7Q (2064.460575 sec): 3 clusters Score: Raw -213794.579485 + Penalty 1475.377532 = -212319.201953 nChanged 78 SP:Iteration 8Q (2064.512326 sec): 3 clusters Score: Raw -213845.537593 + Penalty 1475.377532 = -212370.160062 nChanged 73 SP:Iteration 9Q (2064.560639 sec): 3 clusters Score: Raw -213889.391197 + Penalty 1475.377532 = -212414.013666 nChanged 63 SP:Iteration 10Q (2064.611323 sec): 3 clusters Score: Raw -213920.913252 + Penalty 1475.377532 = -212445.535721 nChanged 47 SP:Iteration 11Q (2064.660516 sec): 3 clusters Score: Raw -213951.524572 + Penalty 1475.377532 = -212476.147040 nChanged 47 SP:Iteration 12Q (2064.699646 sec): 3 clusters Score: Raw -213977.055378 + Penalty 1475.377532 = -212501.677847 nChanged 40 SP:Iteration 13Q (2064.747266 sec): 3 clusters Score: Raw -213995.070338 + Penalty 1475.377532 = -212519.692807 nChanged 32 SP:Iteration 14Q (2064.802931 sec): 3 clusters Score: Raw -214007.735893 + Penalty 1475.377532 = -212532.358362 nChanged 25 SP:Iteration 15Q (2064.854401 sec): 3 clusters Score: Raw -214018.490238 + Penalty 1475.377532 = -212543.112707 nChanged 23 SP:Iteration 16Q (2064.897593 sec): 3 clusters Score: Raw -214029.415905 + Penalty 1475.377532 = -212554.038374 nChanged 16 SP:Iteration 17Q (2064.948319 sec): 3 clusters Score: Raw -214034.318471 + Penalty 1475.377532 = -212558.940939 nChanged 7 SP:Iteration 18Q (2064.994212 sec): 3 clusters Score: Raw -214037.193751 + Penalty 1475.377532 = -212561.816220 nChanged 10 SP:Iteration 19Q (2065.042600 sec): 3 clusters Score: Raw -214042.447908 + Penalty 1475.377532 = -212567.070377 nChanged 13 SP:Iteration 20F (2065.083936 sec): 3 clusters Score: Raw -214048.642549 + Penalty 1475.377532 = -212573.265017 nChanged 22 SP:Iteration 21Q (2065.129889 sec): 3 clusters Score: Raw -214062.176710 + Penalty 1475.377532 = -212586.799178 nChanged 20 SP:Iteration 22Q (2065.180864 sec): 3 clusters Score: Raw -214074.044591 + Penalty 1475.377532 = -212598.667060 nChanged 20 SP:Iteration 23Q (2065.223640 sec): 3 clusters Score: Raw -214083.134181 + Penalty 1475.377532 = -212607.756649 nChanged 12 SP:Iteration 24Q (2065.266558 sec): 3 clusters Score: Raw -214088.574229 + Penalty 1475.377532 = -212613.196698 nChanged 10 SP:Iteration 25Q (2065.319564 sec): 3 clusters Score: Raw -214091.755020 + Penalty 1475.377532 = -212616.377489 nChanged 8 SP:Iteration 26Q (2065.366179 sec): 3 clusters Score: Raw -214094.565126 + Penalty 1475.377532 = -212619.187594 nChanged 7 SP:Iteration 27Q (2065.408219 sec): 3 clusters Score: Raw -214096.278862 + Penalty 1475.377532 = -212620.901331 nChanged 5 SP:Iteration 28Q (2065.460512 sec): 3 clusters Score: Raw -214098.533833 + Penalty 1475.377532 = -212623.156301 nChanged 6 SP:Iteration 29Q (2065.516864 sec): 3 clusters Score: Raw -214105.086683 + Penalty 1475.377532 = -212629.709151 nChanged 12 SP:Iteration 30Q (2065.562649 sec): 3 clusters Score: Raw -214111.910862 + Penalty 1475.377532 = -212636.533331 nChanged 10 SP:Iteration 31Q (2065.616334 sec): 3 clusters Score: Raw -214114.928581 + Penalty 1475.377532 = -212639.551050 nChanged 4 SP:Iteration 32Q (2065.662879 sec): 3 clusters Score: Raw -214116.451208 + Penalty 1475.377532 = -212641.073676 nChanged 4 SP:Iteration 33Q (2065.702136 sec): 3 clusters Score: Raw -214118.716280 + Penalty 1475.377532 = -212643.338748 nChanged 6 SP:Iteration 34Q (2065.751718 sec): 3 clusters Score: Raw -214119.980666 + Penalty 1475.377532 = -212644.603135 nChanged 5 SP:Iteration 35Q (2065.806079 sec): 3 clusters Score: Raw -214122.605121 + Penalty 1475.377532 = -212647.227589 nChanged 8 SP:Iteration 36Q (2065.848869 sec): 3 clusters Score: Raw -214125.567507 + Penalty 1475.377532 = -212650.189976 nChanged 9 SP:Iteration 37Q (2065.895552 sec): 3 clusters Score: Raw -214128.568116 + Penalty 1475.377532 = -212653.190584 nChanged 6 SP:Iteration 38Q (2065.950553 sec): 3 clusters Score: Raw -214130.205727 + Penalty 1475.377532 = -212654.828195 nChanged 4 SP:Iteration 39Q (2065.996295 sec): 3 clusters Score: Raw -214131.161849 + Penalty 1475.377532 = -212655.784317 nChanged 2 SP:Iteration 40F (2066.048953 sec): 3 clusters Score: Raw -214132.486270 + Penalty 1475.377532 = -212657.108738 nChanged 4 SP:Iteration 41Q (2066.099039 sec): 3 clusters Score: Raw -214134.420581 + Penalty 1475.377532 = -212659.043050 nChanged 4 SP:Iteration 42Q (2066.147451 sec): 3 clusters Score: Raw -214136.091842 + Penalty 1475.377532 = -212660.714311 nChanged 7 SP:Iteration 43Q (2066.186983 sec): 3 clusters Score: Raw -214139.070872 + Penalty 1475.377532 = -212663.693340 nChanged 5 SP:Iteration 44Q (2066.246953 sec): 3 clusters Score: Raw -214140.207266 + Penalty 1475.377532 = -212664.829735 nChanged 3 SP:Iteration 45Q (2066.297171 sec): 3 clusters Score: Raw -214140.828407 + Penalty 1475.377532 = -212665.450875 nChanged 2 SP:Iteration 46Q (2066.346532 sec): 3 clusters Score: Raw -214142.009137 + Penalty 1475.377532 = -212666.631605 nChanged 0 SP:Iteration 47F (2066.392779 sec): 3 clusters Score: Raw -214142.009137 + Penalty 1475.377532 = -212666.631605 nChanged 0 Iteration 259Q (2071.051873 sec): 37 clusters Score: Raw -45231060.358900 + Penalty 45091.929260 = -45185968.429639 nChanged 108 Iteration 260F (2080.848062 sec): 37 clusters Score: Raw -45231062.499921 + Penalty 45091.929260 = -45185970.570661 nChanged 84 Iteration 261Q (2085.337742 sec): 37 clusters Score: Raw -45231064.760212 + Penalty 45091.929260 = -45185972.830952 nChanged 101 Iteration 262Q (2089.922483 sec): 37 clusters Score: Raw -45231067.403987 + Penalty 45091.929260 = -45185975.474726 nChanged 115 Iteration 263Q (2094.292579 sec): 37 clusters Score: Raw -45231069.725956 + Penalty 45091.929260 = -45185977.796696 nChanged 88 Iteration 264Q (2098.954431 sec): 37 clusters Score: Raw -45231071.510511 + Penalty 45091.929260 = -45185979.581251 nChanged 104 Iteration 265Q (2103.735587 sec): 37 clusters Score: Raw -45231073.726980 + Penalty 45091.929260 = -45185981.797719 nChanged 108 Iteration 266Q (2108.356804 sec): 37 clusters Score: Raw -45231075.795378 + Penalty 45091.929260 = -45185983.866118 nChanged 115 Iteration 267Q (2113.178104 sec): 37 clusters Score: Raw -45231078.194832 + Penalty 45091.929260 = -45185986.265572 nChanged 119 Iteration 268Q (2117.919783 sec): 37 clusters Score: Raw -45231081.033223 + Penalty 45091.929260 = -45185989.103963 nChanged 113 Iteration 269Q (2122.395493 sec): 37 clusters Score: Raw -45231084.021669 + Penalty 45091.929260 = -45185992.092409 nChanged 130 Iteration 270Q (2126.916916 sec): 37 clusters Score: Raw -45231087.710207 + Penalty 45091.929260 = -45185995.780946 nChanged 112 Iteration 271Q (2131.861098 sec): 37 clusters Score: Raw -45231091.503656 + Penalty 45091.929260 = -45185999.574396 nChanged 104 Iteration 272Q (2136.729127 sec): 37 clusters Score: Raw -45231095.443357 + Penalty 45091.929260 = -45186003.514097 nChanged 121 Iteration 273Q (2141.494679 sec): 37 clusters Score: Raw -45231098.773373 + Penalty 45091.929260 = -45186006.844112 nChanged 122 Iteration 274Q (2146.375636 sec): 37 clusters Score: Raw -45231101.981011 + Penalty 45091.929260 = -45186010.051751 nChanged 122 Iteration 275Q (2151.217504 sec): 37 clusters Score: Raw -45231105.417560 + Penalty 45091.929260 = -45186013.488300 nChanged 119 Iteration 276Q (2155.818670 sec): 37 clusters Score: Raw -45231110.113393 + Penalty 45091.929260 = -45186018.184133 nChanged 137 Iteration 277Q (2160.513335 sec): 37 clusters Score: Raw -45231116.481190 + Penalty 45091.929260 = -45186024.551930 nChanged 135 Iteration 278Q (2165.392420 sec): 37 clusters Score: Raw -45231121.354284 + Penalty 45091.929260 = -45186029.425024 nChanged 125 Iteration 279Q (2170.075458 sec): 37 clusters Score: Raw -45231125.695262 + Penalty 45091.929260 = -45186033.766002 nChanged 103 Iteration 280F (2179.803539 sec): 37 clusters Score: Raw -45231128.954973 + Penalty 45091.929260 = -45186037.025713 nChanged 106 Iteration 281Q (2184.491048 sec): 37 clusters Score: Raw -45231132.612162 + Penalty 45091.929260 = -45186040.682902 nChanged 114 Iteration 282Q (2189.224050 sec): 37 clusters Score: Raw -45231137.248907 + Penalty 45091.929260 = -45186045.319647 nChanged 100 Iteration 283Q (2193.967675 sec): 37 clusters Score: Raw -45231141.677575 + Penalty 45091.929260 = -45186049.748315 nChanged 102 Iteration 284Q (2198.625553 sec): 37 clusters Score: Raw -45231144.632493 + Penalty 45091.929260 = -45186052.703232 nChanged 84 Iteration 285Q (2203.342252 sec): 37 clusters Score: Raw -45231146.715813 + Penalty 45091.929260 = -45186054.786553 nChanged 68 Iteration 286Q (2208.205066 sec): 37 clusters Score: Raw -45231148.510679 + Penalty 45091.929260 = -45186056.581419 nChanged 60 Iteration 287Q (2212.995422 sec): 37 clusters Score: Raw -45231150.026529 + Penalty 45091.929260 = -45186058.097269 nChanged 71 Iteration 288Q (2217.710339 sec): 37 clusters Score: Raw -45231151.827784 + Penalty 45091.929260 = -45186059.898524 nChanged 72 Iteration 289Q (2222.296200 sec): 37 clusters Score: Raw -45231153.870610 + Penalty 45091.929260 = -45186061.941350 nChanged 69 Iteration 290Q (2227.008922 sec): 37 clusters Score: Raw -45231155.809876 + Penalty 45091.929260 = -45186063.880616 nChanged 81 Iteration 291Q (2231.553679 sec): 37 clusters Score: Raw -45231158.176329 + Penalty 45091.929260 = -45186066.247069 nChanged 73 Iteration 292Q (2236.311085 sec): 37 clusters Score: Raw -45231160.020521 + Penalty 45091.929260 = -45186068.091260 nChanged 84 Iteration 293Q (2241.156902 sec): 37 clusters Score: Raw -45231161.979474 + Penalty 45091.929260 = -45186070.050214 nChanged 77 Iteration 294Q (2245.934002 sec): 37 clusters Score: Raw -45231163.721090 + Penalty 45091.929260 = -45186071.791830 nChanged 77 Iteration 295Q (2250.588943 sec): 37 clusters Score: Raw -45231165.705760 + Penalty 45091.929260 = -45186073.776500 nChanged 84 Iteration 296Q (2255.336755 sec): 37 clusters Score: Raw -45231167.246641 + Penalty 45091.929260 = -45186075.317381 nChanged 77 Iteration 297Q (2260.140693 sec): 37 clusters Score: Raw -45231168.465897 + Penalty 45091.929260 = -45186076.536637 nChanged 57 Iteration 298Q (2264.641856 sec): 37 clusters Score: Raw -45231169.627207 + Penalty 45091.929260 = -45186077.697946 nChanged 59 Writing temp clu file Because OldScore, -45186076.536637, is greater than current (better) Score,-45186077.697946 Compute initial score before splitting: Score: Raw -45231169.627207 + Penalty 45091.929260 = -45186077.697946 Trying to split cluster 1 (1231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2264.818602 sec): 2 clusters Score: Raw -105230.128938 + Penalty 675.980302 = -104554.148636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2264.868453 sec): 3 clusters Score: Raw -104693.172176 + Penalty 1351.960604 = -103341.211572 nChanged 423 SP:Iteration 1F (2264.914417 sec): 3 clusters Score: Raw -104984.506121 + Penalty 1351.960604 = -103632.545517 nChanged 83 SP:Iteration 2F (2264.954556 sec): 3 clusters Score: Raw -105044.218003 + Penalty 1351.960604 = -103692.257399 nChanged 69 SP:Iteration 3F (2264.999830 sec): 3 clusters Score: Raw -105095.155916 + Penalty 1351.960604 = -103743.195313 nChanged 50 SP:Iteration 4Q (2265.050681 sec): 3 clusters Score: Raw -105127.272707 + Penalty 1351.960604 = -103775.312103 nChanged 36 SP:Iteration 5Q (2265.102122 sec): 3 clusters Score: Raw -105153.205124 + Penalty 1351.960604 = -103801.244520 nChanged 39 SP:Iteration 6Q (2265.163948 sec): 3 clusters Score: Raw -105187.421568 + Penalty 1351.960604 = -103835.460964 nChanged 37 SP:Iteration 7Q (2265.207417 sec): 3 clusters Score: Raw -105217.398680 + Penalty 1351.960604 = -103865.438076 nChanged 31 SP:Iteration 8Q (2265.259820 sec): 3 clusters Score: Raw -105236.802385 + Penalty 1351.960604 = -103884.841781 nChanged 28 SP:Iteration 9Q (2265.303199 sec): 3 clusters Score: Raw -105254.090313 + Penalty 1351.960604 = -103902.129709 nChanged 20 SP:Iteration 10Q (2265.351407 sec): 3 clusters Score: Raw -105270.909257 + Penalty 1351.960604 = -103918.948653 nChanged 27 SP:Iteration 11Q (2265.402507 sec): 3 clusters Score: Raw -105293.172102 + Penalty 1351.960604 = -103941.211498 nChanged 24 SP:Iteration 12Q (2265.451717 sec): 3 clusters Score: Raw -105306.495745 + Penalty 1351.960604 = -103954.535141 nChanged 16 SP:Iteration 13Q (2265.505512 sec): 3 clusters Score: Raw -105316.988925 + Penalty 1351.960604 = -103965.028321 nChanged 12 SP:Iteration 14Q (2265.547906 sec): 3 clusters Score: Raw -105324.748682 + Penalty 1351.960604 = -103972.788078 nChanged 14 SP:Iteration 15Q (2265.588251 sec): 3 clusters Score: Raw -105337.566822 + Penalty 1351.960604 = -103985.606218 nChanged 11 SP:Iteration 16Q (2265.637163 sec): 3 clusters Score: Raw -105345.225950 + Penalty 1351.960604 = -103993.265346 nChanged 7 SP:Iteration 17Q (2265.695909 sec): 3 clusters Score: Raw -105353.861632 + Penalty 1351.960604 = -104001.901028 nChanged 9 SP:Iteration 18Q (2265.739147 sec): 3 clusters Score: Raw -105361.368739 + Penalty 1351.960604 = -104009.408135 nChanged 10 SP:Iteration 19Q (2265.798576 sec): 3 clusters Score: Raw -105368.700977 + Penalty 1351.960604 = -104016.740373 nChanged 8 SP:Iteration 20F (2265.843406 sec): 3 clusters Score: Raw -105372.012079 + Penalty 1351.960604 = -104020.051475 nChanged 8 SP:Iteration 21Q (2265.898970 sec): 3 clusters Score: Raw -105378.058675 + Penalty 1351.960604 = -104026.098071 nChanged 8 SP:Iteration 22Q (2265.938690 sec): 3 clusters Score: Raw -105381.726066 + Penalty 1351.960604 = -104029.765462 nChanged 6 SP:Iteration 23Q (2265.988716 sec): 3 clusters Score: Raw -105386.160634 + Penalty 1351.960604 = -104034.200030 nChanged 6 SP:Iteration 24Q (2266.040402 sec): 3 clusters Score: Raw -105388.620505 + Penalty 1351.960604 = -104036.659901 nChanged 4 SP:Iteration 25Q (2266.086128 sec): 3 clusters Score: Raw -105392.291789 + Penalty 1351.960604 = -104040.331185 nChanged 4 SP:Iteration 26Q (2266.141336 sec): 3 clusters Score: Raw -105396.129657 + Penalty 1351.960604 = -104044.169053 nChanged 5 SP:Iteration 27Q (2266.188301 sec): 3 clusters Score: Raw -105401.205849 + Penalty 1351.960604 = -104049.245245 nChanged 5 SP:Iteration 28Q (2266.233326 sec): 3 clusters Score: Raw -105406.323240 + Penalty 1351.960604 = -104054.362636 nChanged 3 SP:Iteration 29Q (2266.279185 sec): 3 clusters Score: Raw -105407.278003 + Penalty 1351.960604 = -104055.317399 nChanged 1 SP:Iteration 30Q (2266.329626 sec): 3 clusters Score: Raw -105407.480586 + Penalty 1351.960604 = -104055.519982 nChanged 1 SP:Iteration 31Q (2266.382037 sec): 3 clusters Score: Raw -105407.983296 + Penalty 1351.960604 = -104056.022692 nChanged 0 SP:Iteration 32F (2266.432466 sec): 3 clusters Score: Raw -105407.983296 + Penalty 1351.960604 = -104056.022692 nChanged 0 Trying to split cluster 2 (3303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2266.459309 sec): 2 clusters Score: Raw -277455.977081 + Penalty 769.745710 = -276686.231370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2266.506222 sec): 3 clusters Score: Raw -275671.499225 + Penalty 1539.491421 = -274132.007804 nChanged 1385 SP:Iteration 1F (2266.558309 sec): 3 clusters Score: Raw -276398.738477 + Penalty 1539.491421 = -274859.247056 nChanged 224 SP:Iteration 2F (2266.609327 sec): 3 clusters Score: Raw -276525.067825 + Penalty 1539.491421 = -274985.576404 nChanged 195 SP:Iteration 3F (2266.657912 sec): 3 clusters Score: Raw -276632.921734 + Penalty 1539.491421 = -275093.430313 nChanged 175 SP:Iteration 4F (2266.712137 sec): 3 clusters Score: Raw -276755.359896 + Penalty 1539.491421 = -275215.868475 nChanged 170 SP:Iteration 5F (2266.757761 sec): 3 clusters Score: Raw -276884.449014 + Penalty 1539.491421 = -275344.957593 nChanged 178 SP:Iteration 6F (2266.821651 sec): 3 clusters Score: Raw -277028.863761 + Penalty 1539.491421 = -275489.372340 nChanged 192 SP:Iteration 7F (2266.858353 sec): 3 clusters Score: Raw -277166.495677 + Penalty 1539.491421 = -275627.004256 nChanged 155 SP:Iteration 8Q (2266.910881 sec): 3 clusters Score: Raw -277268.464628 + Penalty 1539.491421 = -275728.973208 nChanged 137 SP:Iteration 9Q (2266.963089 sec): 3 clusters Score: Raw -277367.195118 + Penalty 1539.491421 = -275827.703697 nChanged 126 SP:Iteration 10Q (2267.016595 sec): 3 clusters Score: Raw -277436.227358 + Penalty 1539.491421 = -275896.735937 nChanged 93 SP:Iteration 11Q (2267.069280 sec): 3 clusters Score: Raw -277486.863929 + Penalty 1539.491421 = -275947.372509 nChanged 61 SP:Iteration 12Q (2267.123099 sec): 3 clusters Score: Raw -277520.077478 + Penalty 1539.491421 = -275980.586058 nChanged 47 SP:Iteration 13Q (2267.176692 sec): 3 clusters Score: Raw -277543.270602 + Penalty 1539.491421 = -276003.779181 nChanged 41 SP:Iteration 14Q (2267.230205 sec): 3 clusters Score: Raw -277564.869545 + Penalty 1539.491421 = -276025.378124 nChanged 47 SP:Iteration 15Q (2267.281926 sec): 3 clusters Score: Raw -277589.759556 + Penalty 1539.491421 = -276050.268135 nChanged 41 SP:Iteration 16Q (2267.331776 sec): 3 clusters Score: Raw -277612.164809 + Penalty 1539.491421 = -276072.673388 nChanged 43 SP:Iteration 17Q (2267.375727 sec): 3 clusters Score: Raw -277632.245608 + Penalty 1539.491421 = -276092.754187 nChanged 35 SP:Iteration 18Q (2267.430865 sec): 3 clusters Score: Raw -277650.473179 + Penalty 1539.491421 = -276110.981759 nChanged 30 SP:Iteration 19Q (2267.483617 sec): 3 clusters Score: Raw -277662.869749 + Penalty 1539.491421 = -276123.378328 nChanged 27 SP:Iteration 20F (2267.549201 sec): 3 clusters Score: Raw -277674.932937 + Penalty 1539.491421 = -276135.441516 nChanged 23 SP:Iteration 21Q (2267.588160 sec): 3 clusters Score: Raw -277685.217489 + Penalty 1539.491421 = -276145.726068 nChanged 18 SP:Iteration 22Q (2267.642898 sec): 3 clusters Score: Raw -277689.752257 + Penalty 1539.491421 = -276150.260836 nChanged 7 SP:Iteration 23Q (2267.697558 sec): 3 clusters Score: Raw -277691.763447 + Penalty 1539.491421 = -276152.272026 nChanged 5 SP:Iteration 24Q (2267.752429 sec): 3 clusters Score: Raw -277692.841381 + Penalty 1539.491421 = -276153.349960 nChanged 5 SP:Iteration 25Q (2267.796934 sec): 3 clusters Score: Raw -277693.954133 + Penalty 1539.491421 = -276154.462712 nChanged 4 SP:Iteration 26Q (2267.850740 sec): 3 clusters Score: Raw -277694.693717 + Penalty 1539.491421 = -276155.202296 nChanged 6 SP:Iteration 27Q (2267.899607 sec): 3 clusters Score: Raw -277695.637881 + Penalty 1539.491421 = -276156.146460 nChanged 3 SP:Iteration 28Q (2267.964374 sec): 3 clusters Score: Raw -277696.628621 + Penalty 1539.491421 = -276157.137200 nChanged 4 SP:Iteration 29Q (2268.008755 sec): 3 clusters Score: Raw -277697.591671 + Penalty 1539.491421 = -276158.100250 nChanged 3 SP:Iteration 30Q (2268.056242 sec): 3 clusters Score: Raw -277699.508431 + Penalty 1539.491421 = -276160.017010 nChanged 13 SP:Iteration 31Q (2268.117682 sec): 3 clusters Score: Raw -277706.133848 + Penalty 1539.491421 = -276166.642427 nChanged 8 SP:Iteration 32Q (2268.160342 sec): 3 clusters Score: Raw -277708.800915 + Penalty 1539.491421 = -276169.309495 nChanged 6 SP:Iteration 33Q (2268.227042 sec): 3 clusters Score: Raw -277709.912147 + Penalty 1539.491421 = -276170.420726 nChanged 4 SP:Iteration 34Q (2268.273140 sec): 3 clusters Score: Raw -277710.954907 + Penalty 1539.491421 = -276171.463486 nChanged 8 SP:Iteration 35Q (2268.321040 sec): 3 clusters Score: Raw -277713.808809 + Penalty 1539.491421 = -276174.317388 nChanged 7 SP:Iteration 36Q (2268.376181 sec): 3 clusters Score: Raw -277715.520793 + Penalty 1539.491421 = -276176.029372 nChanged 8 SP:Iteration 37Q (2268.422306 sec): 3 clusters Score: Raw -277717.493068 + Penalty 1539.491421 = -276178.001647 nChanged 6 SP:Iteration 38Q (2268.466701 sec): 3 clusters Score: Raw -277718.739209 + Penalty 1539.491421 = -276179.247788 nChanged 6 SP:Iteration 39Q (2268.513032 sec): 3 clusters Score: Raw -277720.158433 + Penalty 1539.491421 = -276180.667012 nChanged 3 SP:Iteration 40F (2268.569737 sec): 3 clusters Score: Raw -277721.014935 + Penalty 1539.491421 = -276181.523514 nChanged 2 SP:Iteration 41Q (2268.619568 sec): 3 clusters Score: Raw -277721.371914 + Penalty 1539.491421 = -276181.880493 nChanged 2 SP:Iteration 42Q (2268.668079 sec): 3 clusters Score: Raw -277721.756880 + Penalty 1539.491421 = -276182.265459 nChanged 2 SP:Iteration 43Q (2268.718888 sec): 3 clusters Score: Raw -277722.279329 + Penalty 1539.491421 = -276182.787908 nChanged 5 SP:Iteration 44Q (2268.769374 sec): 3 clusters Score: Raw -277723.486029 + Penalty 1539.491421 = -276183.994608 nChanged 7 SP:Iteration 45Q (2268.828997 sec): 3 clusters Score: Raw -277726.318814 + Penalty 1539.491421 = -276186.827393 nChanged 16 SP:Iteration 46Q (2268.876198 sec): 3 clusters Score: Raw -277730.723823 + Penalty 1539.491421 = -276191.232402 nChanged 15 SP:Iteration 47Q (2268.922104 sec): 3 clusters Score: Raw -277733.941408 + Penalty 1539.491421 = -276194.449987 nChanged 13 SP:Iteration 48Q (2268.987766 sec): 3 clusters Score: Raw -277737.895482 + Penalty 1539.491421 = -276198.404061 nChanged 19 SP:Iteration 49Q (2269.035613 sec): 3 clusters Score: Raw -277743.219546 + Penalty 1539.491421 = -276203.728125 nChanged 13 SP:Iteration 50Q (2269.092837 sec): 3 clusters Score: Raw -277746.467972 + Penalty 1539.491421 = -276206.976552 nChanged 6 SP:Iteration 51Q (2269.145430 sec): 3 clusters Score: Raw -277748.301357 + Penalty 1539.491421 = -276208.809936 nChanged 7 SP:Iteration 52Q (2269.199348 sec): 3 clusters Score: Raw -277749.672733 + Penalty 1539.491421 = -276210.181312 nChanged 6 SP:Iteration 53Q (2269.242613 sec): 3 clusters Score: Raw -277751.119160 + Penalty 1539.491421 = -276211.627739 nChanged 5 SP:Iteration 54Q (2269.307701 sec): 3 clusters Score: Raw -277752.265187 + Penalty 1539.491421 = -276212.773766 nChanged 4 SP:Iteration 55Q (2269.359155 sec): 3 clusters Score: Raw -277753.124017 + Penalty 1539.491421 = -276213.632596 nChanged 7 SP:Iteration 56Q (2269.413681 sec): 3 clusters Score: Raw -277754.257606 + Penalty 1539.491421 = -276214.766186 nChanged 3 SP:Iteration 57Q (2269.466345 sec): 3 clusters Score: Raw -277754.575127 + Penalty 1539.491421 = -276215.083706 nChanged 2 SP:Iteration 58Q (2269.519544 sec): 3 clusters Score: Raw -277754.749932 + Penalty 1539.491421 = -276215.258511 nChanged 2 SP:Iteration 59Q (2269.570116 sec): 3 clusters Score: Raw -277754.961589 + Penalty 1539.491421 = -276215.470168 nChanged 0 SP:Iteration 60F (2269.609722 sec): 3 clusters Score: Raw -277754.961589 + Penalty 1539.491421 = -276215.470168 nChanged 0 Trying to split cluster 3 (36879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2269.681031 sec): 2 clusters Score: Raw -3280949.702225 + Penalty 998.962768 = -3279950.739457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2269.769672 sec): 3 clusters Score: Raw -3257331.589050 + Penalty 1997.925537 = -3255333.663513 nChanged 17502 SP:Iteration 1F (2269.851335 sec): 3 clusters Score: Raw -3267481.435552 + Penalty 1997.925537 = -3265483.510016 nChanged 1762 SP:Iteration 2Q (2269.959383 sec): 3 clusters Score: Raw -3268114.145775 + Penalty 1997.925537 = -3266116.220238 nChanged 1815 SP:Iteration 3Q (2270.055751 sec): 3 clusters Score: Raw -3268877.712487 + Penalty 1997.925537 = -3266879.786950 nChanged 1889 SP:Iteration 4F (2270.141690 sec): 3 clusters Score: Raw -3269841.644445 + Penalty 1997.925537 = -3267843.718908 nChanged 2059 SP:Iteration 5F (2270.236316 sec): 3 clusters Score: Raw -3271135.022509 + Penalty 1997.925537 = -3269137.096972 nChanged 2265 SP:Iteration 6F (2270.327850 sec): 3 clusters Score: Raw -3272738.636965 + Penalty 1997.925537 = -3270740.711429 nChanged 2206 SP:Iteration 7F (2270.426958 sec): 3 clusters Score: Raw -3274343.058814 + Penalty 1997.925537 = -3272345.133277 nChanged 1964 SP:Iteration 8F (2270.514438 sec): 3 clusters Score: Raw -3275526.887494 + Penalty 1997.925537 = -3273528.961957 nChanged 1522 SP:Iteration 9Q (2270.618104 sec): 3 clusters Score: Raw -3276185.782150 + Penalty 1997.925537 = -3274187.856613 nChanged 1008 SP:Iteration 10Q (2270.716196 sec): 3 clusters Score: Raw -3276525.802669 + Penalty 1997.925537 = -3274527.877132 nChanged 742 SP:Iteration 11Q (2270.810533 sec): 3 clusters Score: Raw -3276758.854556 + Penalty 1997.925537 = -3274760.929019 nChanged 600 SP:Iteration 12Q (2270.899491 sec): 3 clusters Score: Raw -3276938.798119 + Penalty 1997.925537 = -3274940.872582 nChanged 533 SP:Iteration 13Q (2270.988754 sec): 3 clusters Score: Raw -3277091.726817 + Penalty 1997.925537 = -3275093.801280 nChanged 530 SP:Iteration 14Q (2271.079507 sec): 3 clusters Score: Raw -3277252.912521 + Penalty 1997.925537 = -3275254.986984 nChanged 562 SP:Iteration 15Q (2271.181758 sec): 3 clusters Score: Raw -3277441.845622 + Penalty 1997.925537 = -3275443.920085 nChanged 571 SP:Iteration 16Q (2271.279006 sec): 3 clusters Score: Raw -3277634.865068 + Penalty 1997.925537 = -3275636.939532 nChanged 512 SP:Iteration 17Q (2271.376500 sec): 3 clusters Score: Raw -3277788.200759 + Penalty 1997.925537 = -3275790.275223 nChanged 509 SP:Iteration 18Q (2271.470269 sec): 3 clusters Score: Raw -3277931.721016 + Penalty 1997.925537 = -3275933.795479 nChanged 503 SP:Iteration 19Q (2271.552550 sec): 3 clusters Score: Raw -3278075.813327 + Penalty 1997.925537 = -3276077.887791 nChanged 495 SP:Iteration 20F (2271.644677 sec): 3 clusters Score: Raw -3278215.262307 + Penalty 1997.925537 = -3276217.336770 nChanged 477 SP:Iteration 21Q (2271.741156 sec): 3 clusters Score: Raw -3278348.880529 + Penalty 1997.925537 = -3276350.954992 nChanged 466 SP:Iteration 22Q (2271.850863 sec): 3 clusters Score: Raw -3278483.469430 + Penalty 1997.925537 = -3276485.543894 nChanged 465 SP:Iteration 23Q (2271.947456 sec): 3 clusters Score: Raw -3278624.038804 + Penalty 1997.925537 = -3276626.113267 nChanged 496 SP:Iteration 24Q (2272.043818 sec): 3 clusters Score: Raw -3278764.739546 + Penalty 1997.925537 = -3276766.814009 nChanged 450 SP:Iteration 25Q (2272.130642 sec): 3 clusters Score: Raw -3278880.136114 + Penalty 1997.925537 = -3276882.210577 nChanged 440 SP:Iteration 26Q (2272.224887 sec): 3 clusters Score: Raw -3278987.568860 + Penalty 1997.925537 = -3276989.643324 nChanged 409 SP:Iteration 27Q (2272.311789 sec): 3 clusters Score: Raw -3279073.786442 + Penalty 1997.925537 = -3277075.860905 nChanged 351 SP:Iteration 28Q (2272.396269 sec): 3 clusters Score: Raw -3279139.862420 + Penalty 1997.925537 = -3277141.936883 nChanged 324 SP:Iteration 29Q (2272.495127 sec): 3 clusters Score: Raw -3279203.659365 + Penalty 1997.925537 = -3277205.733828 nChanged 301 SP:Iteration 30Q (2272.597577 sec): 3 clusters Score: Raw -3279257.187090 + Penalty 1997.925537 = -3277259.261553 nChanged 276 SP:Iteration 31Q (2272.691345 sec): 3 clusters Score: Raw -3279308.864098 + Penalty 1997.925537 = -3277310.938561 nChanged 287 SP:Iteration 32Q (2272.792915 sec): 3 clusters Score: Raw -3279365.227224 + Penalty 1997.925537 = -3277367.301687 nChanged 302 SP:Iteration 33Q (2272.890768 sec): 3 clusters Score: Raw -3279432.650963 + Penalty 1997.925537 = -3277434.725426 nChanged 308 SP:Iteration 34Q (2272.970348 sec): 3 clusters Score: Raw -3279499.640226 + Penalty 1997.925537 = -3277501.714689 nChanged 308 SP:Iteration 35Q (2273.073980 sec): 3 clusters Score: Raw -3279574.625644 + Penalty 1997.925537 = -3277576.700107 nChanged 315 SP:Iteration 36Q (2273.172263 sec): 3 clusters Score: Raw -3279648.440232 + Penalty 1997.925537 = -3277650.514695 nChanged 334 SP:Iteration 37Q (2273.267851 sec): 3 clusters Score: Raw -3279727.578151 + Penalty 1997.925537 = -3277729.652614 nChanged 320 SP:Iteration 38Q (2273.366085 sec): 3 clusters Score: Raw -3279808.607008 + Penalty 1997.925537 = -3277810.681471 nChanged 342 SP:Iteration 39Q (2273.462397 sec): 3 clusters Score: Raw -3279914.244173 + Penalty 1997.925537 = -3277916.318636 nChanged 368 SP:Iteration 40F (2273.555047 sec): 3 clusters Score: Raw -3280037.094712 + Penalty 1997.925537 = -3278039.169176 nChanged 385 SP:Iteration 41Q (2273.636655 sec): 3 clusters Score: Raw -3280173.661951 + Penalty 1997.925537 = -3278175.736414 nChanged 354 SP:Iteration 42Q (2273.735380 sec): 3 clusters Score: Raw -3280280.575744 + Penalty 1997.925537 = -3278282.650208 nChanged 313 SP:Iteration 43Q (2273.827396 sec): 3 clusters Score: Raw -3280358.600740 + Penalty 1997.925537 = -3278360.675203 nChanged 277 SP:Iteration 44Q (2273.919154 sec): 3 clusters Score: Raw -3280422.799493 + Penalty 1997.925537 = -3278424.873956 nChanged 238 SP:Iteration 45Q (2274.014076 sec): 3 clusters Score: Raw -3280468.931250 + Penalty 1997.925537 = -3278471.005714 nChanged 230 SP:Iteration 46Q (2274.105291 sec): 3 clusters Score: Raw -3280508.074180 + Penalty 1997.925537 = -3278510.148643 nChanged 189 SP:Iteration 47Q (2274.196516 sec): 3 clusters Score: Raw -3280538.111685 + Penalty 1997.925537 = -3278540.186148 nChanged 162 SP:Iteration 48Q (2274.289024 sec): 3 clusters Score: Raw -3280564.652913 + Penalty 1997.925537 = -3278566.727376 nChanged 159 SP:Iteration 49Q (2274.380552 sec): 3 clusters Score: Raw -3280589.504006 + Penalty 1997.925537 = -3278591.578470 nChanged 143 SP:Iteration 50Q (2274.464809 sec): 3 clusters Score: Raw -3280609.635862 + Penalty 1997.925537 = -3278611.710325 nChanged 146 SP:Iteration 51Q (2274.547901 sec): 3 clusters Score: Raw -3280627.347444 + Penalty 1997.925537 = -3278629.421907 nChanged 128 SP:Iteration 52Q (2274.635421 sec): 3 clusters Score: Raw -3280642.201802 + Penalty 1997.925537 = -3278644.276265 nChanged 132 SP:Iteration 53Q (2274.722897 sec): 3 clusters Score: Raw -3280657.697155 + Penalty 1997.925537 = -3278659.771618 nChanged 119 SP:Iteration 54Q (2274.813520 sec): 3 clusters Score: Raw -3280670.923586 + Penalty 1997.925537 = -3278672.998049 nChanged 125 SP:Iteration 55Q (2274.896969 sec): 3 clusters Score: Raw -3280684.539372 + Penalty 1997.925537 = -3278686.613835 nChanged 126 SP:Iteration 56Q (2274.976086 sec): 3 clusters Score: Raw -3280696.607992 + Penalty 1997.925537 = -3278698.682455 nChanged 128 SP:Iteration 57Q (2275.061419 sec): 3 clusters Score: Raw -3280707.546737 + Penalty 1997.925537 = -3278709.621200 nChanged 125 SP:Iteration 58Q (2275.150145 sec): 3 clusters Score: Raw -3280718.864774 + Penalty 1997.925537 = -3278720.939237 nChanged 139 SP:Iteration 59Q (2275.241449 sec): 3 clusters Score: Raw -3280731.507582 + Penalty 1997.925537 = -3278733.582046 nChanged 143 SP:Iteration 60F (2275.338989 sec): 3 clusters Score: Raw -3280744.744654 + Penalty 1997.925537 = -3278746.819117 nChanged 137 SP:Iteration 61Q (2275.435754 sec): 3 clusters Score: Raw -3280756.594881 + Penalty 1997.925537 = -3278758.669344 nChanged 105 SP:Iteration 62Q (2275.526365 sec): 3 clusters Score: Raw -3280764.775577 + Penalty 1997.925537 = -3278766.850040 nChanged 99 SP:Iteration 63Q (2275.610404 sec): 3 clusters Score: Raw -3280772.033119 + Penalty 1997.925537 = -3278774.107582 nChanged 96 SP:Iteration 64Q (2275.709176 sec): 3 clusters Score: Raw -3280779.304025 + Penalty 1997.925537 = -3278781.378488 nChanged 106 SP:Iteration 65Q (2275.804455 sec): 3 clusters Score: Raw -3280788.178315 + Penalty 1997.925537 = -3278790.252778 nChanged 108 SP:Iteration 66Q (2275.899112 sec): 3 clusters Score: Raw -3280796.255227 + Penalty 1997.925537 = -3278798.329690 nChanged 103 SP:Iteration 67Q (2275.959435 sec): 3 clusters Score: Raw -3280804.502972 + Penalty 1997.925537 = -3278806.577436 nChanged 114 SP:Iteration 68Q (2276.056783 sec): 3 clusters Score: Raw -3280813.645308 + Penalty 1997.925537 = -3278815.719772 nChanged 109 SP:Iteration 69Q (2276.158075 sec): 3 clusters Score: Raw -3280822.273158 + Penalty 1997.925537 = -3278824.347621 nChanged 108 SP:Iteration 70Q (2276.254926 sec): 3 clusters Score: Raw -3280830.791649 + Penalty 1997.925537 = -3278832.866112 nChanged 97 SP:Iteration 71Q (2276.354568 sec): 3 clusters Score: Raw -3280837.512174 + Penalty 1997.925537 = -3278839.586638 nChanged 85 SP:Iteration 72Q (2276.436283 sec): 3 clusters Score: Raw -3280842.374223 + Penalty 1997.925537 = -3278844.448686 nChanged 79 SP:Iteration 73Q (2276.537877 sec): 3 clusters Score: Raw -3280846.857868 + Penalty 1997.925537 = -3278848.932331 nChanged 64 SP:Iteration 74Q (2276.636880 sec): 3 clusters Score: Raw -3280851.223397 + Penalty 1997.925537 = -3278853.297860 nChanged 78 SP:Iteration 75Q (2276.736597 sec): 3 clusters Score: Raw -3280857.237029 + Penalty 1997.925537 = -3278859.311492 nChanged 76 SP:Iteration 76Q (2276.835107 sec): 3 clusters Score: Raw -3280862.051731 + Penalty 1997.925537 = -3278864.126194 nChanged 79 SP:Iteration 77Q (2276.925548 sec): 3 clusters Score: Raw -3280867.177603 + Penalty 1997.925537 = -3278869.252066 nChanged 77 SP:Iteration 78Q (2277.008075 sec): 3 clusters Score: Raw -3280872.080030 + Penalty 1997.925537 = -3278874.154493 nChanged 63 SP:Iteration 79Q (2277.101862 sec): 3 clusters Score: Raw -3280875.319768 + Penalty 1997.925537 = -3278877.394231 nChanged 50 SP:Iteration 80F (2277.198168 sec): 3 clusters Score: Raw -3280877.828370 + Penalty 1997.925537 = -3278879.902833 nChanged 61 SP:Iteration 81Q (2277.297177 sec): 3 clusters Score: Raw -3280881.144759 + Penalty 1997.925537 = -3278883.219222 nChanged 57 SP:Iteration 82Q (2277.393582 sec): 3 clusters Score: Raw -3280883.799376 + Penalty 1997.925537 = -3278885.873839 nChanged 58 SP:Iteration 83Q (2277.492721 sec): 3 clusters Score: Raw -3280886.370726 + Penalty 1997.925537 = -3278888.445189 nChanged 56 SP:Iteration 84Q (2277.579717 sec): 3 clusters Score: Raw -3280888.544332 + Penalty 1997.925537 = -3278890.618795 nChanged 41 SP:Iteration 85Q (2277.679285 sec): 3 clusters Score: Raw -3280890.123854 + Penalty 1997.925537 = -3278892.198317 nChanged 42 SP:Iteration 86Q (2277.776801 sec): 3 clusters Score: Raw -3280891.862980 + Penalty 1997.925537 = -3278893.937444 nChanged 40 SP:Iteration 87Q (2277.875077 sec): 3 clusters Score: Raw -3280893.490295 + Penalty 1997.925537 = -3278895.564758 nChanged 43 SP:Iteration 88Q (2277.968655 sec): 3 clusters Score: Raw -3280895.616340 + Penalty 1997.925537 = -3278897.690803 nChanged 52 SP:Iteration 89Q (2278.065959 sec): 3 clusters Score: Raw -3280898.927581 + Penalty 1997.925537 = -3278901.002044 nChanged 56 SP:Iteration 90Q (2278.152858 sec): 3 clusters Score: Raw -3280902.359941 + Penalty 1997.925537 = -3278904.434404 nChanged 55 SP:Iteration 91Q (2278.245012 sec): 3 clusters Score: Raw -3280905.184615 + Penalty 1997.925537 = -3278907.259078 nChanged 54 SP:Iteration 92Q (2278.335005 sec): 3 clusters Score: Raw -3280908.030774 + Penalty 1997.925537 = -3278910.105237 nChanged 63 SP:Iteration 93Q (2278.423293 sec): 3 clusters Score: Raw -3280911.521495 + Penalty 1997.925537 = -3278913.595958 nChanged 63 SP:Iteration 94Q (2278.525270 sec): 3 clusters Score: Raw -3280914.926278 + Penalty 1997.925537 = -3278917.000741 nChanged 57 SP:Iteration 95Q (2278.616843 sec): 3 clusters Score: Raw -3280918.090387 + Penalty 1997.925537 = -3278920.164850 nChanged 56 SP:Iteration 96Q (2278.702102 sec): 3 clusters Score: Raw -3280921.060164 + Penalty 1997.925537 = -3278923.134627 nChanged 46 SP:Iteration 97Q (2278.799197 sec): 3 clusters Score: Raw -3280923.312066 + Penalty 1997.925537 = -3278925.386529 nChanged 45 SP:Iteration 98Q (2278.891636 sec): 3 clusters Score: Raw -3280925.386696 + Penalty 1997.925537 = -3278927.461159 nChanged 47 SP:Iteration 99Q (2278.991037 sec): 3 clusters Score: Raw -3280927.871395 + Penalty 1997.925537 = -3278929.945858 nChanged 49 SP:Iteration 100F (2279.086897 sec): 3 clusters Score: Raw -3280929.903467 + Penalty 1997.925537 = -3278931.977930 nChanged 39 SP:Iteration 101Q (2279.183337 sec): 3 clusters Score: Raw -3280931.490126 + Penalty 1997.925537 = -3278933.564589 nChanged 37 SP:Iteration 102Q (2279.273006 sec): 3 clusters Score: Raw -3280932.946928 + Penalty 1997.925537 = -3278935.021391 nChanged 33 SP:Iteration 103Q (2279.366741 sec): 3 clusters Score: Raw -3280934.308319 + Penalty 1997.925537 = -3278936.382782 nChanged 37 SP:Iteration 104Q (2279.462153 sec): 3 clusters Score: Raw -3280935.781797 + Penalty 1997.925537 = -3278937.856260 nChanged 27 SP:Iteration 105Q (2279.552265 sec): 3 clusters Score: Raw -3280936.844547 + Penalty 1997.925537 = -3278938.919010 nChanged 30 SP:Iteration 106Q (2279.643831 sec): 3 clusters Score: Raw -3280938.435632 + Penalty 1997.925537 = -3278940.510095 nChanged 38 SP:Iteration 107Q (2279.733159 sec): 3 clusters Score: Raw -3280940.171332 + Penalty 1997.925537 = -3278942.245795 nChanged 28 SP:Iteration 108Q (2279.820881 sec): 3 clusters Score: Raw -3280941.218673 + Penalty 1997.925537 = -3278943.293136 nChanged 23 SP:Iteration 109Q (2279.913964 sec): 3 clusters Score: Raw -3280941.953848 + Penalty 1997.925537 = -3278944.028311 nChanged 24 SP:Iteration 110Q (2280.000279 sec): 3 clusters Score: Raw -3280942.821857 + Penalty 1997.925537 = -3278944.896320 nChanged 31 SP:Iteration 111Q (2280.097205 sec): 3 clusters Score: Raw -3280943.815628 + Penalty 1997.925537 = -3278945.890091 nChanged 24 SP:Iteration 112Q (2280.194286 sec): 3 clusters Score: Raw -3280944.635261 + Penalty 1997.925537 = -3278946.709725 nChanged 28 SP:Iteration 113Q (2280.284654 sec): 3 clusters Score: Raw -3280945.757780 + Penalty 1997.925537 = -3278947.832243 nChanged 26 SP:Iteration 114Q (2280.383388 sec): 3 clusters Score: Raw -3280946.663148 + Penalty 1997.925537 = -3278948.737611 nChanged 30 SP:Iteration 115Q (2280.476896 sec): 3 clusters Score: Raw -3280948.203335 + Penalty 1997.925537 = -3278950.277798 nChanged 29 SP:Iteration 116Q (2280.572909 sec): 3 clusters Score: Raw -3280949.361292 + Penalty 1997.925537 = -3278951.435755 nChanged 25 SP:Iteration 117Q (2280.671605 sec): 3 clusters Score: Raw -3280950.193306 + Penalty 1997.925537 = -3278952.267769 nChanged 22 SP:Iteration 118Q (2280.754127 sec): 3 clusters Score: Raw -3280951.102867 + Penalty 1997.925537 = -3278953.177330 nChanged 29 SP:Iteration 119Q (2280.854005 sec): 3 clusters Score: Raw -3280952.263184 + Penalty 1997.925537 = -3278954.337647 nChanged 28 SP:Iteration 120F (2280.953785 sec): 3 clusters Score: Raw -3280953.098567 + Penalty 1997.925537 = -3278955.173031 nChanged 16 SP:Iteration 121Q (2281.048292 sec): 3 clusters Score: Raw -3280953.574149 + Penalty 1997.925537 = -3278955.648612 nChanged 15 SP:Iteration 122Q (2281.122368 sec): 3 clusters Score: Raw -3280953.970330 + Penalty 1997.925537 = -3278956.044794 nChanged 16 SP:Iteration 123Q (2281.210821 sec): 3 clusters Score: Raw -3280954.501555 + Penalty 1997.925537 = -3278956.576018 nChanged 19 SP:Iteration 124Q (2281.311293 sec): 3 clusters Score: Raw -3280955.173845 + Penalty 1997.925537 = -3278957.248308 nChanged 22 SP:Iteration 125Q (2281.397167 sec): 3 clusters Score: Raw -3280956.138026 + Penalty 1997.925537 = -3278958.212490 nChanged 22 SP:Iteration 126Q (2281.501185 sec): 3 clusters Score: Raw -3280957.310282 + Penalty 1997.925537 = -3278959.384745 nChanged 23 SP:Iteration 127Q (2281.590232 sec): 3 clusters Score: Raw -3280958.322199 + Penalty 1997.925537 = -3278960.396662 nChanged 24 SP:Iteration 128Q (2281.687298 sec): 3 clusters Score: Raw -3280959.307663 + Penalty 1997.925537 = -3278961.382126 nChanged 32 SP:Iteration 129Q (2281.777673 sec): 3 clusters Score: Raw -3280960.611046 + Penalty 1997.925537 = -3278962.685510 nChanged 30 SP:Iteration 130Q (2281.862884 sec): 3 clusters Score: Raw -3280961.854270 + Penalty 1997.925537 = -3278963.928733 nChanged 28 SP:Iteration 131Q (2281.950335 sec): 3 clusters Score: Raw -3280962.988417 + Penalty 1997.925537 = -3278965.062880 nChanged 24 SP:Iteration 132Q (2282.042608 sec): 3 clusters Score: Raw -3280964.099603 + Penalty 1997.925537 = -3278966.174066 nChanged 33 SP:Iteration 133Q (2282.131537 sec): 3 clusters Score: Raw -3280965.364352 + Penalty 1997.925537 = -3278967.438816 nChanged 26 SP:Iteration 134Q (2282.222004 sec): 3 clusters Score: Raw -3280966.019837 + Penalty 1997.925537 = -3278968.094300 nChanged 19 SP:Iteration 135Q (2282.322412 sec): 3 clusters Score: Raw -3280966.603557 + Penalty 1997.925537 = -3278968.678021 nChanged 21 SP:Iteration 136Q (2282.410006 sec): 3 clusters Score: Raw -3280967.414945 + Penalty 1997.925537 = -3278969.489408 nChanged 23 SP:Iteration 137Q (2282.514641 sec): 3 clusters Score: Raw -3280968.323087 + Penalty 1997.925537 = -3278970.397550 nChanged 25 SP:Iteration 138Q (2282.597896 sec): 3 clusters Score: Raw -3280969.300391 + Penalty 1997.925537 = -3278971.374854 nChanged 26 SP:Iteration 139Q (2282.699042 sec): 3 clusters Score: Raw -3280970.095614 + Penalty 1997.925537 = -3278972.170078 nChanged 21 SP:Iteration 140F (2282.795203 sec): 3 clusters Score: Raw -3280970.590618 + Penalty 1997.925537 = -3278972.665081 nChanged 18 SP:Iteration 141Q (2282.894911 sec): 3 clusters Score: Raw -3280971.251588 + Penalty 1997.925537 = -3278973.326051 nChanged 27 SP:Iteration 142Q (2282.987965 sec): 3 clusters Score: Raw -3280972.133721 + Penalty 1997.925537 = -3278974.208185 nChanged 25 SP:Iteration 143Q (2283.082260 sec): 3 clusters Score: Raw -3280972.815604 + Penalty 1997.925537 = -3278974.890067 nChanged 17 SP:Iteration 144Q (2283.163596 sec): 3 clusters Score: Raw -3280973.316831 + Penalty 1997.925537 = -3278975.391294 nChanged 17 SP:Iteration 145Q (2283.261661 sec): 3 clusters Score: Raw -3280973.832996 + Penalty 1997.925537 = -3278975.907459 nChanged 15 SP:Iteration 146Q (2283.355569 sec): 3 clusters Score: Raw -3280974.254179 + Penalty 1997.925537 = -3278976.328642 nChanged 13 SP:Iteration 147Q (2283.442686 sec): 3 clusters Score: Raw -3280974.595258 + Penalty 1997.925537 = -3278976.669721 nChanged 13 SP:Iteration 148Q (2283.543063 sec): 3 clusters Score: Raw -3280975.022967 + Penalty 1997.925537 = -3278977.097430 nChanged 15 SP:Iteration 149Q (2283.633037 sec): 3 clusters Score: Raw -3280975.455326 + Penalty 1997.925537 = -3278977.529789 nChanged 16 SP:Iteration 150Q (2283.719905 sec): 3 clusters Score: Raw -3280975.880411 + Penalty 1997.925537 = -3278977.954875 nChanged 17 SP:Iteration 151Q (2283.811389 sec): 3 clusters Score: Raw -3280976.330527 + Penalty 1997.925537 = -3278978.404990 nChanged 11 SP:Iteration 152Q (2283.916434 sec): 3 clusters Score: Raw -3280976.944156 + Penalty 1997.925537 = -3278979.018619 nChanged 19 SP:Iteration 153Q (2284.006939 sec): 3 clusters Score: Raw -3280977.780868 + Penalty 1997.925537 = -3278979.855331 nChanged 20 SP:Iteration 154Q (2284.097276 sec): 3 clusters Score: Raw -3280978.459630 + Penalty 1997.925537 = -3278980.534094 nChanged 20 SP:Iteration 155Q (2284.180662 sec): 3 clusters Score: Raw -3280979.119225 + Penalty 1997.925537 = -3278981.193688 nChanged 18 SP:Iteration 156Q (2284.269340 sec): 3 clusters Score: Raw -3280979.736863 + Penalty 1997.925537 = -3278981.811326 nChanged 17 SP:Iteration 157Q (2284.358500 sec): 3 clusters Score: Raw -3280980.263484 + Penalty 1997.925537 = -3278982.337947 nChanged 15 SP:Iteration 158Q (2284.458835 sec): 3 clusters Score: Raw -3280980.738862 + Penalty 1997.925537 = -3278982.813325 nChanged 15 SP:Iteration 159Q (2284.555930 sec): 3 clusters Score: Raw -3280981.116857 + Penalty 1997.925537 = -3278983.191320 nChanged 16 SP:Iteration 160F (2284.644921 sec): 3 clusters Score: Raw -3280981.578524 + Penalty 1997.925537 = -3278983.652987 nChanged 23 SP:Iteration 161Q (2284.735264 sec): 3 clusters Score: Raw -3280982.403226 + Penalty 1997.925537 = -3278984.477690 nChanged 17 SP:Iteration 162Q (2284.827439 sec): 3 clusters Score: Raw -3280983.048622 + Penalty 1997.925537 = -3278985.123085 nChanged 21 SP:Iteration 163Q (2284.905773 sec): 3 clusters Score: Raw -3280983.881843 + Penalty 1997.925537 = -3278985.956306 nChanged 19 SP:Iteration 164Q (2284.998887 sec): 3 clusters Score: Raw -3280984.556804 + Penalty 1997.925537 = -3278986.631267 nChanged 19 SP:Iteration 165Q (2285.094683 sec): 3 clusters Score: Raw -3280985.153604 + Penalty 1997.925537 = -3278987.228067 nChanged 21 SP:Iteration 166Q (2285.181711 sec): 3 clusters Score: Raw -3280985.868342 + Penalty 1997.925537 = -3278987.942805 nChanged 23 SP:Iteration 167Q (2285.270653 sec): 3 clusters Score: Raw -3280986.610231 + Penalty 1997.925537 = -3278988.684694 nChanged 21 SP:Iteration 168Q (2285.354553 sec): 3 clusters Score: Raw -3280987.161411 + Penalty 1997.925537 = -3278989.235874 nChanged 15 SP:Iteration 169Q (2285.439562 sec): 3 clusters Score: Raw -3280987.489125 + Penalty 1997.925537 = -3278989.563588 nChanged 9 SP:Iteration 170Q (2285.530921 sec): 3 clusters Score: Raw -3280987.738355 + Penalty 1997.925537 = -3278989.812818 nChanged 11 SP:Iteration 171Q (2285.630424 sec): 3 clusters Score: Raw -3280988.006151 + Penalty 1997.925537 = -3278990.080614 nChanged 8 SP:Iteration 172Q (2285.726585 sec): 3 clusters Score: Raw -3280988.201201 + Penalty 1997.925537 = -3278990.275664 nChanged 6 SP:Iteration 173Q (2285.821300 sec): 3 clusters Score: Raw -3280988.335155 + Penalty 1997.925537 = -3278990.409618 nChanged 6 SP:Iteration 174Q (2285.913288 sec): 3 clusters Score: Raw -3280988.448569 + Penalty 1997.925537 = -3278990.523032 nChanged 5 SP:Iteration 175Q (2286.006902 sec): 3 clusters Score: Raw -3280988.578818 + Penalty 1997.925537 = -3278990.653281 nChanged 7 SP:Iteration 176Q (2286.100982 sec): 3 clusters Score: Raw -3280988.739553 + Penalty 1997.925537 = -3278990.814016 nChanged 4 SP:Iteration 177Q (2286.188336 sec): 3 clusters Score: Raw -3280988.819656 + Penalty 1997.925537 = -3278990.894120 nChanged 4 SP:Iteration 178Q (2286.283186 sec): 3 clusters Score: Raw -3280988.868226 + Penalty 1997.925537 = -3278990.942689 nChanged 2 SP:Iteration 179Q (2286.367134 sec): 3 clusters Score: Raw -3280988.889346 + Penalty 1997.925537 = -3278990.963809 nChanged 3 SP:Iteration 180F (2286.460631 sec): 3 clusters Score: Raw -3280988.976298 + Penalty 1997.925537 = -3278991.050761 nChanged 3 SP:Iteration 181Q (2286.555615 sec): 3 clusters Score: Raw -3280989.067809 + Penalty 1997.925537 = -3278991.142272 nChanged 6 SP:Iteration 182Q (2286.654010 sec): 3 clusters Score: Raw -3280989.220007 + Penalty 1997.925537 = -3278991.294470 nChanged 6 SP:Iteration 183Q (2286.739516 sec): 3 clusters Score: Raw -3280989.372572 + Penalty 1997.925537 = -3278991.447035 nChanged 6 SP:Iteration 184Q (2286.823836 sec): 3 clusters Score: Raw -3280989.476794 + Penalty 1997.925537 = -3278991.551257 nChanged 3 SP:Iteration 185Q (2286.916127 sec): 3 clusters Score: Raw -3280989.525709 + Penalty 1997.925537 = -3278991.600172 nChanged 2 SP:Iteration 186Q (2287.012098 sec): 3 clusters Score: Raw -3280989.548881 + Penalty 1997.925537 = -3278991.623344 nChanged 0 SP:Iteration 187F (2287.110788 sec): 3 clusters Score: Raw -3280989.548881 + Penalty 1997.925537 = -3278991.623344 nChanged 0 Trying to split cluster 4 (19322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2287.159679 sec): 2 clusters Score: Raw -1694313.620917 + Penalty 937.554964 = -1693376.065953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2287.219079 sec): 3 clusters Score: Raw -1682271.959073 + Penalty 1875.109928 = -1680396.849144 nChanged 8931 SP:Iteration 1F (2287.295646 sec): 3 clusters Score: Raw -1687302.062228 + Penalty 1875.109928 = -1685426.952299 nChanged 998 SP:Iteration 2F (2287.363834 sec): 3 clusters Score: Raw -1687681.053212 + Penalty 1875.109928 = -1685805.943284 nChanged 964 SP:Iteration 3Q (2287.447246 sec): 3 clusters Score: Raw -1688074.788431 + Penalty 1875.109928 = -1686199.678503 nChanged 1006 SP:Iteration 4F (2287.511605 sec): 3 clusters Score: Raw -1688564.350178 + Penalty 1875.109928 = -1686689.240250 nChanged 1124 SP:Iteration 5F (2287.587008 sec): 3 clusters Score: Raw -1689222.417751 + Penalty 1875.109928 = -1687347.307823 nChanged 1195 SP:Iteration 6F (2287.660675 sec): 3 clusters Score: Raw -1690034.429014 + Penalty 1875.109928 = -1688159.319086 nChanged 1277 SP:Iteration 7F (2287.729073 sec): 3 clusters Score: Raw -1691022.914611 + Penalty 1875.109928 = -1689147.804683 nChanged 1248 SP:Iteration 8F (2287.805210 sec): 3 clusters Score: Raw -1692037.246424 + Penalty 1875.109928 = -1690162.136496 nChanged 989 SP:Iteration 9F (2287.859599 sec): 3 clusters Score: Raw -1692818.827257 + Penalty 1875.109928 = -1690943.717329 nChanged 718 SP:Iteration 10Q (2287.937765 sec): 3 clusters Score: Raw -1693254.964667 + Penalty 1875.109928 = -1691379.854739 nChanged 507 SP:Iteration 11Q (2288.004028 sec): 3 clusters Score: Raw -1693498.024831 + Penalty 1875.109928 = -1691622.914902 nChanged 336 SP:Iteration 12Q (2288.071060 sec): 3 clusters Score: Raw -1693635.934404 + Penalty 1875.109928 = -1691760.824476 nChanged 274 SP:Iteration 13Q (2288.142124 sec): 3 clusters Score: Raw -1693745.791729 + Penalty 1875.109928 = -1691870.681801 nChanged 251 SP:Iteration 14Q (2288.217046 sec): 3 clusters Score: Raw -1693847.824405 + Penalty 1875.109928 = -1691972.714477 nChanged 220 SP:Iteration 15Q (2288.282236 sec): 3 clusters Score: Raw -1693952.604118 + Penalty 1875.109928 = -1692077.494190 nChanged 231 SP:Iteration 16Q (2288.345173 sec): 3 clusters Score: Raw -1694074.574600 + Penalty 1875.109928 = -1692199.464672 nChanged 220 SP:Iteration 17Q (2288.424734 sec): 3 clusters Score: Raw -1694189.776026 + Penalty 1875.109928 = -1692314.666098 nChanged 199 SP:Iteration 18Q (2288.489953 sec): 3 clusters Score: Raw -1694314.517357 + Penalty 1875.109928 = -1692439.407429 nChanged 229 SP:Iteration 19Q (2288.550265 sec): 3 clusters Score: Raw -1694500.845130 + Penalty 1875.109928 = -1692625.735202 nChanged 236 SP:Iteration 20F (2288.629637 sec): 3 clusters Score: Raw -1694696.686690 + Penalty 1875.109928 = -1692821.576762 nChanged 239 SP:Iteration 21Q (2288.686941 sec): 3 clusters Score: Raw -1694845.769000 + Penalty 1875.109928 = -1692970.659071 nChanged 203 SP:Iteration 22Q (2288.759312 sec): 3 clusters Score: Raw -1694964.268634 + Penalty 1875.109928 = -1693089.158705 nChanged 185 SP:Iteration 23Q (2288.829780 sec): 3 clusters Score: Raw -1695047.604635 + Penalty 1875.109928 = -1693172.494707 nChanged 144 SP:Iteration 24Q (2288.898510 sec): 3 clusters Score: Raw -1695110.227072 + Penalty 1875.109928 = -1693235.117143 nChanged 113 SP:Iteration 25Q (2288.962004 sec): 3 clusters Score: Raw -1695146.840869 + Penalty 1875.109928 = -1693271.730941 nChanged 82 SP:Iteration 26Q (2289.041013 sec): 3 clusters Score: Raw -1695170.575219 + Penalty 1875.109928 = -1693295.465291 nChanged 65 SP:Iteration 27Q (2289.101024 sec): 3 clusters Score: Raw -1695187.094392 + Penalty 1875.109928 = -1693311.984464 nChanged 56 SP:Iteration 28Q (2289.179570 sec): 3 clusters Score: Raw -1695197.741433 + Penalty 1875.109928 = -1693322.631505 nChanged 46 SP:Iteration 29Q (2289.235518 sec): 3 clusters Score: Raw -1695206.476314 + Penalty 1875.109928 = -1693331.366386 nChanged 37 SP:Iteration 30Q (2289.297053 sec): 3 clusters Score: Raw -1695211.668446 + Penalty 1875.109928 = -1693336.558517 nChanged 27 SP:Iteration 31Q (2289.363404 sec): 3 clusters Score: Raw -1695215.085408 + Penalty 1875.109928 = -1693339.975480 nChanged 26 SP:Iteration 32Q (2289.426627 sec): 3 clusters Score: Raw -1695218.635649 + Penalty 1875.109928 = -1693343.525721 nChanged 27 SP:Iteration 33Q (2289.500046 sec): 3 clusters Score: Raw -1695222.076976 + Penalty 1875.109928 = -1693346.967048 nChanged 27 SP:Iteration 34Q (2289.549306 sec): 3 clusters Score: Raw -1695225.267146 + Penalty 1875.109928 = -1693350.157218 nChanged 24 SP:Iteration 35Q (2289.616897 sec): 3 clusters Score: Raw -1695227.924013 + Penalty 1875.109928 = -1693352.814085 nChanged 16 SP:Iteration 36Q (2289.692372 sec): 3 clusters Score: Raw -1695229.656010 + Penalty 1875.109928 = -1693354.546082 nChanged 14 SP:Iteration 37Q (2289.762264 sec): 3 clusters Score: Raw -1695230.908031 + Penalty 1875.109928 = -1693355.798102 nChanged 9 SP:Iteration 38Q (2289.820929 sec): 3 clusters Score: Raw -1695231.775867 + Penalty 1875.109928 = -1693356.665938 nChanged 10 SP:Iteration 39Q (2289.878656 sec): 3 clusters Score: Raw -1695232.477374 + Penalty 1875.109928 = -1693357.367446 nChanged 7 SP:Iteration 40F (2289.937640 sec): 3 clusters Score: Raw -1695233.078553 + Penalty 1875.109928 = -1693357.968625 nChanged 7 SP:Iteration 41Q (2290.002662 sec): 3 clusters Score: Raw -1695233.655308 + Penalty 1875.109928 = -1693358.545380 nChanged 9 SP:Iteration 42Q (2290.067629 sec): 3 clusters Score: Raw -1695234.275853 + Penalty 1875.109928 = -1693359.165925 nChanged 6 SP:Iteration 43Q (2290.132175 sec): 3 clusters Score: Raw -1695234.639629 + Penalty 1875.109928 = -1693359.529701 nChanged 4 SP:Iteration 44Q (2290.198527 sec): 3 clusters Score: Raw -1695234.901556 + Penalty 1875.109928 = -1693359.791627 nChanged 5 SP:Iteration 45Q (2290.265496 sec): 3 clusters Score: Raw -1695235.255310 + Penalty 1875.109928 = -1693360.145382 nChanged 4 SP:Iteration 46Q (2290.323679 sec): 3 clusters Score: Raw -1695235.473653 + Penalty 1875.109928 = -1693360.363725 nChanged 3 SP:Iteration 47Q (2290.393086 sec): 3 clusters Score: Raw -1695235.779945 + Penalty 1875.109928 = -1693360.670017 nChanged 2 SP:Iteration 48Q (2290.462236 sec): 3 clusters Score: Raw -1695235.887393 + Penalty 1875.109928 = -1693360.777465 nChanged 0 SP:Iteration 49F (2290.530906 sec): 3 clusters Score: Raw -1695235.887393 + Penalty 1875.109928 = -1693360.777465 nChanged 0 Trying to split cluster 5 (4019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2290.565298 sec): 2 clusters Score: Raw -362005.588732 + Penalty 788.384897 = -361217.203834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2290.606729 sec): 3 clusters Score: Raw -359757.423538 + Penalty 1576.769795 = -358180.653743 nChanged 1758 SP:Iteration 1F (2290.652173 sec): 3 clusters Score: Raw -360797.026725 + Penalty 1576.769795 = -359220.256930 nChanged 272 SP:Iteration 2F (2290.698191 sec): 3 clusters Score: Raw -360921.534581 + Penalty 1576.769795 = -359344.764786 nChanged 226 SP:Iteration 3F (2290.747169 sec): 3 clusters Score: Raw -361020.657782 + Penalty 1576.769795 = -359443.887987 nChanged 191 SP:Iteration 4Q (2290.796693 sec): 3 clusters Score: Raw -361112.417846 + Penalty 1576.769795 = -359535.648051 nChanged 165 SP:Iteration 5Q (2290.843518 sec): 3 clusters Score: Raw -361200.016710 + Penalty 1576.769795 = -359623.246915 nChanged 161 SP:Iteration 6Q (2290.896188 sec): 3 clusters Score: Raw -361297.737602 + Penalty 1576.769795 = -359720.967807 nChanged 154 SP:Iteration 7Q (2290.954151 sec): 3 clusters Score: Raw -361399.436831 + Penalty 1576.769795 = -359822.667036 nChanged 167 SP:Iteration 8Q (2290.994534 sec): 3 clusters Score: Raw -361504.727667 + Penalty 1576.769795 = -359927.957872 nChanged 159 SP:Iteration 9Q (2291.049017 sec): 3 clusters Score: Raw -361614.073342 + Penalty 1576.769795 = -360037.303547 nChanged 156 SP:Iteration 10Q (2291.094673 sec): 3 clusters Score: Raw -361709.827426 + Penalty 1576.769795 = -360133.057631 nChanged 115 SP:Iteration 11Q (2291.150090 sec): 3 clusters Score: Raw -361779.464205 + Penalty 1576.769795 = -360202.694410 nChanged 103 SP:Iteration 12Q (2291.201545 sec): 3 clusters Score: Raw -361833.150044 + Penalty 1576.769795 = -360256.380250 nChanged 90 SP:Iteration 13Q (2291.247080 sec): 3 clusters Score: Raw -361878.977910 + Penalty 1576.769795 = -360302.208115 nChanged 77 SP:Iteration 14Q (2291.297706 sec): 3 clusters Score: Raw -361923.302303 + Penalty 1576.769795 = -360346.532508 nChanged 69 SP:Iteration 15Q (2291.344009 sec): 3 clusters Score: Raw -361958.943799 + Penalty 1576.769795 = -360382.174004 nChanged 69 SP:Iteration 16Q (2291.391370 sec): 3 clusters Score: Raw -361996.969630 + Penalty 1576.769795 = -360420.199835 nChanged 64 SP:Iteration 17Q (2291.441865 sec): 3 clusters Score: Raw -362025.512598 + Penalty 1576.769795 = -360448.742803 nChanged 44 SP:Iteration 18Q (2291.495399 sec): 3 clusters Score: Raw -362043.416960 + Penalty 1576.769795 = -360466.647165 nChanged 34 SP:Iteration 19Q (2291.541099 sec): 3 clusters Score: Raw -362059.881433 + Penalty 1576.769795 = -360483.111638 nChanged 41 SP:Iteration 20F (2291.588818 sec): 3 clusters Score: Raw -362078.617183 + Penalty 1576.769795 = -360501.847388 nChanged 30 SP:Iteration 21Q (2291.628371 sec): 3 clusters Score: Raw -362092.309575 + Penalty 1576.769795 = -360515.539780 nChanged 26 SP:Iteration 22Q (2291.690736 sec): 3 clusters Score: Raw -362105.371788 + Penalty 1576.769795 = -360528.601994 nChanged 27 SP:Iteration 23Q (2291.729849 sec): 3 clusters Score: Raw -362118.889702 + Penalty 1576.769795 = -360542.119907 nChanged 27 SP:Iteration 24Q (2291.787164 sec): 3 clusters Score: Raw -362128.966748 + Penalty 1576.769795 = -360552.196953 nChanged 23 SP:Iteration 25Q (2291.834115 sec): 3 clusters Score: Raw -362137.940415 + Penalty 1576.769795 = -360561.170620 nChanged 20 SP:Iteration 26Q (2291.876336 sec): 3 clusters Score: Raw -362147.210192 + Penalty 1576.769795 = -360570.440397 nChanged 21 SP:Iteration 27Q (2291.934644 sec): 3 clusters Score: Raw -362157.329301 + Penalty 1576.769795 = -360580.559506 nChanged 17 SP:Iteration 28Q (2291.979754 sec): 3 clusters Score: Raw -362165.243959 + Penalty 1576.769795 = -360588.474164 nChanged 18 SP:Iteration 29Q (2292.032112 sec): 3 clusters Score: Raw -362172.435340 + Penalty 1576.769795 = -360595.665545 nChanged 13 SP:Iteration 30Q (2292.088469 sec): 3 clusters Score: Raw -362178.414733 + Penalty 1576.769795 = -360601.644938 nChanged 10 SP:Iteration 31Q (2292.136148 sec): 3 clusters Score: Raw -362182.371305 + Penalty 1576.769795 = -360605.601510 nChanged 11 SP:Iteration 32Q (2292.179799 sec): 3 clusters Score: Raw -362185.636881 + Penalty 1576.769795 = -360608.867086 nChanged 5 SP:Iteration 33Q (2292.232277 sec): 3 clusters Score: Raw -362187.733828 + Penalty 1576.769795 = -360610.964033 nChanged 6 SP:Iteration 34Q (2292.280706 sec): 3 clusters Score: Raw -362190.240324 + Penalty 1576.769795 = -360613.470529 nChanged 5 SP:Iteration 35Q (2292.332247 sec): 3 clusters Score: Raw -362192.499452 + Penalty 1576.769795 = -360615.729657 nChanged 5 SP:Iteration 36Q (2292.382591 sec): 3 clusters Score: Raw -362194.516099 + Penalty 1576.769795 = -360617.746304 nChanged 6 SP:Iteration 37Q (2292.428000 sec): 3 clusters Score: Raw -362196.492562 + Penalty 1576.769795 = -360619.722767 nChanged 4 SP:Iteration 38Q (2292.479322 sec): 3 clusters Score: Raw -362198.001449 + Penalty 1576.769795 = -360621.231654 nChanged 6 SP:Iteration 39Q (2292.531418 sec): 3 clusters Score: Raw -362199.991030 + Penalty 1576.769795 = -360623.221235 nChanged 4 SP:Iteration 40F (2292.579961 sec): 3 clusters Score: Raw -362201.101048 + Penalty 1576.769795 = -360624.331253 nChanged 3 SP:Iteration 41Q (2292.626528 sec): 3 clusters Score: Raw -362202.252383 + Penalty 1576.769795 = -360625.482588 nChanged 6 SP:Iteration 42Q (2292.669733 sec): 3 clusters Score: Raw -362204.838675 + Penalty 1576.769795 = -360628.068880 nChanged 4 SP:Iteration 43Q (2292.730102 sec): 3 clusters Score: Raw -362205.803372 + Penalty 1576.769795 = -360629.033578 nChanged 4 SP:Iteration 44Q (2292.772176 sec): 3 clusters Score: Raw -362207.866434 + Penalty 1576.769795 = -360631.096639 nChanged 3 SP:Iteration 45Q (2292.816751 sec): 3 clusters Score: Raw -362208.885247 + Penalty 1576.769795 = -360632.115452 nChanged 6 SP:Iteration 46Q (2292.866775 sec): 3 clusters Score: Raw -362212.531136 + Penalty 1576.769795 = -360635.761341 nChanged 5 SP:Iteration 47Q (2292.906427 sec): 3 clusters Score: Raw -362213.785783 + Penalty 1576.769795 = -360637.015988 nChanged 3 SP:Iteration 48Q (2292.948166 sec): 3 clusters Score: Raw -362215.054945 + Penalty 1576.769795 = -360638.285150 nChanged 3 SP:Iteration 49Q (2292.996500 sec): 3 clusters Score: Raw -362215.792209 + Penalty 1576.769795 = -360639.022414 nChanged 3 SP:Iteration 50Q (2293.044085 sec): 3 clusters Score: Raw -362216.997614 + Penalty 1576.769795 = -360640.227819 nChanged 1 SP:Iteration 51Q (2293.086505 sec): 3 clusters Score: Raw -362217.379008 + Penalty 1576.769795 = -360640.609214 nChanged 1 SP:Iteration 52Q (2293.146178 sec): 3 clusters Score: Raw -362217.823640 + Penalty 1576.769795 = -360641.053846 nChanged 5 SP:Iteration 53Q (2293.194264 sec): 3 clusters Score: Raw -362219.206931 + Penalty 1576.769795 = -360642.437136 nChanged 2 SP:Iteration 54Q (2293.242716 sec): 3 clusters Score: Raw -362219.900427 + Penalty 1576.769795 = -360643.130632 nChanged 1 SP:Iteration 55Q (2293.278389 sec): 3 clusters Score: Raw -362220.267005 + Penalty 1576.769795 = -360643.497210 nChanged 1 SP:Iteration 56Q (2293.337607 sec): 3 clusters Score: Raw -362220.358721 + Penalty 1576.769795 = -360643.588926 nChanged 0 SP:Iteration 57F (2293.393747 sec): 3 clusters Score: Raw -362220.358721 + Penalty 1576.769795 = -360643.588926 nChanged 0 Trying to split cluster 6 (17788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2293.435353 sec): 2 clusters Score: Raw -1512771.336305 + Penalty 929.696538 = -1511841.639766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2293.496018 sec): 3 clusters Score: Raw -1501834.389933 + Penalty 1859.393077 = -1499974.996856 nChanged 8207 SP:Iteration 1F (2293.568491 sec): 3 clusters Score: Raw -1506497.261932 + Penalty 1859.393077 = -1504637.868855 nChanged 954 SP:Iteration 2F (2293.637823 sec): 3 clusters Score: Raw -1506906.649155 + Penalty 1859.393077 = -1505047.256078 nChanged 932 SP:Iteration 3F (2293.691180 sec): 3 clusters Score: Raw -1507301.159157 + Penalty 1859.393077 = -1505441.766080 nChanged 927 SP:Iteration 4F (2293.769827 sec): 3 clusters Score: Raw -1507710.522308 + Penalty 1859.393077 = -1505851.129231 nChanged 859 SP:Iteration 5Q (2293.822533 sec): 3 clusters Score: Raw -1508096.990614 + Penalty 1859.393077 = -1506237.597538 nChanged 806 SP:Iteration 6Q (2293.888585 sec): 3 clusters Score: Raw -1508468.243738 + Penalty 1859.393077 = -1506608.850661 nChanged 750 SP:Iteration 7Q (2293.959799 sec): 3 clusters Score: Raw -1508858.679102 + Penalty 1859.393077 = -1506999.286026 nChanged 756 SP:Iteration 8Q (2294.039713 sec): 3 clusters Score: Raw -1509266.225805 + Penalty 1859.393077 = -1507406.832728 nChanged 726 SP:Iteration 9Q (2294.103313 sec): 3 clusters Score: Raw -1509650.805420 + Penalty 1859.393077 = -1507791.412344 nChanged 677 SP:Iteration 10Q (2294.177602 sec): 3 clusters Score: Raw -1510002.127771 + Penalty 1859.393077 = -1508142.734694 nChanged 670 SP:Iteration 11Q (2294.252432 sec): 3 clusters Score: Raw -1510295.460851 + Penalty 1859.393077 = -1508436.067774 nChanged 546 SP:Iteration 12Q (2294.311696 sec): 3 clusters Score: Raw -1510494.832207 + Penalty 1859.393077 = -1508635.439130 nChanged 428 SP:Iteration 13Q (2294.381015 sec): 3 clusters Score: Raw -1510630.346141 + Penalty 1859.393077 = -1508770.953064 nChanged 356 SP:Iteration 14Q (2294.449801 sec): 3 clusters Score: Raw -1510729.558898 + Penalty 1859.393077 = -1508870.165821 nChanged 327 SP:Iteration 15Q (2294.511530 sec): 3 clusters Score: Raw -1510820.079181 + Penalty 1859.393077 = -1508960.686104 nChanged 294 SP:Iteration 16Q (2294.578815 sec): 3 clusters Score: Raw -1510899.052790 + Penalty 1859.393077 = -1509039.659714 nChanged 294 SP:Iteration 17Q (2294.637083 sec): 3 clusters Score: Raw -1510980.490692 + Penalty 1859.393077 = -1509121.097615 nChanged 292 SP:Iteration 18Q (2294.710526 sec): 3 clusters Score: Raw -1511070.050120 + Penalty 1859.393077 = -1509210.657043 nChanged 297 SP:Iteration 19Q (2294.762184 sec): 3 clusters Score: Raw -1511164.669834 + Penalty 1859.393077 = -1509305.276757 nChanged 282 SP:Iteration 20F (2294.823683 sec): 3 clusters Score: Raw -1511257.223205 + Penalty 1859.393077 = -1509397.830128 nChanged 280 SP:Iteration 21Q (2294.900492 sec): 3 clusters Score: Raw -1511354.563805 + Penalty 1859.393077 = -1509495.170728 nChanged 289 SP:Iteration 22Q (2294.957412 sec): 3 clusters Score: Raw -1511479.813661 + Penalty 1859.393077 = -1509620.420585 nChanged 311 SP:Iteration 23Q (2295.030613 sec): 3 clusters Score: Raw -1511616.023514 + Penalty 1859.393077 = -1509756.630437 nChanged 289 SP:Iteration 24Q (2295.094257 sec): 3 clusters Score: Raw -1511737.070966 + Penalty 1859.393077 = -1509877.677889 nChanged 274 SP:Iteration 25Q (2295.157683 sec): 3 clusters Score: Raw -1511851.260269 + Penalty 1859.393077 = -1509991.867192 nChanged 263 SP:Iteration 26Q (2295.213497 sec): 3 clusters Score: Raw -1511961.013001 + Penalty 1859.393077 = -1510101.619924 nChanged 266 SP:Iteration 27Q (2295.276669 sec): 3 clusters Score: Raw -1512073.895705 + Penalty 1859.393077 = -1510214.502628 nChanged 240 SP:Iteration 28Q (2295.333425 sec): 3 clusters Score: Raw -1512174.680487 + Penalty 1859.393077 = -1510315.287411 nChanged 222 SP:Iteration 29Q (2295.402517 sec): 3 clusters Score: Raw -1512268.637752 + Penalty 1859.393077 = -1510409.244675 nChanged 200 SP:Iteration 30Q (2295.482178 sec): 3 clusters Score: Raw -1512353.268383 + Penalty 1859.393077 = -1510493.875307 nChanged 191 SP:Iteration 31Q (2295.538867 sec): 3 clusters Score: Raw -1512435.795216 + Penalty 1859.393077 = -1510576.402139 nChanged 180 SP:Iteration 32Q (2295.613108 sec): 3 clusters Score: Raw -1512511.314792 + Penalty 1859.393077 = -1510651.921716 nChanged 168 SP:Iteration 33Q (2295.675879 sec): 3 clusters Score: Raw -1512576.887690 + Penalty 1859.393077 = -1510717.494613 nChanged 129 SP:Iteration 34Q (2295.727890 sec): 3 clusters Score: Raw -1512618.745432 + Penalty 1859.393077 = -1510759.352355 nChanged 96 SP:Iteration 35Q (2295.804633 sec): 3 clusters Score: Raw -1512646.170686 + Penalty 1859.393077 = -1510786.777609 nChanged 71 SP:Iteration 36Q (2295.861239 sec): 3 clusters Score: Raw -1512667.135088 + Penalty 1859.393077 = -1510807.742012 nChanged 74 SP:Iteration 37Q (2295.926892 sec): 3 clusters Score: Raw -1512683.043861 + Penalty 1859.393077 = -1510823.650784 nChanged 59 SP:Iteration 38Q (2296.001630 sec): 3 clusters Score: Raw -1512698.166862 + Penalty 1859.393077 = -1510838.773786 nChanged 53 SP:Iteration 39Q (2296.068623 sec): 3 clusters Score: Raw -1512709.991436 + Penalty 1859.393077 = -1510850.598359 nChanged 39 SP:Iteration 40F (2296.125397 sec): 3 clusters Score: Raw -1512719.141860 + Penalty 1859.393077 = -1510859.748783 nChanged 31 SP:Iteration 41Q (2296.198762 sec): 3 clusters Score: Raw -1512725.645186 + Penalty 1859.393077 = -1510866.252110 nChanged 30 SP:Iteration 42Q (2296.259450 sec): 3 clusters Score: Raw -1512732.369345 + Penalty 1859.393077 = -1510872.976269 nChanged 27 SP:Iteration 43Q (2296.326809 sec): 3 clusters Score: Raw -1512737.894903 + Penalty 1859.393077 = -1510878.501826 nChanged 26 SP:Iteration 44Q (2296.389703 sec): 3 clusters Score: Raw -1512742.077655 + Penalty 1859.393077 = -1510882.684578 nChanged 21 SP:Iteration 45Q (2296.436202 sec): 3 clusters Score: Raw -1512746.218616 + Penalty 1859.393077 = -1510886.825539 nChanged 23 SP:Iteration 46Q (2296.503034 sec): 3 clusters Score: Raw -1512750.496143 + Penalty 1859.393077 = -1510891.103066 nChanged 16 SP:Iteration 47Q (2296.569128 sec): 3 clusters Score: Raw -1512753.592550 + Penalty 1859.393077 = -1510894.199473 nChanged 18 SP:Iteration 48Q (2296.633616 sec): 3 clusters Score: Raw -1512757.625343 + Penalty 1859.393077 = -1510898.232266 nChanged 21 SP:Iteration 49Q (2296.708240 sec): 3 clusters Score: Raw -1512761.758259 + Penalty 1859.393077 = -1510902.365182 nChanged 20 SP:Iteration 50Q (2296.775508 sec): 3 clusters Score: Raw -1512765.006084 + Penalty 1859.393077 = -1510905.613007 nChanged 17 SP:Iteration 51Q (2296.844676 sec): 3 clusters Score: Raw -1512768.405242 + Penalty 1859.393077 = -1510909.012165 nChanged 22 SP:Iteration 52Q (2296.906696 sec): 3 clusters Score: Raw -1512773.495429 + Penalty 1859.393077 = -1510914.102352 nChanged 21 SP:Iteration 53Q (2296.974693 sec): 3 clusters Score: Raw -1512777.392963 + Penalty 1859.393077 = -1510917.999886 nChanged 15 SP:Iteration 54Q (2297.038378 sec): 3 clusters Score: Raw -1512780.365795 + Penalty 1859.393077 = -1510920.972718 nChanged 15 SP:Iteration 55Q (2297.106064 sec): 3 clusters Score: Raw -1512784.025429 + Penalty 1859.393077 = -1510924.632352 nChanged 20 SP:Iteration 56Q (2297.169511 sec): 3 clusters Score: Raw -1512789.237670 + Penalty 1859.393077 = -1510929.844593 nChanged 21 SP:Iteration 57Q (2297.227052 sec): 3 clusters Score: Raw -1512795.649105 + Penalty 1859.393077 = -1510936.256028 nChanged 16 SP:Iteration 58Q (2297.306196 sec): 3 clusters Score: Raw -1512800.592556 + Penalty 1859.393077 = -1510941.199479 nChanged 17 SP:Iteration 59Q (2297.369302 sec): 3 clusters Score: Raw -1512805.585612 + Penalty 1859.393077 = -1510946.192535 nChanged 13 SP:Iteration 60F (2297.444433 sec): 3 clusters Score: Raw -1512808.808418 + Penalty 1859.393077 = -1510949.415341 nChanged 10 SP:Iteration 61Q (2297.512032 sec): 3 clusters Score: Raw -1512811.439244 + Penalty 1859.393077 = -1510952.046167 nChanged 10 SP:Iteration 62Q (2297.579513 sec): 3 clusters Score: Raw -1512813.514828 + Penalty 1859.393077 = -1510954.121751 nChanged 6 SP:Iteration 63Q (2297.642729 sec): 3 clusters Score: Raw -1512815.031276 + Penalty 1859.393077 = -1510955.638199 nChanged 11 SP:Iteration 64Q (2297.700687 sec): 3 clusters Score: Raw -1512817.449263 + Penalty 1859.393077 = -1510958.056187 nChanged 11 SP:Iteration 65Q (2297.768194 sec): 3 clusters Score: Raw -1512821.000312 + Penalty 1859.393077 = -1510961.607235 nChanged 14 SP:Iteration 66Q (2297.824619 sec): 3 clusters Score: Raw -1512824.703481 + Penalty 1859.393077 = -1510965.310404 nChanged 13 SP:Iteration 67Q (2297.897081 sec): 3 clusters Score: Raw -1512828.034223 + Penalty 1859.393077 = -1510968.641146 nChanged 9 SP:Iteration 68Q (2297.956014 sec): 3 clusters Score: Raw -1512829.689269 + Penalty 1859.393077 = -1510970.296193 nChanged 12 SP:Iteration 69Q (2298.024583 sec): 3 clusters Score: Raw -1512832.495392 + Penalty 1859.393077 = -1510973.102315 nChanged 12 SP:Iteration 70Q (2298.102696 sec): 3 clusters Score: Raw -1512835.375997 + Penalty 1859.393077 = -1510975.982920 nChanged 12 SP:Iteration 71Q (2298.159692 sec): 3 clusters Score: Raw -1512838.503249 + Penalty 1859.393077 = -1510979.110172 nChanged 10 SP:Iteration 72Q (2298.222612 sec): 3 clusters Score: Raw -1512840.574232 + Penalty 1859.393077 = -1510981.181155 nChanged 6 SP:Iteration 73Q (2298.287899 sec): 3 clusters Score: Raw -1512842.067210 + Penalty 1859.393077 = -1510982.674134 nChanged 9 SP:Iteration 74Q (2298.349522 sec): 3 clusters Score: Raw -1512844.921601 + Penalty 1859.393077 = -1510985.528524 nChanged 12 SP:Iteration 75Q (2298.405119 sec): 3 clusters Score: Raw -1512849.049098 + Penalty 1859.393077 = -1510989.656021 nChanged 16 SP:Iteration 76Q (2298.475132 sec): 3 clusters Score: Raw -1512855.888517 + Penalty 1859.393077 = -1510996.495440 nChanged 23 SP:Iteration 77Q (2298.537070 sec): 3 clusters Score: Raw -1512864.557277 + Penalty 1859.393077 = -1511005.164200 nChanged 19 SP:Iteration 78Q (2298.600725 sec): 3 clusters Score: Raw -1512869.293219 + Penalty 1859.393077 = -1511009.900142 nChanged 13 SP:Iteration 79Q (2298.668538 sec): 3 clusters Score: Raw -1512872.753933 + Penalty 1859.393077 = -1511013.360856 nChanged 11 SP:Iteration 80F (2298.738985 sec): 3 clusters Score: Raw -1512875.422996 + Penalty 1859.393077 = -1511016.029920 nChanged 13 SP:Iteration 81Q (2298.807567 sec): 3 clusters Score: Raw -1512882.147087 + Penalty 1859.393077 = -1511022.754010 nChanged 23 SP:Iteration 82Q (2298.870833 sec): 3 clusters Score: Raw -1512891.788816 + Penalty 1859.393077 = -1511032.395739 nChanged 21 SP:Iteration 83Q (2298.938584 sec): 3 clusters Score: Raw -1512900.016486 + Penalty 1859.393077 = -1511040.623409 nChanged 23 SP:Iteration 84Q (2298.994750 sec): 3 clusters Score: Raw -1512910.570682 + Penalty 1859.393077 = -1511051.177605 nChanged 23 SP:Iteration 85Q (2299.069455 sec): 3 clusters Score: Raw -1512924.392244 + Penalty 1859.393077 = -1511064.999167 nChanged 26 SP:Iteration 86Q (2299.137284 sec): 3 clusters Score: Raw -1512940.534397 + Penalty 1859.393077 = -1511081.141320 nChanged 19 SP:Iteration 87Q (2299.192823 sec): 3 clusters Score: Raw -1512950.707032 + Penalty 1859.393077 = -1511091.313955 nChanged 16 SP:Iteration 88Q (2299.253654 sec): 3 clusters Score: Raw -1512956.214106 + Penalty 1859.393077 = -1511096.821029 nChanged 13 SP:Iteration 89Q (2299.313102 sec): 3 clusters Score: Raw -1512963.625008 + Penalty 1859.393077 = -1511104.231931 nChanged 13 SP:Iteration 90Q (2299.372709 sec): 3 clusters Score: Raw -1512968.725781 + Penalty 1859.393077 = -1511109.332704 nChanged 10 SP:Iteration 91Q (2299.432205 sec): 3 clusters Score: Raw -1512972.993827 + Penalty 1859.393077 = -1511113.600750 nChanged 8 SP:Iteration 92Q (2299.493405 sec): 3 clusters Score: Raw -1512976.725461 + Penalty 1859.393077 = -1511117.332384 nChanged 6 SP:Iteration 93Q (2299.554609 sec): 3 clusters Score: Raw -1512978.590836 + Penalty 1859.393077 = -1511119.197759 nChanged 0 SP:Iteration 94F (2299.620622 sec): 3 clusters Score: Raw -1512978.590836 + Penalty 1859.393077 = -1511119.197759 nChanged 0 Trying to split cluster 7 (22945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2299.664655 sec): 2 clusters Score: Raw -2036446.283066 + Penalty 953.881256 = -2035492.401810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2299.738039 sec): 3 clusters Score: Raw -2022191.155957 + Penalty 1907.762512 = -2020283.393445 nChanged 10667 SP:Iteration 1F (2299.814428 sec): 3 clusters Score: Raw -2028391.918317 + Penalty 1907.762512 = -2026484.155805 nChanged 1226 SP:Iteration 2F (2299.879118 sec): 3 clusters Score: Raw -2028884.095349 + Penalty 1907.762512 = -2026976.332837 nChanged 1204 SP:Iteration 3F (2299.954740 sec): 3 clusters Score: Raw -2029430.218779 + Penalty 1907.762512 = -2027522.456267 nChanged 1234 SP:Iteration 4F (2300.028544 sec): 3 clusters Score: Raw -2030029.099987 + Penalty 1907.762512 = -2028121.337475 nChanged 1152 SP:Iteration 5F (2300.101212 sec): 3 clusters Score: Raw -2030647.065270 + Penalty 1907.762512 = -2028739.302758 nChanged 1146 SP:Iteration 6Q (2300.176753 sec): 3 clusters Score: Raw -2031309.659078 + Penalty 1907.762512 = -2029401.896566 nChanged 1098 SP:Iteration 7Q (2300.250314 sec): 3 clusters Score: Raw -2032023.487083 + Penalty 1907.762512 = -2030115.724571 nChanged 1025 SP:Iteration 8Q (2300.326815 sec): 3 clusters Score: Raw -2032643.928463 + Penalty 1907.762512 = -2030736.165951 nChanged 851 SP:Iteration 9Q (2300.401666 sec): 3 clusters Score: Raw -2033043.745825 + Penalty 1907.762512 = -2031135.983313 nChanged 624 SP:Iteration 10Q (2300.478531 sec): 3 clusters Score: Raw -2033264.585252 + Penalty 1907.762512 = -2031356.822740 nChanged 449 SP:Iteration 11Q (2300.561176 sec): 3 clusters Score: Raw -2033392.583202 + Penalty 1907.762512 = -2031484.820690 nChanged 299 SP:Iteration 12Q (2300.628477 sec): 3 clusters Score: Raw -2033463.983035 + Penalty 1907.762512 = -2031556.220523 nChanged 234 SP:Iteration 13Q (2300.706305 sec): 3 clusters Score: Raw -2033515.242987 + Penalty 1907.762512 = -2031607.480475 nChanged 232 SP:Iteration 14Q (2300.774833 sec): 3 clusters Score: Raw -2033574.535319 + Penalty 1907.762512 = -2031666.772807 nChanged 248 SP:Iteration 15Q (2300.863343 sec): 3 clusters Score: Raw -2033635.987464 + Penalty 1907.762512 = -2031728.224952 nChanged 261 SP:Iteration 16Q (2300.937813 sec): 3 clusters Score: Raw -2033695.067632 + Penalty 1907.762512 = -2031787.305119 nChanged 248 SP:Iteration 17Q (2301.006988 sec): 3 clusters Score: Raw -2033756.386182 + Penalty 1907.762512 = -2031848.623670 nChanged 238 SP:Iteration 18Q (2301.090953 sec): 3 clusters Score: Raw -2033813.839221 + Penalty 1907.762512 = -2031906.076709 nChanged 260 SP:Iteration 19Q (2301.170287 sec): 3 clusters Score: Raw -2033878.954872 + Penalty 1907.762512 = -2031971.192359 nChanged 258 SP:Iteration 20F (2301.232762 sec): 3 clusters Score: Raw -2033954.344151 + Penalty 1907.762512 = -2032046.581639 nChanged 269 SP:Iteration 21Q (2301.303528 sec): 3 clusters Score: Raw -2034039.668774 + Penalty 1907.762512 = -2032131.906262 nChanged 276 SP:Iteration 22Q (2301.377454 sec): 3 clusters Score: Raw -2034131.277403 + Penalty 1907.762512 = -2032223.514891 nChanged 307 SP:Iteration 23Q (2301.464936 sec): 3 clusters Score: Raw -2034236.118788 + Penalty 1907.762512 = -2032328.356276 nChanged 314 SP:Iteration 24Q (2301.538224 sec): 3 clusters Score: Raw -2034346.134011 + Penalty 1907.762512 = -2032438.371498 nChanged 306 SP:Iteration 25Q (2301.616378 sec): 3 clusters Score: Raw -2034448.901397 + Penalty 1907.762512 = -2032541.138885 nChanged 303 SP:Iteration 26Q (2301.681237 sec): 3 clusters Score: Raw -2034576.081844 + Penalty 1907.762512 = -2032668.319332 nChanged 311 SP:Iteration 27Q (2301.758557 sec): 3 clusters Score: Raw -2034716.691308 + Penalty 1907.762512 = -2032808.928796 nChanged 323 SP:Iteration 28Q (2301.837818 sec): 3 clusters Score: Raw -2034871.607919 + Penalty 1907.762512 = -2032963.845407 nChanged 320 SP:Iteration 29Q (2301.919758 sec): 3 clusters Score: Raw -2035012.073780 + Penalty 1907.762512 = -2033104.311268 nChanged 285 SP:Iteration 30Q (2301.988538 sec): 3 clusters Score: Raw -2035134.482587 + Penalty 1907.762512 = -2033226.720075 nChanged 270 SP:Iteration 31Q (2302.049380 sec): 3 clusters Score: Raw -2035251.376586 + Penalty 1907.762512 = -2033343.614073 nChanged 270 SP:Iteration 32Q (2302.141508 sec): 3 clusters Score: Raw -2035387.360531 + Penalty 1907.762512 = -2033479.598019 nChanged 265 SP:Iteration 33Q (2302.209270 sec): 3 clusters Score: Raw -2035511.662695 + Penalty 1907.762512 = -2033603.900183 nChanged 231 SP:Iteration 34Q (2302.297568 sec): 3 clusters Score: Raw -2035617.115733 + Penalty 1907.762512 = -2033709.353221 nChanged 220 SP:Iteration 35Q (2302.377262 sec): 3 clusters Score: Raw -2035716.050059 + Penalty 1907.762512 = -2033808.287547 nChanged 186 SP:Iteration 36Q (2302.456266 sec): 3 clusters Score: Raw -2035794.688174 + Penalty 1907.762512 = -2033886.925661 nChanged 194 SP:Iteration 37Q (2302.534542 sec): 3 clusters Score: Raw -2035870.612272 + Penalty 1907.762512 = -2033962.849760 nChanged 176 SP:Iteration 38Q (2302.603197 sec): 3 clusters Score: Raw -2035936.346485 + Penalty 1907.762512 = -2034028.583973 nChanged 140 SP:Iteration 39Q (2302.685006 sec): 3 clusters Score: Raw -2035985.408469 + Penalty 1907.762512 = -2034077.645957 nChanged 137 SP:Iteration 40F (2302.764089 sec): 3 clusters Score: Raw -2036033.899868 + Penalty 1907.762512 = -2034126.137356 nChanged 119 SP:Iteration 41Q (2302.829325 sec): 3 clusters Score: Raw -2036072.634533 + Penalty 1907.762512 = -2034164.872021 nChanged 114 SP:Iteration 42Q (2302.905475 sec): 3 clusters Score: Raw -2036109.331986 + Penalty 1907.762512 = -2034201.569474 nChanged 110 SP:Iteration 43Q (2302.979800 sec): 3 clusters Score: Raw -2036147.623280 + Penalty 1907.762512 = -2034239.860767 nChanged 98 SP:Iteration 44Q (2303.043264 sec): 3 clusters Score: Raw -2036181.475931 + Penalty 1907.762512 = -2034273.713419 nChanged 104 SP:Iteration 45Q (2303.117234 sec): 3 clusters Score: Raw -2036215.825855 + Penalty 1907.762512 = -2034308.063343 nChanged 97 SP:Iteration 46Q (2303.184711 sec): 3 clusters Score: Raw -2036247.942807 + Penalty 1907.762512 = -2034340.180295 nChanged 80 SP:Iteration 47Q (2303.265694 sec): 3 clusters Score: Raw -2036268.358070 + Penalty 1907.762512 = -2034360.595558 nChanged 55 SP:Iteration 48Q (2303.328499 sec): 3 clusters Score: Raw -2036280.107423 + Penalty 1907.762512 = -2034372.344911 nChanged 49 SP:Iteration 49Q (2303.412573 sec): 3 clusters Score: Raw -2036290.209475 + Penalty 1907.762512 = -2034382.446963 nChanged 49 SP:Iteration 50Q (2303.485394 sec): 3 clusters Score: Raw -2036302.253444 + Penalty 1907.762512 = -2034394.490932 nChanged 48 SP:Iteration 51Q (2303.556675 sec): 3 clusters Score: Raw -2036314.603108 + Penalty 1907.762512 = -2034406.840596 nChanged 57 SP:Iteration 52Q (2303.626326 sec): 3 clusters Score: Raw -2036330.007450 + Penalty 1907.762512 = -2034422.244938 nChanged 46 SP:Iteration 53Q (2303.696469 sec): 3 clusters Score: Raw -2036341.112052 + Penalty 1907.762512 = -2034433.349540 nChanged 42 SP:Iteration 54Q (2303.752860 sec): 3 clusters Score: Raw -2036351.786913 + Penalty 1907.762512 = -2034444.024401 nChanged 42 SP:Iteration 55Q (2303.834931 sec): 3 clusters Score: Raw -2036362.257012 + Penalty 1907.762512 = -2034454.494500 nChanged 40 SP:Iteration 56Q (2303.909826 sec): 3 clusters Score: Raw -2036370.424901 + Penalty 1907.762512 = -2034462.662389 nChanged 34 SP:Iteration 57Q (2303.981589 sec): 3 clusters Score: Raw -2036378.041726 + Penalty 1907.762512 = -2034470.279213 nChanged 25 SP:Iteration 58Q (2304.053446 sec): 3 clusters Score: Raw -2036383.428394 + Penalty 1907.762512 = -2034475.665882 nChanged 23 SP:Iteration 59Q (2304.127317 sec): 3 clusters Score: Raw -2036387.870938 + Penalty 1907.762512 = -2034480.108426 nChanged 24 SP:Iteration 60F (2304.193463 sec): 3 clusters Score: Raw -2036392.787084 + Penalty 1907.762512 = -2034485.024572 nChanged 24 SP:Iteration 61Q (2304.277194 sec): 3 clusters Score: Raw -2036397.968376 + Penalty 1907.762512 = -2034490.205864 nChanged 25 SP:Iteration 62Q (2304.349386 sec): 3 clusters Score: Raw -2036403.651969 + Penalty 1907.762512 = -2034495.889457 nChanged 32 SP:Iteration 63Q (2304.414308 sec): 3 clusters Score: Raw -2036411.662128 + Penalty 1907.762512 = -2034503.899616 nChanged 33 SP:Iteration 64Q (2304.488327 sec): 3 clusters Score: Raw -2036418.966863 + Penalty 1907.762512 = -2034511.204351 nChanged 26 SP:Iteration 65Q (2304.562036 sec): 3 clusters Score: Raw -2036424.699348 + Penalty 1907.762512 = -2034516.936836 nChanged 24 SP:Iteration 66Q (2304.634322 sec): 3 clusters Score: Raw -2036431.081162 + Penalty 1907.762512 = -2034523.318650 nChanged 26 SP:Iteration 67Q (2304.706788 sec): 3 clusters Score: Raw -2036437.317106 + Penalty 1907.762512 = -2034529.554594 nChanged 21 SP:Iteration 68Q (2304.770556 sec): 3 clusters Score: Raw -2036441.131466 + Penalty 1907.762512 = -2034533.368954 nChanged 9 SP:Iteration 69Q (2304.846557 sec): 3 clusters Score: Raw -2036442.686571 + Penalty 1907.762512 = -2034534.924059 nChanged 13 SP:Iteration 70Q (2304.904198 sec): 3 clusters Score: Raw -2036445.035207 + Penalty 1907.762512 = -2034537.272695 nChanged 9 SP:Iteration 71Q (2304.988921 sec): 3 clusters Score: Raw -2036447.596740 + Penalty 1907.762512 = -2034539.834228 nChanged 10 SP:Iteration 72Q (2305.070745 sec): 3 clusters Score: Raw -2036450.634266 + Penalty 1907.762512 = -2034542.871754 nChanged 13 SP:Iteration 73Q (2305.138382 sec): 3 clusters Score: Raw -2036454.493975 + Penalty 1907.762512 = -2034546.731463 nChanged 17 SP:Iteration 74Q (2305.208986 sec): 3 clusters Score: Raw -2036458.543768 + Penalty 1907.762512 = -2034550.781256 nChanged 21 SP:Iteration 75Q (2305.275895 sec): 3 clusters Score: Raw -2036462.980597 + Penalty 1907.762512 = -2034555.218085 nChanged 17 SP:Iteration 76Q (2305.339116 sec): 3 clusters Score: Raw -2036467.725236 + Penalty 1907.762512 = -2034559.962723 nChanged 27 SP:Iteration 77Q (2305.408434 sec): 3 clusters Score: Raw -2036475.788801 + Penalty 1907.762512 = -2034568.026289 nChanged 28 SP:Iteration 78Q (2305.483733 sec): 3 clusters Score: Raw -2036484.311027 + Penalty 1907.762512 = -2034576.548515 nChanged 23 SP:Iteration 79Q (2305.551349 sec): 3 clusters Score: Raw -2036492.068382 + Penalty 1907.762512 = -2034584.305870 nChanged 22 SP:Iteration 80F (2305.627016 sec): 3 clusters Score: Raw -2036498.656564 + Penalty 1907.762512 = -2034590.894052 nChanged 20 SP:Iteration 81Q (2305.700596 sec): 3 clusters Score: Raw -2036505.013960 + Penalty 1907.762512 = -2034597.251448 nChanged 19 SP:Iteration 82Q (2305.768578 sec): 3 clusters Score: Raw -2036512.132984 + Penalty 1907.762512 = -2034604.370472 nChanged 16 SP:Iteration 83Q (2305.838644 sec): 3 clusters Score: Raw -2036517.735512 + Penalty 1907.762512 = -2034609.973000 nChanged 14 SP:Iteration 84Q (2305.915185 sec): 3 clusters Score: Raw -2036522.021156 + Penalty 1907.762512 = -2034614.258644 nChanged 15 SP:Iteration 85Q (2305.977299 sec): 3 clusters Score: Raw -2036525.784450 + Penalty 1907.762512 = -2034618.021938 nChanged 10 SP:Iteration 86Q (2306.040403 sec): 3 clusters Score: Raw -2036528.252216 + Penalty 1907.762512 = -2034620.489704 nChanged 10 SP:Iteration 87Q (2306.112505 sec): 3 clusters Score: Raw -2036530.257366 + Penalty 1907.762512 = -2034622.494854 nChanged 6 SP:Iteration 88Q (2306.189588 sec): 3 clusters Score: Raw -2036531.198561 + Penalty 1907.762512 = -2034623.436049 nChanged 5 SP:Iteration 89Q (2306.259882 sec): 3 clusters Score: Raw -2036532.703696 + Penalty 1907.762512 = -2034624.941184 nChanged 6 SP:Iteration 90Q (2306.330352 sec): 3 clusters Score: Raw -2036533.827187 + Penalty 1907.762512 = -2034626.064675 nChanged 6 SP:Iteration 91Q (2306.401890 sec): 3 clusters Score: Raw -2036535.315336 + Penalty 1907.762512 = -2034627.552824 nChanged 10 SP:Iteration 92Q (2306.478536 sec): 3 clusters Score: Raw -2036538.474704 + Penalty 1907.762512 = -2034630.712192 nChanged 9 SP:Iteration 93Q (2306.550229 sec): 3 clusters Score: Raw -2036542.155125 + Penalty 1907.762512 = -2034634.392613 nChanged 17 SP:Iteration 94Q (2306.619801 sec): 3 clusters Score: Raw -2036548.447497 + Penalty 1907.762512 = -2034640.684985 nChanged 23 SP:Iteration 95Q (2306.702401 sec): 3 clusters Score: Raw -2036555.844439 + Penalty 1907.762512 = -2034648.081927 nChanged 19 SP:Iteration 96Q (2306.764990 sec): 3 clusters Score: Raw -2036565.158809 + Penalty 1907.762512 = -2034657.396297 nChanged 17 SP:Iteration 97Q (2306.831896 sec): 3 clusters Score: Raw -2036571.596480 + Penalty 1907.762512 = -2034663.833968 nChanged 15 SP:Iteration 98Q (2306.904108 sec): 3 clusters Score: Raw -2036576.187286 + Penalty 1907.762512 = -2034668.424773 nChanged 12 SP:Iteration 99Q (2306.968934 sec): 3 clusters Score: Raw -2036578.640722 + Penalty 1907.762512 = -2034670.878210 nChanged 5 SP:Iteration 100F (2307.026982 sec): 3 clusters Score: Raw -2036579.989028 + Penalty 1907.762512 = -2034672.226516 nChanged 2 SP:Iteration 101Q (2307.107597 sec): 3 clusters Score: Raw -2036580.419716 + Penalty 1907.762512 = -2034672.657204 nChanged 2 SP:Iteration 102Q (2307.178138 sec): 3 clusters Score: Raw -2036580.726678 + Penalty 1907.762512 = -2034672.964166 nChanged 2 SP:Iteration 103Q (2307.255495 sec): 3 clusters Score: Raw -2036581.182516 + Penalty 1907.762512 = -2034673.420004 nChanged 3 SP:Iteration 104Q (2307.329773 sec): 3 clusters Score: Raw -2036581.709871 + Penalty 1907.762512 = -2034673.947359 nChanged 2 SP:Iteration 105Q (2307.401282 sec): 3 clusters Score: Raw -2036582.285702 + Penalty 1907.762512 = -2034674.523190 nChanged 2 SP:Iteration 106Q (2307.475435 sec): 3 clusters Score: Raw -2036582.549617 + Penalty 1907.762512 = -2034674.787105 nChanged 0 SP:Iteration 107F (2307.551212 sec): 3 clusters Score: Raw -2036582.549617 + Penalty 1907.762512 = -2034674.787105 nChanged 0 Trying to split cluster 8 (1375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2307.569627 sec): 2 clusters Score: Raw -118340.431815 + Penalty 686.489856 = -117653.941959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2307.624504 sec): 3 clusters Score: Raw -117743.971964 + Penalty 1372.979712 = -116370.992252 nChanged 485 SP:Iteration 1F (2307.662196 sec): 3 clusters Score: Raw -118025.469563 + Penalty 1372.979712 = -116652.489851 nChanged 109 SP:Iteration 2F (2307.712638 sec): 3 clusters Score: Raw -118107.343006 + Penalty 1372.979712 = -116734.363294 nChanged 80 SP:Iteration 3F (2307.757925 sec): 3 clusters Score: Raw -118151.194202 + Penalty 1372.979712 = -116778.214490 nChanged 48 SP:Iteration 4Q (2307.804827 sec): 3 clusters Score: Raw -118181.570647 + Penalty 1372.979712 = -116808.590936 nChanged 40 SP:Iteration 5Q (2307.845966 sec): 3 clusters Score: Raw -118205.225492 + Penalty 1372.979712 = -116832.245780 nChanged 39 SP:Iteration 6Q (2307.891901 sec): 3 clusters Score: Raw -118225.653091 + Penalty 1372.979712 = -116852.673379 nChanged 27 SP:Iteration 7Q (2307.933451 sec): 3 clusters Score: Raw -118238.863806 + Penalty 1372.979712 = -116865.884094 nChanged 17 SP:Iteration 8Q (2307.978513 sec): 3 clusters Score: Raw -118244.822333 + Penalty 1372.979712 = -116871.842621 nChanged 11 SP:Iteration 9Q (2308.026952 sec): 3 clusters Score: Raw -118249.346978 + Penalty 1372.979712 = -116876.367266 nChanged 8 SP:Iteration 10Q (2308.085697 sec): 3 clusters Score: Raw -118253.423573 + Penalty 1372.979712 = -116880.443861 nChanged 10 SP:Iteration 11Q (2308.130646 sec): 3 clusters Score: Raw -118257.513025 + Penalty 1372.979712 = -116884.533313 nChanged 9 SP:Iteration 12Q (2308.164902 sec): 3 clusters Score: Raw -118260.454203 + Penalty 1372.979712 = -116887.474491 nChanged 8 SP:Iteration 13Q (2308.201776 sec): 3 clusters Score: Raw -118263.793536 + Penalty 1372.979712 = -116890.813825 nChanged 7 SP:Iteration 14Q (2308.251217 sec): 3 clusters Score: Raw -118266.098583 + Penalty 1372.979712 = -116893.118872 nChanged 4 SP:Iteration 15Q (2308.300932 sec): 3 clusters Score: Raw -118267.429991 + Penalty 1372.979712 = -116894.450279 nChanged 6 SP:Iteration 16Q (2308.330951 sec): 3 clusters Score: Raw -118271.286202 + Penalty 1372.979712 = -116898.306490 nChanged 5 SP:Iteration 17Q (2308.380986 sec): 3 clusters Score: Raw -118274.546523 + Penalty 1372.979712 = -116901.566811 nChanged 8 SP:Iteration 18Q (2308.424561 sec): 3 clusters Score: Raw -118277.292495 + Penalty 1372.979712 = -116904.312783 nChanged 4 SP:Iteration 19Q (2308.469624 sec): 3 clusters Score: Raw -118280.345820 + Penalty 1372.979712 = -116907.366108 nChanged 4 SP:Iteration 20F (2308.514046 sec): 3 clusters Score: Raw -118285.319272 + Penalty 1372.979712 = -116912.339560 nChanged 9 SP:Iteration 21Q (2308.562291 sec): 3 clusters Score: Raw -118289.508898 + Penalty 1372.979712 = -116916.529186 nChanged 8 SP:Iteration 22Q (2308.614292 sec): 3 clusters Score: Raw -118292.517530 + Penalty 1372.979712 = -116919.537818 nChanged 7 SP:Iteration 23Q (2308.652785 sec): 3 clusters Score: Raw -118296.311058 + Penalty 1372.979712 = -116923.331346 nChanged 6 SP:Iteration 24Q (2308.697228 sec): 3 clusters Score: Raw -118298.338648 + Penalty 1372.979712 = -116925.358936 nChanged 9 SP:Iteration 25Q (2308.742319 sec): 3 clusters Score: Raw -118302.670895 + Penalty 1372.979712 = -116929.691183 nChanged 6 SP:Iteration 26Q (2308.790110 sec): 3 clusters Score: Raw -118305.607681 + Penalty 1372.979712 = -116932.627969 nChanged 8 SP:Iteration 27Q (2308.841269 sec): 3 clusters Score: Raw -118309.531230 + Penalty 1372.979712 = -116936.551518 nChanged 8 SP:Iteration 28Q (2308.885459 sec): 3 clusters Score: Raw -118314.273696 + Penalty 1372.979712 = -116941.293984 nChanged 12 SP:Iteration 29Q (2308.934519 sec): 3 clusters Score: Raw -118321.660095 + Penalty 1372.979712 = -116948.680383 nChanged 10 SP:Iteration 30Q (2308.985159 sec): 3 clusters Score: Raw -118328.667619 + Penalty 1372.979712 = -116955.687907 nChanged 12 SP:Iteration 31Q (2309.030812 sec): 3 clusters Score: Raw -118336.699327 + Penalty 1372.979712 = -116963.719616 nChanged 10 SP:Iteration 32Q (2309.075731 sec): 3 clusters Score: Raw -118345.442426 + Penalty 1372.979712 = -116972.462714 nChanged 16 SP:Iteration 33Q (2309.116010 sec): 3 clusters Score: Raw -118356.209043 + Penalty 1372.979712 = -116983.229331 nChanged 17 SP:Iteration 34Q (2309.170518 sec): 3 clusters Score: Raw -118367.884073 + Penalty 1372.979712 = -116994.904361 nChanged 13 SP:Iteration 35Q (2309.219908 sec): 3 clusters Score: Raw -118374.111543 + Penalty 1372.979712 = -117001.131831 nChanged 9 SP:Iteration 36Q (2309.255785 sec): 3 clusters Score: Raw -118381.691548 + Penalty 1372.979712 = -117008.711836 nChanged 14 SP:Iteration 37Q (2309.302003 sec): 3 clusters Score: Raw -118392.938718 + Penalty 1372.979712 = -117019.959006 nChanged 13 SP:Iteration 38Q (2309.350277 sec): 3 clusters Score: Raw -118401.541404 + Penalty 1372.979712 = -117028.561692 nChanged 11 SP:Iteration 39Q (2309.401023 sec): 3 clusters Score: Raw -118409.645047 + Penalty 1372.979712 = -117036.665336 nChanged 3 SP:Iteration 40F (2309.453323 sec): 3 clusters Score: Raw -118412.810047 + Penalty 1372.979712 = -117039.830336 nChanged 3 SP:Iteration 41Q (2309.498280 sec): 3 clusters Score: Raw -118414.351183 + Penalty 1372.979712 = -117041.371472 nChanged 2 SP:Iteration 42Q (2309.544588 sec): 3 clusters Score: Raw -118415.898142 + Penalty 1372.979712 = -117042.918430 nChanged 2 SP:Iteration 43Q (2309.594344 sec): 3 clusters Score: Raw -118419.892724 + Penalty 1372.979712 = -117046.913012 nChanged 3 SP:Iteration 44Q (2309.633417 sec): 3 clusters Score: Raw -118420.837090 + Penalty 1372.979712 = -117047.857378 nChanged 1 SP:Iteration 45Q (2309.689938 sec): 3 clusters Score: Raw -118421.308910 + Penalty 1372.979712 = -117048.329198 nChanged 0 SP:Iteration 46F (2309.724019 sec): 3 clusters Score: Raw -118421.308910 + Penalty 1372.979712 = -117048.329198 nChanged 0 Trying to split cluster 9 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2309.741902 sec): 2 clusters Score: Raw -48503.135459 + Penalty 628.143898 = -47874.991561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2309.781291 sec): 3 clusters Score: Raw -48281.929635 + Penalty 1256.287797 = -47025.641839 nChanged 262 SP:Iteration 1F (2309.822777 sec): 3 clusters Score: Raw -48594.550988 + Penalty 1256.287797 = -47338.263191 nChanged 69 SP:Iteration 2F (2309.860278 sec): 3 clusters Score: Raw -48692.921277 + Penalty 1256.287797 = -47436.633481 nChanged 39 SP:Iteration 3F (2309.904316 sec): 3 clusters Score: Raw -48760.156215 + Penalty 1256.287797 = -47503.868418 nChanged 42 SP:Iteration 4F (2309.952650 sec): 3 clusters Score: Raw -48834.014459 + Penalty 1256.287797 = -47577.726662 nChanged 33 SP:Iteration 5Q (2309.997316 sec): 3 clusters Score: Raw -48880.630085 + Penalty 1256.287797 = -47624.342288 nChanged 21 SP:Iteration 6Q (2310.026510 sec): 3 clusters Score: Raw -48921.589022 + Penalty 1256.287797 = -47665.301226 nChanged 26 SP:Iteration 7Q (2310.063948 sec): 3 clusters Score: Raw -48958.596933 + Penalty 1256.287797 = -47702.309137 nChanged 15 SP:Iteration 8Q (2310.101109 sec): 3 clusters Score: Raw -48972.553028 + Penalty 1256.287797 = -47716.265231 nChanged 7 SP:Iteration 9Q (2310.138141 sec): 3 clusters Score: Raw -48984.809215 + Penalty 1256.287797 = -47728.521419 nChanged 8 SP:Iteration 10Q (2310.176305 sec): 3 clusters Score: Raw -48989.657926 + Penalty 1256.287797 = -47733.370130 nChanged 3 SP:Iteration 11Q (2310.217439 sec): 3 clusters Score: Raw -48996.295105 + Penalty 1256.287797 = -47740.007309 nChanged 2 SP:Iteration 12Q (2310.260146 sec): 3 clusters Score: Raw -48997.061520 + Penalty 1256.287797 = -47740.773724 nChanged 0 SP:Iteration 13F (2310.302863 sec): 3 clusters Score: Raw -48997.061520 + Penalty 1256.287797 = -47740.773724 nChanged 0 Trying to split cluster 10 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2310.324264 sec): 2 clusters Score: Raw -44662.091044 + Penalty 615.604233 = -44046.486810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2310.367101 sec): 3 clusters Score: Raw -44512.048356 + Penalty 1231.208467 = -43280.839889 nChanged 204 SP:Iteration 1F (2310.410314 sec): 3 clusters Score: Raw -44740.508741 + Penalty 1231.208467 = -43509.300275 nChanged 58 SP:Iteration 2F (2310.453281 sec): 3 clusters Score: Raw -44809.041245 + Penalty 1231.208467 = -43577.832778 nChanged 34 SP:Iteration 3F (2310.492904 sec): 3 clusters Score: Raw -44851.012456 + Penalty 1231.208467 = -43619.803989 nChanged 25 SP:Iteration 4Q (2310.536062 sec): 3 clusters Score: Raw -44876.713410 + Penalty 1231.208467 = -43645.504943 nChanged 16 SP:Iteration 5Q (2310.579684 sec): 3 clusters Score: Raw -44892.440993 + Penalty 1231.208467 = -43661.232526 nChanged 9 SP:Iteration 6Q (2310.623457 sec): 3 clusters Score: Raw -44904.605146 + Penalty 1231.208467 = -43673.396680 nChanged 8 SP:Iteration 7Q (2310.666123 sec): 3 clusters Score: Raw -44913.118517 + Penalty 1231.208467 = -43681.910050 nChanged 6 SP:Iteration 8Q (2310.714191 sec): 3 clusters Score: Raw -44925.129382 + Penalty 1231.208467 = -43693.920915 nChanged 11 SP:Iteration 9Q (2310.751786 sec): 3 clusters Score: Raw -44937.435083 + Penalty 1231.208467 = -43706.226617 nChanged 7 SP:Iteration 10Q (2310.776502 sec): 3 clusters Score: Raw -44944.629816 + Penalty 1231.208467 = -43713.421349 nChanged 10 SP:Iteration 11Q (2310.818072 sec): 3 clusters Score: Raw -44958.934632 + Penalty 1231.208467 = -43727.726165 nChanged 7 SP:Iteration 12Q (2310.846773 sec): 3 clusters Score: Raw -44964.418141 + Penalty 1231.208467 = -43733.209675 nChanged 6 SP:Iteration 13Q (2310.887938 sec): 3 clusters Score: Raw -44968.151001 + Penalty 1231.208467 = -43736.942534 nChanged 4 SP:Iteration 14Q (2310.941690 sec): 3 clusters Score: Raw -44979.631228 + Penalty 1231.208467 = -43748.422762 nChanged 6 SP:Iteration 15Q (2310.980025 sec): 3 clusters Score: Raw -44991.990575 + Penalty 1231.208467 = -43760.782108 nChanged 3 SP:Iteration 16Q (2311.023458 sec): 3 clusters Score: Raw -44994.418139 + Penalty 1231.208467 = -43763.209672 nChanged 5 SP:Iteration 17Q (2311.065861 sec): 3 clusters Score: Raw -45000.517739 + Penalty 1231.208467 = -43769.309272 nChanged 2 SP:Iteration 18Q (2311.100975 sec): 3 clusters Score: Raw -45001.552760 + Penalty 1231.208467 = -43770.344293 nChanged 1 SP:Iteration 19Q (2311.143706 sec): 3 clusters Score: Raw -45001.676536 + Penalty 1231.208467 = -43770.468069 nChanged 0 SP:Iteration 20F (2311.187727 sec): 3 clusters Score: Raw -45001.676536 + Penalty 1231.208467 = -43770.468069 nChanged 0 Trying to split cluster 11 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2311.210983 sec): 2 clusters Score: Raw -17172.869111 + Penalty 522.230981 = -16650.638130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2311.254781 sec): 3 clusters Score: Raw -17216.117702 + Penalty 1044.461963 = -16171.655739 nChanged 53 SP:Iteration 1F (2311.297498 sec): 3 clusters Score: Raw -17351.083395 + Penalty 1044.461963 = -16306.621433 nChanged 16 SP:Iteration 2F (2311.350480 sec): 3 clusters Score: Raw -17379.375498 + Penalty 1044.461963 = -16334.913536 nChanged 4 SP:Iteration 3Q (2311.382684 sec): 3 clusters Score: Raw -17383.787739 + Penalty 1044.461963 = -16339.325776 nChanged 1 SP:Iteration 4Q (2311.435669 sec): 3 clusters Score: Raw -17385.773601 + Penalty 1044.461963 = -16341.311638 nChanged 2 SP:Iteration 5Q (2311.462443 sec): 3 clusters Score: Raw -17392.345745 + Penalty 1044.461963 = -16347.883782 nChanged 0 SP:Iteration 6F (2311.505139 sec): 3 clusters Score: Raw -17392.345745 + Penalty 1044.461963 = -16347.883782 nChanged 0 Trying to split cluster 12 (2653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2311.532292 sec): 2 clusters Score: Raw -220739.708746 + Penalty 748.927404 = -219990.781342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2311.579713 sec): 3 clusters Score: Raw -219394.795396 + Penalty 1497.854807 = -217896.940589 nChanged 1065 SP:Iteration 1F (2311.608014 sec): 3 clusters Score: Raw -219978.193799 + Penalty 1497.854807 = -218480.338992 nChanged 191 SP:Iteration 2F (2311.665704 sec): 3 clusters Score: Raw -220075.972407 + Penalty 1497.854807 = -218578.117600 nChanged 137 SP:Iteration 3F (2311.707965 sec): 3 clusters Score: Raw -220154.712778 + Penalty 1497.854807 = -218656.857971 nChanged 118 SP:Iteration 4Q (2311.763182 sec): 3 clusters Score: Raw -220221.927682 + Penalty 1497.854807 = -218724.072875 nChanged 105 SP:Iteration 5Q (2311.803901 sec): 3 clusters Score: Raw -220283.100655 + Penalty 1497.854807 = -218785.245847 nChanged 103 SP:Iteration 6Q (2311.854045 sec): 3 clusters Score: Raw -220341.857764 + Penalty 1497.854807 = -218844.002957 nChanged 86 SP:Iteration 7Q (2311.905203 sec): 3 clusters Score: Raw -220394.007212 + Penalty 1497.854807 = -218896.152405 nChanged 87 SP:Iteration 8Q (2311.960004 sec): 3 clusters Score: Raw -220447.204147 + Penalty 1497.854807 = -218949.349340 nChanged 75 SP:Iteration 9Q (2312.014151 sec): 3 clusters Score: Raw -220500.314715 + Penalty 1497.854807 = -219002.459907 nChanged 74 SP:Iteration 10Q (2312.061777 sec): 3 clusters Score: Raw -220556.278823 + Penalty 1497.854807 = -219058.424015 nChanged 62 SP:Iteration 11Q (2312.105894 sec): 3 clusters Score: Raw -220603.340318 + Penalty 1497.854807 = -219105.485511 nChanged 59 SP:Iteration 12Q (2312.143848 sec): 3 clusters Score: Raw -220653.180956 + Penalty 1497.854807 = -219155.326149 nChanged 45 SP:Iteration 13Q (2312.198821 sec): 3 clusters Score: Raw -220687.543495 + Penalty 1497.854807 = -219189.688687 nChanged 39 SP:Iteration 14Q (2312.254959 sec): 3 clusters Score: Raw -220728.041996 + Penalty 1497.854807 = -219230.187188 nChanged 39 SP:Iteration 15Q (2312.299803 sec): 3 clusters Score: Raw -220766.866205 + Penalty 1497.854807 = -219269.011398 nChanged 26 SP:Iteration 16Q (2312.350987 sec): 3 clusters Score: Raw -220786.852311 + Penalty 1497.854807 = -219288.997503 nChanged 22 SP:Iteration 17Q (2312.387470 sec): 3 clusters Score: Raw -220807.769568 + Penalty 1497.854807 = -219309.914761 nChanged 17 SP:Iteration 18Q (2312.442084 sec): 3 clusters Score: Raw -220823.353429 + Penalty 1497.854807 = -219325.498621 nChanged 13 SP:Iteration 19Q (2312.483265 sec): 3 clusters Score: Raw -220838.484651 + Penalty 1497.854807 = -219340.629844 nChanged 8 SP:Iteration 20F (2312.534091 sec): 3 clusters Score: Raw -220844.869209 + Penalty 1497.854807 = -219347.014402 nChanged 6 SP:Iteration 21Q (2312.585546 sec): 3 clusters Score: Raw -220849.582349 + Penalty 1497.854807 = -219351.727542 nChanged 5 SP:Iteration 22Q (2312.635498 sec): 3 clusters Score: Raw -220852.178856 + Penalty 1497.854807 = -219354.324049 nChanged 0 SP:Iteration 23F (2312.681055 sec): 3 clusters Score: Raw -220852.178856 + Penalty 1497.854807 = -219354.324049 nChanged 0 Trying to split cluster 13 (26067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2312.743535 sec): 2 clusters Score: Raw -2104464.965956 + Penalty 966.000415 = -2103498.965541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2312.823507 sec): 3 clusters Score: Raw -2088098.595137 + Penalty 1932.000831 = -2086166.594306 nChanged 12180 SP:Iteration 1F (2312.894748 sec): 3 clusters Score: Raw -2095301.755517 + Penalty 1932.000831 = -2093369.754686 nChanged 1575 SP:Iteration 2F (2312.973634 sec): 3 clusters Score: Raw -2096073.874364 + Penalty 1932.000831 = -2094141.873533 nChanged 1785 SP:Iteration 3F (2313.048010 sec): 3 clusters Score: Raw -2097112.666313 + Penalty 1932.000831 = -2095180.665482 nChanged 1958 SP:Iteration 4F (2313.130218 sec): 3 clusters Score: Raw -2098412.445809 + Penalty 1932.000831 = -2096480.444978 nChanged 1891 SP:Iteration 5F (2313.209109 sec): 3 clusters Score: Raw -2099736.515242 + Penalty 1932.000831 = -2097804.514411 nChanged 1653 SP:Iteration 6F (2313.291444 sec): 3 clusters Score: Raw -2100966.352431 + Penalty 1932.000831 = -2099034.351600 nChanged 1365 SP:Iteration 7F (2313.383371 sec): 3 clusters Score: Raw -2102055.069020 + Penalty 1932.000831 = -2100123.068189 nChanged 1083 SP:Iteration 8Q (2313.464555 sec): 3 clusters Score: Raw -2102997.718557 + Penalty 1932.000831 = -2101065.717726 nChanged 800 SP:Iteration 9Q (2313.542118 sec): 3 clusters Score: Raw -2103754.884485 + Penalty 1932.000831 = -2101822.883654 nChanged 455 SP:Iteration 10Q (2313.628018 sec): 3 clusters Score: Raw -2104192.224800 + Penalty 1932.000831 = -2102260.223970 nChanged 224 SP:Iteration 11Q (2313.707389 sec): 3 clusters Score: Raw -2104405.938608 + Penalty 1932.000831 = -2102473.937777 nChanged 102 SP:Iteration 12Q (2313.787567 sec): 3 clusters Score: Raw -2104497.116115 + Penalty 1932.000831 = -2102565.115284 nChanged 49 SP:Iteration 13Q (2313.864189 sec): 3 clusters Score: Raw -2104534.450518 + Penalty 1932.000831 = -2102602.449687 nChanged 35 SP:Iteration 14Q (2313.942199 sec): 3 clusters Score: Raw -2104568.537677 + Penalty 1932.000831 = -2102636.536846 nChanged 21 SP:Iteration 15Q (2314.018200 sec): 3 clusters Score: Raw -2104590.623227 + Penalty 1932.000831 = -2102658.622397 nChanged 13 SP:Iteration 16Q (2314.088736 sec): 3 clusters Score: Raw -2104605.370935 + Penalty 1932.000831 = -2102673.370104 nChanged 17 SP:Iteration 17Q (2314.165434 sec): 3 clusters Score: Raw -2104623.049312 + Penalty 1932.000831 = -2102691.048481 nChanged 16 SP:Iteration 18Q (2314.237051 sec): 3 clusters Score: Raw -2104640.324400 + Penalty 1932.000831 = -2102708.323569 nChanged 9 SP:Iteration 19Q (2314.302237 sec): 3 clusters Score: Raw -2104648.111634 + Penalty 1932.000831 = -2102716.110803 nChanged 10 SP:Iteration 20F (2314.386371 sec): 3 clusters Score: Raw -2104655.523346 + Penalty 1932.000831 = -2102723.522515 nChanged 6 SP:Iteration 21Q (2314.455525 sec): 3 clusters Score: Raw -2104659.557408 + Penalty 1932.000831 = -2102727.556577 nChanged 1 SP:Iteration 22Q (2314.528227 sec): 3 clusters Score: Raw -2104660.240828 + Penalty 1932.000831 = -2102728.239997 nChanged 1 SP:Iteration 23Q (2314.601576 sec): 3 clusters Score: Raw -2104660.524933 + Penalty 1932.000831 = -2102728.524102 nChanged 1 SP:Iteration 24Q (2314.677454 sec): 3 clusters Score: Raw -2104661.907890 + Penalty 1932.000831 = -2102729.907059 nChanged 1 SP:Iteration 25Q (2314.755535 sec): 3 clusters Score: Raw -2104662.432478 + Penalty 1932.000831 = -2102730.431647 nChanged 2 SP:Iteration 26Q (2314.832228 sec): 3 clusters Score: Raw -2104665.356925 + Penalty 1932.000831 = -2102733.356094 nChanged 1 SP:Iteration 27Q (2314.909594 sec): 3 clusters Score: Raw -2104666.581827 + Penalty 1932.000831 = -2102734.580996 nChanged 0 SP:Iteration 28F (2314.990485 sec): 3 clusters Score: Raw -2104666.581827 + Penalty 1932.000831 = -2102734.580996 nChanged 0 Trying to split cluster 14 (60296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2315.075074 sec): 2 clusters Score: Raw -5161484.107319 + Penalty 1045.666999 = -5160438.440319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2315.201609 sec): 3 clusters Score: Raw -5122505.989071 + Penalty 2091.333999 = -5120414.655072 nChanged 28713 SP:Iteration 1F (2315.327025 sec): 3 clusters Score: Raw -5139154.435820 + Penalty 2091.333999 = -5137063.101821 nChanged 2546 SP:Iteration 2Q (2315.460669 sec): 3 clusters Score: Raw -5140077.492277 + Penalty 2091.333999 = -5137986.158278 nChanged 2822 SP:Iteration 3Q (2315.604830 sec): 3 clusters Score: Raw -5141386.188811 + Penalty 2091.333999 = -5139294.854812 nChanged 3403 SP:Iteration 4F (2315.731332 sec): 3 clusters Score: Raw -5143459.172695 + Penalty 2091.333999 = -5141367.838696 nChanged 3863 SP:Iteration 5F (2315.855958 sec): 3 clusters Score: Raw -5146315.290627 + Penalty 2091.333999 = -5144223.956628 nChanged 3935 SP:Iteration 6F (2315.975705 sec): 3 clusters Score: Raw -5149592.396902 + Penalty 2091.333999 = -5147501.062903 nChanged 3545 SP:Iteration 7F (2316.097376 sec): 3 clusters Score: Raw -5152535.172409 + Penalty 2091.333999 = -5150443.838410 nChanged 2814 SP:Iteration 8Q (2316.228729 sec): 3 clusters Score: Raw -5154670.155376 + Penalty 2091.333999 = -5152578.821378 nChanged 2155 SP:Iteration 9Q (2316.345192 sec): 3 clusters Score: Raw -5156006.583391 + Penalty 2091.333999 = -5153915.249392 nChanged 1650 SP:Iteration 10Q (2316.456885 sec): 3 clusters Score: Raw -5156983.076605 + Penalty 2091.333999 = -5154891.742606 nChanged 1386 SP:Iteration 11Q (2316.569951 sec): 3 clusters Score: Raw -5157804.759976 + Penalty 2091.333999 = -5155713.425977 nChanged 1228 SP:Iteration 12Q (2316.689910 sec): 3 clusters Score: Raw -5158542.359143 + Penalty 2091.333999 = -5156451.025145 nChanged 1048 SP:Iteration 13Q (2316.800015 sec): 3 clusters Score: Raw -5159168.963701 + Penalty 2091.333999 = -5157077.629702 nChanged 856 SP:Iteration 14Q (2316.924508 sec): 3 clusters Score: Raw -5159676.998181 + Penalty 2091.333999 = -5157585.664182 nChanged 702 SP:Iteration 15Q (2317.040678 sec): 3 clusters Score: Raw -5160106.664105 + Penalty 2091.333999 = -5158015.330106 nChanged 626 SP:Iteration 16Q (2317.157154 sec): 3 clusters Score: Raw -5160498.702302 + Penalty 2091.333999 = -5158407.368303 nChanged 506 SP:Iteration 17Q (2317.266669 sec): 3 clusters Score: Raw -5160818.781729 + Penalty 2091.333999 = -5158727.447730 nChanged 373 SP:Iteration 18Q (2317.383221 sec): 3 clusters Score: Raw -5161049.177276 + Penalty 2091.333999 = -5158957.843277 nChanged 269 SP:Iteration 19Q (2317.500340 sec): 3 clusters Score: Raw -5161209.917428 + Penalty 2091.333999 = -5159118.583429 nChanged 170 SP:Iteration 20F (2317.619957 sec): 3 clusters Score: Raw -5161313.683457 + Penalty 2091.333999 = -5159222.349458 nChanged 132 SP:Iteration 21Q (2317.732829 sec): 3 clusters Score: Raw -5161397.978465 + Penalty 2091.333999 = -5159306.644467 nChanged 96 SP:Iteration 22Q (2317.843411 sec): 3 clusters Score: Raw -5161454.791228 + Penalty 2091.333999 = -5159363.457229 nChanged 67 SP:Iteration 23Q (2317.951175 sec): 3 clusters Score: Raw -5161496.441326 + Penalty 2091.333999 = -5159405.107327 nChanged 42 SP:Iteration 24Q (2318.056891 sec): 3 clusters Score: Raw -5161518.070276 + Penalty 2091.333999 = -5159426.736277 nChanged 31 SP:Iteration 25Q (2318.171385 sec): 3 clusters Score: Raw -5161535.970340 + Penalty 2091.333999 = -5159444.636341 nChanged 23 SP:Iteration 26Q (2318.260450 sec): 3 clusters Score: Raw -5161549.315312 + Penalty 2091.333999 = -5159457.981314 nChanged 25 SP:Iteration 27Q (2318.366006 sec): 3 clusters Score: Raw -5161564.885873 + Penalty 2091.333999 = -5159473.551875 nChanged 19 SP:Iteration 28Q (2318.461265 sec): 3 clusters Score: Raw -5161579.057483 + Penalty 2091.333999 = -5159487.723484 nChanged 20 SP:Iteration 29Q (2318.574423 sec): 3 clusters Score: Raw -5161591.645654 + Penalty 2091.333999 = -5159500.311655 nChanged 9 SP:Iteration 30Q (2318.688116 sec): 3 clusters Score: Raw -5161596.365446 + Penalty 2091.333999 = -5159505.031447 nChanged 6 SP:Iteration 31Q (2318.794226 sec): 3 clusters Score: Raw -5161599.902543 + Penalty 2091.333999 = -5159508.568544 nChanged 3 SP:Iteration 32Q (2318.904479 sec): 3 clusters Score: Raw -5161601.051263 + Penalty 2091.333999 = -5159509.717265 nChanged 3 SP:Iteration 33Q (2319.013547 sec): 3 clusters Score: Raw -5161602.464018 + Penalty 2091.333999 = -5159511.130019 nChanged 2 SP:Iteration 34Q (2319.127146 sec): 3 clusters Score: Raw -5161603.105647 + Penalty 2091.333999 = -5159511.771648 nChanged 3 SP:Iteration 35Q (2319.231789 sec): 3 clusters Score: Raw -5161605.105832 + Penalty 2091.333999 = -5159513.771833 nChanged 5 SP:Iteration 36Q (2319.344407 sec): 3 clusters Score: Raw -5161606.823561 + Penalty 2091.333999 = -5159515.489562 nChanged 3 SP:Iteration 37Q (2319.441467 sec): 3 clusters Score: Raw -5161607.912760 + Penalty 2091.333999 = -5159516.578761 nChanged 1 SP:Iteration 38Q (2319.556668 sec): 3 clusters Score: Raw -5161608.867486 + Penalty 2091.333999 = -5159517.533488 nChanged 1 SP:Iteration 39Q (2319.669454 sec): 3 clusters Score: Raw -5161609.333189 + Penalty 2091.333999 = -5159517.999190 nChanged 1 SP:Iteration 40F (2319.792257 sec): 3 clusters Score: Raw -5161610.642163 + Penalty 2091.333999 = -5159519.308164 nChanged 2 SP:Iteration 41Q (2319.896096 sec): 3 clusters Score: Raw -5161611.791173 + Penalty 2091.333999 = -5159520.457174 nChanged 1 SP:Iteration 42Q (2320.001208 sec): 3 clusters Score: Raw -5161612.650180 + Penalty 2091.333999 = -5159521.316181 nChanged 2 SP:Iteration 43Q (2320.103708 sec): 3 clusters Score: Raw -5161613.357367 + Penalty 2091.333999 = -5159522.023369 nChanged 2 SP:Iteration 44Q (2320.200570 sec): 3 clusters Score: Raw -5161614.389278 + Penalty 2091.333999 = -5159523.055280 nChanged 2 SP:Iteration 45Q (2320.315638 sec): 3 clusters Score: Raw -5161615.796378 + Penalty 2091.333999 = -5159524.462379 nChanged 3 SP:Iteration 46Q (2320.429840 sec): 3 clusters Score: Raw -5161618.189324 + Penalty 2091.333999 = -5159526.855326 nChanged 2 SP:Iteration 47Q (2320.528829 sec): 3 clusters Score: Raw -5161620.416733 + Penalty 2091.333999 = -5159529.082734 nChanged 4 SP:Iteration 48Q (2320.629515 sec): 3 clusters Score: Raw -5161624.456273 + Penalty 2091.333999 = -5159533.122274 nChanged 6 SP:Iteration 49Q (2320.716860 sec): 3 clusters Score: Raw -5161627.270827 + Penalty 2091.333999 = -5159535.936829 nChanged 3 SP:Iteration 50Q (2320.831337 sec): 3 clusters Score: Raw -5161628.614823 + Penalty 2091.333999 = -5159537.280824 nChanged 2 SP:Iteration 51Q (2320.931988 sec): 3 clusters Score: Raw -5161629.560519 + Penalty 2091.333999 = -5159538.226520 nChanged 2 SP:Iteration 52Q (2321.037789 sec): 3 clusters Score: Raw -5161629.871769 + Penalty 2091.333999 = -5159538.537770 nChanged 1 SP:Iteration 53Q (2321.142403 sec): 3 clusters Score: Raw -5161630.219711 + Penalty 2091.333999 = -5159538.885713 nChanged 0 SP:Iteration 54F (2321.277205 sec): 3 clusters Score: Raw -5161630.219711 + Penalty 2091.333999 = -5159538.885713 nChanged 0 Trying to split cluster 15 (10072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2321.315244 sec): 2 clusters Score: Raw -902953.804882 + Penalty 875.663885 = -902078.140998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2321.370087 sec): 3 clusters Score: Raw -896886.585411 + Penalty 1751.327769 = -895135.257641 nChanged 4520 SP:Iteration 1F (2321.423634 sec): 3 clusters Score: Raw -899411.385366 + Penalty 1751.327769 = -897660.057597 nChanged 635 SP:Iteration 2F (2321.471935 sec): 3 clusters Score: Raw -899712.977530 + Penalty 1751.327769 = -897961.649760 nChanged 638 SP:Iteration 3F (2321.540044 sec): 3 clusters Score: Raw -900022.658392 + Penalty 1751.327769 = -898271.330622 nChanged 572 SP:Iteration 4F (2321.594850 sec): 3 clusters Score: Raw -900356.645082 + Penalty 1751.327769 = -898605.317313 nChanged 540 SP:Iteration 5F (2321.657924 sec): 3 clusters Score: Raw -900764.365726 + Penalty 1751.327769 = -899013.037957 nChanged 576 SP:Iteration 6F (2321.722364 sec): 3 clusters Score: Raw -901252.216174 + Penalty 1751.327769 = -899500.888404 nChanged 604 SP:Iteration 7F (2321.782361 sec): 3 clusters Score: Raw -901786.824924 + Penalty 1751.327769 = -900035.497154 nChanged 519 SP:Iteration 8F (2321.838265 sec): 3 clusters Score: Raw -902192.623074 + Penalty 1751.327769 = -900441.295305 nChanged 397 SP:Iteration 9Q (2321.902643 sec): 3 clusters Score: Raw -902492.809301 + Penalty 1751.327769 = -900741.481532 nChanged 304 SP:Iteration 10Q (2321.949211 sec): 3 clusters Score: Raw -902689.189817 + Penalty 1751.327769 = -900937.862047 nChanged 229 SP:Iteration 11Q (2322.011123 sec): 3 clusters Score: Raw -902849.095614 + Penalty 1751.327769 = -901097.767845 nChanged 207 SP:Iteration 12Q (2322.060341 sec): 3 clusters Score: Raw -902995.390212 + Penalty 1751.327769 = -901244.062442 nChanged 184 SP:Iteration 13Q (2322.125707 sec): 3 clusters Score: Raw -903116.589661 + Penalty 1751.327769 = -901365.261891 nChanged 154 SP:Iteration 14Q (2322.174424 sec): 3 clusters Score: Raw -903215.205291 + Penalty 1751.327769 = -901463.877522 nChanged 100 SP:Iteration 15Q (2322.238655 sec): 3 clusters Score: Raw -903275.680762 + Penalty 1751.327769 = -901524.352993 nChanged 88 SP:Iteration 16Q (2322.295653 sec): 3 clusters Score: Raw -903324.779241 + Penalty 1751.327769 = -901573.451472 nChanged 77 SP:Iteration 17Q (2322.349550 sec): 3 clusters Score: Raw -903363.322904 + Penalty 1751.327769 = -901611.995135 nChanged 63 SP:Iteration 18Q (2322.408053 sec): 3 clusters Score: Raw -903386.577990 + Penalty 1751.327769 = -901635.250221 nChanged 49 SP:Iteration 19Q (2322.465424 sec): 3 clusters Score: Raw -903403.446368 + Penalty 1751.327769 = -901652.118599 nChanged 39 SP:Iteration 20F (2322.526113 sec): 3 clusters Score: Raw -903414.104024 + Penalty 1751.327769 = -901662.776255 nChanged 26 SP:Iteration 21Q (2322.576708 sec): 3 clusters Score: Raw -903420.344418 + Penalty 1751.327769 = -901669.016648 nChanged 19 SP:Iteration 22Q (2322.635462 sec): 3 clusters Score: Raw -903425.122323 + Penalty 1751.327769 = -901673.794554 nChanged 19 SP:Iteration 23Q (2322.690978 sec): 3 clusters Score: Raw -903431.108239 + Penalty 1751.327769 = -901679.780469 nChanged 22 SP:Iteration 24Q (2322.751778 sec): 3 clusters Score: Raw -903437.741903 + Penalty 1751.327769 = -901686.414133 nChanged 19 SP:Iteration 25Q (2322.808995 sec): 3 clusters Score: Raw -903442.591711 + Penalty 1751.327769 = -901691.263941 nChanged 17 SP:Iteration 26Q (2322.862659 sec): 3 clusters Score: Raw -903445.636598 + Penalty 1751.327769 = -901694.308829 nChanged 8 SP:Iteration 27Q (2322.921355 sec): 3 clusters Score: Raw -903447.384545 + Penalty 1751.327769 = -901696.056775 nChanged 10 SP:Iteration 28Q (2322.981666 sec): 3 clusters Score: Raw -903449.563017 + Penalty 1751.327769 = -901698.235248 nChanged 8 SP:Iteration 29Q (2323.037169 sec): 3 clusters Score: Raw -903451.086757 + Penalty 1751.327769 = -901699.758987 nChanged 8 SP:Iteration 30Q (2323.091613 sec): 3 clusters Score: Raw -903452.824133 + Penalty 1751.327769 = -901701.496364 nChanged 8 SP:Iteration 31Q (2323.142170 sec): 3 clusters Score: Raw -903454.152196 + Penalty 1751.327769 = -901702.824427 nChanged 4 SP:Iteration 32Q (2323.201693 sec): 3 clusters Score: Raw -903455.829352 + Penalty 1751.327769 = -901704.501583 nChanged 4 SP:Iteration 33Q (2323.257845 sec): 3 clusters Score: Raw -903456.986974 + Penalty 1751.327769 = -901705.659205 nChanged 2 SP:Iteration 34Q (2323.320209 sec): 3 clusters Score: Raw -903457.126687 + Penalty 1751.327769 = -901705.798917 nChanged 0 SP:Iteration 35F (2323.380146 sec): 3 clusters Score: Raw -903457.126687 + Penalty 1751.327769 = -901705.798917 nChanged 0 Trying to split cluster 16 (5444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2323.410210 sec): 2 clusters Score: Raw -450576.465666 + Penalty 817.215590 = -449759.250076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2323.463720 sec): 3 clusters Score: Raw -447541.850569 + Penalty 1634.431179 = -445907.419390 nChanged 2357 SP:Iteration 1F (2323.517784 sec): 3 clusters Score: Raw -448990.291611 + Penalty 1634.431179 = -447355.860432 nChanged 415 SP:Iteration 2F (2323.563102 sec): 3 clusters Score: Raw -449288.056007 + Penalty 1634.431179 = -447653.624828 nChanged 391 SP:Iteration 3F (2323.611565 sec): 3 clusters Score: Raw -449620.305627 + Penalty 1634.431179 = -447985.874448 nChanged 418 SP:Iteration 4F (2323.665686 sec): 3 clusters Score: Raw -449987.419207 + Penalty 1634.431179 = -448352.988028 nChanged 369 SP:Iteration 5F (2323.718665 sec): 3 clusters Score: Raw -450301.398164 + Penalty 1634.431179 = -448666.966985 nChanged 335 SP:Iteration 6F (2323.769605 sec): 3 clusters Score: Raw -450546.168453 + Penalty 1634.431179 = -448911.737274 nChanged 221 SP:Iteration 7Q (2323.814218 sec): 3 clusters Score: Raw -450680.342214 + Penalty 1634.431179 = -449045.911035 nChanged 148 SP:Iteration 8Q (2323.871171 sec): 3 clusters Score: Raw -450764.368825 + Penalty 1634.431179 = -449129.937646 nChanged 107 SP:Iteration 9Q (2323.921882 sec): 3 clusters Score: Raw -450828.432684 + Penalty 1634.431179 = -449194.001505 nChanged 75 SP:Iteration 10Q (2323.968455 sec): 3 clusters Score: Raw -450868.884718 + Penalty 1634.431179 = -449234.453539 nChanged 50 SP:Iteration 11Q (2324.009314 sec): 3 clusters Score: Raw -450891.227406 + Penalty 1634.431179 = -449256.796227 nChanged 56 SP:Iteration 12Q (2324.065760 sec): 3 clusters Score: Raw -450912.270448 + Penalty 1634.431179 = -449277.839269 nChanged 31 SP:Iteration 13Q (2324.124636 sec): 3 clusters Score: Raw -450921.732689 + Penalty 1634.431179 = -449287.301510 nChanged 30 SP:Iteration 14Q (2324.172879 sec): 3 clusters Score: Raw -450931.516843 + Penalty 1634.431179 = -449297.085664 nChanged 20 SP:Iteration 15Q (2324.224201 sec): 3 clusters Score: Raw -450936.758815 + Penalty 1634.431179 = -449302.327635 nChanged 19 SP:Iteration 16Q (2324.289284 sec): 3 clusters Score: Raw -450942.310828 + Penalty 1634.431179 = -449307.879649 nChanged 19 SP:Iteration 17Q (2324.341780 sec): 3 clusters Score: Raw -450947.272495 + Penalty 1634.431179 = -449312.841316 nChanged 20 SP:Iteration 18Q (2324.384246 sec): 3 clusters Score: Raw -450954.373302 + Penalty 1634.431179 = -449319.942123 nChanged 20 SP:Iteration 19Q (2324.439885 sec): 3 clusters Score: Raw -450958.547934 + Penalty 1634.431179 = -449324.116755 nChanged 17 SP:Iteration 20F (2324.505297 sec): 3 clusters Score: Raw -450962.939545 + Penalty 1634.431179 = -449328.508366 nChanged 19 SP:Iteration 21Q (2324.549948 sec): 3 clusters Score: Raw -450967.889351 + Penalty 1634.431179 = -449333.458171 nChanged 16 SP:Iteration 22Q (2324.595107 sec): 3 clusters Score: Raw -450971.586842 + Penalty 1634.431179 = -449337.155663 nChanged 17 SP:Iteration 23Q (2324.645031 sec): 3 clusters Score: Raw -450974.771920 + Penalty 1634.431179 = -449340.340741 nChanged 13 SP:Iteration 24Q (2324.690645 sec): 3 clusters Score: Raw -450977.436796 + Penalty 1634.431179 = -449343.005617 nChanged 15 SP:Iteration 25Q (2324.732548 sec): 3 clusters Score: Raw -450980.591573 + Penalty 1634.431179 = -449346.160394 nChanged 18 SP:Iteration 26Q (2324.779565 sec): 3 clusters Score: Raw -450984.646334 + Penalty 1634.431179 = -449350.215155 nChanged 16 SP:Iteration 27Q (2324.824391 sec): 3 clusters Score: Raw -450987.530364 + Penalty 1634.431179 = -449353.099184 nChanged 7 SP:Iteration 28Q (2324.877439 sec): 3 clusters Score: Raw -450989.212362 + Penalty 1634.431179 = -449354.781183 nChanged 6 SP:Iteration 29Q (2324.936964 sec): 3 clusters Score: Raw -450990.904376 + Penalty 1634.431179 = -449356.473197 nChanged 7 SP:Iteration 30Q (2324.979182 sec): 3 clusters Score: Raw -450993.087296 + Penalty 1634.431179 = -449358.656117 nChanged 10 SP:Iteration 31Q (2325.028901 sec): 3 clusters Score: Raw -450995.979110 + Penalty 1634.431179 = -449361.547931 nChanged 9 SP:Iteration 32Q (2325.077421 sec): 3 clusters Score: Raw -450998.427181 + Penalty 1634.431179 = -449363.996002 nChanged 12 SP:Iteration 33Q (2325.134967 sec): 3 clusters Score: Raw -451002.997470 + Penalty 1634.431179 = -449368.566291 nChanged 10 SP:Iteration 34Q (2325.185684 sec): 3 clusters Score: Raw -451005.900704 + Penalty 1634.431179 = -449371.469525 nChanged 7 SP:Iteration 35Q (2325.228610 sec): 3 clusters Score: Raw -451008.013867 + Penalty 1634.431179 = -449373.582688 nChanged 5 SP:Iteration 36Q (2325.287139 sec): 3 clusters Score: Raw -451009.998296 + Penalty 1634.431179 = -449375.567117 nChanged 6 SP:Iteration 37Q (2325.334638 sec): 3 clusters Score: Raw -451011.648462 + Penalty 1634.431179 = -449377.217283 nChanged 4 SP:Iteration 38Q (2325.385182 sec): 3 clusters Score: Raw -451012.559594 + Penalty 1634.431179 = -449378.128415 nChanged 2 SP:Iteration 39Q (2325.425076 sec): 3 clusters Score: Raw -451013.246255 + Penalty 1634.431179 = -449378.815076 nChanged 5 SP:Iteration 40F (2325.484072 sec): 3 clusters Score: Raw -451015.324697 + Penalty 1634.431179 = -449380.893518 nChanged 8 SP:Iteration 41Q (2325.528139 sec): 3 clusters Score: Raw -451018.797785 + Penalty 1634.431179 = -449384.366606 nChanged 6 SP:Iteration 42Q (2325.591663 sec): 3 clusters Score: Raw -451020.581421 + Penalty 1634.431179 = -449386.150242 nChanged 4 SP:Iteration 43Q (2325.638227 sec): 3 clusters Score: Raw -451021.654306 + Penalty 1634.431179 = -449387.223127 nChanged 7 SP:Iteration 44Q (2325.675813 sec): 3 clusters Score: Raw -451024.656134 + Penalty 1634.431179 = -449390.224955 nChanged 10 SP:Iteration 45Q (2325.719175 sec): 3 clusters Score: Raw -451030.124197 + Penalty 1634.431179 = -449395.693018 nChanged 15 SP:Iteration 46Q (2325.769336 sec): 3 clusters Score: Raw -451039.406753 + Penalty 1634.431179 = -449404.975574 nChanged 17 SP:Iteration 47Q (2325.827739 sec): 3 clusters Score: Raw -451049.784510 + Penalty 1634.431179 = -449415.353330 nChanged 10 SP:Iteration 48Q (2325.877267 sec): 3 clusters Score: Raw -451059.466548 + Penalty 1634.431179 = -449425.035369 nChanged 9 SP:Iteration 49Q (2325.914822 sec): 3 clusters Score: Raw -451065.534119 + Penalty 1634.431179 = -449431.102939 nChanged 14 SP:Iteration 50Q (2325.962031 sec): 3 clusters Score: Raw -451071.808008 + Penalty 1634.431179 = -449437.376829 nChanged 10 SP:Iteration 51Q (2326.009308 sec): 3 clusters Score: Raw -451075.594412 + Penalty 1634.431179 = -449441.163233 nChanged 7 SP:Iteration 52Q (2326.056315 sec): 3 clusters Score: Raw -451078.656077 + Penalty 1634.431179 = -449444.224898 nChanged 6 SP:Iteration 53Q (2326.115696 sec): 3 clusters Score: Raw -451081.264266 + Penalty 1634.431179 = -449446.833087 nChanged 5 SP:Iteration 54Q (2326.156356 sec): 3 clusters Score: Raw -451084.464652 + Penalty 1634.431179 = -449450.033473 nChanged 6 SP:Iteration 55Q (2326.214448 sec): 3 clusters Score: Raw -451086.778914 + Penalty 1634.431179 = -449452.347735 nChanged 2 SP:Iteration 56Q (2326.254579 sec): 3 clusters Score: Raw -451087.622841 + Penalty 1634.431179 = -449453.191662 nChanged 1 SP:Iteration 57Q (2326.301180 sec): 3 clusters Score: Raw -451087.768973 + Penalty 1634.431179 = -449453.337794 nChanged 1 SP:Iteration 58Q (2326.356349 sec): 3 clusters Score: Raw -451088.409112 + Penalty 1634.431179 = -449453.977933 nChanged 3 SP:Iteration 59Q (2326.412695 sec): 3 clusters Score: Raw -451089.090700 + Penalty 1634.431179 = -449454.659521 nChanged 3 SP:Iteration 60F (2326.461714 sec): 3 clusters Score: Raw -451089.529775 + Penalty 1634.431179 = -449455.098596 nChanged 2 SP:Iteration 61Q (2326.504752 sec): 3 clusters Score: Raw -451090.405094 + Penalty 1634.431179 = -449455.973915 nChanged 6 SP:Iteration 62Q (2326.561787 sec): 3 clusters Score: Raw -451092.597704 + Penalty 1634.431179 = -449458.166525 nChanged 5 SP:Iteration 63Q (2326.605129 sec): 3 clusters Score: Raw -451094.342982 + Penalty 1634.431179 = -449459.911803 nChanged 3 SP:Iteration 64Q (2326.663805 sec): 3 clusters Score: Raw -451094.856237 + Penalty 1634.431179 = -449460.425058 nChanged 0 SP:Iteration 65F (2326.697171 sec): 3 clusters Score: Raw -451094.856237 + Penalty 1634.431179 = -449460.425058 nChanged 0 Trying to split cluster 17 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2326.723627 sec): 2 clusters Score: Raw -48931.513145 + Penalty 612.644492 = -48318.868652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2326.753940 sec): 3 clusters Score: Raw -48773.492111 + Penalty 1225.288985 = -47548.203126 nChanged 197 SP:Iteration 1F (2326.784226 sec): 3 clusters Score: Raw -48950.619121 + Penalty 1225.288985 = -47725.330136 nChanged 56 SP:Iteration 2F (2326.814563 sec): 3 clusters Score: Raw -49003.250979 + Penalty 1225.288985 = -47777.961994 nChanged 30 SP:Iteration 3Q (2326.837533 sec): 3 clusters Score: Raw -49040.365751 + Penalty 1225.288985 = -47815.076766 nChanged 22 SP:Iteration 4Q (2326.867614 sec): 3 clusters Score: Raw -49140.521432 + Penalty 1225.288985 = -47915.232447 nChanged 39 SP:Iteration 5F (2326.920503 sec): 3 clusters Score: Raw -49247.386776 + Penalty 1225.288985 = -48022.097791 nChanged 33 SP:Iteration 6F (2326.963701 sec): 3 clusters Score: Raw -49289.992276 + Penalty 1225.288985 = -48064.703291 nChanged 23 SP:Iteration 7Q (2327.001779 sec): 3 clusters Score: Raw -49320.649826 + Penalty 1225.288985 = -48095.360841 nChanged 21 SP:Iteration 8Q (2327.056275 sec): 3 clusters Score: Raw -49344.077159 + Penalty 1225.288985 = -48118.788175 nChanged 19 SP:Iteration 9Q (2327.096942 sec): 3 clusters Score: Raw -49364.785212 + Penalty 1225.288985 = -48139.496227 nChanged 11 SP:Iteration 10Q (2327.148478 sec): 3 clusters Score: Raw -49379.166799 + Penalty 1225.288985 = -48153.877814 nChanged 12 SP:Iteration 11Q (2327.199427 sec): 3 clusters Score: Raw -49390.096024 + Penalty 1225.288985 = -48164.807039 nChanged 6 SP:Iteration 12Q (2327.244415 sec): 3 clusters Score: Raw -49396.666733 + Penalty 1225.288985 = -48171.377748 nChanged 8 SP:Iteration 13Q (2327.292663 sec): 3 clusters Score: Raw -49404.500366 + Penalty 1225.288985 = -48179.211381 nChanged 8 SP:Iteration 14Q (2327.327210 sec): 3 clusters Score: Raw -49413.998945 + Penalty 1225.288985 = -48188.709960 nChanged 8 SP:Iteration 15Q (2327.384551 sec): 3 clusters Score: Raw -49449.353921 + Penalty 1225.288985 = -48224.064936 nChanged 15 SP:Iteration 16Q (2327.423795 sec): 3 clusters Score: Raw -49467.573987 + Penalty 1225.288985 = -48242.285002 nChanged 9 SP:Iteration 17Q (2327.465958 sec): 3 clusters Score: Raw -49476.577540 + Penalty 1225.288985 = -48251.288555 nChanged 5 SP:Iteration 18Q (2327.514818 sec): 3 clusters Score: Raw -49481.260504 + Penalty 1225.288985 = -48255.971519 nChanged 1 SP:Iteration 19Q (2327.562399 sec): 3 clusters Score: Raw -49483.426014 + Penalty 1225.288985 = -48258.137030 nChanged 1 SP:Iteration 20F (2327.616394 sec): 3 clusters Score: Raw -49484.492932 + Penalty 1225.288985 = -48259.203947 nChanged 3 SP:Iteration 21Q (2327.667195 sec): 3 clusters Score: Raw -49489.997727 + Penalty 1225.288985 = -48264.708742 nChanged 2 SP:Iteration 22Q (2327.718477 sec): 3 clusters Score: Raw -49492.813639 + Penalty 1225.288985 = -48267.524654 nChanged 3 SP:Iteration 23Q (2327.773272 sec): 3 clusters Score: Raw -49495.316385 + Penalty 1225.288985 = -48270.027400 nChanged 0 SP:Iteration 24F (2327.822090 sec): 3 clusters Score: Raw -49495.316385 + Penalty 1225.288985 = -48270.027400 nChanged 0 Trying to split cluster 18 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2327.837763 sec): 2 clusters Score: Raw -86881.811522 + Penalty 670.008500 = -86211.803023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2327.897325 sec): 3 clusters Score: Raw -86394.153076 + Penalty 1340.016999 = -85054.136077 nChanged 429 SP:Iteration 1F (2327.949553 sec): 3 clusters Score: Raw -86682.864366 + Penalty 1340.016999 = -85342.847367 nChanged 100 SP:Iteration 2F (2328.000455 sec): 3 clusters Score: Raw -86777.753303 + Penalty 1340.016999 = -85437.736304 nChanged 70 SP:Iteration 3F (2328.050316 sec): 3 clusters Score: Raw -86845.396731 + Penalty 1340.016999 = -85505.379732 nChanged 45 SP:Iteration 4Q (2328.085256 sec): 3 clusters Score: Raw -86889.939046 + Penalty 1340.016999 = -85549.922047 nChanged 48 SP:Iteration 5Q (2328.147299 sec): 3 clusters Score: Raw -86919.497725 + Penalty 1340.016999 = -85579.480725 nChanged 27 SP:Iteration 6Q (2328.198647 sec): 3 clusters Score: Raw -86941.421070 + Penalty 1340.016999 = -85601.404071 nChanged 27 SP:Iteration 7Q (2328.244435 sec): 3 clusters Score: Raw -86970.340802 + Penalty 1340.016999 = -85630.323803 nChanged 23 SP:Iteration 8Q (2328.286837 sec): 3 clusters Score: Raw -86982.400306 + Penalty 1340.016999 = -85642.383307 nChanged 16 SP:Iteration 9Q (2328.331182 sec): 3 clusters Score: Raw -86989.717609 + Penalty 1340.016999 = -85649.700610 nChanged 9 SP:Iteration 10Q (2328.384913 sec): 3 clusters Score: Raw -86995.553060 + Penalty 1340.016999 = -85655.536061 nChanged 10 SP:Iteration 11Q (2328.435864 sec): 3 clusters Score: Raw -87003.613922 + Penalty 1340.016999 = -85663.596922 nChanged 12 SP:Iteration 12Q (2328.475449 sec): 3 clusters Score: Raw -87013.596378 + Penalty 1340.016999 = -85673.579379 nChanged 12 SP:Iteration 13Q (2328.507539 sec): 3 clusters Score: Raw -87021.841172 + Penalty 1340.016999 = -85681.824173 nChanged 16 SP:Iteration 14Q (2328.557554 sec): 3 clusters Score: Raw -87035.765086 + Penalty 1340.016999 = -85695.748086 nChanged 16 SP:Iteration 15Q (2328.592202 sec): 3 clusters Score: Raw -87051.757626 + Penalty 1340.016999 = -85711.740627 nChanged 23 SP:Iteration 16Q (2328.646322 sec): 3 clusters Score: Raw -87073.942690 + Penalty 1340.016999 = -85733.925691 nChanged 14 SP:Iteration 17Q (2328.693729 sec): 3 clusters Score: Raw -87083.341436 + Penalty 1340.016999 = -85743.324437 nChanged 8 SP:Iteration 18Q (2328.736906 sec): 3 clusters Score: Raw -87087.004149 + Penalty 1340.016999 = -85746.987150 nChanged 6 SP:Iteration 19Q (2328.785303 sec): 3 clusters Score: Raw -87092.553221 + Penalty 1340.016999 = -85752.536222 nChanged 8 SP:Iteration 20F (2328.833855 sec): 3 clusters Score: Raw -87099.180369 + Penalty 1340.016999 = -85759.163370 nChanged 7 SP:Iteration 21Q (2328.865775 sec): 3 clusters Score: Raw -87115.010534 + Penalty 1340.016999 = -85774.993534 nChanged 10 SP:Iteration 22Q (2328.919087 sec): 3 clusters Score: Raw -87122.276553 + Penalty 1340.016999 = -85782.259553 nChanged 11 SP:Iteration 23Q (2328.964030 sec): 3 clusters Score: Raw -87128.935207 + Penalty 1340.016999 = -85788.918208 nChanged 6 SP:Iteration 24Q (2329.010569 sec): 3 clusters Score: Raw -87133.852162 + Penalty 1340.016999 = -85793.835163 nChanged 3 SP:Iteration 25Q (2329.048277 sec): 3 clusters Score: Raw -87139.804374 + Penalty 1340.016999 = -85799.787375 nChanged 6 SP:Iteration 26Q (2329.102087 sec): 3 clusters Score: Raw -87143.710345 + Penalty 1340.016999 = -85803.693345 nChanged 4 SP:Iteration 27Q (2329.150961 sec): 3 clusters Score: Raw -87154.004794 + Penalty 1340.016999 = -85813.987795 nChanged 5 SP:Iteration 28Q (2329.199422 sec): 3 clusters Score: Raw -87161.707783 + Penalty 1340.016999 = -85821.690784 nChanged 5 SP:Iteration 29Q (2329.247387 sec): 3 clusters Score: Raw -87166.692007 + Penalty 1340.016999 = -85826.675008 nChanged 6 SP:Iteration 30Q (2329.288678 sec): 3 clusters Score: Raw -87173.067098 + Penalty 1340.016999 = -85833.050099 nChanged 8 SP:Iteration 31Q (2329.329861 sec): 3 clusters Score: Raw -87177.507750 + Penalty 1340.016999 = -85837.490751 nChanged 1 SP:Iteration 32Q (2329.376820 sec): 3 clusters Score: Raw -87177.666556 + Penalty 1340.016999 = -85837.649557 nChanged 2 SP:Iteration 33Q (2329.426174 sec): 3 clusters Score: Raw -87178.008143 + Penalty 1340.016999 = -85837.991144 nChanged 0 SP:Iteration 34F (2329.473680 sec): 3 clusters Score: Raw -87178.008143 + Penalty 1340.016999 = -85837.991144 nChanged 0 Trying to split cluster 19 (2194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2329.506855 sec): 2 clusters Score: Raw -190218.220717 + Penalty 730.880756 = -189487.339961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2329.558671 sec): 3 clusters Score: Raw -189168.340052 + Penalty 1461.761512 = -187706.578540 nChanged 847 SP:Iteration 1F (2329.609587 sec): 3 clusters Score: Raw -189664.800593 + Penalty 1461.761512 = -188203.039081 nChanged 179 SP:Iteration 2F (2329.660549 sec): 3 clusters Score: Raw -189798.860173 + Penalty 1461.761512 = -188337.098661 nChanged 144 SP:Iteration 3F (2329.708210 sec): 3 clusters Score: Raw -189900.791348 + Penalty 1461.761512 = -188439.029837 nChanged 116 SP:Iteration 4F (2329.751770 sec): 3 clusters Score: Raw -189991.397325 + Penalty 1461.761512 = -188529.635813 nChanged 107 SP:Iteration 5Q (2329.797360 sec): 3 clusters Score: Raw -190078.603517 + Penalty 1461.761512 = -188616.842005 nChanged 100 SP:Iteration 6Q (2329.850387 sec): 3 clusters Score: Raw -190147.970902 + Penalty 1461.761512 = -188686.209390 nChanged 61 SP:Iteration 7Q (2329.895096 sec): 3 clusters Score: Raw -190185.185997 + Penalty 1461.761512 = -188723.424485 nChanged 56 SP:Iteration 8Q (2329.949828 sec): 3 clusters Score: Raw -190223.621719 + Penalty 1461.761512 = -188761.860207 nChanged 55 SP:Iteration 9Q (2329.994047 sec): 3 clusters Score: Raw -190260.066917 + Penalty 1461.761512 = -188798.305406 nChanged 52 SP:Iteration 10Q (2330.029550 sec): 3 clusters Score: Raw -190294.360564 + Penalty 1461.761512 = -188832.599053 nChanged 50 SP:Iteration 11Q (2330.078887 sec): 3 clusters Score: Raw -190335.621652 + Penalty 1461.761512 = -188873.860140 nChanged 43 SP:Iteration 12Q (2330.125693 sec): 3 clusters Score: Raw -190371.584388 + Penalty 1461.761512 = -188909.822877 nChanged 42 SP:Iteration 13Q (2330.178466 sec): 3 clusters Score: Raw -190402.187180 + Penalty 1461.761512 = -188940.425669 nChanged 41 SP:Iteration 14Q (2330.228642 sec): 3 clusters Score: Raw -190425.607849 + Penalty 1461.761512 = -188963.846337 nChanged 34 SP:Iteration 15Q (2330.278859 sec): 3 clusters Score: Raw -190439.693712 + Penalty 1461.761512 = -188977.932200 nChanged 21 SP:Iteration 16Q (2330.324939 sec): 3 clusters Score: Raw -190446.334505 + Penalty 1461.761512 = -188984.572994 nChanged 14 SP:Iteration 17Q (2330.374408 sec): 3 clusters Score: Raw -190451.010806 + Penalty 1461.761512 = -188989.249294 nChanged 7 SP:Iteration 18Q (2330.422746 sec): 3 clusters Score: Raw -190453.908020 + Penalty 1461.761512 = -188992.146508 nChanged 6 SP:Iteration 19Q (2330.474235 sec): 3 clusters Score: Raw -190455.265529 + Penalty 1461.761512 = -188993.504018 nChanged 3 SP:Iteration 20F (2330.525142 sec): 3 clusters Score: Raw -190455.948306 + Penalty 1461.761512 = -188994.186794 nChanged 4 SP:Iteration 21Q (2330.582417 sec): 3 clusters Score: Raw -190457.048369 + Penalty 1461.761512 = -188995.286857 nChanged 4 SP:Iteration 22Q (2330.633097 sec): 3 clusters Score: Raw -190457.915732 + Penalty 1461.761512 = -188996.154220 nChanged 4 SP:Iteration 23Q (2330.684607 sec): 3 clusters Score: Raw -190459.851817 + Penalty 1461.761512 = -188998.090305 nChanged 3 SP:Iteration 24Q (2330.729115 sec): 3 clusters Score: Raw -190461.095189 + Penalty 1461.761512 = -188999.333677 nChanged 3 SP:Iteration 25Q (2330.771755 sec): 3 clusters Score: Raw -190461.885594 + Penalty 1461.761512 = -189000.124082 nChanged 1 SP:Iteration 26Q (2330.827549 sec): 3 clusters Score: Raw -190462.033909 + Penalty 1461.761512 = -189000.272397 nChanged 0 SP:Iteration 27F (2330.860719 sec): 3 clusters Score: Raw -190462.033909 + Penalty 1461.761512 = -189000.272397 nChanged 0 Trying to split cluster 20 (21151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2330.919049 sec): 2 clusters Score: Raw -1929315.187042 + Penalty 946.147034 = -1928369.040008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2330.992898 sec): 3 clusters Score: Raw -1916230.863404 + Penalty 1892.294068 = -1914338.569336 nChanged 9791 SP:Iteration 1F (2331.064572 sec): 3 clusters Score: Raw -1922006.949389 + Penalty 1892.294068 = -1920114.655320 nChanged 1202 SP:Iteration 2F (2331.132097 sec): 3 clusters Score: Raw -1922718.041088 + Penalty 1892.294068 = -1920825.747020 nChanged 1301 SP:Iteration 3F (2331.198432 sec): 3 clusters Score: Raw -1923636.107866 + Penalty 1892.294068 = -1921743.813797 nChanged 1376 SP:Iteration 4F (2331.256924 sec): 3 clusters Score: Raw -1924690.329716 + Penalty 1892.294068 = -1922798.035647 nChanged 1473 SP:Iteration 5F (2331.329254 sec): 3 clusters Score: Raw -1925772.602609 + Penalty 1892.294068 = -1923880.308541 nChanged 1328 SP:Iteration 6F (2331.392290 sec): 3 clusters Score: Raw -1926685.581320 + Penalty 1892.294068 = -1924793.287252 nChanged 1136 SP:Iteration 7F (2331.460753 sec): 3 clusters Score: Raw -1927339.486466 + Penalty 1892.294068 = -1925447.192398 nChanged 849 SP:Iteration 8Q (2331.530345 sec): 3 clusters Score: Raw -1927727.707872 + Penalty 1892.294068 = -1925835.413804 nChanged 572 SP:Iteration 9Q (2331.599638 sec): 3 clusters Score: Raw -1927947.696082 + Penalty 1892.294068 = -1926055.402014 nChanged 431 SP:Iteration 10Q (2331.674247 sec): 3 clusters Score: Raw -1928108.550535 + Penalty 1892.294068 = -1926216.256467 nChanged 372 SP:Iteration 11Q (2331.746201 sec): 3 clusters Score: Raw -1928232.477892 + Penalty 1892.294068 = -1926340.183823 nChanged 287 SP:Iteration 12Q (2331.811415 sec): 3 clusters Score: Raw -1928317.302786 + Penalty 1892.294068 = -1926425.008718 nChanged 254 SP:Iteration 13Q (2331.882587 sec): 3 clusters Score: Raw -1928380.045858 + Penalty 1892.294068 = -1926487.751790 nChanged 227 SP:Iteration 14Q (2331.949744 sec): 3 clusters Score: Raw -1928433.159343 + Penalty 1892.294068 = -1926540.865274 nChanged 201 SP:Iteration 15Q (2332.023658 sec): 3 clusters Score: Raw -1928480.651921 + Penalty 1892.294068 = -1926588.357853 nChanged 202 SP:Iteration 16Q (2332.105795 sec): 3 clusters Score: Raw -1928533.155408 + Penalty 1892.294068 = -1926640.861340 nChanged 208 SP:Iteration 17Q (2332.175161 sec): 3 clusters Score: Raw -1928592.517674 + Penalty 1892.294068 = -1926700.223606 nChanged 193 SP:Iteration 18Q (2332.239018 sec): 3 clusters Score: Raw -1928636.421459 + Penalty 1892.294068 = -1926744.127391 nChanged 174 SP:Iteration 19Q (2332.322801 sec): 3 clusters Score: Raw -1928678.874299 + Penalty 1892.294068 = -1926786.580231 nChanged 179 SP:Iteration 20F (2332.388379 sec): 3 clusters Score: Raw -1928720.041524 + Penalty 1892.294068 = -1926827.747455 nChanged 162 SP:Iteration 21Q (2332.460027 sec): 3 clusters Score: Raw -1928752.444531 + Penalty 1892.294068 = -1926860.150463 nChanged 151 SP:Iteration 22Q (2332.527076 sec): 3 clusters Score: Raw -1928779.996281 + Penalty 1892.294068 = -1926887.702213 nChanged 158 SP:Iteration 23Q (2332.600064 sec): 3 clusters Score: Raw -1928809.300888 + Penalty 1892.294068 = -1926917.006820 nChanged 160 SP:Iteration 24Q (2332.675863 sec): 3 clusters Score: Raw -1928838.244155 + Penalty 1892.294068 = -1926945.950086 nChanged 154 SP:Iteration 25Q (2332.759008 sec): 3 clusters Score: Raw -1928868.555400 + Penalty 1892.294068 = -1926976.261332 nChanged 160 SP:Iteration 26Q (2332.824272 sec): 3 clusters Score: Raw -1928899.378415 + Penalty 1892.294068 = -1927007.084347 nChanged 162 SP:Iteration 27Q (2332.899209 sec): 3 clusters Score: Raw -1928931.440205 + Penalty 1892.294068 = -1927039.146136 nChanged 168 SP:Iteration 28Q (2332.974521 sec): 3 clusters Score: Raw -1928962.738789 + Penalty 1892.294068 = -1927070.444721 nChanged 144 SP:Iteration 29Q (2333.048276 sec): 3 clusters Score: Raw -1928984.444160 + Penalty 1892.294068 = -1927092.150092 nChanged 126 SP:Iteration 30Q (2333.109215 sec): 3 clusters Score: Raw -1929002.016590 + Penalty 1892.294068 = -1927109.722522 nChanged 119 SP:Iteration 31Q (2333.193707 sec): 3 clusters Score: Raw -1929020.102403 + Penalty 1892.294068 = -1927127.808335 nChanged 123 SP:Iteration 32Q (2333.270829 sec): 3 clusters Score: Raw -1929040.318377 + Penalty 1892.294068 = -1927148.024309 nChanged 137 SP:Iteration 33Q (2333.342960 sec): 3 clusters Score: Raw -1929066.647093 + Penalty 1892.294068 = -1927174.353024 nChanged 138 SP:Iteration 34Q (2333.418484 sec): 3 clusters Score: Raw -1929092.916369 + Penalty 1892.294068 = -1927200.622301 nChanged 135 SP:Iteration 35Q (2333.490282 sec): 3 clusters Score: Raw -1929119.310315 + Penalty 1892.294068 = -1927227.016246 nChanged 133 SP:Iteration 36Q (2333.557517 sec): 3 clusters Score: Raw -1929145.494296 + Penalty 1892.294068 = -1927253.200227 nChanged 141 SP:Iteration 37Q (2333.631375 sec): 3 clusters Score: Raw -1929172.916737 + Penalty 1892.294068 = -1927280.622669 nChanged 124 SP:Iteration 38Q (2333.691588 sec): 3 clusters Score: Raw -1929193.663778 + Penalty 1892.294068 = -1927301.369710 nChanged 111 SP:Iteration 39Q (2333.775308 sec): 3 clusters Score: Raw -1929212.095271 + Penalty 1892.294068 = -1927319.801202 nChanged 108 SP:Iteration 40F (2333.849607 sec): 3 clusters Score: Raw -1929231.066869 + Penalty 1892.294068 = -1927338.772801 nChanged 113 SP:Iteration 41Q (2333.905354 sec): 3 clusters Score: Raw -1929252.520906 + Penalty 1892.294068 = -1927360.226837 nChanged 126 SP:Iteration 42Q (2333.977683 sec): 3 clusters Score: Raw -1929275.431846 + Penalty 1892.294068 = -1927383.137778 nChanged 119 SP:Iteration 43Q (2334.047377 sec): 3 clusters Score: Raw -1929297.375998 + Penalty 1892.294068 = -1927405.081930 nChanged 109 SP:Iteration 44Q (2334.131054 sec): 3 clusters Score: Raw -1929318.771801 + Penalty 1892.294068 = -1927426.477733 nChanged 98 SP:Iteration 45Q (2334.199504 sec): 3 clusters Score: Raw -1929335.170589 + Penalty 1892.294068 = -1927442.876521 nChanged 93 SP:Iteration 46Q (2334.274817 sec): 3 clusters Score: Raw -1929351.975433 + Penalty 1892.294068 = -1927459.681364 nChanged 86 SP:Iteration 47Q (2334.347723 sec): 3 clusters Score: Raw -1929365.423842 + Penalty 1892.294068 = -1927473.129774 nChanged 88 SP:Iteration 48Q (2334.418691 sec): 3 clusters Score: Raw -1929380.731057 + Penalty 1892.294068 = -1927488.436988 nChanged 93 SP:Iteration 49Q (2334.488924 sec): 3 clusters Score: Raw -1929396.298360 + Penalty 1892.294068 = -1927504.004292 nChanged 93 SP:Iteration 50Q (2334.548267 sec): 3 clusters Score: Raw -1929412.828362 + Penalty 1892.294068 = -1927520.534294 nChanged 97 SP:Iteration 51Q (2334.623847 sec): 3 clusters Score: Raw -1929431.816190 + Penalty 1892.294068 = -1927539.522121 nChanged 99 SP:Iteration 52Q (2334.695184 sec): 3 clusters Score: Raw -1929450.100966 + Penalty 1892.294068 = -1927557.806897 nChanged 96 SP:Iteration 53Q (2334.758693 sec): 3 clusters Score: Raw -1929472.178740 + Penalty 1892.294068 = -1927579.884671 nChanged 105 SP:Iteration 54Q (2334.826899 sec): 3 clusters Score: Raw -1929494.421975 + Penalty 1892.294068 = -1927602.127907 nChanged 86 SP:Iteration 55Q (2334.895569 sec): 3 clusters Score: Raw -1929512.152581 + Penalty 1892.294068 = -1927619.858513 nChanged 93 SP:Iteration 56Q (2334.967337 sec): 3 clusters Score: Raw -1929533.422871 + Penalty 1892.294068 = -1927641.128803 nChanged 106 SP:Iteration 57Q (2335.042752 sec): 3 clusters Score: Raw -1929559.182485 + Penalty 1892.294068 = -1927666.888416 nChanged 85 SP:Iteration 58Q (2335.103853 sec): 3 clusters Score: Raw -1929578.819613 + Penalty 1892.294068 = -1927686.525545 nChanged 76 SP:Iteration 59Q (2335.180829 sec): 3 clusters Score: Raw -1929595.938924 + Penalty 1892.294068 = -1927703.644856 nChanged 75 SP:Iteration 60F (2335.249976 sec): 3 clusters Score: Raw -1929612.735291 + Penalty 1892.294068 = -1927720.441222 nChanged 73 SP:Iteration 61Q (2335.320141 sec): 3 clusters Score: Raw -1929629.919787 + Penalty 1892.294068 = -1927737.625718 nChanged 69 SP:Iteration 62Q (2335.398246 sec): 3 clusters Score: Raw -1929645.773993 + Penalty 1892.294068 = -1927753.479925 nChanged 60 SP:Iteration 63Q (2335.471523 sec): 3 clusters Score: Raw -1929656.699145 + Penalty 1892.294068 = -1927764.405077 nChanged 65 SP:Iteration 64Q (2335.544701 sec): 3 clusters Score: Raw -1929668.495472 + Penalty 1892.294068 = -1927776.201404 nChanged 60 SP:Iteration 65Q (2335.618138 sec): 3 clusters Score: Raw -1929681.048137 + Penalty 1892.294068 = -1927788.754069 nChanged 56 SP:Iteration 66Q (2335.685999 sec): 3 clusters Score: Raw -1929692.282206 + Penalty 1892.294068 = -1927799.988137 nChanged 44 SP:Iteration 67Q (2335.755181 sec): 3 clusters Score: Raw -1929701.566035 + Penalty 1892.294068 = -1927809.271966 nChanged 43 SP:Iteration 68Q (2335.827530 sec): 3 clusters Score: Raw -1929710.164470 + Penalty 1892.294068 = -1927817.870402 nChanged 37 SP:Iteration 69Q (2335.902954 sec): 3 clusters Score: Raw -1929718.693499 + Penalty 1892.294068 = -1927826.399431 nChanged 39 SP:Iteration 70Q (2335.975509 sec): 3 clusters Score: Raw -1929727.858078 + Penalty 1892.294068 = -1927835.564010 nChanged 33 SP:Iteration 71Q (2336.042918 sec): 3 clusters Score: Raw -1929736.037843 + Penalty 1892.294068 = -1927843.743775 nChanged 38 SP:Iteration 72Q (2336.114104 sec): 3 clusters Score: Raw -1929744.969369 + Penalty 1892.294068 = -1927852.675300 nChanged 33 SP:Iteration 73Q (2336.165375 sec): 3 clusters Score: Raw -1929752.950173 + Penalty 1892.294068 = -1927860.656104 nChanged 25 SP:Iteration 74Q (2336.243270 sec): 3 clusters Score: Raw -1929757.683168 + Penalty 1892.294068 = -1927865.389100 nChanged 15 SP:Iteration 75Q (2336.311213 sec): 3 clusters Score: Raw -1929759.473718 + Penalty 1892.294068 = -1927867.179650 nChanged 8 SP:Iteration 76Q (2336.375610 sec): 3 clusters Score: Raw -1929760.223983 + Penalty 1892.294068 = -1927867.929914 nChanged 6 SP:Iteration 77Q (2336.446511 sec): 3 clusters Score: Raw -1929760.620823 + Penalty 1892.294068 = -1927868.326754 nChanged 3 SP:Iteration 78Q (2336.519809 sec): 3 clusters Score: Raw -1929760.776954 + Penalty 1892.294068 = -1927868.482885 nChanged 2 SP:Iteration 79Q (2336.585577 sec): 3 clusters Score: Raw -1929760.822116 + Penalty 1892.294068 = -1927868.528048 nChanged 0 SP:Iteration 80F (2336.661900 sec): 3 clusters Score: Raw -1929760.822116 + Penalty 1892.294068 = -1927868.528048 nChanged 0 Trying to split cluster 21 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2336.688980 sec): 2 clusters Score: Raw -5501.776252 + Penalty 472.789706 = -5028.986546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2336.738424 sec): 3 clusters Score: Raw -5639.769314 + Penalty 945.579411 = -4694.189903 nChanged 36 SP:Iteration 1F (2336.787702 sec): 3 clusters Score: Raw -5743.504651 + Penalty 945.579411 = -4797.925240 nChanged 10 SP:Iteration 2F (2336.824693 sec): 3 clusters Score: Raw -5804.124455 + Penalty 945.579411 = -4858.545044 nChanged 7 SP:Iteration 3Q (2336.859924 sec): 3 clusters Score: Raw -5828.727089 + Penalty 945.579411 = -4883.147678 nChanged 5 SP:Iteration 4Q (2336.920940 sec): 3 clusters Score: Raw -5911.419444 + Penalty 945.579411 = -4965.840033 nChanged 6 SP:Iteration 5Q (2336.967279 sec): 3 clusters Score: Raw -5931.217385 + Penalty 945.579411 = -4985.637974 nChanged 3 SP:Iteration 6Q (2337.017311 sec): 3 clusters Score: Raw -5936.954488 + Penalty 945.579411 = -4991.375077 nChanged 1 SP:Iteration 7Q (2337.069183 sec): 3 clusters Score: Raw -5938.284013 + Penalty 945.579411 = -4992.704602 nChanged 0 SP:Iteration 8F (2337.099685 sec): 3 clusters Score: Raw -5938.284013 + Penalty 945.579411 = -4992.704602 nChanged 0 Trying to split cluster 22 (10361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2337.145896 sec): 2 clusters Score: Raw -760274.607693 + Penalty 878.351383 = -759396.256309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2337.206568 sec): 3 clusters Score: Raw -754136.038331 + Penalty 1756.702767 = -752379.335564 nChanged 4704 SP:Iteration 1F (2337.265697 sec): 3 clusters Score: Raw -757053.040763 + Penalty 1756.702767 = -755296.337996 nChanged 771 SP:Iteration 2F (2337.327257 sec): 3 clusters Score: Raw -757651.551972 + Penalty 1756.702767 = -755894.849205 nChanged 799 SP:Iteration 3F (2337.384375 sec): 3 clusters Score: Raw -758239.311566 + Penalty 1756.702767 = -756482.608799 nChanged 700 SP:Iteration 4F (2337.444005 sec): 3 clusters Score: Raw -758718.029403 + Penalty 1756.702767 = -756961.326636 nChanged 632 SP:Iteration 5F (2337.493119 sec): 3 clusters Score: Raw -759086.618977 + Penalty 1756.702767 = -757329.916210 nChanged 508 SP:Iteration 6Q (2337.561552 sec): 3 clusters Score: Raw -759361.934092 + Penalty 1756.702767 = -757605.231325 nChanged 408 SP:Iteration 7Q (2337.610493 sec): 3 clusters Score: Raw -759558.349561 + Penalty 1756.702767 = -757801.646794 nChanged 313 SP:Iteration 8Q (2337.676600 sec): 3 clusters Score: Raw -759700.848445 + Penalty 1756.702767 = -757944.145678 nChanged 276 SP:Iteration 9Q (2337.733577 sec): 3 clusters Score: Raw -759825.448462 + Penalty 1756.702767 = -758068.745695 nChanged 261 SP:Iteration 10Q (2337.785304 sec): 3 clusters Score: Raw -759933.053647 + Penalty 1756.702767 = -758176.350880 nChanged 254 SP:Iteration 11Q (2337.859556 sec): 3 clusters Score: Raw -760046.813962 + Penalty 1756.702767 = -758290.111195 nChanged 248 SP:Iteration 12Q (2337.919125 sec): 3 clusters Score: Raw -760162.751141 + Penalty 1756.702767 = -758406.048374 nChanged 233 SP:Iteration 13Q (2337.977796 sec): 3 clusters Score: Raw -760270.834892 + Penalty 1756.702767 = -758514.132125 nChanged 211 SP:Iteration 14Q (2338.023216 sec): 3 clusters Score: Raw -760373.772454 + Penalty 1756.702767 = -758617.069687 nChanged 213 SP:Iteration 15Q (2338.090012 sec): 3 clusters Score: Raw -760505.511864 + Penalty 1756.702767 = -758748.809097 nChanged 215 SP:Iteration 16Q (2338.143024 sec): 3 clusters Score: Raw -760651.603080 + Penalty 1756.702767 = -758894.900313 nChanged 179 SP:Iteration 17Q (2338.210857 sec): 3 clusters Score: Raw -760786.202139 + Penalty 1756.702767 = -759029.499372 nChanged 152 SP:Iteration 18Q (2338.268440 sec): 3 clusters Score: Raw -760898.339698 + Penalty 1756.702767 = -759141.636931 nChanged 102 SP:Iteration 19Q (2338.310214 sec): 3 clusters Score: Raw -760949.303619 + Penalty 1756.702767 = -759192.600852 nChanged 91 SP:Iteration 20F (2338.376566 sec): 3 clusters Score: Raw -760995.478811 + Penalty 1756.702767 = -759238.776044 nChanged 62 SP:Iteration 21Q (2338.430513 sec): 3 clusters Score: Raw -761021.385453 + Penalty 1756.702767 = -759264.682687 nChanged 40 SP:Iteration 22Q (2338.490096 sec): 3 clusters Score: Raw -761037.741197 + Penalty 1756.702767 = -759281.038430 nChanged 39 SP:Iteration 23Q (2338.542428 sec): 3 clusters Score: Raw -761048.614026 + Penalty 1756.702767 = -759291.911259 nChanged 32 SP:Iteration 24Q (2338.607744 sec): 3 clusters Score: Raw -761056.603463 + Penalty 1756.702767 = -759299.900696 nChanged 22 SP:Iteration 25Q (2338.668400 sec): 3 clusters Score: Raw -761061.587304 + Penalty 1756.702767 = -759304.884537 nChanged 18 SP:Iteration 26Q (2338.728013 sec): 3 clusters Score: Raw -761065.418853 + Penalty 1756.702767 = -759308.716086 nChanged 18 SP:Iteration 27Q (2338.788319 sec): 3 clusters Score: Raw -761071.274063 + Penalty 1756.702767 = -759314.571296 nChanged 18 SP:Iteration 28Q (2338.837645 sec): 3 clusters Score: Raw -761075.804527 + Penalty 1756.702767 = -759319.101760 nChanged 22 SP:Iteration 29Q (2338.900576 sec): 3 clusters Score: Raw -761083.227584 + Penalty 1756.702767 = -759326.524817 nChanged 24 SP:Iteration 30Q (2338.960978 sec): 3 clusters Score: Raw -761091.344756 + Penalty 1756.702767 = -759334.641989 nChanged 23 SP:Iteration 31Q (2339.018155 sec): 3 clusters Score: Raw -761098.141113 + Penalty 1756.702767 = -759341.438346 nChanged 22 SP:Iteration 32Q (2339.066911 sec): 3 clusters Score: Raw -761103.816536 + Penalty 1756.702767 = -759347.113769 nChanged 20 SP:Iteration 33Q (2339.128395 sec): 3 clusters Score: Raw -761107.720134 + Penalty 1756.702767 = -759351.017367 nChanged 12 SP:Iteration 34Q (2339.194003 sec): 3 clusters Score: Raw -761109.758055 + Penalty 1756.702767 = -759353.055288 nChanged 6 SP:Iteration 35Q (2339.244790 sec): 3 clusters Score: Raw -761111.902262 + Penalty 1756.702767 = -759355.199495 nChanged 5 SP:Iteration 36Q (2339.309737 sec): 3 clusters Score: Raw -761112.711800 + Penalty 1756.702767 = -759356.009033 nChanged 3 SP:Iteration 37Q (2339.367716 sec): 3 clusters Score: Raw -761113.657077 + Penalty 1756.702767 = -759356.954310 nChanged 3 SP:Iteration 38Q (2339.427634 sec): 3 clusters Score: Raw -761114.304250 + Penalty 1756.702767 = -759357.601483 nChanged 7 SP:Iteration 39Q (2339.485539 sec): 3 clusters Score: Raw -761115.948886 + Penalty 1756.702767 = -759359.246119 nChanged 7 SP:Iteration 40F (2339.544612 sec): 3 clusters Score: Raw -761116.994338 + Penalty 1756.702767 = -759360.291571 nChanged 3 SP:Iteration 41Q (2339.605470 sec): 3 clusters Score: Raw -761117.662164 + Penalty 1756.702767 = -759360.959397 nChanged 1 SP:Iteration 42Q (2339.659571 sec): 3 clusters Score: Raw -761117.764771 + Penalty 1756.702767 = -759361.062004 nChanged 1 SP:Iteration 43Q (2339.722980 sec): 3 clusters Score: Raw -761117.974531 + Penalty 1756.702767 = -759361.271764 nChanged 2 SP:Iteration 44Q (2339.771319 sec): 3 clusters Score: Raw -761118.769964 + Penalty 1756.702767 = -759362.067197 nChanged 3 SP:Iteration 45Q (2339.839977 sec): 3 clusters Score: Raw -761119.591045 + Penalty 1756.702767 = -759362.888279 nChanged 2 SP:Iteration 46Q (2339.895718 sec): 3 clusters Score: Raw -761120.462001 + Penalty 1756.702767 = -759363.759234 nChanged 4 SP:Iteration 47Q (2339.947018 sec): 3 clusters Score: Raw -761120.813452 + Penalty 1756.702767 = -759364.110685 nChanged 0 SP:Iteration 48F (2340.016501 sec): 3 clusters Score: Raw -761120.813452 + Penalty 1756.702767 = -759364.110685 nChanged 0 Trying to split cluster 23 (1193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2340.042496 sec): 2 clusters Score: Raw -97920.034281 + Penalty 673.001510 = -97247.032770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2340.095093 sec): 3 clusters Score: Raw -97402.477547 + Penalty 1346.003020 = -96056.474527 nChanged 432 SP:Iteration 1F (2340.141521 sec): 3 clusters Score: Raw -97717.564044 + Penalty 1346.003020 = -96371.561024 nChanged 115 SP:Iteration 2F (2340.181470 sec): 3 clusters Score: Raw -97834.582443 + Penalty 1346.003020 = -96488.579423 nChanged 63 SP:Iteration 3F (2340.232107 sec): 3 clusters Score: Raw -97882.864078 + Penalty 1346.003020 = -96536.861058 nChanged 51 SP:Iteration 4Q (2340.275820 sec): 3 clusters Score: Raw -97925.895591 + Penalty 1346.003020 = -96579.892571 nChanged 48 SP:Iteration 5Q (2340.328873 sec): 3 clusters Score: Raw -97967.962041 + Penalty 1346.003020 = -96621.959021 nChanged 29 SP:Iteration 6Q (2340.366924 sec): 3 clusters Score: Raw -97991.407334 + Penalty 1346.003020 = -96645.404314 nChanged 35 SP:Iteration 7Q (2340.411190 sec): 3 clusters Score: Raw -98024.527831 + Penalty 1346.003020 = -96678.524811 nChanged 35 SP:Iteration 8Q (2340.450105 sec): 3 clusters Score: Raw -98057.134428 + Penalty 1346.003020 = -96711.131408 nChanged 28 SP:Iteration 9Q (2340.497719 sec): 3 clusters Score: Raw -98075.157229 + Penalty 1346.003020 = -96729.154209 nChanged 24 SP:Iteration 10Q (2340.541268 sec): 3 clusters Score: Raw -98089.246068 + Penalty 1346.003020 = -96743.243048 nChanged 17 SP:Iteration 11Q (2340.586868 sec): 3 clusters Score: Raw -98101.177522 + Penalty 1346.003020 = -96755.174501 nChanged 16 SP:Iteration 12Q (2340.632186 sec): 3 clusters Score: Raw -98110.881620 + Penalty 1346.003020 = -96764.878599 nChanged 13 SP:Iteration 13Q (2340.674623 sec): 3 clusters Score: Raw -98120.440786 + Penalty 1346.003020 = -96774.437765 nChanged 11 SP:Iteration 14Q (2340.716139 sec): 3 clusters Score: Raw -98125.894926 + Penalty 1346.003020 = -96779.891906 nChanged 5 SP:Iteration 15Q (2340.761908 sec): 3 clusters Score: Raw -98127.594308 + Penalty 1346.003020 = -96781.591288 nChanged 7 SP:Iteration 16Q (2340.803636 sec): 3 clusters Score: Raw -98129.973447 + Penalty 1346.003020 = -96783.970427 nChanged 4 SP:Iteration 17Q (2340.861676 sec): 3 clusters Score: Raw -98132.019271 + Penalty 1346.003020 = -96786.016250 nChanged 4 SP:Iteration 18Q (2340.909846 sec): 3 clusters Score: Raw -98133.774088 + Penalty 1346.003020 = -96787.771068 nChanged 3 SP:Iteration 19Q (2340.957958 sec): 3 clusters Score: Raw -98135.566799 + Penalty 1346.003020 = -96789.563779 nChanged 5 SP:Iteration 20F (2340.996302 sec): 3 clusters Score: Raw -98140.090001 + Penalty 1346.003020 = -96794.086981 nChanged 7 SP:Iteration 21Q (2341.049069 sec): 3 clusters Score: Raw -98144.672783 + Penalty 1346.003020 = -96798.669763 nChanged 7 SP:Iteration 22Q (2341.085752 sec): 3 clusters Score: Raw -98149.191461 + Penalty 1346.003020 = -96803.188441 nChanged 11 SP:Iteration 23Q (2341.132272 sec): 3 clusters Score: Raw -98154.466415 + Penalty 1346.003020 = -96808.463395 nChanged 6 SP:Iteration 24Q (2341.175513 sec): 3 clusters Score: Raw -98158.033797 + Penalty 1346.003020 = -96812.030776 nChanged 5 SP:Iteration 25Q (2341.220631 sec): 3 clusters Score: Raw -98160.994063 + Penalty 1346.003020 = -96814.991043 nChanged 8 SP:Iteration 26Q (2341.280785 sec): 3 clusters Score: Raw -98165.772902 + Penalty 1346.003020 = -96819.769882 nChanged 4 SP:Iteration 27Q (2341.314421 sec): 3 clusters Score: Raw -98169.295360 + Penalty 1346.003020 = -96823.292340 nChanged 6 SP:Iteration 28Q (2341.351457 sec): 3 clusters Score: Raw -98171.295464 + Penalty 1346.003020 = -96825.292444 nChanged 6 SP:Iteration 29Q (2341.402196 sec): 3 clusters Score: Raw -98173.583451 + Penalty 1346.003020 = -96827.580431 nChanged 3 SP:Iteration 30Q (2341.435140 sec): 3 clusters Score: Raw -98174.363165 + Penalty 1346.003020 = -96828.360144 nChanged 3 SP:Iteration 31Q (2341.485341 sec): 3 clusters Score: Raw -98174.907695 + Penalty 1346.003020 = -96828.904675 nChanged 1 SP:Iteration 32Q (2341.521790 sec): 3 clusters Score: Raw -98175.033955 + Penalty 1346.003020 = -96829.030935 nChanged 1 SP:Iteration 33Q (2341.560013 sec): 3 clusters Score: Raw -98175.198450 + Penalty 1346.003020 = -96829.195430 nChanged 3 SP:Iteration 34Q (2341.616304 sec): 3 clusters Score: Raw -98175.997289 + Penalty 1346.003020 = -96829.994269 nChanged 1 SP:Iteration 35Q (2341.645621 sec): 3 clusters Score: Raw -98176.113475 + Penalty 1346.003020 = -96830.110455 nChanged 0 SP:Iteration 36F (2341.689685 sec): 3 clusters Score: Raw -98176.113475 + Penalty 1346.003020 = -96830.110455 nChanged 0 Trying to split cluster 24 (5214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2341.733476 sec): 2 clusters Score: Raw -445282.439319 + Penalty 813.114746 = -444469.324573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2341.784042 sec): 3 clusters Score: Raw -442322.182677 + Penalty 1626.229493 = -440695.953184 nChanged 2265 SP:Iteration 1F (2341.823640 sec): 3 clusters Score: Raw -443642.147380 + Penalty 1626.229493 = -442015.917887 nChanged 369 SP:Iteration 2F (2341.871114 sec): 3 clusters Score: Raw -443867.632589 + Penalty 1626.229493 = -442241.403096 nChanged 334 SP:Iteration 3F (2341.919066 sec): 3 clusters Score: Raw -444090.735205 + Penalty 1626.229493 = -442464.505712 nChanged 308 SP:Iteration 4F (2341.976396 sec): 3 clusters Score: Raw -444273.754578 + Penalty 1626.229493 = -442647.525085 nChanged 262 SP:Iteration 5F (2342.016246 sec): 3 clusters Score: Raw -444443.847076 + Penalty 1626.229493 = -442817.617583 nChanged 218 SP:Iteration 6Q (2342.066738 sec): 3 clusters Score: Raw -444551.516034 + Penalty 1626.229493 = -442925.286542 nChanged 166 SP:Iteration 7Q (2342.114431 sec): 3 clusters Score: Raw -444637.122817 + Penalty 1626.229493 = -443010.893324 nChanged 150 SP:Iteration 8Q (2342.162004 sec): 3 clusters Score: Raw -444713.871443 + Penalty 1626.229493 = -443087.641950 nChanged 152 SP:Iteration 9Q (2342.209531 sec): 3 clusters Score: Raw -444777.539760 + Penalty 1626.229493 = -443151.310267 nChanged 130 SP:Iteration 10Q (2342.259788 sec): 3 clusters Score: Raw -444827.802904 + Penalty 1626.229493 = -443201.573411 nChanged 106 SP:Iteration 11Q (2342.317589 sec): 3 clusters Score: Raw -444868.977072 + Penalty 1626.229493 = -443242.747579 nChanged 102 SP:Iteration 12Q (2342.364269 sec): 3 clusters Score: Raw -444904.824210 + Penalty 1626.229493 = -443278.594717 nChanged 86 SP:Iteration 13Q (2342.404757 sec): 3 clusters Score: Raw -444927.947222 + Penalty 1626.229493 = -443301.717729 nChanged 77 SP:Iteration 14Q (2342.445934 sec): 3 clusters Score: Raw -444952.258733 + Penalty 1626.229493 = -443326.029240 nChanged 77 SP:Iteration 15Q (2342.492885 sec): 3 clusters Score: Raw -444979.064681 + Penalty 1626.229493 = -443352.835188 nChanged 83 SP:Iteration 16Q (2342.540670 sec): 3 clusters Score: Raw -445004.609801 + Penalty 1626.229493 = -443378.380308 nChanged 70 SP:Iteration 17Q (2342.586187 sec): 3 clusters Score: Raw -445023.067575 + Penalty 1626.229493 = -443396.838082 nChanged 51 SP:Iteration 18Q (2342.644389 sec): 3 clusters Score: Raw -445037.022856 + Penalty 1626.229493 = -443410.793363 nChanged 55 SP:Iteration 19Q (2342.697995 sec): 3 clusters Score: Raw -445056.602712 + Penalty 1626.229493 = -443430.373219 nChanged 63 SP:Iteration 20F (2342.736272 sec): 3 clusters Score: Raw -445079.781658 + Penalty 1626.229493 = -443453.552165 nChanged 67 SP:Iteration 21Q (2342.783811 sec): 3 clusters Score: Raw -445100.601282 + Penalty 1626.229493 = -443474.371789 nChanged 56 SP:Iteration 22Q (2342.835212 sec): 3 clusters Score: Raw -445119.142711 + Penalty 1626.229493 = -443492.913218 nChanged 54 SP:Iteration 23Q (2342.884221 sec): 3 clusters Score: Raw -445138.892697 + Penalty 1626.229493 = -443512.663204 nChanged 54 SP:Iteration 24Q (2342.940651 sec): 3 clusters Score: Raw -445158.156785 + Penalty 1626.229493 = -443531.927292 nChanged 65 SP:Iteration 25Q (2342.996487 sec): 3 clusters Score: Raw -445182.399964 + Penalty 1626.229493 = -443556.170471 nChanged 66 SP:Iteration 26Q (2343.050312 sec): 3 clusters Score: Raw -445205.820072 + Penalty 1626.229493 = -443579.590579 nChanged 65 SP:Iteration 27Q (2343.095288 sec): 3 clusters Score: Raw -445230.584253 + Penalty 1626.229493 = -443604.354760 nChanged 58 SP:Iteration 28Q (2343.156597 sec): 3 clusters Score: Raw -445250.002973 + Penalty 1626.229493 = -443623.773480 nChanged 58 SP:Iteration 29Q (2343.199410 sec): 3 clusters Score: Raw -445269.736448 + Penalty 1626.229493 = -443643.506955 nChanged 45 SP:Iteration 30Q (2343.255811 sec): 3 clusters Score: Raw -445284.696626 + Penalty 1626.229493 = -443658.467133 nChanged 41 SP:Iteration 31Q (2343.297847 sec): 3 clusters Score: Raw -445296.725444 + Penalty 1626.229493 = -443670.495951 nChanged 39 SP:Iteration 32Q (2343.355087 sec): 3 clusters Score: Raw -445308.578581 + Penalty 1626.229493 = -443682.349088 nChanged 36 SP:Iteration 33Q (2343.408394 sec): 3 clusters Score: Raw -445321.961116 + Penalty 1626.229493 = -443695.731623 nChanged 31 SP:Iteration 34Q (2343.464093 sec): 3 clusters Score: Raw -445334.621253 + Penalty 1626.229493 = -443708.391760 nChanged 33 SP:Iteration 35Q (2343.519879 sec): 3 clusters Score: Raw -445345.656569 + Penalty 1626.229493 = -443719.427076 nChanged 29 SP:Iteration 36Q (2343.557963 sec): 3 clusters Score: Raw -445356.274260 + Penalty 1626.229493 = -443730.044767 nChanged 32 SP:Iteration 37Q (2343.611591 sec): 3 clusters Score: Raw -445369.018158 + Penalty 1626.229493 = -443742.788665 nChanged 25 SP:Iteration 38Q (2343.666227 sec): 3 clusters Score: Raw -445376.853482 + Penalty 1626.229493 = -443750.623990 nChanged 23 SP:Iteration 39Q (2343.719562 sec): 3 clusters Score: Raw -445384.488778 + Penalty 1626.229493 = -443758.259285 nChanged 19 SP:Iteration 40F (2343.774882 sec): 3 clusters Score: Raw -445390.069304 + Penalty 1626.229493 = -443763.839811 nChanged 13 SP:Iteration 41Q (2343.828343 sec): 3 clusters Score: Raw -445394.530994 + Penalty 1626.229493 = -443768.301501 nChanged 11 SP:Iteration 42Q (2343.888926 sec): 3 clusters Score: Raw -445398.402706 + Penalty 1626.229493 = -443772.173213 nChanged 13 SP:Iteration 43Q (2343.937761 sec): 3 clusters Score: Raw -445401.364970 + Penalty 1626.229493 = -443775.135477 nChanged 4 SP:Iteration 44Q (2343.982750 sec): 3 clusters Score: Raw -445402.342937 + Penalty 1626.229493 = -443776.113444 nChanged 6 SP:Iteration 45Q (2344.040902 sec): 3 clusters Score: Raw -445404.306516 + Penalty 1626.229493 = -443778.077023 nChanged 11 SP:Iteration 46Q (2344.089322 sec): 3 clusters Score: Raw -445406.947522 + Penalty 1626.229493 = -443780.718030 nChanged 10 SP:Iteration 47Q (2344.141672 sec): 3 clusters Score: Raw -445409.782937 + Penalty 1626.229493 = -443783.553444 nChanged 6 SP:Iteration 48Q (2344.197277 sec): 3 clusters Score: Raw -445411.204878 + Penalty 1626.229493 = -443784.975385 nChanged 6 SP:Iteration 49Q (2344.238666 sec): 3 clusters Score: Raw -445413.142558 + Penalty 1626.229493 = -443786.913065 nChanged 7 SP:Iteration 50Q (2344.289057 sec): 3 clusters Score: Raw -445414.601189 + Penalty 1626.229493 = -443788.371696 nChanged 7 SP:Iteration 51Q (2344.349725 sec): 3 clusters Score: Raw -445417.468728 + Penalty 1626.229493 = -443791.239235 nChanged 10 SP:Iteration 52Q (2344.402924 sec): 3 clusters Score: Raw -445419.563970 + Penalty 1626.229493 = -443793.334477 nChanged 8 SP:Iteration 53Q (2344.459006 sec): 3 clusters Score: Raw -445421.315994 + Penalty 1626.229493 = -443795.086501 nChanged 5 SP:Iteration 54Q (2344.498867 sec): 3 clusters Score: Raw -445422.454223 + Penalty 1626.229493 = -443796.224730 nChanged 5 SP:Iteration 55Q (2344.560349 sec): 3 clusters Score: Raw -445423.574835 + Penalty 1626.229493 = -443797.345342 nChanged 5 SP:Iteration 56Q (2344.600914 sec): 3 clusters Score: Raw -445424.351120 + Penalty 1626.229493 = -443798.121627 nChanged 3 SP:Iteration 57Q (2344.651631 sec): 3 clusters Score: Raw -445424.830545 + Penalty 1626.229493 = -443798.601052 nChanged 6 SP:Iteration 58Q (2344.707080 sec): 3 clusters Score: Raw -445426.590598 + Penalty 1626.229493 = -443800.361105 nChanged 3 SP:Iteration 59Q (2344.758239 sec): 3 clusters Score: Raw -445427.062761 + Penalty 1626.229493 = -443800.833268 nChanged 3 SP:Iteration 60F (2344.811486 sec): 3 clusters Score: Raw -445427.459409 + Penalty 1626.229493 = -443801.229916 nChanged 3 SP:Iteration 61Q (2344.876376 sec): 3 clusters Score: Raw -445427.956858 + Penalty 1626.229493 = -443801.727365 nChanged 1 SP:Iteration 62Q (2344.929472 sec): 3 clusters Score: Raw -445428.067293 + Penalty 1626.229493 = -443801.837800 nChanged 0 SP:Iteration 63F (2344.972251 sec): 3 clusters Score: Raw -445428.067293 + Penalty 1626.229493 = -443801.837800 nChanged 0 Trying to split cluster 25 (2047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2345.003647 sec): 2 clusters Score: Raw -179851.886623 + Penalty 724.292406 = -179127.594218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2345.057399 sec): 3 clusters Score: Raw -178835.185463 + Penalty 1448.584811 = -177386.600652 nChanged 800 SP:Iteration 1F (2345.092906 sec): 3 clusters Score: Raw -179314.549558 + Penalty 1448.584811 = -177865.964747 nChanged 169 SP:Iteration 2F (2345.142895 sec): 3 clusters Score: Raw -179422.301269 + Penalty 1448.584811 = -177973.716458 nChanged 126 SP:Iteration 3F (2345.193039 sec): 3 clusters Score: Raw -179500.482745 + Penalty 1448.584811 = -178051.897934 nChanged 88 SP:Iteration 4Q (2345.239467 sec): 3 clusters Score: Raw -179544.877180 + Penalty 1448.584811 = -178096.292369 nChanged 60 SP:Iteration 5Q (2345.291630 sec): 3 clusters Score: Raw -179581.359774 + Penalty 1448.584811 = -178132.774963 nChanged 57 SP:Iteration 6Q (2345.344260 sec): 3 clusters Score: Raw -179610.106628 + Penalty 1448.584811 = -178161.521817 nChanged 37 SP:Iteration 7Q (2345.391755 sec): 3 clusters Score: Raw -179629.433064 + Penalty 1448.584811 = -178180.848253 nChanged 38 SP:Iteration 8Q (2345.437235 sec): 3 clusters Score: Raw -179642.831111 + Penalty 1448.584811 = -178194.246299 nChanged 25 SP:Iteration 9Q (2345.478442 sec): 3 clusters Score: Raw -179651.140851 + Penalty 1448.584811 = -178202.556039 nChanged 23 SP:Iteration 10Q (2345.537756 sec): 3 clusters Score: Raw -179660.393166 + Penalty 1448.584811 = -178211.808355 nChanged 33 SP:Iteration 11Q (2345.576508 sec): 3 clusters Score: Raw -179674.350396 + Penalty 1448.584811 = -178225.765585 nChanged 29 SP:Iteration 12Q (2345.632292 sec): 3 clusters Score: Raw -179685.361610 + Penalty 1448.584811 = -178236.776799 nChanged 20 SP:Iteration 13Q (2345.679051 sec): 3 clusters Score: Raw -179693.776870 + Penalty 1448.584811 = -178245.192059 nChanged 26 SP:Iteration 14Q (2345.736743 sec): 3 clusters Score: Raw -179707.830364 + Penalty 1448.584811 = -178259.245553 nChanged 31 SP:Iteration 15Q (2345.788340 sec): 3 clusters Score: Raw -179723.120741 + Penalty 1448.584811 = -178274.535930 nChanged 30 SP:Iteration 16Q (2345.837656 sec): 3 clusters Score: Raw -179734.820056 + Penalty 1448.584811 = -178286.235245 nChanged 22 SP:Iteration 17Q (2345.887324 sec): 3 clusters Score: Raw -179743.462894 + Penalty 1448.584811 = -178294.878083 nChanged 16 SP:Iteration 18Q (2345.929507 sec): 3 clusters Score: Raw -179751.184469 + Penalty 1448.584811 = -178302.599658 nChanged 18 SP:Iteration 19Q (2345.970824 sec): 3 clusters Score: Raw -179758.725796 + Penalty 1448.584811 = -178310.140984 nChanged 14 SP:Iteration 20F (2346.024389 sec): 3 clusters Score: Raw -179765.944886 + Penalty 1448.584811 = -178317.360074 nChanged 8 SP:Iteration 21Q (2346.075322 sec): 3 clusters Score: Raw -179770.071294 + Penalty 1448.584811 = -178321.486483 nChanged 12 SP:Iteration 22Q (2346.126491 sec): 3 clusters Score: Raw -179774.187683 + Penalty 1448.584811 = -178325.602871 nChanged 11 SP:Iteration 23Q (2346.168253 sec): 3 clusters Score: Raw -179777.875069 + Penalty 1448.584811 = -178329.290258 nChanged 10 SP:Iteration 24Q (2346.210891 sec): 3 clusters Score: Raw -179782.103659 + Penalty 1448.584811 = -178333.518848 nChanged 6 SP:Iteration 25Q (2346.261877 sec): 3 clusters Score: Raw -179785.170433 + Penalty 1448.584811 = -178336.585621 nChanged 7 SP:Iteration 26Q (2346.313364 sec): 3 clusters Score: Raw -179787.045350 + Penalty 1448.584811 = -178338.460538 nChanged 6 SP:Iteration 27Q (2346.360882 sec): 3 clusters Score: Raw -179791.062159 + Penalty 1448.584811 = -178342.477348 nChanged 9 SP:Iteration 28Q (2346.410690 sec): 3 clusters Score: Raw -179796.165010 + Penalty 1448.584811 = -178347.580199 nChanged 11 SP:Iteration 29Q (2346.462286 sec): 3 clusters Score: Raw -179800.172197 + Penalty 1448.584811 = -178351.587386 nChanged 8 SP:Iteration 30Q (2346.510043 sec): 3 clusters Score: Raw -179803.864207 + Penalty 1448.584811 = -178355.279396 nChanged 5 SP:Iteration 31Q (2346.561592 sec): 3 clusters Score: Raw -179804.621120 + Penalty 1448.584811 = -178356.036308 nChanged 5 SP:Iteration 32Q (2346.613130 sec): 3 clusters Score: Raw -179805.613164 + Penalty 1448.584811 = -178357.028353 nChanged 5 SP:Iteration 33Q (2346.661586 sec): 3 clusters Score: Raw -179807.061835 + Penalty 1448.584811 = -178358.477023 nChanged 10 SP:Iteration 34Q (2346.710566 sec): 3 clusters Score: Raw -179811.470018 + Penalty 1448.584811 = -178362.885206 nChanged 9 SP:Iteration 35Q (2346.762311 sec): 3 clusters Score: Raw -179815.775886 + Penalty 1448.584811 = -178367.191075 nChanged 7 SP:Iteration 36Q (2346.809354 sec): 3 clusters Score: Raw -179819.932103 + Penalty 1448.584811 = -178371.347291 nChanged 9 SP:Iteration 37Q (2346.857400 sec): 3 clusters Score: Raw -179823.882156 + Penalty 1448.584811 = -178375.297344 nChanged 9 SP:Iteration 38Q (2346.908221 sec): 3 clusters Score: Raw -179827.682728 + Penalty 1448.584811 = -178379.097917 nChanged 10 SP:Iteration 39Q (2346.957573 sec): 3 clusters Score: Raw -179831.702273 + Penalty 1448.584811 = -178383.117462 nChanged 12 SP:Iteration 40F (2347.005864 sec): 3 clusters Score: Raw -179836.175226 + Penalty 1448.584811 = -178387.590414 nChanged 6 SP:Iteration 41Q (2347.057403 sec): 3 clusters Score: Raw -179838.043755 + Penalty 1448.584811 = -178389.458944 nChanged 5 SP:Iteration 42Q (2347.100627 sec): 3 clusters Score: Raw -179841.033932 + Penalty 1448.584811 = -178392.449121 nChanged 9 SP:Iteration 43Q (2347.157885 sec): 3 clusters Score: Raw -179843.679203 + Penalty 1448.584811 = -178395.094392 nChanged 7 SP:Iteration 44Q (2347.193421 sec): 3 clusters Score: Raw -179846.411034 + Penalty 1448.584811 = -178397.826223 nChanged 7 SP:Iteration 45Q (2347.242968 sec): 3 clusters Score: Raw -179848.104038 + Penalty 1448.584811 = -178399.519226 nChanged 4 SP:Iteration 46Q (2347.285076 sec): 3 clusters Score: Raw -179850.305385 + Penalty 1448.584811 = -178401.720573 nChanged 4 SP:Iteration 47Q (2347.319256 sec): 3 clusters Score: Raw -179851.457895 + Penalty 1448.584811 = -178402.873084 nChanged 3 SP:Iteration 48Q (2347.368252 sec): 3 clusters Score: Raw -179852.362277 + Penalty 1448.584811 = -178403.777466 nChanged 3 SP:Iteration 49Q (2347.397323 sec): 3 clusters Score: Raw -179852.996933 + Penalty 1448.584811 = -178404.412121 nChanged 6 SP:Iteration 50Q (2347.451954 sec): 3 clusters Score: Raw -179854.192191 + Penalty 1448.584811 = -178405.607380 nChanged 2 SP:Iteration 51Q (2347.491114 sec): 3 clusters Score: Raw -179854.851572 + Penalty 1448.584811 = -178406.266760 nChanged 2 SP:Iteration 52Q (2347.541728 sec): 3 clusters Score: Raw -179857.136437 + Penalty 1448.584811 = -178408.551626 nChanged 4 SP:Iteration 53Q (2347.577557 sec): 3 clusters Score: Raw -179858.301284 + Penalty 1448.584811 = -178409.716473 nChanged 4 SP:Iteration 54Q (2347.628091 sec): 3 clusters Score: Raw -179859.640103 + Penalty 1448.584811 = -178411.055292 nChanged 2 SP:Iteration 55Q (2347.665865 sec): 3 clusters Score: Raw -179860.735173 + Penalty 1448.584811 = -178412.150362 nChanged 3 SP:Iteration 56Q (2347.719775 sec): 3 clusters Score: Raw -179861.835585 + Penalty 1448.584811 = -178413.250774 nChanged 1 SP:Iteration 57Q (2347.756593 sec): 3 clusters Score: Raw -179862.582972 + Penalty 1448.584811 = -178413.998161 nChanged 2 SP:Iteration 58Q (2347.804483 sec): 3 clusters Score: Raw -179863.352538 + Penalty 1448.584811 = -178414.767726 nChanged 1 SP:Iteration 59Q (2347.839423 sec): 3 clusters Score: Raw -179863.575003 + Penalty 1448.584811 = -178414.990192 nChanged 1 SP:Iteration 60F (2347.888614 sec): 3 clusters Score: Raw -179864.284037 + Penalty 1448.584811 = -178415.699226 nChanged 0 Trying to split cluster 26 (9159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2347.911239 sec): 2 clusters Score: Raw -732538.692752 + Penalty 866.636767 = -731672.055985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2347.962382 sec): 3 clusters Score: Raw -727075.345140 + Penalty 1733.273533 = -725342.071607 nChanged 4105 SP:Iteration 1F (2348.014645 sec): 3 clusters Score: Raw -729514.794668 + Penalty 1733.273533 = -727781.521135 nChanged 596 SP:Iteration 2F (2348.072071 sec): 3 clusters Score: Raw -729802.174709 + Penalty 1733.273533 = -728068.901176 nChanged 513 SP:Iteration 3F (2348.123212 sec): 3 clusters Score: Raw -730080.706116 + Penalty 1733.273533 = -728347.432583 nChanged 521 SP:Iteration 4F (2348.189538 sec): 3 clusters Score: Raw -730374.247434 + Penalty 1733.273533 = -728640.973900 nChanged 542 SP:Iteration 5F (2348.238198 sec): 3 clusters Score: Raw -730718.380766 + Penalty 1733.273533 = -728985.107233 nChanged 530 SP:Iteration 6F (2348.297638 sec): 3 clusters Score: Raw -731080.758657 + Penalty 1733.273533 = -729347.485124 nChanged 463 SP:Iteration 7F (2348.354572 sec): 3 clusters Score: Raw -731426.669747 + Penalty 1733.273533 = -729693.396213 nChanged 377 SP:Iteration 8Q (2348.406579 sec): 3 clusters Score: Raw -731731.836774 + Penalty 1733.273533 = -729998.563241 nChanged 305 SP:Iteration 9Q (2348.471257 sec): 3 clusters Score: Raw -731977.411042 + Penalty 1733.273533 = -730244.137509 nChanged 242 SP:Iteration 10Q (2348.528185 sec): 3 clusters Score: Raw -732158.628345 + Penalty 1733.273533 = -730425.354812 nChanged 194 SP:Iteration 11Q (2348.580912 sec): 3 clusters Score: Raw -732320.645893 + Penalty 1733.273533 = -730587.372359 nChanged 147 SP:Iteration 12Q (2348.640578 sec): 3 clusters Score: Raw -732442.900623 + Penalty 1733.273533 = -730709.627089 nChanged 106 SP:Iteration 13Q (2348.696267 sec): 3 clusters Score: Raw -732523.384517 + Penalty 1733.273533 = -730790.110984 nChanged 88 SP:Iteration 14Q (2348.741750 sec): 3 clusters Score: Raw -732592.024353 + Penalty 1733.273533 = -730858.750820 nChanged 61 SP:Iteration 15Q (2348.802005 sec): 3 clusters Score: Raw -732638.914891 + Penalty 1733.273533 = -730905.641358 nChanged 42 SP:Iteration 16Q (2348.844384 sec): 3 clusters Score: Raw -732664.782549 + Penalty 1733.273533 = -730931.509015 nChanged 27 SP:Iteration 17Q (2348.909257 sec): 3 clusters Score: Raw -732683.183868 + Penalty 1733.273533 = -730949.910335 nChanged 18 SP:Iteration 18Q (2348.964514 sec): 3 clusters Score: Raw -732696.127584 + Penalty 1733.273533 = -730962.854050 nChanged 20 SP:Iteration 19Q (2349.006008 sec): 3 clusters Score: Raw -732705.445946 + Penalty 1733.273533 = -730972.172413 nChanged 11 SP:Iteration 20F (2349.058450 sec): 3 clusters Score: Raw -732710.775002 + Penalty 1733.273533 = -730977.501469 nChanged 11 SP:Iteration 21Q (2349.120820 sec): 3 clusters Score: Raw -732717.244608 + Penalty 1733.273533 = -730983.971075 nChanged 2 SP:Iteration 22Q (2349.163234 sec): 3 clusters Score: Raw -732717.583820 + Penalty 1733.273533 = -730984.310286 nChanged 1 SP:Iteration 23Q (2349.222211 sec): 3 clusters Score: Raw -732717.767766 + Penalty 1733.273533 = -730984.494233 nChanged 0 SP:Iteration 24F (2349.285780 sec): 3 clusters Score: Raw -732717.767766 + Penalty 1733.273533 = -730984.494233 nChanged 0 Trying to split cluster 27 (1550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2349.311922 sec): 2 clusters Score: Raw -133791.105285 + Penalty 697.870970 = -133093.234315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2349.347803 sec): 3 clusters Score: Raw -133077.870054 + Penalty 1395.741940 = -131682.128114 nChanged 590 SP:Iteration 1F (2349.402947 sec): 3 clusters Score: Raw -133523.948180 + Penalty 1395.741940 = -132128.206240 nChanged 164 SP:Iteration 2F (2349.450404 sec): 3 clusters Score: Raw -133758.188980 + Penalty 1395.741940 = -132362.447040 nChanged 144 SP:Iteration 3F (2349.488712 sec): 3 clusters Score: Raw -133924.276117 + Penalty 1395.741940 = -132528.534177 nChanged 102 SP:Iteration 4F (2349.548148 sec): 3 clusters Score: Raw -134035.801823 + Penalty 1395.741940 = -132640.059883 nChanged 82 SP:Iteration 5F (2349.584010 sec): 3 clusters Score: Raw -134137.874560 + Penalty 1395.741940 = -132742.132620 nChanged 67 SP:Iteration 6Q (2349.634375 sec): 3 clusters Score: Raw -134251.468173 + Penalty 1395.741940 = -132855.726233 nChanged 65 SP:Iteration 7Q (2349.680222 sec): 3 clusters Score: Raw -134343.964282 + Penalty 1395.741940 = -132948.222342 nChanged 40 SP:Iteration 8Q (2349.722520 sec): 3 clusters Score: Raw -134378.577384 + Penalty 1395.741940 = -132982.835444 nChanged 28 SP:Iteration 9Q (2349.777655 sec): 3 clusters Score: Raw -134399.912831 + Penalty 1395.741940 = -133004.170891 nChanged 18 SP:Iteration 10Q (2349.815811 sec): 3 clusters Score: Raw -134413.349213 + Penalty 1395.741940 = -133017.607273 nChanged 8 SP:Iteration 11Q (2349.863832 sec): 3 clusters Score: Raw -134416.047112 + Penalty 1395.741940 = -133020.305172 nChanged 7 SP:Iteration 12Q (2349.909954 sec): 3 clusters Score: Raw -134420.103732 + Penalty 1395.741940 = -133024.361792 nChanged 8 SP:Iteration 13Q (2349.951920 sec): 3 clusters Score: Raw -134424.195600 + Penalty 1395.741940 = -133028.453661 nChanged 6 SP:Iteration 14Q (2350.001238 sec): 3 clusters Score: Raw -134429.601123 + Penalty 1395.741940 = -133033.859184 nChanged 4 SP:Iteration 15Q (2350.052256 sec): 3 clusters Score: Raw -134431.877828 + Penalty 1395.741940 = -133036.135889 nChanged 2 SP:Iteration 16Q (2350.104506 sec): 3 clusters Score: Raw -134433.131732 + Penalty 1395.741940 = -133037.389792 nChanged 2 SP:Iteration 17Q (2350.154124 sec): 3 clusters Score: Raw -134434.593409 + Penalty 1395.741940 = -133038.851469 nChanged 1 SP:Iteration 18Q (2350.197107 sec): 3 clusters Score: Raw -134435.067251 + Penalty 1395.741940 = -133039.325311 nChanged 0 SP:Iteration 19F (2350.248460 sec): 3 clusters Score: Raw -134435.067251 + Penalty 1395.741940 = -133039.325311 nChanged 0 Trying to split cluster 28 (1775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2350.262739 sec): 2 clusters Score: Raw -135909.621411 + Penalty 710.747792 = -135198.873620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2350.318526 sec): 3 clusters Score: Raw -135061.573354 + Penalty 1421.495583 = -133640.077770 nChanged 684 SP:Iteration 1F (2350.355300 sec): 3 clusters Score: Raw -135516.946357 + Penalty 1421.495583 = -134095.450774 nChanged 173 SP:Iteration 2F (2350.409052 sec): 3 clusters Score: Raw -135653.287957 + Penalty 1421.495583 = -134231.792374 nChanged 124 SP:Iteration 3F (2350.435850 sec): 3 clusters Score: Raw -135756.522325 + Penalty 1421.495583 = -134335.026742 nChanged 103 SP:Iteration 4F (2350.491458 sec): 3 clusters Score: Raw -135842.169431 + Penalty 1421.495583 = -134420.673848 nChanged 84 SP:Iteration 5Q (2350.532629 sec): 3 clusters Score: Raw -135907.308159 + Penalty 1421.495583 = -134485.812576 nChanged 76 SP:Iteration 6Q (2350.575485 sec): 3 clusters Score: Raw -135967.035088 + Penalty 1421.495583 = -134545.539504 nChanged 63 SP:Iteration 7Q (2350.631959 sec): 3 clusters Score: Raw -136012.695428 + Penalty 1421.495583 = -134591.199845 nChanged 41 SP:Iteration 8Q (2350.668743 sec): 3 clusters Score: Raw -136036.376760 + Penalty 1421.495583 = -134614.881176 nChanged 36 SP:Iteration 9Q (2350.713252 sec): 3 clusters Score: Raw -136064.708001 + Penalty 1421.495583 = -134643.212418 nChanged 30 SP:Iteration 10Q (2350.758321 sec): 3 clusters Score: Raw -136088.483539 + Penalty 1421.495583 = -134666.987956 nChanged 22 SP:Iteration 11Q (2350.803246 sec): 3 clusters Score: Raw -136102.258503 + Penalty 1421.495583 = -134680.762919 nChanged 16 SP:Iteration 12Q (2350.857484 sec): 3 clusters Score: Raw -136109.684999 + Penalty 1421.495583 = -134688.189416 nChanged 11 SP:Iteration 13Q (2350.906082 sec): 3 clusters Score: Raw -136116.346997 + Penalty 1421.495583 = -134694.851414 nChanged 5 SP:Iteration 14Q (2350.940958 sec): 3 clusters Score: Raw -136120.182072 + Penalty 1421.495583 = -134698.686488 nChanged 6 SP:Iteration 15Q (2350.989941 sec): 3 clusters Score: Raw -136123.264810 + Penalty 1421.495583 = -134701.769226 nChanged 7 SP:Iteration 16Q (2351.042535 sec): 3 clusters Score: Raw -136127.723026 + Penalty 1421.495583 = -134706.227443 nChanged 5 SP:Iteration 17Q (2351.079408 sec): 3 clusters Score: Raw -136130.577211 + Penalty 1421.495583 = -134709.081628 nChanged 5 SP:Iteration 18Q (2351.116928 sec): 3 clusters Score: Raw -136132.803661 + Penalty 1421.495583 = -134711.308077 nChanged 3 SP:Iteration 19Q (2351.172876 sec): 3 clusters Score: Raw -136134.664939 + Penalty 1421.495583 = -134713.169356 nChanged 2 SP:Iteration 20F (2351.212134 sec): 3 clusters Score: Raw -136135.103611 + Penalty 1421.495583 = -134713.608027 nChanged 2 SP:Iteration 21Q (2351.269405 sec): 3 clusters Score: Raw -136136.597839 + Penalty 1421.495583 = -134715.102256 nChanged 2 SP:Iteration 22Q (2351.306443 sec): 3 clusters Score: Raw -136137.574817 + Penalty 1421.495583 = -134716.079233 nChanged 2 SP:Iteration 23Q (2351.356051 sec): 3 clusters Score: Raw -136138.421038 + Penalty 1421.495583 = -134716.925454 nChanged 1 SP:Iteration 24Q (2351.403978 sec): 3 clusters Score: Raw -136138.531530 + Penalty 1421.495583 = -134717.035947 nChanged 1 SP:Iteration 25Q (2351.453577 sec): 3 clusters Score: Raw -136138.809516 + Penalty 1421.495583 = -134717.313932 nChanged 1 SP:Iteration 26Q (2351.491503 sec): 3 clusters Score: Raw -136139.343642 + Penalty 1421.495583 = -134717.848059 nChanged 0 SP:Iteration 27F (2351.538473 sec): 3 clusters Score: Raw -136139.343642 + Penalty 1421.495583 = -134717.848059 nChanged 0 Trying to split cluster 29 (30294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2351.604795 sec): 2 clusters Score: Raw -2759337.945341 + Penalty 980.276970 = -2758357.668371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2351.694951 sec): 3 clusters Score: Raw -2740011.574887 + Penalty 1960.553941 = -2738051.020946 nChanged 14425 SP:Iteration 1F (2351.784369 sec): 3 clusters Score: Raw -2748820.406881 + Penalty 1960.553941 = -2746859.852940 nChanged 2057 SP:Iteration 2F (2351.862121 sec): 3 clusters Score: Raw -2750172.596807 + Penalty 1960.553941 = -2748212.042866 nChanged 2415 SP:Iteration 3F (2351.944067 sec): 3 clusters Score: Raw -2752227.423014 + Penalty 1960.553941 = -2750266.869073 nChanged 2569 SP:Iteration 4F (2352.030658 sec): 3 clusters Score: Raw -2754660.707468 + Penalty 1960.553941 = -2752700.153527 nChanged 2157 SP:Iteration 5F (2352.109367 sec): 3 clusters Score: Raw -2756713.147353 + Penalty 1960.553941 = -2754752.593412 nChanged 1527 SP:Iteration 6F (2352.189978 sec): 3 clusters Score: Raw -2757982.560620 + Penalty 1960.553941 = -2756022.006679 nChanged 956 SP:Iteration 7Q (2352.280034 sec): 3 clusters Score: Raw -2758571.547184 + Penalty 1960.553941 = -2756610.993243 nChanged 637 SP:Iteration 8Q (2352.353034 sec): 3 clusters Score: Raw -2758880.879900 + Penalty 1960.553941 = -2756920.325959 nChanged 465 SP:Iteration 9Q (2352.434544 sec): 3 clusters Score: Raw -2759069.167485 + Penalty 1960.553941 = -2757108.613544 nChanged 355 SP:Iteration 10Q (2352.509252 sec): 3 clusters Score: Raw -2759204.183434 + Penalty 1960.553941 = -2757243.629494 nChanged 285 SP:Iteration 11Q (2352.590312 sec): 3 clusters Score: Raw -2759303.925605 + Penalty 1960.553941 = -2757343.371664 nChanged 245 SP:Iteration 12Q (2352.677363 sec): 3 clusters Score: Raw -2759387.229937 + Penalty 1960.553941 = -2757426.675996 nChanged 207 SP:Iteration 13Q (2352.760071 sec): 3 clusters Score: Raw -2759458.958938 + Penalty 1960.553941 = -2757498.404997 nChanged 187 SP:Iteration 14Q (2352.847073 sec): 3 clusters Score: Raw -2759514.193514 + Penalty 1960.553941 = -2757553.639573 nChanged 166 SP:Iteration 15Q (2352.931047 sec): 3 clusters Score: Raw -2759555.835183 + Penalty 1960.553941 = -2757595.281242 nChanged 154 SP:Iteration 16Q (2353.010840 sec): 3 clusters Score: Raw -2759596.470006 + Penalty 1960.553941 = -2757635.916065 nChanged 138 SP:Iteration 17Q (2353.094723 sec): 3 clusters Score: Raw -2759632.521837 + Penalty 1960.553941 = -2757671.967896 nChanged 137 SP:Iteration 18Q (2353.174131 sec): 3 clusters Score: Raw -2759660.189664 + Penalty 1960.553941 = -2757699.635723 nChanged 97 SP:Iteration 19Q (2353.261437 sec): 3 clusters Score: Raw -2759674.869339 + Penalty 1960.553941 = -2757714.315398 nChanged 80 SP:Iteration 20F (2353.345402 sec): 3 clusters Score: Raw -2759687.903276 + Penalty 1960.553941 = -2757727.349335 nChanged 91 SP:Iteration 21Q (2353.430208 sec): 3 clusters Score: Raw -2759704.618213 + Penalty 1960.553941 = -2757744.064273 nChanged 86 SP:Iteration 22Q (2353.511155 sec): 3 clusters Score: Raw -2759720.367163 + Penalty 1960.553941 = -2757759.813222 nChanged 95 SP:Iteration 23Q (2353.597592 sec): 3 clusters Score: Raw -2759738.551905 + Penalty 1960.553941 = -2757777.997964 nChanged 89 SP:Iteration 24Q (2353.683266 sec): 3 clusters Score: Raw -2759756.041689 + Penalty 1960.553941 = -2757795.487748 nChanged 79 SP:Iteration 25Q (2353.759359 sec): 3 clusters Score: Raw -2759769.780779 + Penalty 1960.553941 = -2757809.226838 nChanged 68 SP:Iteration 26Q (2353.846852 sec): 3 clusters Score: Raw -2759780.106632 + Penalty 1960.553941 = -2757819.552691 nChanged 70 SP:Iteration 27Q (2353.930306 sec): 3 clusters Score: Raw -2759792.945138 + Penalty 1960.553941 = -2757832.391197 nChanged 56 SP:Iteration 28Q (2354.013753 sec): 3 clusters Score: Raw -2759801.879320 + Penalty 1960.553941 = -2757841.325380 nChanged 44 SP:Iteration 29Q (2354.087672 sec): 3 clusters Score: Raw -2759808.209723 + Penalty 1960.553941 = -2757847.655782 nChanged 35 SP:Iteration 30Q (2354.170785 sec): 3 clusters Score: Raw -2759811.632168 + Penalty 1960.553941 = -2757851.078227 nChanged 31 SP:Iteration 31Q (2354.249284 sec): 3 clusters Score: Raw -2759814.596346 + Penalty 1960.553941 = -2757854.042405 nChanged 32 SP:Iteration 32Q (2354.326488 sec): 3 clusters Score: Raw -2759818.700894 + Penalty 1960.553941 = -2757858.146953 nChanged 34 SP:Iteration 33Q (2354.405818 sec): 3 clusters Score: Raw -2759822.232001 + Penalty 1960.553941 = -2757861.678060 nChanged 23 SP:Iteration 34Q (2354.483745 sec): 3 clusters Score: Raw -2759824.225134 + Penalty 1960.553941 = -2757863.671194 nChanged 19 SP:Iteration 35Q (2354.574970 sec): 3 clusters Score: Raw -2759825.711340 + Penalty 1960.553941 = -2757865.157399 nChanged 16 SP:Iteration 36Q (2354.654886 sec): 3 clusters Score: Raw -2759827.186311 + Penalty 1960.553941 = -2757866.632371 nChanged 18 SP:Iteration 37Q (2354.727833 sec): 3 clusters Score: Raw -2759828.704132 + Penalty 1960.553941 = -2757868.150191 nChanged 11 SP:Iteration 38Q (2354.814352 sec): 3 clusters Score: Raw -2759829.785607 + Penalty 1960.553941 = -2757869.231666 nChanged 14 SP:Iteration 39Q (2354.890261 sec): 3 clusters Score: Raw -2759830.495087 + Penalty 1960.553941 = -2757869.941146 nChanged 9 SP:Iteration 40F (2354.978153 sec): 3 clusters Score: Raw -2759831.135569 + Penalty 1960.553941 = -2757870.581628 nChanged 6 SP:Iteration 41Q (2355.061173 sec): 3 clusters Score: Raw -2759831.469547 + Penalty 1960.553941 = -2757870.915606 nChanged 4 SP:Iteration 42Q (2355.138362 sec): 3 clusters Score: Raw -2759831.710459 + Penalty 1960.553941 = -2757871.156518 nChanged 3 SP:Iteration 43Q (2355.224136 sec): 3 clusters Score: Raw -2759831.892028 + Penalty 1960.553941 = -2757871.338087 nChanged 2 SP:Iteration 44Q (2355.307598 sec): 3 clusters Score: Raw -2759832.032657 + Penalty 1960.553941 = -2757871.478716 nChanged 3 SP:Iteration 45Q (2355.388804 sec): 3 clusters Score: Raw -2759832.169339 + Penalty 1960.553941 = -2757871.615398 nChanged 3 SP:Iteration 46Q (2355.471810 sec): 3 clusters Score: Raw -2759832.309216 + Penalty 1960.553941 = -2757871.755275 nChanged 4 SP:Iteration 47Q (2355.553758 sec): 3 clusters Score: Raw -2759832.530388 + Penalty 1960.553941 = -2757871.976447 nChanged 6 SP:Iteration 48Q (2355.632887 sec): 3 clusters Score: Raw -2759833.057392 + Penalty 1960.553941 = -2757872.503451 nChanged 7 SP:Iteration 49Q (2355.703663 sec): 3 clusters Score: Raw -2759833.759396 + Penalty 1960.553941 = -2757873.205455 nChanged 9 SP:Iteration 50Q (2355.792888 sec): 3 clusters Score: Raw -2759834.277130 + Penalty 1960.553941 = -2757873.723189 nChanged 9 SP:Iteration 51Q (2355.873339 sec): 3 clusters Score: Raw -2759834.832902 + Penalty 1960.553941 = -2757874.278961 nChanged 7 SP:Iteration 52Q (2355.939697 sec): 3 clusters Score: Raw -2759835.150533 + Penalty 1960.553941 = -2757874.596592 nChanged 3 SP:Iteration 53Q (2356.017209 sec): 3 clusters Score: Raw -2759835.260485 + Penalty 1960.553941 = -2757874.706544 nChanged 2 SP:Iteration 54Q (2356.096094 sec): 3 clusters Score: Raw -2759835.395270 + Penalty 1960.553941 = -2757874.841329 nChanged 4 SP:Iteration 55Q (2356.185459 sec): 3 clusters Score: Raw -2759835.533895 + Penalty 1960.553941 = -2757874.979954 nChanged 0 SP:Iteration 56F (2356.257673 sec): 3 clusters Score: Raw -2759835.533895 + Penalty 1960.553941 = -2757874.979954 nChanged 0 Trying to split cluster 30 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2356.283878 sec): 2 clusters Score: Raw -23314.220046 + Penalty 554.584392 = -22759.635654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2356.341061 sec): 3 clusters Score: Raw -23279.056936 + Penalty 1109.168785 = -22169.888151 nChanged 97 SP:Iteration 1F (2356.387890 sec): 3 clusters Score: Raw -23390.530977 + Penalty 1109.168785 = -22281.362192 nChanged 19 SP:Iteration 2F (2356.433846 sec): 3 clusters Score: Raw -23436.661084 + Penalty 1109.168785 = -22327.492299 nChanged 17 SP:Iteration 3Q (2356.478323 sec): 3 clusters Score: Raw -23461.791475 + Penalty 1109.168785 = -22352.622690 nChanged 8 SP:Iteration 4Q (2356.526879 sec): 3 clusters Score: Raw -23476.594269 + Penalty 1109.168785 = -22367.425485 nChanged 11 SP:Iteration 5Q (2356.573163 sec): 3 clusters Score: Raw -23498.417100 + Penalty 1109.168785 = -22389.248316 nChanged 5 SP:Iteration 6Q (2356.627864 sec): 3 clusters Score: Raw -23504.586692 + Penalty 1109.168785 = -22395.417907 nChanged 6 SP:Iteration 7Q (2356.670284 sec): 3 clusters Score: Raw -23516.594540 + Penalty 1109.168785 = -22407.425755 nChanged 11 SP:Iteration 8Q (2356.716973 sec): 3 clusters Score: Raw -23552.414964 + Penalty 1109.168785 = -22443.246179 nChanged 9 SP:Iteration 9Q (2356.767018 sec): 3 clusters Score: Raw -23566.890102 + Penalty 1109.168785 = -22457.721317 nChanged 6 SP:Iteration 10Q (2356.808877 sec): 3 clusters Score: Raw -23572.765108 + Penalty 1109.168785 = -22463.596323 nChanged 3 SP:Iteration 11Q (2356.862143 sec): 3 clusters Score: Raw -23584.003685 + Penalty 1109.168785 = -22474.834900 nChanged 5 SP:Iteration 12Q (2356.897303 sec): 3 clusters Score: Raw -23593.884894 + Penalty 1109.168785 = -22484.716109 nChanged 1 SP:Iteration 13Q (2356.952167 sec): 3 clusters Score: Raw -23595.759072 + Penalty 1109.168785 = -22486.590287 nChanged 1 SP:Iteration 14Q (2356.988409 sec): 3 clusters Score: Raw -23596.606241 + Penalty 1109.168785 = -22487.437456 nChanged 2 SP:Iteration 15Q (2357.032261 sec): 3 clusters Score: Raw -23598.024686 + Penalty 1109.168785 = -22488.855901 nChanged 1 SP:Iteration 16Q (2357.074810 sec): 3 clusters Score: Raw -23599.105543 + Penalty 1109.168785 = -22489.936758 nChanged 0 SP:Iteration 17F (2357.126278 sec): 3 clusters Score: Raw -23599.391651 + Penalty 1109.168785 = -22490.222866 nChanged 1 SP:Iteration 18Q (2357.170472 sec): 3 clusters Score: Raw -23601.121004 + Penalty 1109.168785 = -22491.952219 nChanged 1 SP:Iteration 19Q (2357.205474 sec): 3 clusters Score: Raw -23602.867140 + Penalty 1109.168785 = -22493.698355 nChanged 2 SP:Iteration 20F (2357.240961 sec): 3 clusters Score: Raw -23605.827884 + Penalty 1109.168785 = -22496.659099 nChanged 1 SP:Iteration 21Q (2357.277964 sec): 3 clusters Score: Raw -23612.204775 + Penalty 1109.168785 = -22503.035990 nChanged 1 SP:Iteration 22Q (2357.318920 sec): 3 clusters Score: Raw -23614.176213 + Penalty 1109.168785 = -22505.007428 nChanged 1 SP:Iteration 23Q (2357.360954 sec): 3 clusters Score: Raw -23623.613414 + Penalty 1109.168785 = -22514.444629 nChanged 1 SP:Iteration 24Q (2357.403344 sec): 3 clusters Score: Raw -23629.477250 + Penalty 1109.168785 = -22520.308465 nChanged 4 SP:Iteration 25Q (2357.445670 sec): 3 clusters Score: Raw -23652.361089 + Penalty 1109.168785 = -22543.192304 nChanged 5 SP:Iteration 26Q (2357.485793 sec): 3 clusters Score: Raw -23659.061143 + Penalty 1109.168785 = -22549.892358 nChanged 1 SP:Iteration 27Q (2357.529011 sec): 3 clusters Score: Raw -23660.532185 + Penalty 1109.168785 = -22551.363400 nChanged 1 SP:Iteration 28Q (2357.571474 sec): 3 clusters Score: Raw -23663.379453 + Penalty 1109.168785 = -22554.210668 nChanged 3 SP:Iteration 29Q (2357.614137 sec): 3 clusters Score: Raw -23670.068990 + Penalty 1109.168785 = -22560.900205 nChanged 4 SP:Iteration 30Q (2357.650199 sec): 3 clusters Score: Raw -23678.700534 + Penalty 1109.168785 = -22569.531749 nChanged 4 SP:Iteration 31Q (2357.693462 sec): 3 clusters Score: Raw -23687.081255 + Penalty 1109.168785 = -22577.912470 nChanged 0 SP:Iteration 32F (2357.732027 sec): 3 clusters Score: Raw -23687.081255 + Penalty 1109.168785 = -22577.912470 nChanged 0 Trying to split cluster 31 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2357.756314 sec): 2 clusters Score: Raw -133943.550037 + Penalty 707.148050 = -133236.401988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2357.800933 sec): 3 clusters Score: Raw -133130.911193 + Penalty 1414.296100 = -131716.615094 nChanged 661 SP:Iteration 1F (2357.844986 sec): 3 clusters Score: Raw -133582.494999 + Penalty 1414.296100 = -132168.198899 nChanged 138 SP:Iteration 2F (2357.890823 sec): 3 clusters Score: Raw -133670.153282 + Penalty 1414.296100 = -132255.857182 nChanged 87 SP:Iteration 3F (2357.937332 sec): 3 clusters Score: Raw -133733.298028 + Penalty 1414.296100 = -132319.001929 nChanged 73 SP:Iteration 4Q (2357.995595 sec): 3 clusters Score: Raw -133796.289445 + Penalty 1414.296100 = -132381.993345 nChanged 67 SP:Iteration 5Q (2358.028679 sec): 3 clusters Score: Raw -133854.055512 + Penalty 1414.296100 = -132439.759412 nChanged 52 SP:Iteration 6Q (2358.084671 sec): 3 clusters Score: Raw -133886.151505 + Penalty 1414.296100 = -132471.855405 nChanged 43 SP:Iteration 7Q (2358.127588 sec): 3 clusters Score: Raw -133917.593641 + Penalty 1414.296100 = -132503.297541 nChanged 37 SP:Iteration 8Q (2358.162340 sec): 3 clusters Score: Raw -133942.164106 + Penalty 1414.296100 = -132527.868006 nChanged 34 SP:Iteration 9Q (2358.207319 sec): 3 clusters Score: Raw -133959.428221 + Penalty 1414.296100 = -132545.132121 nChanged 25 SP:Iteration 10Q (2358.253031 sec): 3 clusters Score: Raw -133974.912993 + Penalty 1414.296100 = -132560.616894 nChanged 33 SP:Iteration 11Q (2358.298294 sec): 3 clusters Score: Raw -133994.909338 + Penalty 1414.296100 = -132580.613238 nChanged 28 SP:Iteration 12Q (2358.332613 sec): 3 clusters Score: Raw -134015.559363 + Penalty 1414.296100 = -132601.263263 nChanged 33 SP:Iteration 13Q (2358.376393 sec): 3 clusters Score: Raw -134035.910519 + Penalty 1414.296100 = -132621.614420 nChanged 29 SP:Iteration 14Q (2358.420217 sec): 3 clusters Score: Raw -134051.248900 + Penalty 1414.296100 = -132636.952800 nChanged 30 SP:Iteration 15Q (2358.464412 sec): 3 clusters Score: Raw -134071.252766 + Penalty 1414.296100 = -132656.956666 nChanged 20 SP:Iteration 16Q (2358.507788 sec): 3 clusters Score: Raw -134088.261011 + Penalty 1414.296100 = -132673.964911 nChanged 32 SP:Iteration 17Q (2358.551094 sec): 3 clusters Score: Raw -134119.264867 + Penalty 1414.296100 = -132704.968767 nChanged 29 SP:Iteration 18Q (2358.612747 sec): 3 clusters Score: Raw -134160.911018 + Penalty 1414.296100 = -132746.614918 nChanged 39 SP:Iteration 19Q (2358.657866 sec): 3 clusters Score: Raw -134199.382805 + Penalty 1414.296100 = -132785.086705 nChanged 27 SP:Iteration 20F (2358.687388 sec): 3 clusters Score: Raw -134218.216947 + Penalty 1414.296100 = -132803.920847 nChanged 17 SP:Iteration 21Q (2358.735818 sec): 3 clusters Score: Raw -134227.646357 + Penalty 1414.296100 = -132813.350257 nChanged 21 SP:Iteration 22Q (2358.787261 sec): 3 clusters Score: Raw -134238.919868 + Penalty 1414.296100 = -132824.623769 nChanged 14 SP:Iteration 23Q (2358.836054 sec): 3 clusters Score: Raw -134245.541185 + Penalty 1414.296100 = -132831.245086 nChanged 13 SP:Iteration 24Q (2358.889235 sec): 3 clusters Score: Raw -134255.808474 + Penalty 1414.296100 = -132841.512375 nChanged 13 SP:Iteration 25Q (2358.939511 sec): 3 clusters Score: Raw -134269.872087 + Penalty 1414.296100 = -132855.575988 nChanged 18 SP:Iteration 26Q (2358.988019 sec): 3 clusters Score: Raw -134291.883000 + Penalty 1414.296100 = -132877.586901 nChanged 15 SP:Iteration 27Q (2359.032830 sec): 3 clusters Score: Raw -134306.220174 + Penalty 1414.296100 = -132891.924074 nChanged 14 SP:Iteration 28Q (2359.085088 sec): 3 clusters Score: Raw -134317.802731 + Penalty 1414.296100 = -132903.506631 nChanged 16 SP:Iteration 29Q (2359.136512 sec): 3 clusters Score: Raw -134328.383237 + Penalty 1414.296100 = -132914.087137 nChanged 9 SP:Iteration 30Q (2359.189795 sec): 3 clusters Score: Raw -134335.350980 + Penalty 1414.296100 = -132921.054880 nChanged 10 SP:Iteration 31Q (2359.229995 sec): 3 clusters Score: Raw -134342.440911 + Penalty 1414.296100 = -132928.144811 nChanged 9 SP:Iteration 32Q (2359.284780 sec): 3 clusters Score: Raw -134357.196020 + Penalty 1414.296100 = -132942.899921 nChanged 9 SP:Iteration 33Q (2359.340050 sec): 3 clusters Score: Raw -134370.845841 + Penalty 1414.296100 = -132956.549742 nChanged 11 SP:Iteration 34Q (2359.389491 sec): 3 clusters Score: Raw -134386.917252 + Penalty 1414.296100 = -132972.621152 nChanged 15 SP:Iteration 35Q (2359.437039 sec): 3 clusters Score: Raw -134397.010626 + Penalty 1414.296100 = -132982.714526 nChanged 9 SP:Iteration 36Q (2359.485137 sec): 3 clusters Score: Raw -134401.744134 + Penalty 1414.296100 = -132987.448034 nChanged 8 SP:Iteration 37Q (2359.535680 sec): 3 clusters Score: Raw -134405.910927 + Penalty 1414.296100 = -132991.614827 nChanged 7 SP:Iteration 38Q (2359.583175 sec): 3 clusters Score: Raw -134410.579515 + Penalty 1414.296100 = -132996.283415 nChanged 6 SP:Iteration 39Q (2359.620843 sec): 3 clusters Score: Raw -134414.766145 + Penalty 1414.296100 = -133000.470045 nChanged 4 SP:Iteration 40F (2359.669991 sec): 3 clusters Score: Raw -134416.559416 + Penalty 1414.296100 = -133002.263316 nChanged 3 SP:Iteration 41Q (2359.716846 sec): 3 clusters Score: Raw -134417.201600 + Penalty 1414.296100 = -133002.905500 nChanged 0 SP:Iteration 42F (2359.774075 sec): 3 clusters Score: Raw -134417.201600 + Penalty 1414.296100 = -133002.905500 nChanged 0 Trying to split cluster 32 (67255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2359.869482 sec): 2 clusters Score: Raw -6036350.125482 + Penalty 1056.043431 = -6035294.082051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2360.008828 sec): 3 clusters Score: Raw -5992513.394886 + Penalty 2112.086862 = -5990401.308024 nChanged 32287 SP:Iteration 1F (2360.141556 sec): 3 clusters Score: Raw -6011645.111397 + Penalty 2112.086862 = -6009533.024534 nChanged 3135 SP:Iteration 2Q (2360.275938 sec): 3 clusters Score: Raw -6012828.885403 + Penalty 2112.086862 = -6010716.798540 nChanged 3326 SP:Iteration 3Q (2360.413653 sec): 3 clusters Score: Raw -6014289.541881 + Penalty 2112.086862 = -6012177.455018 nChanged 3651 SP:Iteration 4F (2360.545705 sec): 3 clusters Score: Raw -6016174.620509 + Penalty 2112.086862 = -6014062.533647 nChanged 4060 SP:Iteration 5F (2360.677050 sec): 3 clusters Score: Raw -6018717.175589 + Penalty 2112.086862 = -6016605.088727 nChanged 4249 SP:Iteration 6F (2360.807869 sec): 3 clusters Score: Raw -6021685.918415 + Penalty 2112.086862 = -6019573.831553 nChanged 4170 SP:Iteration 7F (2360.939338 sec): 3 clusters Score: Raw -6024644.436385 + Penalty 2112.086862 = -6022532.349522 nChanged 3591 SP:Iteration 8F (2361.067278 sec): 3 clusters Score: Raw -6026668.524200 + Penalty 2112.086862 = -6024556.437338 nChanged 2522 SP:Iteration 9Q (2361.200887 sec): 3 clusters Score: Raw -6027613.669258 + Penalty 2112.086862 = -6025501.582396 nChanged 1579 SP:Iteration 10Q (2361.339959 sec): 3 clusters Score: Raw -6028029.454674 + Penalty 2112.086862 = -6025917.367812 nChanged 1074 SP:Iteration 11Q (2361.468091 sec): 3 clusters Score: Raw -6028263.415714 + Penalty 2112.086862 = -6026151.328852 nChanged 838 SP:Iteration 12Q (2361.605466 sec): 3 clusters Score: Raw -6028459.261606 + Penalty 2112.086862 = -6026347.174744 nChanged 783 SP:Iteration 13Q (2361.736755 sec): 3 clusters Score: Raw -6028641.526883 + Penalty 2112.086862 = -6026529.440021 nChanged 763 SP:Iteration 14Q (2361.875237 sec): 3 clusters Score: Raw -6028818.832941 + Penalty 2112.086862 = -6026706.746078 nChanged 773 SP:Iteration 15Q (2362.009123 sec): 3 clusters Score: Raw -6029000.766568 + Penalty 2112.086862 = -6026888.679706 nChanged 810 SP:Iteration 16Q (2362.134638 sec): 3 clusters Score: Raw -6029198.931627 + Penalty 2112.086862 = -6027086.844765 nChanged 839 SP:Iteration 17Q (2362.263161 sec): 3 clusters Score: Raw -6029411.746266 + Penalty 2112.086862 = -6027299.659404 nChanged 906 SP:Iteration 18Q (2362.398015 sec): 3 clusters Score: Raw -6029656.196795 + Penalty 2112.086862 = -6027544.109933 nChanged 954 SP:Iteration 19Q (2362.529298 sec): 3 clusters Score: Raw -6029928.687698 + Penalty 2112.086862 = -6027816.600836 nChanged 968 SP:Iteration 20F (2362.647474 sec): 3 clusters Score: Raw -6030205.316195 + Penalty 2112.086862 = -6028093.229333 nChanged 988 SP:Iteration 21Q (2362.780924 sec): 3 clusters Score: Raw -6030509.577836 + Penalty 2112.086862 = -6028397.490973 nChanged 1032 SP:Iteration 22Q (2362.916963 sec): 3 clusters Score: Raw -6030838.981433 + Penalty 2112.086862 = -6028726.894570 nChanged 1043 SP:Iteration 23Q (2363.056268 sec): 3 clusters Score: Raw -6031184.166083 + Penalty 2112.086862 = -6029072.079220 nChanged 1086 SP:Iteration 24Q (2363.185147 sec): 3 clusters Score: Raw -6031564.479033 + Penalty 2112.086862 = -6029452.392170 nChanged 1093 SP:Iteration 25Q (2363.309755 sec): 3 clusters Score: Raw -6031963.881917 + Penalty 2112.086862 = -6029851.795055 nChanged 1063 SP:Iteration 26Q (2363.437204 sec): 3 clusters Score: Raw -6032352.610782 + Penalty 2112.086862 = -6030240.523920 nChanged 1038 SP:Iteration 27Q (2363.570962 sec): 3 clusters Score: Raw -6032748.912879 + Penalty 2112.086862 = -6030636.826017 nChanged 990 SP:Iteration 28Q (2363.697704 sec): 3 clusters Score: Raw -6033130.897989 + Penalty 2112.086862 = -6031018.811127 nChanged 932 SP:Iteration 29Q (2363.821112 sec): 3 clusters Score: Raw -6033501.216088 + Penalty 2112.086862 = -6031389.129225 nChanged 872 SP:Iteration 30Q (2363.945895 sec): 3 clusters Score: Raw -6033855.531811 + Penalty 2112.086862 = -6031743.444949 nChanged 811 SP:Iteration 31Q (2364.069934 sec): 3 clusters Score: Raw -6034186.012712 + Penalty 2112.086862 = -6032073.925849 nChanged 749 SP:Iteration 32Q (2364.197069 sec): 3 clusters Score: Raw -6034506.042787 + Penalty 2112.086862 = -6032393.955924 nChanged 695 SP:Iteration 33Q (2364.309048 sec): 3 clusters Score: Raw -6034815.678586 + Penalty 2112.086862 = -6032703.591724 nChanged 653 SP:Iteration 34Q (2364.427480 sec): 3 clusters Score: Raw -6035105.177215 + Penalty 2112.086862 = -6032993.090352 nChanged 558 SP:Iteration 35Q (2364.553334 sec): 3 clusters Score: Raw -6035360.705106 + Penalty 2112.086862 = -6033248.618244 nChanged 488 SP:Iteration 36Q (2364.664954 sec): 3 clusters Score: Raw -6035587.781919 + Penalty 2112.086862 = -6033475.695057 nChanged 420 SP:Iteration 37Q (2364.789894 sec): 3 clusters Score: Raw -6035777.717434 + Penalty 2112.086862 = -6033665.630571 nChanged 326 SP:Iteration 38Q (2364.893201 sec): 3 clusters Score: Raw -6035931.818939 + Penalty 2112.086862 = -6033819.732077 nChanged 281 SP:Iteration 39Q (2365.015781 sec): 3 clusters Score: Raw -6036070.707836 + Penalty 2112.086862 = -6033958.620974 nChanged 222 SP:Iteration 40F (2365.138623 sec): 3 clusters Score: Raw -6036176.689418 + Penalty 2112.086862 = -6034064.602556 nChanged 182 SP:Iteration 41Q (2365.266978 sec): 3 clusters Score: Raw -6036258.394333 + Penalty 2112.086862 = -6034146.307471 nChanged 148 SP:Iteration 42Q (2365.372762 sec): 3 clusters Score: Raw -6036324.870399 + Penalty 2112.086862 = -6034212.783536 nChanged 137 SP:Iteration 43Q (2365.490875 sec): 3 clusters Score: Raw -6036383.698013 + Penalty 2112.086862 = -6034271.611151 nChanged 92 SP:Iteration 44Q (2365.601604 sec): 3 clusters Score: Raw -6036421.684818 + Penalty 2112.086862 = -6034309.597956 nChanged 83 SP:Iteration 45Q (2365.715057 sec): 3 clusters Score: Raw -6036462.177706 + Penalty 2112.086862 = -6034350.090844 nChanged 68 SP:Iteration 46Q (2365.826293 sec): 3 clusters Score: Raw -6036491.003793 + Penalty 2112.086862 = -6034378.916931 nChanged 59 SP:Iteration 47Q (2365.945569 sec): 3 clusters Score: Raw -6036520.039162 + Penalty 2112.086862 = -6034407.952299 nChanged 45 SP:Iteration 48Q (2366.061214 sec): 3 clusters Score: Raw -6036541.789350 + Penalty 2112.086862 = -6034429.702487 nChanged 35 SP:Iteration 49Q (2366.172180 sec): 3 clusters Score: Raw -6036560.354251 + Penalty 2112.086862 = -6034448.267388 nChanged 31 SP:Iteration 50Q (2366.295745 sec): 3 clusters Score: Raw -6036573.071378 + Penalty 2112.086862 = -6034460.984516 nChanged 21 SP:Iteration 51Q (2366.417966 sec): 3 clusters Score: Raw -6036579.918493 + Penalty 2112.086862 = -6034467.831631 nChanged 16 SP:Iteration 52Q (2366.545773 sec): 3 clusters Score: Raw -6036586.767076 + Penalty 2112.086862 = -6034474.680213 nChanged 18 SP:Iteration 53Q (2366.666210 sec): 3 clusters Score: Raw -6036597.186477 + Penalty 2112.086862 = -6034485.099615 nChanged 15 SP:Iteration 54Q (2366.776091 sec): 3 clusters Score: Raw -6036603.873837 + Penalty 2112.086862 = -6034491.786975 nChanged 7 SP:Iteration 55Q (2366.901880 sec): 3 clusters Score: Raw -6036606.260801 + Penalty 2112.086862 = -6034494.173938 nChanged 9 SP:Iteration 56Q (2367.007883 sec): 3 clusters Score: Raw -6036610.335685 + Penalty 2112.086862 = -6034498.248823 nChanged 10 SP:Iteration 57Q (2367.129590 sec): 3 clusters Score: Raw -6036614.278668 + Penalty 2112.086862 = -6034502.191805 nChanged 12 SP:Iteration 58Q (2367.246338 sec): 3 clusters Score: Raw -6036619.281509 + Penalty 2112.086862 = -6034507.194647 nChanged 12 SP:Iteration 59Q (2367.355170 sec): 3 clusters Score: Raw -6036624.677420 + Penalty 2112.086862 = -6034512.590557 nChanged 11 SP:Iteration 60F (2367.477984 sec): 3 clusters Score: Raw -6036630.243840 + Penalty 2112.086862 = -6034518.156977 nChanged 12 SP:Iteration 61Q (2367.589683 sec): 3 clusters Score: Raw -6036637.377168 + Penalty 2112.086862 = -6034525.290305 nChanged 15 SP:Iteration 62Q (2367.701962 sec): 3 clusters Score: Raw -6036642.575831 + Penalty 2112.086862 = -6034530.488969 nChanged 8 SP:Iteration 63Q (2367.815266 sec): 3 clusters Score: Raw -6036645.528266 + Penalty 2112.086862 = -6034533.441403 nChanged 9 SP:Iteration 64Q (2367.919067 sec): 3 clusters Score: Raw -6036648.069577 + Penalty 2112.086862 = -6034535.982714 nChanged 8 SP:Iteration 65Q (2368.037796 sec): 3 clusters Score: Raw -6036651.647494 + Penalty 2112.086862 = -6034539.560632 nChanged 7 SP:Iteration 66Q (2368.141626 sec): 3 clusters Score: Raw -6036653.620682 + Penalty 2112.086862 = -6034541.533820 nChanged 4 SP:Iteration 67Q (2368.263027 sec): 3 clusters Score: Raw -6036655.080238 + Penalty 2112.086862 = -6034542.993376 nChanged 4 SP:Iteration 68Q (2368.382750 sec): 3 clusters Score: Raw -6036658.064322 + Penalty 2112.086862 = -6034545.977459 nChanged 7 SP:Iteration 69Q (2368.494024 sec): 3 clusters Score: Raw -6036661.239411 + Penalty 2112.086862 = -6034549.152549 nChanged 9 SP:Iteration 70Q (2368.618691 sec): 3 clusters Score: Raw -6036663.750496 + Penalty 2112.086862 = -6034551.663634 nChanged 4 SP:Iteration 71Q (2368.732184 sec): 3 clusters Score: Raw -6036664.885850 + Penalty 2112.086862 = -6034552.798988 nChanged 2 SP:Iteration 72Q (2368.848052 sec): 3 clusters Score: Raw -6036665.382427 + Penalty 2112.086862 = -6034553.295565 nChanged 2 SP:Iteration 73Q (2368.962183 sec): 3 clusters Score: Raw -6036666.605179 + Penalty 2112.086862 = -6034554.518316 nChanged 5 SP:Iteration 74Q (2369.076724 sec): 3 clusters Score: Raw -6036668.788550 + Penalty 2112.086862 = -6034556.701688 nChanged 6 SP:Iteration 75Q (2369.193465 sec): 3 clusters Score: Raw -6036671.131080 + Penalty 2112.086862 = -6034559.044217 nChanged 5 SP:Iteration 76Q (2369.303992 sec): 3 clusters Score: Raw -6036673.182423 + Penalty 2112.086862 = -6034561.095560 nChanged 8 SP:Iteration 77Q (2369.418015 sec): 3 clusters Score: Raw -6036677.286495 + Penalty 2112.086862 = -6034565.199633 nChanged 5 SP:Iteration 78Q (2369.536526 sec): 3 clusters Score: Raw -6036678.654427 + Penalty 2112.086862 = -6034566.567565 nChanged 1 SP:Iteration 79Q (2369.656769 sec): 3 clusters Score: Raw -6036678.955695 + Penalty 2112.086862 = -6034566.868833 nChanged 1 SP:Iteration 80F (2369.773249 sec): 3 clusters Score: Raw -6036679.198278 + Penalty 2112.086862 = -6034567.111416 nChanged 1 SP:Iteration 81Q (2369.883445 sec): 3 clusters Score: Raw -6036679.360764 + Penalty 2112.086862 = -6034567.273902 nChanged 2 SP:Iteration 82Q (2370.005176 sec): 3 clusters Score: Raw -6036680.570029 + Penalty 2112.086862 = -6034568.483167 nChanged 3 SP:Iteration 83Q (2370.114492 sec): 3 clusters Score: Raw -6036681.314611 + Penalty 2112.086862 = -6034569.227749 nChanged 2 SP:Iteration 84Q (2370.228757 sec): 3 clusters Score: Raw -6036681.571401 + Penalty 2112.086862 = -6034569.484538 nChanged 0 SP:Iteration 85F (2370.368799 sec): 3 clusters Score: Raw -6036681.571401 + Penalty 2112.086862 = -6034569.484538 nChanged 0 Trying to split cluster 33 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2370.399567 sec): 2 clusters Score: Raw -11258.551608 + Penalty 512.825457 = -10745.726151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2370.433187 sec): 3 clusters Score: Raw -11338.597077 + Penalty 1025.650913 = -10312.946163 nChanged 61 SP:Iteration 1F (2370.488582 sec): 3 clusters Score: Raw -11512.140632 + Penalty 1025.650913 = -10486.489718 nChanged 17 SP:Iteration 2F (2370.538011 sec): 3 clusters Score: Raw -11593.339729 + Penalty 1025.650913 = -10567.688816 nChanged 9 SP:Iteration 3Q (2370.581544 sec): 3 clusters Score: Raw -11650.511782 + Penalty 1025.650913 = -10624.860869 nChanged 8 SP:Iteration 4Q (2370.625126 sec): 3 clusters Score: Raw -11678.303238 + Penalty 1025.650913 = -10652.652325 nChanged 7 SP:Iteration 5Q (2370.678465 sec): 3 clusters Score: Raw -11707.280270 + Penalty 1025.650913 = -10681.629357 nChanged 7 SP:Iteration 6Q (2370.726388 sec): 3 clusters Score: Raw -11748.271353 + Penalty 1025.650913 = -10722.620440 nChanged 7 SP:Iteration 7Q (2370.769307 sec): 3 clusters Score: Raw -11817.468007 + Penalty 1025.650913 = -10791.817094 nChanged 7 SP:Iteration 8Q (2370.816369 sec): 3 clusters Score: Raw -11855.909516 + Penalty 1025.650913 = -10830.258603 nChanged 1 SP:Iteration 9Q (2370.857790 sec): 3 clusters Score: Raw -11861.367025 + Penalty 1025.650913 = -10835.716112 nChanged 1 SP:Iteration 10Q (2370.909599 sec): 3 clusters Score: Raw -11862.844725 + Penalty 1025.650913 = -10837.193812 nChanged 0 SP:Iteration 11F (2370.938626 sec): 3 clusters Score: Raw -11866.018850 + Penalty 1025.650913 = -10840.367937 nChanged 1 SP:Iteration 12Q (2370.983671 sec): 3 clusters Score: Raw -11899.441941 + Penalty 1025.650913 = -10873.791027 nChanged 1 SP:Iteration 13Q (2371.038136 sec): 3 clusters Score: Raw -11900.337858 + Penalty 1025.650913 = -10874.686945 nChanged 0 SP:Iteration 14F (2371.089128 sec): 3 clusters Score: Raw -11900.337858 + Penalty 1025.650913 = -10874.686945 nChanged 0 Score: Raw -45231812.533383 + Penalty 46344.482851 = -45185468.050532 Splitting cluster 33 changes total score from -45186077.697946 to -45185468.050532 So it's not getting split. Trying to split cluster 34 (8929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2381.106691 sec): 2 clusters Score: Raw -809184.094616 + Penalty 864.220670 = -808319.873946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2381.169657 sec): 3 clusters Score: Raw -803845.490437 + Penalty 1728.441340 = -802117.049097 nChanged 4032 SP:Iteration 1F (2381.226438 sec): 3 clusters Score: Raw -805969.242862 + Penalty 1728.441340 = -804240.801522 nChanged 488 SP:Iteration 2F (2381.278139 sec): 3 clusters Score: Raw -806143.115509 + Penalty 1728.441340 = -804414.674169 nChanged 426 SP:Iteration 3Q (2381.344978 sec): 3 clusters Score: Raw -806309.960121 + Penalty 1728.441340 = -804581.518780 nChanged 425 SP:Iteration 4Q (2381.397937 sec): 3 clusters Score: Raw -806487.319593 + Penalty 1728.441340 = -804758.878253 nChanged 424 SP:Iteration 5Q (2381.461952 sec): 3 clusters Score: Raw -806680.750417 + Penalty 1728.441340 = -804952.309077 nChanged 413 SP:Iteration 6Q (2381.524594 sec): 3 clusters Score: Raw -806882.982447 + Penalty 1728.441340 = -805154.541107 nChanged 448 SP:Iteration 7F (2381.587369 sec): 3 clusters Score: Raw -807157.064856 + Penalty 1728.441340 = -805428.623516 nChanged 472 SP:Iteration 8F (2381.636304 sec): 3 clusters Score: Raw -807488.780715 + Penalty 1728.441340 = -805760.339375 nChanged 442 SP:Iteration 9Q (2381.687744 sec): 3 clusters Score: Raw -807808.016212 + Penalty 1728.441340 = -806079.574871 nChanged 411 SP:Iteration 10Q (2381.744499 sec): 3 clusters Score: Raw -808102.410518 + Penalty 1728.441340 = -806373.969178 nChanged 380 SP:Iteration 11Q (2381.805145 sec): 3 clusters Score: Raw -808380.279844 + Penalty 1728.441340 = -806651.838504 nChanged 322 SP:Iteration 12Q (2381.869090 sec): 3 clusters Score: Raw -808611.117091 + Penalty 1728.441340 = -806882.675751 nChanged 256 SP:Iteration 13Q (2381.930904 sec): 3 clusters Score: Raw -808817.727410 + Penalty 1728.441340 = -807089.286070 nChanged 198 SP:Iteration 14Q (2381.985725 sec): 3 clusters Score: Raw -808989.218995 + Penalty 1728.441340 = -807260.777655 nChanged 148 SP:Iteration 15Q (2382.036471 sec): 3 clusters Score: Raw -809116.691641 + Penalty 1728.441340 = -807388.250301 nChanged 110 SP:Iteration 16Q (2382.098871 sec): 3 clusters Score: Raw -809207.612247 + Penalty 1728.441340 = -807479.170906 nChanged 83 SP:Iteration 17Q (2382.156700 sec): 3 clusters Score: Raw -809269.811993 + Penalty 1728.441340 = -807541.370653 nChanged 48 SP:Iteration 18Q (2382.202035 sec): 3 clusters Score: Raw -809295.394151 + Penalty 1728.441340 = -807566.952811 nChanged 33 SP:Iteration 19Q (2382.263587 sec): 3 clusters Score: Raw -809313.989588 + Penalty 1728.441340 = -807585.548248 nChanged 20 SP:Iteration 20F (2382.313196 sec): 3 clusters Score: Raw -809326.699621 + Penalty 1728.441340 = -807598.258281 nChanged 16 SP:Iteration 21Q (2382.371361 sec): 3 clusters Score: Raw -809336.482478 + Penalty 1728.441340 = -807608.041138 nChanged 12 SP:Iteration 22Q (2382.433883 sec): 3 clusters Score: Raw -809344.905706 + Penalty 1728.441340 = -807616.464366 nChanged 12 SP:Iteration 23Q (2382.480145 sec): 3 clusters Score: Raw -809351.821182 + Penalty 1728.441340 = -807623.379842 nChanged 8 SP:Iteration 24Q (2382.539304 sec): 3 clusters Score: Raw -809355.153678 + Penalty 1728.441340 = -807626.712337 nChanged 9 SP:Iteration 25Q (2382.593109 sec): 3 clusters Score: Raw -809359.270777 + Penalty 1728.441340 = -807630.829437 nChanged 12 SP:Iteration 26Q (2382.662423 sec): 3 clusters Score: Raw -809364.768577 + Penalty 1728.441340 = -807636.327237 nChanged 8 SP:Iteration 27Q (2382.707992 sec): 3 clusters Score: Raw -809370.239070 + Penalty 1728.441340 = -807641.797730 nChanged 6 SP:Iteration 28Q (2382.765622 sec): 3 clusters Score: Raw -809373.942817 + Penalty 1728.441340 = -807645.501477 nChanged 5 SP:Iteration 29Q (2382.820896 sec): 3 clusters Score: Raw -809375.497063 + Penalty 1728.441340 = -807647.055723 nChanged 5 SP:Iteration 30Q (2382.886066 sec): 3 clusters Score: Raw -809377.822883 + Penalty 1728.441340 = -807649.381543 nChanged 2 SP:Iteration 31Q (2382.944445 sec): 3 clusters Score: Raw -809378.381428 + Penalty 1728.441340 = -807649.940088 nChanged 3 SP:Iteration 32Q (2383.001043 sec): 3 clusters Score: Raw -809379.553163 + Penalty 1728.441340 = -807651.111822 nChanged 5 SP:Iteration 33Q (2383.043740 sec): 3 clusters Score: Raw -809381.505152 + Penalty 1728.441340 = -807653.063812 nChanged 3 SP:Iteration 34Q (2383.098695 sec): 3 clusters Score: Raw -809382.525998 + Penalty 1728.441340 = -807654.084658 nChanged 1 SP:Iteration 35Q (2383.149489 sec): 3 clusters Score: Raw -809382.872986 + Penalty 1728.441340 = -807654.431645 nChanged 1 SP:Iteration 36Q (2383.204348 sec): 3 clusters Score: Raw -809383.302697 + Penalty 1728.441340 = -807654.861357 nChanged 2 SP:Iteration 37Q (2383.266571 sec): 3 clusters Score: Raw -809384.237978 + Penalty 1728.441340 = -807655.796638 nChanged 2 SP:Iteration 38Q (2383.321699 sec): 3 clusters Score: Raw -809385.535331 + Penalty 1728.441340 = -807657.093990 nChanged 5 SP:Iteration 39Q (2383.381507 sec): 3 clusters Score: Raw -809388.653516 + Penalty 1728.441340 = -807660.212176 nChanged 4 SP:Iteration 40F (2383.435052 sec): 3 clusters Score: Raw -809391.211897 + Penalty 1728.441340 = -807662.770557 nChanged 4 SP:Iteration 41Q (2383.487388 sec): 3 clusters Score: Raw -809392.948444 + Penalty 1728.441340 = -807664.507104 nChanged 3 SP:Iteration 42Q (2383.528312 sec): 3 clusters Score: Raw -809393.785206 + Penalty 1728.441340 = -807665.343866 nChanged 2 SP:Iteration 43Q (2383.580646 sec): 3 clusters Score: Raw -809394.548553 + Penalty 1728.441340 = -807666.107213 nChanged 1 SP:Iteration 44Q (2383.642874 sec): 3 clusters Score: Raw -809394.785174 + Penalty 1728.441340 = -807666.343833 nChanged 0 SP:Iteration 45F (2383.691831 sec): 3 clusters Score: Raw -809394.785174 + Penalty 1728.441340 = -807666.343833 nChanged 0 Trying to split cluster 35 (151411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2383.881002 sec): 2 clusters Score: Raw -13517638.695426 + Penalty 1133.136561 = -13516505.558865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2384.126015 sec): 3 clusters Score: Raw -13416385.758724 + Penalty 2266.273122 = -13414119.485603 nChanged 73777 SP:Iteration 1F (2384.373325 sec): 3 clusters Score: Raw -13461608.332734 + Penalty 2266.273122 = -13459342.059613 nChanged 5959 SP:Iteration 2Q (2384.629540 sec): 3 clusters Score: Raw -13463660.591330 + Penalty 2266.273122 = -13461394.318208 nChanged 6503 SP:Iteration 3Q (2384.881771 sec): 3 clusters Score: Raw -13466539.004494 + Penalty 2266.273122 = -13464272.731372 nChanged 7390 SP:Iteration 4Q (2385.142412 sec): 3 clusters Score: Raw -13470578.570646 + Penalty 2266.273122 = -13468312.297524 nChanged 8319 SP:Iteration 5F (2385.383488 sec): 3 clusters Score: Raw -13475890.272057 + Penalty 2266.273122 = -13473623.998935 nChanged 8955 SP:Iteration 6F (2385.622342 sec): 3 clusters Score: Raw -13482080.973897 + Penalty 2266.273122 = -13479814.700775 nChanged 8852 SP:Iteration 7F (2385.865123 sec): 3 clusters Score: Raw -13488403.221892 + Penalty 2266.273122 = -13486136.948771 nChanged 8040 SP:Iteration 8F (2386.094899 sec): 3 clusters Score: Raw -13493924.880791 + Penalty 2266.273122 = -13491658.607669 nChanged 6952 SP:Iteration 9Q (2386.359897 sec): 3 clusters Score: Raw -13498421.897402 + Penalty 2266.273122 = -13496155.624280 nChanged 5778 SP:Iteration 10Q (2386.611113 sec): 3 clusters Score: Raw -13502086.804779 + Penalty 2266.273122 = -13499820.531658 nChanged 4920 SP:Iteration 11Q (2386.858440 sec): 3 clusters Score: Raw -13505263.965838 + Penalty 2266.273122 = -13502997.692717 nChanged 4176 SP:Iteration 12Q (2387.090929 sec): 3 clusters Score: Raw -13507923.352542 + Penalty 2266.273122 = -13505657.079420 nChanged 3599 SP:Iteration 13Q (2387.332875 sec): 3 clusters Score: Raw -13510206.825146 + Penalty 2266.273122 = -13507940.552024 nChanged 3061 SP:Iteration 14Q (2387.561166 sec): 3 clusters Score: Raw -13512165.087613 + Penalty 2266.273122 = -13509898.814492 nChanged 2503 SP:Iteration 15Q (2387.789283 sec): 3 clusters Score: Raw -13513717.602293 + Penalty 2266.273122 = -13511451.329171 nChanged 2002 SP:Iteration 16Q (2388.011881 sec): 3 clusters Score: Raw -13514915.395376 + Penalty 2266.273122 = -13512649.122254 nChanged 1530 SP:Iteration 17Q (2388.223004 sec): 3 clusters Score: Raw -13515805.569479 + Penalty 2266.273122 = -13513539.296357 nChanged 1218 SP:Iteration 18Q (2388.439045 sec): 3 clusters Score: Raw -13516514.679862 + Penalty 2266.273122 = -13514248.406740 nChanged 902 SP:Iteration 19Q (2388.667505 sec): 3 clusters Score: Raw -13517013.329935 + Penalty 2266.273122 = -13514747.056813 nChanged 662 SP:Iteration 20F (2388.896004 sec): 3 clusters Score: Raw -13517341.007019 + Penalty 2266.273122 = -13515074.733897 nChanged 455 SP:Iteration 21Q (2389.115703 sec): 3 clusters Score: Raw -13517527.859249 + Penalty 2266.273122 = -13515261.586128 nChanged 336 SP:Iteration 22Q (2389.334244 sec): 3 clusters Score: Raw -13517654.619192 + Penalty 2266.273122 = -13515388.346070 nChanged 252 SP:Iteration 23Q (2389.547058 sec): 3 clusters Score: Raw -13517742.361593 + Penalty 2266.273122 = -13515476.088471 nChanged 197 SP:Iteration 24Q (2389.760518 sec): 3 clusters Score: Raw -13517803.900700 + Penalty 2266.273122 = -13515537.627578 nChanged 133 SP:Iteration 25Q (2389.959249 sec): 3 clusters Score: Raw -13517845.183272 + Penalty 2266.273122 = -13515578.910151 nChanged 111 SP:Iteration 26Q (2390.175825 sec): 3 clusters Score: Raw -13517877.860392 + Penalty 2266.273122 = -13515611.587271 nChanged 97 SP:Iteration 27Q (2390.375977 sec): 3 clusters Score: Raw -13517901.000032 + Penalty 2266.273122 = -13515634.726910 nChanged 71 SP:Iteration 28Q (2390.558683 sec): 3 clusters Score: Raw -13517918.205774 + Penalty 2266.273122 = -13515651.932652 nChanged 42 SP:Iteration 29Q (2390.738688 sec): 3 clusters Score: Raw -13517927.359024 + Penalty 2266.273122 = -13515661.085902 nChanged 40 SP:Iteration 30Q (2390.917971 sec): 3 clusters Score: Raw -13517935.643860 + Penalty 2266.273122 = -13515669.370738 nChanged 26 SP:Iteration 31Q (2391.120502 sec): 3 clusters Score: Raw -13517939.721125 + Penalty 2266.273122 = -13515673.448003 nChanged 21 SP:Iteration 32Q (2391.345329 sec): 3 clusters Score: Raw -13517945.806472 + Penalty 2266.273122 = -13515679.533350 nChanged 24 SP:Iteration 33Q (2391.553968 sec): 3 clusters Score: Raw -13517951.502853 + Penalty 2266.273122 = -13515685.229731 nChanged 17 SP:Iteration 34Q (2391.768066 sec): 3 clusters Score: Raw -13517954.767851 + Penalty 2266.273122 = -13515688.494729 nChanged 13 SP:Iteration 35Q (2391.982308 sec): 3 clusters Score: Raw -13517956.851627 + Penalty 2266.273122 = -13515690.578505 nChanged 15 SP:Iteration 36Q (2392.202728 sec): 3 clusters Score: Raw -13517959.046374 + Penalty 2266.273122 = -13515692.773252 nChanged 13 SP:Iteration 37Q (2392.427581 sec): 3 clusters Score: Raw -13517961.224302 + Penalty 2266.273122 = -13515694.951181 nChanged 13 SP:Iteration 38Q (2392.633758 sec): 3 clusters Score: Raw -13517963.702683 + Penalty 2266.273122 = -13515697.429561 nChanged 16 SP:Iteration 39Q (2392.831652 sec): 3 clusters Score: Raw -13517965.739955 + Penalty 2266.273122 = -13515699.466833 nChanged 7 SP:Iteration 40F (2393.059083 sec): 3 clusters Score: Raw -13517966.712962 + Penalty 2266.273122 = -13515700.439840 nChanged 7 SP:Iteration 41Q (2393.259426 sec): 3 clusters Score: Raw -13517967.442137 + Penalty 2266.273122 = -13515701.169015 nChanged 5 SP:Iteration 42Q (2393.467148 sec): 3 clusters Score: Raw -13517968.141375 + Penalty 2266.273122 = -13515701.868254 nChanged 6 SP:Iteration 43Q (2393.672921 sec): 3 clusters Score: Raw -13517969.229522 + Penalty 2266.273122 = -13515702.956400 nChanged 8 SP:Iteration 44Q (2393.848196 sec): 3 clusters Score: Raw -13517970.771863 + Penalty 2266.273122 = -13515704.498741 nChanged 9 SP:Iteration 45Q (2394.055081 sec): 3 clusters Score: Raw -13517971.815049 + Penalty 2266.273122 = -13515705.541927 nChanged 4 SP:Iteration 46Q (2394.231445 sec): 3 clusters Score: Raw -13517972.455771 + Penalty 2266.273122 = -13515706.182649 nChanged 6 SP:Iteration 47Q (2394.440350 sec): 3 clusters Score: Raw -13517973.238386 + Penalty 2266.273122 = -13515706.965264 nChanged 4 SP:Iteration 48Q (2394.661595 sec): 3 clusters Score: Raw -13517973.724736 + Penalty 2266.273122 = -13515707.451615 nChanged 2 SP:Iteration 49Q (2394.892759 sec): 3 clusters Score: Raw -13517974.204529 + Penalty 2266.273122 = -13515707.931408 nChanged 1 SP:Iteration 50Q (2395.110619 sec): 3 clusters Score: Raw -13517974.390320 + Penalty 2266.273122 = -13515708.117198 nChanged 0 SP:Iteration 51F (2395.350752 sec): 3 clusters Score: Raw -13517974.390320 + Penalty 2266.273122 = -13515708.117198 nChanged 0 Trying to split cluster 36 (2377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.390724 sec): 2 clusters Score: Raw -215774.300037 + Penalty 738.491474 = -215035.808563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.440039 sec): 3 clusters Score: Raw -214613.716964 + Penalty 1476.982949 = -213136.734015 nChanged 938 SP:Iteration 1F (2395.487862 sec): 3 clusters Score: Raw -215144.595637 + Penalty 1476.982949 = -213667.612688 nChanged 148 SP:Iteration 2F (2395.535722 sec): 3 clusters Score: Raw -215229.094723 + Penalty 1476.982949 = -213752.111774 nChanged 109 SP:Iteration 3Q (2395.574928 sec): 3 clusters Score: Raw -215296.464940 + Penalty 1476.982949 = -213819.481991 nChanged 97 SP:Iteration 4Q (2395.618925 sec): 3 clusters Score: Raw -215363.975607 + Penalty 1476.982949 = -213886.992659 nChanged 93 SP:Iteration 5Q (2395.680301 sec): 3 clusters Score: Raw -215428.908629 + Penalty 1476.982949 = -213951.925680 nChanged 86 SP:Iteration 6Q (2395.726650 sec): 3 clusters Score: Raw -215492.983764 + Penalty 1476.982949 = -214016.000815 nChanged 63 SP:Iteration 7Q (2395.779958 sec): 3 clusters Score: Raw -215544.277722 + Penalty 1476.982949 = -214067.294773 nChanged 56 SP:Iteration 8Q (2395.828493 sec): 3 clusters Score: Raw -215577.658648 + Penalty 1476.982949 = -214100.675699 nChanged 56 SP:Iteration 9Q (2395.877368 sec): 3 clusters Score: Raw -215610.849491 + Penalty 1476.982949 = -214133.866542 nChanged 49 SP:Iteration 10Q (2395.927236 sec): 3 clusters Score: Raw -215644.828994 + Penalty 1476.982949 = -214167.846045 nChanged 47 SP:Iteration 11Q (2395.958989 sec): 3 clusters Score: Raw -215669.444253 + Penalty 1476.982949 = -214192.461304 nChanged 31 SP:Iteration 12Q (2395.995005 sec): 3 clusters Score: Raw -215683.540974 + Penalty 1476.982949 = -214206.558025 nChanged 32 SP:Iteration 13Q (2396.042796 sec): 3 clusters Score: Raw -215695.907243 + Penalty 1476.982949 = -214218.924294 nChanged 22 SP:Iteration 14Q (2396.083539 sec): 3 clusters Score: Raw -215704.334755 + Penalty 1476.982949 = -214227.351806 nChanged 14 SP:Iteration 15Q (2396.123597 sec): 3 clusters Score: Raw -215711.899373 + Penalty 1476.982949 = -214234.916424 nChanged 16 SP:Iteration 16Q (2396.175498 sec): 3 clusters Score: Raw -215719.097127 + Penalty 1476.982949 = -214242.114179 nChanged 12 SP:Iteration 17Q (2396.221167 sec): 3 clusters Score: Raw -215723.445010 + Penalty 1476.982949 = -214246.462061 nChanged 9 SP:Iteration 18Q (2396.259052 sec): 3 clusters Score: Raw -215726.698655 + Penalty 1476.982949 = -214249.715706 nChanged 5 SP:Iteration 19Q (2396.303573 sec): 3 clusters Score: Raw -215728.622534 + Penalty 1476.982949 = -214251.639585 nChanged 6 SP:Iteration 20F (2396.355285 sec): 3 clusters Score: Raw -215730.975813 + Penalty 1476.982949 = -214253.992865 nChanged 7 SP:Iteration 21Q (2396.400655 sec): 3 clusters Score: Raw -215735.212224 + Penalty 1476.982949 = -214258.229276 nChanged 7 SP:Iteration 22Q (2396.448307 sec): 3 clusters Score: Raw -215738.452321 + Penalty 1476.982949 = -214261.469372 nChanged 16 SP:Iteration 23Q (2396.494521 sec): 3 clusters Score: Raw -215744.396212 + Penalty 1476.982949 = -214267.413263 nChanged 18 SP:Iteration 24Q (2396.533408 sec): 3 clusters Score: Raw -215750.344842 + Penalty 1476.982949 = -214273.361893 nChanged 17 SP:Iteration 25Q (2396.591668 sec): 3 clusters Score: Raw -215756.158706 + Penalty 1476.982949 = -214279.175757 nChanged 14 SP:Iteration 26Q (2396.631361 sec): 3 clusters Score: Raw -215760.050162 + Penalty 1476.982949 = -214283.067213 nChanged 11 SP:Iteration 27Q (2396.678522 sec): 3 clusters Score: Raw -215763.994325 + Penalty 1476.982949 = -214287.011376 nChanged 8 SP:Iteration 28Q (2396.739326 sec): 3 clusters Score: Raw -215766.087974 + Penalty 1476.982949 = -214289.105025 nChanged 10 SP:Iteration 29Q (2396.787294 sec): 3 clusters Score: Raw -215770.644329 + Penalty 1476.982949 = -214293.661381 nChanged 11 SP:Iteration 30Q (2396.835643 sec): 3 clusters Score: Raw -215776.391218 + Penalty 1476.982949 = -214299.408269 nChanged 13 SP:Iteration 31Q (2396.884572 sec): 3 clusters Score: Raw -215780.745628 + Penalty 1476.982949 = -214303.762679 nChanged 9 SP:Iteration 32Q (2396.922860 sec): 3 clusters Score: Raw -215784.253487 + Penalty 1476.982949 = -214307.270538 nChanged 7 SP:Iteration 33Q (2396.965971 sec): 3 clusters Score: Raw -215785.839117 + Penalty 1476.982949 = -214308.856168 nChanged 6 SP:Iteration 34Q (2397.013749 sec): 3 clusters Score: Raw -215787.935391 + Penalty 1476.982949 = -214310.952442 nChanged 6 SP:Iteration 35Q (2397.059843 sec): 3 clusters Score: Raw -215789.547144 + Penalty 1476.982949 = -214312.564195 nChanged 4 SP:Iteration 36Q (2397.106157 sec): 3 clusters Score: Raw -215790.996747 + Penalty 1476.982949 = -214314.013798 nChanged 3 SP:Iteration 37Q (2397.162709 sec): 3 clusters Score: Raw -215793.168056 + Penalty 1476.982949 = -214316.185107 nChanged 7 SP:Iteration 38Q (2397.215737 sec): 3 clusters Score: Raw -215796.996981 + Penalty 1476.982949 = -214320.014032 nChanged 8 SP:Iteration 39Q (2397.258970 sec): 3 clusters Score: Raw -215800.540851 + Penalty 1476.982949 = -214323.557902 nChanged 12 SP:Iteration 40F (2397.288478 sec): 3 clusters Score: Raw -215804.386214 + Penalty 1476.982949 = -214327.403265 nChanged 6 SP:Iteration 41Q (2397.322062 sec): 3 clusters Score: Raw -215806.044704 + Penalty 1476.982949 = -214329.061755 nChanged 0 SP:Iteration 42F (2397.378320 sec): 3 clusters Score: Raw -215806.044704 + Penalty 1476.982949 = -214329.061755 nChanged 0 Iteration 299Q (2402.127136 sec): 37 clusters Score: Raw -45231171.070926 + Penalty 45091.929260 = -45186079.141666 nChanged 67 Iteration 300F (2411.239589 sec): 37 clusters Score: Raw -45231174.491230 + Penalty 45091.929260 = -45186082.561970 nChanged 62 Iteration 301Q (2415.661510 sec): 37 clusters Score: Raw -45231177.151259 + Penalty 45091.929260 = -45186085.221998 nChanged 69 Iteration 302Q (2420.108412 sec): 37 clusters Score: Raw -45231180.653321 + Penalty 45091.929260 = -45186088.724060 nChanged 72 Iteration 303Q (2424.639917 sec): 37 clusters Score: Raw -45231183.811720 + Penalty 45091.929260 = -45186091.882459 nChanged 81 Iteration 304Q (2429.174717 sec): 37 clusters Score: Raw -45231186.843476 + Penalty 45091.929260 = -45186094.914215 nChanged 90 Iteration 305Q (2433.621564 sec): 37 clusters Score: Raw -45231189.789561 + Penalty 45091.929260 = -45186097.860300 nChanged 80 Iteration 306Q (2437.903851 sec): 37 clusters Score: Raw -45231192.301730 + Penalty 45091.929260 = -45186100.372470 nChanged 87 Iteration 307Q (2442.199573 sec): 37 clusters Score: Raw -45231194.958344 + Penalty 45091.929260 = -45186103.029083 nChanged 86 Iteration 308Q (2446.601956 sec): 37 clusters Score: Raw -45231197.153514 + Penalty 45091.929260 = -45186105.224254 nChanged 82 Iteration 309Q (2451.057804 sec): 37 clusters Score: Raw -45231199.083602 + Penalty 45091.929260 = -45186107.154341 nChanged 70 Iteration 310Q (2455.405278 sec): 37 clusters Score: Raw -45231200.934885 + Penalty 45091.929260 = -45186109.005624 nChanged 66 Iteration 311Q (2459.801679 sec): 37 clusters Score: Raw -45231203.257957 + Penalty 45091.929260 = -45186111.328697 nChanged 84 Iteration 312Q (2464.287408 sec): 37 clusters Score: Raw -45231206.769072 + Penalty 45091.929260 = -45186114.839812 nChanged 95 Iteration 313Q (2468.827039 sec): 37 clusters Score: Raw -45231211.324201 + Penalty 45091.929260 = -45186119.394941 nChanged 105 Iteration 314Q (2473.276864 sec): 37 clusters Score: Raw -45231217.557902 + Penalty 45091.929260 = -45186125.628642 nChanged 92 Iteration 315Q (2477.856755 sec): 37 clusters Score: Raw -45231222.015079 + Penalty 45091.929260 = -45186130.085819 nChanged 68 Iteration 316Q (2482.439718 sec): 37 clusters Score: Raw -45231224.786855 + Penalty 45091.929260 = -45186132.857595 nChanged 80 Iteration 317Q (2486.881887 sec): 37 clusters Score: Raw -45231227.980191 + Penalty 45091.929260 = -45186136.050931 nChanged 55 Iteration 318Q (2491.455263 sec): 37 clusters Score: Raw -45231230.037211 + Penalty 45091.929260 = -45186138.107951 nChanged 47 Iteration 319Q (2495.879116 sec): 37 clusters Score: Raw -45231232.360485 + Penalty 45091.929260 = -45186140.431225 nChanged 61 Iteration 320F (2504.965612 sec): 37 clusters Score: Raw -45231234.946762 + Penalty 45091.929260 = -45186143.017502 nChanged 56 Iteration 321Q (2509.090827 sec): 37 clusters Score: Raw -45231237.532755 + Penalty 45091.929260 = -45186145.603495 nChanged 50 Iteration 322Q (2513.364382 sec): 37 clusters Score: Raw -45231239.972038 + Penalty 45091.929260 = -45186148.042778 nChanged 52 Iteration 323Q (2517.815698 sec): 37 clusters Score: Raw -45231242.512715 + Penalty 45091.929260 = -45186150.583455 nChanged 59 Iteration 324Q (2522.102133 sec): 37 clusters Score: Raw -45231245.354390 + Penalty 45091.929260 = -45186153.425129 nChanged 49 Iteration 325Q (2526.386211 sec): 37 clusters Score: Raw -45231248.384292 + Penalty 45091.929260 = -45186156.455031 nChanged 44 Iteration 326Q (2530.770849 sec): 37 clusters Score: Raw -45231251.035269 + Penalty 45091.929260 = -45186159.106009 nChanged 46 Iteration 327Q (2535.232335 sec): 37 clusters Score: Raw -45231253.004984 + Penalty 45091.929260 = -45186161.075724 nChanged 40 Iteration 328Q (2539.762528 sec): 37 clusters Score: Raw -45231254.505636 + Penalty 45091.929260 = -45186162.576376 nChanged 39 Iteration 329Q (2544.138200 sec): 37 clusters Score: Raw -45231255.813827 + Penalty 45091.929260 = -45186163.884567 nChanged 41 Iteration 330Q (2548.325637 sec): 37 clusters Score: Raw -45231256.957256 + Penalty 45091.929260 = -45186165.027996 nChanged 38 Iteration 331Q (2552.763915 sec): 37 clusters Score: Raw -45231257.824825 + Penalty 45091.929260 = -45186165.895565 nChanged 30 Iteration 332Q (2557.216344 sec): 37 clusters Score: Raw -45231258.356314 + Penalty 45091.929260 = -45186166.427053 nChanged 24 Iteration 333Q (2561.581723 sec): 37 clusters Score: Raw -45231258.737773 + Penalty 45091.929260 = -45186166.808512 nChanged 27 Iteration 334Q (2565.896956 sec): 37 clusters Score: Raw -45231259.234991 + Penalty 45091.929260 = -45186167.305731 nChanged 24 Iteration 335Q (2570.340178 sec): 37 clusters Score: Raw -45231259.608043 + Penalty 45091.929260 = -45186167.678782 nChanged 29 Iteration 336Q (2574.701736 sec): 37 clusters Score: Raw -45231260.141701 + Penalty 45091.929260 = -45186168.212441 nChanged 35 Iteration 337Q (2579.223780 sec): 37 clusters Score: Raw -45231260.795783 + Penalty 45091.929260 = -45186168.866522 nChanged 32 Iteration 338Q (2583.624468 sec): 37 clusters Score: Raw -45231261.462124 + Penalty 45091.929260 = -45186169.532863 nChanged 32 Writing temp clu file Because OldScore, -45186168.866522, is greater than current (better) Score,-45186169.532863 Compute initial score before splitting: Score: Raw -45231261.462124 + Penalty 45091.929260 = -45186169.532863 Trying to split cluster 1 (1234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2583.801187 sec): 2 clusters Score: Raw -105474.185975 + Penalty 676.211539 = -104797.974435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2583.850098 sec): 3 clusters Score: Raw -104959.460093 + Penalty 1352.423079 = -103607.037014 nChanged 447 SP:Iteration 1F (2583.896834 sec): 3 clusters Score: Raw -105206.844980 + Penalty 1352.423079 = -103854.421901 nChanged 90 SP:Iteration 2F (2583.940158 sec): 3 clusters Score: Raw -105281.503463 + Penalty 1352.423079 = -103929.080385 nChanged 76 SP:Iteration 3F (2583.991255 sec): 3 clusters Score: Raw -105356.658651 + Penalty 1352.423079 = -104004.235572 nChanged 65 SP:Iteration 4F (2584.036237 sec): 3 clusters Score: Raw -105419.434240 + Penalty 1352.423079 = -104067.011161 nChanged 72 SP:Iteration 5F (2584.090182 sec): 3 clusters Score: Raw -105499.355729 + Penalty 1352.423079 = -104146.932650 nChanged 69 SP:Iteration 6F (2584.128471 sec): 3 clusters Score: Raw -105563.579628 + Penalty 1352.423079 = -104211.156550 nChanged 48 SP:Iteration 7Q (2584.177279 sec): 3 clusters Score: Raw -105603.016993 + Penalty 1352.423079 = -104250.593914 nChanged 33 SP:Iteration 8Q (2584.224668 sec): 3 clusters Score: Raw -105628.394538 + Penalty 1352.423079 = -104275.971459 nChanged 23 SP:Iteration 9Q (2584.268137 sec): 3 clusters Score: Raw -105651.362346 + Penalty 1352.423079 = -104298.939267 nChanged 18 SP:Iteration 10Q (2584.310836 sec): 3 clusters Score: Raw -105663.275882 + Penalty 1352.423079 = -104310.852803 nChanged 9 SP:Iteration 11Q (2584.358814 sec): 3 clusters Score: Raw -105668.009440 + Penalty 1352.423079 = -104315.586361 nChanged 3 SP:Iteration 12Q (2584.403540 sec): 3 clusters Score: Raw -105669.657719 + Penalty 1352.423079 = -104317.234640 nChanged 2 SP:Iteration 13Q (2584.456032 sec): 3 clusters Score: Raw -105670.200472 + Penalty 1352.423079 = -104317.777393 nChanged 1 SP:Iteration 14Q (2584.505181 sec): 3 clusters Score: Raw -105670.627718 + Penalty 1352.423079 = -104318.204639 nChanged 1 SP:Iteration 15Q (2584.545094 sec): 3 clusters Score: Raw -105671.015617 + Penalty 1352.423079 = -104318.592538 nChanged 1 SP:Iteration 16Q (2584.588756 sec): 3 clusters Score: Raw -105671.782809 + Penalty 1352.423079 = -104319.359730 nChanged 0 SP:Iteration 17F (2584.629482 sec): 3 clusters Score: Raw -105671.782809 + Penalty 1352.423079 = -104319.359730 nChanged 0 Trying to split cluster 2 (3302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2584.662865 sec): 2 clusters Score: Raw -277370.849675 + Penalty 769.716944 = -276601.132731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2584.714246 sec): 3 clusters Score: Raw -275578.254469 + Penalty 1539.433889 = -274038.820580 nChanged 1366 SP:Iteration 1F (2584.752923 sec): 3 clusters Score: Raw -276342.970995 + Penalty 1539.433889 = -274803.537106 nChanged 270 SP:Iteration 2F (2584.802689 sec): 3 clusters Score: Raw -276521.707717 + Penalty 1539.433889 = -274982.273828 nChanged 237 SP:Iteration 3F (2584.862391 sec): 3 clusters Score: Raw -276679.222218 + Penalty 1539.433889 = -275139.788329 nChanged 198 SP:Iteration 4F (2584.899590 sec): 3 clusters Score: Raw -276806.132333 + Penalty 1539.433889 = -275266.698445 nChanged 173 SP:Iteration 5F (2584.907944 sec): 3 clusters Score: Raw -276904.882574 + Penalty 1539.433889 = -275365.448685 nChanged 149 SP:Iteration 6Q (2584.920294 sec): 3 clusters Score: Raw -277007.749177 + Penalty 1539.433889 = -275468.315288 nChanged 152 SP:Iteration 7Q (2584.932557 sec): 3 clusters Score: Raw -277129.598733 + Penalty 1539.433889 = -275590.164844 nChanged 150 SP:Iteration 8Q (2584.947505 sec): 3 clusters Score: Raw -277241.650907 + Penalty 1539.433889 = -275702.217018 nChanged 114 SP:Iteration 9Q (2584.959698 sec): 3 clusters Score: Raw -277334.055717 + Penalty 1539.433889 = -275794.621828 nChanged 98 SP:Iteration 10Q (2584.971863 sec): 3 clusters Score: Raw -277400.199715 + Penalty 1539.433889 = -275860.765826 nChanged 80 SP:Iteration 11Q (2584.983862 sec): 3 clusters Score: Raw -277453.801428 + Penalty 1539.433889 = -275914.367539 nChanged 65 SP:Iteration 12Q (2584.995863 sec): 3 clusters Score: Raw -277495.848869 + Penalty 1539.433889 = -275956.414980 nChanged 50 SP:Iteration 13Q (2585.007896 sec): 3 clusters Score: Raw -277524.192116 + Penalty 1539.433889 = -275984.758228 nChanged 43 SP:Iteration 14Q (2585.019752 sec): 3 clusters Score: Raw -277548.595310 + Penalty 1539.433889 = -276009.161422 nChanged 29 SP:Iteration 15Q (2585.052759 sec): 3 clusters Score: Raw -277561.313335 + Penalty 1539.433889 = -276021.879446 nChanged 14 SP:Iteration 16Q (2585.107846 sec): 3 clusters Score: Raw -277565.824857 + Penalty 1539.433889 = -276026.390968 nChanged 9 SP:Iteration 17Q (2585.150567 sec): 3 clusters Score: Raw -277568.657951 + Penalty 1539.433889 = -276029.224062 nChanged 2 SP:Iteration 18Q (2585.193241 sec): 3 clusters Score: Raw -277569.165016 + Penalty 1539.433889 = -276029.731127 nChanged 2 SP:Iteration 19Q (2585.248376 sec): 3 clusters Score: Raw -277569.388561 + Penalty 1539.433889 = -276029.954672 nChanged 0 SP:Iteration 20F (2585.288570 sec): 3 clusters Score: Raw -277569.388561 + Penalty 1539.433889 = -276029.954672 nChanged 0 Trying to split cluster 3 (36788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2585.358885 sec): 2 clusters Score: Raw -3272926.232888 + Penalty 998.728063 = -3271927.504824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2585.449512 sec): 3 clusters Score: Raw -3249363.674775 + Penalty 1997.456127 = -3247366.218648 nChanged 17339 SP:Iteration 1F (2585.541853 sec): 3 clusters Score: Raw -3259292.384928 + Penalty 1997.456127 = -3257294.928801 nChanged 1468 SP:Iteration 2Q (2585.634521 sec): 3 clusters Score: Raw -3259734.870144 + Penalty 1997.456127 = -3257737.414017 nChanged 1537 SP:Iteration 3Q (2585.727353 sec): 3 clusters Score: Raw -3260272.254021 + Penalty 1997.456127 = -3258274.797894 nChanged 1618 SP:Iteration 4Q (2585.812395 sec): 3 clusters Score: Raw -3260993.181503 + Penalty 1997.456127 = -3258995.725376 nChanged 1812 SP:Iteration 5Q (2585.907033 sec): 3 clusters Score: Raw -3262069.877101 + Penalty 1997.456127 = -3260072.420974 nChanged 2200 SP:Iteration 6F (2585.991692 sec): 3 clusters Score: Raw -3263747.051330 + Penalty 1997.456127 = -3261749.595203 nChanged 2425 SP:Iteration 7F (2586.088576 sec): 3 clusters Score: Raw -3265708.726155 + Penalty 1997.456127 = -3263711.270028 nChanged 2195 SP:Iteration 8F (2586.179024 sec): 3 clusters Score: Raw -3267135.956684 + Penalty 1997.456127 = -3265138.500557 nChanged 1508 SP:Iteration 9Q (2586.273200 sec): 3 clusters Score: Raw -3267743.354837 + Penalty 1997.456127 = -3265745.898710 nChanged 934 SP:Iteration 10Q (2586.359167 sec): 3 clusters Score: Raw -3268043.521915 + Penalty 1997.456127 = -3266046.065788 nChanged 672 SP:Iteration 11Q (2586.453465 sec): 3 clusters Score: Raw -3268263.382137 + Penalty 1997.456127 = -3266265.926010 nChanged 580 SP:Iteration 12Q (2586.537006 sec): 3 clusters Score: Raw -3268458.282747 + Penalty 1997.456127 = -3266460.826620 nChanged 577 SP:Iteration 13Q (2586.634867 sec): 3 clusters Score: Raw -3268656.438035 + Penalty 1997.456127 = -3266658.981908 nChanged 560 SP:Iteration 14Q (2586.724018 sec): 3 clusters Score: Raw -3268836.107162 + Penalty 1997.456127 = -3266838.651035 nChanged 526 SP:Iteration 15Q (2586.820194 sec): 3 clusters Score: Raw -3269003.701672 + Penalty 1997.456127 = -3267006.245546 nChanged 529 SP:Iteration 16Q (2586.919171 sec): 3 clusters Score: Raw -3269178.764789 + Penalty 1997.456127 = -3267181.308663 nChanged 541 SP:Iteration 17Q (2587.013698 sec): 3 clusters Score: Raw -3269363.005787 + Penalty 1997.456127 = -3267365.549660 nChanged 508 SP:Iteration 18Q (2587.102995 sec): 3 clusters Score: Raw -3269508.960658 + Penalty 1997.456127 = -3267511.504531 nChanged 503 SP:Iteration 19Q (2587.195022 sec): 3 clusters Score: Raw -3269671.033677 + Penalty 1997.456127 = -3267673.577550 nChanged 542 SP:Iteration 20F (2587.284867 sec): 3 clusters Score: Raw -3269858.345542 + Penalty 1997.456127 = -3267860.889415 nChanged 534 SP:Iteration 21Q (2587.372177 sec): 3 clusters Score: Raw -3270032.643604 + Penalty 1997.456127 = -3268035.187477 nChanged 509 SP:Iteration 22Q (2587.464779 sec): 3 clusters Score: Raw -3270179.794513 + Penalty 1997.456127 = -3268182.338386 nChanged 467 SP:Iteration 23Q (2587.539488 sec): 3 clusters Score: Raw -3270323.160023 + Penalty 1997.456127 = -3268325.703896 nChanged 477 SP:Iteration 24Q (2587.638132 sec): 3 clusters Score: Raw -3270469.920143 + Penalty 1997.456127 = -3268472.464016 nChanged 448 SP:Iteration 25Q (2587.723115 sec): 3 clusters Score: Raw -3270604.776966 + Penalty 1997.456127 = -3268607.320839 nChanged 423 SP:Iteration 26Q (2587.823907 sec): 3 clusters Score: Raw -3270729.796991 + Penalty 1997.456127 = -3268732.340864 nChanged 427 SP:Iteration 27Q (2587.927384 sec): 3 clusters Score: Raw -3270861.238234 + Penalty 1997.456127 = -3268863.782107 nChanged 444 SP:Iteration 28Q (2588.013782 sec): 3 clusters Score: Raw -3271004.998161 + Penalty 1997.456127 = -3269007.542034 nChanged 415 SP:Iteration 29Q (2588.090230 sec): 3 clusters Score: Raw -3271122.749116 + Penalty 1997.456127 = -3269125.292990 nChanged 393 SP:Iteration 30Q (2588.175913 sec): 3 clusters Score: Raw -3271228.775698 + Penalty 1997.456127 = -3269231.319571 nChanged 387 SP:Iteration 31Q (2588.252780 sec): 3 clusters Score: Raw -3271322.713881 + Penalty 1997.456127 = -3269325.257754 nChanged 355 SP:Iteration 32Q (2588.333454 sec): 3 clusters Score: Raw -3271407.837083 + Penalty 1997.456127 = -3269410.380956 nChanged 344 SP:Iteration 33Q (2588.418312 sec): 3 clusters Score: Raw -3271484.741236 + Penalty 1997.456127 = -3269487.285109 nChanged 305 SP:Iteration 34Q (2588.510308 sec): 3 clusters Score: Raw -3271545.910367 + Penalty 1997.456127 = -3269548.454240 nChanged 255 SP:Iteration 35Q (2588.594089 sec): 3 clusters Score: Raw -3271595.666136 + Penalty 1997.456127 = -3269598.210009 nChanged 231 SP:Iteration 36Q (2588.670847 sec): 3 clusters Score: Raw -3271634.032767 + Penalty 1997.456127 = -3269636.576640 nChanged 192 SP:Iteration 37Q (2588.762880 sec): 3 clusters Score: Raw -3271660.919055 + Penalty 1997.456127 = -3269663.462928 nChanged 187 SP:Iteration 38Q (2588.856383 sec): 3 clusters Score: Raw -3271683.923182 + Penalty 1997.456127 = -3269686.467055 nChanged 157 SP:Iteration 39Q (2588.946736 sec): 3 clusters Score: Raw -3271701.299112 + Penalty 1997.456127 = -3269703.842985 nChanged 142 SP:Iteration 40F (2589.041723 sec): 3 clusters Score: Raw -3271718.472730 + Penalty 1997.456127 = -3269721.016603 nChanged 131 SP:Iteration 41Q (2589.134606 sec): 3 clusters Score: Raw -3271729.963122 + Penalty 1997.456127 = -3269732.506995 nChanged 98 SP:Iteration 42Q (2589.224284 sec): 3 clusters Score: Raw -3271737.898097 + Penalty 1997.456127 = -3269740.441970 nChanged 83 SP:Iteration 43Q (2589.315990 sec): 3 clusters Score: Raw -3271744.538052 + Penalty 1997.456127 = -3269747.081925 nChanged 75 SP:Iteration 44Q (2589.401078 sec): 3 clusters Score: Raw -3271748.567262 + Penalty 1997.456127 = -3269751.111135 nChanged 64 SP:Iteration 45Q (2589.486411 sec): 3 clusters Score: Raw -3271751.976572 + Penalty 1997.456127 = -3269754.520445 nChanged 52 SP:Iteration 46Q (2589.560844 sec): 3 clusters Score: Raw -3271755.290762 + Penalty 1997.456127 = -3269757.834635 nChanged 58 SP:Iteration 47Q (2589.658635 sec): 3 clusters Score: Raw -3271759.013241 + Penalty 1997.456127 = -3269761.557114 nChanged 63 SP:Iteration 48Q (2589.745887 sec): 3 clusters Score: Raw -3271763.419551 + Penalty 1997.456127 = -3269765.963424 nChanged 56 SP:Iteration 49Q (2589.823092 sec): 3 clusters Score: Raw -3271767.137436 + Penalty 1997.456127 = -3269769.681309 nChanged 55 SP:Iteration 50Q (2589.921532 sec): 3 clusters Score: Raw -3271769.991360 + Penalty 1997.456127 = -3269772.535233 nChanged 45 SP:Iteration 51Q (2590.009428 sec): 3 clusters Score: Raw -3271772.300414 + Penalty 1997.456127 = -3269774.844287 nChanged 55 SP:Iteration 52Q (2590.094748 sec): 3 clusters Score: Raw -3271775.111498 + Penalty 1997.456127 = -3269777.655371 nChanged 55 SP:Iteration 53Q (2590.192800 sec): 3 clusters Score: Raw -3271778.095108 + Penalty 1997.456127 = -3269780.638981 nChanged 53 SP:Iteration 54Q (2590.284056 sec): 3 clusters Score: Raw -3271780.395795 + Penalty 1997.456127 = -3269782.939668 nChanged 37 SP:Iteration 55Q (2590.372035 sec): 3 clusters Score: Raw -3271782.151610 + Penalty 1997.456127 = -3269784.695483 nChanged 41 SP:Iteration 56Q (2590.463807 sec): 3 clusters Score: Raw -3271784.236166 + Penalty 1997.456127 = -3269786.780039 nChanged 44 SP:Iteration 57Q (2590.557772 sec): 3 clusters Score: Raw -3271786.472732 + Penalty 1997.456127 = -3269789.016605 nChanged 49 SP:Iteration 58Q (2590.648914 sec): 3 clusters Score: Raw -3271788.980469 + Penalty 1997.456127 = -3269791.524343 nChanged 41 SP:Iteration 59Q (2590.735617 sec): 3 clusters Score: Raw -3271791.028280 + Penalty 1997.456127 = -3269793.572153 nChanged 47 SP:Iteration 60F (2590.832961 sec): 3 clusters Score: Raw -3271793.691150 + Penalty 1997.456127 = -3269796.235023 nChanged 45 SP:Iteration 61Q (2590.918527 sec): 3 clusters Score: Raw -3271795.674042 + Penalty 1997.456127 = -3269798.217915 nChanged 36 SP:Iteration 62Q (2591.009142 sec): 3 clusters Score: Raw -3271797.119328 + Penalty 1997.456127 = -3269799.663201 nChanged 30 SP:Iteration 63Q (2591.105703 sec): 3 clusters Score: Raw -3271798.646264 + Penalty 1997.456127 = -3269801.190137 nChanged 35 SP:Iteration 64Q (2591.192314 sec): 3 clusters Score: Raw -3271800.392124 + Penalty 1997.456127 = -3269802.935997 nChanged 34 SP:Iteration 65Q (2591.282194 sec): 3 clusters Score: Raw -3271802.132129 + Penalty 1997.456127 = -3269804.676002 nChanged 39 SP:Iteration 66Q (2591.381541 sec): 3 clusters Score: Raw -3271803.826895 + Penalty 1997.456127 = -3269806.370768 nChanged 34 SP:Iteration 67Q (2591.464076 sec): 3 clusters Score: Raw -3271805.220745 + Penalty 1997.456127 = -3269807.764619 nChanged 35 SP:Iteration 68Q (2591.551391 sec): 3 clusters Score: Raw -3271806.874682 + Penalty 1997.456127 = -3269809.418555 nChanged 31 SP:Iteration 69Q (2591.649225 sec): 3 clusters Score: Raw -3271808.649098 + Penalty 1997.456127 = -3269811.192971 nChanged 31 SP:Iteration 70Q (2591.738012 sec): 3 clusters Score: Raw -3271810.222127 + Penalty 1997.456127 = -3269812.766000 nChanged 31 SP:Iteration 71Q (2591.835869 sec): 3 clusters Score: Raw -3271811.886439 + Penalty 1997.456127 = -3269814.430312 nChanged 37 SP:Iteration 72Q (2591.926029 sec): 3 clusters Score: Raw -3271813.907037 + Penalty 1997.456127 = -3269816.450910 nChanged 45 SP:Iteration 73Q (2592.013547 sec): 3 clusters Score: Raw -3271815.959143 + Penalty 1997.456127 = -3269818.503016 nChanged 33 SP:Iteration 74Q (2592.103689 sec): 3 clusters Score: Raw -3271817.435196 + Penalty 1997.456127 = -3269819.979069 nChanged 36 SP:Iteration 75Q (2592.190705 sec): 3 clusters Score: Raw -3271819.260566 + Penalty 1997.456127 = -3269821.804439 nChanged 32 SP:Iteration 76Q (2592.284806 sec): 3 clusters Score: Raw -3271820.978963 + Penalty 1997.456127 = -3269823.522836 nChanged 30 SP:Iteration 77Q (2592.374516 sec): 3 clusters Score: Raw -3271822.274859 + Penalty 1997.456127 = -3269824.818732 nChanged 28 SP:Iteration 78Q (2592.464566 sec): 3 clusters Score: Raw -3271823.332147 + Penalty 1997.456127 = -3269825.876020 nChanged 22 SP:Iteration 79Q (2592.550969 sec): 3 clusters Score: Raw -3271824.040902 + Penalty 1997.456127 = -3269826.584775 nChanged 20 SP:Iteration 80F (2592.631663 sec): 3 clusters Score: Raw -3271824.700728 + Penalty 1997.456127 = -3269827.244601 nChanged 25 SP:Iteration 81Q (2592.731149 sec): 3 clusters Score: Raw -3271825.489248 + Penalty 1997.456127 = -3269828.033121 nChanged 21 SP:Iteration 82Q (2592.813596 sec): 3 clusters Score: Raw -3271826.174595 + Penalty 1997.456127 = -3269828.718468 nChanged 21 SP:Iteration 83Q (2592.904288 sec): 3 clusters Score: Raw -3271827.080183 + Penalty 1997.456127 = -3269829.624056 nChanged 23 SP:Iteration 84Q (2592.987982 sec): 3 clusters Score: Raw -3271827.918589 + Penalty 1997.456127 = -3269830.462462 nChanged 25 SP:Iteration 85Q (2593.083587 sec): 3 clusters Score: Raw -3271828.703916 + Penalty 1997.456127 = -3269831.247789 nChanged 18 SP:Iteration 86Q (2593.159535 sec): 3 clusters Score: Raw -3271829.318884 + Penalty 1997.456127 = -3269831.862757 nChanged 22 SP:Iteration 87Q (2593.243317 sec): 3 clusters Score: Raw -3271829.967473 + Penalty 1997.456127 = -3269832.511346 nChanged 23 SP:Iteration 88Q (2593.338557 sec): 3 clusters Score: Raw -3271830.561308 + Penalty 1997.456127 = -3269833.105181 nChanged 19 SP:Iteration 89Q (2593.423012 sec): 3 clusters Score: Raw -3271831.139757 + Penalty 1997.456127 = -3269833.683630 nChanged 20 SP:Iteration 90Q (2593.519627 sec): 3 clusters Score: Raw -3271831.695568 + Penalty 1997.456127 = -3269834.239441 nChanged 13 SP:Iteration 91Q (2593.601346 sec): 3 clusters Score: Raw -3271832.168355 + Penalty 1997.456127 = -3269834.712228 nChanged 13 SP:Iteration 92Q (2593.689894 sec): 3 clusters Score: Raw -3271832.475599 + Penalty 1997.456127 = -3269835.019472 nChanged 17 SP:Iteration 93Q (2593.771291 sec): 3 clusters Score: Raw -3271833.022397 + Penalty 1997.456127 = -3269835.566270 nChanged 16 SP:Iteration 94Q (2593.854055 sec): 3 clusters Score: Raw -3271833.526096 + Penalty 1997.456127 = -3269836.069969 nChanged 15 SP:Iteration 95Q (2593.940281 sec): 3 clusters Score: Raw -3271833.926167 + Penalty 1997.456127 = -3269836.470040 nChanged 8 SP:Iteration 96Q (2594.040762 sec): 3 clusters Score: Raw -3271834.156887 + Penalty 1997.456127 = -3269836.700760 nChanged 9 SP:Iteration 97Q (2594.130453 sec): 3 clusters Score: Raw -3271834.424517 + Penalty 1997.456127 = -3269836.968390 nChanged 13 SP:Iteration 98Q (2594.225164 sec): 3 clusters Score: Raw -3271834.911229 + Penalty 1997.456127 = -3269837.455102 nChanged 11 SP:Iteration 99Q (2594.317305 sec): 3 clusters Score: Raw -3271835.201373 + Penalty 1997.456127 = -3269837.745246 nChanged 15 SP:Iteration 100F (2594.402747 sec): 3 clusters Score: Raw -3271835.661852 + Penalty 1997.456127 = -3269838.205725 nChanged 15 SP:Iteration 101Q (2594.493818 sec): 3 clusters Score: Raw -3271836.193106 + Penalty 1997.456127 = -3269838.736979 nChanged 15 SP:Iteration 102Q (2594.584599 sec): 3 clusters Score: Raw -3271836.783368 + Penalty 1997.456127 = -3269839.327241 nChanged 23 SP:Iteration 103Q (2594.679707 sec): 3 clusters Score: Raw -3271837.747263 + Penalty 1997.456127 = -3269840.291136 nChanged 21 SP:Iteration 104Q (2594.767365 sec): 3 clusters Score: Raw -3271838.492704 + Penalty 1997.456127 = -3269841.036577 nChanged 18 SP:Iteration 105Q (2594.859263 sec): 3 clusters Score: Raw -3271839.163017 + Penalty 1997.456127 = -3269841.706890 nChanged 21 SP:Iteration 106Q (2594.946227 sec): 3 clusters Score: Raw -3271839.981702 + Penalty 1997.456127 = -3269842.525575 nChanged 21 SP:Iteration 107Q (2595.042582 sec): 3 clusters Score: Raw -3271840.705817 + Penalty 1997.456127 = -3269843.249690 nChanged 17 SP:Iteration 108Q (2595.126573 sec): 3 clusters Score: Raw -3271841.402662 + Penalty 1997.456127 = -3269843.946535 nChanged 25 SP:Iteration 109Q (2595.225572 sec): 3 clusters Score: Raw -3271842.447106 + Penalty 1997.456127 = -3269844.990979 nChanged 26 SP:Iteration 110Q (2595.314107 sec): 3 clusters Score: Raw -3271843.394945 + Penalty 1997.456127 = -3269845.938818 nChanged 31 SP:Iteration 111Q (2595.403612 sec): 3 clusters Score: Raw -3271844.868136 + Penalty 1997.456127 = -3269847.412009 nChanged 25 SP:Iteration 112Q (2595.486219 sec): 3 clusters Score: Raw -3271845.770362 + Penalty 1997.456127 = -3269848.314235 nChanged 24 SP:Iteration 113Q (2595.575250 sec): 3 clusters Score: Raw -3271846.575382 + Penalty 1997.456127 = -3269849.119255 nChanged 18 SP:Iteration 114Q (2595.655812 sec): 3 clusters Score: Raw -3271847.226715 + Penalty 1997.456127 = -3269849.770588 nChanged 20 SP:Iteration 115Q (2595.746945 sec): 3 clusters Score: Raw -3271847.791705 + Penalty 1997.456127 = -3269850.335578 nChanged 15 SP:Iteration 116Q (2595.833964 sec): 3 clusters Score: Raw -3271848.244603 + Penalty 1997.456127 = -3269850.788476 nChanged 19 SP:Iteration 117Q (2595.927060 sec): 3 clusters Score: Raw -3271848.828198 + Penalty 1997.456127 = -3269851.372071 nChanged 19 SP:Iteration 118Q (2596.015675 sec): 3 clusters Score: Raw -3271849.304562 + Penalty 1997.456127 = -3269851.848435 nChanged 16 SP:Iteration 119Q (2596.101950 sec): 3 clusters Score: Raw -3271849.728410 + Penalty 1997.456127 = -3269852.272283 nChanged 17 SP:Iteration 120F (2596.190895 sec): 3 clusters Score: Raw -3271850.471498 + Penalty 1997.456127 = -3269853.015371 nChanged 21 SP:Iteration 121Q (2596.278951 sec): 3 clusters Score: Raw -3271851.431927 + Penalty 1997.456127 = -3269853.975800 nChanged 25 SP:Iteration 122Q (2596.373783 sec): 3 clusters Score: Raw -3271852.247586 + Penalty 1997.456127 = -3269854.791459 nChanged 19 SP:Iteration 123Q (2596.467219 sec): 3 clusters Score: Raw -3271852.999048 + Penalty 1997.456127 = -3269855.542921 nChanged 24 SP:Iteration 124Q (2596.559955 sec): 3 clusters Score: Raw -3271854.114054 + Penalty 1997.456127 = -3269856.657927 nChanged 21 SP:Iteration 125Q (2596.647650 sec): 3 clusters Score: Raw -3271855.137559 + Penalty 1997.456127 = -3269857.681432 nChanged 26 SP:Iteration 126Q (2596.727363 sec): 3 clusters Score: Raw -3271856.048716 + Penalty 1997.456127 = -3269858.592589 nChanged 28 SP:Iteration 127Q (2596.814843 sec): 3 clusters Score: Raw -3271856.959225 + Penalty 1997.456127 = -3269859.503098 nChanged 18 SP:Iteration 128Q (2596.909828 sec): 3 clusters Score: Raw -3271857.632069 + Penalty 1997.456127 = -3269860.175942 nChanged 17 SP:Iteration 129Q (2597.008212 sec): 3 clusters Score: Raw -3271858.200561 + Penalty 1997.456127 = -3269860.744434 nChanged 15 SP:Iteration 130Q (2597.097831 sec): 3 clusters Score: Raw -3271858.744216 + Penalty 1997.456127 = -3269861.288089 nChanged 17 SP:Iteration 131Q (2597.177161 sec): 3 clusters Score: Raw -3271859.356285 + Penalty 1997.456127 = -3269861.900158 nChanged 23 SP:Iteration 132Q (2597.267541 sec): 3 clusters Score: Raw -3271860.026611 + Penalty 1997.456127 = -3269862.570484 nChanged 21 SP:Iteration 133Q (2597.357649 sec): 3 clusters Score: Raw -3271860.886381 + Penalty 1997.456127 = -3269863.430254 nChanged 29 SP:Iteration 134Q (2597.440946 sec): 3 clusters Score: Raw -3271862.383592 + Penalty 1997.456127 = -3269864.927465 nChanged 31 SP:Iteration 135Q (2597.537380 sec): 3 clusters Score: Raw -3271863.779202 + Penalty 1997.456127 = -3269866.323076 nChanged 29 SP:Iteration 136Q (2597.623502 sec): 3 clusters Score: Raw -3271865.217275 + Penalty 1997.456127 = -3269867.761148 nChanged 33 SP:Iteration 137Q (2597.705273 sec): 3 clusters Score: Raw -3271866.807744 + Penalty 1997.456127 = -3269869.351617 nChanged 28 SP:Iteration 138Q (2597.801585 sec): 3 clusters Score: Raw -3271867.920685 + Penalty 1997.456127 = -3269870.464558 nChanged 31 SP:Iteration 139Q (2597.893281 sec): 3 clusters Score: Raw -3271869.214518 + Penalty 1997.456127 = -3269871.758391 nChanged 26 SP:Iteration 140F (2597.976180 sec): 3 clusters Score: Raw -3271870.185229 + Penalty 1997.456127 = -3269872.729102 nChanged 27 SP:Iteration 141Q (2598.066835 sec): 3 clusters Score: Raw -3271871.460420 + Penalty 1997.456127 = -3269874.004293 nChanged 31 SP:Iteration 142Q (2598.160310 sec): 3 clusters Score: Raw -3271872.858103 + Penalty 1997.456127 = -3269875.401976 nChanged 33 SP:Iteration 143Q (2598.238230 sec): 3 clusters Score: Raw -3271874.101447 + Penalty 1997.456127 = -3269876.645320 nChanged 29 SP:Iteration 144Q (2598.328578 sec): 3 clusters Score: Raw -3271875.019099 + Penalty 1997.456127 = -3269877.562972 nChanged 23 SP:Iteration 145Q (2598.414522 sec): 3 clusters Score: Raw -3271875.669460 + Penalty 1997.456127 = -3269878.213333 nChanged 16 SP:Iteration 146Q (2598.501972 sec): 3 clusters Score: Raw -3271876.002558 + Penalty 1997.456127 = -3269878.546431 nChanged 8 SP:Iteration 147Q (2598.577973 sec): 3 clusters Score: Raw -3271876.132956 + Penalty 1997.456127 = -3269878.676829 nChanged 10 SP:Iteration 148Q (2598.666200 sec): 3 clusters Score: Raw -3271876.309733 + Penalty 1997.456127 = -3269878.853606 nChanged 14 SP:Iteration 149Q (2598.743196 sec): 3 clusters Score: Raw -3271876.767491 + Penalty 1997.456127 = -3269879.311364 nChanged 20 SP:Iteration 150Q (2598.830880 sec): 3 clusters Score: Raw -3271877.475039 + Penalty 1997.456127 = -3269880.018912 nChanged 22 SP:Iteration 151Q (2598.912204 sec): 3 clusters Score: Raw -3271878.176909 + Penalty 1997.456127 = -3269880.720782 nChanged 18 SP:Iteration 152Q (2598.996345 sec): 3 clusters Score: Raw -3271878.841755 + Penalty 1997.456127 = -3269881.385628 nChanged 25 SP:Iteration 153Q (2599.082391 sec): 3 clusters Score: Raw -3271879.949056 + Penalty 1997.456127 = -3269882.492929 nChanged 19 SP:Iteration 154Q (2599.175878 sec): 3 clusters Score: Raw -3271880.397189 + Penalty 1997.456127 = -3269882.941062 nChanged 16 SP:Iteration 155Q (2599.268101 sec): 3 clusters Score: Raw -3271881.017872 + Penalty 1997.456127 = -3269883.561745 nChanged 16 SP:Iteration 156Q (2599.362372 sec): 3 clusters Score: Raw -3271881.847730 + Penalty 1997.456127 = -3269884.391603 nChanged 17 SP:Iteration 157Q (2599.455529 sec): 3 clusters Score: Raw -3271882.656816 + Penalty 1997.456127 = -3269885.200689 nChanged 25 SP:Iteration 158Q (2599.546002 sec): 3 clusters Score: Raw -3271883.966928 + Penalty 1997.456127 = -3269886.510801 nChanged 29 SP:Iteration 159Q (2599.637615 sec): 3 clusters Score: Raw -3271885.277919 + Penalty 1997.456127 = -3269887.821792 nChanged 31 SP:Iteration 160F (2599.733017 sec): 3 clusters Score: Raw -3271886.490116 + Penalty 1997.456127 = -3269889.033989 nChanged 31 SP:Iteration 161Q (2599.818217 sec): 3 clusters Score: Raw -3271887.697922 + Penalty 1997.456127 = -3269890.241795 nChanged 31 SP:Iteration 162Q (2599.901273 sec): 3 clusters Score: Raw -3271888.923673 + Penalty 1997.456127 = -3269891.467546 nChanged 32 SP:Iteration 163Q (2599.996208 sec): 3 clusters Score: Raw -3271890.238891 + Penalty 1997.456127 = -3269892.782764 nChanged 30 SP:Iteration 164Q (2600.080492 sec): 3 clusters Score: Raw -3271891.585630 + Penalty 1997.456127 = -3269894.129503 nChanged 33 SP:Iteration 165Q (2600.174742 sec): 3 clusters Score: Raw -3271893.082566 + Penalty 1997.456127 = -3269895.626439 nChanged 44 SP:Iteration 166Q (2600.256629 sec): 3 clusters Score: Raw -3271895.413560 + Penalty 1997.456127 = -3269897.957433 nChanged 47 SP:Iteration 167Q (2600.342777 sec): 3 clusters Score: Raw -3271898.085134 + Penalty 1997.456127 = -3269900.629007 nChanged 43 SP:Iteration 168Q (2600.430708 sec): 3 clusters Score: Raw -3271900.115532 + Penalty 1997.456127 = -3269902.659405 nChanged 37 SP:Iteration 169Q (2600.530560 sec): 3 clusters Score: Raw -3271902.244767 + Penalty 1997.456127 = -3269904.788640 nChanged 50 SP:Iteration 170Q (2600.613012 sec): 3 clusters Score: Raw -3271904.598529 + Penalty 1997.456127 = -3269907.142402 nChanged 45 SP:Iteration 171Q (2600.700032 sec): 3 clusters Score: Raw -3271907.067261 + Penalty 1997.456127 = -3269909.611134 nChanged 52 SP:Iteration 172Q (2600.788280 sec): 3 clusters Score: Raw -3271910.487959 + Penalty 1997.456127 = -3269913.031832 nChanged 57 SP:Iteration 173Q (2600.881722 sec): 3 clusters Score: Raw -3271914.363699 + Penalty 1997.456127 = -3269916.907572 nChanged 62 SP:Iteration 174Q (2600.973402 sec): 3 clusters Score: Raw -3271918.356182 + Penalty 1997.456127 = -3269920.900055 nChanged 55 SP:Iteration 175Q (2601.059328 sec): 3 clusters Score: Raw -3271921.331817 + Penalty 1997.456127 = -3269923.875690 nChanged 48 SP:Iteration 176Q (2601.147271 sec): 3 clusters Score: Raw -3271924.082554 + Penalty 1997.456127 = -3269926.626427 nChanged 63 SP:Iteration 177Q (2601.232597 sec): 3 clusters Score: Raw -3271928.268248 + Penalty 1997.456127 = -3269930.812121 nChanged 69 SP:Iteration 178Q (2601.322933 sec): 3 clusters Score: Raw -3271932.744796 + Penalty 1997.456127 = -3269935.288669 nChanged 70 SP:Iteration 179Q (2601.400724 sec): 3 clusters Score: Raw -3271937.375377 + Penalty 1997.456127 = -3269939.919250 nChanged 81 SP:Iteration 180F (2601.493482 sec): 3 clusters Score: Raw -3271943.250749 + Penalty 1997.456127 = -3269945.794623 nChanged 77 SP:Iteration 181Q (2601.587163 sec): 3 clusters Score: Raw -3271948.783418 + Penalty 1997.456127 = -3269951.327291 nChanged 76 SP:Iteration 182Q (2601.684885 sec): 3 clusters Score: Raw -3271953.831862 + Penalty 1997.456127 = -3269956.375735 nChanged 72 SP:Iteration 183Q (2601.770865 sec): 3 clusters Score: Raw -3271958.223805 + Penalty 1997.456127 = -3269960.767678 nChanged 63 SP:Iteration 184Q (2601.858771 sec): 3 clusters Score: Raw -3271961.959428 + Penalty 1997.456127 = -3269964.503301 nChanged 66 SP:Iteration 185Q (2601.937641 sec): 3 clusters Score: Raw -3271966.830669 + Penalty 1997.456127 = -3269969.374542 nChanged 79 SP:Iteration 186Q (2602.020960 sec): 3 clusters Score: Raw -3271972.340659 + Penalty 1997.456127 = -3269974.884532 nChanged 80 SP:Iteration 187Q (2602.116715 sec): 3 clusters Score: Raw -3271977.921916 + Penalty 1997.456127 = -3269980.465789 nChanged 86 SP:Iteration 188Q (2602.208290 sec): 3 clusters Score: Raw -3271984.541431 + Penalty 1997.456127 = -3269987.085304 nChanged 83 SP:Iteration 189Q (2602.294351 sec): 3 clusters Score: Raw -3271992.090512 + Penalty 1997.456127 = -3269994.634385 nChanged 90 SP:Iteration 190Q (2602.381983 sec): 3 clusters Score: Raw -3272000.263481 + Penalty 1997.456127 = -3270002.807354 nChanged 93 SP:Iteration 191Q (2602.466692 sec): 3 clusters Score: Raw -3272008.430140 + Penalty 1997.456127 = -3270010.974013 nChanged 96 SP:Iteration 192Q (2602.553658 sec): 3 clusters Score: Raw -3272017.741753 + Penalty 1997.456127 = -3270020.285626 nChanged 94 SP:Iteration 193Q (2602.639981 sec): 3 clusters Score: Raw -3272025.968645 + Penalty 1997.456127 = -3270028.512518 nChanged 105 SP:Iteration 194Q (2602.717203 sec): 3 clusters Score: Raw -3272036.252680 + Penalty 1997.456127 = -3270038.796553 nChanged 117 SP:Iteration 195Q (2602.802336 sec): 3 clusters Score: Raw -3272047.425897 + Penalty 1997.456127 = -3270049.969770 nChanged 105 SP:Iteration 196Q (2602.886693 sec): 3 clusters Score: Raw -3272057.993905 + Penalty 1997.456127 = -3270060.537778 nChanged 114 SP:Iteration 197Q (2602.971690 sec): 3 clusters Score: Raw -3272068.467743 + Penalty 1997.456127 = -3270071.011616 nChanged 97 SP:Iteration 198Q (2603.058214 sec): 3 clusters Score: Raw -3272077.086418 + Penalty 1997.456127 = -3270079.630291 nChanged 93 SP:Iteration 199Q (2603.152896 sec): 3 clusters Score: Raw -3272085.738227 + Penalty 1997.456127 = -3270088.282100 nChanged 99 SP:Iteration 200F (2603.235157 sec): 3 clusters Score: Raw -3272095.657295 + Penalty 1997.456127 = -3270098.201168 nChanged 115 SP:Iteration 201Q (2603.327213 sec): 3 clusters Score: Raw -3272108.734470 + Penalty 1997.456127 = -3270111.278343 nChanged 124 SP:Iteration 202Q (2603.399834 sec): 3 clusters Score: Raw -3272123.524374 + Penalty 1997.456127 = -3270126.068247 nChanged 111 SP:Iteration 203Q (2603.482249 sec): 3 clusters Score: Raw -3272136.161248 + Penalty 1997.456127 = -3270138.705121 nChanged 118 SP:Iteration 204Q (2603.567924 sec): 3 clusters Score: Raw -3272149.146102 + Penalty 1997.456127 = -3270151.689975 nChanged 126 SP:Iteration 205Q (2603.653707 sec): 3 clusters Score: Raw -3272163.951557 + Penalty 1997.456127 = -3270166.495430 nChanged 126 SP:Iteration 206Q (2603.737532 sec): 3 clusters Score: Raw -3272178.630068 + Penalty 1997.456127 = -3270181.173941 nChanged 114 SP:Iteration 207Q (2603.816828 sec): 3 clusters Score: Raw -3272192.645649 + Penalty 1997.456127 = -3270195.189522 nChanged 122 SP:Iteration 208Q (2603.898066 sec): 3 clusters Score: Raw -3272206.603264 + Penalty 1997.456127 = -3270209.147137 nChanged 118 SP:Iteration 209Q (2603.980282 sec): 3 clusters Score: Raw -3272221.310531 + Penalty 1997.456127 = -3270223.854404 nChanged 131 SP:Iteration 210Q (2604.067185 sec): 3 clusters Score: Raw -3272238.849630 + Penalty 1997.456127 = -3270241.393503 nChanged 135 SP:Iteration 211Q (2604.158944 sec): 3 clusters Score: Raw -3272257.672231 + Penalty 1997.456127 = -3270260.216104 nChanged 133 SP:Iteration 212Q (2604.244959 sec): 3 clusters Score: Raw -3272276.533473 + Penalty 1997.456127 = -3270279.077346 nChanged 129 SP:Iteration 213Q (2604.331149 sec): 3 clusters Score: Raw -3272295.535762 + Penalty 1997.456127 = -3270298.079635 nChanged 139 SP:Iteration 214Q (2604.421663 sec): 3 clusters Score: Raw -3272316.336958 + Penalty 1997.456127 = -3270318.880831 nChanged 127 SP:Iteration 215Q (2604.505892 sec): 3 clusters Score: Raw -3272334.385812 + Penalty 1997.456127 = -3270336.929685 nChanged 128 SP:Iteration 216Q (2604.597366 sec): 3 clusters Score: Raw -3272352.220746 + Penalty 1997.456127 = -3270354.764619 nChanged 117 SP:Iteration 217Q (2604.680363 sec): 3 clusters Score: Raw -3272369.719052 + Penalty 1997.456127 = -3270372.262925 nChanged 109 SP:Iteration 218Q (2604.776773 sec): 3 clusters Score: Raw -3272385.252571 + Penalty 1997.456127 = -3270387.796444 nChanged 118 SP:Iteration 219Q (2604.867596 sec): 3 clusters Score: Raw -3272404.086234 + Penalty 1997.456127 = -3270406.630107 nChanged 122 SP:Iteration 220F (2604.954039 sec): 3 clusters Score: Raw -3272419.565365 + Penalty 1997.456127 = -3270422.109238 nChanged 107 SP:Iteration 221Q (2605.047441 sec): 3 clusters Score: Raw -3272435.123541 + Penalty 1997.456127 = -3270437.667414 nChanged 95 SP:Iteration 222Q (2605.130761 sec): 3 clusters Score: Raw -3272447.564257 + Penalty 1997.456127 = -3270450.108130 nChanged 101 SP:Iteration 223Q (2605.208233 sec): 3 clusters Score: Raw -3272459.700446 + Penalty 1997.456127 = -3270462.244319 nChanged 89 SP:Iteration 224Q (2605.301279 sec): 3 clusters Score: Raw -3272472.164278 + Penalty 1997.456127 = -3270474.708151 nChanged 102 SP:Iteration 225Q (2605.386906 sec): 3 clusters Score: Raw -3272487.008238 + Penalty 1997.456127 = -3270489.552111 nChanged 98 SP:Iteration 226Q (2605.471112 sec): 3 clusters Score: Raw -3272502.913378 + Penalty 1997.456127 = -3270505.457251 nChanged 105 SP:Iteration 227Q (2605.549006 sec): 3 clusters Score: Raw -3272518.846370 + Penalty 1997.456127 = -3270521.390243 nChanged 111 SP:Iteration 228Q (2605.645347 sec): 3 clusters Score: Raw -3272536.927040 + Penalty 1997.456127 = -3270539.470913 nChanged 104 SP:Iteration 229Q (2605.715209 sec): 3 clusters Score: Raw -3272554.349388 + Penalty 1997.456127 = -3270556.893261 nChanged 105 SP:Iteration 230Q (2605.804573 sec): 3 clusters Score: Raw -3272571.751544 + Penalty 1997.456127 = -3270574.295417 nChanged 97 SP:Iteration 231Q (2605.885907 sec): 3 clusters Score: Raw -3272587.528236 + Penalty 1997.456127 = -3270590.072109 nChanged 91 SP:Iteration 232Q (2605.967883 sec): 3 clusters Score: Raw -3272601.617608 + Penalty 1997.456127 = -3270604.161481 nChanged 89 SP:Iteration 233Q (2606.054781 sec): 3 clusters Score: Raw -3272616.203115 + Penalty 1997.456127 = -3270618.746988 nChanged 95 SP:Iteration 234Q (2606.136844 sec): 3 clusters Score: Raw -3272632.007160 + Penalty 1997.456127 = -3270634.551033 nChanged 93 SP:Iteration 235Q (2606.216835 sec): 3 clusters Score: Raw -3272648.997852 + Penalty 1997.456127 = -3270651.541725 nChanged 103 SP:Iteration 236Q (2606.301918 sec): 3 clusters Score: Raw -3272671.457396 + Penalty 1997.456127 = -3270674.001269 nChanged 100 SP:Iteration 237Q (2606.394352 sec): 3 clusters Score: Raw -3272690.182453 + Penalty 1997.456127 = -3270692.726326 nChanged 106 SP:Iteration 238Q (2606.486877 sec): 3 clusters Score: Raw -3272710.196581 + Penalty 1997.456127 = -3270712.740454 nChanged 95 SP:Iteration 239Q (2606.569749 sec): 3 clusters Score: Raw -3272728.321237 + Penalty 1997.456127 = -3270730.865110 nChanged 92 SP:Iteration 240F (2606.651570 sec): 3 clusters Score: Raw -3272748.110334 + Penalty 1997.456127 = -3270750.654207 nChanged 93 SP:Iteration 241Q (2606.732968 sec): 3 clusters Score: Raw -3272768.054774 + Penalty 1997.456127 = -3270770.598647 nChanged 87 SP:Iteration 242Q (2606.830413 sec): 3 clusters Score: Raw -3272784.919365 + Penalty 1997.456127 = -3270787.463238 nChanged 88 SP:Iteration 243Q (2606.912546 sec): 3 clusters Score: Raw -3272803.006242 + Penalty 1997.456127 = -3270805.550115 nChanged 80 SP:Iteration 244Q (2606.998270 sec): 3 clusters Score: Raw -3272820.946166 + Penalty 1997.456127 = -3270823.490039 nChanged 79 SP:Iteration 245Q (2607.081123 sec): 3 clusters Score: Raw -3272838.944937 + Penalty 1997.456127 = -3270841.488810 nChanged 75 SP:Iteration 246Q (2607.171504 sec): 3 clusters Score: Raw -3272857.062825 + Penalty 1997.456127 = -3270859.606698 nChanged 65 SP:Iteration 247Q (2607.256669 sec): 3 clusters Score: Raw -3272872.034696 + Penalty 1997.456127 = -3270874.578569 nChanged 70 SP:Iteration 248Q (2607.330997 sec): 3 clusters Score: Raw -3272888.111196 + Penalty 1997.456127 = -3270890.655069 nChanged 67 SP:Iteration 249Q (2607.414849 sec): 3 clusters Score: Raw -3272902.395472 + Penalty 1997.456127 = -3270904.939345 nChanged 56 SP:Iteration 250Q (2607.488296 sec): 3 clusters Score: Raw -3272914.243780 + Penalty 1997.456127 = -3270916.787653 nChanged 54 SP:Iteration 251Q (2607.579891 sec): 3 clusters Score: Raw -3272925.175990 + Penalty 1997.456127 = -3270927.719863 nChanged 47 SP:Iteration 252Q (2607.653914 sec): 3 clusters Score: Raw -3272932.976330 + Penalty 1997.456127 = -3270935.520203 nChanged 42 SP:Iteration 253Q (2607.735491 sec): 3 clusters Score: Raw -3272940.646223 + Penalty 1997.456127 = -3270943.190096 nChanged 37 SP:Iteration 254Q (2607.817867 sec): 3 clusters Score: Raw -3272948.587375 + Penalty 1997.456127 = -3270951.131249 nChanged 35 SP:Iteration 255Q (2607.891623 sec): 3 clusters Score: Raw -3272954.617631 + Penalty 1997.456127 = -3270957.161504 nChanged 35 SP:Iteration 256Q (2607.985872 sec): 3 clusters Score: Raw -3272961.009742 + Penalty 1997.456127 = -3270963.553615 nChanged 35 SP:Iteration 257Q (2608.066674 sec): 3 clusters Score: Raw -3272970.163744 + Penalty 1997.456127 = -3270972.707617 nChanged 36 SP:Iteration 258Q (2608.155227 sec): 3 clusters Score: Raw -3272976.309066 + Penalty 1997.456127 = -3270978.852939 nChanged 37 SP:Iteration 259Q (2608.235527 sec): 3 clusters Score: Raw -3272983.717402 + Penalty 1997.456127 = -3270986.261275 nChanged 33 SP:Iteration 260F (2608.330853 sec): 3 clusters Score: Raw -3272989.962448 + Penalty 1997.456127 = -3270992.506321 nChanged 27 SP:Iteration 261Q (2608.412629 sec): 3 clusters Score: Raw -3272994.114779 + Penalty 1997.456127 = -3270996.658652 nChanged 30 SP:Iteration 262Q (2608.491867 sec): 3 clusters Score: Raw -3272998.659156 + Penalty 1997.456127 = -3271001.203029 nChanged 18 SP:Iteration 263Q (2608.582894 sec): 3 clusters Score: Raw -3273000.820198 + Penalty 1997.456127 = -3271003.364071 nChanged 17 SP:Iteration 264Q (2608.666590 sec): 3 clusters Score: Raw -3273003.590780 + Penalty 1997.456127 = -3271006.134653 nChanged 18 SP:Iteration 265Q (2608.749771 sec): 3 clusters Score: Raw -3273006.434043 + Penalty 1997.456127 = -3271008.977917 nChanged 10 SP:Iteration 266Q (2608.835069 sec): 3 clusters Score: Raw -3273008.156663 + Penalty 1997.456127 = -3271010.700536 nChanged 13 SP:Iteration 267Q (2608.921882 sec): 3 clusters Score: Raw -3273009.856120 + Penalty 1997.456127 = -3271012.399993 nChanged 15 SP:Iteration 268Q (2608.998071 sec): 3 clusters Score: Raw -3273012.713140 + Penalty 1997.456127 = -3271015.257013 nChanged 16 SP:Iteration 269Q (2609.089270 sec): 3 clusters Score: Raw -3273015.961622 + Penalty 1997.456127 = -3271018.505495 nChanged 10 SP:Iteration 270Q (2609.162427 sec): 3 clusters Score: Raw -3273017.779790 + Penalty 1997.456127 = -3271020.323663 nChanged 17 SP:Iteration 271Q (2609.260967 sec): 3 clusters Score: Raw -3273020.906518 + Penalty 1997.456127 = -3271023.450391 nChanged 11 SP:Iteration 272Q (2609.341595 sec): 3 clusters Score: Raw -3273022.267773 + Penalty 1997.456127 = -3271024.811646 nChanged 9 SP:Iteration 273Q (2609.433472 sec): 3 clusters Score: Raw -3273023.303032 + Penalty 1997.456127 = -3271025.846905 nChanged 9 SP:Iteration 274Q (2609.511502 sec): 3 clusters Score: Raw -3273024.547853 + Penalty 1997.456127 = -3271027.091726 nChanged 4 SP:Iteration 275Q (2609.602174 sec): 3 clusters Score: Raw -3273025.520105 + Penalty 1997.456127 = -3271028.063978 nChanged 7 SP:Iteration 276Q (2609.686041 sec): 3 clusters Score: Raw -3273027.095921 + Penalty 1997.456127 = -3271029.639794 nChanged 11 SP:Iteration 277Q (2609.764693 sec): 3 clusters Score: Raw -3273029.268363 + Penalty 1997.456127 = -3271031.812236 nChanged 16 SP:Iteration 278Q (2609.842283 sec): 3 clusters Score: Raw -3273031.692447 + Penalty 1997.456127 = -3271034.236320 nChanged 11 SP:Iteration 279Q (2609.919738 sec): 3 clusters Score: Raw -3273033.422526 + Penalty 1997.456127 = -3271035.966399 nChanged 10 SP:Iteration 280F (2610.017696 sec): 3 clusters Score: Raw -3273034.990421 + Penalty 1997.456127 = -3271037.534294 nChanged 13 SP:Iteration 281Q (2610.097259 sec): 3 clusters Score: Raw -3273037.680883 + Penalty 1997.456127 = -3271040.224756 nChanged 8 SP:Iteration 282Q (2610.177181 sec): 3 clusters Score: Raw -3273039.129331 + Penalty 1997.456127 = -3271041.673204 nChanged 8 SP:Iteration 283Q (2610.259218 sec): 3 clusters Score: Raw -3273040.406157 + Penalty 1997.456127 = -3271042.950030 nChanged 7 SP:Iteration 284Q (2610.346917 sec): 3 clusters Score: Raw -3273041.795260 + Penalty 1997.456127 = -3271044.339133 nChanged 10 SP:Iteration 285Q (2610.433702 sec): 3 clusters Score: Raw -3273043.912605 + Penalty 1997.456127 = -3271046.456478 nChanged 12 SP:Iteration 286Q (2610.515154 sec): 3 clusters Score: Raw -3273046.507991 + Penalty 1997.456127 = -3271049.051864 nChanged 17 SP:Iteration 287Q (2610.607309 sec): 3 clusters Score: Raw -3273049.211804 + Penalty 1997.456127 = -3271051.755677 nChanged 9 SP:Iteration 288Q (2610.693352 sec): 3 clusters Score: Raw -3273050.439682 + Penalty 1997.456127 = -3271052.983555 nChanged 8 SP:Iteration 289Q (2610.765669 sec): 3 clusters Score: Raw -3273051.549543 + Penalty 1997.456127 = -3271054.093416 nChanged 6 SP:Iteration 290Q (2610.858539 sec): 3 clusters Score: Raw -3273052.435973 + Penalty 1997.456127 = -3271054.979846 nChanged 3 SP:Iteration 291Q (2610.944586 sec): 3 clusters Score: Raw -3273052.996766 + Penalty 1997.456127 = -3271055.540639 nChanged 4 SP:Iteration 292Q (2611.033722 sec): 3 clusters Score: Raw -3273053.732288 + Penalty 1997.456127 = -3271056.276161 nChanged 5 SP:Iteration 293Q (2611.108985 sec): 3 clusters Score: Raw -3273054.441736 + Penalty 1997.456127 = -3271056.985609 nChanged 3 SP:Iteration 294Q (2611.206843 sec): 3 clusters Score: Raw -3273054.769884 + Penalty 1997.456127 = -3271057.313757 nChanged 2 SP:Iteration 295Q (2611.295054 sec): 3 clusters Score: Raw -3273055.050632 + Penalty 1997.456127 = -3271057.594505 nChanged 0 SP:Iteration 296F (2611.378261 sec): 3 clusters Score: Raw -3273055.050632 + Penalty 1997.456127 = -3271057.594505 nChanged 0 Trying to split cluster 4 (19376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2611.426381 sec): 2 clusters Score: Raw -1701214.879033 + Penalty 937.820094 = -1700277.058938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2611.494248 sec): 3 clusters Score: Raw -1689204.399351 + Penalty 1875.640189 = -1687328.759162 nChanged 8930 SP:Iteration 1F (2611.557277 sec): 3 clusters Score: Raw -1694560.920577 + Penalty 1875.640189 = -1692685.280389 nChanged 1133 SP:Iteration 2F (2611.629464 sec): 3 clusters Score: Raw -1695208.767158 + Penalty 1875.640189 = -1693333.126969 nChanged 1260 SP:Iteration 3F (2611.698842 sec): 3 clusters Score: Raw -1696135.103398 + Penalty 1875.640189 = -1694259.463209 nChanged 1408 SP:Iteration 4F (2611.758054 sec): 3 clusters Score: Raw -1697417.908885 + Penalty 1875.640189 = -1695542.268696 nChanged 1437 SP:Iteration 5F (2611.832736 sec): 3 clusters Score: Raw -1698713.072853 + Penalty 1875.640189 = -1696837.432665 nChanged 1148 SP:Iteration 6F (2611.894353 sec): 3 clusters Score: Raw -1699494.341409 + Penalty 1875.640189 = -1697618.701220 nChanged 852 SP:Iteration 7Q (2611.956344 sec): 3 clusters Score: Raw -1699893.216717 + Penalty 1875.640189 = -1698017.576528 nChanged 593 SP:Iteration 8Q (2612.024926 sec): 3 clusters Score: Raw -1700132.170931 + Penalty 1875.640189 = -1698256.530743 nChanged 472 SP:Iteration 9Q (2612.095505 sec): 3 clusters Score: Raw -1700323.784197 + Penalty 1875.640189 = -1698448.144008 nChanged 437 SP:Iteration 10Q (2612.156363 sec): 3 clusters Score: Raw -1700514.169972 + Penalty 1875.640189 = -1698638.529783 nChanged 432 SP:Iteration 11Q (2612.220033 sec): 3 clusters Score: Raw -1700718.559292 + Penalty 1875.640189 = -1698842.919104 nChanged 441 SP:Iteration 12Q (2612.292992 sec): 3 clusters Score: Raw -1700945.314674 + Penalty 1875.640189 = -1699069.674485 nChanged 437 SP:Iteration 13Q (2612.354993 sec): 3 clusters Score: Raw -1701190.877858 + Penalty 1875.640189 = -1699315.237669 nChanged 407 SP:Iteration 14Q (2612.418302 sec): 3 clusters Score: Raw -1701438.342252 + Penalty 1875.640189 = -1699562.702064 nChanged 390 SP:Iteration 15Q (2612.499789 sec): 3 clusters Score: Raw -1701691.788005 + Penalty 1875.640189 = -1699816.147817 nChanged 339 SP:Iteration 16Q (2612.564460 sec): 3 clusters Score: Raw -1701883.556209 + Penalty 1875.640189 = -1700007.916021 nChanged 262 SP:Iteration 17Q (2612.631477 sec): 3 clusters Score: Raw -1701983.417977 + Penalty 1875.640189 = -1700107.777789 nChanged 226 SP:Iteration 18Q (2612.709419 sec): 3 clusters Score: Raw -1702050.577569 + Penalty 1875.640189 = -1700174.937381 nChanged 159 SP:Iteration 19Q (2612.776657 sec): 3 clusters Score: Raw -1702083.768876 + Penalty 1875.640189 = -1700208.128687 nChanged 103 SP:Iteration 20F (2612.838853 sec): 3 clusters Score: Raw -1702107.330745 + Penalty 1875.640189 = -1700231.690557 nChanged 76 SP:Iteration 21Q (2612.915463 sec): 3 clusters Score: Raw -1702119.713895 + Penalty 1875.640189 = -1700244.073707 nChanged 63 SP:Iteration 22Q (2612.982369 sec): 3 clusters Score: Raw -1702125.513469 + Penalty 1875.640189 = -1700249.873280 nChanged 52 SP:Iteration 23Q (2613.042672 sec): 3 clusters Score: Raw -1702131.172703 + Penalty 1875.640189 = -1700255.532514 nChanged 38 SP:Iteration 24Q (2613.121924 sec): 3 clusters Score: Raw -1702134.819558 + Penalty 1875.640189 = -1700259.179369 nChanged 33 SP:Iteration 25Q (2613.175942 sec): 3 clusters Score: Raw -1702137.822831 + Penalty 1875.640189 = -1700262.182642 nChanged 27 SP:Iteration 26Q (2613.250939 sec): 3 clusters Score: Raw -1702139.795961 + Penalty 1875.640189 = -1700264.155773 nChanged 20 SP:Iteration 27Q (2613.313961 sec): 3 clusters Score: Raw -1702140.905863 + Penalty 1875.640189 = -1700265.265674 nChanged 18 SP:Iteration 28Q (2613.381975 sec): 3 clusters Score: Raw -1702141.814402 + Penalty 1875.640189 = -1700266.174213 nChanged 12 SP:Iteration 29Q (2613.450836 sec): 3 clusters Score: Raw -1702142.466697 + Penalty 1875.640189 = -1700266.826509 nChanged 12 SP:Iteration 30Q (2613.519375 sec): 3 clusters Score: Raw -1702143.249969 + Penalty 1875.640189 = -1700267.609781 nChanged 12 SP:Iteration 31Q (2613.590287 sec): 3 clusters Score: Raw -1702143.950399 + Penalty 1875.640189 = -1700268.310211 nChanged 9 SP:Iteration 32Q (2613.644692 sec): 3 clusters Score: Raw -1702144.486213 + Penalty 1875.640189 = -1700268.846025 nChanged 5 SP:Iteration 33Q (2613.717015 sec): 3 clusters Score: Raw -1702144.708293 + Penalty 1875.640189 = -1700269.068104 nChanged 5 SP:Iteration 34Q (2613.780137 sec): 3 clusters Score: Raw -1702144.883263 + Penalty 1875.640189 = -1700269.243075 nChanged 5 SP:Iteration 35Q (2613.848573 sec): 3 clusters Score: Raw -1702145.099206 + Penalty 1875.640189 = -1700269.459018 nChanged 5 SP:Iteration 36Q (2613.916037 sec): 3 clusters Score: Raw -1702145.321013 + Penalty 1875.640189 = -1700269.680824 nChanged 4 SP:Iteration 37Q (2613.992734 sec): 3 clusters Score: Raw -1702145.411110 + Penalty 1875.640189 = -1700269.770922 nChanged 3 SP:Iteration 38Q (2614.065361 sec): 3 clusters Score: Raw -1702145.517928 + Penalty 1875.640189 = -1700269.877740 nChanged 1 SP:Iteration 39Q (2614.133875 sec): 3 clusters Score: Raw -1702145.550147 + Penalty 1875.640189 = -1700269.909958 nChanged 0 SP:Iteration 40F (2614.201697 sec): 3 clusters Score: Raw -1702145.550147 + Penalty 1875.640189 = -1700269.909958 nChanged 0 Trying to split cluster 5 (4019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2614.222107 sec): 2 clusters Score: Raw -362005.588732 + Penalty 788.384897 = -361217.203834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2614.282208 sec): 3 clusters Score: Raw -359808.589237 + Penalty 1576.769795 = -358231.819442 nChanged 1698 SP:Iteration 1F (2614.321520 sec): 3 clusters Score: Raw -360803.382851 + Penalty 1576.769795 = -359226.613056 nChanged 300 SP:Iteration 2F (2614.383057 sec): 3 clusters Score: Raw -361008.477384 + Penalty 1576.769795 = -359431.707589 nChanged 271 SP:Iteration 3F (2614.435161 sec): 3 clusters Score: Raw -361189.225211 + Penalty 1576.769795 = -359612.455416 nChanged 239 SP:Iteration 4F (2614.472769 sec): 3 clusters Score: Raw -361364.081464 + Penalty 1576.769795 = -359787.311670 nChanged 218 SP:Iteration 5F (2614.529999 sec): 3 clusters Score: Raw -361538.817543 + Penalty 1576.769795 = -359962.047748 nChanged 198 SP:Iteration 6Q (2614.573073 sec): 3 clusters Score: Raw -361677.742883 + Penalty 1576.769795 = -360100.973088 nChanged 157 SP:Iteration 7Q (2614.617178 sec): 3 clusters Score: Raw -361786.141631 + Penalty 1576.769795 = -360209.371836 nChanged 135 SP:Iteration 8Q (2614.672275 sec): 3 clusters Score: Raw -361867.671028 + Penalty 1576.769795 = -360290.901233 nChanged 97 SP:Iteration 9Q (2614.724177 sec): 3 clusters Score: Raw -361924.705901 + Penalty 1576.769795 = -360347.936106 nChanged 81 SP:Iteration 10Q (2614.764707 sec): 3 clusters Score: Raw -361963.923458 + Penalty 1576.769795 = -360387.153663 nChanged 71 SP:Iteration 11Q (2614.818044 sec): 3 clusters Score: Raw -361995.713144 + Penalty 1576.769795 = -360418.943349 nChanged 65 SP:Iteration 12Q (2614.867550 sec): 3 clusters Score: Raw -362025.602362 + Penalty 1576.769795 = -360448.832567 nChanged 52 SP:Iteration 13Q (2614.920884 sec): 3 clusters Score: Raw -362047.626970 + Penalty 1576.769795 = -360470.857175 nChanged 39 SP:Iteration 14Q (2614.958838 sec): 3 clusters Score: Raw -362061.420067 + Penalty 1576.769795 = -360484.650272 nChanged 34 SP:Iteration 15Q (2615.014103 sec): 3 clusters Score: Raw -362072.250261 + Penalty 1576.769795 = -360495.480466 nChanged 29 SP:Iteration 16Q (2615.058111 sec): 3 clusters Score: Raw -362082.424352 + Penalty 1576.769795 = -360505.654557 nChanged 27 SP:Iteration 17Q (2615.113381 sec): 3 clusters Score: Raw -362094.614906 + Penalty 1576.769795 = -360517.845111 nChanged 28 SP:Iteration 18Q (2615.154587 sec): 3 clusters Score: Raw -362104.200853 + Penalty 1576.769795 = -360527.431058 nChanged 26 SP:Iteration 19Q (2615.216734 sec): 3 clusters Score: Raw -362114.778295 + Penalty 1576.769795 = -360538.008500 nChanged 24 SP:Iteration 20F (2615.264692 sec): 3 clusters Score: Raw -362123.918860 + Penalty 1576.769795 = -360547.149065 nChanged 24 SP:Iteration 21Q (2615.319513 sec): 3 clusters Score: Raw -362131.475804 + Penalty 1576.769795 = -360554.706009 nChanged 12 SP:Iteration 22Q (2615.358295 sec): 3 clusters Score: Raw -362135.826525 + Penalty 1576.769795 = -360559.056730 nChanged 15 SP:Iteration 23Q (2615.392365 sec): 3 clusters Score: Raw -362140.856366 + Penalty 1576.769795 = -360564.086571 nChanged 11 SP:Iteration 24Q (2615.440270 sec): 3 clusters Score: Raw -362144.129796 + Penalty 1576.769795 = -360567.360001 nChanged 10 SP:Iteration 25Q (2615.494684 sec): 3 clusters Score: Raw -362147.111751 + Penalty 1576.769795 = -360570.341956 nChanged 14 SP:Iteration 26Q (2615.546347 sec): 3 clusters Score: Raw -362153.120635 + Penalty 1576.769795 = -360576.350840 nChanged 15 SP:Iteration 27Q (2615.597929 sec): 3 clusters Score: Raw -362157.970644 + Penalty 1576.769795 = -360581.200849 nChanged 10 SP:Iteration 28Q (2615.652540 sec): 3 clusters Score: Raw -362160.937829 + Penalty 1576.769795 = -360584.168034 nChanged 5 SP:Iteration 29Q (2615.690017 sec): 3 clusters Score: Raw -362162.829195 + Penalty 1576.769795 = -360586.059400 nChanged 6 SP:Iteration 30Q (2615.742284 sec): 3 clusters Score: Raw -362165.394889 + Penalty 1576.769795 = -360588.625094 nChanged 8 SP:Iteration 31Q (2615.793956 sec): 3 clusters Score: Raw -362167.284548 + Penalty 1576.769795 = -360590.514753 nChanged 3 SP:Iteration 32Q (2615.841629 sec): 3 clusters Score: Raw -362168.871935 + Penalty 1576.769795 = -360592.102140 nChanged 6 SP:Iteration 33Q (2615.893878 sec): 3 clusters Score: Raw -362171.354075 + Penalty 1576.769795 = -360594.584280 nChanged 3 SP:Iteration 34Q (2615.943549 sec): 3 clusters Score: Raw -362172.149791 + Penalty 1576.769795 = -360595.379996 nChanged 6 SP:Iteration 35Q (2615.994437 sec): 3 clusters Score: Raw -362173.339833 + Penalty 1576.769795 = -360596.570038 nChanged 5 SP:Iteration 36Q (2616.039271 sec): 3 clusters Score: Raw -362174.826683 + Penalty 1576.769795 = -360598.056888 nChanged 5 SP:Iteration 37Q (2616.079050 sec): 3 clusters Score: Raw -362176.450543 + Penalty 1576.769795 = -360599.680748 nChanged 6 SP:Iteration 38Q (2616.135798 sec): 3 clusters Score: Raw -362178.258632 + Penalty 1576.769795 = -360601.488837 nChanged 3 SP:Iteration 39Q (2616.181027 sec): 3 clusters Score: Raw -362179.051940 + Penalty 1576.769795 = -360602.282145 nChanged 1 SP:Iteration 40F (2616.240490 sec): 3 clusters Score: Raw -362179.166248 + Penalty 1576.769795 = -360602.396453 nChanged 0 Trying to split cluster 6 (17536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2616.285406 sec): 2 clusters Score: Raw -1490715.770487 + Penalty 928.341063 = -1489787.429424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2616.357955 sec): 3 clusters Score: Raw -1479822.604320 + Penalty 1856.682126 = -1477965.922194 nChanged 8080 SP:Iteration 1F (2616.424295 sec): 3 clusters Score: Raw -1484415.378489 + Penalty 1856.682126 = -1482558.696363 nChanged 911 SP:Iteration 2F (2616.491145 sec): 3 clusters Score: Raw -1484778.621135 + Penalty 1856.682126 = -1482921.939009 nChanged 938 SP:Iteration 3F (2616.559337 sec): 3 clusters Score: Raw -1485198.668355 + Penalty 1856.682126 = -1483341.986229 nChanged 969 SP:Iteration 4F (2616.629495 sec): 3 clusters Score: Raw -1485707.640258 + Penalty 1856.682126 = -1483850.958132 nChanged 999 SP:Iteration 5F (2616.700832 sec): 3 clusters Score: Raw -1486299.037192 + Penalty 1856.682126 = -1484442.355066 nChanged 1046 SP:Iteration 6F (2616.780190 sec): 3 clusters Score: Raw -1486962.478830 + Penalty 1856.682126 = -1485105.796704 nChanged 1014 SP:Iteration 7F (2616.849605 sec): 3 clusters Score: Raw -1487641.605225 + Penalty 1856.682126 = -1485784.923099 nChanged 892 SP:Iteration 8F (2616.908563 sec): 3 clusters Score: Raw -1488202.919189 + Penalty 1856.682126 = -1486346.237063 nChanged 740 SP:Iteration 9Q (2616.991325 sec): 3 clusters Score: Raw -1488617.290829 + Penalty 1856.682126 = -1486760.608703 nChanged 571 SP:Iteration 10Q (2617.058379 sec): 3 clusters Score: Raw -1488898.386604 + Penalty 1856.682126 = -1487041.704478 nChanged 437 SP:Iteration 11Q (2617.125298 sec): 3 clusters Score: Raw -1489059.818693 + Penalty 1856.682126 = -1487203.136567 nChanged 289 SP:Iteration 12Q (2617.200533 sec): 3 clusters Score: Raw -1489145.362356 + Penalty 1856.682126 = -1487288.680230 nChanged 222 SP:Iteration 13Q (2617.264569 sec): 3 clusters Score: Raw -1489204.128933 + Penalty 1856.682126 = -1487347.446807 nChanged 205 SP:Iteration 14Q (2617.325176 sec): 3 clusters Score: Raw -1489258.864719 + Penalty 1856.682126 = -1487402.182593 nChanged 165 SP:Iteration 15Q (2617.392789 sec): 3 clusters Score: Raw -1489298.725303 + Penalty 1856.682126 = -1487442.043177 nChanged 160 SP:Iteration 16Q (2617.466993 sec): 3 clusters Score: Raw -1489334.355794 + Penalty 1856.682126 = -1487477.673668 nChanged 142 SP:Iteration 17Q (2617.530171 sec): 3 clusters Score: Raw -1489364.706024 + Penalty 1856.682126 = -1487508.023898 nChanged 136 SP:Iteration 18Q (2617.584624 sec): 3 clusters Score: Raw -1489397.158966 + Penalty 1856.682126 = -1487540.476840 nChanged 138 SP:Iteration 19Q (2617.648968 sec): 3 clusters Score: Raw -1489424.350685 + Penalty 1856.682126 = -1487567.668559 nChanged 127 SP:Iteration 20F (2617.718637 sec): 3 clusters Score: Raw -1489448.881659 + Penalty 1856.682126 = -1487592.199532 nChanged 123 SP:Iteration 21Q (2617.787973 sec): 3 clusters Score: Raw -1489476.008584 + Penalty 1856.682126 = -1487619.326458 nChanged 123 SP:Iteration 22Q (2617.845465 sec): 3 clusters Score: Raw -1489504.244788 + Penalty 1856.682126 = -1487647.562662 nChanged 121 SP:Iteration 23Q (2617.913678 sec): 3 clusters Score: Raw -1489535.681494 + Penalty 1856.682126 = -1487678.999368 nChanged 141 SP:Iteration 24Q (2617.973182 sec): 3 clusters Score: Raw -1489580.741537 + Penalty 1856.682126 = -1487724.059411 nChanged 153 SP:Iteration 25Q (2618.047011 sec): 3 clusters Score: Raw -1489619.861885 + Penalty 1856.682126 = -1487763.179759 nChanged 136 SP:Iteration 26Q (2618.118570 sec): 3 clusters Score: Raw -1489659.160716 + Penalty 1856.682126 = -1487802.478590 nChanged 152 SP:Iteration 27Q (2618.181897 sec): 3 clusters Score: Raw -1489706.134890 + Penalty 1856.682126 = -1487849.452764 nChanged 163 SP:Iteration 28Q (2618.250116 sec): 3 clusters Score: Raw -1489751.184145 + Penalty 1856.682126 = -1487894.502019 nChanged 157 SP:Iteration 29Q (2618.319885 sec): 3 clusters Score: Raw -1489793.233245 + Penalty 1856.682126 = -1487936.551119 nChanged 147 SP:Iteration 30Q (2618.387613 sec): 3 clusters Score: Raw -1489830.755725 + Penalty 1856.682126 = -1487974.073599 nChanged 146 SP:Iteration 31Q (2618.447439 sec): 3 clusters Score: Raw -1489863.289778 + Penalty 1856.682126 = -1488006.607651 nChanged 123 SP:Iteration 32Q (2618.507228 sec): 3 clusters Score: Raw -1489888.355646 + Penalty 1856.682126 = -1488031.673520 nChanged 117 SP:Iteration 33Q (2618.575962 sec): 3 clusters Score: Raw -1489910.620061 + Penalty 1856.682126 = -1488053.937935 nChanged 112 SP:Iteration 34Q (2618.643771 sec): 3 clusters Score: Raw -1489931.671083 + Penalty 1856.682126 = -1488074.988957 nChanged 100 SP:Iteration 35Q (2618.712592 sec): 3 clusters Score: Raw -1489950.709152 + Penalty 1856.682126 = -1488094.027026 nChanged 97 SP:Iteration 36Q (2618.772740 sec): 3 clusters Score: Raw -1489968.629504 + Penalty 1856.682126 = -1488111.947378 nChanged 94 SP:Iteration 37Q (2618.847513 sec): 3 clusters Score: Raw -1489985.393462 + Penalty 1856.682126 = -1488128.711336 nChanged 88 SP:Iteration 38Q (2618.904875 sec): 3 clusters Score: Raw -1490001.679133 + Penalty 1856.682126 = -1488144.997007 nChanged 93 SP:Iteration 39Q (2618.980722 sec): 3 clusters Score: Raw -1490019.705340 + Penalty 1856.682126 = -1488163.023214 nChanged 101 SP:Iteration 40F (2619.033652 sec): 3 clusters Score: Raw -1490040.697556 + Penalty 1856.682126 = -1488184.015430 nChanged 111 SP:Iteration 41Q (2619.107709 sec): 3 clusters Score: Raw -1490063.450012 + Penalty 1856.682126 = -1488206.767886 nChanged 113 SP:Iteration 42Q (2619.170537 sec): 3 clusters Score: Raw -1490092.117546 + Penalty 1856.682126 = -1488235.435420 nChanged 121 SP:Iteration 43Q (2619.234945 sec): 3 clusters Score: Raw -1490127.458131 + Penalty 1856.682126 = -1488270.776005 nChanged 129 SP:Iteration 44Q (2619.306434 sec): 3 clusters Score: Raw -1490165.014271 + Penalty 1856.682126 = -1488308.332145 nChanged 122 SP:Iteration 45Q (2619.372817 sec): 3 clusters Score: Raw -1490211.889346 + Penalty 1856.682126 = -1488355.207220 nChanged 140 SP:Iteration 46Q (2619.431103 sec): 3 clusters Score: Raw -1490268.735980 + Penalty 1856.682126 = -1488412.053854 nChanged 131 SP:Iteration 47Q (2619.498370 sec): 3 clusters Score: Raw -1490315.831624 + Penalty 1856.682126 = -1488459.149498 nChanged 139 SP:Iteration 48Q (2619.567639 sec): 3 clusters Score: Raw -1490371.453818 + Penalty 1856.682126 = -1488514.771691 nChanged 142 SP:Iteration 49Q (2619.631510 sec): 3 clusters Score: Raw -1490419.795352 + Penalty 1856.682126 = -1488563.113226 nChanged 128 SP:Iteration 50Q (2619.690369 sec): 3 clusters Score: Raw -1490461.109703 + Penalty 1856.682126 = -1488604.427577 nChanged 112 SP:Iteration 51Q (2619.759633 sec): 3 clusters Score: Raw -1490495.574111 + Penalty 1856.682126 = -1488638.891985 nChanged 94 SP:Iteration 52Q (2619.832328 sec): 3 clusters Score: Raw -1490521.397503 + Penalty 1856.682126 = -1488664.715377 nChanged 94 SP:Iteration 53Q (2619.890659 sec): 3 clusters Score: Raw -1490544.575150 + Penalty 1856.682126 = -1488687.893024 nChanged 100 SP:Iteration 54Q (2619.963093 sec): 3 clusters Score: Raw -1490572.556005 + Penalty 1856.682126 = -1488715.873879 nChanged 102 SP:Iteration 55Q (2620.041233 sec): 3 clusters Score: Raw -1490599.256421 + Penalty 1856.682126 = -1488742.574294 nChanged 87 SP:Iteration 56Q (2620.111514 sec): 3 clusters Score: Raw -1490619.449365 + Penalty 1856.682126 = -1488762.767239 nChanged 80 SP:Iteration 57Q (2620.167137 sec): 3 clusters Score: Raw -1490635.438701 + Penalty 1856.682126 = -1488778.756575 nChanged 77 SP:Iteration 58Q (2620.238043 sec): 3 clusters Score: Raw -1490649.698849 + Penalty 1856.682126 = -1488793.016723 nChanged 71 SP:Iteration 59Q (2620.305022 sec): 3 clusters Score: Raw -1490661.294445 + Penalty 1856.682126 = -1488804.612319 nChanged 65 SP:Iteration 60F (2620.377593 sec): 3 clusters Score: Raw -1490673.965530 + Penalty 1856.682126 = -1488817.283404 nChanged 63 SP:Iteration 61Q (2620.435081 sec): 3 clusters Score: Raw -1490689.018244 + Penalty 1856.682126 = -1488832.336118 nChanged 72 SP:Iteration 62Q (2620.514004 sec): 3 clusters Score: Raw -1490706.749071 + Penalty 1856.682126 = -1488850.066945 nChanged 62 SP:Iteration 63Q (2620.581466 sec): 3 clusters Score: Raw -1490720.623631 + Penalty 1856.682126 = -1488863.941505 nChanged 74 SP:Iteration 64Q (2620.645790 sec): 3 clusters Score: Raw -1490739.141679 + Penalty 1856.682126 = -1488882.459553 nChanged 72 SP:Iteration 65Q (2620.717315 sec): 3 clusters Score: Raw -1490756.215383 + Penalty 1856.682126 = -1488899.533257 nChanged 68 SP:Iteration 66Q (2620.788880 sec): 3 clusters Score: Raw -1490773.566961 + Penalty 1856.682126 = -1488916.884835 nChanged 62 SP:Iteration 67Q (2620.852323 sec): 3 clusters Score: Raw -1490788.326222 + Penalty 1856.682126 = -1488931.644096 nChanged 53 SP:Iteration 68Q (2620.921023 sec): 3 clusters Score: Raw -1490803.844244 + Penalty 1856.682126 = -1488947.162118 nChanged 65 SP:Iteration 69Q (2620.984054 sec): 3 clusters Score: Raw -1490821.123074 + Penalty 1856.682126 = -1488964.440948 nChanged 57 SP:Iteration 70Q (2621.052291 sec): 3 clusters Score: Raw -1490834.364455 + Penalty 1856.682126 = -1488977.682328 nChanged 54 SP:Iteration 71Q (2621.127979 sec): 3 clusters Score: Raw -1490848.476761 + Penalty 1856.682126 = -1488991.794635 nChanged 52 SP:Iteration 72Q (2621.197814 sec): 3 clusters Score: Raw -1490863.456733 + Penalty 1856.682126 = -1489006.774607 nChanged 58 SP:Iteration 73Q (2621.267902 sec): 3 clusters Score: Raw -1490879.387730 + Penalty 1856.682126 = -1489022.705604 nChanged 46 SP:Iteration 74Q (2621.330843 sec): 3 clusters Score: Raw -1490891.419436 + Penalty 1856.682126 = -1489034.737310 nChanged 52 SP:Iteration 75Q (2621.404731 sec): 3 clusters Score: Raw -1490902.791086 + Penalty 1856.682126 = -1489046.108960 nChanged 43 SP:Iteration 76Q (2621.474151 sec): 3 clusters Score: Raw -1490913.619579 + Penalty 1856.682126 = -1489056.937453 nChanged 46 SP:Iteration 77Q (2621.533926 sec): 3 clusters Score: Raw -1490924.151403 + Penalty 1856.682126 = -1489067.469277 nChanged 45 SP:Iteration 78Q (2621.596367 sec): 3 clusters Score: Raw -1490935.761886 + Penalty 1856.682126 = -1489079.079760 nChanged 42 SP:Iteration 79Q (2621.672128 sec): 3 clusters Score: Raw -1490947.450617 + Penalty 1856.682126 = -1489090.768491 nChanged 36 SP:Iteration 80F (2621.744114 sec): 3 clusters Score: Raw -1490957.442135 + Penalty 1856.682126 = -1489100.760009 nChanged 30 SP:Iteration 81Q (2621.802058 sec): 3 clusters Score: Raw -1490967.661881 + Penalty 1856.682126 = -1489110.979755 nChanged 31 SP:Iteration 82Q (2621.871952 sec): 3 clusters Score: Raw -1490978.096061 + Penalty 1856.682126 = -1489121.413935 nChanged 24 SP:Iteration 83Q (2621.932178 sec): 3 clusters Score: Raw -1490983.635736 + Penalty 1856.682126 = -1489126.953610 nChanged 18 SP:Iteration 84Q (2621.999645 sec): 3 clusters Score: Raw -1490989.296351 + Penalty 1856.682126 = -1489132.614225 nChanged 19 SP:Iteration 85Q (2622.047888 sec): 3 clusters Score: Raw -1490994.906920 + Penalty 1856.682126 = -1489138.224794 nChanged 14 SP:Iteration 86Q (2622.125967 sec): 3 clusters Score: Raw -1490997.756092 + Penalty 1856.682126 = -1489141.073966 nChanged 11 SP:Iteration 87Q (2622.189693 sec): 3 clusters Score: Raw -1490999.917154 + Penalty 1856.682126 = -1489143.235028 nChanged 7 SP:Iteration 88Q (2622.258912 sec): 3 clusters Score: Raw -1491001.408065 + Penalty 1856.682126 = -1489144.725939 nChanged 7 SP:Iteration 89Q (2622.321695 sec): 3 clusters Score: Raw -1491002.605321 + Penalty 1856.682126 = -1489145.923195 nChanged 6 SP:Iteration 90Q (2622.388982 sec): 3 clusters Score: Raw -1491003.919479 + Penalty 1856.682126 = -1489147.237353 nChanged 8 SP:Iteration 91Q (2622.455660 sec): 3 clusters Score: Raw -1491005.124594 + Penalty 1856.682126 = -1489148.442468 nChanged 4 SP:Iteration 92Q (2622.523559 sec): 3 clusters Score: Raw -1491006.252078 + Penalty 1856.682126 = -1489149.569952 nChanged 8 SP:Iteration 93Q (2622.580638 sec): 3 clusters Score: Raw -1491007.548560 + Penalty 1856.682126 = -1489150.866434 nChanged 3 SP:Iteration 94Q (2622.655734 sec): 3 clusters Score: Raw -1491008.319208 + Penalty 1856.682126 = -1489151.637082 nChanged 5 SP:Iteration 95Q (2622.721199 sec): 3 clusters Score: Raw -1491009.082569 + Penalty 1856.682126 = -1489152.400443 nChanged 3 SP:Iteration 96Q (2622.787390 sec): 3 clusters Score: Raw -1491009.584154 + Penalty 1856.682126 = -1489152.902028 nChanged 5 SP:Iteration 97Q (2622.853261 sec): 3 clusters Score: Raw -1491010.740623 + Penalty 1856.682126 = -1489154.058497 nChanged 4 SP:Iteration 98Q (2622.918437 sec): 3 clusters Score: Raw -1491011.015318 + Penalty 1856.682126 = -1489154.333192 nChanged 1 SP:Iteration 99Q (2622.968322 sec): 3 clusters Score: Raw -1491011.110851 + Penalty 1856.682126 = -1489154.428725 nChanged 0 SP:Iteration 100F (2623.043016 sec): 3 clusters Score: Raw -1491011.110851 + Penalty 1856.682126 = -1489154.428725 nChanged 0 Trying to split cluster 7 (22945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2623.087949 sec): 2 clusters Score: Raw -2036446.263482 + Penalty 953.881256 = -2035492.382226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2623.166249 sec): 3 clusters Score: Raw -2022099.015483 + Penalty 1907.762512 = -2020191.252971 nChanged 10758 SP:Iteration 1F (2623.241438 sec): 3 clusters Score: Raw -2028481.019438 + Penalty 1907.762512 = -2026573.256926 nChanged 1382 SP:Iteration 2F (2623.320898 sec): 3 clusters Score: Raw -2029063.492193 + Penalty 1907.762512 = -2027155.729681 nChanged 1358 SP:Iteration 3F (2623.399838 sec): 3 clusters Score: Raw -2029691.544443 + Penalty 1907.762512 = -2027783.781931 nChanged 1403 SP:Iteration 4F (2623.469069 sec): 3 clusters Score: Raw -2030421.925737 + Penalty 1907.762512 = -2028514.163225 nChanged 1388 SP:Iteration 5F (2623.555596 sec): 3 clusters Score: Raw -2031262.578166 + Penalty 1907.762512 = -2029354.815654 nChanged 1490 SP:Iteration 6F (2623.636557 sec): 3 clusters Score: Raw -2032323.320990 + Penalty 1907.762512 = -2030415.558478 nChanged 1460 SP:Iteration 7F (2623.716470 sec): 3 clusters Score: Raw -2033520.180822 + Penalty 1907.762512 = -2031612.418310 nChanged 1319 SP:Iteration 8F (2623.791757 sec): 3 clusters Score: Raw -2034708.984024 + Penalty 1907.762512 = -2032801.221512 nChanged 942 SP:Iteration 9Q (2623.873948 sec): 3 clusters Score: Raw -2035602.600345 + Penalty 1907.762512 = -2033694.837833 nChanged 557 SP:Iteration 10Q (2623.952794 sec): 3 clusters Score: Raw -2036115.637797 + Penalty 1907.762512 = -2034207.875285 nChanged 261 SP:Iteration 11Q (2624.032361 sec): 3 clusters Score: Raw -2036342.512274 + Penalty 1907.762512 = -2034434.749762 nChanged 96 SP:Iteration 12Q (2624.104171 sec): 3 clusters Score: Raw -2036446.256806 + Penalty 1907.762512 = -2034538.494294 nChanged 45 SP:Iteration 13Q (2624.172165 sec): 3 clusters Score: Raw -2036505.828983 + Penalty 1907.762512 = -2034598.066470 nChanged 18 SP:Iteration 14Q (2624.246262 sec): 3 clusters Score: Raw -2036534.175962 + Penalty 1907.762512 = -2034626.413450 nChanged 6 SP:Iteration 15Q (2624.328512 sec): 3 clusters Score: Raw -2036542.882806 + Penalty 1907.762512 = -2034635.120294 nChanged 2 SP:Iteration 16Q (2624.402791 sec): 3 clusters Score: Raw -2036545.378523 + Penalty 1907.762512 = -2034637.616011 nChanged 3 SP:Iteration 17Q (2624.476434 sec): 3 clusters Score: Raw -2036547.648759 + Penalty 1907.762512 = -2034639.886247 nChanged 2 SP:Iteration 18Q (2624.551082 sec): 3 clusters Score: Raw -2036550.123427 + Penalty 1907.762512 = -2034642.360914 nChanged 1 SP:Iteration 19Q (2624.625040 sec): 3 clusters Score: Raw -2036551.756959 + Penalty 1907.762512 = -2034643.994447 nChanged 2 SP:Iteration 20F (2624.695162 sec): 3 clusters Score: Raw -2036553.198568 + Penalty 1907.762512 = -2034645.436056 nChanged 1 SP:Iteration 21Q (2624.760763 sec): 3 clusters Score: Raw -2036554.003386 + Penalty 1907.762512 = -2034646.240874 nChanged 0 SP:Iteration 22F (2624.839645 sec): 3 clusters Score: Raw -2036554.003386 + Penalty 1907.762512 = -2034646.240874 nChanged 0 Trying to split cluster 8 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2624.871916 sec): 2 clusters Score: Raw -117489.446383 + Penalty 685.796422 = -116803.649961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2624.921244 sec): 3 clusters Score: Raw -116857.671051 + Penalty 1371.592844 = -115486.078207 nChanged 492 SP:Iteration 1F (2624.957906 sec): 3 clusters Score: Raw -117161.820803 + Penalty 1371.592844 = -115790.227959 nChanged 125 SP:Iteration 2F (2625.014219 sec): 3 clusters Score: Raw -117246.339393 + Penalty 1371.592844 = -115874.746548 nChanged 76 SP:Iteration 3F (2625.060729 sec): 3 clusters Score: Raw -117299.086175 + Penalty 1371.592844 = -115927.493331 nChanged 56 SP:Iteration 4Q (2625.101147 sec): 3 clusters Score: Raw -117335.201880 + Penalty 1371.592844 = -115963.609035 nChanged 40 SP:Iteration 5Q (2625.143459 sec): 3 clusters Score: Raw -117367.371021 + Penalty 1371.592844 = -115995.778176 nChanged 30 SP:Iteration 6Q (2625.201143 sec): 3 clusters Score: Raw -117387.787783 + Penalty 1371.592844 = -116016.194938 nChanged 27 SP:Iteration 7Q (2625.233813 sec): 3 clusters Score: Raw -117407.492469 + Penalty 1371.592844 = -116035.899625 nChanged 17 SP:Iteration 8Q (2625.291126 sec): 3 clusters Score: Raw -117417.988082 + Penalty 1371.592844 = -116046.395238 nChanged 13 SP:Iteration 9Q (2625.322918 sec): 3 clusters Score: Raw -117423.857085 + Penalty 1371.592844 = -116052.264240 nChanged 5 SP:Iteration 10Q (2625.376480 sec): 3 clusters Score: Raw -117425.868914 + Penalty 1371.592844 = -116054.276070 nChanged 5 SP:Iteration 11Q (2625.418914 sec): 3 clusters Score: Raw -117427.732456 + Penalty 1371.592844 = -116056.139611 nChanged 4 SP:Iteration 12Q (2625.458069 sec): 3 clusters Score: Raw -117429.018715 + Penalty 1371.592844 = -116057.425871 nChanged 4 SP:Iteration 13Q (2625.504256 sec): 3 clusters Score: Raw -117431.523967 + Penalty 1371.592844 = -116059.931122 nChanged 9 SP:Iteration 14Q (2625.561147 sec): 3 clusters Score: Raw -117435.959557 + Penalty 1371.592844 = -116064.366712 nChanged 10 SP:Iteration 15Q (2625.600802 sec): 3 clusters Score: Raw -117442.812465 + Penalty 1371.592844 = -116071.219620 nChanged 10 SP:Iteration 16Q (2625.654224 sec): 3 clusters Score: Raw -117447.651087 + Penalty 1371.592844 = -116076.058243 nChanged 9 SP:Iteration 17Q (2625.689253 sec): 3 clusters Score: Raw -117452.649771 + Penalty 1371.592844 = -116081.056926 nChanged 6 SP:Iteration 18Q (2625.747372 sec): 3 clusters Score: Raw -117456.221841 + Penalty 1371.592844 = -116084.628996 nChanged 6 SP:Iteration 19Q (2625.793926 sec): 3 clusters Score: Raw -117459.256003 + Penalty 1371.592844 = -116087.663159 nChanged 6 SP:Iteration 20F (2625.836142 sec): 3 clusters Score: Raw -117463.623946 + Penalty 1371.592844 = -116092.031102 nChanged 6 SP:Iteration 21Q (2625.884452 sec): 3 clusters Score: Raw -117466.182992 + Penalty 1371.592844 = -116094.590147 nChanged 5 SP:Iteration 22Q (2625.932104 sec): 3 clusters Score: Raw -117470.008057 + Penalty 1371.592844 = -116098.415212 nChanged 7 SP:Iteration 23Q (2625.982169 sec): 3 clusters Score: Raw -117478.822462 + Penalty 1371.592844 = -116107.229618 nChanged 12 SP:Iteration 24Q (2626.028606 sec): 3 clusters Score: Raw -117490.044049 + Penalty 1371.592844 = -116118.451204 nChanged 8 SP:Iteration 25Q (2626.075476 sec): 3 clusters Score: Raw -117495.507215 + Penalty 1371.592844 = -116123.914370 nChanged 11 SP:Iteration 26Q (2626.125980 sec): 3 clusters Score: Raw -117502.050155 + Penalty 1371.592844 = -116130.457310 nChanged 13 SP:Iteration 27Q (2626.177416 sec): 3 clusters Score: Raw -117510.253752 + Penalty 1371.592844 = -116138.660907 nChanged 11 SP:Iteration 28Q (2626.216863 sec): 3 clusters Score: Raw -117516.359585 + Penalty 1371.592844 = -116144.766740 nChanged 8 SP:Iteration 29Q (2626.270306 sec): 3 clusters Score: Raw -117520.895962 + Penalty 1371.592844 = -116149.303118 nChanged 7 SP:Iteration 30Q (2626.310974 sec): 3 clusters Score: Raw -117524.014869 + Penalty 1371.592844 = -116152.422024 nChanged 3 SP:Iteration 31Q (2626.359732 sec): 3 clusters Score: Raw -117524.946526 + Penalty 1371.592844 = -116153.353682 nChanged 1 SP:Iteration 32Q (2626.397529 sec): 3 clusters Score: Raw -117525.197782 + Penalty 1371.592844 = -116153.604937 nChanged 1 SP:Iteration 33Q (2626.436346 sec): 3 clusters Score: Raw -117525.353814 + Penalty 1371.592844 = -116153.760969 nChanged 1 SP:Iteration 34Q (2626.483817 sec): 3 clusters Score: Raw -117525.893916 + Penalty 1371.592844 = -116154.301071 nChanged 2 SP:Iteration 35Q (2626.523808 sec): 3 clusters Score: Raw -117526.172183 + Penalty 1371.592844 = -116154.579339 nChanged 0 SP:Iteration 36F (2626.570367 sec): 3 clusters Score: Raw -117526.172183 + Penalty 1371.592844 = -116154.579339 nChanged 0 Trying to split cluster 9 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2626.604973 sec): 2 clusters Score: Raw -48567.033038 + Penalty 628.271501 = -47938.761538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2626.645023 sec): 3 clusters Score: Raw -48311.741401 + Penalty 1256.543001 = -47055.198400 nChanged 265 SP:Iteration 1F (2626.689564 sec): 3 clusters Score: Raw -48560.873250 + Penalty 1256.543001 = -47304.330248 nChanged 78 SP:Iteration 2F (2626.722971 sec): 3 clusters Score: Raw -48646.157879 + Penalty 1256.543001 = -47389.614877 nChanged 41 SP:Iteration 3F (2626.767026 sec): 3 clusters Score: Raw -48691.133478 + Penalty 1256.543001 = -47434.590477 nChanged 23 SP:Iteration 4Q (2626.812371 sec): 3 clusters Score: Raw -48723.926773 + Penalty 1256.543001 = -47467.383772 nChanged 25 SP:Iteration 5Q (2626.860236 sec): 3 clusters Score: Raw -48753.348566 + Penalty 1256.543001 = -47496.805565 nChanged 14 SP:Iteration 6Q (2626.904584 sec): 3 clusters Score: Raw -48764.049470 + Penalty 1256.543001 = -47507.506468 nChanged 14 SP:Iteration 7Q (2626.945444 sec): 3 clusters Score: Raw -48780.439949 + Penalty 1256.543001 = -47523.896947 nChanged 16 SP:Iteration 8Q (2626.991807 sec): 3 clusters Score: Raw -48793.265732 + Penalty 1256.543001 = -47536.722731 nChanged 10 SP:Iteration 9Q (2627.035597 sec): 3 clusters Score: Raw -48801.242938 + Penalty 1256.543001 = -47544.699937 nChanged 5 SP:Iteration 10Q (2627.069179 sec): 3 clusters Score: Raw -48813.743743 + Penalty 1256.543001 = -47557.200742 nChanged 8 SP:Iteration 11Q (2627.112134 sec): 3 clusters Score: Raw -48820.186075 + Penalty 1256.543001 = -47563.643074 nChanged 11 SP:Iteration 12Q (2627.165487 sec): 3 clusters Score: Raw -48828.715785 + Penalty 1256.543001 = -47572.172783 nChanged 7 SP:Iteration 13Q (2627.209914 sec): 3 clusters Score: Raw -48832.419762 + Penalty 1256.543001 = -47575.876760 nChanged 6 SP:Iteration 14Q (2627.257216 sec): 3 clusters Score: Raw -48836.703542 + Penalty 1256.543001 = -47580.160540 nChanged 4 SP:Iteration 15Q (2627.301340 sec): 3 clusters Score: Raw -48840.055189 + Penalty 1256.543001 = -47583.512188 nChanged 6 SP:Iteration 16Q (2627.339504 sec): 3 clusters Score: Raw -48850.335896 + Penalty 1256.543001 = -47593.792895 nChanged 4 SP:Iteration 17Q (2627.365870 sec): 3 clusters Score: Raw -48854.655139 + Penalty 1256.543001 = -47598.112137 nChanged 5 SP:Iteration 18Q (2627.417238 sec): 3 clusters Score: Raw -48859.049594 + Penalty 1256.543001 = -47602.506592 nChanged 3 SP:Iteration 19Q (2627.460504 sec): 3 clusters Score: Raw -48863.545743 + Penalty 1256.543001 = -47607.002741 nChanged 5 SP:Iteration 20F (2627.511958 sec): 3 clusters Score: Raw -48865.394503 + Penalty 1256.543001 = -47608.851502 nChanged 1 SP:Iteration 21Q (2627.557149 sec): 3 clusters Score: Raw -48867.083754 + Penalty 1256.543001 = -47610.540753 nChanged 3 SP:Iteration 22Q (2627.599517 sec): 3 clusters Score: Raw -48869.652979 + Penalty 1256.543001 = -47613.109977 nChanged 2 SP:Iteration 23Q (2627.637137 sec): 3 clusters Score: Raw -48870.715157 + Penalty 1256.543001 = -47614.172156 nChanged 1 SP:Iteration 24Q (2627.681154 sec): 3 clusters Score: Raw -48871.058463 + Penalty 1256.543001 = -47614.515461 nChanged 1 SP:Iteration 25Q (2627.728445 sec): 3 clusters Score: Raw -48872.612588 + Penalty 1256.543001 = -47616.069586 nChanged 2 SP:Iteration 26Q (2627.785290 sec): 3 clusters Score: Raw -48875.638847 + Penalty 1256.543001 = -47619.095846 nChanged 3 SP:Iteration 27Q (2627.822901 sec): 3 clusters Score: Raw -48877.092074 + Penalty 1256.543001 = -47620.549073 nChanged 3 SP:Iteration 28Q (2627.874391 sec): 3 clusters Score: Raw -48880.119589 + Penalty 1256.543001 = -47623.576588 nChanged 4 SP:Iteration 29Q (2627.919870 sec): 3 clusters Score: Raw -48883.364441 + Penalty 1256.543001 = -47626.821439 nChanged 3 SP:Iteration 30Q (2627.965611 sec): 3 clusters Score: Raw -48885.094532 + Penalty 1256.543001 = -47628.551530 nChanged 2 SP:Iteration 31Q (2628.010999 sec): 3 clusters Score: Raw -48886.516151 + Penalty 1256.543001 = -47629.973149 nChanged 1 SP:Iteration 32Q (2628.059168 sec): 3 clusters Score: Raw -48887.262735 + Penalty 1256.543001 = -47630.719733 nChanged 3 SP:Iteration 33Q (2628.103939 sec): 3 clusters Score: Raw -48888.932523 + Penalty 1256.543001 = -47632.389521 nChanged 1 SP:Iteration 34Q (2628.153900 sec): 3 clusters Score: Raw -48889.138199 + Penalty 1256.543001 = -47632.595197 nChanged 0 SP:Iteration 35F (2628.195177 sec): 3 clusters Score: Raw -48889.138199 + Penalty 1256.543001 = -47632.595197 nChanged 0 Trying to split cluster 10 (666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2628.217890 sec): 2 clusters Score: Raw -45796.129274 + Penalty 617.622519 = -45178.506755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2628.252845 sec): 3 clusters Score: Raw -45587.298111 + Penalty 1235.245037 = -44352.053074 nChanged 200 SP:Iteration 1F (2628.285373 sec): 3 clusters Score: Raw -45775.957982 + Penalty 1235.245037 = -44540.712945 nChanged 60 SP:Iteration 2F (2628.320341 sec): 3 clusters Score: Raw -45850.783585 + Penalty 1235.245037 = -44615.538548 nChanged 35 SP:Iteration 3F (2628.372027 sec): 3 clusters Score: Raw -45885.739049 + Penalty 1235.245037 = -44650.494012 nChanged 26 SP:Iteration 4Q (2628.416594 sec): 3 clusters Score: Raw -45918.039640 + Penalty 1235.245037 = -44682.794602 nChanged 19 SP:Iteration 5Q (2628.462584 sec): 3 clusters Score: Raw -45942.790944 + Penalty 1235.245037 = -44707.545907 nChanged 13 SP:Iteration 6Q (2628.502669 sec): 3 clusters Score: Raw -45956.048544 + Penalty 1235.245037 = -44720.803507 nChanged 9 SP:Iteration 7Q (2628.553922 sec): 3 clusters Score: Raw -45966.453345 + Penalty 1235.245037 = -44731.208308 nChanged 6 SP:Iteration 8Q (2628.600328 sec): 3 clusters Score: Raw -45971.908943 + Penalty 1235.245037 = -44736.663906 nChanged 10 SP:Iteration 9Q (2628.653064 sec): 3 clusters Score: Raw -45980.191072 + Penalty 1235.245037 = -44744.946034 nChanged 12 SP:Iteration 10Q (2628.699266 sec): 3 clusters Score: Raw -45988.022540 + Penalty 1235.245037 = -44752.777503 nChanged 14 SP:Iteration 11Q (2628.751329 sec): 3 clusters Score: Raw -45998.200008 + Penalty 1235.245037 = -44762.954970 nChanged 9 SP:Iteration 12Q (2628.792471 sec): 3 clusters Score: Raw -46004.826620 + Penalty 1235.245037 = -44769.581583 nChanged 4 SP:Iteration 13Q (2628.832341 sec): 3 clusters Score: Raw -46007.409582 + Penalty 1235.245037 = -44772.164545 nChanged 1 SP:Iteration 14Q (2628.873529 sec): 3 clusters Score: Raw -46008.079699 + Penalty 1235.245037 = -44772.834662 nChanged 1 SP:Iteration 15Q (2628.912749 sec): 3 clusters Score: Raw -46008.706926 + Penalty 1235.245037 = -44773.461888 nChanged 0 SP:Iteration 16F (2628.958899 sec): 3 clusters Score: Raw -46008.706926 + Penalty 1235.245037 = -44773.461888 nChanged 0 Trying to split cluster 11 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2628.981011 sec): 2 clusters Score: Raw -17172.869111 + Penalty 522.230981 = -16650.638130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2629.025599 sec): 3 clusters Score: Raw -17179.090112 + Penalty 1044.461963 = -16134.628150 nChanged 69 SP:Iteration 1F (2629.065056 sec): 3 clusters Score: Raw -17295.114263 + Penalty 1044.461963 = -16250.652300 nChanged 15 SP:Iteration 2F (2629.104929 sec): 3 clusters Score: Raw -17331.692707 + Penalty 1044.461963 = -16287.230744 nChanged 6 SP:Iteration 3Q (2629.148887 sec): 3 clusters Score: Raw -17351.124176 + Penalty 1044.461963 = -16306.662213 nChanged 6 SP:Iteration 4Q (2629.181620 sec): 3 clusters Score: Raw -17368.925690 + Penalty 1044.461963 = -16324.463728 nChanged 5 SP:Iteration 5Q (2629.234655 sec): 3 clusters Score: Raw -17385.242331 + Penalty 1044.461963 = -16340.780368 nChanged 5 SP:Iteration 6Q (2629.267610 sec): 3 clusters Score: Raw -17412.904725 + Penalty 1044.461963 = -16368.442763 nChanged 4 SP:Iteration 7Q (2629.307201 sec): 3 clusters Score: Raw -17428.893122 + Penalty 1044.461963 = -16384.431159 nChanged 3 SP:Iteration 8Q (2629.350121 sec): 3 clusters Score: Raw -17435.960792 + Penalty 1044.461963 = -16391.498829 nChanged 2 SP:Iteration 9Q (2629.385000 sec): 3 clusters Score: Raw -17439.886440 + Penalty 1044.461963 = -16395.424477 nChanged 4 SP:Iteration 10Q (2629.429701 sec): 3 clusters Score: Raw -17452.581333 + Penalty 1044.461963 = -16408.119370 nChanged 3 SP:Iteration 11Q (2629.474590 sec): 3 clusters Score: Raw -17456.169635 + Penalty 1044.461963 = -16411.707672 nChanged 1 SP:Iteration 12Q (2629.519652 sec): 3 clusters Score: Raw -17459.075424 + Penalty 1044.461963 = -16414.613461 nChanged 0 SP:Iteration 13F (2629.559887 sec): 3 clusters Score: Raw -17459.075424 + Penalty 1044.461963 = -16414.613461 nChanged 0 Trying to split cluster 12 (2653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2629.579132 sec): 2 clusters Score: Raw -220733.458767 + Penalty 748.927404 = -219984.531363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2629.623962 sec): 3 clusters Score: Raw -219389.588782 + Penalty 1497.854807 = -217891.733974 nChanged 1075 SP:Iteration 1F (2629.668099 sec): 3 clusters Score: Raw -219920.600405 + Penalty 1497.854807 = -218422.745597 nChanged 193 SP:Iteration 2F (2629.713754 sec): 3 clusters Score: Raw -220025.000208 + Penalty 1497.854807 = -218527.145401 nChanged 142 SP:Iteration 3F (2629.747204 sec): 3 clusters Score: Raw -220111.848817 + Penalty 1497.854807 = -218613.994009 nChanged 133 SP:Iteration 4F (2629.792335 sec): 3 clusters Score: Raw -220199.456707 + Penalty 1497.854807 = -218701.601899 nChanged 137 SP:Iteration 5F (2629.835752 sec): 3 clusters Score: Raw -220294.807226 + Penalty 1497.854807 = -218796.952419 nChanged 142 SP:Iteration 6F (2629.891556 sec): 3 clusters Score: Raw -220399.588137 + Penalty 1497.854807 = -218901.733329 nChanged 122 SP:Iteration 7Q (2629.927309 sec): 3 clusters Score: Raw -220495.951812 + Penalty 1497.854807 = -218998.097005 nChanged 108 SP:Iteration 8Q (2629.978504 sec): 3 clusters Score: Raw -220575.808066 + Penalty 1497.854807 = -219077.953259 nChanged 81 SP:Iteration 9Q (2630.013543 sec): 3 clusters Score: Raw -220633.085864 + Penalty 1497.854807 = -219135.231057 nChanged 73 SP:Iteration 10Q (2630.055857 sec): 3 clusters Score: Raw -220683.977509 + Penalty 1497.854807 = -219186.122702 nChanged 41 SP:Iteration 11Q (2630.106715 sec): 3 clusters Score: Raw -220709.641623 + Penalty 1497.854807 = -219211.786816 nChanged 33 SP:Iteration 12Q (2630.155265 sec): 3 clusters Score: Raw -220730.407722 + Penalty 1497.854807 = -219232.552915 nChanged 25 SP:Iteration 13Q (2630.189690 sec): 3 clusters Score: Raw -220748.223084 + Penalty 1497.854807 = -219250.368277 nChanged 27 SP:Iteration 14Q (2630.229588 sec): 3 clusters Score: Raw -220766.617248 + Penalty 1497.854807 = -219268.762441 nChanged 21 SP:Iteration 15Q (2630.289170 sec): 3 clusters Score: Raw -220783.507506 + Penalty 1497.854807 = -219285.652699 nChanged 17 SP:Iteration 16Q (2630.335428 sec): 3 clusters Score: Raw -220798.030308 + Penalty 1497.854807 = -219300.175501 nChanged 7 SP:Iteration 17Q (2630.387805 sec): 3 clusters Score: Raw -220805.586934 + Penalty 1497.854807 = -219307.732126 nChanged 10 SP:Iteration 18Q (2630.440325 sec): 3 clusters Score: Raw -220814.403529 + Penalty 1497.854807 = -219316.548722 nChanged 12 SP:Iteration 19Q (2630.494358 sec): 3 clusters Score: Raw -220826.510450 + Penalty 1497.854807 = -219328.655643 nChanged 11 SP:Iteration 20F (2630.534696 sec): 3 clusters Score: Raw -220836.901619 + Penalty 1497.854807 = -219339.046812 nChanged 12 SP:Iteration 21Q (2630.592924 sec): 3 clusters Score: Raw -220845.465729 + Penalty 1497.854807 = -219347.610922 nChanged 3 SP:Iteration 22Q (2630.635360 sec): 3 clusters Score: Raw -220848.969300 + Penalty 1497.854807 = -219351.114493 nChanged 2 SP:Iteration 23Q (2630.685325 sec): 3 clusters Score: Raw -220851.165298 + Penalty 1497.854807 = -219353.310490 nChanged 2 SP:Iteration 24Q (2630.746655 sec): 3 clusters Score: Raw -220852.216796 + Penalty 1497.854807 = -219354.361989 nChanged 2 SP:Iteration 25Q (2630.799359 sec): 3 clusters Score: Raw -220852.822434 + Penalty 1497.854807 = -219354.967627 nChanged 0 SP:Iteration 26F (2630.844075 sec): 3 clusters Score: Raw -220852.822434 + Penalty 1497.854807 = -219354.967627 nChanged 0 Trying to split cluster 13 (26072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2630.904085 sec): 2 clusters Score: Raw -2104908.680942 + Penalty 966.018636 = -2103942.662306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2630.988140 sec): 3 clusters Score: Raw -2088354.424457 + Penalty 1932.037272 = -2086422.387185 nChanged 12237 SP:Iteration 1F (2631.072324 sec): 3 clusters Score: Raw -2095493.444466 + Penalty 1932.037272 = -2093561.407194 nChanged 1360 SP:Iteration 2F (2631.155599 sec): 3 clusters Score: Raw -2096056.409779 + Penalty 1932.037272 = -2094124.372507 nChanged 1389 SP:Iteration 3F (2631.230209 sec): 3 clusters Score: Raw -2096752.237343 + Penalty 1932.037272 = -2094820.200071 nChanged 1473 SP:Iteration 4F (2631.304529 sec): 3 clusters Score: Raw -2097607.180468 + Penalty 1932.037272 = -2095675.143196 nChanged 1611 SP:Iteration 5F (2631.391692 sec): 3 clusters Score: Raw -2098590.612405 + Penalty 1932.037272 = -2096658.575133 nChanged 1597 SP:Iteration 6F (2631.477632 sec): 3 clusters Score: Raw -2099590.557735 + Penalty 1932.037272 = -2097658.520463 nChanged 1497 SP:Iteration 7F (2631.561177 sec): 3 clusters Score: Raw -2100563.237424 + Penalty 1932.037272 = -2098631.200152 nChanged 1399 SP:Iteration 8F (2631.642856 sec): 3 clusters Score: Raw -2101454.480858 + Penalty 1932.037272 = -2099522.443586 nChanged 1225 SP:Iteration 9Q (2631.726387 sec): 3 clusters Score: Raw -2102132.547737 + Penalty 1932.037272 = -2100200.510465 nChanged 992 SP:Iteration 10Q (2631.809704 sec): 3 clusters Score: Raw -2102576.882133 + Penalty 1932.037272 = -2100644.844861 nChanged 731 SP:Iteration 11Q (2631.895907 sec): 3 clusters Score: Raw -2102838.111799 + Penalty 1932.037272 = -2100906.074527 nChanged 532 SP:Iteration 12Q (2631.972058 sec): 3 clusters Score: Raw -2102993.420457 + Penalty 1932.037272 = -2101061.383185 nChanged 431 SP:Iteration 13Q (2632.054499 sec): 3 clusters Score: Raw -2103108.525063 + Penalty 1932.037272 = -2101176.487791 nChanged 375 SP:Iteration 14Q (2632.136088 sec): 3 clusters Score: Raw -2103207.930700 + Penalty 1932.037272 = -2101275.893428 nChanged 322 SP:Iteration 15Q (2632.218372 sec): 3 clusters Score: Raw -2103287.206506 + Penalty 1932.037272 = -2101355.169234 nChanged 274 SP:Iteration 16Q (2632.284540 sec): 3 clusters Score: Raw -2103350.349140 + Penalty 1932.037272 = -2101418.311868 nChanged 234 SP:Iteration 17Q (2632.366746 sec): 3 clusters Score: Raw -2103400.489658 + Penalty 1932.037272 = -2101468.452386 nChanged 224 SP:Iteration 18Q (2632.453989 sec): 3 clusters Score: Raw -2103449.699117 + Penalty 1932.037272 = -2101517.661845 nChanged 253 SP:Iteration 19Q (2632.515232 sec): 3 clusters Score: Raw -2103508.496556 + Penalty 1932.037272 = -2101576.459284 nChanged 235 SP:Iteration 20F (2632.602626 sec): 3 clusters Score: Raw -2103562.967462 + Penalty 1932.037272 = -2101630.930190 nChanged 240 SP:Iteration 21Q (2632.683800 sec): 3 clusters Score: Raw -2103619.569761 + Penalty 1932.037272 = -2101687.532489 nChanged 251 SP:Iteration 22Q (2632.765899 sec): 3 clusters Score: Raw -2103679.507027 + Penalty 1932.037272 = -2101747.469755 nChanged 263 SP:Iteration 23Q (2632.846806 sec): 3 clusters Score: Raw -2103744.980266 + Penalty 1932.037272 = -2101812.942994 nChanged 237 SP:Iteration 24Q (2632.927874 sec): 3 clusters Score: Raw -2103796.863712 + Penalty 1932.037272 = -2101864.826440 nChanged 209 SP:Iteration 25Q (2633.008700 sec): 3 clusters Score: Raw -2103841.353029 + Penalty 1932.037272 = -2101909.315757 nChanged 207 SP:Iteration 26Q (2633.089560 sec): 3 clusters Score: Raw -2103884.837200 + Penalty 1932.037272 = -2101952.799928 nChanged 196 SP:Iteration 27Q (2633.172727 sec): 3 clusters Score: Raw -2103928.097307 + Penalty 1932.037272 = -2101996.060035 nChanged 199 SP:Iteration 28Q (2633.251931 sec): 3 clusters Score: Raw -2103972.624193 + Penalty 1932.037272 = -2102040.586922 nChanged 195 SP:Iteration 29Q (2633.321701 sec): 3 clusters Score: Raw -2104017.139260 + Penalty 1932.037272 = -2102085.101988 nChanged 184 SP:Iteration 30Q (2633.401712 sec): 3 clusters Score: Raw -2104058.232277 + Penalty 1932.037272 = -2102126.195005 nChanged 171 SP:Iteration 31Q (2633.490635 sec): 3 clusters Score: Raw -2104096.595880 + Penalty 1932.037272 = -2102164.558608 nChanged 163 SP:Iteration 32Q (2633.568319 sec): 3 clusters Score: Raw -2104131.872175 + Penalty 1932.037272 = -2102199.834903 nChanged 172 SP:Iteration 33Q (2633.651503 sec): 3 clusters Score: Raw -2104173.170231 + Penalty 1932.037272 = -2102241.132959 nChanged 171 SP:Iteration 34Q (2633.733064 sec): 3 clusters Score: Raw -2104212.364784 + Penalty 1932.037272 = -2102280.327512 nChanged 145 SP:Iteration 35Q (2633.811124 sec): 3 clusters Score: Raw -2104245.943587 + Penalty 1932.037272 = -2102313.906315 nChanged 159 SP:Iteration 36Q (2633.884579 sec): 3 clusters Score: Raw -2104283.664683 + Penalty 1932.037272 = -2102351.627412 nChanged 143 SP:Iteration 37Q (2633.963020 sec): 3 clusters Score: Raw -2104315.512160 + Penalty 1932.037272 = -2102383.474888 nChanged 137 SP:Iteration 38Q (2634.039375 sec): 3 clusters Score: Raw -2104345.339331 + Penalty 1932.037272 = -2102413.302059 nChanged 128 SP:Iteration 39Q (2634.119539 sec): 3 clusters Score: Raw -2104375.288753 + Penalty 1932.037272 = -2102443.251481 nChanged 148 SP:Iteration 40F (2634.205001 sec): 3 clusters Score: Raw -2104414.179713 + Penalty 1932.037272 = -2102482.142441 nChanged 161 SP:Iteration 41Q (2634.284776 sec): 3 clusters Score: Raw -2104461.859112 + Penalty 1932.037272 = -2102529.821840 nChanged 167 SP:Iteration 42Q (2634.354921 sec): 3 clusters Score: Raw -2104518.232640 + Penalty 1932.037272 = -2102586.195368 nChanged 162 SP:Iteration 43Q (2634.436207 sec): 3 clusters Score: Raw -2104569.995087 + Penalty 1932.037272 = -2102637.957815 nChanged 153 SP:Iteration 44Q (2634.513314 sec): 3 clusters Score: Raw -2104615.691506 + Penalty 1932.037272 = -2102683.654234 nChanged 157 SP:Iteration 45Q (2634.587439 sec): 3 clusters Score: Raw -2104669.797239 + Penalty 1932.037272 = -2102737.759968 nChanged 161 SP:Iteration 46Q (2634.662536 sec): 3 clusters Score: Raw -2104721.896087 + Penalty 1932.037272 = -2102789.858815 nChanged 152 SP:Iteration 47Q (2634.738954 sec): 3 clusters Score: Raw -2104775.311735 + Penalty 1932.037272 = -2102843.274463 nChanged 144 SP:Iteration 48Q (2634.817091 sec): 3 clusters Score: Raw -2104829.290145 + Penalty 1932.037272 = -2102897.252873 nChanged 128 SP:Iteration 49Q (2634.886145 sec): 3 clusters Score: Raw -2104873.665700 + Penalty 1932.037272 = -2102941.628428 nChanged 111 SP:Iteration 50Q (2634.974382 sec): 3 clusters Score: Raw -2104915.013963 + Penalty 1932.037272 = -2102982.976691 nChanged 118 SP:Iteration 51Q (2635.052447 sec): 3 clusters Score: Raw -2104959.343646 + Penalty 1932.037272 = -2103027.306374 nChanged 87 SP:Iteration 52Q (2635.130118 sec): 3 clusters Score: Raw -2104988.893844 + Penalty 1932.037272 = -2103056.856573 nChanged 68 SP:Iteration 53Q (2635.203379 sec): 3 clusters Score: Raw -2105009.267586 + Penalty 1932.037272 = -2103077.230314 nChanged 52 SP:Iteration 54Q (2635.283284 sec): 3 clusters Score: Raw -2105025.333869 + Penalty 1932.037272 = -2103093.296597 nChanged 48 SP:Iteration 55Q (2635.360429 sec): 3 clusters Score: Raw -2105040.055875 + Penalty 1932.037272 = -2103108.018603 nChanged 38 SP:Iteration 56Q (2635.436336 sec): 3 clusters Score: Raw -2105053.964234 + Penalty 1932.037272 = -2103121.926962 nChanged 39 SP:Iteration 57Q (2635.514360 sec): 3 clusters Score: Raw -2105069.610470 + Penalty 1932.037272 = -2103137.573198 nChanged 37 SP:Iteration 58Q (2635.584582 sec): 3 clusters Score: Raw -2105082.249176 + Penalty 1932.037272 = -2103150.211904 nChanged 39 SP:Iteration 59Q (2635.650089 sec): 3 clusters Score: Raw -2105092.314423 + Penalty 1932.037272 = -2103160.277151 nChanged 24 SP:Iteration 60F (2635.723169 sec): 3 clusters Score: Raw -2105100.481009 + Penalty 1932.037272 = -2103168.443737 nChanged 29 SP:Iteration 61Q (2635.796184 sec): 3 clusters Score: Raw -2105108.997497 + Penalty 1932.037272 = -2103176.960225 nChanged 24 SP:Iteration 62Q (2635.874385 sec): 3 clusters Score: Raw -2105116.627590 + Penalty 1932.037272 = -2103184.590318 nChanged 18 SP:Iteration 63Q (2635.954225 sec): 3 clusters Score: Raw -2105122.531745 + Penalty 1932.037272 = -2103190.494473 nChanged 13 SP:Iteration 64Q (2636.026968 sec): 3 clusters Score: Raw -2105125.966856 + Penalty 1932.037272 = -2103193.929584 nChanged 8 SP:Iteration 65Q (2636.103397 sec): 3 clusters Score: Raw -2105128.554107 + Penalty 1932.037272 = -2103196.516835 nChanged 8 SP:Iteration 66Q (2636.176029 sec): 3 clusters Score: Raw -2105130.603373 + Penalty 1932.037272 = -2103198.566101 nChanged 7 SP:Iteration 67Q (2636.249769 sec): 3 clusters Score: Raw -2105132.544533 + Penalty 1932.037272 = -2103200.507261 nChanged 8 SP:Iteration 68Q (2636.328013 sec): 3 clusters Score: Raw -2105134.109799 + Penalty 1932.037272 = -2103202.072527 nChanged 10 SP:Iteration 69Q (2636.398228 sec): 3 clusters Score: Raw -2105137.915888 + Penalty 1932.037272 = -2103205.878617 nChanged 10 SP:Iteration 70Q (2636.473296 sec): 3 clusters Score: Raw -2105140.976875 + Penalty 1932.037272 = -2103208.939603 nChanged 9 SP:Iteration 71Q (2636.547090 sec): 3 clusters Score: Raw -2105144.143854 + Penalty 1932.037272 = -2103212.106582 nChanged 12 SP:Iteration 72Q (2636.622219 sec): 3 clusters Score: Raw -2105146.660647 + Penalty 1932.037272 = -2103214.623375 nChanged 8 SP:Iteration 73Q (2636.697727 sec): 3 clusters Score: Raw -2105149.162488 + Penalty 1932.037272 = -2103217.125216 nChanged 7 SP:Iteration 74Q (2636.771933 sec): 3 clusters Score: Raw -2105151.959389 + Penalty 1932.037272 = -2103219.922117 nChanged 11 SP:Iteration 75Q (2636.848108 sec): 3 clusters Score: Raw -2105155.547770 + Penalty 1932.037272 = -2103223.510498 nChanged 11 SP:Iteration 76Q (2636.924623 sec): 3 clusters Score: Raw -2105157.674359 + Penalty 1932.037272 = -2103225.637087 nChanged 5 SP:Iteration 77Q (2636.989422 sec): 3 clusters Score: Raw -2105158.731303 + Penalty 1932.037272 = -2103226.694031 nChanged 3 SP:Iteration 78Q (2637.062088 sec): 3 clusters Score: Raw -2105159.517199 + Penalty 1932.037272 = -2103227.479927 nChanged 2 SP:Iteration 79Q (2637.118352 sec): 3 clusters Score: Raw -2105160.128649 + Penalty 1932.037272 = -2103228.091377 nChanged 4 SP:Iteration 80F (2637.197174 sec): 3 clusters Score: Raw -2105160.881790 + Penalty 1932.037272 = -2103228.844519 nChanged 4 SP:Iteration 81Q (2637.272959 sec): 3 clusters Score: Raw -2105162.109799 + Penalty 1932.037272 = -2103230.072527 nChanged 3 SP:Iteration 82Q (2637.350863 sec): 3 clusters Score: Raw -2105163.293258 + Penalty 1932.037272 = -2103231.255986 nChanged 4 SP:Iteration 83Q (2637.428430 sec): 3 clusters Score: Raw -2105164.743966 + Penalty 1932.037272 = -2103232.706695 nChanged 4 SP:Iteration 84Q (2637.505525 sec): 3 clusters Score: Raw -2105165.421512 + Penalty 1932.037272 = -2103233.384240 nChanged 4 SP:Iteration 85Q (2637.579345 sec): 3 clusters Score: Raw -2105166.456474 + Penalty 1932.037272 = -2103234.419203 nChanged 5 SP:Iteration 86Q (2637.655825 sec): 3 clusters Score: Raw -2105167.748181 + Penalty 1932.037272 = -2103235.710909 nChanged 3 SP:Iteration 87Q (2637.731124 sec): 3 clusters Score: Raw -2105168.229760 + Penalty 1932.037272 = -2103236.192488 nChanged 2 SP:Iteration 88Q (2637.808566 sec): 3 clusters Score: Raw -2105168.634753 + Penalty 1932.037272 = -2103236.597481 nChanged 1 SP:Iteration 89Q (2637.881610 sec): 3 clusters Score: Raw -2105168.813101 + Penalty 1932.037272 = -2103236.775829 nChanged 0 SP:Iteration 90F (2637.965212 sec): 3 clusters Score: Raw -2105168.813101 + Penalty 1932.037272 = -2103236.775829 nChanged 0 Trying to split cluster 14 (60706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2638.049937 sec): 2 clusters Score: Raw -5196417.793416 + Penalty 1046.310793 = -5195371.482623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2638.176240 sec): 3 clusters Score: Raw -5156585.890870 + Penalty 2092.621586 = -5154493.269284 nChanged 29261 SP:Iteration 1F (2638.306180 sec): 3 clusters Score: Raw -5174049.732901 + Penalty 2092.621586 = -5171957.111316 nChanged 2499 SP:Iteration 2Q (2638.441047 sec): 3 clusters Score: Raw -5174779.711699 + Penalty 2092.621586 = -5172687.090113 nChanged 2634 SP:Iteration 3Q (2638.573656 sec): 3 clusters Score: Raw -5175649.813987 + Penalty 2092.621586 = -5173557.192402 nChanged 2820 SP:Iteration 4Q (2638.694370 sec): 3 clusters Score: Raw -5176635.744259 + Penalty 2092.621586 = -5174543.122674 nChanged 2843 SP:Iteration 5Q (2638.825051 sec): 3 clusters Score: Raw -5177688.681552 + Penalty 2092.621586 = -5175596.059966 nChanged 2902 SP:Iteration 6Q (2638.946853 sec): 3 clusters Score: Raw -5178944.158626 + Penalty 2092.621586 = -5176851.537040 nChanged 2970 SP:Iteration 7Q (2639.063168 sec): 3 clusters Score: Raw -5180498.517624 + Penalty 2092.621586 = -5178405.896039 nChanged 3117 SP:Iteration 8F (2639.194235 sec): 3 clusters Score: Raw -5182526.484521 + Penalty 2092.621586 = -5180433.862936 nChanged 3187 SP:Iteration 9F (2639.318193 sec): 3 clusters Score: Raw -5184972.223939 + Penalty 2092.621586 = -5182879.602353 nChanged 3171 SP:Iteration 10F (2639.437228 sec): 3 clusters Score: Raw -5187687.060509 + Penalty 2092.621586 = -5185594.438923 nChanged 2778 SP:Iteration 11Q (2639.580997 sec): 3 clusters Score: Raw -5190052.103719 + Penalty 2092.621586 = -5187959.482134 nChanged 2224 SP:Iteration 12Q (2639.714487 sec): 3 clusters Score: Raw -5191855.327948 + Penalty 2092.621586 = -5189762.706362 nChanged 1643 SP:Iteration 13Q (2639.839086 sec): 3 clusters Score: Raw -5193056.557384 + Penalty 2092.621586 = -5190963.935798 nChanged 1270 SP:Iteration 14Q (2639.953724 sec): 3 clusters Score: Raw -5193896.796835 + Penalty 2092.621586 = -5191804.175250 nChanged 1003 SP:Iteration 15Q (2640.061930 sec): 3 clusters Score: Raw -5194514.014533 + Penalty 2092.621586 = -5192421.392948 nChanged 815 SP:Iteration 16Q (2640.168128 sec): 3 clusters Score: Raw -5195001.132921 + Penalty 2092.621586 = -5192908.511335 nChanged 689 SP:Iteration 17Q (2640.283627 sec): 3 clusters Score: Raw -5195384.449637 + Penalty 2092.621586 = -5193291.828051 nChanged 601 SP:Iteration 18Q (2640.392345 sec): 3 clusters Score: Raw -5195714.157936 + Penalty 2092.621586 = -5193621.536350 nChanged 481 SP:Iteration 19Q (2640.498821 sec): 3 clusters Score: Raw -5195960.338098 + Penalty 2092.621586 = -5193867.716512 nChanged 377 SP:Iteration 20F (2640.624878 sec): 3 clusters Score: Raw -5196146.605484 + Penalty 2092.621586 = -5194053.983898 nChanged 290 SP:Iteration 21Q (2640.726813 sec): 3 clusters Score: Raw -5196296.175719 + Penalty 2092.621586 = -5194203.554134 nChanged 219 SP:Iteration 22Q (2640.844199 sec): 3 clusters Score: Raw -5196401.087980 + Penalty 2092.621586 = -5194308.466394 nChanged 179 SP:Iteration 23Q (2640.952849 sec): 3 clusters Score: Raw -5196474.156712 + Penalty 2092.621586 = -5194381.535126 nChanged 126 SP:Iteration 24Q (2641.057537 sec): 3 clusters Score: Raw -5196523.536332 + Penalty 2092.621586 = -5194430.914747 nChanged 102 SP:Iteration 25Q (2641.160014 sec): 3 clusters Score: Raw -5196567.577400 + Penalty 2092.621586 = -5194474.955814 nChanged 85 SP:Iteration 26Q (2641.264159 sec): 3 clusters Score: Raw -5196600.132048 + Penalty 2092.621586 = -5194507.510462 nChanged 63 SP:Iteration 27Q (2641.375576 sec): 3 clusters Score: Raw -5196618.940975 + Penalty 2092.621586 = -5194526.319389 nChanged 46 SP:Iteration 28Q (2641.484906 sec): 3 clusters Score: Raw -5196631.943071 + Penalty 2092.621586 = -5194539.321485 nChanged 37 SP:Iteration 29Q (2641.586850 sec): 3 clusters Score: Raw -5196642.263693 + Penalty 2092.621586 = -5194549.642107 nChanged 23 SP:Iteration 30Q (2641.684149 sec): 3 clusters Score: Raw -5196650.149152 + Penalty 2092.621586 = -5194557.527566 nChanged 22 SP:Iteration 31Q (2641.798156 sec): 3 clusters Score: Raw -5196656.611956 + Penalty 2092.621586 = -5194563.990370 nChanged 14 SP:Iteration 32Q (2641.903227 sec): 3 clusters Score: Raw -5196661.121423 + Penalty 2092.621586 = -5194568.499838 nChanged 17 SP:Iteration 33Q (2642.014800 sec): 3 clusters Score: Raw -5196665.442780 + Penalty 2092.621586 = -5194572.821194 nChanged 14 SP:Iteration 34Q (2642.109729 sec): 3 clusters Score: Raw -5196668.216046 + Penalty 2092.621586 = -5194575.594460 nChanged 9 SP:Iteration 35Q (2642.224670 sec): 3 clusters Score: Raw -5196669.898380 + Penalty 2092.621586 = -5194577.276794 nChanged 6 SP:Iteration 36Q (2642.326663 sec): 3 clusters Score: Raw -5196671.480237 + Penalty 2092.621586 = -5194578.858652 nChanged 12 SP:Iteration 37Q (2642.443324 sec): 3 clusters Score: Raw -5196675.685568 + Penalty 2092.621586 = -5194583.063982 nChanged 16 SP:Iteration 38Q (2642.539680 sec): 3 clusters Score: Raw -5196679.848988 + Penalty 2092.621586 = -5194587.227402 nChanged 12 SP:Iteration 39Q (2642.645766 sec): 3 clusters Score: Raw -5196683.467979 + Penalty 2092.621586 = -5194590.846393 nChanged 13 SP:Iteration 40F (2642.762862 sec): 3 clusters Score: Raw -5196686.682383 + Penalty 2092.621586 = -5194594.060798 nChanged 11 SP:Iteration 41Q (2642.872500 sec): 3 clusters Score: Raw -5196689.425050 + Penalty 2092.621586 = -5194596.803464 nChanged 10 SP:Iteration 42Q (2642.978035 sec): 3 clusters Score: Raw -5196691.488446 + Penalty 2092.621586 = -5194598.866861 nChanged 6 SP:Iteration 43Q (2643.075164 sec): 3 clusters Score: Raw -5196692.884682 + Penalty 2092.621586 = -5194600.263097 nChanged 4 SP:Iteration 44Q (2643.185492 sec): 3 clusters Score: Raw -5196694.426299 + Penalty 2092.621586 = -5194601.804714 nChanged 5 SP:Iteration 45Q (2643.285356 sec): 3 clusters Score: Raw -5196696.170924 + Penalty 2092.621586 = -5194603.549338 nChanged 5 SP:Iteration 46Q (2643.402383 sec): 3 clusters Score: Raw -5196697.368836 + Penalty 2092.621586 = -5194604.747251 nChanged 8 SP:Iteration 47Q (2643.512446 sec): 3 clusters Score: Raw -5196698.556696 + Penalty 2092.621586 = -5194605.935111 nChanged 6 SP:Iteration 48Q (2643.626373 sec): 3 clusters Score: Raw -5196699.620788 + Penalty 2092.621586 = -5194606.999203 nChanged 4 SP:Iteration 49Q (2643.737380 sec): 3 clusters Score: Raw -5196700.242659 + Penalty 2092.621586 = -5194607.621074 nChanged 2 SP:Iteration 50Q (2643.843965 sec): 3 clusters Score: Raw -5196700.702230 + Penalty 2092.621586 = -5194608.080644 nChanged 4 SP:Iteration 51Q (2643.945900 sec): 3 clusters Score: Raw -5196701.351280 + Penalty 2092.621586 = -5194608.729694 nChanged 3 SP:Iteration 52Q (2644.051501 sec): 3 clusters Score: Raw -5196701.624525 + Penalty 2092.621586 = -5194609.002940 nChanged 1 SP:Iteration 53Q (2644.158169 sec): 3 clusters Score: Raw -5196701.731415 + Penalty 2092.621586 = -5194609.109830 nChanged 0 SP:Iteration 54F (2644.289171 sec): 3 clusters Score: Raw -5196701.731415 + Penalty 2092.621586 = -5194609.109830 nChanged 0 Trying to split cluster 15 (10077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2644.330848 sec): 2 clusters Score: Raw -903366.986626 + Penalty 875.711033 = -902491.275593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2644.384444 sec): 3 clusters Score: Raw -897384.868127 + Penalty 1751.422067 = -895633.446060 nChanged 4492 SP:Iteration 1F (2644.439344 sec): 3 clusters Score: Raw -899876.429687 + Penalty 1751.422067 = -898125.007620 nChanged 635 SP:Iteration 2F (2644.487332 sec): 3 clusters Score: Raw -900193.626457 + Penalty 1751.422067 = -898442.204390 nChanged 585 SP:Iteration 3F (2644.549571 sec): 3 clusters Score: Raw -900509.781601 + Penalty 1751.422067 = -898758.359534 nChanged 602 SP:Iteration 4F (2644.608495 sec): 3 clusters Score: Raw -900859.457984 + Penalty 1751.422067 = -899108.035917 nChanged 556 SP:Iteration 5F (2644.661596 sec): 3 clusters Score: Raw -901157.650436 + Penalty 1751.422067 = -899406.228370 nChanged 469 SP:Iteration 6Q (2644.718819 sec): 3 clusters Score: Raw -901416.311587 + Penalty 1751.422067 = -899664.889520 nChanged 460 SP:Iteration 7Q (2644.778378 sec): 3 clusters Score: Raw -901663.603975 + Penalty 1751.422067 = -899912.181908 nChanged 392 SP:Iteration 8Q (2644.841990 sec): 3 clusters Score: Raw -901868.245499 + Penalty 1751.422067 = -900116.823432 nChanged 347 SP:Iteration 9Q (2644.904379 sec): 3 clusters Score: Raw -902043.222305 + Penalty 1751.422067 = -900291.800239 nChanged 288 SP:Iteration 10Q (2644.951758 sec): 3 clusters Score: Raw -902157.430069 + Penalty 1751.422067 = -900406.008002 nChanged 233 SP:Iteration 11Q (2645.021934 sec): 3 clusters Score: Raw -902253.975100 + Penalty 1751.422067 = -900502.553033 nChanged 208 SP:Iteration 12Q (2645.072492 sec): 3 clusters Score: Raw -902330.279561 + Penalty 1751.422067 = -900578.857495 nChanged 185 SP:Iteration 13Q (2645.130980 sec): 3 clusters Score: Raw -902397.273012 + Penalty 1751.422067 = -900645.850945 nChanged 157 SP:Iteration 14Q (2645.191861 sec): 3 clusters Score: Raw -902447.117470 + Penalty 1751.422067 = -900695.695403 nChanged 137 SP:Iteration 15Q (2645.247975 sec): 3 clusters Score: Raw -902491.878308 + Penalty 1751.422067 = -900740.456241 nChanged 134 SP:Iteration 16Q (2645.310227 sec): 3 clusters Score: Raw -902542.137036 + Penalty 1751.422067 = -900790.714969 nChanged 148 SP:Iteration 17Q (2645.361519 sec): 3 clusters Score: Raw -902591.759364 + Penalty 1751.422067 = -900840.337297 nChanged 137 SP:Iteration 18Q (2645.414976 sec): 3 clusters Score: Raw -902627.191425 + Penalty 1751.422067 = -900875.769358 nChanged 115 SP:Iteration 19Q (2645.482159 sec): 3 clusters Score: Raw -902658.608123 + Penalty 1751.422067 = -900907.186056 nChanged 112 SP:Iteration 20F (2645.536915 sec): 3 clusters Score: Raw -902682.975106 + Penalty 1751.422067 = -900931.553039 nChanged 89 SP:Iteration 21Q (2645.586890 sec): 3 clusters Score: Raw -902701.691354 + Penalty 1751.422067 = -900950.269288 nChanged 85 SP:Iteration 22Q (2645.647144 sec): 3 clusters Score: Raw -902721.298054 + Penalty 1751.422067 = -900969.875987 nChanged 88 SP:Iteration 23Q (2645.707917 sec): 3 clusters Score: Raw -902741.845289 + Penalty 1751.422067 = -900990.423222 nChanged 74 SP:Iteration 24Q (2645.766052 sec): 3 clusters Score: Raw -902757.545569 + Penalty 1751.422067 = -901006.123502 nChanged 74 SP:Iteration 25Q (2645.831059 sec): 3 clusters Score: Raw -902774.214574 + Penalty 1751.422067 = -901022.792507 nChanged 75 SP:Iteration 26Q (2645.889802 sec): 3 clusters Score: Raw -902785.241014 + Penalty 1751.422067 = -901033.818947 nChanged 47 SP:Iteration 27Q (2645.949202 sec): 3 clusters Score: Raw -902791.622846 + Penalty 1751.422067 = -901040.200779 nChanged 45 SP:Iteration 28Q (2646.006306 sec): 3 clusters Score: Raw -902799.077688 + Penalty 1751.422067 = -901047.655622 nChanged 55 SP:Iteration 29Q (2646.054004 sec): 3 clusters Score: Raw -902811.248629 + Penalty 1751.422067 = -901059.826562 nChanged 70 SP:Iteration 30Q (2646.114625 sec): 3 clusters Score: Raw -902829.633577 + Penalty 1751.422067 = -901078.211510 nChanged 84 SP:Iteration 31Q (2646.176507 sec): 3 clusters Score: Raw -902852.208049 + Penalty 1751.422067 = -901100.785982 nChanged 79 SP:Iteration 32Q (2646.226380 sec): 3 clusters Score: Raw -902869.621816 + Penalty 1751.422067 = -901118.199749 nChanged 78 SP:Iteration 33Q (2646.288373 sec): 3 clusters Score: Raw -902886.812084 + Penalty 1751.422067 = -901135.390017 nChanged 78 SP:Iteration 34Q (2646.329159 sec): 3 clusters Score: Raw -902901.282484 + Penalty 1751.422067 = -901149.860417 nChanged 65 SP:Iteration 35Q (2646.384141 sec): 3 clusters Score: Raw -902916.195219 + Penalty 1751.422067 = -901164.773152 nChanged 78 SP:Iteration 36Q (2646.449537 sec): 3 clusters Score: Raw -902934.716067 + Penalty 1751.422067 = -901183.294001 nChanged 87 SP:Iteration 37Q (2646.510491 sec): 3 clusters Score: Raw -902957.523153 + Penalty 1751.422067 = -901206.101086 nChanged 94 SP:Iteration 38Q (2646.560772 sec): 3 clusters Score: Raw -902981.149753 + Penalty 1751.422067 = -901229.727686 nChanged 92 SP:Iteration 39Q (2646.614143 sec): 3 clusters Score: Raw -903001.949794 + Penalty 1751.422067 = -901250.527727 nChanged 92 SP:Iteration 40F (2646.663561 sec): 3 clusters Score: Raw -903022.352940 + Penalty 1751.422067 = -901270.930873 nChanged 78 SP:Iteration 41Q (2646.714886 sec): 3 clusters Score: Raw -903038.669218 + Penalty 1751.422067 = -901287.247151 nChanged 69 SP:Iteration 42Q (2646.767075 sec): 3 clusters Score: Raw -903054.324085 + Penalty 1751.422067 = -901302.902018 nChanged 67 SP:Iteration 43Q (2646.826040 sec): 3 clusters Score: Raw -903068.270106 + Penalty 1751.422067 = -901316.848039 nChanged 66 SP:Iteration 44Q (2646.873767 sec): 3 clusters Score: Raw -903079.249428 + Penalty 1751.422067 = -901327.827361 nChanged 54 SP:Iteration 45Q (2646.932522 sec): 3 clusters Score: Raw -903088.461335 + Penalty 1751.422067 = -901337.039269 nChanged 55 SP:Iteration 46Q (2646.993589 sec): 3 clusters Score: Raw -903101.729938 + Penalty 1751.422067 = -901350.307871 nChanged 58 SP:Iteration 47Q (2647.052307 sec): 3 clusters Score: Raw -903112.023468 + Penalty 1751.422067 = -901360.601401 nChanged 54 SP:Iteration 48Q (2647.115498 sec): 3 clusters Score: Raw -903121.786251 + Penalty 1751.422067 = -901370.364184 nChanged 49 SP:Iteration 49Q (2647.169700 sec): 3 clusters Score: Raw -903129.875872 + Penalty 1751.422067 = -901378.453805 nChanged 43 SP:Iteration 50Q (2647.220854 sec): 3 clusters Score: Raw -903136.865889 + Penalty 1751.422067 = -901385.443822 nChanged 35 SP:Iteration 51Q (2647.282189 sec): 3 clusters Score: Raw -903141.209310 + Penalty 1751.422067 = -901389.787243 nChanged 30 SP:Iteration 52Q (2647.342221 sec): 3 clusters Score: Raw -903144.790568 + Penalty 1751.422067 = -901393.368501 nChanged 23 SP:Iteration 53Q (2647.401848 sec): 3 clusters Score: Raw -903147.250360 + Penalty 1751.422067 = -901395.828293 nChanged 22 SP:Iteration 54Q (2647.453016 sec): 3 clusters Score: Raw -903149.895923 + Penalty 1751.422067 = -901398.473856 nChanged 20 SP:Iteration 55Q (2647.517984 sec): 3 clusters Score: Raw -903151.614469 + Penalty 1751.422067 = -901400.192402 nChanged 19 SP:Iteration 56Q (2647.565550 sec): 3 clusters Score: Raw -903153.234326 + Penalty 1751.422067 = -901401.812259 nChanged 11 SP:Iteration 57Q (2647.624223 sec): 3 clusters Score: Raw -903153.980550 + Penalty 1751.422067 = -901402.558483 nChanged 8 SP:Iteration 58Q (2647.693324 sec): 3 clusters Score: Raw -903154.777770 + Penalty 1751.422067 = -901403.355704 nChanged 11 SP:Iteration 59Q (2647.755237 sec): 3 clusters Score: Raw -903156.077416 + Penalty 1751.422067 = -901404.655349 nChanged 11 SP:Iteration 60F (2647.804779 sec): 3 clusters Score: Raw -903157.205741 + Penalty 1751.422067 = -901405.783674 nChanged 6 SP:Iteration 61Q (2647.863509 sec): 3 clusters Score: Raw -903157.855564 + Penalty 1751.422067 = -901406.433497 nChanged 10 SP:Iteration 62Q (2647.925316 sec): 3 clusters Score: Raw -903158.652487 + Penalty 1751.422067 = -901407.230420 nChanged 5 SP:Iteration 63Q (2647.972355 sec): 3 clusters Score: Raw -903159.042791 + Penalty 1751.422067 = -901407.620725 nChanged 7 SP:Iteration 64Q (2648.032628 sec): 3 clusters Score: Raw -903159.576245 + Penalty 1751.422067 = -901408.154178 nChanged 10 SP:Iteration 65Q (2648.091579 sec): 3 clusters Score: Raw -903160.249979 + Penalty 1751.422067 = -901408.827912 nChanged 8 SP:Iteration 66Q (2648.154531 sec): 3 clusters Score: Raw -903160.708114 + Penalty 1751.422067 = -901409.286047 nChanged 9 SP:Iteration 67Q (2648.212312 sec): 3 clusters Score: Raw -903161.078024 + Penalty 1751.422067 = -901409.655957 nChanged 3 SP:Iteration 68Q (2648.267069 sec): 3 clusters Score: Raw -903161.208208 + Penalty 1751.422067 = -901409.786141 nChanged 3 SP:Iteration 69Q (2648.332394 sec): 3 clusters Score: Raw -903161.320719 + Penalty 1751.422067 = -901409.898653 nChanged 6 SP:Iteration 70Q (2648.372406 sec): 3 clusters Score: Raw -903161.764917 + Penalty 1751.422067 = -901410.342850 nChanged 6 SP:Iteration 71Q (2648.445780 sec): 3 clusters Score: Raw -903162.437513 + Penalty 1751.422067 = -901411.015446 nChanged 6 SP:Iteration 72Q (2648.496280 sec): 3 clusters Score: Raw -903162.911020 + Penalty 1751.422067 = -901411.488953 nChanged 6 SP:Iteration 73Q (2648.555610 sec): 3 clusters Score: Raw -903163.230007 + Penalty 1751.422067 = -901411.807940 nChanged 1 SP:Iteration 74Q (2648.616564 sec): 3 clusters Score: Raw -903163.256490 + Penalty 1751.422067 = -901411.834423 nChanged 2 SP:Iteration 75Q (2648.671996 sec): 3 clusters Score: Raw -903163.458188 + Penalty 1751.422067 = -901412.036121 nChanged 1 SP:Iteration 76Q (2648.720929 sec): 3 clusters Score: Raw -903163.500063 + Penalty 1751.422067 = -901412.077996 nChanged 0 SP:Iteration 77F (2648.777358 sec): 3 clusters Score: Raw -903163.500063 + Penalty 1751.422067 = -901412.077996 nChanged 0 Trying to split cluster 16 (5775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2648.803342 sec): 2 clusters Score: Raw -479363.719240 + Penalty 822.822886 = -478540.896354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2648.862205 sec): 3 clusters Score: Raw -476088.384061 + Penalty 1645.645772 = -474442.738289 nChanged 2580 SP:Iteration 1F (2648.902961 sec): 3 clusters Score: Raw -477912.026428 + Penalty 1645.645772 = -476266.380657 nChanged 500 SP:Iteration 2F (2648.955309 sec): 3 clusters Score: Raw -478362.164948 + Penalty 1645.645772 = -476716.519177 nChanged 479 SP:Iteration 3F (2649.004368 sec): 3 clusters Score: Raw -478776.323141 + Penalty 1645.645772 = -477130.677369 nChanged 448 SP:Iteration 4F (2649.053450 sec): 3 clusters Score: Raw -479145.069671 + Penalty 1645.645772 = -477499.423900 nChanged 363 SP:Iteration 5F (2649.101732 sec): 3 clusters Score: Raw -479379.598890 + Penalty 1645.645772 = -477733.953118 nChanged 260 SP:Iteration 6Q (2649.154775 sec): 3 clusters Score: Raw -479520.965897 + Penalty 1645.645772 = -477875.320125 nChanged 172 SP:Iteration 7Q (2649.206337 sec): 3 clusters Score: Raw -479584.901974 + Penalty 1645.645772 = -477939.256202 nChanged 97 SP:Iteration 8Q (2649.255842 sec): 3 clusters Score: Raw -479612.488782 + Penalty 1645.645772 = -477966.843010 nChanged 81 SP:Iteration 9Q (2649.304517 sec): 3 clusters Score: Raw -479635.338336 + Penalty 1645.645772 = -477989.692564 nChanged 66 SP:Iteration 10Q (2649.353151 sec): 3 clusters Score: Raw -479654.723447 + Penalty 1645.645772 = -478009.077675 nChanged 65 SP:Iteration 11Q (2649.404839 sec): 3 clusters Score: Raw -479671.434016 + Penalty 1645.645772 = -478025.788244 nChanged 51 SP:Iteration 12Q (2649.452997 sec): 3 clusters Score: Raw -479684.606201 + Penalty 1645.645772 = -478038.960430 nChanged 31 SP:Iteration 13Q (2649.510171 sec): 3 clusters Score: Raw -479691.817294 + Penalty 1645.645772 = -478046.171522 nChanged 28 SP:Iteration 14Q (2649.562793 sec): 3 clusters Score: Raw -479696.813915 + Penalty 1645.645772 = -478051.168143 nChanged 18 SP:Iteration 15Q (2649.604092 sec): 3 clusters Score: Raw -479700.156513 + Penalty 1645.645772 = -478054.510741 nChanged 22 SP:Iteration 16Q (2649.652238 sec): 3 clusters Score: Raw -479704.373564 + Penalty 1645.645772 = -478058.727792 nChanged 22 SP:Iteration 17Q (2649.710568 sec): 3 clusters Score: Raw -479707.885911 + Penalty 1645.645772 = -478062.240139 nChanged 22 SP:Iteration 18Q (2649.751955 sec): 3 clusters Score: Raw -479711.106685 + Penalty 1645.645772 = -478065.460914 nChanged 16 SP:Iteration 19Q (2649.798880 sec): 3 clusters Score: Raw -479713.891815 + Penalty 1645.645772 = -478068.246043 nChanged 11 SP:Iteration 20F (2649.846665 sec): 3 clusters Score: Raw -479715.662219 + Penalty 1645.645772 = -478070.016447 nChanged 13 SP:Iteration 21Q (2649.895694 sec): 3 clusters Score: Raw -479717.179503 + Penalty 1645.645772 = -478071.533731 nChanged 8 SP:Iteration 22Q (2649.949770 sec): 3 clusters Score: Raw -479718.272155 + Penalty 1645.645772 = -478072.626383 nChanged 7 SP:Iteration 23Q (2649.995656 sec): 3 clusters Score: Raw -479719.345582 + Penalty 1645.645772 = -478073.699810 nChanged 9 SP:Iteration 24Q (2650.047035 sec): 3 clusters Score: Raw -479720.684426 + Penalty 1645.645772 = -478075.038654 nChanged 6 SP:Iteration 25Q (2650.098240 sec): 3 clusters Score: Raw -479721.291999 + Penalty 1645.645772 = -478075.646228 nChanged 7 SP:Iteration 26Q (2650.143084 sec): 3 clusters Score: Raw -479722.358337 + Penalty 1645.645772 = -478076.712565 nChanged 11 SP:Iteration 27Q (2650.195456 sec): 3 clusters Score: Raw -479723.758723 + Penalty 1645.645772 = -478078.112951 nChanged 6 SP:Iteration 28Q (2650.257789 sec): 3 clusters Score: Raw -479724.678978 + Penalty 1645.645772 = -478079.033207 nChanged 5 SP:Iteration 29Q (2650.306055 sec): 3 clusters Score: Raw -479725.758765 + Penalty 1645.645772 = -478080.112993 nChanged 6 SP:Iteration 30Q (2650.357934 sec): 3 clusters Score: Raw -479726.562420 + Penalty 1645.645772 = -478080.916648 nChanged 8 SP:Iteration 31Q (2650.418371 sec): 3 clusters Score: Raw -479727.574161 + Penalty 1645.645772 = -478081.928390 nChanged 6 SP:Iteration 32Q (2650.470723 sec): 3 clusters Score: Raw -479728.080563 + Penalty 1645.645772 = -478082.434791 nChanged 5 SP:Iteration 33Q (2650.527220 sec): 3 clusters Score: Raw -479728.606367 + Penalty 1645.645772 = -478082.960595 nChanged 6 SP:Iteration 34Q (2650.578945 sec): 3 clusters Score: Raw -479729.043741 + Penalty 1645.645772 = -478083.397969 nChanged 7 SP:Iteration 35Q (2650.635591 sec): 3 clusters Score: Raw -479729.486975 + Penalty 1645.645772 = -478083.841204 nChanged 7 SP:Iteration 36Q (2650.689375 sec): 3 clusters Score: Raw -479729.953775 + Penalty 1645.645772 = -478084.308004 nChanged 6 SP:Iteration 37Q (2650.744907 sec): 3 clusters Score: Raw -479730.738757 + Penalty 1645.645772 = -478085.092985 nChanged 3 SP:Iteration 38Q (2650.788348 sec): 3 clusters Score: Raw -479731.322796 + Penalty 1645.645772 = -478085.677024 nChanged 2 SP:Iteration 39Q (2650.842233 sec): 3 clusters Score: Raw -479731.490228 + Penalty 1645.645772 = -478085.844456 nChanged 6 SP:Iteration 40F (2650.902888 sec): 3 clusters Score: Raw -479732.426396 + Penalty 1645.645772 = -478086.780624 nChanged 5 SP:Iteration 41Q (2650.956315 sec): 3 clusters Score: Raw -479732.955465 + Penalty 1645.645772 = -478087.309693 nChanged 0 SP:Iteration 42F (2651.003687 sec): 3 clusters Score: Raw -479732.955465 + Penalty 1645.645772 = -478087.309693 nChanged 0 Trying to split cluster 17 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2651.031817 sec): 2 clusters Score: Raw -48912.584180 + Penalty 612.644492 = -48299.939687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2651.079512 sec): 3 clusters Score: Raw -48736.759037 + Penalty 1225.288985 = -47511.470052 nChanged 204 SP:Iteration 1F (2651.128215 sec): 3 clusters Score: Raw -48998.555123 + Penalty 1225.288985 = -47773.266138 nChanged 79 SP:Iteration 2F (2651.166931 sec): 3 clusters Score: Raw -49168.900890 + Penalty 1225.288985 = -47943.611905 nChanged 56 SP:Iteration 3F (2651.214566 sec): 3 clusters Score: Raw -49282.124738 + Penalty 1225.288985 = -48056.835753 nChanged 39 SP:Iteration 4F (2651.257868 sec): 3 clusters Score: Raw -49361.511502 + Penalty 1225.288985 = -48136.222517 nChanged 26 SP:Iteration 5Q (2651.301892 sec): 3 clusters Score: Raw -49400.744610 + Penalty 1225.288985 = -48175.455625 nChanged 14 SP:Iteration 6Q (2651.337861 sec): 3 clusters Score: Raw -49426.128432 + Penalty 1225.288985 = -48200.839448 nChanged 9 SP:Iteration 7Q (2651.396550 sec): 3 clusters Score: Raw -49439.643686 + Penalty 1225.288985 = -48214.354701 nChanged 5 SP:Iteration 8Q (2651.434603 sec): 3 clusters Score: Raw -49444.820266 + Penalty 1225.288985 = -48219.531281 nChanged 2 SP:Iteration 9Q (2651.477235 sec): 3 clusters Score: Raw -49447.246102 + Penalty 1225.288985 = -48221.957117 nChanged 3 SP:Iteration 10Q (2651.530619 sec): 3 clusters Score: Raw -49451.715178 + Penalty 1225.288985 = -48226.426193 nChanged 5 SP:Iteration 11Q (2651.573814 sec): 3 clusters Score: Raw -49459.546772 + Penalty 1225.288985 = -48234.257787 nChanged 4 SP:Iteration 12Q (2651.630184 sec): 3 clusters Score: Raw -49465.852648 + Penalty 1225.288985 = -48240.563663 nChanged 4 SP:Iteration 13Q (2651.671893 sec): 3 clusters Score: Raw -49474.565508 + Penalty 1225.288985 = -48249.276523 nChanged 2 SP:Iteration 14Q (2651.718522 sec): 3 clusters Score: Raw -49477.783813 + Penalty 1225.288985 = -48252.494828 nChanged 1 SP:Iteration 15Q (2651.755211 sec): 3 clusters Score: Raw -49478.987474 + Penalty 1225.288985 = -48253.698489 nChanged 1 SP:Iteration 16Q (2651.807503 sec): 3 clusters Score: Raw -49479.871452 + Penalty 1225.288985 = -48254.582467 nChanged 0 SP:Iteration 17F (2651.859999 sec): 3 clusters Score: Raw -49479.871452 + Penalty 1225.288985 = -48254.582467 nChanged 0 Trying to split cluster 18 (1154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2651.872777 sec): 2 clusters Score: Raw -86738.268131 + Penalty 669.843997 = -86068.424134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2651.931921 sec): 3 clusters Score: Raw -86240.462896 + Penalty 1339.687995 = -84900.774901 nChanged 420 SP:Iteration 1F (2651.978879 sec): 3 clusters Score: Raw -86637.783973 + Penalty 1339.687995 = -85298.095978 nChanged 141 SP:Iteration 2F (2652.016663 sec): 3 clusters Score: Raw -86866.870314 + Penalty 1339.687995 = -85527.182319 nChanged 123 SP:Iteration 3F (2652.067562 sec): 3 clusters Score: Raw -87044.257163 + Penalty 1339.687995 = -85704.569168 nChanged 100 SP:Iteration 4F (2652.117946 sec): 3 clusters Score: Raw -87168.040619 + Penalty 1339.687995 = -85828.352624 nChanged 59 SP:Iteration 5F (2652.171613 sec): 3 clusters Score: Raw -87221.481467 + Penalty 1339.687995 = -85881.793472 nChanged 35 SP:Iteration 6Q (2652.223055 sec): 3 clusters Score: Raw -87254.664707 + Penalty 1339.687995 = -85914.976712 nChanged 21 SP:Iteration 7Q (2652.274402 sec): 3 clusters Score: Raw -87272.526817 + Penalty 1339.687995 = -85932.838823 nChanged 15 SP:Iteration 8Q (2652.317073 sec): 3 clusters Score: Raw -87285.335880 + Penalty 1339.687995 = -85945.647885 nChanged 6 SP:Iteration 9Q (2652.370622 sec): 3 clusters Score: Raw -87289.564849 + Penalty 1339.687995 = -85949.876854 nChanged 1 SP:Iteration 10Q (2652.417040 sec): 3 clusters Score: Raw -87291.793894 + Penalty 1339.687995 = -85952.105899 nChanged 3 SP:Iteration 11Q (2652.464602 sec): 3 clusters Score: Raw -87294.587030 + Penalty 1339.687995 = -85954.899035 nChanged 3 SP:Iteration 12Q (2652.500915 sec): 3 clusters Score: Raw -87295.941980 + Penalty 1339.687995 = -85956.253985 nChanged 3 SP:Iteration 13Q (2652.549205 sec): 3 clusters Score: Raw -87297.140941 + Penalty 1339.687995 = -85957.452946 nChanged 0 SP:Iteration 14F (2652.607743 sec): 3 clusters Score: Raw -87297.140941 + Penalty 1339.687995 = -85957.452946 nChanged 0 Trying to split cluster 19 (2197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2652.622905 sec): 2 clusters Score: Raw -190448.712217 + Penalty 731.010567 = -189717.701650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2652.673275 sec): 3 clusters Score: Raw -189369.716696 + Penalty 1462.021134 = -187907.695562 nChanged 828 SP:Iteration 1F (2652.722619 sec): 3 clusters Score: Raw -189864.359824 + Penalty 1462.021134 = -188402.338690 nChanged 175 SP:Iteration 2F (2652.773640 sec): 3 clusters Score: Raw -189998.853340 + Penalty 1462.021134 = -188536.832206 nChanged 149 SP:Iteration 3F (2652.830538 sec): 3 clusters Score: Raw -190107.193720 + Penalty 1462.021134 = -188645.172586 nChanged 119 SP:Iteration 4F (2652.880109 sec): 3 clusters Score: Raw -190203.148215 + Penalty 1462.021134 = -188741.127081 nChanged 119 SP:Iteration 5F (2652.932994 sec): 3 clusters Score: Raw -190301.184147 + Penalty 1462.021134 = -188839.163013 nChanged 102 SP:Iteration 6Q (2652.979199 sec): 3 clusters Score: Raw -190366.428743 + Penalty 1462.021134 = -188904.407609 nChanged 83 SP:Iteration 7Q (2653.011234 sec): 3 clusters Score: Raw -190419.486245 + Penalty 1462.021134 = -188957.465111 nChanged 68 SP:Iteration 8Q (2653.056784 sec): 3 clusters Score: Raw -190464.905351 + Penalty 1462.021134 = -189002.884217 nChanged 61 SP:Iteration 9Q (2653.107588 sec): 3 clusters Score: Raw -190503.931131 + Penalty 1462.021134 = -189041.909998 nChanged 50 SP:Iteration 10Q (2653.163663 sec): 3 clusters Score: Raw -190525.587173 + Penalty 1462.021134 = -189063.566039 nChanged 35 SP:Iteration 11Q (2653.217930 sec): 3 clusters Score: Raw -190542.225054 + Penalty 1462.021134 = -189080.203920 nChanged 30 SP:Iteration 12Q (2653.263924 sec): 3 clusters Score: Raw -190553.427807 + Penalty 1462.021134 = -189091.406673 nChanged 27 SP:Iteration 13Q (2653.304461 sec): 3 clusters Score: Raw -190566.158407 + Penalty 1462.021134 = -189104.137273 nChanged 23 SP:Iteration 14Q (2653.359775 sec): 3 clusters Score: Raw -190576.808301 + Penalty 1462.021134 = -189114.787167 nChanged 17 SP:Iteration 15Q (2653.412392 sec): 3 clusters Score: Raw -190583.434320 + Penalty 1462.021134 = -189121.413186 nChanged 13 SP:Iteration 16Q (2653.454145 sec): 3 clusters Score: Raw -190588.424442 + Penalty 1462.021134 = -189126.403309 nChanged 17 SP:Iteration 17Q (2653.502862 sec): 3 clusters Score: Raw -190600.108847 + Penalty 1462.021134 = -189138.087714 nChanged 22 SP:Iteration 18Q (2653.553118 sec): 3 clusters Score: Raw -190610.179080 + Penalty 1462.021134 = -189148.157947 nChanged 12 SP:Iteration 19Q (2653.603685 sec): 3 clusters Score: Raw -190613.072535 + Penalty 1462.021134 = -189151.051401 nChanged 6 SP:Iteration 20F (2653.646760 sec): 3 clusters Score: Raw -190614.759434 + Penalty 1462.021134 = -189152.738300 nChanged 7 SP:Iteration 21Q (2653.697328 sec): 3 clusters Score: Raw -190616.351166 + Penalty 1462.021134 = -189154.330032 nChanged 6 SP:Iteration 22Q (2653.748592 sec): 3 clusters Score: Raw -190617.391733 + Penalty 1462.021134 = -189155.370599 nChanged 2 SP:Iteration 23Q (2653.795653 sec): 3 clusters Score: Raw -190618.216428 + Penalty 1462.021134 = -189156.195294 nChanged 4 SP:Iteration 24Q (2653.839295 sec): 3 clusters Score: Raw -190619.576761 + Penalty 1462.021134 = -189157.555628 nChanged 4 SP:Iteration 25Q (2653.885430 sec): 3 clusters Score: Raw -190620.577329 + Penalty 1462.021134 = -189158.556195 nChanged 1 SP:Iteration 26Q (2653.941672 sec): 3 clusters Score: Raw -190620.736339 + Penalty 1462.021134 = -189158.715206 nChanged 0 SP:Iteration 27F (2653.980597 sec): 3 clusters Score: Raw -190620.736339 + Penalty 1462.021134 = -189158.715206 nChanged 0 Trying to split cluster 20 (21208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2654.029215 sec): 2 clusters Score: Raw -1934405.729323 + Penalty 946.402706 = -1933459.326617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2654.110261 sec): 3 clusters Score: Raw -1921026.169494 + Penalty 1892.805412 = -1919133.364082 nChanged 9953 SP:Iteration 1F (2654.189710 sec): 3 clusters Score: Raw -1926896.685022 + Penalty 1892.805412 = -1925003.879610 nChanged 1176 SP:Iteration 2F (2654.263601 sec): 3 clusters Score: Raw -1927491.024434 + Penalty 1892.805412 = -1925598.219022 nChanged 1397 SP:Iteration 3F (2654.341182 sec): 3 clusters Score: Raw -1928370.055244 + Penalty 1892.805412 = -1926477.249832 nChanged 1601 SP:Iteration 4F (2654.414742 sec): 3 clusters Score: Raw -1929602.641624 + Penalty 1892.805412 = -1927709.836212 nChanged 1681 SP:Iteration 5F (2654.482861 sec): 3 clusters Score: Raw -1931103.089455 + Penalty 1892.805412 = -1929210.284043 nChanged 1412 SP:Iteration 6F (2654.550157 sec): 3 clusters Score: Raw -1932433.294909 + Penalty 1892.805412 = -1930540.489496 nChanged 1107 SP:Iteration 7F (2654.624405 sec): 3 clusters Score: Raw -1933381.159586 + Penalty 1892.805412 = -1931488.354173 nChanged 673 SP:Iteration 8Q (2654.695691 sec): 3 clusters Score: Raw -1933738.846929 + Penalty 1892.805412 = -1931846.041517 nChanged 410 SP:Iteration 9Q (2654.764421 sec): 3 clusters Score: Raw -1933903.029888 + Penalty 1892.805412 = -1932010.224476 nChanged 265 SP:Iteration 10Q (2654.823739 sec): 3 clusters Score: Raw -1934002.614507 + Penalty 1892.805412 = -1932109.809095 nChanged 228 SP:Iteration 11Q (2654.886505 sec): 3 clusters Score: Raw -1934087.353024 + Penalty 1892.805412 = -1932194.547612 nChanged 202 SP:Iteration 12Q (2654.954719 sec): 3 clusters Score: Raw -1934164.334471 + Penalty 1892.805412 = -1932271.529059 nChanged 204 SP:Iteration 13Q (2655.020122 sec): 3 clusters Score: Raw -1934241.743505 + Penalty 1892.805412 = -1932348.938093 nChanged 210 SP:Iteration 14Q (2655.081121 sec): 3 clusters Score: Raw -1934329.296507 + Penalty 1892.805412 = -1932436.491095 nChanged 189 SP:Iteration 15Q (2655.144999 sec): 3 clusters Score: Raw -1934419.537471 + Penalty 1892.805412 = -1932526.732059 nChanged 171 SP:Iteration 16Q (2655.211433 sec): 3 clusters Score: Raw -1934496.029223 + Penalty 1892.805412 = -1932603.223811 nChanged 151 SP:Iteration 17Q (2655.272996 sec): 3 clusters Score: Raw -1934563.254856 + Penalty 1892.805412 = -1932670.449444 nChanged 120 SP:Iteration 18Q (2655.337017 sec): 3 clusters Score: Raw -1934602.264700 + Penalty 1892.805412 = -1932709.459288 nChanged 100 SP:Iteration 19Q (2655.403084 sec): 3 clusters Score: Raw -1934639.048627 + Penalty 1892.805412 = -1932746.243215 nChanged 96 SP:Iteration 20F (2655.472047 sec): 3 clusters Score: Raw -1934677.954092 + Penalty 1892.805412 = -1932785.148680 nChanged 96 SP:Iteration 21Q (2655.537757 sec): 3 clusters Score: Raw -1934714.799412 + Penalty 1892.805412 = -1932821.994000 nChanged 91 SP:Iteration 22Q (2655.593511 sec): 3 clusters Score: Raw -1934746.957855 + Penalty 1892.805412 = -1932854.152443 nChanged 78 SP:Iteration 23Q (2655.659758 sec): 3 clusters Score: Raw -1934772.535156 + Penalty 1892.805412 = -1932879.729744 nChanged 59 SP:Iteration 24Q (2655.741546 sec): 3 clusters Score: Raw -1934786.989567 + Penalty 1892.805412 = -1932894.184154 nChanged 56 SP:Iteration 25Q (2655.813167 sec): 3 clusters Score: Raw -1934799.215693 + Penalty 1892.805412 = -1932906.410281 nChanged 50 SP:Iteration 26Q (2655.886127 sec): 3 clusters Score: Raw -1934810.166765 + Penalty 1892.805412 = -1932917.361353 nChanged 32 SP:Iteration 27Q (2655.959123 sec): 3 clusters Score: Raw -1934816.153407 + Penalty 1892.805412 = -1932923.347995 nChanged 26 SP:Iteration 28Q (2656.031266 sec): 3 clusters Score: Raw -1934821.379682 + Penalty 1892.805412 = -1932928.574270 nChanged 35 SP:Iteration 29Q (2656.092244 sec): 3 clusters Score: Raw -1934827.386262 + Penalty 1892.805412 = -1932934.580850 nChanged 30 SP:Iteration 30Q (2656.163507 sec): 3 clusters Score: Raw -1934831.650904 + Penalty 1892.805412 = -1932938.845492 nChanged 24 SP:Iteration 31Q (2656.233318 sec): 3 clusters Score: Raw -1934835.015485 + Penalty 1892.805412 = -1932942.210073 nChanged 12 SP:Iteration 32Q (2656.302568 sec): 3 clusters Score: Raw -1934836.705115 + Penalty 1892.805412 = -1932943.899703 nChanged 13 SP:Iteration 33Q (2656.375837 sec): 3 clusters Score: Raw -1934838.724935 + Penalty 1892.805412 = -1932945.919523 nChanged 9 SP:Iteration 34Q (2656.439580 sec): 3 clusters Score: Raw -1934839.649102 + Penalty 1892.805412 = -1932946.843690 nChanged 10 SP:Iteration 35Q (2656.515831 sec): 3 clusters Score: Raw -1934841.329308 + Penalty 1892.805412 = -1932948.523896 nChanged 8 SP:Iteration 36Q (2656.574290 sec): 3 clusters Score: Raw -1934842.620840 + Penalty 1892.805412 = -1932949.815428 nChanged 8 SP:Iteration 37Q (2656.653727 sec): 3 clusters Score: Raw -1934843.983881 + Penalty 1892.805412 = -1932951.178469 nChanged 10 SP:Iteration 38Q (2656.715722 sec): 3 clusters Score: Raw -1934845.392208 + Penalty 1892.805412 = -1932952.586796 nChanged 10 SP:Iteration 39Q (2656.784836 sec): 3 clusters Score: Raw -1934846.705552 + Penalty 1892.805412 = -1932953.900140 nChanged 10 SP:Iteration 40F (2656.855922 sec): 3 clusters Score: Raw -1934847.656295 + Penalty 1892.805412 = -1932954.850883 nChanged 14 SP:Iteration 41Q (2656.933260 sec): 3 clusters Score: Raw -1934849.146199 + Penalty 1892.805412 = -1932956.340787 nChanged 9 SP:Iteration 42Q (2657.006101 sec): 3 clusters Score: Raw -1934850.355691 + Penalty 1892.805412 = -1932957.550279 nChanged 10 SP:Iteration 43Q (2657.076302 sec): 3 clusters Score: Raw -1934852.106230 + Penalty 1892.805412 = -1932959.300818 nChanged 12 SP:Iteration 44Q (2657.145147 sec): 3 clusters Score: Raw -1934854.215039 + Penalty 1892.805412 = -1932961.409627 nChanged 7 SP:Iteration 45Q (2657.208726 sec): 3 clusters Score: Raw -1934854.998183 + Penalty 1892.805412 = -1932962.192771 nChanged 7 SP:Iteration 46Q (2657.270736 sec): 3 clusters Score: Raw -1934855.629798 + Penalty 1892.805412 = -1932962.824386 nChanged 6 SP:Iteration 47Q (2657.341008 sec): 3 clusters Score: Raw -1934856.403193 + Penalty 1892.805412 = -1932963.597781 nChanged 5 SP:Iteration 48Q (2657.422897 sec): 3 clusters Score: Raw -1934857.012532 + Penalty 1892.805412 = -1932964.207120 nChanged 5 SP:Iteration 49Q (2657.487070 sec): 3 clusters Score: Raw -1934857.333072 + Penalty 1892.805412 = -1932964.527660 nChanged 1 SP:Iteration 50Q (2657.555154 sec): 3 clusters Score: Raw -1934857.360089 + Penalty 1892.805412 = -1932964.554677 nChanged 2 SP:Iteration 51Q (2657.631259 sec): 3 clusters Score: Raw -1934857.540598 + Penalty 1892.805412 = -1932964.735186 nChanged 2 SP:Iteration 52Q (2657.692384 sec): 3 clusters Score: Raw -1934857.714963 + Penalty 1892.805412 = -1932964.909551 nChanged 2 SP:Iteration 53Q (2657.762832 sec): 3 clusters Score: Raw -1934857.835991 + Penalty 1892.805412 = -1932965.030578 nChanged 3 SP:Iteration 54Q (2657.841301 sec): 3 clusters Score: Raw -1934858.045240 + Penalty 1892.805412 = -1932965.239828 nChanged 3 SP:Iteration 55Q (2657.912266 sec): 3 clusters Score: Raw -1934858.242984 + Penalty 1892.805412 = -1932965.437572 nChanged 2 SP:Iteration 56Q (2657.968118 sec): 3 clusters Score: Raw -1934858.401071 + Penalty 1892.805412 = -1932965.595659 nChanged 1 SP:Iteration 57Q (2658.044583 sec): 3 clusters Score: Raw -1934858.472998 + Penalty 1892.805412 = -1932965.667586 nChanged 1 SP:Iteration 58Q (2658.115485 sec): 3 clusters Score: Raw -1934858.642322 + Penalty 1892.805412 = -1932965.836910 nChanged 2 SP:Iteration 59Q (2658.170402 sec): 3 clusters Score: Raw -1934858.796114 + Penalty 1892.805412 = -1932965.990702 nChanged 1 SP:Iteration 60F (2658.249712 sec): 3 clusters Score: Raw -1934858.874925 + Penalty 1892.805412 = -1932966.069512 nChanged 0 Trying to split cluster 21 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2658.281988 sec): 2 clusters Score: Raw -5501.776252 + Penalty 472.789706 = -5028.986546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2658.321390 sec): 3 clusters Score: Raw -5633.189194 + Penalty 945.579411 = -4687.609783 nChanged 26 SP:Iteration 1F (2658.354521 sec): 3 clusters Score: Raw -5716.122593 + Penalty 945.579411 = -4770.543182 nChanged 8 SP:Iteration 2F (2658.398501 sec): 3 clusters Score: Raw -5755.550538 + Penalty 945.579411 = -4809.971127 nChanged 6 SP:Iteration 3Q (2658.450387 sec): 3 clusters Score: Raw -5784.126707 + Penalty 945.579411 = -4838.547296 nChanged 2 SP:Iteration 4Q (2658.481803 sec): 3 clusters Score: Raw -5827.156118 + Penalty 945.579411 = -4881.576707 nChanged 2 SP:Iteration 5Q (2658.528319 sec): 3 clusters Score: Raw -5854.344560 + Penalty 945.579411 = -4908.765149 nChanged 3 SP:Iteration 6Q (2658.579056 sec): 3 clusters Score: Raw -5864.825495 + Penalty 945.579411 = -4919.246084 nChanged 0 SP:Iteration 7F (2658.617975 sec): 3 clusters Score: Raw -5864.825495 + Penalty 945.579411 = -4919.246084 nChanged 0 Trying to split cluster 22 (10277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2658.663541 sec): 2 clusters Score: Raw -753946.125848 + Penalty 877.578048 = -753068.547800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2658.716101 sec): 3 clusters Score: Raw -747828.456659 + Penalty 1755.156097 = -746073.300562 nChanged 4672 SP:Iteration 1F (2658.769844 sec): 3 clusters Score: Raw -750558.449155 + Penalty 1755.156097 = -748803.293058 nChanged 750 SP:Iteration 2F (2658.833451 sec): 3 clusters Score: Raw -751079.270213 + Penalty 1755.156097 = -749324.114116 nChanged 813 SP:Iteration 3F (2658.890319 sec): 3 clusters Score: Raw -751737.562933 + Penalty 1755.156097 = -749982.406836 nChanged 809 SP:Iteration 4F (2658.950329 sec): 3 clusters Score: Raw -752456.019414 + Penalty 1755.156097 = -750700.863318 nChanged 751 SP:Iteration 5F (2658.999714 sec): 3 clusters Score: Raw -753138.509777 + Penalty 1755.156097 = -751383.353680 nChanged 592 SP:Iteration 6F (2659.064582 sec): 3 clusters Score: Raw -753628.871700 + Penalty 1755.156097 = -751873.715603 nChanged 418 SP:Iteration 7Q (2659.106713 sec): 3 clusters Score: Raw -753906.875327 + Penalty 1755.156097 = -752151.719230 nChanged 275 SP:Iteration 8Q (2659.167479 sec): 3 clusters Score: Raw -754063.461073 + Penalty 1755.156097 = -752308.304976 nChanged 209 SP:Iteration 9Q (2659.227064 sec): 3 clusters Score: Raw -754178.970225 + Penalty 1755.156097 = -752423.814128 nChanged 173 SP:Iteration 10Q (2659.295476 sec): 3 clusters Score: Raw -754256.838624 + Penalty 1755.156097 = -752501.682527 nChanged 123 SP:Iteration 11Q (2659.356538 sec): 3 clusters Score: Raw -754304.858832 + Penalty 1755.156097 = -752549.702735 nChanged 130 SP:Iteration 12Q (2659.401974 sec): 3 clusters Score: Raw -754363.187559 + Penalty 1755.156097 = -752608.031462 nChanged 139 SP:Iteration 13Q (2659.462009 sec): 3 clusters Score: Raw -754420.456512 + Penalty 1755.156097 = -752665.300415 nChanged 120 SP:Iteration 14Q (2659.512167 sec): 3 clusters Score: Raw -754464.507822 + Penalty 1755.156097 = -752709.351725 nChanged 96 SP:Iteration 15Q (2659.577696 sec): 3 clusters Score: Raw -754499.337836 + Penalty 1755.156097 = -752744.181740 nChanged 91 SP:Iteration 16Q (2659.634122 sec): 3 clusters Score: Raw -754534.319378 + Penalty 1755.156097 = -752779.163282 nChanged 88 SP:Iteration 17Q (2659.679562 sec): 3 clusters Score: Raw -754568.623556 + Penalty 1755.156097 = -752813.467459 nChanged 84 SP:Iteration 18Q (2659.746084 sec): 3 clusters Score: Raw -754597.055656 + Penalty 1755.156097 = -752841.899559 nChanged 79 SP:Iteration 19Q (2659.789502 sec): 3 clusters Score: Raw -754626.645545 + Penalty 1755.156097 = -752871.489448 nChanged 71 SP:Iteration 20F (2659.847714 sec): 3 clusters Score: Raw -754652.574958 + Penalty 1755.156097 = -752897.418861 nChanged 56 SP:Iteration 21Q (2659.906099 sec): 3 clusters Score: Raw -754670.043008 + Penalty 1755.156097 = -752914.886912 nChanged 43 SP:Iteration 22Q (2659.965899 sec): 3 clusters Score: Raw -754681.574413 + Penalty 1755.156097 = -752926.418316 nChanged 29 SP:Iteration 23Q (2660.017360 sec): 3 clusters Score: Raw -754691.441520 + Penalty 1755.156097 = -752936.285423 nChanged 31 SP:Iteration 24Q (2660.066402 sec): 3 clusters Score: Raw -754705.826812 + Penalty 1755.156097 = -752950.670715 nChanged 27 SP:Iteration 25Q (2660.118882 sec): 3 clusters Score: Raw -754719.912777 + Penalty 1755.156097 = -752964.756680 nChanged 22 SP:Iteration 26Q (2660.173970 sec): 3 clusters Score: Raw -754728.010965 + Penalty 1755.156097 = -752972.854868 nChanged 18 SP:Iteration 27Q (2660.243663 sec): 3 clusters Score: Raw -754737.831155 + Penalty 1755.156097 = -752982.675058 nChanged 21 SP:Iteration 28Q (2660.296299 sec): 3 clusters Score: Raw -754745.951145 + Penalty 1755.156097 = -752990.795048 nChanged 14 SP:Iteration 29Q (2660.353497 sec): 3 clusters Score: Raw -754749.714305 + Penalty 1755.156097 = -752994.558208 nChanged 8 SP:Iteration 30Q (2660.405783 sec): 3 clusters Score: Raw -754753.492275 + Penalty 1755.156097 = -752998.336178 nChanged 12 SP:Iteration 31Q (2660.457450 sec): 3 clusters Score: Raw -754756.115854 + Penalty 1755.156097 = -753000.959757 nChanged 7 SP:Iteration 32Q (2660.511334 sec): 3 clusters Score: Raw -754757.551124 + Penalty 1755.156097 = -753002.395027 nChanged 5 SP:Iteration 33Q (2660.569784 sec): 3 clusters Score: Raw -754759.379489 + Penalty 1755.156097 = -753004.223392 nChanged 8 SP:Iteration 34Q (2660.604841 sec): 3 clusters Score: Raw -754763.614062 + Penalty 1755.156097 = -753008.457965 nChanged 12 SP:Iteration 35Q (2660.654225 sec): 3 clusters Score: Raw -754766.675083 + Penalty 1755.156097 = -753011.518986 nChanged 8 SP:Iteration 36Q (2660.709491 sec): 3 clusters Score: Raw -754768.158983 + Penalty 1755.156097 = -753013.002886 nChanged 4 SP:Iteration 37Q (2660.752921 sec): 3 clusters Score: Raw -754768.528501 + Penalty 1755.156097 = -753013.372404 nChanged 2 SP:Iteration 38Q (2660.802988 sec): 3 clusters Score: Raw -754769.412857 + Penalty 1755.156097 = -753014.256760 nChanged 3 SP:Iteration 39Q (2660.865766 sec): 3 clusters Score: Raw -754769.854418 + Penalty 1755.156097 = -753014.698321 nChanged 3 SP:Iteration 40F (2660.922934 sec): 3 clusters Score: Raw -754770.605313 + Penalty 1755.156097 = -753015.449216 nChanged 3 SP:Iteration 41Q (2660.964487 sec): 3 clusters Score: Raw -754771.239227 + Penalty 1755.156097 = -753016.083130 nChanged 3 SP:Iteration 42Q (2661.022086 sec): 3 clusters Score: Raw -754772.507211 + Penalty 1755.156097 = -753017.351114 nChanged 5 SP:Iteration 43Q (2661.082820 sec): 3 clusters Score: Raw -754773.529638 + Penalty 1755.156097 = -753018.373541 nChanged 2 SP:Iteration 44Q (2661.135618 sec): 3 clusters Score: Raw -754773.774379 + Penalty 1755.156097 = -753018.618282 nChanged 2 SP:Iteration 45Q (2661.196459 sec): 3 clusters Score: Raw -754773.949425 + Penalty 1755.156097 = -753018.793328 nChanged 0 SP:Iteration 46F (2661.240894 sec): 3 clusters Score: Raw -754773.949425 + Penalty 1755.156097 = -753018.793328 nChanged 0 Trying to split cluster 23 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2661.268149 sec): 2 clusters Score: Raw -97844.665095 + Penalty 672.921846 = -97171.743250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2661.315330 sec): 3 clusters Score: Raw -97338.230887 + Penalty 1345.843691 = -95992.387196 nChanged 426 SP:Iteration 1F (2661.352333 sec): 3 clusters Score: Raw -97649.280150 + Penalty 1345.843691 = -96303.436459 nChanged 103 SP:Iteration 2F (2661.394741 sec): 3 clusters Score: Raw -97738.858114 + Penalty 1345.843691 = -96393.014423 nChanged 60 SP:Iteration 3F (2661.445784 sec): 3 clusters Score: Raw -97792.945761 + Penalty 1345.843691 = -96447.102070 nChanged 52 SP:Iteration 4Q (2661.486107 sec): 3 clusters Score: Raw -97848.576953 + Penalty 1345.843691 = -96502.733262 nChanged 49 SP:Iteration 5Q (2661.525982 sec): 3 clusters Score: Raw -97892.228230 + Penalty 1345.843691 = -96546.384539 nChanged 47 SP:Iteration 6Q (2661.570697 sec): 3 clusters Score: Raw -97928.489586 + Penalty 1345.843691 = -96582.645895 nChanged 34 SP:Iteration 7Q (2661.627187 sec): 3 clusters Score: Raw -97951.522864 + Penalty 1345.843691 = -96605.679173 nChanged 21 SP:Iteration 8Q (2661.663728 sec): 3 clusters Score: Raw -97964.865022 + Penalty 1345.843691 = -96619.021331 nChanged 18 SP:Iteration 9Q (2661.720259 sec): 3 clusters Score: Raw -97978.256889 + Penalty 1345.843691 = -96632.413198 nChanged 18 SP:Iteration 10Q (2661.769633 sec): 3 clusters Score: Raw -97995.409646 + Penalty 1345.843691 = -96649.565955 nChanged 18 SP:Iteration 11Q (2661.817819 sec): 3 clusters Score: Raw -98013.626658 + Penalty 1345.843691 = -96667.782966 nChanged 11 SP:Iteration 12Q (2661.857592 sec): 3 clusters Score: Raw -98020.263927 + Penalty 1345.843691 = -96674.420236 nChanged 10 SP:Iteration 13Q (2661.898002 sec): 3 clusters Score: Raw -98024.907284 + Penalty 1345.843691 = -96679.063593 nChanged 5 SP:Iteration 14Q (2661.945468 sec): 3 clusters Score: Raw -98029.264862 + Penalty 1345.843691 = -96683.421171 nChanged 2 SP:Iteration 15Q (2661.995971 sec): 3 clusters Score: Raw -98030.231133 + Penalty 1345.843691 = -96684.387441 nChanged 2 SP:Iteration 16Q (2662.048586 sec): 3 clusters Score: Raw -98032.738500 + Penalty 1345.843691 = -96686.894809 nChanged 5 SP:Iteration 17Q (2662.092725 sec): 3 clusters Score: Raw -98038.358028 + Penalty 1345.843691 = -96692.514337 nChanged 7 SP:Iteration 18Q (2662.143388 sec): 3 clusters Score: Raw -98041.226636 + Penalty 1345.843691 = -96695.382945 nChanged 4 SP:Iteration 19Q (2662.189971 sec): 3 clusters Score: Raw -98044.997898 + Penalty 1345.843691 = -96699.154207 nChanged 5 SP:Iteration 20F (2662.215527 sec): 3 clusters Score: Raw -98047.160991 + Penalty 1345.843691 = -96701.317300 nChanged 4 SP:Iteration 21Q (2662.269289 sec): 3 clusters Score: Raw -98048.767447 + Penalty 1345.843691 = -96702.923756 nChanged 6 SP:Iteration 22Q (2662.307087 sec): 3 clusters Score: Raw -98055.848747 + Penalty 1345.843691 = -96710.005056 nChanged 4 SP:Iteration 23Q (2662.350394 sec): 3 clusters Score: Raw -98058.058936 + Penalty 1345.843691 = -96712.215245 nChanged 6 SP:Iteration 24Q (2662.404504 sec): 3 clusters Score: Raw -98061.819979 + Penalty 1345.843691 = -96715.976288 nChanged 6 SP:Iteration 25Q (2662.457644 sec): 3 clusters Score: Raw -98065.817257 + Penalty 1345.843691 = -96719.973566 nChanged 5 SP:Iteration 26Q (2662.503404 sec): 3 clusters Score: Raw -98069.507192 + Penalty 1345.843691 = -96723.663501 nChanged 7 SP:Iteration 27Q (2662.556060 sec): 3 clusters Score: Raw -98073.900810 + Penalty 1345.843691 = -96728.057119 nChanged 8 SP:Iteration 28Q (2662.608154 sec): 3 clusters Score: Raw -98080.264491 + Penalty 1345.843691 = -96734.420800 nChanged 13 SP:Iteration 29Q (2662.653192 sec): 3 clusters Score: Raw -98092.447744 + Penalty 1345.843691 = -96746.604053 nChanged 13 SP:Iteration 30Q (2662.696084 sec): 3 clusters Score: Raw -98101.777656 + Penalty 1345.843691 = -96755.933965 nChanged 11 SP:Iteration 31Q (2662.744887 sec): 3 clusters Score: Raw -98109.844145 + Penalty 1345.843691 = -96764.000454 nChanged 10 SP:Iteration 32Q (2662.785131 sec): 3 clusters Score: Raw -98114.562106 + Penalty 1345.843691 = -96768.718415 nChanged 10 SP:Iteration 33Q (2662.831487 sec): 3 clusters Score: Raw -98120.402466 + Penalty 1345.843691 = -96774.558775 nChanged 7 SP:Iteration 34Q (2662.886640 sec): 3 clusters Score: Raw -98125.417631 + Penalty 1345.843691 = -96779.573940 nChanged 9 SP:Iteration 35Q (2662.927647 sec): 3 clusters Score: Raw -98129.889918 + Penalty 1345.843691 = -96784.046226 nChanged 4 SP:Iteration 36Q (2662.972403 sec): 3 clusters Score: Raw -98132.654322 + Penalty 1345.843691 = -96786.810630 nChanged 3 SP:Iteration 37Q (2663.020636 sec): 3 clusters Score: Raw -98134.142984 + Penalty 1345.843691 = -96788.299293 nChanged 2 SP:Iteration 38Q (2663.061981 sec): 3 clusters Score: Raw -98135.140282 + Penalty 1345.843691 = -96789.296591 nChanged 3 SP:Iteration 39Q (2663.100372 sec): 3 clusters Score: Raw -98135.786225 + Penalty 1345.843691 = -96789.942534 nChanged 1 SP:Iteration 40F (2663.141869 sec): 3 clusters Score: Raw -98136.006350 + Penalty 1345.843691 = -96790.162659 nChanged 2 SP:Iteration 41Q (2663.192553 sec): 3 clusters Score: Raw -98136.802939 + Penalty 1345.843691 = -96790.959248 nChanged 2 SP:Iteration 42Q (2663.223953 sec): 3 clusters Score: Raw -98137.977262 + Penalty 1345.843691 = -96792.133571 nChanged 1 SP:Iteration 43Q (2663.272480 sec): 3 clusters Score: Raw -98138.205296 + Penalty 1345.843691 = -96792.361605 nChanged 0 SP:Iteration 44F (2663.323599 sec): 3 clusters Score: Raw -98138.205296 + Penalty 1345.843691 = -96792.361605 nChanged 0 Trying to split cluster 24 (5296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2663.347082 sec): 2 clusters Score: Raw -452150.105434 + Penalty 814.597174 = -451335.508259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2663.408702 sec): 3 clusters Score: Raw -449122.983678 + Penalty 1629.194349 = -447493.789330 nChanged 2323 SP:Iteration 1F (2663.466431 sec): 3 clusters Score: Raw -450394.050159 + Penalty 1629.194349 = -448764.855810 nChanged 357 SP:Iteration 2F (2663.521971 sec): 3 clusters Score: Raw -450552.394265 + Penalty 1629.194349 = -448923.199917 nChanged 285 SP:Iteration 3F (2663.559832 sec): 3 clusters Score: Raw -450707.557669 + Penalty 1629.194349 = -449078.363320 nChanged 269 SP:Iteration 4F (2663.621591 sec): 3 clusters Score: Raw -450845.507493 + Penalty 1629.194349 = -449216.313144 nChanged 234 SP:Iteration 5Q (2663.670686 sec): 3 clusters Score: Raw -450962.364217 + Penalty 1629.194349 = -449333.169869 nChanged 225 SP:Iteration 6Q (2663.718492 sec): 3 clusters Score: Raw -451092.919770 + Penalty 1629.194349 = -449463.725422 nChanged 230 SP:Iteration 7Q (2663.773934 sec): 3 clusters Score: Raw -451246.111616 + Penalty 1629.194349 = -449616.917267 nChanged 241 SP:Iteration 8Q (2663.838924 sec): 3 clusters Score: Raw -451415.395943 + Penalty 1629.194349 = -449786.201595 nChanged 237 SP:Iteration 9Q (2663.883080 sec): 3 clusters Score: Raw -451576.494840 + Penalty 1629.194349 = -449947.300492 nChanged 197 SP:Iteration 10Q (2663.934411 sec): 3 clusters Score: Raw -451695.145654 + Penalty 1629.194349 = -450065.951305 nChanged 173 SP:Iteration 11Q (2663.990650 sec): 3 clusters Score: Raw -451776.239193 + Penalty 1629.194349 = -450147.044844 nChanged 131 SP:Iteration 12Q (2664.039059 sec): 3 clusters Score: Raw -451824.112775 + Penalty 1629.194349 = -450194.918427 nChanged 92 SP:Iteration 13Q (2664.101746 sec): 3 clusters Score: Raw -451852.067468 + Penalty 1629.194349 = -450222.873120 nChanged 79 SP:Iteration 14Q (2664.154446 sec): 3 clusters Score: Raw -451878.671337 + Penalty 1629.194349 = -450249.476989 nChanged 63 SP:Iteration 15Q (2664.203634 sec): 3 clusters Score: Raw -451899.333993 + Penalty 1629.194349 = -450270.139644 nChanged 50 SP:Iteration 16Q (2664.263106 sec): 3 clusters Score: Raw -451916.301705 + Penalty 1629.194349 = -450287.107356 nChanged 49 SP:Iteration 17Q (2664.313833 sec): 3 clusters Score: Raw -451929.233988 + Penalty 1629.194349 = -450300.039640 nChanged 23 SP:Iteration 18Q (2664.366597 sec): 3 clusters Score: Raw -451933.985705 + Penalty 1629.194349 = -450304.791356 nChanged 22 SP:Iteration 19Q (2664.416236 sec): 3 clusters Score: Raw -451937.685836 + Penalty 1629.194349 = -450308.491488 nChanged 27 SP:Iteration 20F (2664.462055 sec): 3 clusters Score: Raw -451941.522446 + Penalty 1629.194349 = -450312.328098 nChanged 26 SP:Iteration 21Q (2664.522141 sec): 3 clusters Score: Raw -451945.874549 + Penalty 1629.194349 = -450316.680200 nChanged 28 SP:Iteration 22Q (2664.578997 sec): 3 clusters Score: Raw -451950.200693 + Penalty 1629.194349 = -450321.006344 nChanged 24 SP:Iteration 23Q (2664.632757 sec): 3 clusters Score: Raw -451955.441122 + Penalty 1629.194349 = -450326.246774 nChanged 27 SP:Iteration 24Q (2664.677187 sec): 3 clusters Score: Raw -451960.906686 + Penalty 1629.194349 = -450331.712338 nChanged 20 SP:Iteration 25Q (2664.727695 sec): 3 clusters Score: Raw -451963.540179 + Penalty 1629.194349 = -450334.345830 nChanged 18 SP:Iteration 26Q (2664.780065 sec): 3 clusters Score: Raw -451965.369211 + Penalty 1629.194349 = -450336.174862 nChanged 10 SP:Iteration 27Q (2664.839401 sec): 3 clusters Score: Raw -451966.599641 + Penalty 1629.194349 = -450337.405292 nChanged 6 SP:Iteration 28Q (2664.880064 sec): 3 clusters Score: Raw -451967.193291 + Penalty 1629.194349 = -450337.998943 nChanged 6 SP:Iteration 29Q (2664.928784 sec): 3 clusters Score: Raw -451968.180831 + Penalty 1629.194349 = -450338.986482 nChanged 8 SP:Iteration 30Q (2664.976879 sec): 3 clusters Score: Raw -451969.244791 + Penalty 1629.194349 = -450340.050442 nChanged 9 SP:Iteration 31Q (2665.023660 sec): 3 clusters Score: Raw -451970.280009 + Penalty 1629.194349 = -450341.085660 nChanged 8 SP:Iteration 32Q (2665.068334 sec): 3 clusters Score: Raw -451971.327033 + Penalty 1629.194349 = -450342.132685 nChanged 8 SP:Iteration 33Q (2665.131378 sec): 3 clusters Score: Raw -451972.302950 + Penalty 1629.194349 = -450343.108601 nChanged 8 SP:Iteration 34Q (2665.172322 sec): 3 clusters Score: Raw -451973.710803 + Penalty 1629.194349 = -450344.516454 nChanged 15 SP:Iteration 35Q (2665.225026 sec): 3 clusters Score: Raw -451976.692426 + Penalty 1629.194349 = -450347.498078 nChanged 18 SP:Iteration 36Q (2665.266554 sec): 3 clusters Score: Raw -451979.212188 + Penalty 1629.194349 = -450350.017839 nChanged 15 SP:Iteration 37Q (2665.315254 sec): 3 clusters Score: Raw -451981.658477 + Penalty 1629.194349 = -450352.464129 nChanged 16 SP:Iteration 38Q (2665.363803 sec): 3 clusters Score: Raw -451984.783577 + Penalty 1629.194349 = -450355.589228 nChanged 15 SP:Iteration 39Q (2665.421650 sec): 3 clusters Score: Raw -451987.647293 + Penalty 1629.194349 = -450358.452945 nChanged 14 SP:Iteration 40F (2665.472626 sec): 3 clusters Score: Raw -451989.785436 + Penalty 1629.194349 = -450360.591087 nChanged 7 SP:Iteration 41Q (2665.503264 sec): 3 clusters Score: Raw -451990.504551 + Penalty 1629.194349 = -450361.310203 nChanged 7 SP:Iteration 42Q (2665.553901 sec): 3 clusters Score: Raw -451991.303234 + Penalty 1629.194349 = -450362.108886 nChanged 6 SP:Iteration 43Q (2665.596210 sec): 3 clusters Score: Raw -451992.138458 + Penalty 1629.194349 = -450362.944109 nChanged 4 SP:Iteration 44Q (2665.658905 sec): 3 clusters Score: Raw -451992.542966 + Penalty 1629.194349 = -450363.348617 nChanged 4 SP:Iteration 45Q (2665.702558 sec): 3 clusters Score: Raw -451993.475578 + Penalty 1629.194349 = -450364.281229 nChanged 8 SP:Iteration 46Q (2665.753928 sec): 3 clusters Score: Raw -451994.556578 + Penalty 1629.194349 = -450365.362230 nChanged 11 SP:Iteration 47Q (2665.805470 sec): 3 clusters Score: Raw -451995.861874 + Penalty 1629.194349 = -450366.667525 nChanged 5 SP:Iteration 48Q (2665.852755 sec): 3 clusters Score: Raw -451996.283598 + Penalty 1629.194349 = -450367.089250 nChanged 5 SP:Iteration 49Q (2665.913284 sec): 3 clusters Score: Raw -451996.859498 + Penalty 1629.194349 = -450367.665150 nChanged 6 SP:Iteration 50Q (2665.963033 sec): 3 clusters Score: Raw -451997.927550 + Penalty 1629.194349 = -450368.733202 nChanged 6 SP:Iteration 51Q (2666.012164 sec): 3 clusters Score: Raw -451998.855917 + Penalty 1629.194349 = -450369.661569 nChanged 4 SP:Iteration 52Q (2666.062010 sec): 3 clusters Score: Raw -451999.571533 + Penalty 1629.194349 = -450370.377184 nChanged 6 SP:Iteration 53Q (2666.098551 sec): 3 clusters Score: Raw -452000.233454 + Penalty 1629.194349 = -450371.039106 nChanged 2 SP:Iteration 54Q (2666.153379 sec): 3 clusters Score: Raw -452000.380533 + Penalty 1629.194349 = -450371.186184 nChanged 2 SP:Iteration 55Q (2666.196141 sec): 3 clusters Score: Raw -452000.535707 + Penalty 1629.194349 = -450371.341358 nChanged 1 SP:Iteration 56Q (2666.251621 sec): 3 clusters Score: Raw -452000.763837 + Penalty 1629.194349 = -450371.569488 nChanged 3 SP:Iteration 57Q (2666.294088 sec): 3 clusters Score: Raw -452001.409523 + Penalty 1629.194349 = -450372.215175 nChanged 5 SP:Iteration 58Q (2666.351033 sec): 3 clusters Score: Raw -452001.815701 + Penalty 1629.194349 = -450372.621353 nChanged 0 SP:Iteration 59F (2666.398158 sec): 3 clusters Score: Raw -452001.815701 + Penalty 1629.194349 = -450372.621353 nChanged 0 Trying to split cluster 25 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2666.435119 sec): 2 clusters Score: Raw -179758.303641 + Penalty 724.245985 = -179034.057656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2666.472430 sec): 3 clusters Score: Raw -178748.938074 + Penalty 1448.491970 = -177300.446105 nChanged 802 SP:Iteration 1F (2666.528787 sec): 3 clusters Score: Raw -179173.539801 + Penalty 1448.491970 = -177725.047832 nChanged 142 SP:Iteration 2F (2666.576684 sec): 3 clusters Score: Raw -179263.561918 + Penalty 1448.491970 = -177815.069948 nChanged 108 SP:Iteration 3F (2666.626541 sec): 3 clusters Score: Raw -179318.881325 + Penalty 1448.491970 = -177870.389356 nChanged 72 SP:Iteration 4Q (2666.664569 sec): 3 clusters Score: Raw -179356.561710 + Penalty 1448.491970 = -177908.069740 nChanged 68 SP:Iteration 5Q (2666.702255 sec): 3 clusters Score: Raw -179396.455026 + Penalty 1448.491970 = -177947.963056 nChanged 66 SP:Iteration 6Q (2666.761454 sec): 3 clusters Score: Raw -179435.201610 + Penalty 1448.491970 = -177986.709641 nChanged 71 SP:Iteration 7Q (2666.802555 sec): 3 clusters Score: Raw -179469.002997 + Penalty 1448.491970 = -178020.511027 nChanged 58 SP:Iteration 8Q (2666.836718 sec): 3 clusters Score: Raw -179507.838599 + Penalty 1448.491970 = -178059.346629 nChanged 59 SP:Iteration 9Q (2666.886216 sec): 3 clusters Score: Raw -179545.238039 + Penalty 1448.491970 = -178096.746069 nChanged 59 SP:Iteration 10Q (2666.942418 sec): 3 clusters Score: Raw -179581.283107 + Penalty 1448.491970 = -178132.791137 nChanged 61 SP:Iteration 11Q (2666.989732 sec): 3 clusters Score: Raw -179618.366306 + Penalty 1448.491970 = -178169.874337 nChanged 62 SP:Iteration 12Q (2667.038077 sec): 3 clusters Score: Raw -179664.595193 + Penalty 1448.491970 = -178216.103223 nChanged 60 SP:Iteration 13Q (2667.083703 sec): 3 clusters Score: Raw -179731.145891 + Penalty 1448.491970 = -178282.653921 nChanged 64 SP:Iteration 14Q (2667.116920 sec): 3 clusters Score: Raw -179793.604387 + Penalty 1448.491970 = -178345.112417 nChanged 51 SP:Iteration 15Q (2667.171610 sec): 3 clusters Score: Raw -179834.261881 + Penalty 1448.491970 = -178385.769911 nChanged 48 SP:Iteration 16Q (2667.217773 sec): 3 clusters Score: Raw -179874.188806 + Penalty 1448.491970 = -178425.696836 nChanged 41 SP:Iteration 17Q (2667.262932 sec): 3 clusters Score: Raw -179903.608360 + Penalty 1448.491970 = -178455.116390 nChanged 30 SP:Iteration 18Q (2667.296585 sec): 3 clusters Score: Raw -179925.389732 + Penalty 1448.491970 = -178476.897762 nChanged 25 SP:Iteration 19Q (2667.339643 sec): 3 clusters Score: Raw -179942.547610 + Penalty 1448.491970 = -178494.055640 nChanged 15 SP:Iteration 20F (2667.387396 sec): 3 clusters Score: Raw -179948.664121 + Penalty 1448.491970 = -178500.172151 nChanged 9 SP:Iteration 21Q (2667.428837 sec): 3 clusters Score: Raw -179955.812497 + Penalty 1448.491970 = -178507.320528 nChanged 5 SP:Iteration 22Q (2667.475083 sec): 3 clusters Score: Raw -179958.330961 + Penalty 1448.491970 = -178509.838991 nChanged 7 SP:Iteration 23Q (2667.527352 sec): 3 clusters Score: Raw -179962.484850 + Penalty 1448.491970 = -178513.992881 nChanged 10 SP:Iteration 24Q (2667.575003 sec): 3 clusters Score: Raw -179966.995929 + Penalty 1448.491970 = -178518.503959 nChanged 2 SP:Iteration 25Q (2667.623407 sec): 3 clusters Score: Raw -179967.263176 + Penalty 1448.491970 = -178518.771206 nChanged 1 SP:Iteration 26Q (2667.668681 sec): 3 clusters Score: Raw -179967.369573 + Penalty 1448.491970 = -178518.877603 nChanged 1 SP:Iteration 27Q (2667.702252 sec): 3 clusters Score: Raw -179968.010846 + Penalty 1448.491970 = -178519.518876 nChanged 2 SP:Iteration 28Q (2667.752172 sec): 3 clusters Score: Raw -179968.541155 + Penalty 1448.491970 = -178520.049185 nChanged 0 SP:Iteration 29F (2667.800680 sec): 3 clusters Score: Raw -179968.541155 + Penalty 1448.491970 = -178520.049185 nChanged 0 Trying to split cluster 26 (9120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2667.837088 sec): 2 clusters Score: Raw -728770.787255 + Penalty 866.231383 = -727904.555872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2667.884659 sec): 3 clusters Score: Raw -723419.720928 + Penalty 1732.462766 = -721687.258162 nChanged 4045 SP:Iteration 1F (2667.950740 sec): 3 clusters Score: Raw -725651.838060 + Penalty 1732.462766 = -723919.375294 nChanged 565 SP:Iteration 2F (2668.013435 sec): 3 clusters Score: Raw -725926.536810 + Penalty 1732.462766 = -724194.074044 nChanged 547 SP:Iteration 3F (2668.061060 sec): 3 clusters Score: Raw -726231.645481 + Penalty 1732.462766 = -724499.182715 nChanged 570 SP:Iteration 4F (2668.123128 sec): 3 clusters Score: Raw -726561.737386 + Penalty 1732.462766 = -724829.274620 nChanged 584 SP:Iteration 5F (2668.176069 sec): 3 clusters Score: Raw -726877.443398 + Penalty 1732.462766 = -725144.980632 nChanged 518 SP:Iteration 6F (2668.230305 sec): 3 clusters Score: Raw -727158.600768 + Penalty 1732.462766 = -725426.138002 nChanged 469 SP:Iteration 7F (2668.273887 sec): 3 clusters Score: Raw -727394.463346 + Penalty 1732.462766 = -725662.000581 nChanged 419 SP:Iteration 8Q (2668.323384 sec): 3 clusters Score: Raw -727592.503053 + Penalty 1732.462766 = -725860.040287 nChanged 355 SP:Iteration 9Q (2668.392009 sec): 3 clusters Score: Raw -727776.443050 + Penalty 1732.462766 = -726043.980284 nChanged 321 SP:Iteration 10Q (2668.442636 sec): 3 clusters Score: Raw -727958.432472 + Penalty 1732.462766 = -726225.969707 nChanged 292 SP:Iteration 11Q (2668.501813 sec): 3 clusters Score: Raw -728118.521904 + Penalty 1732.462766 = -726386.059138 nChanged 223 SP:Iteration 12Q (2668.554662 sec): 3 clusters Score: Raw -728237.045933 + Penalty 1732.462766 = -726504.583167 nChanged 181 SP:Iteration 13Q (2668.609255 sec): 3 clusters Score: Raw -728315.779238 + Penalty 1732.462766 = -726583.316472 nChanged 139 SP:Iteration 14Q (2668.680162 sec): 3 clusters Score: Raw -728377.392308 + Penalty 1732.462766 = -726644.929543 nChanged 139 SP:Iteration 15Q (2668.732084 sec): 3 clusters Score: Raw -728441.650644 + Penalty 1732.462766 = -726709.187878 nChanged 126 SP:Iteration 16Q (2668.798169 sec): 3 clusters Score: Raw -728506.980378 + Penalty 1732.462766 = -726774.517612 nChanged 110 SP:Iteration 17Q (2668.851316 sec): 3 clusters Score: Raw -728571.952629 + Penalty 1732.462766 = -726839.489863 nChanged 107 SP:Iteration 18Q (2668.896527 sec): 3 clusters Score: Raw -728648.213882 + Penalty 1732.462766 = -726915.751116 nChanged 92 SP:Iteration 19Q (2668.951270 sec): 3 clusters Score: Raw -728712.557120 + Penalty 1732.462766 = -726980.094354 nChanged 77 SP:Iteration 20F (2669.019210 sec): 3 clusters Score: Raw -728760.122436 + Penalty 1732.462766 = -727027.659670 nChanged 52 SP:Iteration 21Q (2669.073295 sec): 3 clusters Score: Raw -728783.100300 + Penalty 1732.462766 = -727050.637534 nChanged 32 SP:Iteration 22Q (2669.128958 sec): 3 clusters Score: Raw -728808.051556 + Penalty 1732.462766 = -727075.588790 nChanged 41 SP:Iteration 23Q (2669.183577 sec): 3 clusters Score: Raw -728848.279803 + Penalty 1732.462766 = -727115.817037 nChanged 37 SP:Iteration 24Q (2669.228907 sec): 3 clusters Score: Raw -728875.401644 + Penalty 1732.462766 = -727142.938878 nChanged 37 SP:Iteration 25Q (2669.290152 sec): 3 clusters Score: Raw -728902.355161 + Penalty 1732.462766 = -727169.892395 nChanged 30 SP:Iteration 26Q (2669.345622 sec): 3 clusters Score: Raw -728921.743454 + Penalty 1732.462766 = -727189.280688 nChanged 32 SP:Iteration 27Q (2669.393655 sec): 3 clusters Score: Raw -728940.414286 + Penalty 1732.462766 = -727207.951520 nChanged 24 SP:Iteration 28Q (2669.449531 sec): 3 clusters Score: Raw -728953.089278 + Penalty 1732.462766 = -727220.626513 nChanged 14 SP:Iteration 29Q (2669.515640 sec): 3 clusters Score: Raw -728961.359533 + Penalty 1732.462766 = -727228.896767 nChanged 18 SP:Iteration 30Q (2669.561063 sec): 3 clusters Score: Raw -728968.552796 + Penalty 1732.462766 = -727236.090030 nChanged 10 SP:Iteration 31Q (2669.614041 sec): 3 clusters Score: Raw -728972.336166 + Penalty 1732.462766 = -727239.873401 nChanged 8 SP:Iteration 32Q (2669.680046 sec): 3 clusters Score: Raw -728975.888362 + Penalty 1732.462766 = -727243.425596 nChanged 8 SP:Iteration 33Q (2669.723145 sec): 3 clusters Score: Raw -728978.138358 + Penalty 1732.462766 = -727245.675592 nChanged 2 SP:Iteration 34Q (2669.766835 sec): 3 clusters Score: Raw -728978.563023 + Penalty 1732.462766 = -727246.100257 nChanged 0 SP:Iteration 35F (2669.822581 sec): 3 clusters Score: Raw -728978.563023 + Penalty 1732.462766 = -727246.100257 nChanged 0 Trying to split cluster 27 (1552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2669.846912 sec): 2 clusters Score: Raw -133985.020401 + Penalty 697.993472 = -133287.026930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2669.892808 sec): 3 clusters Score: Raw -133267.443085 + Penalty 1395.986943 = -131871.456142 nChanged 570 SP:Iteration 1F (2669.943115 sec): 3 clusters Score: Raw -133636.340473 + Penalty 1395.986943 = -132240.353530 nChanged 134 SP:Iteration 2F (2669.978558 sec): 3 clusters Score: Raw -133728.024040 + Penalty 1395.986943 = -132332.037097 nChanged 78 SP:Iteration 3F (2670.031450 sec): 3 clusters Score: Raw -133781.832458 + Penalty 1395.986943 = -132385.845515 nChanged 64 SP:Iteration 4Q (2670.066760 sec): 3 clusters Score: Raw -133831.421369 + Penalty 1395.986943 = -132435.434426 nChanged 76 SP:Iteration 5Q (2670.110890 sec): 3 clusters Score: Raw -133895.854057 + Penalty 1395.986943 = -132499.867114 nChanged 69 SP:Iteration 6Q (2670.154662 sec): 3 clusters Score: Raw -133981.599189 + Penalty 1395.986943 = -132585.612246 nChanged 58 SP:Iteration 7Q (2670.198364 sec): 3 clusters Score: Raw -134046.069649 + Penalty 1395.986943 = -132650.082706 nChanged 43 SP:Iteration 8Q (2670.252539 sec): 3 clusters Score: Raw -134084.197164 + Penalty 1395.986943 = -132688.210221 nChanged 44 SP:Iteration 9Q (2670.288148 sec): 3 clusters Score: Raw -134134.583427 + Penalty 1395.986943 = -132738.596484 nChanged 54 SP:Iteration 10Q (2670.344270 sec): 3 clusters Score: Raw -134199.800108 + Penalty 1395.986943 = -132803.813165 nChanged 57 SP:Iteration 11Q (2670.377966 sec): 3 clusters Score: Raw -134279.845197 + Penalty 1395.986943 = -132883.858254 nChanged 61 SP:Iteration 12Q (2670.421727 sec): 3 clusters Score: Raw -134361.599565 + Penalty 1395.986943 = -132965.612622 nChanged 66 SP:Iteration 13Q (2670.465003 sec): 3 clusters Score: Raw -134436.375182 + Penalty 1395.986943 = -133040.388239 nChanged 53 SP:Iteration 14Q (2670.512675 sec): 3 clusters Score: Raw -134493.108345 + Penalty 1395.986943 = -133097.121402 nChanged 41 SP:Iteration 15Q (2670.554626 sec): 3 clusters Score: Raw -134525.683815 + Penalty 1395.986943 = -133129.696872 nChanged 37 SP:Iteration 16Q (2670.609066 sec): 3 clusters Score: Raw -134552.420603 + Penalty 1395.986943 = -133156.433660 nChanged 27 SP:Iteration 17Q (2670.633937 sec): 3 clusters Score: Raw -134566.725724 + Penalty 1395.986943 = -133170.738781 nChanged 19 SP:Iteration 18Q (2670.668723 sec): 3 clusters Score: Raw -134577.577659 + Penalty 1395.986943 = -133181.590715 nChanged 16 SP:Iteration 19Q (2670.706471 sec): 3 clusters Score: Raw -134589.678997 + Penalty 1395.986943 = -133193.692053 nChanged 11 SP:Iteration 20F (2670.761002 sec): 3 clusters Score: Raw -134596.731644 + Penalty 1395.986943 = -133200.744701 nChanged 10 SP:Iteration 21Q (2670.790056 sec): 3 clusters Score: Raw -134600.745130 + Penalty 1395.986943 = -133204.758187 nChanged 5 SP:Iteration 22Q (2670.833442 sec): 3 clusters Score: Raw -134602.302323 + Penalty 1395.986943 = -133206.315380 nChanged 5 SP:Iteration 23Q (2670.883389 sec): 3 clusters Score: Raw -134604.714744 + Penalty 1395.986943 = -133208.727801 nChanged 2 SP:Iteration 24Q (2670.929773 sec): 3 clusters Score: Raw -134606.014570 + Penalty 1395.986943 = -133210.027627 nChanged 2 SP:Iteration 25Q (2670.955438 sec): 3 clusters Score: Raw -134607.610521 + Penalty 1395.986943 = -133211.623578 nChanged 5 SP:Iteration 26Q (2671.012234 sec): 3 clusters Score: Raw -134609.795897 + Penalty 1395.986943 = -133213.808953 nChanged 6 SP:Iteration 27Q (2671.044603 sec): 3 clusters Score: Raw -134614.662527 + Penalty 1395.986943 = -133218.675584 nChanged 4 SP:Iteration 28Q (2671.088839 sec): 3 clusters Score: Raw -134620.439847 + Penalty 1395.986943 = -133224.452903 nChanged 7 SP:Iteration 29Q (2671.126690 sec): 3 clusters Score: Raw -134625.459270 + Penalty 1395.986943 = -133229.472327 nChanged 5 SP:Iteration 30Q (2671.171821 sec): 3 clusters Score: Raw -134629.399296 + Penalty 1395.986943 = -133233.412353 nChanged 4 SP:Iteration 31Q (2671.218888 sec): 3 clusters Score: Raw -134631.371045 + Penalty 1395.986943 = -133235.384102 nChanged 4 SP:Iteration 32Q (2671.265042 sec): 3 clusters Score: Raw -134632.981952 + Penalty 1395.986943 = -133236.995009 nChanged 3 SP:Iteration 33Q (2671.309938 sec): 3 clusters Score: Raw -134634.189060 + Penalty 1395.986943 = -133238.202117 nChanged 0 SP:Iteration 34F (2671.357477 sec): 3 clusters Score: Raw -134634.189060 + Penalty 1395.986943 = -133238.202117 nChanged 0 Trying to split cluster 28 (1775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2671.390701 sec): 2 clusters Score: Raw -135909.621411 + Penalty 710.747792 = -135198.873620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2671.438260 sec): 3 clusters Score: Raw -135041.380142 + Penalty 1421.495583 = -133619.884559 nChanged 678 SP:Iteration 1F (2671.479825 sec): 3 clusters Score: Raw -135473.053625 + Penalty 1421.495583 = -134051.558041 nChanged 172 SP:Iteration 2F (2671.535768 sec): 3 clusters Score: Raw -135615.685265 + Penalty 1421.495583 = -134194.189681 nChanged 134 SP:Iteration 3F (2671.588596 sec): 3 clusters Score: Raw -135743.164665 + Penalty 1421.495583 = -134321.669082 nChanged 92 SP:Iteration 4F (2671.641036 sec): 3 clusters Score: Raw -135869.211999 + Penalty 1421.495583 = -134447.716416 nChanged 98 SP:Iteration 5F (2671.687984 sec): 3 clusters Score: Raw -136037.919181 + Penalty 1421.495583 = -134616.423597 nChanged 94 SP:Iteration 6F (2671.737855 sec): 3 clusters Score: Raw -136171.514714 + Penalty 1421.495583 = -134750.019131 nChanged 62 SP:Iteration 7Q (2671.776890 sec): 3 clusters Score: Raw -136214.759458 + Penalty 1421.495583 = -134793.263875 nChanged 48 SP:Iteration 8Q (2671.826810 sec): 3 clusters Score: Raw -136255.857436 + Penalty 1421.495583 = -134834.361853 nChanged 38 SP:Iteration 9Q (2671.880764 sec): 3 clusters Score: Raw -136289.354335 + Penalty 1421.495583 = -134867.858752 nChanged 32 SP:Iteration 10Q (2671.917674 sec): 3 clusters Score: Raw -136316.437619 + Penalty 1421.495583 = -134894.942036 nChanged 35 SP:Iteration 11Q (2671.961239 sec): 3 clusters Score: Raw -136342.234806 + Penalty 1421.495583 = -134920.739223 nChanged 25 SP:Iteration 12Q (2672.008081 sec): 3 clusters Score: Raw -136357.408712 + Penalty 1421.495583 = -134935.913129 nChanged 23 SP:Iteration 13Q (2672.057185 sec): 3 clusters Score: Raw -136369.195274 + Penalty 1421.495583 = -134947.699690 nChanged 20 SP:Iteration 14Q (2672.105604 sec): 3 clusters Score: Raw -136389.442740 + Penalty 1421.495583 = -134967.947157 nChanged 22 SP:Iteration 15Q (2672.146269 sec): 3 clusters Score: Raw -136405.568483 + Penalty 1421.495583 = -134984.072900 nChanged 24 SP:Iteration 16Q (2672.188039 sec): 3 clusters Score: Raw -136431.085376 + Penalty 1421.495583 = -135009.589793 nChanged 18 SP:Iteration 17Q (2672.236522 sec): 3 clusters Score: Raw -136445.930268 + Penalty 1421.495583 = -135024.434684 nChanged 15 SP:Iteration 18Q (2672.284583 sec): 3 clusters Score: Raw -136456.777789 + Penalty 1421.495583 = -135035.282206 nChanged 11 SP:Iteration 19Q (2672.331902 sec): 3 clusters Score: Raw -136463.832685 + Penalty 1421.495583 = -135042.337102 nChanged 7 SP:Iteration 20F (2672.370753 sec): 3 clusters Score: Raw -136466.299447 + Penalty 1421.495583 = -135044.803864 nChanged 4 SP:Iteration 21Q (2672.415102 sec): 3 clusters Score: Raw -136470.282831 + Penalty 1421.495583 = -135048.787248 nChanged 2 SP:Iteration 22Q (2672.475596 sec): 3 clusters Score: Raw -136472.110438 + Penalty 1421.495583 = -135050.614855 nChanged 2 SP:Iteration 23Q (2672.509303 sec): 3 clusters Score: Raw -136472.695675 + Penalty 1421.495583 = -135051.200091 nChanged 1 SP:Iteration 24Q (2672.556771 sec): 3 clusters Score: Raw -136472.813300 + Penalty 1421.495583 = -135051.317717 nChanged 1 SP:Iteration 25Q (2672.604335 sec): 3 clusters Score: Raw -136473.183626 + Penalty 1421.495583 = -135051.688043 nChanged 0 SP:Iteration 26F (2672.641465 sec): 3 clusters Score: Raw -136473.183626 + Penalty 1421.495583 = -135051.688043 nChanged 0 Trying to split cluster 29 (30300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2672.701465 sec): 2 clusters Score: Raw -2759883.245660 + Penalty 980.295784 = -2758902.949876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2672.789126 sec): 3 clusters Score: Raw -2740613.941874 + Penalty 1960.591568 = -2738653.350306 nChanged 14222 SP:Iteration 1F (2672.877962 sec): 3 clusters Score: Raw -2749093.445991 + Penalty 1960.591568 = -2747132.854422 nChanged 1834 SP:Iteration 2F (2672.954080 sec): 3 clusters Score: Raw -2750171.177373 + Penalty 1960.591568 = -2748210.585805 nChanged 2161 SP:Iteration 3F (2673.037832 sec): 3 clusters Score: Raw -2751748.640797 + Penalty 1960.591568 = -2749788.049229 nChanged 2354 SP:Iteration 4F (2673.127310 sec): 3 clusters Score: Raw -2753740.761951 + Penalty 1960.591568 = -2751780.170383 nChanged 2365 SP:Iteration 5F (2673.222919 sec): 3 clusters Score: Raw -2755786.183418 + Penalty 1960.591568 = -2753825.591849 nChanged 2043 SP:Iteration 6F (2673.304738 sec): 3 clusters Score: Raw -2757309.951498 + Penalty 1960.591568 = -2755349.359930 nChanged 1483 SP:Iteration 7Q (2673.391450 sec): 3 clusters Score: Raw -2758109.697988 + Penalty 1960.591568 = -2756149.106420 nChanged 946 SP:Iteration 8Q (2673.477860 sec): 3 clusters Score: Raw -2758448.420417 + Penalty 1960.591568 = -2756487.828849 nChanged 575 SP:Iteration 9Q (2673.565496 sec): 3 clusters Score: Raw -2758624.317507 + Penalty 1960.591568 = -2756663.725939 nChanged 422 SP:Iteration 10Q (2673.649381 sec): 3 clusters Score: Raw -2758744.081812 + Penalty 1960.591568 = -2756783.490244 nChanged 376 SP:Iteration 11Q (2673.731304 sec): 3 clusters Score: Raw -2758854.394356 + Penalty 1960.591568 = -2756893.802788 nChanged 357 SP:Iteration 12Q (2673.820794 sec): 3 clusters Score: Raw -2758955.146891 + Penalty 1960.591568 = -2756994.555323 nChanged 340 SP:Iteration 13Q (2673.908625 sec): 3 clusters Score: Raw -2759050.724886 + Penalty 1960.591568 = -2757090.133318 nChanged 325 SP:Iteration 14Q (2673.989123 sec): 3 clusters Score: Raw -2759147.230418 + Penalty 1960.591568 = -2757186.638850 nChanged 309 SP:Iteration 15Q (2674.074337 sec): 3 clusters Score: Raw -2759231.513409 + Penalty 1960.591568 = -2757270.921840 nChanged 291 SP:Iteration 16Q (2674.167281 sec): 3 clusters Score: Raw -2759313.031619 + Penalty 1960.591568 = -2757352.440051 nChanged 290 SP:Iteration 17Q (2674.250830 sec): 3 clusters Score: Raw -2759393.243160 + Penalty 1960.591568 = -2757432.651592 nChanged 286 SP:Iteration 18Q (2674.332610 sec): 3 clusters Score: Raw -2759469.253657 + Penalty 1960.591568 = -2757508.662089 nChanged 251 SP:Iteration 19Q (2674.419668 sec): 3 clusters Score: Raw -2759519.270036 + Penalty 1960.591568 = -2757558.678468 nChanged 199 SP:Iteration 20F (2674.511441 sec): 3 clusters Score: Raw -2759558.425776 + Penalty 1960.591568 = -2757597.834208 nChanged 190 SP:Iteration 21Q (2674.604305 sec): 3 clusters Score: Raw -2759594.581488 + Penalty 1960.591568 = -2757633.989919 nChanged 194 SP:Iteration 22Q (2674.693501 sec): 3 clusters Score: Raw -2759631.202177 + Penalty 1960.591568 = -2757670.610609 nChanged 190 SP:Iteration 23Q (2674.785513 sec): 3 clusters Score: Raw -2759667.761659 + Penalty 1960.591568 = -2757707.170091 nChanged 191 SP:Iteration 24Q (2674.879697 sec): 3 clusters Score: Raw -2759703.599297 + Penalty 1960.591568 = -2757743.007728 nChanged 189 SP:Iteration 25Q (2674.965912 sec): 3 clusters Score: Raw -2759746.617684 + Penalty 1960.591568 = -2757786.026116 nChanged 183 SP:Iteration 26Q (2675.055743 sec): 3 clusters Score: Raw -2759784.992850 + Penalty 1960.591568 = -2757824.401281 nChanged 172 SP:Iteration 27Q (2675.145236 sec): 3 clusters Score: Raw -2759821.208722 + Penalty 1960.591568 = -2757860.617153 nChanged 170 SP:Iteration 28Q (2675.229011 sec): 3 clusters Score: Raw -2759857.642273 + Penalty 1960.591568 = -2757897.050705 nChanged 163 SP:Iteration 29Q (2675.324112 sec): 3 clusters Score: Raw -2759889.140474 + Penalty 1960.591568 = -2757928.548906 nChanged 151 SP:Iteration 30Q (2675.398887 sec): 3 clusters Score: Raw -2759915.169886 + Penalty 1960.591568 = -2757954.578317 nChanged 149 SP:Iteration 31Q (2675.483177 sec): 3 clusters Score: Raw -2759943.233194 + Penalty 1960.591568 = -2757982.641625 nChanged 152 SP:Iteration 32Q (2675.572636 sec): 3 clusters Score: Raw -2759973.738651 + Penalty 1960.591568 = -2758013.147083 nChanged 152 SP:Iteration 33Q (2675.649206 sec): 3 clusters Score: Raw -2760006.256099 + Penalty 1960.591568 = -2758045.664530 nChanged 153 SP:Iteration 34Q (2675.738090 sec): 3 clusters Score: Raw -2760038.456549 + Penalty 1960.591568 = -2758077.864981 nChanged 143 SP:Iteration 35Q (2675.823028 sec): 3 clusters Score: Raw -2760064.719681 + Penalty 1960.591568 = -2758104.128112 nChanged 126 SP:Iteration 36Q (2675.911588 sec): 3 clusters Score: Raw -2760081.559203 + Penalty 1960.591568 = -2758120.967635 nChanged 104 SP:Iteration 37Q (2675.988714 sec): 3 clusters Score: Raw -2760097.304326 + Penalty 1960.591568 = -2758136.712757 nChanged 116 SP:Iteration 38Q (2676.074826 sec): 3 clusters Score: Raw -2760113.892355 + Penalty 1960.591568 = -2758153.300787 nChanged 109 SP:Iteration 39Q (2676.152596 sec): 3 clusters Score: Raw -2760131.327315 + Penalty 1960.591568 = -2758170.735747 nChanged 113 SP:Iteration 40F (2676.233460 sec): 3 clusters Score: Raw -2760148.100853 + Penalty 1960.591568 = -2758187.509284 nChanged 96 SP:Iteration 41Q (2676.317944 sec): 3 clusters Score: Raw -2760160.454976 + Penalty 1960.591568 = -2758199.863408 nChanged 77 SP:Iteration 42Q (2676.401833 sec): 3 clusters Score: Raw -2760169.046577 + Penalty 1960.591568 = -2758208.455009 nChanged 71 SP:Iteration 43Q (2676.486074 sec): 3 clusters Score: Raw -2760176.343005 + Penalty 1960.591568 = -2758215.751437 nChanged 67 SP:Iteration 44Q (2676.565312 sec): 3 clusters Score: Raw -2760183.586944 + Penalty 1960.591568 = -2758222.995376 nChanged 72 SP:Iteration 45Q (2676.659173 sec): 3 clusters Score: Raw -2760192.075647 + Penalty 1960.591568 = -2758231.484078 nChanged 70 SP:Iteration 46Q (2676.736407 sec): 3 clusters Score: Raw -2760199.259764 + Penalty 1960.591568 = -2758238.668196 nChanged 62 SP:Iteration 47Q (2676.828361 sec): 3 clusters Score: Raw -2760205.814947 + Penalty 1960.591568 = -2758245.223378 nChanged 69 SP:Iteration 48Q (2676.923891 sec): 3 clusters Score: Raw -2760214.068861 + Penalty 1960.591568 = -2758253.477293 nChanged 71 SP:Iteration 49Q (2677.010040 sec): 3 clusters Score: Raw -2760221.006835 + Penalty 1960.591568 = -2758260.415267 nChanged 51 SP:Iteration 50Q (2677.090601 sec): 3 clusters Score: Raw -2760225.374666 + Penalty 1960.591568 = -2758264.783098 nChanged 40 SP:Iteration 51Q (2677.183830 sec): 3 clusters Score: Raw -2760228.643645 + Penalty 1960.591568 = -2758268.052077 nChanged 39 SP:Iteration 52Q (2677.270433 sec): 3 clusters Score: Raw -2760232.445452 + Penalty 1960.591568 = -2758271.853884 nChanged 53 SP:Iteration 53Q (2677.357555 sec): 3 clusters Score: Raw -2760238.536269 + Penalty 1960.591568 = -2758277.944701 nChanged 49 SP:Iteration 54Q (2677.432872 sec): 3 clusters Score: Raw -2760243.188610 + Penalty 1960.591568 = -2758282.597042 nChanged 51 SP:Iteration 55Q (2677.519318 sec): 3 clusters Score: Raw -2760248.970258 + Penalty 1960.591568 = -2758288.378689 nChanged 49 SP:Iteration 56Q (2677.599588 sec): 3 clusters Score: Raw -2760254.435617 + Penalty 1960.591568 = -2758293.844049 nChanged 49 SP:Iteration 57Q (2677.685237 sec): 3 clusters Score: Raw -2760259.020625 + Penalty 1960.591568 = -2758298.429057 nChanged 37 SP:Iteration 58Q (2677.764347 sec): 3 clusters Score: Raw -2760262.173485 + Penalty 1960.591568 = -2758301.581917 nChanged 29 SP:Iteration 59Q (2677.852740 sec): 3 clusters Score: Raw -2760264.519784 + Penalty 1960.591568 = -2758303.928215 nChanged 36 SP:Iteration 60F (2677.938351 sec): 3 clusters Score: Raw -2760267.345676 + Penalty 1960.591568 = -2758306.754108 nChanged 23 SP:Iteration 61Q (2678.024726 sec): 3 clusters Score: Raw -2760268.939102 + Penalty 1960.591568 = -2758308.347534 nChanged 24 SP:Iteration 62Q (2678.106158 sec): 3 clusters Score: Raw -2760270.874878 + Penalty 1960.591568 = -2758310.283310 nChanged 28 SP:Iteration 63Q (2678.187768 sec): 3 clusters Score: Raw -2760273.581982 + Penalty 1960.591568 = -2758312.990413 nChanged 34 SP:Iteration 64Q (2678.278930 sec): 3 clusters Score: Raw -2760276.695146 + Penalty 1960.591568 = -2758316.103578 nChanged 36 SP:Iteration 65Q (2678.366797 sec): 3 clusters Score: Raw -2760280.123178 + Penalty 1960.591568 = -2758319.531610 nChanged 35 SP:Iteration 66Q (2678.446155 sec): 3 clusters Score: Raw -2760283.852269 + Penalty 1960.591568 = -2758323.260701 nChanged 39 SP:Iteration 67Q (2678.547411 sec): 3 clusters Score: Raw -2760287.009566 + Penalty 1960.591568 = -2758326.417998 nChanged 32 SP:Iteration 68Q (2678.629634 sec): 3 clusters Score: Raw -2760289.574207 + Penalty 1960.591568 = -2758328.982639 nChanged 25 SP:Iteration 69Q (2678.714761 sec): 3 clusters Score: Raw -2760291.704461 + Penalty 1960.591568 = -2758331.112893 nChanged 22 SP:Iteration 70Q (2678.800916 sec): 3 clusters Score: Raw -2760293.167932 + Penalty 1960.591568 = -2758332.576363 nChanged 12 SP:Iteration 71Q (2678.872203 sec): 3 clusters Score: Raw -2760293.935906 + Penalty 1960.591568 = -2758333.344337 nChanged 18 SP:Iteration 72Q (2678.956043 sec): 3 clusters Score: Raw -2760295.225203 + Penalty 1960.591568 = -2758334.633634 nChanged 20 SP:Iteration 73Q (2679.042253 sec): 3 clusters Score: Raw -2760297.135823 + Penalty 1960.591568 = -2758336.544254 nChanged 29 SP:Iteration 74Q (2679.115607 sec): 3 clusters Score: Raw -2760299.307662 + Penalty 1960.591568 = -2758338.716093 nChanged 22 SP:Iteration 75Q (2679.206216 sec): 3 clusters Score: Raw -2760300.847494 + Penalty 1960.591568 = -2758340.255926 nChanged 21 SP:Iteration 76Q (2679.285940 sec): 3 clusters Score: Raw -2760302.604922 + Penalty 1960.591568 = -2758342.013353 nChanged 31 SP:Iteration 77Q (2679.377919 sec): 3 clusters Score: Raw -2760305.721501 + Penalty 1960.591568 = -2758345.129932 nChanged 37 SP:Iteration 78Q (2679.451578 sec): 3 clusters Score: Raw -2760309.449234 + Penalty 1960.591568 = -2758348.857666 nChanged 35 SP:Iteration 79Q (2679.533354 sec): 3 clusters Score: Raw -2760313.325906 + Penalty 1960.591568 = -2758352.734337 nChanged 32 SP:Iteration 80F (2679.627892 sec): 3 clusters Score: Raw -2760317.276391 + Penalty 1960.591568 = -2758356.684822 nChanged 35 SP:Iteration 81Q (2679.712664 sec): 3 clusters Score: Raw -2760321.772354 + Penalty 1960.591568 = -2758361.180786 nChanged 39 SP:Iteration 82Q (2679.795042 sec): 3 clusters Score: Raw -2760328.392549 + Penalty 1960.591568 = -2758367.800980 nChanged 50 SP:Iteration 83Q (2679.877672 sec): 3 clusters Score: Raw -2760335.306454 + Penalty 1960.591568 = -2758374.714886 nChanged 44 SP:Iteration 84Q (2679.959640 sec): 3 clusters Score: Raw -2760340.027885 + Penalty 1960.591568 = -2758379.436317 nChanged 38 SP:Iteration 85Q (2680.041743 sec): 3 clusters Score: Raw -2760343.051564 + Penalty 1960.591568 = -2758382.459995 nChanged 28 SP:Iteration 86Q (2680.132440 sec): 3 clusters Score: Raw -2760345.150069 + Penalty 1960.591568 = -2758384.558500 nChanged 33 SP:Iteration 87Q (2680.212635 sec): 3 clusters Score: Raw -2760347.381607 + Penalty 1960.591568 = -2758386.790039 nChanged 21 SP:Iteration 88Q (2680.294639 sec): 3 clusters Score: Raw -2760348.695345 + Penalty 1960.591568 = -2758388.103777 nChanged 19 SP:Iteration 89Q (2680.384026 sec): 3 clusters Score: Raw -2760350.459582 + Penalty 1960.591568 = -2758389.868014 nChanged 30 SP:Iteration 90Q (2680.480717 sec): 3 clusters Score: Raw -2760352.680181 + Penalty 1960.591568 = -2758392.088613 nChanged 27 SP:Iteration 91Q (2680.567800 sec): 3 clusters Score: Raw -2760354.819685 + Penalty 1960.591568 = -2758394.228116 nChanged 24 SP:Iteration 92Q (2680.654072 sec): 3 clusters Score: Raw -2760357.309658 + Penalty 1960.591568 = -2758396.718089 nChanged 19 SP:Iteration 93Q (2680.731339 sec): 3 clusters Score: Raw -2760359.100472 + Penalty 1960.591568 = -2758398.508903 nChanged 15 SP:Iteration 94Q (2680.812121 sec): 3 clusters Score: Raw -2760360.240159 + Penalty 1960.591568 = -2758399.648590 nChanged 16 SP:Iteration 95Q (2680.897055 sec): 3 clusters Score: Raw -2760361.306985 + Penalty 1960.591568 = -2758400.715416 nChanged 9 SP:Iteration 96Q (2680.962975 sec): 3 clusters Score: Raw -2760361.734171 + Penalty 1960.591568 = -2758401.142602 nChanged 12 SP:Iteration 97Q (2681.045704 sec): 3 clusters Score: Raw -2760362.871750 + Penalty 1960.591568 = -2758402.280181 nChanged 13 SP:Iteration 98Q (2681.117136 sec): 3 clusters Score: Raw -2760363.813100 + Penalty 1960.591568 = -2758403.221532 nChanged 16 SP:Iteration 99Q (2681.196682 sec): 3 clusters Score: Raw -2760364.905738 + Penalty 1960.591568 = -2758404.314169 nChanged 14 SP:Iteration 100F (2681.278180 sec): 3 clusters Score: Raw -2760365.690894 + Penalty 1960.591568 = -2758405.099326 nChanged 14 SP:Iteration 101Q (2681.357335 sec): 3 clusters Score: Raw -2760366.554566 + Penalty 1960.591568 = -2758405.962998 nChanged 12 SP:Iteration 102Q (2681.432993 sec): 3 clusters Score: Raw -2760367.387632 + Penalty 1960.591568 = -2758406.796064 nChanged 13 SP:Iteration 103Q (2681.500899 sec): 3 clusters Score: Raw -2760368.244389 + Penalty 1960.591568 = -2758407.652821 nChanged 12 SP:Iteration 104Q (2681.580385 sec): 3 clusters Score: Raw -2760369.132739 + Penalty 1960.591568 = -2758408.541171 nChanged 11 SP:Iteration 105Q (2681.660384 sec): 3 clusters Score: Raw -2760369.751656 + Penalty 1960.591568 = -2758409.160088 nChanged 9 SP:Iteration 106Q (2681.740151 sec): 3 clusters Score: Raw -2760370.165149 + Penalty 1960.591568 = -2758409.573580 nChanged 4 SP:Iteration 107Q (2681.829016 sec): 3 clusters Score: Raw -2760370.505159 + Penalty 1960.591568 = -2758409.913591 nChanged 6 SP:Iteration 108Q (2681.910139 sec): 3 clusters Score: Raw -2760370.949555 + Penalty 1960.591568 = -2758410.357987 nChanged 5 SP:Iteration 109Q (2681.983271 sec): 3 clusters Score: Raw -2760371.096720 + Penalty 1960.591568 = -2758410.505152 nChanged 3 SP:Iteration 110Q (2682.067325 sec): 3 clusters Score: Raw -2760371.275578 + Penalty 1960.591568 = -2758410.684010 nChanged 2 SP:Iteration 111Q (2682.147315 sec): 3 clusters Score: Raw -2760371.520564 + Penalty 1960.591568 = -2758410.928996 nChanged 3 SP:Iteration 112Q (2682.228364 sec): 3 clusters Score: Raw -2760371.859877 + Penalty 1960.591568 = -2758411.268309 nChanged 6 SP:Iteration 113Q (2682.317788 sec): 3 clusters Score: Raw -2760372.078097 + Penalty 1960.591568 = -2758411.486528 nChanged 3 SP:Iteration 114Q (2682.396441 sec): 3 clusters Score: Raw -2760372.148173 + Penalty 1960.591568 = -2758411.556605 nChanged 1 SP:Iteration 115Q (2682.476120 sec): 3 clusters Score: Raw -2760372.213591 + Penalty 1960.591568 = -2758411.622023 nChanged 1 SP:Iteration 116Q (2682.560193 sec): 3 clusters Score: Raw -2760372.235565 + Penalty 1960.591568 = -2758411.643997 nChanged 1 SP:Iteration 117Q (2682.639704 sec): 3 clusters Score: Raw -2760372.304808 + Penalty 1960.591568 = -2758411.713239 nChanged 0 SP:Iteration 118F (2682.732733 sec): 3 clusters Score: Raw -2760372.304808 + Penalty 1960.591568 = -2758411.713239 nChanged 0 Trying to split cluster 30 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2682.757221 sec): 2 clusters Score: Raw -23314.220046 + Penalty 554.584392 = -22759.635654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2682.792668 sec): 3 clusters Score: Raw -23268.140449 + Penalty 1109.168785 = -22158.971665 nChanged 106 SP:Iteration 1F (2682.849244 sec): 3 clusters Score: Raw -23389.406123 + Penalty 1109.168785 = -22280.237338 nChanged 29 SP:Iteration 2F (2682.888819 sec): 3 clusters Score: Raw -23429.212637 + Penalty 1109.168785 = -22320.043852 nChanged 14 SP:Iteration 3Q (2682.944377 sec): 3 clusters Score: Raw -23451.552105 + Penalty 1109.168785 = -22342.383320 nChanged 15 SP:Iteration 4Q (2682.995872 sec): 3 clusters Score: Raw -23486.361329 + Penalty 1109.168785 = -22377.192544 nChanged 18 SP:Iteration 5F (2683.039212 sec): 3 clusters Score: Raw -23519.236397 + Penalty 1109.168785 = -22410.067612 nChanged 15 SP:Iteration 6Q (2683.076443 sec): 3 clusters Score: Raw -23555.949312 + Penalty 1109.168785 = -22446.780527 nChanged 11 SP:Iteration 7Q (2683.133335 sec): 3 clusters Score: Raw -23574.758456 + Penalty 1109.168785 = -22465.589671 nChanged 4 SP:Iteration 8Q (2683.168624 sec): 3 clusters Score: Raw -23580.901552 + Penalty 1109.168785 = -22471.732767 nChanged 5 SP:Iteration 9Q (2683.216544 sec): 3 clusters Score: Raw -23584.605534 + Penalty 1109.168785 = -22475.436749 nChanged 1 SP:Iteration 10Q (2683.264813 sec): 3 clusters Score: Raw -23584.886805 + Penalty 1109.168785 = -22475.718020 nChanged 1 SP:Iteration 11Q (2683.312143 sec): 3 clusters Score: Raw -23587.045349 + Penalty 1109.168785 = -22477.876564 nChanged 3 SP:Iteration 12Q (2683.361859 sec): 3 clusters Score: Raw -23591.198634 + Penalty 1109.168785 = -22482.029849 nChanged 1 SP:Iteration 13Q (2683.412591 sec): 3 clusters Score: Raw -23593.856869 + Penalty 1109.168785 = -22484.688084 nChanged 1 SP:Iteration 14Q (2683.455485 sec): 3 clusters Score: Raw -23613.625179 + Penalty 1109.168785 = -22504.456394 nChanged 2 SP:Iteration 15Q (2683.496749 sec): 3 clusters Score: Raw -23616.422248 + Penalty 1109.168785 = -22507.253463 nChanged 2 SP:Iteration 16Q (2683.541380 sec): 3 clusters Score: Raw -23619.914586 + Penalty 1109.168785 = -22510.745801 nChanged 1 SP:Iteration 17Q (2683.583906 sec): 3 clusters Score: Raw -23620.589644 + Penalty 1109.168785 = -22511.420859 nChanged 1 SP:Iteration 18Q (2683.629196 sec): 3 clusters Score: Raw -23621.543787 + Penalty 1109.168785 = -22512.375002 nChanged 0 SP:Iteration 19F (2683.674272 sec): 3 clusters Score: Raw -23621.543787 + Penalty 1109.168785 = -22512.375002 nChanged 0 Trying to split cluster 31 (1733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2683.702755 sec): 2 clusters Score: Raw -135583.537627 + Penalty 708.472883 = -134875.064744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2683.745257 sec): 3 clusters Score: Raw -134761.920148 + Penalty 1416.945765 = -133344.974383 nChanged 659 SP:Iteration 1F (2683.789403 sec): 3 clusters Score: Raw -135240.562861 + Penalty 1416.945765 = -133823.617096 nChanged 180 SP:Iteration 2F (2683.839893 sec): 3 clusters Score: Raw -135422.445746 + Penalty 1416.945765 = -134005.499981 nChanged 134 SP:Iteration 3F (2683.888657 sec): 3 clusters Score: Raw -135575.130320 + Penalty 1416.945765 = -134158.184555 nChanged 105 SP:Iteration 4F (2683.935198 sec): 3 clusters Score: Raw -135664.191537 + Penalty 1416.945765 = -134247.245772 nChanged 64 SP:Iteration 5Q (2683.980598 sec): 3 clusters Score: Raw -135721.092828 + Penalty 1416.945765 = -134304.147063 nChanged 50 SP:Iteration 6Q (2684.025698 sec): 3 clusters Score: Raw -135770.531984 + Penalty 1416.945765 = -134353.586219 nChanged 61 SP:Iteration 7Q (2684.067828 sec): 3 clusters Score: Raw -135826.418003 + Penalty 1416.945765 = -134409.472238 nChanged 48 SP:Iteration 8Q (2684.127343 sec): 3 clusters Score: Raw -135877.725146 + Penalty 1416.945765 = -134460.779381 nChanged 39 SP:Iteration 9Q (2684.175874 sec): 3 clusters Score: Raw -135905.345902 + Penalty 1416.945765 = -134488.400137 nChanged 37 SP:Iteration 10Q (2684.220962 sec): 3 clusters Score: Raw -135927.317418 + Penalty 1416.945765 = -134510.371653 nChanged 21 SP:Iteration 11Q (2684.264143 sec): 3 clusters Score: Raw -135940.419676 + Penalty 1416.945765 = -134523.473911 nChanged 23 SP:Iteration 12Q (2684.318798 sec): 3 clusters Score: Raw -135954.420248 + Penalty 1416.945765 = -134537.474483 nChanged 21 SP:Iteration 13Q (2684.359112 sec): 3 clusters Score: Raw -135965.733297 + Penalty 1416.945765 = -134548.787532 nChanged 18 SP:Iteration 14Q (2684.409627 sec): 3 clusters Score: Raw -135974.078513 + Penalty 1416.945765 = -134557.132748 nChanged 10 SP:Iteration 15Q (2684.453495 sec): 3 clusters Score: Raw -135979.420491 + Penalty 1416.945765 = -134562.474726 nChanged 11 SP:Iteration 16Q (2684.498641 sec): 3 clusters Score: Raw -135987.271864 + Penalty 1416.945765 = -134570.326099 nChanged 14 SP:Iteration 17Q (2684.549745 sec): 3 clusters Score: Raw -135996.626415 + Penalty 1416.945765 = -134579.680650 nChanged 6 SP:Iteration 18Q (2684.585986 sec): 3 clusters Score: Raw -135998.709121 + Penalty 1416.945765 = -134581.763356 nChanged 3 SP:Iteration 19Q (2684.620797 sec): 3 clusters Score: Raw -135999.334550 + Penalty 1416.945765 = -134582.388785 nChanged 2 SP:Iteration 20F (2684.673634 sec): 3 clusters Score: Raw -135999.894808 + Penalty 1416.945765 = -134582.949043 nChanged 0 Trying to split cluster 32 (66729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2684.776517 sec): 2 clusters Score: Raw -5990417.200179 + Penalty 1055.297517 = -5989361.902662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2684.905675 sec): 3 clusters Score: Raw -5946647.015045 + Penalty 2110.595035 = -5944536.420010 nChanged 31975 SP:Iteration 1F (2685.038633 sec): 3 clusters Score: Raw -5966523.433961 + Penalty 2110.595035 = -5964412.838926 nChanged 3294 SP:Iteration 2Q (2685.170699 sec): 3 clusters Score: Raw -5968201.716494 + Penalty 2110.595035 = -5966091.121459 nChanged 3810 SP:Iteration 3F (2685.297188 sec): 3 clusters Score: Raw -5970730.218460 + Penalty 2110.595035 = -5968619.623425 nChanged 4357 SP:Iteration 4F (2685.424522 sec): 3 clusters Score: Raw -5974143.507819 + Penalty 2110.595035 = -5972032.912784 nChanged 4482 SP:Iteration 5F (2685.556945 sec): 3 clusters Score: Raw -5977718.878085 + Penalty 2110.595035 = -5975608.283050 nChanged 4107 SP:Iteration 6F (2685.683774 sec): 3 clusters Score: Raw -5980513.670687 + Penalty 2110.595035 = -5978403.075653 nChanged 3159 SP:Iteration 7Q (2685.825248 sec): 3 clusters Score: Raw -5982111.331737 + Penalty 2110.595035 = -5980000.736702 nChanged 2082 SP:Iteration 8Q (2685.957752 sec): 3 clusters Score: Raw -5982812.557759 + Penalty 2110.595035 = -5980701.962724 nChanged 1376 SP:Iteration 9Q (2686.081313 sec): 3 clusters Score: Raw -5983161.725726 + Penalty 2110.595035 = -5981051.130691 nChanged 976 SP:Iteration 10Q (2686.222074 sec): 3 clusters Score: Raw -5983392.366133 + Penalty 2110.595035 = -5981281.771098 nChanged 899 SP:Iteration 11Q (2686.347270 sec): 3 clusters Score: Raw -5983612.588959 + Penalty 2110.595035 = -5981501.993924 nChanged 944 SP:Iteration 12Q (2686.485484 sec): 3 clusters Score: Raw -5983845.573774 + Penalty 2110.595035 = -5981734.978739 nChanged 963 SP:Iteration 13Q (2686.617719 sec): 3 clusters Score: Raw -5984104.693817 + Penalty 2110.595035 = -5981994.098782 nChanged 1044 SP:Iteration 14Q (2686.748246 sec): 3 clusters Score: Raw -5984397.741761 + Penalty 2110.595035 = -5982287.146726 nChanged 1112 SP:Iteration 15Q (2686.884395 sec): 3 clusters Score: Raw -5984746.901746 + Penalty 2110.595035 = -5982636.306711 nChanged 1189 SP:Iteration 16Q (2687.023343 sec): 3 clusters Score: Raw -5985150.990915 + Penalty 2110.595035 = -5983040.395880 nChanged 1247 SP:Iteration 17Q (2687.147644 sec): 3 clusters Score: Raw -5985633.957417 + Penalty 2110.595035 = -5983523.362382 nChanged 1296 SP:Iteration 18Q (2687.279381 sec): 3 clusters Score: Raw -5986162.090758 + Penalty 2110.595035 = -5984051.495723 nChanged 1321 SP:Iteration 19Q (2687.409490 sec): 3 clusters Score: Raw -5986742.813576 + Penalty 2110.595035 = -5984632.218541 nChanged 1278 SP:Iteration 20F (2687.541208 sec): 3 clusters Score: Raw -5987358.781692 + Penalty 2110.595035 = -5985248.186658 nChanged 1242 SP:Iteration 21Q (2687.658501 sec): 3 clusters Score: Raw -5987991.660514 + Penalty 2110.595035 = -5985881.065479 nChanged 1055 SP:Iteration 22Q (2687.792302 sec): 3 clusters Score: Raw -5988548.151577 + Penalty 2110.595035 = -5986437.556542 nChanged 936 SP:Iteration 23Q (2687.917049 sec): 3 clusters Score: Raw -5989032.697324 + Penalty 2110.595035 = -5986922.102289 nChanged 751 SP:Iteration 24Q (2688.036094 sec): 3 clusters Score: Raw -5989407.175040 + Penalty 2110.595035 = -5987296.580005 nChanged 632 SP:Iteration 25Q (2688.160508 sec): 3 clusters Score: Raw -5989715.485144 + Penalty 2110.595035 = -5987604.890109 nChanged 511 SP:Iteration 26Q (2688.278349 sec): 3 clusters Score: Raw -5989968.146400 + Penalty 2110.595035 = -5987857.551365 nChanged 433 SP:Iteration 27Q (2688.388359 sec): 3 clusters Score: Raw -5990182.162374 + Penalty 2110.595035 = -5988071.567339 nChanged 329 SP:Iteration 28Q (2688.509187 sec): 3 clusters Score: Raw -5990342.372328 + Penalty 2110.595035 = -5988231.777293 nChanged 243 SP:Iteration 29Q (2688.623467 sec): 3 clusters Score: Raw -5990448.867118 + Penalty 2110.595035 = -5988338.272083 nChanged 176 SP:Iteration 30Q (2688.734588 sec): 3 clusters Score: Raw -5990523.073024 + Penalty 2110.595035 = -5988412.477989 nChanged 115 SP:Iteration 31Q (2688.850025 sec): 3 clusters Score: Raw -5990570.104439 + Penalty 2110.595035 = -5988459.509404 nChanged 95 SP:Iteration 32Q (2688.965319 sec): 3 clusters Score: Raw -5990616.440311 + Penalty 2110.595035 = -5988505.845276 nChanged 81 SP:Iteration 33Q (2689.085060 sec): 3 clusters Score: Raw -5990647.561073 + Penalty 2110.595035 = -5988536.966038 nChanged 54 SP:Iteration 34Q (2689.208047 sec): 3 clusters Score: Raw -5990664.262119 + Penalty 2110.595035 = -5988553.667084 nChanged 48 SP:Iteration 35Q (2689.326618 sec): 3 clusters Score: Raw -5990681.946805 + Penalty 2110.595035 = -5988571.351770 nChanged 43 SP:Iteration 36Q (2689.428302 sec): 3 clusters Score: Raw -5990697.936107 + Penalty 2110.595035 = -5988587.341073 nChanged 46 SP:Iteration 37Q (2689.544887 sec): 3 clusters Score: Raw -5990713.843126 + Penalty 2110.595035 = -5988603.248092 nChanged 31 SP:Iteration 38Q (2689.664426 sec): 3 clusters Score: Raw -5990724.431066 + Penalty 2110.595035 = -5988613.836032 nChanged 33 SP:Iteration 39Q (2689.762925 sec): 3 clusters Score: Raw -5990736.718918 + Penalty 2110.595035 = -5988626.123884 nChanged 29 SP:Iteration 40F (2689.898420 sec): 3 clusters Score: Raw -5990745.309100 + Penalty 2110.595035 = -5988634.714065 nChanged 28 SP:Iteration 41Q (2690.025710 sec): 3 clusters Score: Raw -5990754.207776 + Penalty 2110.595035 = -5988643.612742 nChanged 30 SP:Iteration 42Q (2690.146812 sec): 3 clusters Score: Raw -5990765.437879 + Penalty 2110.595035 = -5988654.842844 nChanged 28 SP:Iteration 43Q (2690.262648 sec): 3 clusters Score: Raw -5990773.966148 + Penalty 2110.595035 = -5988663.371114 nChanged 22 SP:Iteration 44Q (2690.379937 sec): 3 clusters Score: Raw -5990781.212986 + Penalty 2110.595035 = -5988670.617951 nChanged 19 SP:Iteration 45Q (2690.488966 sec): 3 clusters Score: Raw -5990785.883334 + Penalty 2110.595035 = -5988675.288299 nChanged 17 SP:Iteration 46Q (2690.606568 sec): 3 clusters Score: Raw -5990789.689866 + Penalty 2110.595035 = -5988679.094831 nChanged 13 SP:Iteration 47Q (2690.720439 sec): 3 clusters Score: Raw -5990793.666931 + Penalty 2110.595035 = -5988683.071896 nChanged 14 SP:Iteration 48Q (2690.837502 sec): 3 clusters Score: Raw -5990796.646226 + Penalty 2110.595035 = -5988686.051191 nChanged 4 SP:Iteration 49Q (2690.947909 sec): 3 clusters Score: Raw -5990797.569374 + Penalty 2110.595035 = -5988686.974340 nChanged 5 SP:Iteration 50Q (2691.065773 sec): 3 clusters Score: Raw -5990798.161191 + Penalty 2110.595035 = -5988687.566156 nChanged 4 SP:Iteration 51Q (2691.187311 sec): 3 clusters Score: Raw -5990798.739633 + Penalty 2110.595035 = -5988688.144599 nChanged 3 SP:Iteration 52Q (2691.299069 sec): 3 clusters Score: Raw -5990799.023119 + Penalty 2110.595035 = -5988688.428084 nChanged 4 SP:Iteration 53Q (2691.407887 sec): 3 clusters Score: Raw -5990799.919422 + Penalty 2110.595035 = -5988689.324387 nChanged 2 SP:Iteration 54Q (2691.529400 sec): 3 clusters Score: Raw -5990800.147929 + Penalty 2110.595035 = -5988689.552894 nChanged 2 SP:Iteration 55Q (2691.651811 sec): 3 clusters Score: Raw -5990800.478787 + Penalty 2110.595035 = -5988689.883752 nChanged 2 SP:Iteration 56Q (2691.768109 sec): 3 clusters Score: Raw -5990800.588343 + Penalty 2110.595035 = -5988689.993308 nChanged 0 SP:Iteration 57F (2691.894294 sec): 3 clusters Score: Raw -5990800.588343 + Penalty 2110.595035 = -5988689.993308 nChanged 0 Trying to split cluster 33 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2691.921718 sec): 2 clusters Score: Raw -11546.663877 + Penalty 514.950825 = -11031.713052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2691.963924 sec): 3 clusters Score: Raw -11679.019538 + Penalty 1029.901650 = -10649.117888 nChanged 62 SP:Iteration 1F (2691.995107 sec): 3 clusters Score: Raw -11892.573759 + Penalty 1029.901650 = -10862.672109 nChanged 24 SP:Iteration 2F (2692.044135 sec): 3 clusters Score: Raw -11954.650487 + Penalty 1029.901650 = -10924.748837 nChanged 6 SP:Iteration 3Q (2692.102796 sec): 3 clusters Score: Raw -11969.002420 + Penalty 1029.901650 = -10939.100770 nChanged 2 SP:Iteration 4Q (2692.152505 sec): 3 clusters Score: Raw -11972.856590 + Penalty 1029.901650 = -10942.954940 nChanged 1 SP:Iteration 5Q (2692.188863 sec): 3 clusters Score: Raw -11974.067559 + Penalty 1029.901650 = -10944.165909 nChanged 0 SP:Iteration 6F (2692.233938 sec): 3 clusters Score: Raw -11974.067559 + Penalty 1029.901650 = -10944.165909 nChanged 0 Trying to split cluster 34 (8931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2692.267030 sec): 2 clusters Score: Raw -809362.003676 + Penalty 864.241947 = -808497.761729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2692.323201 sec): 3 clusters Score: Raw -804166.028503 + Penalty 1728.483893 = -802437.544609 nChanged 3921 SP:Iteration 1F (2692.379106 sec): 3 clusters Score: Raw -806285.448125 + Penalty 1728.483893 = -804556.964232 nChanged 569 SP:Iteration 2F (2692.435515 sec): 3 clusters Score: Raw -806569.340797 + Penalty 1728.483893 = -804840.856903 nChanged 547 SP:Iteration 3F (2692.502568 sec): 3 clusters Score: Raw -806867.460095 + Penalty 1728.483893 = -805138.976201 nChanged 539 SP:Iteration 4F (2692.564087 sec): 3 clusters Score: Raw -807235.605879 + Penalty 1728.483893 = -805507.121985 nChanged 597 SP:Iteration 5F (2692.622189 sec): 3 clusters Score: Raw -807663.701401 + Penalty 1728.483893 = -805935.217507 nChanged 544 SP:Iteration 6F (2692.680941 sec): 3 clusters Score: Raw -808067.981078 + Penalty 1728.483893 = -806339.497184 nChanged 439 SP:Iteration 7Q (2692.723406 sec): 3 clusters Score: Raw -808420.111036 + Penalty 1728.483893 = -806691.627143 nChanged 397 SP:Iteration 8Q (2692.783455 sec): 3 clusters Score: Raw -808762.320814 + Penalty 1728.483893 = -807033.836920 nChanged 315 SP:Iteration 9Q (2692.839201 sec): 3 clusters Score: Raw -809037.540348 + Penalty 1728.483893 = -807309.056455 nChanged 215 SP:Iteration 10Q (2692.905741 sec): 3 clusters Score: Raw -809223.466486 + Penalty 1728.483893 = -807494.982593 nChanged 143 SP:Iteration 11Q (2692.962094 sec): 3 clusters Score: Raw -809351.312418 + Penalty 1728.483893 = -807622.828525 nChanged 75 SP:Iteration 12Q (2693.011093 sec): 3 clusters Score: Raw -809420.387135 + Penalty 1728.483893 = -807691.903241 nChanged 50 SP:Iteration 13Q (2693.049843 sec): 3 clusters Score: Raw -809469.667256 + Penalty 1728.483893 = -807741.183362 nChanged 37 SP:Iteration 14Q (2693.105865 sec): 3 clusters Score: Raw -809506.141208 + Penalty 1728.483893 = -807777.657314 nChanged 14 SP:Iteration 15Q (2693.173462 sec): 3 clusters Score: Raw -809522.941917 + Penalty 1728.483893 = -807794.458024 nChanged 14 SP:Iteration 16Q (2693.230230 sec): 3 clusters Score: Raw -809531.566797 + Penalty 1728.483893 = -807803.082904 nChanged 8 SP:Iteration 17Q (2693.288284 sec): 3 clusters Score: Raw -809537.000306 + Penalty 1728.483893 = -807808.516412 nChanged 6 SP:Iteration 18Q (2693.340658 sec): 3 clusters Score: Raw -809544.250247 + Penalty 1728.483893 = -807815.766354 nChanged 4 SP:Iteration 19Q (2693.394141 sec): 3 clusters Score: Raw -809547.279002 + Penalty 1728.483893 = -807818.795108 nChanged 4 SP:Iteration 20F (2693.451975 sec): 3 clusters Score: Raw -809548.861343 + Penalty 1728.483893 = -807820.377449 nChanged 1 SP:Iteration 21Q (2693.500437 sec): 3 clusters Score: Raw -809549.223300 + Penalty 1728.483893 = -807820.739407 nChanged 0 SP:Iteration 22F (2693.556257 sec): 3 clusters Score: Raw -809549.223300 + Penalty 1728.483893 = -807820.739407 nChanged 0 Trying to split cluster 35 (151404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2693.728228 sec): 2 clusters Score: Raw -13517096.300440 + Penalty 1133.132169 = -13515963.168271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2693.974723 sec): 3 clusters Score: Raw -13416200.696408 + Penalty 2266.264338 = -13413934.432070 nChanged 73608 SP:Iteration 1F (2694.206779 sec): 3 clusters Score: Raw -13461763.996627 + Penalty 2266.264338 = -13459497.732289 nChanged 6837 SP:Iteration 2Q (2694.454576 sec): 3 clusters Score: Raw -13464241.094770 + Penalty 2266.264338 = -13461974.830432 nChanged 7626 SP:Iteration 3F (2694.697568 sec): 3 clusters Score: Raw -13467477.289415 + Penalty 2266.264338 = -13465211.025078 nChanged 8492 SP:Iteration 4F (2694.932629 sec): 3 clusters Score: Raw -13471711.496463 + Penalty 2266.264338 = -13469445.232126 nChanged 8983 SP:Iteration 5F (2695.174531 sec): 3 clusters Score: Raw -13476982.876878 + Penalty 2266.264338 = -13474716.612541 nChanged 8960 SP:Iteration 6F (2695.401673 sec): 3 clusters Score: Raw -13483277.350372 + Penalty 2266.264338 = -13481011.086035 nChanged 8668 SP:Iteration 7F (2695.647351 sec): 3 clusters Score: Raw -13490303.501058 + Penalty 2266.264338 = -13488037.236720 nChanged 7478 SP:Iteration 8Q (2695.914977 sec): 3 clusters Score: Raw -13496486.094829 + Penalty 2266.264338 = -13494219.830491 nChanged 5886 SP:Iteration 9Q (2696.176604 sec): 3 clusters Score: Raw -13500086.157383 + Penalty 2266.264338 = -13497819.893046 nChanged 3905 SP:Iteration 10Q (2696.429400 sec): 3 clusters Score: Raw -13501847.723373 + Penalty 2266.264338 = -13499581.459035 nChanged 2827 SP:Iteration 11Q (2696.673180 sec): 3 clusters Score: Raw -13503057.363913 + Penalty 2266.264338 = -13500791.099575 nChanged 2527 SP:Iteration 12Q (2696.906687 sec): 3 clusters Score: Raw -13504135.307080 + Penalty 2266.264338 = -13501869.042742 nChanged 2336 SP:Iteration 13Q (2697.138122 sec): 3 clusters Score: Raw -13505180.116176 + Penalty 2266.264338 = -13502913.851839 nChanged 2239 SP:Iteration 14Q (2697.378151 sec): 3 clusters Score: Raw -13506259.140367 + Penalty 2266.264338 = -13503992.876029 nChanged 2101 SP:Iteration 15Q (2697.621323 sec): 3 clusters Score: Raw -13507314.596526 + Penalty 2266.264338 = -13505048.332188 nChanged 1940 SP:Iteration 16Q (2697.849868 sec): 3 clusters Score: Raw -13508327.961678 + Penalty 2266.264338 = -13506061.697340 nChanged 1885 SP:Iteration 17Q (2698.071098 sec): 3 clusters Score: Raw -13509322.697528 + Penalty 2266.264338 = -13507056.433191 nChanged 1707 SP:Iteration 18Q (2698.299746 sec): 3 clusters Score: Raw -13510192.152986 + Penalty 2266.264338 = -13507925.888648 nChanged 1512 SP:Iteration 19Q (2698.523260 sec): 3 clusters Score: Raw -13510942.641722 + Penalty 2266.264338 = -13508676.377385 nChanged 1423 SP:Iteration 20F (2698.757188 sec): 3 clusters Score: Raw -13511649.593318 + Penalty 2266.264338 = -13509383.328981 nChanged 1261 SP:Iteration 21Q (2698.994195 sec): 3 clusters Score: Raw -13512263.394091 + Penalty 2266.264338 = -13509997.129753 nChanged 1209 SP:Iteration 22Q (2699.206695 sec): 3 clusters Score: Raw -13512812.252382 + Penalty 2266.264338 = -13510545.988045 nChanged 1042 SP:Iteration 23Q (2699.438161 sec): 3 clusters Score: Raw -13513253.378400 + Penalty 2266.264338 = -13510987.114062 nChanged 962 SP:Iteration 24Q (2699.645178 sec): 3 clusters Score: Raw -13513619.623003 + Penalty 2266.264338 = -13511353.358666 nChanged 829 SP:Iteration 25Q (2699.855501 sec): 3 clusters Score: Raw -13513907.319646 + Penalty 2266.264338 = -13511641.055308 nChanged 745 SP:Iteration 26Q (2700.067219 sec): 3 clusters Score: Raw -13514133.279470 + Penalty 2266.264338 = -13511867.015133 nChanged 653 SP:Iteration 27Q (2700.272042 sec): 3 clusters Score: Raw -13514312.410510 + Penalty 2266.264338 = -13512046.146173 nChanged 591 SP:Iteration 28Q (2700.462573 sec): 3 clusters Score: Raw -13514471.595780 + Penalty 2266.264338 = -13512205.331442 nChanged 523 SP:Iteration 29Q (2700.666438 sec): 3 clusters Score: Raw -13514595.357961 + Penalty 2266.264338 = -13512329.093623 nChanged 479 SP:Iteration 30Q (2700.874087 sec): 3 clusters Score: Raw -13514699.370092 + Penalty 2266.264338 = -13512433.105755 nChanged 456 SP:Iteration 31Q (2701.076742 sec): 3 clusters Score: Raw -13514792.512837 + Penalty 2266.264338 = -13512526.248499 nChanged 423 SP:Iteration 32Q (2701.283885 sec): 3 clusters Score: Raw -13514875.245849 + Penalty 2266.264338 = -13512608.981511 nChanged 404 SP:Iteration 33Q (2701.489395 sec): 3 clusters Score: Raw -13514947.980741 + Penalty 2266.264338 = -13512681.716404 nChanged 335 SP:Iteration 34Q (2701.683848 sec): 3 clusters Score: Raw -13515003.850970 + Penalty 2266.264338 = -13512737.586633 nChanged 293 SP:Iteration 35Q (2701.892165 sec): 3 clusters Score: Raw -13515051.204039 + Penalty 2266.264338 = -13512784.939701 nChanged 294 SP:Iteration 36Q (2702.098988 sec): 3 clusters Score: Raw -13515095.960877 + Penalty 2266.264338 = -13512829.696539 nChanged 285 SP:Iteration 37Q (2702.304361 sec): 3 clusters Score: Raw -13515138.017506 + Penalty 2266.264338 = -13512871.753169 nChanged 282 SP:Iteration 38Q (2702.510716 sec): 3 clusters Score: Raw -13515181.719221 + Penalty 2266.264338 = -13512915.454884 nChanged 283 SP:Iteration 39Q (2702.693448 sec): 3 clusters Score: Raw -13515222.916900 + Penalty 2266.264338 = -13512956.652563 nChanged 257 SP:Iteration 40F (2702.920383 sec): 3 clusters Score: Raw -13515262.331859 + Penalty 2266.264338 = -13512996.067522 nChanged 245 SP:Iteration 41Q (2703.130750 sec): 3 clusters Score: Raw -13515295.623935 + Penalty 2266.264338 = -13513029.359598 nChanged 216 SP:Iteration 42Q (2703.344308 sec): 3 clusters Score: Raw -13515320.918555 + Penalty 2266.264338 = -13513054.654218 nChanged 206 SP:Iteration 43Q (2703.553309 sec): 3 clusters Score: Raw -13515344.461913 + Penalty 2266.264338 = -13513078.197575 nChanged 195 SP:Iteration 44Q (2703.767285 sec): 3 clusters Score: Raw -13515363.798503 + Penalty 2266.264338 = -13513097.534166 nChanged 166 SP:Iteration 45Q (2703.978258 sec): 3 clusters Score: Raw -13515378.905204 + Penalty 2266.264338 = -13513112.640866 nChanged 148 SP:Iteration 46Q (2704.193669 sec): 3 clusters Score: Raw -13515390.716906 + Penalty 2266.264338 = -13513124.452568 nChanged 151 SP:Iteration 47Q (2704.407038 sec): 3 clusters Score: Raw -13515403.636915 + Penalty 2266.264338 = -13513137.372577 nChanged 132 SP:Iteration 48Q (2704.605012 sec): 3 clusters Score: Raw -13515412.286432 + Penalty 2266.264338 = -13513146.022094 nChanged 103 SP:Iteration 49Q (2704.820845 sec): 3 clusters Score: Raw -13515418.225180 + Penalty 2266.264338 = -13513151.960843 nChanged 79 SP:Iteration 50Q (2705.030976 sec): 3 clusters Score: Raw -13515422.844676 + Penalty 2266.264338 = -13513156.580338 nChanged 90 SP:Iteration 51Q (2705.234787 sec): 3 clusters Score: Raw -13515428.473142 + Penalty 2266.264338 = -13513162.208805 nChanged 76 SP:Iteration 52Q (2705.447128 sec): 3 clusters Score: Raw -13515432.552459 + Penalty 2266.264338 = -13513166.288121 nChanged 61 SP:Iteration 53Q (2705.646557 sec): 3 clusters Score: Raw -13515435.057716 + Penalty 2266.264338 = -13513168.793379 nChanged 49 SP:Iteration 54Q (2705.834417 sec): 3 clusters Score: Raw -13515436.870864 + Penalty 2266.264338 = -13513170.606527 nChanged 47 SP:Iteration 55Q (2706.046414 sec): 3 clusters Score: Raw -13515438.597990 + Penalty 2266.264338 = -13513172.333652 nChanged 48 SP:Iteration 56Q (2706.246036 sec): 3 clusters Score: Raw -13515440.974409 + Penalty 2266.264338 = -13513174.710072 nChanged 44 SP:Iteration 57Q (2706.452256 sec): 3 clusters Score: Raw -13515442.910340 + Penalty 2266.264338 = -13513176.646002 nChanged 51 SP:Iteration 58Q (2706.646725 sec): 3 clusters Score: Raw -13515444.791092 + Penalty 2266.264338 = -13513178.526754 nChanged 46 SP:Iteration 59Q (2706.854708 sec): 3 clusters Score: Raw -13515446.590461 + Penalty 2266.264338 = -13513180.326123 nChanged 39 SP:Iteration 60F (2707.092339 sec): 3 clusters Score: Raw -13515448.082245 + Penalty 2266.264338 = -13513181.817907 nChanged 48 SP:Iteration 61Q (2707.297522 sec): 3 clusters Score: Raw -13515450.302750 + Penalty 2266.264338 = -13513184.038412 nChanged 54 SP:Iteration 62Q (2707.520845 sec): 3 clusters Score: Raw -13515452.430174 + Penalty 2266.264338 = -13513186.165836 nChanged 42 SP:Iteration 63Q (2707.730173 sec): 3 clusters Score: Raw -13515454.271750 + Penalty 2266.264338 = -13513188.007413 nChanged 46 SP:Iteration 64Q (2707.946135 sec): 3 clusters Score: Raw -13515455.998117 + Penalty 2266.264338 = -13513189.733779 nChanged 48 SP:Iteration 65Q (2708.160820 sec): 3 clusters Score: Raw -13515457.964548 + Penalty 2266.264338 = -13513191.700211 nChanged 48 SP:Iteration 66Q (2708.364274 sec): 3 clusters Score: Raw -13515459.471137 + Penalty 2266.264338 = -13513193.206799 nChanged 41 SP:Iteration 67Q (2708.554555 sec): 3 clusters Score: Raw -13515460.803688 + Penalty 2266.264338 = -13513194.539350 nChanged 41 SP:Iteration 68Q (2708.741422 sec): 3 clusters Score: Raw -13515462.036475 + Penalty 2266.264338 = -13513195.772137 nChanged 41 SP:Iteration 69Q (2708.950544 sec): 3 clusters Score: Raw -13515463.387690 + Penalty 2266.264338 = -13513197.123352 nChanged 40 SP:Iteration 70Q (2709.160124 sec): 3 clusters Score: Raw -13515464.858675 + Penalty 2266.264338 = -13513198.594337 nChanged 52 SP:Iteration 71Q (2709.372636 sec): 3 clusters Score: Raw -13515466.878118 + Penalty 2266.264338 = -13513200.613781 nChanged 51 SP:Iteration 72Q (2709.568368 sec): 3 clusters Score: Raw -13515468.886776 + Penalty 2266.264338 = -13513202.622438 nChanged 58 SP:Iteration 73Q (2709.774972 sec): 3 clusters Score: Raw -13515471.661712 + Penalty 2266.264338 = -13513205.397374 nChanged 65 SP:Iteration 74Q (2709.974399 sec): 3 clusters Score: Raw -13515474.684415 + Penalty 2266.264338 = -13513208.420078 nChanged 57 SP:Iteration 75Q (2710.189518 sec): 3 clusters Score: Raw -13515476.997487 + Penalty 2266.264338 = -13513210.733150 nChanged 51 SP:Iteration 76Q (2710.393352 sec): 3 clusters Score: Raw -13515479.286579 + Penalty 2266.264338 = -13513213.022242 nChanged 58 SP:Iteration 77Q (2710.572538 sec): 3 clusters Score: Raw -13515481.905893 + Penalty 2266.264338 = -13513215.641555 nChanged 38 SP:Iteration 78Q (2710.784257 sec): 3 clusters Score: Raw -13515483.465463 + Penalty 2266.264338 = -13513217.201126 nChanged 51 SP:Iteration 79Q (2711.002664 sec): 3 clusters Score: Raw -13515485.749914 + Penalty 2266.264338 = -13513219.485577 nChanged 32 SP:Iteration 80F (2711.243027 sec): 3 clusters Score: Raw -13515486.876371 + Penalty 2266.264338 = -13513220.612034 nChanged 24 SP:Iteration 81Q (2711.461987 sec): 3 clusters Score: Raw -13515487.547315 + Penalty 2266.264338 = -13513221.282977 nChanged 23 SP:Iteration 82Q (2711.662980 sec): 3 clusters Score: Raw -13515488.132097 + Penalty 2266.264338 = -13513221.867760 nChanged 22 SP:Iteration 83Q (2711.861203 sec): 3 clusters Score: Raw -13515488.583697 + Penalty 2266.264338 = -13513222.319359 nChanged 17 SP:Iteration 84Q (2712.059027 sec): 3 clusters Score: Raw -13515488.994402 + Penalty 2266.264338 = -13513222.730065 nChanged 12 SP:Iteration 85Q (2712.261395 sec): 3 clusters Score: Raw -13515489.307151 + Penalty 2266.264338 = -13513223.042813 nChanged 11 SP:Iteration 86Q (2712.460255 sec): 3 clusters Score: Raw -13515489.491924 + Penalty 2266.264338 = -13513223.227587 nChanged 9 SP:Iteration 87Q (2712.656384 sec): 3 clusters Score: Raw -13515489.706272 + Penalty 2266.264338 = -13513223.441935 nChanged 9 SP:Iteration 88Q (2712.859723 sec): 3 clusters Score: Raw -13515489.959053 + Penalty 2266.264338 = -13513223.694715 nChanged 8 SP:Iteration 89Q (2713.072926 sec): 3 clusters Score: Raw -13515490.137825 + Penalty 2266.264338 = -13513223.873487 nChanged 8 SP:Iteration 90Q (2713.276992 sec): 3 clusters Score: Raw -13515490.325648 + Penalty 2266.264338 = -13513224.061311 nChanged 10 SP:Iteration 91Q (2713.476241 sec): 3 clusters Score: Raw -13515490.534554 + Penalty 2266.264338 = -13513224.270217 nChanged 10 SP:Iteration 92Q (2713.683414 sec): 3 clusters Score: Raw -13515490.669151 + Penalty 2266.264338 = -13513224.404814 nChanged 10 SP:Iteration 93Q (2713.891269 sec): 3 clusters Score: Raw -13515490.836501 + Penalty 2266.264338 = -13513224.572164 nChanged 10 SP:Iteration 94Q (2714.093309 sec): 3 clusters Score: Raw -13515491.033559 + Penalty 2266.264338 = -13513224.769221 nChanged 8 SP:Iteration 95Q (2714.302425 sec): 3 clusters Score: Raw -13515491.214702 + Penalty 2266.264338 = -13513224.950365 nChanged 11 SP:Iteration 96Q (2714.509062 sec): 3 clusters Score: Raw -13515491.455336 + Penalty 2266.264338 = -13513225.190998 nChanged 9 SP:Iteration 97Q (2714.703383 sec): 3 clusters Score: Raw -13515491.628332 + Penalty 2266.264338 = -13513225.363994 nChanged 9 SP:Iteration 98Q (2714.926161 sec): 3 clusters Score: Raw -13515491.849285 + Penalty 2266.264338 = -13513225.584948 nChanged 13 SP:Iteration 99Q (2715.151837 sec): 3 clusters Score: Raw -13515492.296978 + Penalty 2266.264338 = -13513226.032641 nChanged 20 SP:Iteration 100F (2715.402023 sec): 3 clusters Score: Raw -13515492.925460 + Penalty 2266.264338 = -13513226.661123 nChanged 24 SP:Iteration 101Q (2715.610716 sec): 3 clusters Score: Raw -13515493.770191 + Penalty 2266.264338 = -13513227.505854 nChanged 29 SP:Iteration 102Q (2715.827452 sec): 3 clusters Score: Raw -13515494.960157 + Penalty 2266.264338 = -13513228.695820 nChanged 33 SP:Iteration 103Q (2716.027279 sec): 3 clusters Score: Raw -13515496.285093 + Penalty 2266.264338 = -13513230.020755 nChanged 30 SP:Iteration 104Q (2716.237059 sec): 3 clusters Score: Raw -13515497.503517 + Penalty 2266.264338 = -13513231.239180 nChanged 39 SP:Iteration 105Q (2716.448117 sec): 3 clusters Score: Raw -13515499.258068 + Penalty 2266.264338 = -13513232.993730 nChanged 43 SP:Iteration 106Q (2716.663658 sec): 3 clusters Score: Raw -13515500.961727 + Penalty 2266.264338 = -13513234.697389 nChanged 27 SP:Iteration 107Q (2716.877483 sec): 3 clusters Score: Raw -13515501.901262 + Penalty 2266.264338 = -13513235.636924 nChanged 28 SP:Iteration 108Q (2717.073051 sec): 3 clusters Score: Raw -13515502.766226 + Penalty 2266.264338 = -13513236.501888 nChanged 32 SP:Iteration 109Q (2717.278854 sec): 3 clusters Score: Raw -13515503.962851 + Penalty 2266.264338 = -13513237.698513 nChanged 33 SP:Iteration 110Q (2717.482119 sec): 3 clusters Score: Raw -13515505.403113 + Penalty 2266.264338 = -13513239.138776 nChanged 32 SP:Iteration 111Q (2717.673535 sec): 3 clusters Score: Raw -13515506.471990 + Penalty 2266.264338 = -13513240.207652 nChanged 34 SP:Iteration 112Q (2717.885948 sec): 3 clusters Score: Raw -13515507.597419 + Penalty 2266.264338 = -13513241.333082 nChanged 37 SP:Iteration 113Q (2718.082184 sec): 3 clusters Score: Raw -13515508.892778 + Penalty 2266.264338 = -13513242.628441 nChanged 31 SP:Iteration 114Q (2718.297512 sec): 3 clusters Score: Raw -13515509.841723 + Penalty 2266.264338 = -13513243.577385 nChanged 28 SP:Iteration 115Q (2718.496873 sec): 3 clusters Score: Raw -13515510.714394 + Penalty 2266.264338 = -13513244.450057 nChanged 34 SP:Iteration 116Q (2718.709258 sec): 3 clusters Score: Raw -13515511.972093 + Penalty 2266.264338 = -13513245.707755 nChanged 39 SP:Iteration 117Q (2718.918574 sec): 3 clusters Score: Raw -13515513.399752 + Penalty 2266.264338 = -13513247.135414 nChanged 44 SP:Iteration 118Q (2719.122942 sec): 3 clusters Score: Raw -13515515.391001 + Penalty 2266.264338 = -13513249.126664 nChanged 48 SP:Iteration 119Q (2719.332299 sec): 3 clusters Score: Raw -13515517.515329 + Penalty 2266.264338 = -13513251.250992 nChanged 45 SP:Iteration 120F (2719.572004 sec): 3 clusters Score: Raw -13515519.350359 + Penalty 2266.264338 = -13513253.086022 nChanged 55 SP:Iteration 121Q (2719.784159 sec): 3 clusters Score: Raw -13515522.065039 + Penalty 2266.264338 = -13513255.800701 nChanged 61 SP:Iteration 122Q (2719.989511 sec): 3 clusters Score: Raw -13515525.106622 + Penalty 2266.264338 = -13513258.842285 nChanged 48 SP:Iteration 123Q (2720.202246 sec): 3 clusters Score: Raw -13515527.241625 + Penalty 2266.264338 = -13513260.977287 nChanged 49 SP:Iteration 124Q (2720.394914 sec): 3 clusters Score: Raw -13515529.372689 + Penalty 2266.264338 = -13513263.108351 nChanged 52 SP:Iteration 125Q (2720.593730 sec): 3 clusters Score: Raw -13515531.842183 + Penalty 2266.264338 = -13513265.577846 nChanged 47 SP:Iteration 126Q (2720.799084 sec): 3 clusters Score: Raw -13515534.116071 + Penalty 2266.264338 = -13513267.851733 nChanged 47 SP:Iteration 127Q (2721.016848 sec): 3 clusters Score: Raw -13515536.373669 + Penalty 2266.264338 = -13513270.109332 nChanged 53 SP:Iteration 128Q (2721.217630 sec): 3 clusters Score: Raw -13515539.283032 + Penalty 2266.264338 = -13513273.018694 nChanged 61 SP:Iteration 129Q (2721.441194 sec): 3 clusters Score: Raw -13515541.995622 + Penalty 2266.264338 = -13513275.731284 nChanged 52 SP:Iteration 130Q (2721.636507 sec): 3 clusters Score: Raw -13515544.344572 + Penalty 2266.264338 = -13513278.080235 nChanged 52 SP:Iteration 131Q (2721.831974 sec): 3 clusters Score: Raw -13515546.762017 + Penalty 2266.264338 = -13513280.497680 nChanged 63 SP:Iteration 132Q (2722.038358 sec): 3 clusters Score: Raw -13515550.355327 + Penalty 2266.264338 = -13513284.090989 nChanged 63 SP:Iteration 133Q (2722.240543 sec): 3 clusters Score: Raw -13515554.884126 + Penalty 2266.264338 = -13513288.619788 nChanged 78 SP:Iteration 134Q (2722.446098 sec): 3 clusters Score: Raw -13515559.810238 + Penalty 2266.264338 = -13513293.545900 nChanged 58 SP:Iteration 135Q (2722.647579 sec): 3 clusters Score: Raw -13515562.711575 + Penalty 2266.264338 = -13513296.447237 nChanged 60 SP:Iteration 136Q (2722.853286 sec): 3 clusters Score: Raw -13515565.780628 + Penalty 2266.264338 = -13513299.516290 nChanged 54 SP:Iteration 137Q (2723.063852 sec): 3 clusters Score: Raw -13515568.303459 + Penalty 2266.264338 = -13513302.039121 nChanged 56 SP:Iteration 138Q (2723.278288 sec): 3 clusters Score: Raw -13515570.902431 + Penalty 2266.264338 = -13513304.638094 nChanged 49 SP:Iteration 139Q (2723.479713 sec): 3 clusters Score: Raw -13515573.252587 + Penalty 2266.264338 = -13513306.988250 nChanged 54 SP:Iteration 140F (2723.704401 sec): 3 clusters Score: Raw -13515576.089876 + Penalty 2266.264338 = -13513309.825539 nChanged 44 SP:Iteration 141Q (2723.914042 sec): 3 clusters Score: Raw -13515578.506810 + Penalty 2266.264338 = -13513312.242472 nChanged 49 SP:Iteration 142Q (2724.123988 sec): 3 clusters Score: Raw -13515580.920514 + Penalty 2266.264338 = -13513314.656176 nChanged 56 SP:Iteration 143Q (2724.332027 sec): 3 clusters Score: Raw -13515583.817798 + Penalty 2266.264338 = -13513317.553461 nChanged 64 SP:Iteration 144Q (2724.539805 sec): 3 clusters Score: Raw -13515587.224125 + Penalty 2266.264338 = -13513320.959787 nChanged 70 SP:Iteration 145Q (2724.731190 sec): 3 clusters Score: Raw -13515591.132322 + Penalty 2266.264338 = -13513324.867984 nChanged 62 SP:Iteration 146Q (2724.937372 sec): 3 clusters Score: Raw -13515594.666071 + Penalty 2266.264338 = -13513328.401733 nChanged 64 SP:Iteration 147Q (2725.129279 sec): 3 clusters Score: Raw -13515598.504334 + Penalty 2266.264338 = -13513332.239996 nChanged 68 SP:Iteration 148Q (2725.339834 sec): 3 clusters Score: Raw -13515602.618999 + Penalty 2266.264338 = -13513336.354662 nChanged 61 SP:Iteration 149Q (2725.524007 sec): 3 clusters Score: Raw -13515605.905165 + Penalty 2266.264338 = -13513339.640827 nChanged 67 SP:Iteration 150Q (2725.739563 sec): 3 clusters Score: Raw -13515610.363282 + Penalty 2266.264338 = -13513344.098944 nChanged 78 SP:Iteration 151Q (2725.945000 sec): 3 clusters Score: Raw -13515615.157238 + Penalty 2266.264338 = -13513348.892901 nChanged 72 SP:Iteration 152Q (2726.144178 sec): 3 clusters Score: Raw -13515619.562744 + Penalty 2266.264338 = -13513353.298406 nChanged 73 SP:Iteration 153Q (2726.339206 sec): 3 clusters Score: Raw -13515624.623709 + Penalty 2266.264338 = -13513358.359371 nChanged 81 SP:Iteration 154Q (2726.545561 sec): 3 clusters Score: Raw -13515630.900494 + Penalty 2266.264338 = -13513364.636156 nChanged 87 SP:Iteration 155Q (2726.752582 sec): 3 clusters Score: Raw -13515637.284318 + Penalty 2266.264338 = -13513371.019980 nChanged 83 SP:Iteration 156Q (2726.965182 sec): 3 clusters Score: Raw -13515643.174429 + Penalty 2266.264338 = -13513376.910091 nChanged 80 SP:Iteration 157Q (2727.176448 sec): 3 clusters Score: Raw -13515648.720190 + Penalty 2266.264338 = -13513382.455853 nChanged 85 SP:Iteration 158Q (2727.369604 sec): 3 clusters Score: Raw -13515654.306972 + Penalty 2266.264338 = -13513388.042635 nChanged 70 SP:Iteration 159Q (2727.579064 sec): 3 clusters Score: Raw -13515659.408531 + Penalty 2266.264338 = -13513393.144194 nChanged 81 SP:Iteration 160F (2727.822106 sec): 3 clusters Score: Raw -13515666.061518 + Penalty 2266.264338 = -13513399.797180 nChanged 98 SP:Iteration 161Q (2728.030940 sec): 3 clusters Score: Raw -13515674.419412 + Penalty 2266.264338 = -13513408.155075 nChanged 96 SP:Iteration 162Q (2728.224376 sec): 3 clusters Score: Raw -13515682.140004 + Penalty 2266.264338 = -13513415.875666 nChanged 106 SP:Iteration 163Q (2728.429008 sec): 3 clusters Score: Raw -13515691.954242 + Penalty 2266.264338 = -13513425.689904 nChanged 120 SP:Iteration 164Q (2728.634869 sec): 3 clusters Score: Raw -13515703.201950 + Penalty 2266.264338 = -13513436.937612 nChanged 97 SP:Iteration 165Q (2728.825613 sec): 3 clusters Score: Raw -13515711.092448 + Penalty 2266.264338 = -13513444.828111 nChanged 99 SP:Iteration 166Q (2729.030809 sec): 3 clusters Score: Raw -13515721.013222 + Penalty 2266.264338 = -13513454.748885 nChanged 116 SP:Iteration 167Q (2729.231516 sec): 3 clusters Score: Raw -13515734.382928 + Penalty 2266.264338 = -13513468.118590 nChanged 126 SP:Iteration 168Q (2729.447099 sec): 3 clusters Score: Raw -13515748.733704 + Penalty 2266.264338 = -13513482.469367 nChanged 129 SP:Iteration 169Q (2729.655663 sec): 3 clusters Score: Raw -13515763.664525 + Penalty 2266.264338 = -13513497.400187 nChanged 135 SP:Iteration 170Q (2729.859376 sec): 3 clusters Score: Raw -13515778.751663 + Penalty 2266.264338 = -13513512.487326 nChanged 126 SP:Iteration 171Q (2730.062070 sec): 3 clusters Score: Raw -13515793.277672 + Penalty 2266.264338 = -13513527.013334 nChanged 133 SP:Iteration 172Q (2730.270795 sec): 3 clusters Score: Raw -13515812.345445 + Penalty 2266.264338 = -13513546.081108 nChanged 149 SP:Iteration 173Q (2730.476243 sec): 3 clusters Score: Raw -13515832.156032 + Penalty 2266.264338 = -13513565.891694 nChanged 145 SP:Iteration 174Q (2730.670720 sec): 3 clusters Score: Raw -13515850.086193 + Penalty 2266.264338 = -13513583.821855 nChanged 148 SP:Iteration 175Q (2730.874453 sec): 3 clusters Score: Raw -13515869.916758 + Penalty 2266.264338 = -13513603.652420 nChanged 163 SP:Iteration 176Q (2731.072963 sec): 3 clusters Score: Raw -13515893.334528 + Penalty 2266.264338 = -13513627.070190 nChanged 186 SP:Iteration 177Q (2731.258964 sec): 3 clusters Score: Raw -13515920.622402 + Penalty 2266.264338 = -13513654.358065 nChanged 179 SP:Iteration 178Q (2731.453368 sec): 3 clusters Score: Raw -13515947.377769 + Penalty 2266.264338 = -13513681.113432 nChanged 181 SP:Iteration 179Q (2731.647116 sec): 3 clusters Score: Raw -13515976.268984 + Penalty 2266.264338 = -13513710.004647 nChanged 180 SP:Iteration 180F (2731.886833 sec): 3 clusters Score: Raw -13516006.139468 + Penalty 2266.264338 = -13513739.875130 nChanged 185 SP:Iteration 181Q (2732.081640 sec): 3 clusters Score: Raw -13516038.835381 + Penalty 2266.264338 = -13513772.571044 nChanged 189 SP:Iteration 182Q (2732.269930 sec): 3 clusters Score: Raw -13516076.211987 + Penalty 2266.264338 = -13513809.947649 nChanged 215 SP:Iteration 183Q (2732.478473 sec): 3 clusters Score: Raw -13516123.214114 + Penalty 2266.264338 = -13513856.949776 nChanged 241 SP:Iteration 184Q (2732.678879 sec): 3 clusters Score: Raw -13516177.714725 + Penalty 2266.264338 = -13513911.450387 nChanged 244 SP:Iteration 185Q (2732.883185 sec): 3 clusters Score: Raw -13516238.298166 + Penalty 2266.264338 = -13513972.033829 nChanged 259 SP:Iteration 186Q (2733.081303 sec): 3 clusters Score: Raw -13516306.024278 + Penalty 2266.264338 = -13514039.759940 nChanged 253 SP:Iteration 187Q (2733.281973 sec): 3 clusters Score: Raw -13516374.055443 + Penalty 2266.264338 = -13514107.791105 nChanged 239 SP:Iteration 188Q (2733.478826 sec): 3 clusters Score: Raw -13516436.384191 + Penalty 2266.264338 = -13514170.119853 nChanged 227 SP:Iteration 189Q (2733.676730 sec): 3 clusters Score: Raw -13516496.936056 + Penalty 2266.264338 = -13514230.671719 nChanged 207 SP:Iteration 190Q (2733.871756 sec): 3 clusters Score: Raw -13516558.839106 + Penalty 2266.264338 = -13514292.574768 nChanged 213 SP:Iteration 191Q (2734.064213 sec): 3 clusters Score: Raw -13516627.153716 + Penalty 2266.264338 = -13514360.889379 nChanged 212 SP:Iteration 192Q (2734.267560 sec): 3 clusters Score: Raw -13516692.056401 + Penalty 2266.264338 = -13514425.792063 nChanged 200 SP:Iteration 193Q (2734.468814 sec): 3 clusters Score: Raw -13516749.150323 + Penalty 2266.264338 = -13514482.885986 nChanged 194 SP:Iteration 194Q (2734.676562 sec): 3 clusters Score: Raw -13516804.747450 + Penalty 2266.264338 = -13514538.483112 nChanged 181 SP:Iteration 195Q (2734.889240 sec): 3 clusters Score: Raw -13516856.668989 + Penalty 2266.264338 = -13514590.404652 nChanged 182 SP:Iteration 196Q (2735.079880 sec): 3 clusters Score: Raw -13516913.851888 + Penalty 2266.264338 = -13514647.587550 nChanged 166 SP:Iteration 197Q (2735.278574 sec): 3 clusters Score: Raw -13516968.740232 + Penalty 2266.264338 = -13514702.475895 nChanged 141 SP:Iteration 198Q (2735.484975 sec): 3 clusters Score: Raw -13517014.210964 + Penalty 2266.264338 = -13514747.946626 nChanged 113 SP:Iteration 199Q (2735.698628 sec): 3 clusters Score: Raw -13517054.861991 + Penalty 2266.264338 = -13514788.597654 nChanged 107 SP:Iteration 200F (2735.939936 sec): 3 clusters Score: Raw -13517093.260406 + Penalty 2266.264338 = -13514826.996069 nChanged 102 SP:Iteration 201Q (2736.135173 sec): 3 clusters Score: Raw -13517125.890886 + Penalty 2266.264338 = -13514859.626549 nChanged 81 SP:Iteration 202Q (2736.334411 sec): 3 clusters Score: Raw -13517150.386302 + Penalty 2266.264338 = -13514884.121964 nChanged 61 SP:Iteration 203Q (2736.529987 sec): 3 clusters Score: Raw -13517168.210312 + Penalty 2266.264338 = -13514901.945975 nChanged 55 SP:Iteration 204Q (2736.720811 sec): 3 clusters Score: Raw -13517183.203976 + Penalty 2266.264338 = -13514916.939639 nChanged 49 SP:Iteration 205Q (2736.912130 sec): 3 clusters Score: Raw -13517196.128611 + Penalty 2266.264338 = -13514929.864274 nChanged 45 SP:Iteration 206Q (2737.119286 sec): 3 clusters Score: Raw -13517208.783756 + Penalty 2266.264338 = -13514942.519419 nChanged 46 SP:Iteration 207Q (2737.315250 sec): 3 clusters Score: Raw -13517223.545800 + Penalty 2266.264338 = -13514957.281463 nChanged 54 SP:Iteration 208Q (2737.508437 sec): 3 clusters Score: Raw -13517241.140719 + Penalty 2266.264338 = -13514974.876382 nChanged 54 SP:Iteration 209Q (2737.686552 sec): 3 clusters Score: Raw -13517262.130426 + Penalty 2266.264338 = -13514995.866089 nChanged 49 SP:Iteration 210Q (2737.880164 sec): 3 clusters Score: Raw -13517276.108750 + Penalty 2266.264338 = -13515009.844412 nChanged 41 SP:Iteration 211Q (2738.082402 sec): 3 clusters Score: Raw -13517288.707484 + Penalty 2266.264338 = -13515022.443146 nChanged 34 SP:Iteration 212Q (2738.262235 sec): 3 clusters Score: Raw -13517299.330679 + Penalty 2266.264338 = -13515033.066342 nChanged 28 SP:Iteration 213Q (2738.456901 sec): 3 clusters Score: Raw -13517308.409669 + Penalty 2266.264338 = -13515042.145332 nChanged 22 SP:Iteration 214Q (2738.668325 sec): 3 clusters Score: Raw -13517313.822772 + Penalty 2266.264338 = -13515047.558434 nChanged 16 SP:Iteration 215Q (2738.851994 sec): 3 clusters Score: Raw -13517318.882424 + Penalty 2266.264338 = -13515052.618087 nChanged 14 SP:Iteration 216Q (2739.039893 sec): 3 clusters Score: Raw -13517321.786595 + Penalty 2266.264338 = -13515055.522257 nChanged 9 SP:Iteration 217Q (2739.220803 sec): 3 clusters Score: Raw -13517323.356260 + Penalty 2266.264338 = -13515057.091922 nChanged 7 SP:Iteration 218Q (2739.411003 sec): 3 clusters Score: Raw -13517324.893300 + Penalty 2266.264338 = -13515058.628962 nChanged 10 SP:Iteration 219Q (2739.588759 sec): 3 clusters Score: Raw -13517326.800649 + Penalty 2266.264338 = -13515060.536311 nChanged 9 SP:Iteration 220F (2739.833241 sec): 3 clusters Score: Raw -13517329.403172 + Penalty 2266.264338 = -13515063.138834 nChanged 7 SP:Iteration 221Q (2740.025929 sec): 3 clusters Score: Raw -13517331.176837 + Penalty 2266.264338 = -13515064.912500 nChanged 12 SP:Iteration 222Q (2740.207444 sec): 3 clusters Score: Raw -13517335.035367 + Penalty 2266.264338 = -13515068.771030 nChanged 8 SP:Iteration 223Q (2740.401424 sec): 3 clusters Score: Raw -13517337.054365 + Penalty 2266.264338 = -13515070.790027 nChanged 6 SP:Iteration 224Q (2740.601225 sec): 3 clusters Score: Raw -13517338.943074 + Penalty 2266.264338 = -13515072.678736 nChanged 9 SP:Iteration 225Q (2740.799317 sec): 3 clusters Score: Raw -13517340.501070 + Penalty 2266.264338 = -13515074.236733 nChanged 4 SP:Iteration 226Q (2740.986169 sec): 3 clusters Score: Raw -13517341.565035 + Penalty 2266.264338 = -13515075.300697 nChanged 5 SP:Iteration 227Q (2741.177446 sec): 3 clusters Score: Raw -13517343.319517 + Penalty 2266.264338 = -13515077.055180 nChanged 7 SP:Iteration 228Q (2741.385734 sec): 3 clusters Score: Raw -13517345.130176 + Penalty 2266.264338 = -13515078.865838 nChanged 6 SP:Iteration 229Q (2741.587155 sec): 3 clusters Score: Raw -13517346.575009 + Penalty 2266.264338 = -13515080.310671 nChanged 3 SP:Iteration 230Q (2741.781146 sec): 3 clusters Score: Raw -13517347.223227 + Penalty 2266.264338 = -13515080.958889 nChanged 0 SP:Iteration 231F (2742.022562 sec): 3 clusters Score: Raw -13517347.223227 + Penalty 2266.264338 = -13515080.958889 nChanged 0 Trying to split cluster 36 (2387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2742.062851 sec): 2 clusters Score: Raw -216633.893724 + Penalty 738.890300 = -215895.003425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2742.110995 sec): 3 clusters Score: Raw -215449.356189 + Penalty 1477.780599 = -213971.575590 nChanged 924 SP:Iteration 1F (2742.148830 sec): 3 clusters Score: Raw -216042.255528 + Penalty 1477.780599 = -214564.474929 nChanged 194 SP:Iteration 2F (2742.187605 sec): 3 clusters Score: Raw -216217.376512 + Penalty 1477.780599 = -214739.595913 nChanged 169 SP:Iteration 3F (2742.248031 sec): 3 clusters Score: Raw -216344.077303 + Penalty 1477.780599 = -214866.296704 nChanged 136 SP:Iteration 4F (2742.294861 sec): 3 clusters Score: Raw -216443.918210 + Penalty 1477.780599 = -214966.137611 nChanged 111 SP:Iteration 5Q (2742.333546 sec): 3 clusters Score: Raw -216533.658149 + Penalty 1477.780599 = -215055.877550 nChanged 109 SP:Iteration 6Q (2742.379272 sec): 3 clusters Score: Raw -216617.123203 + Penalty 1477.780599 = -215139.342604 nChanged 76 SP:Iteration 7Q (2742.429977 sec): 3 clusters Score: Raw -216667.703268 + Penalty 1477.780599 = -215189.922669 nChanged 60 SP:Iteration 8Q (2742.474548 sec): 3 clusters Score: Raw -216711.551941 + Penalty 1477.780599 = -215233.771342 nChanged 42 SP:Iteration 9Q (2742.524871 sec): 3 clusters Score: Raw -216744.861743 + Penalty 1477.780599 = -215267.081144 nChanged 41 SP:Iteration 10Q (2742.576064 sec): 3 clusters Score: Raw -216773.214292 + Penalty 1477.780599 = -215295.433693 nChanged 33 SP:Iteration 11Q (2742.626091 sec): 3 clusters Score: Raw -216795.447968 + Penalty 1477.780599 = -215317.667369 nChanged 26 SP:Iteration 12Q (2742.663675 sec): 3 clusters Score: Raw -216808.244630 + Penalty 1477.780599 = -215330.464031 nChanged 12 SP:Iteration 13Q (2742.711824 sec): 3 clusters Score: Raw -216815.925049 + Penalty 1477.780599 = -215338.144450 nChanged 14 SP:Iteration 14Q (2742.756200 sec): 3 clusters Score: Raw -216821.511845 + Penalty 1477.780599 = -215343.731246 nChanged 8 SP:Iteration 15Q (2742.811691 sec): 3 clusters Score: Raw -216824.527875 + Penalty 1477.780599 = -215346.747276 nChanged 3 SP:Iteration 16Q (2742.854528 sec): 3 clusters Score: Raw -216825.743545 + Penalty 1477.780599 = -215347.962946 nChanged 3 SP:Iteration 17Q (2742.904550 sec): 3 clusters Score: Raw -216826.752100 + Penalty 1477.780599 = -215348.971501 nChanged 3 SP:Iteration 18Q (2742.948509 sec): 3 clusters Score: Raw -216827.998375 + Penalty 1477.780599 = -215350.217776 nChanged 4 SP:Iteration 19Q (2743.010514 sec): 3 clusters Score: Raw -216829.546678 + Penalty 1477.780599 = -215351.766079 nChanged 3 SP:Iteration 20F (2743.060381 sec): 3 clusters Score: Raw -216829.985468 + Penalty 1477.780599 = -215352.204869 nChanged 0 Iteration 339Q (2747.715335 sec): 37 clusters Score: Raw -45231262.137261 + Penalty 45091.929260 = -45186170.208001 nChanged 41 Iteration 340F (2757.466427 sec): 37 clusters Score: Raw -45231263.390207 + Penalty 45091.929260 = -45186171.460946 nChanged 45 Iteration 341Q (2762.124565 sec): 37 clusters Score: Raw -45231264.441164 + Penalty 45091.929260 = -45186172.511904 nChanged 39 Iteration 342Q (2766.823006 sec): 37 clusters Score: Raw -45231265.297374 + Penalty 45091.929260 = -45186173.368114 nChanged 33 Iteration 343Q (2771.551138 sec): 37 clusters Score: Raw -45231266.038807 + Penalty 45091.929260 = -45186174.109547 nChanged 29 Iteration 344Q (2776.211053 sec): 37 clusters Score: Raw -45231266.702983 + Penalty 45091.929260 = -45186174.773723 nChanged 31 Iteration 345Q (2781.076631 sec): 37 clusters Score: Raw -45231267.454677 + Penalty 45091.929260 = -45186175.525416 nChanged 33 Iteration 346Q (2785.908668 sec): 37 clusters Score: Raw -45231268.027603 + Penalty 45091.929260 = -45186176.098343 nChanged 28 Iteration 347Q (2790.627355 sec): 37 clusters Score: Raw -45231268.713587 + Penalty 45091.929260 = -45186176.784326 nChanged 36 Iteration 348Q (2795.550274 sec): 37 clusters Score: Raw -45231269.491892 + Penalty 45091.929260 = -45186177.562632 nChanged 33 Iteration 349Q (2800.390853 sec): 37 clusters Score: Raw -45231269.953387 + Penalty 45091.929260 = -45186178.024126 nChanged 34 Iteration 350Q (2805.074011 sec): 37 clusters Score: Raw -45231270.553995 + Penalty 45091.929260 = -45186178.624735 nChanged 23 Iteration 351Q (2809.627682 sec): 37 clusters Score: Raw -45231271.034851 + Penalty 45091.929260 = -45186179.105591 nChanged 32 Iteration 352Q (2814.490333 sec): 37 clusters Score: Raw -45231271.557581 + Penalty 45091.929260 = -45186179.628321 nChanged 23 Iteration 353Q (2819.127576 sec): 37 clusters Score: Raw -45231271.841585 + Penalty 45091.929260 = -45186179.912325 nChanged 27 Iteration 354Q (2824.054187 sec): 37 clusters Score: Raw -45231272.192243 + Penalty 45091.929260 = -45186180.262983 nChanged 33 Iteration 355Q (2828.871380 sec): 37 clusters Score: Raw -45231272.667302 + Penalty 45091.929260 = -45186180.738041 nChanged 18 Iteration 356Q (2833.516845 sec): 37 clusters Score: Raw -45231272.979362 + Penalty 45091.929260 = -45186181.050102 nChanged 15 Iteration 357Q (2838.418158 sec): 37 clusters Score: Raw -45231273.368794 + Penalty 45091.929260 = -45186181.439534 nChanged 16 Iteration 358Q (2843.316719 sec): 37 clusters Score: Raw -45231273.734125 + Penalty 45091.929260 = -45186181.804864 nChanged 19 Iteration 359Q (2848.041891 sec): 37 clusters Score: Raw -45231274.213896 + Penalty 45091.929260 = -45186182.284636 nChanged 14 Iteration 360F (2857.778274 sec): 37 clusters Score: Raw -45231274.602822 + Penalty 45091.929260 = -45186182.673561 nChanged 16 Iteration 361Q (2862.649655 sec): 37 clusters Score: Raw -45231275.102163 + Penalty 45091.929260 = -45186183.172902 nChanged 14 Iteration 362Q (2867.335404 sec): 37 clusters Score: Raw -45231275.426553 + Penalty 45091.929260 = -45186183.497292 nChanged 13 Iteration 363Q (2871.905054 sec): 37 clusters Score: Raw -45231275.935035 + Penalty 45091.929260 = -45186184.005774 nChanged 17 Iteration 364Q (2876.342384 sec): 37 clusters Score: Raw -45231276.630848 + Penalty 45091.929260 = -45186184.701587 nChanged 18 Iteration 365Q (2881.328564 sec): 37 clusters Score: Raw -45231277.036416 + Penalty 45091.929260 = -45186185.107156 nChanged 15 Iteration 366Q (2886.204194 sec): 37 clusters Score: Raw -45231277.320601 + Penalty 45091.929260 = -45186185.391340 nChanged 18 Iteration 367Q (2890.899186 sec): 37 clusters Score: Raw -45231277.698623 + Penalty 45091.929260 = -45186185.769363 nChanged 20 Iteration 368Q (2895.638885 sec): 37 clusters Score: Raw -45231278.018055 + Penalty 45091.929260 = -45186186.088794 nChanged 22 Iteration 369Q (2900.560029 sec): 37 clusters Score: Raw -45231278.377736 + Penalty 45091.929260 = -45186186.448476 nChanged 18 Iteration 370Q (2905.306144 sec): 37 clusters Score: Raw -45231278.647137 + Penalty 45091.929260 = -45186186.717877 nChanged 12 Iteration 371Q (2909.956302 sec): 37 clusters Score: Raw -45231278.843251 + Penalty 45091.929260 = -45186186.913990 nChanged 12 Iteration 372Q (2914.673424 sec): 37 clusters Score: Raw -45231279.199583 + Penalty 45091.929260 = -45186187.270322 nChanged 13 Iteration 373Q (2919.340748 sec): 37 clusters Score: Raw -45231279.534947 + Penalty 45091.929260 = -45186187.605687 nChanged 22 Iteration 374Q (2924.033479 sec): 37 clusters Score: Raw -45231280.235409 + Penalty 45091.929260 = -45186188.306149 nChanged 30 Iteration 375Q (2928.490512 sec): 37 clusters Score: Raw -45231280.861412 + Penalty 45091.929260 = -45186188.932152 nChanged 27 Iteration 376Q (2933.131079 sec): 37 clusters Score: Raw -45231281.652892 + Penalty 45091.929260 = -45186189.723632 nChanged 32 Iteration 377Q (2937.730133 sec): 37 clusters Score: Raw -45231282.571892 + Penalty 45091.929260 = -45186190.642632 nChanged 26 Iteration 378Q (2942.366817 sec): 37 clusters Score: Raw -45231283.380599 + Penalty 45091.929260 = -45186191.451339 nChanged 31 Writing temp clu file Because OldScore, -45186190.642632, is greater than current (better) Score,-45186191.451339 Compute initial score before splitting: Score: Raw -45231283.380599 + Penalty 45091.929260 = -45186191.451339 Trying to split cluster 1 (1236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2942.540767 sec): 2 clusters Score: Raw -105668.004982 + Penalty 676.365386 = -104991.639596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2942.591552 sec): 3 clusters Score: Raw -105083.740014 + Penalty 1352.730771 = -103731.009243 nChanged 471 SP:Iteration 1F (2942.631754 sec): 3 clusters Score: Raw -105385.818579 + Penalty 1352.730771 = -104033.087808 nChanged 113 SP:Iteration 2F (2942.677925 sec): 3 clusters Score: Raw -105482.969429 + Penalty 1352.730771 = -104130.238658 nChanged 87 SP:Iteration 3F (2942.718555 sec): 3 clusters Score: Raw -105556.623730 + Penalty 1352.730771 = -104203.892959 nChanged 77 SP:Iteration 4F (2942.778720 sec): 3 clusters Score: Raw -105626.892066 + Penalty 1352.730771 = -104274.161295 nChanged 55 SP:Iteration 5Q (2942.818271 sec): 3 clusters Score: Raw -105679.218924 + Penalty 1352.730771 = -104326.488153 nChanged 43 SP:Iteration 6Q (2942.865374 sec): 3 clusters Score: Raw -105728.349769 + Penalty 1352.730771 = -104375.618997 nChanged 48 SP:Iteration 7Q (2942.911921 sec): 3 clusters Score: Raw -105778.110683 + Penalty 1352.730771 = -104425.379912 nChanged 32 SP:Iteration 8Q (2942.964599 sec): 3 clusters Score: Raw -105800.617663 + Penalty 1352.730771 = -104447.886892 nChanged 21 SP:Iteration 9Q (2943.003086 sec): 3 clusters Score: Raw -105817.611147 + Penalty 1352.730771 = -104464.880376 nChanged 17 SP:Iteration 10Q (2943.054544 sec): 3 clusters Score: Raw -105834.613095 + Penalty 1352.730771 = -104481.882324 nChanged 18 SP:Iteration 11Q (2943.104155 sec): 3 clusters Score: Raw -105850.071744 + Penalty 1352.730771 = -104497.340973 nChanged 8 SP:Iteration 12Q (2943.145209 sec): 3 clusters Score: Raw -105855.874957 + Penalty 1352.730771 = -104503.144186 nChanged 6 SP:Iteration 13Q (2943.183096 sec): 3 clusters Score: Raw -105859.848227 + Penalty 1352.730771 = -104507.117456 nChanged 4 SP:Iteration 14Q (2943.215913 sec): 3 clusters Score: Raw -105863.459336 + Penalty 1352.730771 = -104510.728565 nChanged 6 SP:Iteration 15Q (2943.260301 sec): 3 clusters Score: Raw -105866.749564 + Penalty 1352.730771 = -104514.018793 nChanged 1 SP:Iteration 16Q (2943.307731 sec): 3 clusters Score: Raw -105866.840871 + Penalty 1352.730771 = -104514.110099 nChanged 0 SP:Iteration 17F (2943.353021 sec): 3 clusters Score: Raw -105866.840871 + Penalty 1352.730771 = -104514.110099 nChanged 0 Trying to split cluster 2 (3303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2943.381969 sec): 2 clusters Score: Raw -277457.486513 + Penalty 769.745710 = -276687.740803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2943.425044 sec): 3 clusters Score: Raw -275741.724689 + Penalty 1539.491421 = -274202.233268 nChanged 1359 SP:Iteration 1F (2943.474410 sec): 3 clusters Score: Raw -276552.313680 + Penalty 1539.491421 = -275012.822259 nChanged 243 SP:Iteration 2F (2943.523597 sec): 3 clusters Score: Raw -276711.428150 + Penalty 1539.491421 = -275171.936729 nChanged 180 SP:Iteration 3F (2943.556623 sec): 3 clusters Score: Raw -276825.470246 + Penalty 1539.491421 = -275285.978825 nChanged 163 SP:Iteration 4Q (2943.604321 sec): 3 clusters Score: Raw -276961.942985 + Penalty 1539.491421 = -275422.451564 nChanged 169 SP:Iteration 5F (2943.644495 sec): 3 clusters Score: Raw -277128.954763 + Penalty 1539.491421 = -275589.463343 nChanged 186 SP:Iteration 6F (2943.684578 sec): 3 clusters Score: Raw -277324.039473 + Penalty 1539.491421 = -275784.548052 nChanged 200 SP:Iteration 7F (2943.727842 sec): 3 clusters Score: Raw -277525.213166 + Penalty 1539.491421 = -275985.721746 nChanged 171 SP:Iteration 8F (2943.778286 sec): 3 clusters Score: Raw -277662.055721 + Penalty 1539.491421 = -276122.564300 nChanged 116 SP:Iteration 9Q (2943.839471 sec): 3 clusters Score: Raw -277743.496001 + Penalty 1539.491421 = -276204.004580 nChanged 93 SP:Iteration 10Q (2943.884514 sec): 3 clusters Score: Raw -277795.032879 + Penalty 1539.491421 = -276255.541458 nChanged 65 SP:Iteration 11Q (2943.923318 sec): 3 clusters Score: Raw -277827.518197 + Penalty 1539.491421 = -276288.026776 nChanged 48 SP:Iteration 12Q (2943.967214 sec): 3 clusters Score: Raw -277850.782105 + Penalty 1539.491421 = -276311.290685 nChanged 42 SP:Iteration 13Q (2944.016250 sec): 3 clusters Score: Raw -277872.911271 + Penalty 1539.491421 = -276333.419850 nChanged 33 SP:Iteration 14Q (2944.055068 sec): 3 clusters Score: Raw -277884.838146 + Penalty 1539.491421 = -276345.346725 nChanged 22 SP:Iteration 15Q (2944.094554 sec): 3 clusters Score: Raw -277892.478856 + Penalty 1539.491421 = -276352.987435 nChanged 18 SP:Iteration 16Q (2944.148026 sec): 3 clusters Score: Raw -277898.024269 + Penalty 1539.491421 = -276358.532848 nChanged 14 SP:Iteration 17Q (2944.190259 sec): 3 clusters Score: Raw -277901.359476 + Penalty 1539.491421 = -276361.868055 nChanged 12 SP:Iteration 18Q (2944.237639 sec): 3 clusters Score: Raw -277903.818791 + Penalty 1539.491421 = -276364.327371 nChanged 8 SP:Iteration 19Q (2944.285155 sec): 3 clusters Score: Raw -277905.717411 + Penalty 1539.491421 = -276366.225990 nChanged 10 SP:Iteration 20F (2944.335372 sec): 3 clusters Score: Raw -277907.400741 + Penalty 1539.491421 = -276367.909320 nChanged 5 SP:Iteration 21Q (2944.380356 sec): 3 clusters Score: Raw -277908.815607 + Penalty 1539.491421 = -276369.324186 nChanged 5 SP:Iteration 22Q (2944.428678 sec): 3 clusters Score: Raw -277910.027858 + Penalty 1539.491421 = -276370.536437 nChanged 8 SP:Iteration 23Q (2944.471039 sec): 3 clusters Score: Raw -277911.950436 + Penalty 1539.491421 = -276372.459016 nChanged 9 SP:Iteration 24Q (2944.529610 sec): 3 clusters Score: Raw -277913.270691 + Penalty 1539.491421 = -276373.779271 nChanged 6 SP:Iteration 25Q (2944.573871 sec): 3 clusters Score: Raw -277915.032812 + Penalty 1539.491421 = -276375.541391 nChanged 6 SP:Iteration 26Q (2944.626510 sec): 3 clusters Score: Raw -277916.994791 + Penalty 1539.491421 = -276377.503370 nChanged 7 SP:Iteration 27Q (2944.680262 sec): 3 clusters Score: Raw -277919.474548 + Penalty 1539.491421 = -276379.983127 nChanged 8 SP:Iteration 28Q (2944.731119 sec): 3 clusters Score: Raw -277921.993121 + Penalty 1539.491421 = -276382.501700 nChanged 8 SP:Iteration 29Q (2944.780158 sec): 3 clusters Score: Raw -277924.512521 + Penalty 1539.491421 = -276385.021100 nChanged 12 SP:Iteration 30Q (2944.833159 sec): 3 clusters Score: Raw -277927.956364 + Penalty 1539.491421 = -276388.464943 nChanged 8 SP:Iteration 31Q (2944.893858 sec): 3 clusters Score: Raw -277930.226527 + Penalty 1539.491421 = -276390.735106 nChanged 5 SP:Iteration 32Q (2944.942190 sec): 3 clusters Score: Raw -277932.060610 + Penalty 1539.491421 = -276392.569189 nChanged 5 SP:Iteration 33Q (2944.993642 sec): 3 clusters Score: Raw -277933.902519 + Penalty 1539.491421 = -276394.411098 nChanged 11 SP:Iteration 34Q (2945.036269 sec): 3 clusters Score: Raw -277937.964382 + Penalty 1539.491421 = -276398.472961 nChanged 16 SP:Iteration 35Q (2945.092116 sec): 3 clusters Score: Raw -277942.810179 + Penalty 1539.491421 = -276403.318759 nChanged 11 SP:Iteration 36Q (2945.145177 sec): 3 clusters Score: Raw -277946.599333 + Penalty 1539.491421 = -276407.107912 nChanged 7 SP:Iteration 37Q (2945.197613 sec): 3 clusters Score: Raw -277948.949337 + Penalty 1539.491421 = -276409.457916 nChanged 7 SP:Iteration 38Q (2945.236834 sec): 3 clusters Score: Raw -277950.570465 + Penalty 1539.491421 = -276411.079044 nChanged 4 SP:Iteration 39Q (2945.288547 sec): 3 clusters Score: Raw -277951.623543 + Penalty 1539.491421 = -276412.132122 nChanged 3 SP:Iteration 40F (2945.334461 sec): 3 clusters Score: Raw -277952.646735 + Penalty 1539.491421 = -276413.155314 nChanged 4 SP:Iteration 41Q (2945.394335 sec): 3 clusters Score: Raw -277953.910794 + Penalty 1539.491421 = -276414.419373 nChanged 5 SP:Iteration 42Q (2945.426558 sec): 3 clusters Score: Raw -277955.680171 + Penalty 1539.491421 = -276416.188750 nChanged 1 SP:Iteration 43Q (2945.475911 sec): 3 clusters Score: Raw -277955.977254 + Penalty 1539.491421 = -276416.485833 nChanged 2 SP:Iteration 44Q (2945.524712 sec): 3 clusters Score: Raw -277956.353046 + Penalty 1539.491421 = -276416.861625 nChanged 2 SP:Iteration 45Q (2945.575508 sec): 3 clusters Score: Raw -277956.658622 + Penalty 1539.491421 = -276417.167201 nChanged 3 SP:Iteration 46Q (2945.630912 sec): 3 clusters Score: Raw -277957.132732 + Penalty 1539.491421 = -276417.641311 nChanged 1 SP:Iteration 47Q (2945.683601 sec): 3 clusters Score: Raw -277957.312191 + Penalty 1539.491421 = -276417.820770 nChanged 0 SP:Iteration 48F (2945.730960 sec): 3 clusters Score: Raw -277957.312191 + Penalty 1539.491421 = -276417.820770 nChanged 0 Trying to split cluster 3 (36802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2945.797133 sec): 2 clusters Score: Raw -3274129.402461 + Penalty 998.764210 = -3273130.638251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2945.893582 sec): 3 clusters Score: Raw -3250531.692860 + Penalty 1997.528419 = -3248534.164441 nChanged 17506 SP:Iteration 1F (2945.988791 sec): 3 clusters Score: Raw -3261032.969896 + Penalty 1997.528419 = -3259035.441476 nChanged 1685 SP:Iteration 2Q (2946.088150 sec): 3 clusters Score: Raw -3261599.000939 + Penalty 1997.528419 = -3259601.472519 nChanged 1722 SP:Iteration 3Q (2946.183895 sec): 3 clusters Score: Raw -3262282.521587 + Penalty 1997.528419 = -3260284.993167 nChanged 1777 SP:Iteration 4Q (2946.282656 sec): 3 clusters Score: Raw -3263048.339566 + Penalty 1997.528419 = -3261050.811147 nChanged 1816 SP:Iteration 5Q (2946.373396 sec): 3 clusters Score: Raw -3263956.755070 + Penalty 1997.528419 = -3261959.226650 nChanged 1983 SP:Iteration 6F (2946.470625 sec): 3 clusters Score: Raw -3265146.139147 + Penalty 1997.528419 = -3263148.610727 nChanged 2127 SP:Iteration 7F (2946.563830 sec): 3 clusters Score: Raw -3266569.033578 + Penalty 1997.528419 = -3264571.505159 nChanged 1960 SP:Iteration 8F (2946.652050 sec): 3 clusters Score: Raw -3267810.146256 + Penalty 1997.528419 = -3265812.617836 nChanged 1622 SP:Iteration 9Q (2946.751672 sec): 3 clusters Score: Raw -3268556.538439 + Penalty 1997.528419 = -3266559.010019 nChanged 1080 SP:Iteration 10Q (2946.847051 sec): 3 clusters Score: Raw -3268881.407279 + Penalty 1997.528419 = -3266883.878860 nChanged 690 SP:Iteration 11Q (2946.935521 sec): 3 clusters Score: Raw -3269034.463955 + Penalty 1997.528419 = -3267036.935535 nChanged 466 SP:Iteration 12Q (2947.037546 sec): 3 clusters Score: Raw -3269129.320215 + Penalty 1997.528419 = -3267131.791796 nChanged 390 SP:Iteration 13Q (2947.136422 sec): 3 clusters Score: Raw -3269215.023086 + Penalty 1997.528419 = -3267217.494667 nChanged 390 SP:Iteration 14Q (2947.231839 sec): 3 clusters Score: Raw -3269297.739082 + Penalty 1997.528419 = -3267300.210663 nChanged 380 SP:Iteration 15Q (2947.327260 sec): 3 clusters Score: Raw -3269379.216953 + Penalty 1997.528419 = -3267381.688534 nChanged 399 SP:Iteration 16Q (2947.414666 sec): 3 clusters Score: Raw -3269464.116605 + Penalty 1997.528419 = -3267466.588185 nChanged 383 SP:Iteration 17Q (2947.514990 sec): 3 clusters Score: Raw -3269545.289007 + Penalty 1997.528419 = -3267547.760588 nChanged 368 SP:Iteration 18Q (2947.601359 sec): 3 clusters Score: Raw -3269623.672544 + Penalty 1997.528419 = -3267626.144125 nChanged 344 SP:Iteration 19Q (2947.701311 sec): 3 clusters Score: Raw -3269699.284675 + Penalty 1997.528419 = -3267701.756256 nChanged 341 SP:Iteration 20F (2947.794758 sec): 3 clusters Score: Raw -3269778.841378 + Penalty 1997.528419 = -3267781.312958 nChanged 354 SP:Iteration 21Q (2947.885152 sec): 3 clusters Score: Raw -3269867.621384 + Penalty 1997.528419 = -3267870.092964 nChanged 344 SP:Iteration 22Q (2947.982878 sec): 3 clusters Score: Raw -3269954.096089 + Penalty 1997.528419 = -3267956.567670 nChanged 387 SP:Iteration 23Q (2948.065992 sec): 3 clusters Score: Raw -3270051.467763 + Penalty 1997.528419 = -3268053.939344 nChanged 350 SP:Iteration 24Q (2948.169834 sec): 3 clusters Score: Raw -3270143.506253 + Penalty 1997.528419 = -3268145.977833 nChanged 361 SP:Iteration 25Q (2948.260787 sec): 3 clusters Score: Raw -3270246.696699 + Penalty 1997.528419 = -3268249.168280 nChanged 384 SP:Iteration 26Q (2948.358809 sec): 3 clusters Score: Raw -3270350.917286 + Penalty 1997.528419 = -3268353.388867 nChanged 356 SP:Iteration 27Q (2948.452701 sec): 3 clusters Score: Raw -3270449.631071 + Penalty 1997.528419 = -3268452.102652 nChanged 359 SP:Iteration 28Q (2948.543455 sec): 3 clusters Score: Raw -3270552.283299 + Penalty 1997.528419 = -3268554.754880 nChanged 362 SP:Iteration 29Q (2948.636089 sec): 3 clusters Score: Raw -3270652.084907 + Penalty 1997.528419 = -3268654.556488 nChanged 348 SP:Iteration 30Q (2948.727643 sec): 3 clusters Score: Raw -3270757.582960 + Penalty 1997.528419 = -3268760.054540 nChanged 372 SP:Iteration 31Q (2948.824928 sec): 3 clusters Score: Raw -3270876.756686 + Penalty 1997.528419 = -3268879.228267 nChanged 376 SP:Iteration 32Q (2948.908069 sec): 3 clusters Score: Raw -3270983.738089 + Penalty 1997.528419 = -3268986.209669 nChanged 367 SP:Iteration 33Q (2948.998530 sec): 3 clusters Score: Raw -3271070.282901 + Penalty 1997.528419 = -3269072.754482 nChanged 333 SP:Iteration 34Q (2949.090159 sec): 3 clusters Score: Raw -3271149.425785 + Penalty 1997.528419 = -3269151.897366 nChanged 353 SP:Iteration 35Q (2949.183516 sec): 3 clusters Score: Raw -3271246.529639 + Penalty 1997.528419 = -3269249.001219 nChanged 367 SP:Iteration 36Q (2949.266821 sec): 3 clusters Score: Raw -3271354.239958 + Penalty 1997.528419 = -3269356.711539 nChanged 397 SP:Iteration 37Q (2949.357073 sec): 3 clusters Score: Raw -3271465.836152 + Penalty 1997.528419 = -3269468.307733 nChanged 364 SP:Iteration 38Q (2949.451175 sec): 3 clusters Score: Raw -3271563.501010 + Penalty 1997.528419 = -3269565.972590 nChanged 368 SP:Iteration 39Q (2949.544138 sec): 3 clusters Score: Raw -3271669.285414 + Penalty 1997.528419 = -3269671.756995 nChanged 376 SP:Iteration 40F (2949.627534 sec): 3 clusters Score: Raw -3271780.453839 + Penalty 1997.528419 = -3269782.925420 nChanged 385 SP:Iteration 41Q (2949.710809 sec): 3 clusters Score: Raw -3271891.415045 + Penalty 1997.528419 = -3269893.886625 nChanged 384 SP:Iteration 42Q (2949.797324 sec): 3 clusters Score: Raw -3272002.722673 + Penalty 1997.528419 = -3270005.194254 nChanged 381 SP:Iteration 43Q (2949.894601 sec): 3 clusters Score: Raw -3272121.433100 + Penalty 1997.528419 = -3270123.904680 nChanged 391 SP:Iteration 44Q (2949.989625 sec): 3 clusters Score: Raw -3272236.917434 + Penalty 1997.528419 = -3270239.389015 nChanged 393 SP:Iteration 45Q (2950.079762 sec): 3 clusters Score: Raw -3272351.050764 + Penalty 1997.528419 = -3270353.522345 nChanged 395 SP:Iteration 46Q (2950.167738 sec): 3 clusters Score: Raw -3272460.074400 + Penalty 1997.528419 = -3270462.545981 nChanged 363 SP:Iteration 47Q (2950.258354 sec): 3 clusters Score: Raw -3272562.698497 + Penalty 1997.528419 = -3270565.170077 nChanged 371 SP:Iteration 48Q (2950.336565 sec): 3 clusters Score: Raw -3272671.305156 + Penalty 1997.528419 = -3270673.776737 nChanged 352 SP:Iteration 49Q (2950.429369 sec): 3 clusters Score: Raw -3272773.577346 + Penalty 1997.528419 = -3270776.048927 nChanged 330 SP:Iteration 50Q (2950.519446 sec): 3 clusters Score: Raw -3272872.363983 + Penalty 1997.528419 = -3270874.835563 nChanged 311 SP:Iteration 51Q (2950.606810 sec): 3 clusters Score: Raw -3272970.844744 + Penalty 1997.528419 = -3270973.316325 nChanged 345 SP:Iteration 52Q (2950.683939 sec): 3 clusters Score: Raw -3273086.159909 + Penalty 1997.528419 = -3271088.631489 nChanged 335 SP:Iteration 53Q (2950.781037 sec): 3 clusters Score: Raw -3273198.952235 + Penalty 1997.528419 = -3271201.423816 nChanged 328 SP:Iteration 54Q (2950.861214 sec): 3 clusters Score: Raw -3273305.941057 + Penalty 1997.528419 = -3271308.412637 nChanged 270 SP:Iteration 55Q (2950.946693 sec): 3 clusters Score: Raw -3273387.535290 + Penalty 1997.528419 = -3271390.006870 nChanged 272 SP:Iteration 56Q (2951.035807 sec): 3 clusters Score: Raw -3273472.089227 + Penalty 1997.528419 = -3271474.560808 nChanged 244 SP:Iteration 57Q (2951.121453 sec): 3 clusters Score: Raw -3273552.676126 + Penalty 1997.528419 = -3271555.147707 nChanged 226 SP:Iteration 58Q (2951.206323 sec): 3 clusters Score: Raw -3273620.989583 + Penalty 1997.528419 = -3271623.461164 nChanged 204 SP:Iteration 59Q (2951.291032 sec): 3 clusters Score: Raw -3273679.137752 + Penalty 1997.528419 = -3271681.609333 nChanged 184 SP:Iteration 60F (2951.387093 sec): 3 clusters Score: Raw -3273735.766627 + Penalty 1997.528419 = -3271738.238208 nChanged 172 SP:Iteration 61Q (2951.474924 sec): 3 clusters Score: Raw -3273790.511659 + Penalty 1997.528419 = -3271792.983240 nChanged 172 SP:Iteration 62Q (2951.562881 sec): 3 clusters Score: Raw -3273847.582212 + Penalty 1997.528419 = -3271850.053792 nChanged 166 SP:Iteration 63Q (2951.647907 sec): 3 clusters Score: Raw -3273904.145592 + Penalty 1997.528419 = -3271906.617173 nChanged 134 SP:Iteration 64Q (2951.737727 sec): 3 clusters Score: Raw -3273948.463554 + Penalty 1997.528419 = -3271950.935135 nChanged 114 SP:Iteration 65Q (2951.821436 sec): 3 clusters Score: Raw -3273989.158917 + Penalty 1997.528419 = -3271991.630498 nChanged 104 SP:Iteration 66Q (2951.909098 sec): 3 clusters Score: Raw -3274023.759283 + Penalty 1997.528419 = -3272026.230864 nChanged 103 SP:Iteration 67Q (2951.994972 sec): 3 clusters Score: Raw -3274060.945500 + Penalty 1997.528419 = -3272063.417081 nChanged 83 SP:Iteration 68Q (2952.082629 sec): 3 clusters Score: Raw -3274089.140779 + Penalty 1997.528419 = -3272091.612360 nChanged 73 SP:Iteration 69Q (2952.167394 sec): 3 clusters Score: Raw -3274112.314661 + Penalty 1997.528419 = -3272114.786242 nChanged 64 SP:Iteration 70Q (2952.256363 sec): 3 clusters Score: Raw -3274130.890682 + Penalty 1997.528419 = -3272133.362263 nChanged 54 SP:Iteration 71Q (2952.337000 sec): 3 clusters Score: Raw -3274147.994336 + Penalty 1997.528419 = -3272150.465917 nChanged 60 SP:Iteration 72Q (2952.426236 sec): 3 clusters Score: Raw -3274164.239617 + Penalty 1997.528419 = -3272166.711197 nChanged 49 SP:Iteration 73Q (2952.511815 sec): 3 clusters Score: Raw -3274177.475201 + Penalty 1997.528419 = -3272179.946782 nChanged 43 SP:Iteration 74Q (2952.595766 sec): 3 clusters Score: Raw -3274190.458293 + Penalty 1997.528419 = -3272192.929873 nChanged 42 SP:Iteration 75Q (2952.681407 sec): 3 clusters Score: Raw -3274204.090597 + Penalty 1997.528419 = -3272206.562178 nChanged 29 SP:Iteration 76Q (2952.767056 sec): 3 clusters Score: Raw -3274211.160462 + Penalty 1997.528419 = -3272213.632042 nChanged 15 SP:Iteration 77Q (2952.852471 sec): 3 clusters Score: Raw -3274214.520394 + Penalty 1997.528419 = -3272216.991974 nChanged 17 SP:Iteration 78Q (2952.935800 sec): 3 clusters Score: Raw -3274219.516366 + Penalty 1997.528419 = -3272221.987946 nChanged 23 SP:Iteration 79Q (2953.019197 sec): 3 clusters Score: Raw -3274226.440441 + Penalty 1997.528419 = -3272228.912022 nChanged 29 SP:Iteration 80F (2953.105508 sec): 3 clusters Score: Raw -3274236.115044 + Penalty 1997.528419 = -3272238.586624 nChanged 36 SP:Iteration 81Q (2953.190188 sec): 3 clusters Score: Raw -3274250.687438 + Penalty 1997.528419 = -3272253.159018 nChanged 32 SP:Iteration 82Q (2953.276716 sec): 3 clusters Score: Raw -3274262.827753 + Penalty 1997.528419 = -3272265.299334 nChanged 32 SP:Iteration 83Q (2953.358670 sec): 3 clusters Score: Raw -3274275.419865 + Penalty 1997.528419 = -3272277.891446 nChanged 31 SP:Iteration 84Q (2953.440334 sec): 3 clusters Score: Raw -3274285.654150 + Penalty 1997.528419 = -3272288.125731 nChanged 22 SP:Iteration 85Q (2953.518723 sec): 3 clusters Score: Raw -3274291.672137 + Penalty 1997.528419 = -3272294.143718 nChanged 21 SP:Iteration 86Q (2953.599098 sec): 3 clusters Score: Raw -3274297.720768 + Penalty 1997.528419 = -3272300.192349 nChanged 17 SP:Iteration 87Q (2953.683776 sec): 3 clusters Score: Raw -3274302.400986 + Penalty 1997.528419 = -3272304.872567 nChanged 11 SP:Iteration 88Q (2953.759619 sec): 3 clusters Score: Raw -3274304.741668 + Penalty 1997.528419 = -3272307.213249 nChanged 9 SP:Iteration 89Q (2953.846234 sec): 3 clusters Score: Raw -3274307.374955 + Penalty 1997.528419 = -3272309.846536 nChanged 4 SP:Iteration 90Q (2953.924775 sec): 3 clusters Score: Raw -3274308.178396 + Penalty 1997.528419 = -3272310.649977 nChanged 3 SP:Iteration 91Q (2953.999093 sec): 3 clusters Score: Raw -3274309.175980 + Penalty 1997.528419 = -3272311.647561 nChanged 4 SP:Iteration 92Q (2954.070643 sec): 3 clusters Score: Raw -3274310.358173 + Penalty 1997.528419 = -3272312.829753 nChanged 3 SP:Iteration 93Q (2954.156013 sec): 3 clusters Score: Raw -3274310.962587 + Penalty 1997.528419 = -3272313.434167 nChanged 3 SP:Iteration 94Q (2954.229676 sec): 3 clusters Score: Raw -3274311.752598 + Penalty 1997.528419 = -3272314.224178 nChanged 4 SP:Iteration 95Q (2954.304316 sec): 3 clusters Score: Raw -3274312.661109 + Penalty 1997.528419 = -3272315.132690 nChanged 4 SP:Iteration 96Q (2954.382427 sec): 3 clusters Score: Raw -3274313.901146 + Penalty 1997.528419 = -3272316.372727 nChanged 5 SP:Iteration 97Q (2954.453198 sec): 3 clusters Score: Raw -3274314.746866 + Penalty 1997.528419 = -3272317.218447 nChanged 3 SP:Iteration 98Q (2954.529669 sec): 3 clusters Score: Raw -3274315.887864 + Penalty 1997.528419 = -3272318.359445 nChanged 6 SP:Iteration 99Q (2954.608274 sec): 3 clusters Score: Raw -3274317.372271 + Penalty 1997.528419 = -3272319.843852 nChanged 7 SP:Iteration 100F (2954.709124 sec): 3 clusters Score: Raw -3274319.826887 + Penalty 1997.528419 = -3272322.298467 nChanged 8 SP:Iteration 101Q (2954.780395 sec): 3 clusters Score: Raw -3274321.475762 + Penalty 1997.528419 = -3272323.947343 nChanged 6 SP:Iteration 102Q (2954.860902 sec): 3 clusters Score: Raw -3274323.725765 + Penalty 1997.528419 = -3272326.197345 nChanged 9 SP:Iteration 103Q (2954.948281 sec): 3 clusters Score: Raw -3274327.078334 + Penalty 1997.528419 = -3272329.549915 nChanged 8 SP:Iteration 104Q (2955.033437 sec): 3 clusters Score: Raw -3274329.453306 + Penalty 1997.528419 = -3272331.924887 nChanged 9 SP:Iteration 105Q (2955.116056 sec): 3 clusters Score: Raw -3274331.380458 + Penalty 1997.528419 = -3272333.852038 nChanged 9 SP:Iteration 106Q (2955.198673 sec): 3 clusters Score: Raw -3274332.751815 + Penalty 1997.528419 = -3272335.223395 nChanged 4 SP:Iteration 107Q (2955.282879 sec): 3 clusters Score: Raw -3274333.452192 + Penalty 1997.528419 = -3272335.923773 nChanged 1 SP:Iteration 108Q (2955.356319 sec): 3 clusters Score: Raw -3274333.627825 + Penalty 1997.528419 = -3272336.099406 nChanged 0 SP:Iteration 109F (2955.456284 sec): 3 clusters Score: Raw -3274333.627825 + Penalty 1997.528419 = -3272336.099406 nChanged 0 Trying to split cluster 4 (19743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2955.503577 sec): 2 clusters Score: Raw -1734110.675248 + Penalty 939.602656 = -1733171.072592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2955.559740 sec): 3 clusters Score: Raw -1721757.070361 + Penalty 1879.205313 = -1719877.865048 nChanged 9173 SP:Iteration 1F (2955.629765 sec): 3 clusters Score: Raw -1727188.913144 + Penalty 1879.205313 = -1725309.707832 nChanged 1244 SP:Iteration 2F (2955.694322 sec): 3 clusters Score: Raw -1727845.293168 + Penalty 1879.205313 = -1725966.087855 nChanged 1347 SP:Iteration 3F (2955.769616 sec): 3 clusters Score: Raw -1728640.057186 + Penalty 1879.205313 = -1726760.851873 nChanged 1390 SP:Iteration 4F (2955.829758 sec): 3 clusters Score: Raw -1729599.582040 + Penalty 1879.205313 = -1727720.376727 nChanged 1373 SP:Iteration 5F (2955.898628 sec): 3 clusters Score: Raw -1730597.558902 + Penalty 1879.205313 = -1728718.353589 nChanged 1159 SP:Iteration 6F (2955.980360 sec): 3 clusters Score: Raw -1731542.686273 + Penalty 1879.205313 = -1729663.480960 nChanged 992 SP:Iteration 7F (2956.054128 sec): 3 clusters Score: Raw -1732317.669075 + Penalty 1879.205313 = -1730438.463763 nChanged 732 SP:Iteration 8Q (2956.117112 sec): 3 clusters Score: Raw -1732816.782293 + Penalty 1879.205313 = -1730937.576980 nChanged 539 SP:Iteration 9Q (2956.197823 sec): 3 clusters Score: Raw -1733175.314154 + Penalty 1879.205313 = -1731296.108842 nChanged 418 SP:Iteration 10Q (2956.267180 sec): 3 clusters Score: Raw -1733465.687408 + Penalty 1879.205313 = -1731586.482095 nChanged 376 SP:Iteration 11Q (2956.331592 sec): 3 clusters Score: Raw -1733751.833786 + Penalty 1879.205313 = -1731872.628473 nChanged 360 SP:Iteration 12Q (2956.408647 sec): 3 clusters Score: Raw -1734080.222390 + Penalty 1879.205313 = -1732201.017077 nChanged 319 SP:Iteration 13Q (2956.473103 sec): 3 clusters Score: Raw -1734386.925393 + Penalty 1879.205313 = -1732507.720081 nChanged 276 SP:Iteration 14Q (2956.541403 sec): 3 clusters Score: Raw -1734570.487982 + Penalty 1879.205313 = -1732691.282669 nChanged 225 SP:Iteration 15Q (2956.613683 sec): 3 clusters Score: Raw -1734683.630211 + Penalty 1879.205313 = -1732804.424899 nChanged 179 SP:Iteration 16Q (2956.685840 sec): 3 clusters Score: Raw -1734759.634349 + Penalty 1879.205313 = -1732880.429037 nChanged 127 SP:Iteration 17Q (2956.757229 sec): 3 clusters Score: Raw -1734809.111070 + Penalty 1879.205313 = -1732929.905757 nChanged 112 SP:Iteration 18Q (2956.827537 sec): 3 clusters Score: Raw -1734844.689807 + Penalty 1879.205313 = -1732965.484495 nChanged 111 SP:Iteration 19Q (2956.894319 sec): 3 clusters Score: Raw -1734872.657521 + Penalty 1879.205313 = -1732993.452208 nChanged 88 SP:Iteration 20F (2956.963220 sec): 3 clusters Score: Raw -1734902.388998 + Penalty 1879.205313 = -1733023.183685 nChanged 68 SP:Iteration 21Q (2957.034859 sec): 3 clusters Score: Raw -1734916.071699 + Penalty 1879.205313 = -1733036.866386 nChanged 51 SP:Iteration 22Q (2957.100561 sec): 3 clusters Score: Raw -1734924.093150 + Penalty 1879.205313 = -1733044.887837 nChanged 45 SP:Iteration 23Q (2957.166550 sec): 3 clusters Score: Raw -1734930.561464 + Penalty 1879.205313 = -1733051.356151 nChanged 31 SP:Iteration 24Q (2957.230364 sec): 3 clusters Score: Raw -1734934.704246 + Penalty 1879.205313 = -1733055.498933 nChanged 23 SP:Iteration 25Q (2957.306781 sec): 3 clusters Score: Raw -1734937.471964 + Penalty 1879.205313 = -1733058.266652 nChanged 21 SP:Iteration 26Q (2957.375045 sec): 3 clusters Score: Raw -1734939.443573 + Penalty 1879.205313 = -1733060.238260 nChanged 20 SP:Iteration 27Q (2957.443428 sec): 3 clusters Score: Raw -1734940.703102 + Penalty 1879.205313 = -1733061.497789 nChanged 9 SP:Iteration 28Q (2957.516119 sec): 3 clusters Score: Raw -1734941.500048 + Penalty 1879.205313 = -1733062.294735 nChanged 7 SP:Iteration 29Q (2957.587179 sec): 3 clusters Score: Raw -1734941.940991 + Penalty 1879.205313 = -1733062.735678 nChanged 6 SP:Iteration 30Q (2957.652840 sec): 3 clusters Score: Raw -1734942.209732 + Penalty 1879.205313 = -1733063.004420 nChanged 4 SP:Iteration 31Q (2957.715927 sec): 3 clusters Score: Raw -1734942.336448 + Penalty 1879.205313 = -1733063.131135 nChanged 2 SP:Iteration 32Q (2957.786848 sec): 3 clusters Score: Raw -1734942.485645 + Penalty 1879.205313 = -1733063.280333 nChanged 4 SP:Iteration 33Q (2957.850635 sec): 3 clusters Score: Raw -1734942.700273 + Penalty 1879.205313 = -1733063.494960 nChanged 6 SP:Iteration 34Q (2957.905431 sec): 3 clusters Score: Raw -1734943.071807 + Penalty 1879.205313 = -1733063.866494 nChanged 5 SP:Iteration 35Q (2957.972174 sec): 3 clusters Score: Raw -1734943.385570 + Penalty 1879.205313 = -1733064.180257 nChanged 3 SP:Iteration 36Q (2958.052830 sec): 3 clusters Score: Raw -1734943.492209 + Penalty 1879.205313 = -1733064.286896 nChanged 4 SP:Iteration 37Q (2958.123213 sec): 3 clusters Score: Raw -1734943.620560 + Penalty 1879.205313 = -1733064.415247 nChanged 2 SP:Iteration 38Q (2958.193232 sec): 3 clusters Score: Raw -1734943.677770 + Penalty 1879.205313 = -1733064.472458 nChanged 2 SP:Iteration 39Q (2958.250459 sec): 3 clusters Score: Raw -1734943.746280 + Penalty 1879.205313 = -1733064.540967 nChanged 0 SP:Iteration 40F (2958.318183 sec): 3 clusters Score: Raw -1734943.746280 + Penalty 1879.205313 = -1733064.540967 nChanged 0 Trying to split cluster 5 (4019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2958.348738 sec): 2 clusters Score: Raw -362005.588732 + Penalty 788.384897 = -361217.203834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2958.388939 sec): 3 clusters Score: Raw -359847.886632 + Penalty 1576.769795 = -358271.116837 nChanged 1713 SP:Iteration 1F (2958.445697 sec): 3 clusters Score: Raw -360850.350072 + Penalty 1576.769795 = -359273.580277 nChanged 317 SP:Iteration 2F (2958.483873 sec): 3 clusters Score: Raw -361058.359223 + Penalty 1576.769795 = -359481.589428 nChanged 287 SP:Iteration 3F (2958.523658 sec): 3 clusters Score: Raw -361239.728928 + Penalty 1576.769795 = -359662.959134 nChanged 250 SP:Iteration 4F (2958.569501 sec): 3 clusters Score: Raw -361408.650766 + Penalty 1576.769795 = -359831.880971 nChanged 221 SP:Iteration 5F (2958.620009 sec): 3 clusters Score: Raw -361589.405450 + Penalty 1576.769795 = -360012.635655 nChanged 211 SP:Iteration 6F (2958.670290 sec): 3 clusters Score: Raw -361770.183194 + Penalty 1576.769795 = -360193.413399 nChanged 154 SP:Iteration 7Q (2958.714273 sec): 3 clusters Score: Raw -361900.956009 + Penalty 1576.769795 = -360324.186214 nChanged 125 SP:Iteration 8Q (2958.755080 sec): 3 clusters Score: Raw -361997.121716 + Penalty 1576.769795 = -360420.351921 nChanged 83 SP:Iteration 9Q (2958.811781 sec): 3 clusters Score: Raw -362059.420510 + Penalty 1576.769795 = -360482.650715 nChanged 62 SP:Iteration 10Q (2958.854454 sec): 3 clusters Score: Raw -362097.743978 + Penalty 1576.769795 = -360520.974183 nChanged 39 SP:Iteration 11Q (2958.893937 sec): 3 clusters Score: Raw -362122.870776 + Penalty 1576.769795 = -360546.100981 nChanged 24 SP:Iteration 12Q (2958.929084 sec): 3 clusters Score: Raw -362136.635964 + Penalty 1576.769795 = -360559.866169 nChanged 23 SP:Iteration 13Q (2958.984711 sec): 3 clusters Score: Raw -362150.349230 + Penalty 1576.769795 = -360573.579435 nChanged 18 SP:Iteration 14Q (2959.037461 sec): 3 clusters Score: Raw -362159.130899 + Penalty 1576.769795 = -360582.361104 nChanged 13 SP:Iteration 15Q (2959.073745 sec): 3 clusters Score: Raw -362164.699742 + Penalty 1576.769795 = -360587.929947 nChanged 11 SP:Iteration 16Q (2959.130014 sec): 3 clusters Score: Raw -362169.930865 + Penalty 1576.769795 = -360593.161070 nChanged 7 SP:Iteration 17Q (2959.174269 sec): 3 clusters Score: Raw -362171.658807 + Penalty 1576.769795 = -360594.889012 nChanged 7 SP:Iteration 18Q (2959.205024 sec): 3 clusters Score: Raw -362174.138107 + Penalty 1576.769795 = -360597.368312 nChanged 6 SP:Iteration 19Q (2959.262030 sec): 3 clusters Score: Raw -362176.164191 + Penalty 1576.769795 = -360599.394396 nChanged 7 SP:Iteration 20F (2959.316590 sec): 3 clusters Score: Raw -362178.513193 + Penalty 1576.769795 = -360601.743398 nChanged 7 SP:Iteration 21Q (2959.361566 sec): 3 clusters Score: Raw -362180.507236 + Penalty 1576.769795 = -360603.737441 nChanged 9 SP:Iteration 22Q (2959.415697 sec): 3 clusters Score: Raw -362182.950928 + Penalty 1576.769795 = -360606.181133 nChanged 4 SP:Iteration 23Q (2959.468933 sec): 3 clusters Score: Raw -362183.773671 + Penalty 1576.769795 = -360607.003876 nChanged 2 SP:Iteration 24Q (2959.523205 sec): 3 clusters Score: Raw -362184.284021 + Penalty 1576.769795 = -360607.514226 nChanged 3 SP:Iteration 25Q (2959.583505 sec): 3 clusters Score: Raw -362185.725140 + Penalty 1576.769795 = -360608.955345 nChanged 6 SP:Iteration 26Q (2959.630935 sec): 3 clusters Score: Raw -362188.460843 + Penalty 1576.769795 = -360611.691048 nChanged 5 SP:Iteration 27Q (2959.685688 sec): 3 clusters Score: Raw -362189.944277 + Penalty 1576.769795 = -360613.174482 nChanged 7 SP:Iteration 28Q (2959.731241 sec): 3 clusters Score: Raw -362192.475722 + Penalty 1576.769795 = -360615.705927 nChanged 5 SP:Iteration 29Q (2959.794648 sec): 3 clusters Score: Raw -362194.236580 + Penalty 1576.769795 = -360617.466785 nChanged 8 SP:Iteration 30Q (2959.844797 sec): 3 clusters Score: Raw -362198.963838 + Penalty 1576.769795 = -360622.194043 nChanged 8 SP:Iteration 31Q (2959.892837 sec): 3 clusters Score: Raw -362203.326623 + Penalty 1576.769795 = -360626.556828 nChanged 10 SP:Iteration 32Q (2959.943987 sec): 3 clusters Score: Raw -362207.788883 + Penalty 1576.769795 = -360631.019088 nChanged 7 SP:Iteration 33Q (2959.987974 sec): 3 clusters Score: Raw -362212.432126 + Penalty 1576.769795 = -360635.662331 nChanged 6 SP:Iteration 34Q (2960.042159 sec): 3 clusters Score: Raw -362213.660005 + Penalty 1576.769795 = -360636.890210 nChanged 3 SP:Iteration 35Q (2960.089610 sec): 3 clusters Score: Raw -362214.423010 + Penalty 1576.769795 = -360637.653215 nChanged 1 SP:Iteration 36Q (2960.141027 sec): 3 clusters Score: Raw -362214.623821 + Penalty 1576.769795 = -360637.854026 nChanged 2 SP:Iteration 37Q (2960.185976 sec): 3 clusters Score: Raw -362215.011036 + Penalty 1576.769795 = -360638.241242 nChanged 1 SP:Iteration 38Q (2960.251019 sec): 3 clusters Score: Raw -362215.299044 + Penalty 1576.769795 = -360638.529249 nChanged 1 SP:Iteration 39Q (2960.305265 sec): 3 clusters Score: Raw -362215.744940 + Penalty 1576.769795 = -360638.975145 nChanged 0 SP:Iteration 40F (2960.347630 sec): 3 clusters Score: Raw -362215.744940 + Penalty 1576.769795 = -360638.975145 nChanged 0 Trying to split cluster 6 (17445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2960.397950 sec): 2 clusters Score: Raw -1482827.395326 + Penalty 927.846794 = -1481899.548533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2960.474052 sec): 3 clusters Score: Raw -1472053.050891 + Penalty 1855.693587 = -1470197.357304 nChanged 8100 SP:Iteration 1F (2960.532786 sec): 3 clusters Score: Raw -1476857.453551 + Penalty 1855.693587 = -1475001.759964 nChanged 1111 SP:Iteration 2F (2960.604587 sec): 3 clusters Score: Raw -1477428.526920 + Penalty 1855.693587 = -1475572.833333 nChanged 1078 SP:Iteration 3F (2960.677571 sec): 3 clusters Score: Raw -1478083.295560 + Penalty 1855.693587 = -1476227.601973 nChanged 1103 SP:Iteration 4F (2960.755690 sec): 3 clusters Score: Raw -1478830.702825 + Penalty 1855.693587 = -1476975.009237 nChanged 1073 SP:Iteration 5F (2960.817433 sec): 3 clusters Score: Raw -1479505.847635 + Penalty 1855.693587 = -1477650.154048 nChanged 917 SP:Iteration 6F (2960.890654 sec): 3 clusters Score: Raw -1480040.209510 + Penalty 1855.693587 = -1478184.515923 nChanged 751 SP:Iteration 7Q (2960.966314 sec): 3 clusters Score: Raw -1480413.513346 + Penalty 1855.693587 = -1478557.819758 nChanged 591 SP:Iteration 8Q (2961.035839 sec): 3 clusters Score: Raw -1480611.483506 + Penalty 1855.693587 = -1478755.789919 nChanged 399 SP:Iteration 9Q (2961.119488 sec): 3 clusters Score: Raw -1480708.627815 + Penalty 1855.693587 = -1478852.934227 nChanged 265 SP:Iteration 10Q (2961.190676 sec): 3 clusters Score: Raw -1480757.683571 + Penalty 1855.693587 = -1478901.989984 nChanged 182 SP:Iteration 11Q (2961.251333 sec): 3 clusters Score: Raw -1480789.883147 + Penalty 1855.693587 = -1478934.189560 nChanged 162 SP:Iteration 12Q (2961.326558 sec): 3 clusters Score: Raw -1480823.157576 + Penalty 1855.693587 = -1478967.463989 nChanged 146 SP:Iteration 13Q (2961.397595 sec): 3 clusters Score: Raw -1480852.671136 + Penalty 1855.693587 = -1478996.977549 nChanged 159 SP:Iteration 14Q (2961.469075 sec): 3 clusters Score: Raw -1480885.827784 + Penalty 1855.693587 = -1479030.134197 nChanged 160 SP:Iteration 15Q (2961.533969 sec): 3 clusters Score: Raw -1480928.419829 + Penalty 1855.693587 = -1479072.726241 nChanged 193 SP:Iteration 16Q (2961.596910 sec): 3 clusters Score: Raw -1480991.390063 + Penalty 1855.693587 = -1479135.696476 nChanged 220 SP:Iteration 17Q (2961.673739 sec): 3 clusters Score: Raw -1481074.500739 + Penalty 1855.693587 = -1479218.807151 nChanged 254 SP:Iteration 18Q (2961.748977 sec): 3 clusters Score: Raw -1481182.473141 + Penalty 1855.693587 = -1479326.779553 nChanged 269 SP:Iteration 19Q (2961.814833 sec): 3 clusters Score: Raw -1481316.579109 + Penalty 1855.693587 = -1479460.885521 nChanged 274 SP:Iteration 20F (2961.878799 sec): 3 clusters Score: Raw -1481485.453966 + Penalty 1855.693587 = -1479629.760378 nChanged 295 SP:Iteration 21Q (2961.944710 sec): 3 clusters Score: Raw -1481681.510913 + Penalty 1855.693587 = -1479825.817326 nChanged 280 SP:Iteration 22Q (2962.016517 sec): 3 clusters Score: Raw -1481864.180274 + Penalty 1855.693587 = -1480008.486686 nChanged 280 SP:Iteration 23Q (2962.092993 sec): 3 clusters Score: Raw -1482038.547445 + Penalty 1855.693587 = -1480182.853858 nChanged 254 SP:Iteration 24Q (2962.163062 sec): 3 clusters Score: Raw -1482177.143459 + Penalty 1855.693587 = -1480321.449872 nChanged 247 SP:Iteration 25Q (2962.233285 sec): 3 clusters Score: Raw -1482290.949837 + Penalty 1855.693587 = -1480435.256250 nChanged 212 SP:Iteration 26Q (2962.296693 sec): 3 clusters Score: Raw -1482377.557727 + Penalty 1855.693587 = -1480521.864140 nChanged 168 SP:Iteration 27Q (2962.375869 sec): 3 clusters Score: Raw -1482443.059816 + Penalty 1855.693587 = -1480587.366229 nChanged 132 SP:Iteration 28Q (2962.449038 sec): 3 clusters Score: Raw -1482478.561795 + Penalty 1855.693587 = -1480622.868208 nChanged 126 SP:Iteration 29Q (2962.512511 sec): 3 clusters Score: Raw -1482517.103516 + Penalty 1855.693587 = -1480661.409929 nChanged 137 SP:Iteration 30Q (2962.593130 sec): 3 clusters Score: Raw -1482559.135091 + Penalty 1855.693587 = -1480703.441503 nChanged 126 SP:Iteration 31Q (2962.653628 sec): 3 clusters Score: Raw -1482598.602854 + Penalty 1855.693587 = -1480742.909267 nChanged 107 SP:Iteration 32Q (2962.724212 sec): 3 clusters Score: Raw -1482628.965103 + Penalty 1855.693587 = -1480773.271516 nChanged 103 SP:Iteration 33Q (2962.795797 sec): 3 clusters Score: Raw -1482656.654876 + Penalty 1855.693587 = -1480800.961288 nChanged 102 SP:Iteration 34Q (2962.859031 sec): 3 clusters Score: Raw -1482686.891494 + Penalty 1855.693587 = -1480831.197907 nChanged 104 SP:Iteration 35Q (2962.919728 sec): 3 clusters Score: Raw -1482714.781803 + Penalty 1855.693587 = -1480859.088216 nChanged 91 SP:Iteration 36Q (2962.994592 sec): 3 clusters Score: Raw -1482739.076369 + Penalty 1855.693587 = -1480883.382782 nChanged 87 SP:Iteration 37Q (2963.054235 sec): 3 clusters Score: Raw -1482761.302725 + Penalty 1855.693587 = -1480905.609138 nChanged 73 SP:Iteration 38Q (2963.118746 sec): 3 clusters Score: Raw -1482778.647371 + Penalty 1855.693587 = -1480922.953784 nChanged 62 SP:Iteration 39Q (2963.195638 sec): 3 clusters Score: Raw -1482793.466876 + Penalty 1855.693587 = -1480937.773289 nChanged 61 SP:Iteration 40F (2963.267511 sec): 3 clusters Score: Raw -1482806.050313 + Penalty 1855.693587 = -1480950.356725 nChanged 52 SP:Iteration 41Q (2963.331864 sec): 3 clusters Score: Raw -1482815.575298 + Penalty 1855.693587 = -1480959.881711 nChanged 51 SP:Iteration 42Q (2963.396076 sec): 3 clusters Score: Raw -1482826.395128 + Penalty 1855.693587 = -1480970.701540 nChanged 43 SP:Iteration 43Q (2963.446823 sec): 3 clusters Score: Raw -1482836.657344 + Penalty 1855.693587 = -1480980.963757 nChanged 47 SP:Iteration 44Q (2963.514623 sec): 3 clusters Score: Raw -1482847.825053 + Penalty 1855.693587 = -1480992.131465 nChanged 45 SP:Iteration 45Q (2963.592849 sec): 3 clusters Score: Raw -1482857.086405 + Penalty 1855.693587 = -1481001.392818 nChanged 36 SP:Iteration 46Q (2963.660176 sec): 3 clusters Score: Raw -1482862.696891 + Penalty 1855.693587 = -1481007.003304 nChanged 29 SP:Iteration 47Q (2963.723260 sec): 3 clusters Score: Raw -1482867.737434 + Penalty 1855.693587 = -1481012.043847 nChanged 25 SP:Iteration 48Q (2963.787263 sec): 3 clusters Score: Raw -1482872.141811 + Penalty 1855.693587 = -1481016.448224 nChanged 27 SP:Iteration 49Q (2963.866832 sec): 3 clusters Score: Raw -1482876.277043 + Penalty 1855.693587 = -1481020.583456 nChanged 18 SP:Iteration 50Q (2963.937108 sec): 3 clusters Score: Raw -1482878.943680 + Penalty 1855.693587 = -1481023.250093 nChanged 20 SP:Iteration 51Q (2964.007184 sec): 3 clusters Score: Raw -1482882.616756 + Penalty 1855.693587 = -1481026.923169 nChanged 22 SP:Iteration 52Q (2964.070060 sec): 3 clusters Score: Raw -1482886.255560 + Penalty 1855.693587 = -1481030.561973 nChanged 16 SP:Iteration 53Q (2964.140003 sec): 3 clusters Score: Raw -1482889.353201 + Penalty 1855.693587 = -1481033.659614 nChanged 29 SP:Iteration 54Q (2964.203745 sec): 3 clusters Score: Raw -1482894.022019 + Penalty 1855.693587 = -1481038.328431 nChanged 23 SP:Iteration 55Q (2964.270521 sec): 3 clusters Score: Raw -1482897.073877 + Penalty 1855.693587 = -1481041.380290 nChanged 18 SP:Iteration 56Q (2964.333608 sec): 3 clusters Score: Raw -1482899.808553 + Penalty 1855.693587 = -1481044.114966 nChanged 16 SP:Iteration 57Q (2964.401728 sec): 3 clusters Score: Raw -1482902.145203 + Penalty 1855.693587 = -1481046.451616 nChanged 14 SP:Iteration 58Q (2964.463861 sec): 3 clusters Score: Raw -1482903.694360 + Penalty 1855.693587 = -1481048.000773 nChanged 14 SP:Iteration 59Q (2964.533454 sec): 3 clusters Score: Raw -1482905.478267 + Penalty 1855.693587 = -1481049.784680 nChanged 11 SP:Iteration 60F (2964.605829 sec): 3 clusters Score: Raw -1482906.702895 + Penalty 1855.693587 = -1481051.009307 nChanged 8 SP:Iteration 61Q (2964.684344 sec): 3 clusters Score: Raw -1482907.714780 + Penalty 1855.693587 = -1481052.021193 nChanged 10 SP:Iteration 62Q (2964.745768 sec): 3 clusters Score: Raw -1482908.368629 + Penalty 1855.693587 = -1481052.675042 nChanged 3 SP:Iteration 63Q (2964.815764 sec): 3 clusters Score: Raw -1482908.588289 + Penalty 1855.693587 = -1481052.894702 nChanged 2 SP:Iteration 64Q (2964.894937 sec): 3 clusters Score: Raw -1482909.206603 + Penalty 1855.693587 = -1481053.513016 nChanged 7 SP:Iteration 65Q (2964.953189 sec): 3 clusters Score: Raw -1482910.941028 + Penalty 1855.693587 = -1481055.247441 nChanged 11 SP:Iteration 66Q (2965.021473 sec): 3 clusters Score: Raw -1482912.987747 + Penalty 1855.693587 = -1481057.294159 nChanged 12 SP:Iteration 67Q (2965.100717 sec): 3 clusters Score: Raw -1482915.233710 + Penalty 1855.693587 = -1481059.540123 nChanged 15 SP:Iteration 68Q (2965.167634 sec): 3 clusters Score: Raw -1482918.062435 + Penalty 1855.693587 = -1481062.368848 nChanged 14 SP:Iteration 69Q (2965.232448 sec): 3 clusters Score: Raw -1482920.935109 + Penalty 1855.693587 = -1481065.241521 nChanged 19 SP:Iteration 70Q (2965.296944 sec): 3 clusters Score: Raw -1482924.549076 + Penalty 1855.693587 = -1481068.855489 nChanged 18 SP:Iteration 71Q (2965.356469 sec): 3 clusters Score: Raw -1482927.387467 + Penalty 1855.693587 = -1481071.693879 nChanged 15 SP:Iteration 72Q (2965.419513 sec): 3 clusters Score: Raw -1482928.724894 + Penalty 1855.693587 = -1481073.031307 nChanged 7 SP:Iteration 73Q (2965.489103 sec): 3 clusters Score: Raw -1482929.253604 + Penalty 1855.693587 = -1481073.560016 nChanged 6 SP:Iteration 74Q (2965.556834 sec): 3 clusters Score: Raw -1482929.916147 + Penalty 1855.693587 = -1481074.222560 nChanged 7 SP:Iteration 75Q (2965.625634 sec): 3 clusters Score: Raw -1482931.168982 + Penalty 1855.693587 = -1481075.475395 nChanged 7 SP:Iteration 76Q (2965.693932 sec): 3 clusters Score: Raw -1482931.871373 + Penalty 1855.693587 = -1481076.177786 nChanged 5 SP:Iteration 77Q (2965.756704 sec): 3 clusters Score: Raw -1482932.971880 + Penalty 1855.693587 = -1481077.278293 nChanged 9 SP:Iteration 78Q (2965.828968 sec): 3 clusters Score: Raw -1482934.359249 + Penalty 1855.693587 = -1481078.665662 nChanged 6 SP:Iteration 79Q (2965.888167 sec): 3 clusters Score: Raw -1482935.082114 + Penalty 1855.693587 = -1481079.388527 nChanged 5 SP:Iteration 80F (2965.970058 sec): 3 clusters Score: Raw -1482935.683147 + Penalty 1855.693587 = -1481079.989560 nChanged 3 SP:Iteration 81Q (2966.037720 sec): 3 clusters Score: Raw -1482935.999628 + Penalty 1855.693587 = -1481080.306040 nChanged 0 SP:Iteration 82F (2966.095170 sec): 3 clusters Score: Raw -1482935.999628 + Penalty 1855.693587 = -1481080.306040 nChanged 0 Trying to split cluster 7 (22945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2966.142455 sec): 2 clusters Score: Raw -2036446.263482 + Penalty 953.881256 = -2035492.382226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2966.221871 sec): 3 clusters Score: Raw -2021977.205088 + Penalty 1907.762512 = -2020069.442576 nChanged 10742 SP:Iteration 1F (2966.298755 sec): 3 clusters Score: Raw -2027837.577675 + Penalty 1907.762512 = -2025929.815163 nChanged 1033 SP:Iteration 2Q (2966.378084 sec): 3 clusters Score: Raw -2028179.879844 + Penalty 1907.762512 = -2026272.117332 nChanged 1034 SP:Iteration 3Q (2966.467768 sec): 3 clusters Score: Raw -2028550.994740 + Penalty 1907.762512 = -2026643.232228 nChanged 1100 SP:Iteration 4Q (2966.541864 sec): 3 clusters Score: Raw -2029006.811182 + Penalty 1907.762512 = -2027099.048670 nChanged 1111 SP:Iteration 5Q (2966.620965 sec): 3 clusters Score: Raw -2029527.476009 + Penalty 1907.762512 = -2027619.713497 nChanged 1159 SP:Iteration 6F (2966.696779 sec): 3 clusters Score: Raw -2030081.767285 + Penalty 1907.762512 = -2028174.004773 nChanged 1139 SP:Iteration 7Q (2966.773077 sec): 3 clusters Score: Raw -2030621.481792 + Penalty 1907.762512 = -2028713.719280 nChanged 1068 SP:Iteration 8Q (2966.856307 sec): 3 clusters Score: Raw -2031139.280663 + Penalty 1907.762512 = -2029231.518151 nChanged 1031 SP:Iteration 9Q (2966.942022 sec): 3 clusters Score: Raw -2031655.135789 + Penalty 1907.762512 = -2029747.373276 nChanged 983 SP:Iteration 10Q (2967.024316 sec): 3 clusters Score: Raw -2032170.325927 + Penalty 1907.762512 = -2030262.563415 nChanged 970 SP:Iteration 11Q (2967.092518 sec): 3 clusters Score: Raw -2032674.069801 + Penalty 1907.762512 = -2030766.307289 nChanged 982 SP:Iteration 12Q (2967.170406 sec): 3 clusters Score: Raw -2033196.699811 + Penalty 1907.762512 = -2031288.937299 nChanged 977 SP:Iteration 13Q (2967.257377 sec): 3 clusters Score: Raw -2033712.462603 + Penalty 1907.762512 = -2031804.700091 nChanged 960 SP:Iteration 14Q (2967.320984 sec): 3 clusters Score: Raw -2034250.262285 + Penalty 1907.762512 = -2032342.499773 nChanged 916 SP:Iteration 15Q (2967.412837 sec): 3 clusters Score: Raw -2034764.843452 + Penalty 1907.762512 = -2032857.080940 nChanged 778 SP:Iteration 16Q (2967.491714 sec): 3 clusters Score: Raw -2035197.116672 + Penalty 1907.762512 = -2033289.354160 nChanged 651 SP:Iteration 17Q (2967.566420 sec): 3 clusters Score: Raw -2035575.495536 + Penalty 1907.762512 = -2033667.733023 nChanged 532 SP:Iteration 18Q (2967.636679 sec): 3 clusters Score: Raw -2035896.163205 + Penalty 1907.762512 = -2033988.400693 nChanged 395 SP:Iteration 19Q (2967.709651 sec): 3 clusters Score: Raw -2036124.560334 + Penalty 1907.762512 = -2034216.797822 nChanged 271 SP:Iteration 20F (2967.783866 sec): 3 clusters Score: Raw -2036276.954859 + Penalty 1907.762512 = -2034369.192347 nChanged 194 SP:Iteration 21Q (2967.852839 sec): 3 clusters Score: Raw -2036392.290413 + Penalty 1907.762512 = -2034484.527901 nChanged 153 SP:Iteration 22Q (2967.924264 sec): 3 clusters Score: Raw -2036483.917155 + Penalty 1907.762512 = -2034576.154643 nChanged 93 SP:Iteration 23Q (2967.986780 sec): 3 clusters Score: Raw -2036536.337945 + Penalty 1907.762512 = -2034628.575433 nChanged 59 SP:Iteration 24Q (2968.069909 sec): 3 clusters Score: Raw -2036563.693202 + Penalty 1907.762512 = -2034655.930690 nChanged 49 SP:Iteration 25Q (2968.143998 sec): 3 clusters Score: Raw -2036587.701385 + Penalty 1907.762512 = -2034679.938873 nChanged 37 SP:Iteration 26Q (2968.217639 sec): 3 clusters Score: Raw -2036606.830556 + Penalty 1907.762512 = -2034699.068044 nChanged 35 SP:Iteration 27Q (2968.290343 sec): 3 clusters Score: Raw -2036624.745559 + Penalty 1907.762512 = -2034716.983047 nChanged 27 SP:Iteration 28Q (2968.363170 sec): 3 clusters Score: Raw -2036637.026430 + Penalty 1907.762512 = -2034729.263918 nChanged 21 SP:Iteration 29Q (2968.434003 sec): 3 clusters Score: Raw -2036646.412532 + Penalty 1907.762512 = -2034738.650020 nChanged 22 SP:Iteration 30Q (2968.508306 sec): 3 clusters Score: Raw -2036656.791597 + Penalty 1907.762512 = -2034749.029085 nChanged 17 SP:Iteration 31Q (2968.582277 sec): 3 clusters Score: Raw -2036665.010257 + Penalty 1907.762512 = -2034757.247745 nChanged 13 SP:Iteration 32Q (2968.645347 sec): 3 clusters Score: Raw -2036672.112312 + Penalty 1907.762512 = -2034764.349800 nChanged 13 SP:Iteration 33Q (2968.725398 sec): 3 clusters Score: Raw -2036678.627932 + Penalty 1907.762512 = -2034770.865420 nChanged 16 SP:Iteration 34Q (2968.790508 sec): 3 clusters Score: Raw -2036685.089264 + Penalty 1907.762512 = -2034777.326752 nChanged 8 SP:Iteration 35Q (2968.864294 sec): 3 clusters Score: Raw -2036688.088687 + Penalty 1907.762512 = -2034780.326174 nChanged 9 SP:Iteration 36Q (2968.940920 sec): 3 clusters Score: Raw -2036691.342558 + Penalty 1907.762512 = -2034783.580046 nChanged 5 SP:Iteration 37Q (2969.012796 sec): 3 clusters Score: Raw -2036694.289837 + Penalty 1907.762512 = -2034786.527325 nChanged 8 SP:Iteration 38Q (2969.080159 sec): 3 clusters Score: Raw -2036698.245056 + Penalty 1907.762512 = -2034790.482544 nChanged 9 SP:Iteration 39Q (2969.158663 sec): 3 clusters Score: Raw -2036703.694806 + Penalty 1907.762512 = -2034795.932294 nChanged 6 SP:Iteration 40F (2969.238169 sec): 3 clusters Score: Raw -2036708.055579 + Penalty 1907.762512 = -2034800.293067 nChanged 3 SP:Iteration 41Q (2969.311635 sec): 3 clusters Score: Raw -2036709.467284 + Penalty 1907.762512 = -2034801.704772 nChanged 2 SP:Iteration 42Q (2969.370928 sec): 3 clusters Score: Raw -2036709.824201 + Penalty 1907.762512 = -2034802.061688 nChanged 2 SP:Iteration 43Q (2969.446450 sec): 3 clusters Score: Raw -2036711.170606 + Penalty 1907.762512 = -2034803.408094 nChanged 6 SP:Iteration 44Q (2969.511746 sec): 3 clusters Score: Raw -2036713.382156 + Penalty 1907.762512 = -2034805.619644 nChanged 6 SP:Iteration 45Q (2969.572593 sec): 3 clusters Score: Raw -2036715.445392 + Penalty 1907.762512 = -2034807.682880 nChanged 3 SP:Iteration 46Q (2969.656342 sec): 3 clusters Score: Raw -2036717.508400 + Penalty 1907.762512 = -2034809.745888 nChanged 5 SP:Iteration 47Q (2969.730375 sec): 3 clusters Score: Raw -2036720.182933 + Penalty 1907.762512 = -2034812.420421 nChanged 4 SP:Iteration 48Q (2969.803436 sec): 3 clusters Score: Raw -2036721.489161 + Penalty 1907.762512 = -2034813.726649 nChanged 3 SP:Iteration 49Q (2969.875642 sec): 3 clusters Score: Raw -2036722.975992 + Penalty 1907.762512 = -2034815.213480 nChanged 5 SP:Iteration 50Q (2969.944959 sec): 3 clusters Score: Raw -2036724.956309 + Penalty 1907.762512 = -2034817.193796 nChanged 5 SP:Iteration 51Q (2970.000915 sec): 3 clusters Score: Raw -2036727.728377 + Penalty 1907.762512 = -2034819.965865 nChanged 4 SP:Iteration 52Q (2970.083909 sec): 3 clusters Score: Raw -2036730.215376 + Penalty 1907.762512 = -2034822.452864 nChanged 8 SP:Iteration 53Q (2970.151208 sec): 3 clusters Score: Raw -2036733.280805 + Penalty 1907.762512 = -2034825.518293 nChanged 3 SP:Iteration 54Q (2970.223540 sec): 3 clusters Score: Raw -2036734.547368 + Penalty 1907.762512 = -2034826.784856 nChanged 2 SP:Iteration 55Q (2970.299282 sec): 3 clusters Score: Raw -2036735.270853 + Penalty 1907.762512 = -2034827.508341 nChanged 3 SP:Iteration 56Q (2970.367188 sec): 3 clusters Score: Raw -2036736.220854 + Penalty 1907.762512 = -2034828.458342 nChanged 1 SP:Iteration 57Q (2970.425601 sec): 3 clusters Score: Raw -2036736.650463 + Penalty 1907.762512 = -2034828.887951 nChanged 0 SP:Iteration 58F (2970.496686 sec): 3 clusters Score: Raw -2036736.650463 + Penalty 1907.762512 = -2034828.887951 nChanged 0 Trying to split cluster 8 (1367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2970.519116 sec): 2 clusters Score: Raw -117657.601087 + Penalty 685.935514 = -116971.665573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2970.579066 sec): 3 clusters Score: Raw -117034.037152 + Penalty 1371.871029 = -115662.166123 nChanged 530 SP:Iteration 1F (2970.618732 sec): 3 clusters Score: Raw -117418.386704 + Penalty 1371.871029 = -116046.515675 nChanged 96 SP:Iteration 2F (2970.668605 sec): 3 clusters Score: Raw -117482.828666 + Penalty 1371.871029 = -116110.957637 nChanged 54 SP:Iteration 3Q (2970.726033 sec): 3 clusters Score: Raw -117512.282665 + Penalty 1371.871029 = -116140.411636 nChanged 37 SP:Iteration 4Q (2970.770923 sec): 3 clusters Score: Raw -117533.286941 + Penalty 1371.871029 = -116161.415913 nChanged 31 SP:Iteration 5Q (2970.828013 sec): 3 clusters Score: Raw -117549.734966 + Penalty 1371.871029 = -116177.863937 nChanged 24 SP:Iteration 6Q (2970.863595 sec): 3 clusters Score: Raw -117561.189614 + Penalty 1371.871029 = -116189.318585 nChanged 24 SP:Iteration 7Q (2970.913379 sec): 3 clusters Score: Raw -117578.553354 + Penalty 1371.871029 = -116206.682325 nChanged 25 SP:Iteration 8Q (2970.975939 sec): 3 clusters Score: Raw -117594.458405 + Penalty 1371.871029 = -116222.587376 nChanged 21 SP:Iteration 9Q (2971.022407 sec): 3 clusters Score: Raw -117608.680265 + Penalty 1371.871029 = -116236.809236 nChanged 19 SP:Iteration 10Q (2971.069367 sec): 3 clusters Score: Raw -117619.581456 + Penalty 1371.871029 = -116247.710427 nChanged 16 SP:Iteration 11Q (2971.110106 sec): 3 clusters Score: Raw -117632.931002 + Penalty 1371.871029 = -116261.059973 nChanged 15 SP:Iteration 12Q (2971.156173 sec): 3 clusters Score: Raw -117642.225013 + Penalty 1371.871029 = -116270.353984 nChanged 14 SP:Iteration 13Q (2971.217077 sec): 3 clusters Score: Raw -117650.640683 + Penalty 1371.871029 = -116278.769654 nChanged 11 SP:Iteration 14Q (2971.260725 sec): 3 clusters Score: Raw -117654.975221 + Penalty 1371.871029 = -116283.104192 nChanged 8 SP:Iteration 15Q (2971.300570 sec): 3 clusters Score: Raw -117658.610714 + Penalty 1371.871029 = -116286.739685 nChanged 6 SP:Iteration 16Q (2971.356586 sec): 3 clusters Score: Raw -117660.397547 + Penalty 1371.871029 = -116288.526518 nChanged 2 SP:Iteration 17Q (2971.401492 sec): 3 clusters Score: Raw -117660.973168 + Penalty 1371.871029 = -116289.102140 nChanged 2 SP:Iteration 18Q (2971.442423 sec): 3 clusters Score: Raw -117661.762281 + Penalty 1371.871029 = -116289.891252 nChanged 4 SP:Iteration 19Q (2971.487705 sec): 3 clusters Score: Raw -117664.054874 + Penalty 1371.871029 = -116292.183845 nChanged 4 SP:Iteration 20F (2971.528980 sec): 3 clusters Score: Raw -117667.617630 + Penalty 1371.871029 = -116295.746601 nChanged 3 SP:Iteration 21Q (2971.576666 sec): 3 clusters Score: Raw -117668.863559 + Penalty 1371.871029 = -116296.992530 nChanged 5 SP:Iteration 22Q (2971.621481 sec): 3 clusters Score: Raw -117671.834162 + Penalty 1371.871029 = -116299.963133 nChanged 5 SP:Iteration 23Q (2971.654096 sec): 3 clusters Score: Raw -117673.854049 + Penalty 1371.871029 = -116301.983020 nChanged 4 SP:Iteration 24Q (2971.693940 sec): 3 clusters Score: Raw -117675.703253 + Penalty 1371.871029 = -116303.832224 nChanged 4 SP:Iteration 25Q (2971.738355 sec): 3 clusters Score: Raw -117677.166256 + Penalty 1371.871029 = -116305.295227 nChanged 6 SP:Iteration 26Q (2971.783720 sec): 3 clusters Score: Raw -117680.879185 + Penalty 1371.871029 = -116309.008156 nChanged 7 SP:Iteration 27Q (2971.825279 sec): 3 clusters Score: Raw -117685.897690 + Penalty 1371.871029 = -116314.026661 nChanged 5 SP:Iteration 28Q (2971.873523 sec): 3 clusters Score: Raw -117688.154310 + Penalty 1371.871029 = -116316.283281 nChanged 2 SP:Iteration 29Q (2971.914975 sec): 3 clusters Score: Raw -117689.984302 + Penalty 1371.871029 = -116318.113273 nChanged 6 SP:Iteration 30Q (2971.967305 sec): 3 clusters Score: Raw -117693.510095 + Penalty 1371.871029 = -116321.639066 nChanged 6 SP:Iteration 31Q (2972.005517 sec): 3 clusters Score: Raw -117698.505909 + Penalty 1371.871029 = -116326.634880 nChanged 5 SP:Iteration 32Q (2972.049125 sec): 3 clusters Score: Raw -117703.805772 + Penalty 1371.871029 = -116331.934743 nChanged 7 SP:Iteration 33Q (2972.089592 sec): 3 clusters Score: Raw -117708.436789 + Penalty 1371.871029 = -116336.565760 nChanged 7 SP:Iteration 34Q (2972.132300 sec): 3 clusters Score: Raw -117713.842565 + Penalty 1371.871029 = -116341.971536 nChanged 5 SP:Iteration 35Q (2972.175191 sec): 3 clusters Score: Raw -117717.575842 + Penalty 1371.871029 = -116345.704813 nChanged 3 SP:Iteration 36Q (2972.212917 sec): 3 clusters Score: Raw -117719.562740 + Penalty 1371.871029 = -116347.691711 nChanged 6 SP:Iteration 37Q (2972.261787 sec): 3 clusters Score: Raw -117726.349862 + Penalty 1371.871029 = -116354.478833 nChanged 7 SP:Iteration 38Q (2972.302787 sec): 3 clusters Score: Raw -117733.733341 + Penalty 1371.871029 = -116361.862312 nChanged 3 SP:Iteration 39Q (2972.331934 sec): 3 clusters Score: Raw -117736.378594 + Penalty 1371.871029 = -116364.507565 nChanged 3 SP:Iteration 40F (2972.380149 sec): 3 clusters Score: Raw -117737.917566 + Penalty 1371.871029 = -116366.046537 nChanged 3 SP:Iteration 41Q (2972.409170 sec): 3 clusters Score: Raw -117742.026397 + Penalty 1371.871029 = -116370.155368 nChanged 6 SP:Iteration 42Q (2972.457059 sec): 3 clusters Score: Raw -117746.124721 + Penalty 1371.871029 = -116374.253692 nChanged 4 SP:Iteration 43Q (2972.510645 sec): 3 clusters Score: Raw -117750.391228 + Penalty 1371.871029 = -116378.520199 nChanged 1 SP:Iteration 44Q (2972.547314 sec): 3 clusters Score: Raw -117751.240318 + Penalty 1371.871029 = -116379.369289 nChanged 2 SP:Iteration 45Q (2972.584905 sec): 3 clusters Score: Raw -117752.441770 + Penalty 1371.871029 = -116380.570741 nChanged 0 SP:Iteration 46F (2972.626626 sec): 3 clusters Score: Raw -117752.441770 + Penalty 1371.871029 = -116380.570741 nChanged 0 Trying to split cluster 9 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2972.652229 sec): 2 clusters Score: Raw -48567.033038 + Penalty 628.271501 = -47938.761538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2972.696222 sec): 3 clusters Score: Raw -48308.619912 + Penalty 1256.543001 = -47052.076910 nChanged 242 SP:Iteration 1F (2972.738458 sec): 3 clusters Score: Raw -48507.417995 + Penalty 1256.543001 = -47250.874994 nChanged 65 SP:Iteration 2F (2972.781818 sec): 3 clusters Score: Raw -48598.959964 + Penalty 1256.543001 = -47342.416963 nChanged 42 SP:Iteration 3F (2972.830671 sec): 3 clusters Score: Raw -48661.889929 + Penalty 1256.543001 = -47405.346928 nChanged 39 SP:Iteration 4F (2972.876069 sec): 3 clusters Score: Raw -48726.664758 + Penalty 1256.543001 = -47470.121756 nChanged 34 SP:Iteration 5Q (2972.918076 sec): 3 clusters Score: Raw -48797.544320 + Penalty 1256.543001 = -47541.001318 nChanged 29 SP:Iteration 6Q (2972.968697 sec): 3 clusters Score: Raw -48863.952716 + Penalty 1256.543001 = -47607.409714 nChanged 28 SP:Iteration 7Q (2973.015668 sec): 3 clusters Score: Raw -48918.617198 + Penalty 1256.543001 = -47662.074197 nChanged 23 SP:Iteration 8Q (2973.055572 sec): 3 clusters Score: Raw -48971.055051 + Penalty 1256.543001 = -47714.512049 nChanged 18 SP:Iteration 9Q (2973.106190 sec): 3 clusters Score: Raw -48999.840579 + Penalty 1256.543001 = -47743.297578 nChanged 12 SP:Iteration 10Q (2973.142857 sec): 3 clusters Score: Raw -49012.215439 + Penalty 1256.543001 = -47755.672438 nChanged 5 SP:Iteration 11Q (2973.200491 sec): 3 clusters Score: Raw -49021.368469 + Penalty 1256.543001 = -47764.825467 nChanged 4 SP:Iteration 12Q (2973.246577 sec): 3 clusters Score: Raw -49024.663215 + Penalty 1256.543001 = -47768.120214 nChanged 4 SP:Iteration 13Q (2973.289168 sec): 3 clusters Score: Raw -49026.734598 + Penalty 1256.543001 = -47770.191596 nChanged 2 SP:Iteration 14Q (2973.328455 sec): 3 clusters Score: Raw -49030.421352 + Penalty 1256.543001 = -47773.878351 nChanged 4 SP:Iteration 15Q (2973.385491 sec): 3 clusters Score: Raw -49033.717860 + Penalty 1256.543001 = -47777.174858 nChanged 2 SP:Iteration 16Q (2973.429727 sec): 3 clusters Score: Raw -49034.476396 + Penalty 1256.543001 = -47777.933395 nChanged 1 SP:Iteration 17Q (2973.480870 sec): 3 clusters Score: Raw -49035.689134 + Penalty 1256.543001 = -47779.146132 nChanged 1 SP:Iteration 18Q (2973.523884 sec): 3 clusters Score: Raw -49036.309834 + Penalty 1256.543001 = -47779.766832 nChanged 0 SP:Iteration 19F (2973.572955 sec): 3 clusters Score: Raw -49036.309834 + Penalty 1256.543001 = -47779.766832 nChanged 0 Trying to split cluster 10 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2973.599634 sec): 2 clusters Score: Raw -46312.251114 + Penalty 618.615806 = -45693.635308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2973.652444 sec): 3 clusters Score: Raw -46132.898007 + Penalty 1237.231613 = -44895.666395 nChanged 230 SP:Iteration 1F (2973.703466 sec): 3 clusters Score: Raw -46371.782868 + Penalty 1237.231613 = -45134.551256 nChanged 58 SP:Iteration 2F (2973.746663 sec): 3 clusters Score: Raw -46444.027308 + Penalty 1237.231613 = -45206.795696 nChanged 32 SP:Iteration 3Q (2973.789874 sec): 3 clusters Score: Raw -46484.940253 + Penalty 1237.231613 = -45247.708640 nChanged 25 SP:Iteration 4Q (2973.847955 sec): 3 clusters Score: Raw -46516.309833 + Penalty 1237.231613 = -45279.078220 nChanged 16 SP:Iteration 5Q (2973.890862 sec): 3 clusters Score: Raw -46530.398128 + Penalty 1237.231613 = -45293.166516 nChanged 18 SP:Iteration 6Q (2973.930203 sec): 3 clusters Score: Raw -46557.482435 + Penalty 1237.231613 = -45320.250823 nChanged 17 SP:Iteration 7Q (2973.977872 sec): 3 clusters Score: Raw -46574.866668 + Penalty 1237.231613 = -45337.635055 nChanged 8 SP:Iteration 8Q (2974.014459 sec): 3 clusters Score: Raw -46581.905789 + Penalty 1237.231613 = -45344.674176 nChanged 7 SP:Iteration 9Q (2974.062617 sec): 3 clusters Score: Raw -46585.443109 + Penalty 1237.231613 = -45348.211496 nChanged 5 SP:Iteration 10Q (2974.099520 sec): 3 clusters Score: Raw -46589.087396 + Penalty 1237.231613 = -45351.855784 nChanged 4 SP:Iteration 11Q (2974.158306 sec): 3 clusters Score: Raw -46593.660301 + Penalty 1237.231613 = -45356.428688 nChanged 2 SP:Iteration 12Q (2974.206939 sec): 3 clusters Score: Raw -46595.229435 + Penalty 1237.231613 = -45357.997822 nChanged 0 SP:Iteration 13F (2974.243800 sec): 3 clusters Score: Raw -46595.229435 + Penalty 1237.231613 = -45357.997822 nChanged 0 Trying to split cluster 11 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2974.265087 sec): 2 clusters Score: Raw -17172.869111 + Penalty 522.230981 = -16650.638130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2974.317376 sec): 3 clusters Score: Raw -17182.666827 + Penalty 1044.461963 = -16138.204864 nChanged 57 SP:Iteration 1F (2974.368487 sec): 3 clusters Score: Raw -17281.566940 + Penalty 1044.461963 = -16237.104978 nChanged 16 SP:Iteration 2F (2974.415528 sec): 3 clusters Score: Raw -17305.876119 + Penalty 1044.461963 = -16261.414156 nChanged 5 SP:Iteration 3Q (2974.464290 sec): 3 clusters Score: Raw -17314.056679 + Penalty 1044.461963 = -16269.594716 nChanged 6 SP:Iteration 4Q (2974.515357 sec): 3 clusters Score: Raw -17324.888821 + Penalty 1044.461963 = -16280.426858 nChanged 3 SP:Iteration 5Q (2974.563215 sec): 3 clusters Score: Raw -17329.411607 + Penalty 1044.461963 = -16284.949644 nChanged 1 SP:Iteration 6Q (2974.602215 sec): 3 clusters Score: Raw -17338.675959 + Penalty 1044.461963 = -16294.213996 nChanged 2 SP:Iteration 7Q (2974.650693 sec): 3 clusters Score: Raw -17342.209185 + Penalty 1044.461963 = -16297.747223 nChanged 1 SP:Iteration 8Q (2974.713123 sec): 3 clusters Score: Raw -17344.667769 + Penalty 1044.461963 = -16300.205807 nChanged 1 SP:Iteration 9Q (2974.758039 sec): 3 clusters Score: Raw -17345.897586 + Penalty 1044.461963 = -16301.435623 nChanged 1 SP:Iteration 10Q (2974.799041 sec): 3 clusters Score: Raw -17346.815884 + Penalty 1044.461963 = -16302.353921 nChanged 0 SP:Iteration 11F (2974.854820 sec): 3 clusters Score: Raw -17346.815884 + Penalty 1044.461963 = -16302.353921 nChanged 0 Trying to split cluster 12 (2653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2974.875228 sec): 2 clusters Score: Raw -220733.458767 + Penalty 748.927404 = -219984.531363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2974.938812 sec): 3 clusters Score: Raw -219343.340798 + Penalty 1497.854807 = -217845.485991 nChanged 1059 SP:Iteration 1F (2974.989933 sec): 3 clusters Score: Raw -219956.694917 + Penalty 1497.854807 = -218458.840110 nChanged 213 SP:Iteration 2F (2975.029052 sec): 3 clusters Score: Raw -220092.689157 + Penalty 1497.854807 = -218594.834349 nChanged 156 SP:Iteration 3F (2975.079958 sec): 3 clusters Score: Raw -220196.654345 + Penalty 1497.854807 = -218698.799538 nChanged 125 SP:Iteration 4Q (2975.137242 sec): 3 clusters Score: Raw -220270.361668 + Penalty 1497.854807 = -218772.506860 nChanged 94 SP:Iteration 5Q (2975.175276 sec): 3 clusters Score: Raw -220331.095387 + Penalty 1497.854807 = -218833.240580 nChanged 78 SP:Iteration 6Q (2975.221118 sec): 3 clusters Score: Raw -220386.878419 + Penalty 1497.854807 = -218889.023612 nChanged 92 SP:Iteration 7Q (2975.280340 sec): 3 clusters Score: Raw -220444.382815 + Penalty 1497.854807 = -218946.528008 nChanged 63 SP:Iteration 8Q (2975.324078 sec): 3 clusters Score: Raw -220480.950904 + Penalty 1497.854807 = -218983.096097 nChanged 54 SP:Iteration 9Q (2975.366873 sec): 3 clusters Score: Raw -220510.764394 + Penalty 1497.854807 = -219012.909587 nChanged 52 SP:Iteration 10Q (2975.405207 sec): 3 clusters Score: Raw -220542.020695 + Penalty 1497.854807 = -219044.165887 nChanged 48 SP:Iteration 11Q (2975.449367 sec): 3 clusters Score: Raw -220570.563895 + Penalty 1497.854807 = -219072.709088 nChanged 43 SP:Iteration 12Q (2975.496168 sec): 3 clusters Score: Raw -220596.790407 + Penalty 1497.854807 = -219098.935600 nChanged 44 SP:Iteration 13Q (2975.548919 sec): 3 clusters Score: Raw -220623.635483 + Penalty 1497.854807 = -219125.780675 nChanged 32 SP:Iteration 14Q (2975.595331 sec): 3 clusters Score: Raw -220643.335993 + Penalty 1497.854807 = -219145.481186 nChanged 29 SP:Iteration 15Q (2975.648131 sec): 3 clusters Score: Raw -220659.885388 + Penalty 1497.854807 = -219162.030581 nChanged 28 SP:Iteration 16Q (2975.694288 sec): 3 clusters Score: Raw -220675.288494 + Penalty 1497.854807 = -219177.433687 nChanged 29 SP:Iteration 17Q (2975.741750 sec): 3 clusters Score: Raw -220691.858629 + Penalty 1497.854807 = -219194.003822 nChanged 20 SP:Iteration 18Q (2975.786660 sec): 3 clusters Score: Raw -220705.059585 + Penalty 1497.854807 = -219207.204778 nChanged 19 SP:Iteration 19Q (2975.825816 sec): 3 clusters Score: Raw -220721.186262 + Penalty 1497.854807 = -219223.331455 nChanged 19 SP:Iteration 20F (2975.868615 sec): 3 clusters Score: Raw -220735.478737 + Penalty 1497.854807 = -219237.623930 nChanged 22 SP:Iteration 21Q (2975.919232 sec): 3 clusters Score: Raw -220749.643291 + Penalty 1497.854807 = -219251.788484 nChanged 17 SP:Iteration 22Q (2975.960225 sec): 3 clusters Score: Raw -220757.072136 + Penalty 1497.854807 = -219259.217329 nChanged 14 SP:Iteration 23Q (2975.998363 sec): 3 clusters Score: Raw -220763.149197 + Penalty 1497.854807 = -219265.294389 nChanged 9 SP:Iteration 24Q (2976.048057 sec): 3 clusters Score: Raw -220767.646382 + Penalty 1497.854807 = -219269.791575 nChanged 11 SP:Iteration 25Q (2976.080865 sec): 3 clusters Score: Raw -220770.882758 + Penalty 1497.854807 = -219273.027951 nChanged 4 SP:Iteration 26Q (2976.130448 sec): 3 clusters Score: Raw -220772.274688 + Penalty 1497.854807 = -219274.419881 nChanged 7 SP:Iteration 27Q (2976.174210 sec): 3 clusters Score: Raw -220775.450620 + Penalty 1497.854807 = -219277.595813 nChanged 4 SP:Iteration 28Q (2976.217247 sec): 3 clusters Score: Raw -220776.652082 + Penalty 1497.854807 = -219278.797275 nChanged 6 SP:Iteration 29Q (2976.263567 sec): 3 clusters Score: Raw -220779.261772 + Penalty 1497.854807 = -219281.406965 nChanged 5 SP:Iteration 30Q (2976.311447 sec): 3 clusters Score: Raw -220781.446625 + Penalty 1497.854807 = -219283.591817 nChanged 4 SP:Iteration 31Q (2976.343479 sec): 3 clusters Score: Raw -220782.961527 + Penalty 1497.854807 = -219285.106719 nChanged 4 SP:Iteration 32Q (2976.394877 sec): 3 clusters Score: Raw -220784.530691 + Penalty 1497.854807 = -219286.675884 nChanged 2 SP:Iteration 33Q (2976.443106 sec): 3 clusters Score: Raw -220785.134220 + Penalty 1497.854807 = -219287.279413 nChanged 1 SP:Iteration 34Q (2976.482352 sec): 3 clusters Score: Raw -220785.446618 + Penalty 1497.854807 = -219287.591810 nChanged 2 SP:Iteration 35Q (2976.535612 sec): 3 clusters Score: Raw -220786.056158 + Penalty 1497.854807 = -219288.201351 nChanged 0 SP:Iteration 36F (2976.577762 sec): 3 clusters Score: Raw -220786.056158 + Penalty 1497.854807 = -219288.201351 nChanged 0 Trying to split cluster 13 (26068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2976.632111 sec): 2 clusters Score: Raw -2104596.369060 + Penalty 966.004060 = -2103630.365000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2976.710463 sec): 3 clusters Score: Raw -2088110.513390 + Penalty 1932.008120 = -2086178.505270 nChanged 12198 SP:Iteration 1F (2976.787943 sec): 3 clusters Score: Raw -2095709.933419 + Penalty 1932.008120 = -2093777.925299 nChanged 1476 SP:Iteration 2F (2976.855734 sec): 3 clusters Score: Raw -2096417.864872 + Penalty 1932.008120 = -2094485.856752 nChanged 1590 SP:Iteration 3F (2976.939527 sec): 3 clusters Score: Raw -2097285.855690 + Penalty 1932.008120 = -2095353.847570 nChanged 1582 SP:Iteration 4F (2977.028664 sec): 3 clusters Score: Raw -2098195.849226 + Penalty 1932.008120 = -2096263.841107 nChanged 1510 SP:Iteration 5F (2977.108918 sec): 3 clusters Score: Raw -2099029.548210 + Penalty 1932.008120 = -2097097.540090 nChanged 1380 SP:Iteration 6F (2977.188887 sec): 3 clusters Score: Raw -2099749.959558 + Penalty 1932.008120 = -2097817.951438 nChanged 1170 SP:Iteration 7Q (2977.261166 sec): 3 clusters Score: Raw -2100309.197690 + Penalty 1932.008120 = -2098377.189570 nChanged 925 SP:Iteration 8Q (2977.353255 sec): 3 clusters Score: Raw -2100709.699412 + Penalty 1932.008120 = -2098777.691292 nChanged 712 SP:Iteration 9Q (2977.435336 sec): 3 clusters Score: Raw -2100978.847761 + Penalty 1932.008120 = -2099046.839641 nChanged 567 SP:Iteration 10Q (2977.516583 sec): 3 clusters Score: Raw -2101189.330903 + Penalty 1932.008120 = -2099257.322784 nChanged 484 SP:Iteration 11Q (2977.594687 sec): 3 clusters Score: Raw -2101368.331422 + Penalty 1932.008120 = -2099436.323302 nChanged 465 SP:Iteration 12Q (2977.685662 sec): 3 clusters Score: Raw -2101549.686299 + Penalty 1932.008120 = -2099617.678180 nChanged 501 SP:Iteration 13Q (2977.769592 sec): 3 clusters Score: Raw -2101768.287488 + Penalty 1932.008120 = -2099836.279368 nChanged 528 SP:Iteration 14Q (2977.838821 sec): 3 clusters Score: Raw -2102019.152001 + Penalty 1932.008120 = -2100087.143882 nChanged 570 SP:Iteration 15Q (2977.914785 sec): 3 clusters Score: Raw -2102304.856987 + Penalty 1932.008120 = -2100372.848867 nChanged 562 SP:Iteration 16Q (2978.000422 sec): 3 clusters Score: Raw -2102609.170844 + Penalty 1932.008120 = -2100677.162724 nChanged 557 SP:Iteration 17Q (2978.072605 sec): 3 clusters Score: Raw -2102943.977887 + Penalty 1932.008120 = -2101011.969768 nChanged 517 SP:Iteration 18Q (2978.152666 sec): 3 clusters Score: Raw -2103218.960716 + Penalty 1932.008120 = -2101286.952597 nChanged 434 SP:Iteration 19Q (2978.243450 sec): 3 clusters Score: Raw -2103428.046102 + Penalty 1932.008120 = -2101496.037983 nChanged 404 SP:Iteration 20F (2978.327009 sec): 3 clusters Score: Raw -2103620.616417 + Penalty 1932.008120 = -2101688.608298 nChanged 383 SP:Iteration 21Q (2978.395265 sec): 3 clusters Score: Raw -2103789.714273 + Penalty 1932.008120 = -2101857.706153 nChanged 337 SP:Iteration 22Q (2978.480977 sec): 3 clusters Score: Raw -2103917.639488 + Penalty 1932.008120 = -2101985.631368 nChanged 285 SP:Iteration 23Q (2978.563488 sec): 3 clusters Score: Raw -2104012.824387 + Penalty 1932.008120 = -2102080.816267 nChanged 228 SP:Iteration 24Q (2978.644983 sec): 3 clusters Score: Raw -2104080.259283 + Penalty 1932.008120 = -2102148.251163 nChanged 190 SP:Iteration 25Q (2978.724764 sec): 3 clusters Score: Raw -2104134.667778 + Penalty 1932.008120 = -2102202.659659 nChanged 164 SP:Iteration 26Q (2978.805345 sec): 3 clusters Score: Raw -2104178.824706 + Penalty 1932.008120 = -2102246.816586 nChanged 166 SP:Iteration 27Q (2978.882670 sec): 3 clusters Score: Raw -2104219.749216 + Penalty 1932.008120 = -2102287.741096 nChanged 163 SP:Iteration 28Q (2978.963465 sec): 3 clusters Score: Raw -2104264.070992 + Penalty 1932.008120 = -2102332.062872 nChanged 151 SP:Iteration 29Q (2979.043951 sec): 3 clusters Score: Raw -2104305.457569 + Penalty 1932.008120 = -2102373.449450 nChanged 141 SP:Iteration 30Q (2979.123963 sec): 3 clusters Score: Raw -2104343.969453 + Penalty 1932.008120 = -2102411.961333 nChanged 122 SP:Iteration 31Q (2979.204046 sec): 3 clusters Score: Raw -2104370.364634 + Penalty 1932.008120 = -2102438.356514 nChanged 97 SP:Iteration 32Q (2979.267155 sec): 3 clusters Score: Raw -2104387.924521 + Penalty 1932.008120 = -2102455.916402 nChanged 73 SP:Iteration 33Q (2979.354508 sec): 3 clusters Score: Raw -2104399.539488 + Penalty 1932.008120 = -2102467.531369 nChanged 71 SP:Iteration 34Q (2979.430224 sec): 3 clusters Score: Raw -2104412.028042 + Penalty 1932.008120 = -2102480.019922 nChanged 73 SP:Iteration 35Q (2979.509814 sec): 3 clusters Score: Raw -2104426.997230 + Penalty 1932.008120 = -2102494.989110 nChanged 64 SP:Iteration 36Q (2979.586779 sec): 3 clusters Score: Raw -2104438.717347 + Penalty 1932.008120 = -2102506.709228 nChanged 60 SP:Iteration 37Q (2979.665420 sec): 3 clusters Score: Raw -2104446.445746 + Penalty 1932.008120 = -2102514.437627 nChanged 37 SP:Iteration 38Q (2979.733184 sec): 3 clusters Score: Raw -2104450.180795 + Penalty 1932.008120 = -2102518.172676 nChanged 30 SP:Iteration 39Q (2979.810828 sec): 3 clusters Score: Raw -2104453.215266 + Penalty 1932.008120 = -2102521.207147 nChanged 24 SP:Iteration 40F (2979.900827 sec): 3 clusters Score: Raw -2104455.859403 + Penalty 1932.008120 = -2102523.851283 nChanged 26 SP:Iteration 41Q (2979.973542 sec): 3 clusters Score: Raw -2104458.820496 + Penalty 1932.008120 = -2102526.812376 nChanged 22 SP:Iteration 42Q (2980.047334 sec): 3 clusters Score: Raw -2104461.142557 + Penalty 1932.008120 = -2102529.134437 nChanged 24 SP:Iteration 43Q (2980.119463 sec): 3 clusters Score: Raw -2104464.069473 + Penalty 1932.008120 = -2102532.061353 nChanged 28 SP:Iteration 44Q (2980.203609 sec): 3 clusters Score: Raw -2104467.761162 + Penalty 1932.008120 = -2102535.753042 nChanged 31 SP:Iteration 45Q (2980.284989 sec): 3 clusters Score: Raw -2104472.048761 + Penalty 1932.008120 = -2102540.040641 nChanged 30 SP:Iteration 46Q (2980.360220 sec): 3 clusters Score: Raw -2104476.324912 + Penalty 1932.008120 = -2102544.316792 nChanged 35 SP:Iteration 47Q (2980.442019 sec): 3 clusters Score: Raw -2104481.655495 + Penalty 1932.008120 = -2102549.647375 nChanged 33 SP:Iteration 48Q (2980.514147 sec): 3 clusters Score: Raw -2104486.313570 + Penalty 1932.008120 = -2102554.305451 nChanged 36 SP:Iteration 49Q (2980.590060 sec): 3 clusters Score: Raw -2104491.611180 + Penalty 1932.008120 = -2102559.603061 nChanged 39 SP:Iteration 50Q (2980.673850 sec): 3 clusters Score: Raw -2104497.137196 + Penalty 1932.008120 = -2102565.129076 nChanged 42 SP:Iteration 51Q (2980.736935 sec): 3 clusters Score: Raw -2104502.840413 + Penalty 1932.008120 = -2102570.832293 nChanged 41 SP:Iteration 52Q (2980.810941 sec): 3 clusters Score: Raw -2104507.994695 + Penalty 1932.008120 = -2102575.986576 nChanged 38 SP:Iteration 53Q (2980.898385 sec): 3 clusters Score: Raw -2104514.822339 + Penalty 1932.008120 = -2102582.814219 nChanged 42 SP:Iteration 54Q (2980.965187 sec): 3 clusters Score: Raw -2104522.103402 + Penalty 1932.008120 = -2102590.095283 nChanged 34 SP:Iteration 55Q (2981.042078 sec): 3 clusters Score: Raw -2104527.017618 + Penalty 1932.008120 = -2102595.009498 nChanged 42 SP:Iteration 56Q (2981.130661 sec): 3 clusters Score: Raw -2104533.459041 + Penalty 1932.008120 = -2102601.450922 nChanged 44 SP:Iteration 57Q (2981.213047 sec): 3 clusters Score: Raw -2104540.601327 + Penalty 1932.008120 = -2102608.593208 nChanged 43 SP:Iteration 58Q (2981.278665 sec): 3 clusters Score: Raw -2104548.361386 + Penalty 1932.008120 = -2102616.353266 nChanged 33 SP:Iteration 59Q (2981.356620 sec): 3 clusters Score: Raw -2104553.225356 + Penalty 1932.008120 = -2102621.217237 nChanged 36 SP:Iteration 60F (2981.433210 sec): 3 clusters Score: Raw -2104558.351839 + Penalty 1932.008120 = -2102626.343719 nChanged 36 SP:Iteration 61Q (2981.515485 sec): 3 clusters Score: Raw -2104564.383228 + Penalty 1932.008120 = -2102632.375108 nChanged 39 SP:Iteration 62Q (2981.606482 sec): 3 clusters Score: Raw -2104571.170702 + Penalty 1932.008120 = -2102639.162582 nChanged 41 SP:Iteration 63Q (2981.687163 sec): 3 clusters Score: Raw -2104578.923866 + Penalty 1932.008120 = -2102646.915746 nChanged 41 SP:Iteration 64Q (2981.772160 sec): 3 clusters Score: Raw -2104586.702510 + Penalty 1932.008120 = -2102654.694391 nChanged 36 SP:Iteration 65Q (2981.854865 sec): 3 clusters Score: Raw -2104592.854489 + Penalty 1932.008120 = -2102660.846369 nChanged 27 SP:Iteration 66Q (2981.937163 sec): 3 clusters Score: Raw -2104597.502540 + Penalty 1932.008120 = -2102665.494420 nChanged 33 SP:Iteration 67Q (2982.015380 sec): 3 clusters Score: Raw -2104603.036964 + Penalty 1932.008120 = -2102671.028844 nChanged 29 SP:Iteration 68Q (2982.093303 sec): 3 clusters Score: Raw -2104607.344462 + Penalty 1932.008120 = -2102675.336342 nChanged 18 SP:Iteration 69Q (2982.168605 sec): 3 clusters Score: Raw -2104610.321818 + Penalty 1932.008120 = -2102678.313699 nChanged 35 SP:Iteration 70Q (2982.242212 sec): 3 clusters Score: Raw -2104615.630574 + Penalty 1932.008120 = -2102683.622454 nChanged 24 SP:Iteration 71Q (2982.317176 sec): 3 clusters Score: Raw -2104619.497198 + Penalty 1932.008120 = -2102687.489078 nChanged 28 SP:Iteration 72Q (2982.390972 sec): 3 clusters Score: Raw -2104623.554530 + Penalty 1932.008120 = -2102691.546410 nChanged 17 SP:Iteration 73Q (2982.458762 sec): 3 clusters Score: Raw -2104625.872171 + Penalty 1932.008120 = -2102693.864052 nChanged 20 SP:Iteration 74Q (2982.534894 sec): 3 clusters Score: Raw -2104628.571438 + Penalty 1932.008120 = -2102696.563318 nChanged 15 SP:Iteration 75Q (2982.616044 sec): 3 clusters Score: Raw -2104631.146730 + Penalty 1932.008120 = -2102699.138611 nChanged 21 SP:Iteration 76Q (2982.691930 sec): 3 clusters Score: Raw -2104634.939453 + Penalty 1932.008120 = -2102702.931333 nChanged 20 SP:Iteration 77Q (2982.776663 sec): 3 clusters Score: Raw -2104638.458539 + Penalty 1932.008120 = -2102706.450419 nChanged 23 SP:Iteration 78Q (2982.857677 sec): 3 clusters Score: Raw -2104642.949546 + Penalty 1932.008120 = -2102710.941426 nChanged 27 SP:Iteration 79Q (2982.939000 sec): 3 clusters Score: Raw -2104647.597682 + Penalty 1932.008120 = -2102715.589562 nChanged 25 SP:Iteration 80F (2983.024068 sec): 3 clusters Score: Raw -2104652.414059 + Penalty 1932.008120 = -2102720.405939 nChanged 30 SP:Iteration 81Q (2983.105018 sec): 3 clusters Score: Raw -2104660.105442 + Penalty 1932.008120 = -2102728.097322 nChanged 37 SP:Iteration 82Q (2983.184518 sec): 3 clusters Score: Raw -2104668.513988 + Penalty 1932.008120 = -2102736.505868 nChanged 37 SP:Iteration 83Q (2983.265132 sec): 3 clusters Score: Raw -2104676.969203 + Penalty 1932.008120 = -2102744.961083 nChanged 43 SP:Iteration 84Q (2983.338985 sec): 3 clusters Score: Raw -2104688.222806 + Penalty 1932.008120 = -2102756.214687 nChanged 47 SP:Iteration 85Q (2983.427135 sec): 3 clusters Score: Raw -2104702.447871 + Penalty 1932.008120 = -2102770.439751 nChanged 44 SP:Iteration 86Q (2983.492451 sec): 3 clusters Score: Raw -2104713.746120 + Penalty 1932.008120 = -2102781.738001 nChanged 33 SP:Iteration 87Q (2983.566636 sec): 3 clusters Score: Raw -2104722.261696 + Penalty 1932.008120 = -2102790.253576 nChanged 26 SP:Iteration 88Q (2983.654115 sec): 3 clusters Score: Raw -2104728.739200 + Penalty 1932.008120 = -2102796.731081 nChanged 32 SP:Iteration 89Q (2983.733591 sec): 3 clusters Score: Raw -2104737.228890 + Penalty 1932.008120 = -2102805.220771 nChanged 26 SP:Iteration 90Q (2983.814734 sec): 3 clusters Score: Raw -2104742.805108 + Penalty 1932.008120 = -2102810.796988 nChanged 26 SP:Iteration 91Q (2983.892327 sec): 3 clusters Score: Raw -2104749.597286 + Penalty 1932.008120 = -2102817.589166 nChanged 28 SP:Iteration 92Q (2983.966170 sec): 3 clusters Score: Raw -2104754.757585 + Penalty 1932.008120 = -2102822.749466 nChanged 20 SP:Iteration 93Q (2984.047143 sec): 3 clusters Score: Raw -2104760.185408 + Penalty 1932.008120 = -2102828.177288 nChanged 19 SP:Iteration 94Q (2984.116647 sec): 3 clusters Score: Raw -2104764.620047 + Penalty 1932.008120 = -2102832.611927 nChanged 24 SP:Iteration 95Q (2984.198982 sec): 3 clusters Score: Raw -2104770.824106 + Penalty 1932.008120 = -2102838.815986 nChanged 20 SP:Iteration 96Q (2984.275001 sec): 3 clusters Score: Raw -2104774.774004 + Penalty 1932.008120 = -2102842.765885 nChanged 15 SP:Iteration 97Q (2984.346855 sec): 3 clusters Score: Raw -2104777.548406 + Penalty 1932.008120 = -2102845.540287 nChanged 15 SP:Iteration 98Q (2984.423350 sec): 3 clusters Score: Raw -2104780.321068 + Penalty 1932.008120 = -2102848.312949 nChanged 11 SP:Iteration 99Q (2984.494264 sec): 3 clusters Score: Raw -2104782.212098 + Penalty 1932.008120 = -2102850.203978 nChanged 10 SP:Iteration 100F (2984.576356 sec): 3 clusters Score: Raw -2104783.831998 + Penalty 1932.008120 = -2102851.823878 nChanged 10 SP:Iteration 101Q (2984.653713 sec): 3 clusters Score: Raw -2104786.009437 + Penalty 1932.008120 = -2102854.001317 nChanged 3 SP:Iteration 102Q (2984.724311 sec): 3 clusters Score: Raw -2104786.324627 + Penalty 1932.008120 = -2102854.316507 nChanged 2 SP:Iteration 103Q (2984.807681 sec): 3 clusters Score: Raw -2104786.541711 + Penalty 1932.008120 = -2102854.533592 nChanged 6 SP:Iteration 104Q (2984.885924 sec): 3 clusters Score: Raw -2104787.231306 + Penalty 1932.008120 = -2102855.223186 nChanged 7 SP:Iteration 105Q (2984.951180 sec): 3 clusters Score: Raw -2104788.297305 + Penalty 1932.008120 = -2102856.289186 nChanged 11 SP:Iteration 106Q (2985.025107 sec): 3 clusters Score: Raw -2104790.218030 + Penalty 1932.008120 = -2102858.209911 nChanged 6 SP:Iteration 107Q (2985.111430 sec): 3 clusters Score: Raw -2104791.239403 + Penalty 1932.008120 = -2102859.231283 nChanged 6 SP:Iteration 108Q (2985.182727 sec): 3 clusters Score: Raw -2104792.134149 + Penalty 1932.008120 = -2102860.126029 nChanged 5 SP:Iteration 109Q (2985.261187 sec): 3 clusters Score: Raw -2104792.901846 + Penalty 1932.008120 = -2102860.893727 nChanged 7 SP:Iteration 110Q (2985.336966 sec): 3 clusters Score: Raw -2104794.072864 + Penalty 1932.008120 = -2102862.064744 nChanged 6 SP:Iteration 111Q (2985.410853 sec): 3 clusters Score: Raw -2104795.720902 + Penalty 1932.008120 = -2102863.712782 nChanged 8 SP:Iteration 112Q (2985.484066 sec): 3 clusters Score: Raw -2104797.366781 + Penalty 1932.008120 = -2102865.358662 nChanged 12 SP:Iteration 113Q (2985.559577 sec): 3 clusters Score: Raw -2104799.117354 + Penalty 1932.008120 = -2102867.109235 nChanged 8 SP:Iteration 114Q (2985.630013 sec): 3 clusters Score: Raw -2104801.159413 + Penalty 1932.008120 = -2102869.151293 nChanged 8 SP:Iteration 115Q (2985.708880 sec): 3 clusters Score: Raw -2104802.718335 + Penalty 1932.008120 = -2102870.710215 nChanged 3 SP:Iteration 116Q (2985.776142 sec): 3 clusters Score: Raw -2104803.187309 + Penalty 1932.008120 = -2102871.179189 nChanged 2 SP:Iteration 117Q (2985.864358 sec): 3 clusters Score: Raw -2104803.480488 + Penalty 1932.008120 = -2102871.472368 nChanged 1 SP:Iteration 118Q (2985.943242 sec): 3 clusters Score: Raw -2104803.692019 + Penalty 1932.008120 = -2102871.683899 nChanged 0 SP:Iteration 119F (2986.028655 sec): 3 clusters Score: Raw -2104803.692019 + Penalty 1932.008120 = -2102871.683899 nChanged 0 Trying to split cluster 14 (60778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2986.114582 sec): 2 clusters Score: Raw -5202526.854249 + Penalty 1046.423400 = -5201480.430849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2986.244733 sec): 3 clusters Score: Raw -5162802.594360 + Penalty 2092.846800 = -5160709.747560 nChanged 29163 SP:Iteration 1F (2986.360306 sec): 3 clusters Score: Raw -5180669.024642 + Penalty 2092.846800 = -5178576.177842 nChanged 2507 SP:Iteration 2Q (2986.499870 sec): 3 clusters Score: Raw -5181472.706369 + Penalty 2092.846800 = -5179379.859569 nChanged 2595 SP:Iteration 3Q (2986.631174 sec): 3 clusters Score: Raw -5182446.068297 + Penalty 2092.846800 = -5180353.221496 nChanged 2812 SP:Iteration 4Q (2986.775965 sec): 3 clusters Score: Raw -5183728.077908 + Penalty 2092.846800 = -5181635.231108 nChanged 3102 SP:Iteration 5F (2986.894525 sec): 3 clusters Score: Raw -5185473.533822 + Penalty 2092.846800 = -5183380.687021 nChanged 3366 SP:Iteration 6F (2987.021670 sec): 3 clusters Score: Raw -5187802.492149 + Penalty 2092.846800 = -5185709.645349 nChanged 3481 SP:Iteration 7F (2987.137980 sec): 3 clusters Score: Raw -5190370.389060 + Penalty 2092.846800 = -5188277.542260 nChanged 3125 SP:Iteration 8F (2987.264830 sec): 3 clusters Score: Raw -5192231.134048 + Penalty 2092.846800 = -5190138.287247 nChanged 2307 SP:Iteration 9Q (2987.396424 sec): 3 clusters Score: Raw -5193185.784912 + Penalty 2092.846800 = -5191092.938111 nChanged 1480 SP:Iteration 10Q (2987.518677 sec): 3 clusters Score: Raw -5193668.639031 + Penalty 2092.846800 = -5191575.792230 nChanged 1127 SP:Iteration 11Q (2987.647780 sec): 3 clusters Score: Raw -5194022.598430 + Penalty 2092.846800 = -5191929.751630 nChanged 1021 SP:Iteration 12Q (2987.770150 sec): 3 clusters Score: Raw -5194343.705738 + Penalty 2092.846800 = -5192250.858937 nChanged 1015 SP:Iteration 13Q (2987.904579 sec): 3 clusters Score: Raw -5194666.416422 + Penalty 2092.846800 = -5192573.569621 nChanged 1015 SP:Iteration 14Q (2988.033040 sec): 3 clusters Score: Raw -5194987.420778 + Penalty 2092.846800 = -5192894.573978 nChanged 1070 SP:Iteration 15Q (2988.151489 sec): 3 clusters Score: Raw -5195344.811886 + Penalty 2092.846800 = -5193251.965086 nChanged 1075 SP:Iteration 16Q (2988.276530 sec): 3 clusters Score: Raw -5195718.794287 + Penalty 2092.846800 = -5193625.947486 nChanged 1104 SP:Iteration 17Q (2988.397472 sec): 3 clusters Score: Raw -5196108.440804 + Penalty 2092.846800 = -5194015.594003 nChanged 1139 SP:Iteration 18Q (2988.513489 sec): 3 clusters Score: Raw -5196537.727476 + Penalty 2092.846800 = -5194444.880675 nChanged 1165 SP:Iteration 19Q (2988.641366 sec): 3 clusters Score: Raw -5197014.967781 + Penalty 2092.846800 = -5194922.120981 nChanged 1139 SP:Iteration 20F (2988.763782 sec): 3 clusters Score: Raw -5197510.954296 + Penalty 2092.846800 = -5195418.107495 nChanged 1151 SP:Iteration 21Q (2988.871825 sec): 3 clusters Score: Raw -5198040.340521 + Penalty 2092.846800 = -5195947.493721 nChanged 1080 SP:Iteration 22Q (2988.988263 sec): 3 clusters Score: Raw -5198547.856914 + Penalty 2092.846800 = -5196455.010113 nChanged 1038 SP:Iteration 23Q (2989.097722 sec): 3 clusters Score: Raw -5199058.218596 + Penalty 2092.846800 = -5196965.371795 nChanged 1003 SP:Iteration 24Q (2989.208906 sec): 3 clusters Score: Raw -5199569.505267 + Penalty 2092.846800 = -5197476.658466 nChanged 900 SP:Iteration 25Q (2989.318246 sec): 3 clusters Score: Raw -5200027.626775 + Penalty 2092.846800 = -5197934.779974 nChanged 795 SP:Iteration 26Q (2989.435999 sec): 3 clusters Score: Raw -5200448.237003 + Penalty 2092.846800 = -5198355.390203 nChanged 732 SP:Iteration 27Q (2989.539291 sec): 3 clusters Score: Raw -5200839.097527 + Penalty 2092.846800 = -5198746.250727 nChanged 653 SP:Iteration 28Q (2989.655568 sec): 3 clusters Score: Raw -5201210.540629 + Penalty 2092.846800 = -5199117.693828 nChanged 546 SP:Iteration 29Q (2989.767583 sec): 3 clusters Score: Raw -5201534.025581 + Penalty 2092.846800 = -5199441.178780 nChanged 451 SP:Iteration 30Q (2989.872609 sec): 3 clusters Score: Raw -5201785.847560 + Penalty 2092.846800 = -5199693.000759 nChanged 364 SP:Iteration 31Q (2989.985272 sec): 3 clusters Score: Raw -5201986.003849 + Penalty 2092.846800 = -5199893.157049 nChanged 287 SP:Iteration 32Q (2990.099335 sec): 3 clusters Score: Raw -5202141.674898 + Penalty 2092.846800 = -5200048.828097 nChanged 225 SP:Iteration 33Q (2990.204908 sec): 3 clusters Score: Raw -5202267.478960 + Penalty 2092.846800 = -5200174.632160 nChanged 201 SP:Iteration 34Q (2990.320122 sec): 3 clusters Score: Raw -5202375.847986 + Penalty 2092.846800 = -5200283.001185 nChanged 147 SP:Iteration 35Q (2990.425910 sec): 3 clusters Score: Raw -5202445.078599 + Penalty 2092.846800 = -5200352.231798 nChanged 108 SP:Iteration 36Q (2990.533530 sec): 3 clusters Score: Raw -5202503.671553 + Penalty 2092.846800 = -5200410.824753 nChanged 83 SP:Iteration 37Q (2990.635275 sec): 3 clusters Score: Raw -5202547.963649 + Penalty 2092.846800 = -5200455.116848 nChanged 63 SP:Iteration 38Q (2990.749630 sec): 3 clusters Score: Raw -5202576.466374 + Penalty 2092.846800 = -5200483.619574 nChanged 43 SP:Iteration 39Q (2990.857770 sec): 3 clusters Score: Raw -5202595.049130 + Penalty 2092.846800 = -5200502.202329 nChanged 36 SP:Iteration 40F (2990.979237 sec): 3 clusters Score: Raw -5202611.827571 + Penalty 2092.846800 = -5200518.980771 nChanged 36 SP:Iteration 41Q (2991.085766 sec): 3 clusters Score: Raw -5202629.832459 + Penalty 2092.846800 = -5200536.985659 nChanged 31 SP:Iteration 42Q (2991.180244 sec): 3 clusters Score: Raw -5202645.696216 + Penalty 2092.846800 = -5200552.849415 nChanged 28 SP:Iteration 43Q (2991.285287 sec): 3 clusters Score: Raw -5202659.158079 + Penalty 2092.846800 = -5200566.311279 nChanged 24 SP:Iteration 44Q (2991.386697 sec): 3 clusters Score: Raw -5202670.211542 + Penalty 2092.846800 = -5200577.364742 nChanged 15 SP:Iteration 45Q (2991.497206 sec): 3 clusters Score: Raw -5202676.707844 + Penalty 2092.846800 = -5200583.861043 nChanged 9 SP:Iteration 46Q (2991.597940 sec): 3 clusters Score: Raw -5202681.211420 + Penalty 2092.846800 = -5200588.364620 nChanged 14 SP:Iteration 47Q (2991.707512 sec): 3 clusters Score: Raw -5202687.768057 + Penalty 2092.846800 = -5200594.921257 nChanged 16 SP:Iteration 48Q (2991.817651 sec): 3 clusters Score: Raw -5202693.669365 + Penalty 2092.846800 = -5200600.822564 nChanged 9 SP:Iteration 49Q (2991.919174 sec): 3 clusters Score: Raw -5202697.114605 + Penalty 2092.846800 = -5200604.267804 nChanged 14 SP:Iteration 50Q (2992.024890 sec): 3 clusters Score: Raw -5202702.770655 + Penalty 2092.846800 = -5200609.923855 nChanged 6 SP:Iteration 51Q (2992.143589 sec): 3 clusters Score: Raw -5202705.863327 + Penalty 2092.846800 = -5200613.016526 nChanged 11 SP:Iteration 52Q (2992.254796 sec): 3 clusters Score: Raw -5202710.937511 + Penalty 2092.846800 = -5200618.090710 nChanged 7 SP:Iteration 53Q (2992.358874 sec): 3 clusters Score: Raw -5202714.478358 + Penalty 2092.846800 = -5200621.631558 nChanged 8 SP:Iteration 54Q (2992.464390 sec): 3 clusters Score: Raw -5202717.468075 + Penalty 2092.846800 = -5200624.621274 nChanged 4 SP:Iteration 55Q (2992.576624 sec): 3 clusters Score: Raw -5202719.097314 + Penalty 2092.846800 = -5200626.250514 nChanged 3 SP:Iteration 56Q (2992.689032 sec): 3 clusters Score: Raw -5202722.025778 + Penalty 2092.846800 = -5200629.178978 nChanged 4 SP:Iteration 57Q (2992.798053 sec): 3 clusters Score: Raw -5202723.651343 + Penalty 2092.846800 = -5200630.804542 nChanged 3 SP:Iteration 58Q (2992.899011 sec): 3 clusters Score: Raw -5202724.997084 + Penalty 2092.846800 = -5200632.150283 nChanged 0 SP:Iteration 59F (2993.032180 sec): 3 clusters Score: Raw -5202724.997084 + Penalty 2092.846800 = -5200632.150283 nChanged 0 Trying to split cluster 15 (10076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2993.070583 sec): 2 clusters Score: Raw -903282.391901 + Penalty 875.701606 = -902406.690295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2993.118688 sec): 3 clusters Score: Raw -897309.419248 + Penalty 1751.403211 = -895558.016037 nChanged 4552 SP:Iteration 1F (2993.182490 sec): 3 clusters Score: Raw -900256.172249 + Penalty 1751.403211 = -898504.769038 nChanged 775 SP:Iteration 2F (2993.236482 sec): 3 clusters Score: Raw -900780.098135 + Penalty 1751.403211 = -899028.694924 nChanged 728 SP:Iteration 3F (2993.296787 sec): 3 clusters Score: Raw -901282.130707 + Penalty 1751.403211 = -899530.727496 nChanged 664 SP:Iteration 4F (2993.353155 sec): 3 clusters Score: Raw -901702.815551 + Penalty 1751.403211 = -899951.412340 nChanged 576 SP:Iteration 5F (2993.407002 sec): 3 clusters Score: Raw -902091.937542 + Penalty 1751.403211 = -900340.534330 nChanged 498 SP:Iteration 6Q (2993.465648 sec): 3 clusters Score: Raw -902435.099452 + Penalty 1751.403211 = -900683.696241 nChanged 432 SP:Iteration 7Q (2993.513938 sec): 3 clusters Score: Raw -902661.592316 + Penalty 1751.403211 = -900910.189105 nChanged 288 SP:Iteration 8Q (2993.578841 sec): 3 clusters Score: Raw -902780.654951 + Penalty 1751.403211 = -901029.251740 nChanged 222 SP:Iteration 9Q (2993.624854 sec): 3 clusters Score: Raw -902866.129909 + Penalty 1751.403211 = -901114.726698 nChanged 191 SP:Iteration 10Q (2993.680742 sec): 3 clusters Score: Raw -902951.260204 + Penalty 1751.403211 = -901199.856993 nChanged 180 SP:Iteration 11Q (2993.747507 sec): 3 clusters Score: Raw -903030.114987 + Penalty 1751.403211 = -901278.711776 nChanged 173 SP:Iteration 12Q (2993.795876 sec): 3 clusters Score: Raw -903104.800480 + Penalty 1751.403211 = -901353.397269 nChanged 145 SP:Iteration 13Q (2993.854802 sec): 3 clusters Score: Raw -903172.569710 + Penalty 1751.403211 = -901421.166498 nChanged 140 SP:Iteration 14Q (2993.900602 sec): 3 clusters Score: Raw -903226.494522 + Penalty 1751.403211 = -901475.091311 nChanged 132 SP:Iteration 15Q (2993.965713 sec): 3 clusters Score: Raw -903278.657905 + Penalty 1751.403211 = -901527.254693 nChanged 123 SP:Iteration 16Q (2994.017045 sec): 3 clusters Score: Raw -903329.398019 + Penalty 1751.403211 = -901577.994808 nChanged 121 SP:Iteration 17Q (2994.081250 sec): 3 clusters Score: Raw -903376.088622 + Penalty 1751.403211 = -901624.685411 nChanged 100 SP:Iteration 18Q (2994.128924 sec): 3 clusters Score: Raw -903418.387390 + Penalty 1751.403211 = -901666.984178 nChanged 111 SP:Iteration 19Q (2994.181178 sec): 3 clusters Score: Raw -903460.476781 + Penalty 1751.403211 = -901709.073570 nChanged 99 SP:Iteration 20F (2994.242875 sec): 3 clusters Score: Raw -903494.096380 + Penalty 1751.403211 = -901742.693169 nChanged 84 SP:Iteration 21Q (2994.302344 sec): 3 clusters Score: Raw -903519.613856 + Penalty 1751.403211 = -901768.210645 nChanged 72 SP:Iteration 22Q (2994.362330 sec): 3 clusters Score: Raw -903542.154055 + Penalty 1751.403211 = -901790.750844 nChanged 63 SP:Iteration 23Q (2994.411417 sec): 3 clusters Score: Raw -903561.211259 + Penalty 1751.403211 = -901809.808047 nChanged 69 SP:Iteration 24Q (2994.469311 sec): 3 clusters Score: Raw -903581.592567 + Penalty 1751.403211 = -901830.189356 nChanged 57 SP:Iteration 25Q (2994.533490 sec): 3 clusters Score: Raw -903596.508246 + Penalty 1751.403211 = -901845.105035 nChanged 45 SP:Iteration 26Q (2994.588253 sec): 3 clusters Score: Raw -903608.346334 + Penalty 1751.403211 = -901856.943122 nChanged 45 SP:Iteration 27Q (2994.647882 sec): 3 clusters Score: Raw -903624.411620 + Penalty 1751.403211 = -901873.008409 nChanged 40 SP:Iteration 28Q (2994.704538 sec): 3 clusters Score: Raw -903635.390969 + Penalty 1751.403211 = -901883.987758 nChanged 37 SP:Iteration 29Q (2994.755306 sec): 3 clusters Score: Raw -903643.961843 + Penalty 1751.403211 = -901892.558632 nChanged 40 SP:Iteration 30Q (2994.811102 sec): 3 clusters Score: Raw -903652.243371 + Penalty 1751.403211 = -901900.840159 nChanged 34 SP:Iteration 31Q (2994.866790 sec): 3 clusters Score: Raw -903659.173827 + Penalty 1751.403211 = -901907.770616 nChanged 26 SP:Iteration 32Q (2994.927743 sec): 3 clusters Score: Raw -903663.759845 + Penalty 1751.403211 = -901912.356634 nChanged 20 SP:Iteration 33Q (2994.988683 sec): 3 clusters Score: Raw -903667.117647 + Penalty 1751.403211 = -901915.714436 nChanged 19 SP:Iteration 34Q (2995.037931 sec): 3 clusters Score: Raw -903670.893805 + Penalty 1751.403211 = -901919.490593 nChanged 16 SP:Iteration 35Q (2995.101282 sec): 3 clusters Score: Raw -903675.205030 + Penalty 1751.403211 = -901923.801819 nChanged 16 SP:Iteration 36Q (2995.154116 sec): 3 clusters Score: Raw -903678.307632 + Penalty 1751.403211 = -901926.904421 nChanged 22 SP:Iteration 37Q (2995.212389 sec): 3 clusters Score: Raw -903683.093765 + Penalty 1751.403211 = -901931.690553 nChanged 21 SP:Iteration 38Q (2995.277065 sec): 3 clusters Score: Raw -903687.561284 + Penalty 1751.403211 = -901936.158073 nChanged 22 SP:Iteration 39Q (2995.334669 sec): 3 clusters Score: Raw -903692.275661 + Penalty 1751.403211 = -901940.872450 nChanged 17 SP:Iteration 40F (2995.384751 sec): 3 clusters Score: Raw -903696.531895 + Penalty 1751.403211 = -901945.128684 nChanged 19 SP:Iteration 41Q (2995.439599 sec): 3 clusters Score: Raw -903699.635858 + Penalty 1751.403211 = -901948.232646 nChanged 21 SP:Iteration 42Q (2995.480298 sec): 3 clusters Score: Raw -903704.022080 + Penalty 1751.403211 = -901952.618869 nChanged 22 SP:Iteration 43Q (2995.535474 sec): 3 clusters Score: Raw -903708.727870 + Penalty 1751.403211 = -901957.324659 nChanged 22 SP:Iteration 44Q (2995.592225 sec): 3 clusters Score: Raw -903714.007640 + Penalty 1751.403211 = -901962.604429 nChanged 21 SP:Iteration 45Q (2995.644222 sec): 3 clusters Score: Raw -903719.390319 + Penalty 1751.403211 = -901967.987108 nChanged 29 SP:Iteration 46Q (2995.700537 sec): 3 clusters Score: Raw -903727.096488 + Penalty 1751.403211 = -901975.693277 nChanged 21 SP:Iteration 47Q (2995.751216 sec): 3 clusters Score: Raw -903733.620261 + Penalty 1751.403211 = -901982.217050 nChanged 26 SP:Iteration 48Q (2995.805786 sec): 3 clusters Score: Raw -903741.554087 + Penalty 1751.403211 = -901990.150876 nChanged 29 SP:Iteration 49Q (2995.865396 sec): 3 clusters Score: Raw -903750.191340 + Penalty 1751.403211 = -901998.788129 nChanged 29 SP:Iteration 50Q (2995.906783 sec): 3 clusters Score: Raw -903757.380191 + Penalty 1751.403211 = -902005.976980 nChanged 23 SP:Iteration 51Q (2995.960666 sec): 3 clusters Score: Raw -903762.536751 + Penalty 1751.403211 = -902011.133540 nChanged 23 SP:Iteration 52Q (2996.012175 sec): 3 clusters Score: Raw -903767.045299 + Penalty 1751.403211 = -902015.642088 nChanged 19 SP:Iteration 53Q (2996.079178 sec): 3 clusters Score: Raw -903772.487571 + Penalty 1751.403211 = -902021.084360 nChanged 16 SP:Iteration 54Q (2996.124706 sec): 3 clusters Score: Raw -903777.743897 + Penalty 1751.403211 = -902026.340686 nChanged 21 SP:Iteration 55Q (2996.178907 sec): 3 clusters Score: Raw -903784.783728 + Penalty 1751.403211 = -902033.380517 nChanged 18 SP:Iteration 56Q (2996.232488 sec): 3 clusters Score: Raw -903789.605931 + Penalty 1751.403211 = -902038.202720 nChanged 17 SP:Iteration 57Q (2996.286029 sec): 3 clusters Score: Raw -903795.251937 + Penalty 1751.403211 = -902043.848726 nChanged 18 SP:Iteration 58Q (2996.348426 sec): 3 clusters Score: Raw -903799.259358 + Penalty 1751.403211 = -902047.856147 nChanged 13 SP:Iteration 59Q (2996.399931 sec): 3 clusters Score: Raw -903802.229491 + Penalty 1751.403211 = -902050.826280 nChanged 9 SP:Iteration 60F (2996.452134 sec): 3 clusters Score: Raw -903803.837158 + Penalty 1751.403211 = -902052.433946 nChanged 7 SP:Iteration 61Q (2996.508108 sec): 3 clusters Score: Raw -903804.896857 + Penalty 1751.403211 = -902053.493646 nChanged 8 SP:Iteration 62Q (2996.573962 sec): 3 clusters Score: Raw -903806.029447 + Penalty 1751.403211 = -902054.626236 nChanged 6 SP:Iteration 63Q (2996.616601 sec): 3 clusters Score: Raw -903807.070807 + Penalty 1751.403211 = -902055.667596 nChanged 3 SP:Iteration 64Q (2996.672173 sec): 3 clusters Score: Raw -903807.519103 + Penalty 1751.403211 = -902056.115892 nChanged 3 SP:Iteration 65Q (2996.736307 sec): 3 clusters Score: Raw -903807.980034 + Penalty 1751.403211 = -902056.576823 nChanged 4 SP:Iteration 66Q (2996.785491 sec): 3 clusters Score: Raw -903808.585290 + Penalty 1751.403211 = -902057.182079 nChanged 1 SP:Iteration 67Q (2996.840979 sec): 3 clusters Score: Raw -903808.652383 + Penalty 1751.403211 = -902057.249172 nChanged 0 SP:Iteration 68F (2996.910081 sec): 3 clusters Score: Raw -903808.652383 + Penalty 1751.403211 = -902057.249172 nChanged 0 Trying to split cluster 16 (5885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2996.929895 sec): 2 clusters Score: Raw -488909.872532 + Penalty 824.615392 = -488085.257140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2996.987586 sec): 3 clusters Score: Raw -485579.728295 + Penalty 1649.230784 = -483930.497511 nChanged 2543 SP:Iteration 1F (2997.042768 sec): 3 clusters Score: Raw -487040.266895 + Penalty 1649.230784 = -485391.036111 nChanged 413 SP:Iteration 2F (2997.088730 sec): 3 clusters Score: Raw -487331.118532 + Penalty 1649.230784 = -485681.887748 nChanged 409 SP:Iteration 3F (2997.137941 sec): 3 clusters Score: Raw -487632.391538 + Penalty 1649.230784 = -485983.160754 nChanged 361 SP:Iteration 4F (2997.192893 sec): 3 clusters Score: Raw -487964.154332 + Penalty 1649.230784 = -486314.923548 nChanged 377 SP:Iteration 5F (2997.243526 sec): 3 clusters Score: Raw -488251.634965 + Penalty 1649.230784 = -486602.404181 nChanged 305 SP:Iteration 6F (2997.289329 sec): 3 clusters Score: Raw -488447.325920 + Penalty 1649.230784 = -486798.095136 nChanged 251 SP:Iteration 7Q (2997.340350 sec): 3 clusters Score: Raw -488577.818078 + Penalty 1649.230784 = -486928.587294 nChanged 185 SP:Iteration 8Q (2997.395752 sec): 3 clusters Score: Raw -488671.339007 + Penalty 1649.230784 = -487022.108223 nChanged 168 SP:Iteration 9Q (2997.455741 sec): 3 clusters Score: Raw -488747.018855 + Penalty 1649.230784 = -487097.788071 nChanged 143 SP:Iteration 10Q (2997.506519 sec): 3 clusters Score: Raw -488804.093644 + Penalty 1649.230784 = -487154.862861 nChanged 133 SP:Iteration 11Q (2997.560791 sec): 3 clusters Score: Raw -488863.201542 + Penalty 1649.230784 = -487213.970758 nChanged 126 SP:Iteration 12Q (2997.608989 sec): 3 clusters Score: Raw -488918.921421 + Penalty 1649.230784 = -487269.690637 nChanged 129 SP:Iteration 13Q (2997.653418 sec): 3 clusters Score: Raw -488983.627013 + Penalty 1649.230784 = -487334.396230 nChanged 117 SP:Iteration 14Q (2997.703044 sec): 3 clusters Score: Raw -489042.397276 + Penalty 1649.230784 = -487393.166493 nChanged 111 SP:Iteration 15Q (2997.756314 sec): 3 clusters Score: Raw -489099.043054 + Penalty 1649.230784 = -487449.812270 nChanged 101 SP:Iteration 16Q (2997.808386 sec): 3 clusters Score: Raw -489144.839154 + Penalty 1649.230784 = -487495.608370 nChanged 98 SP:Iteration 17Q (2997.866389 sec): 3 clusters Score: Raw -489188.624557 + Penalty 1649.230784 = -487539.393773 nChanged 83 SP:Iteration 18Q (2997.916403 sec): 3 clusters Score: Raw -489219.822818 + Penalty 1649.230784 = -487570.592034 nChanged 69 SP:Iteration 19Q (2997.967546 sec): 3 clusters Score: Raw -489244.686795 + Penalty 1649.230784 = -487595.456011 nChanged 53 SP:Iteration 20F (2998.010256 sec): 3 clusters Score: Raw -489261.996162 + Penalty 1649.230784 = -487612.765379 nChanged 39 SP:Iteration 21Q (2998.059698 sec): 3 clusters Score: Raw -489272.735402 + Penalty 1649.230784 = -487623.504619 nChanged 36 SP:Iteration 22Q (2998.119102 sec): 3 clusters Score: Raw -489282.424497 + Penalty 1649.230784 = -487633.193713 nChanged 31 SP:Iteration 23Q (2998.165296 sec): 3 clusters Score: Raw -489291.273016 + Penalty 1649.230784 = -487642.042232 nChanged 29 SP:Iteration 24Q (2998.224424 sec): 3 clusters Score: Raw -489298.803810 + Penalty 1649.230784 = -487649.573026 nChanged 29 SP:Iteration 25Q (2998.276720 sec): 3 clusters Score: Raw -489306.431304 + Penalty 1649.230784 = -487657.200520 nChanged 22 SP:Iteration 26Q (2998.326361 sec): 3 clusters Score: Raw -489311.736866 + Penalty 1649.230784 = -487662.506083 nChanged 19 SP:Iteration 27Q (2998.377922 sec): 3 clusters Score: Raw -489316.993983 + Penalty 1649.230784 = -487667.763199 nChanged 25 SP:Iteration 28Q (2998.421834 sec): 3 clusters Score: Raw -489323.843350 + Penalty 1649.230784 = -487674.612567 nChanged 22 SP:Iteration 29Q (2998.475013 sec): 3 clusters Score: Raw -489328.894288 + Penalty 1649.230784 = -487679.663504 nChanged 20 SP:Iteration 30Q (2998.527309 sec): 3 clusters Score: Raw -489334.412008 + Penalty 1649.230784 = -487685.181224 nChanged 15 SP:Iteration 31Q (2998.586420 sec): 3 clusters Score: Raw -489338.265169 + Penalty 1649.230784 = -487689.034386 nChanged 17 SP:Iteration 32Q (2998.634753 sec): 3 clusters Score: Raw -489341.445410 + Penalty 1649.230784 = -487692.214626 nChanged 15 SP:Iteration 33Q (2998.688586 sec): 3 clusters Score: Raw -489344.561964 + Penalty 1649.230784 = -487695.331181 nChanged 9 SP:Iteration 34Q (2998.744518 sec): 3 clusters Score: Raw -489346.818258 + Penalty 1649.230784 = -487697.587474 nChanged 13 SP:Iteration 35Q (2998.800422 sec): 3 clusters Score: Raw -489349.950664 + Penalty 1649.230784 = -487700.719880 nChanged 13 SP:Iteration 36Q (2998.852511 sec): 3 clusters Score: Raw -489352.429185 + Penalty 1649.230784 = -487703.198401 nChanged 12 SP:Iteration 37Q (2998.908089 sec): 3 clusters Score: Raw -489354.722194 + Penalty 1649.230784 = -487705.491410 nChanged 10 SP:Iteration 38Q (2998.964928 sec): 3 clusters Score: Raw -489356.881390 + Penalty 1649.230784 = -487707.650607 nChanged 11 SP:Iteration 39Q (2999.018607 sec): 3 clusters Score: Raw -489359.020295 + Penalty 1649.230784 = -487709.789512 nChanged 11 SP:Iteration 40F (2999.066332 sec): 3 clusters Score: Raw -489361.371128 + Penalty 1649.230784 = -487712.140344 nChanged 6 SP:Iteration 41Q (2999.103645 sec): 3 clusters Score: Raw -489363.072167 + Penalty 1649.230784 = -487713.841383 nChanged 8 SP:Iteration 42Q (2999.163276 sec): 3 clusters Score: Raw -489364.935239 + Penalty 1649.230784 = -487715.704455 nChanged 8 SP:Iteration 43Q (2999.216134 sec): 3 clusters Score: Raw -489366.820736 + Penalty 1649.230784 = -487717.589952 nChanged 4 SP:Iteration 44Q (2999.259207 sec): 3 clusters Score: Raw -489367.580035 + Penalty 1649.230784 = -487718.349252 nChanged 4 SP:Iteration 45Q (2999.314903 sec): 3 clusters Score: Raw -489369.369811 + Penalty 1649.230784 = -487720.139027 nChanged 8 SP:Iteration 46Q (2999.365461 sec): 3 clusters Score: Raw -489372.891394 + Penalty 1649.230784 = -487723.660610 nChanged 14 SP:Iteration 47Q (2999.415118 sec): 3 clusters Score: Raw -489377.861065 + Penalty 1649.230784 = -487728.630281 nChanged 9 SP:Iteration 48Q (2999.462069 sec): 3 clusters Score: Raw -489380.466870 + Penalty 1649.230784 = -487731.236087 nChanged 10 SP:Iteration 49Q (2999.514297 sec): 3 clusters Score: Raw -489385.445369 + Penalty 1649.230784 = -487736.214585 nChanged 15 SP:Iteration 50Q (2999.563636 sec): 3 clusters Score: Raw -489394.962491 + Penalty 1649.230784 = -487745.731707 nChanged 19 SP:Iteration 51Q (2999.613192 sec): 3 clusters Score: Raw -489409.913490 + Penalty 1649.230784 = -487760.682706 nChanged 13 SP:Iteration 52Q (2999.664781 sec): 3 clusters Score: Raw -489420.922934 + Penalty 1649.230784 = -487771.692150 nChanged 15 SP:Iteration 53Q (2999.718394 sec): 3 clusters Score: Raw -489427.234747 + Penalty 1649.230784 = -487778.003963 nChanged 11 SP:Iteration 54Q (2999.770101 sec): 3 clusters Score: Raw -489433.151482 + Penalty 1649.230784 = -487783.920699 nChanged 7 SP:Iteration 55Q (2999.820640 sec): 3 clusters Score: Raw -489437.746635 + Penalty 1649.230784 = -487788.515851 nChanged 9 SP:Iteration 56Q (2999.867517 sec): 3 clusters Score: Raw -489443.743992 + Penalty 1649.230784 = -487794.513209 nChanged 14 SP:Iteration 57Q (2999.922401 sec): 3 clusters Score: Raw -489453.217176 + Penalty 1649.230784 = -487803.986393 nChanged 11 SP:Iteration 58Q (2999.973569 sec): 3 clusters Score: Raw -489464.482775 + Penalty 1649.230784 = -487815.251992 nChanged 19 SP:Iteration 59Q (3000.022282 sec): 3 clusters Score: Raw -489480.826810 + Penalty 1649.230784 = -487831.596027 nChanged 14 SP:Iteration 60F (3000.086965 sec): 3 clusters Score: Raw -489489.127639 + Penalty 1649.230784 = -487839.896855 nChanged 6 SP:Iteration 61Q (3000.132150 sec): 3 clusters Score: Raw -489492.269198 + Penalty 1649.230784 = -487843.038414 nChanged 4 SP:Iteration 62Q (3000.173852 sec): 3 clusters Score: Raw -489495.093696 + Penalty 1649.230784 = -487845.862912 nChanged 5 SP:Iteration 63Q (3000.225172 sec): 3 clusters Score: Raw -489496.558718 + Penalty 1649.230784 = -487847.327934 nChanged 3 SP:Iteration 64Q (3000.271617 sec): 3 clusters Score: Raw -489497.392242 + Penalty 1649.230784 = -487848.161458 nChanged 1 SP:Iteration 65Q (3000.334690 sec): 3 clusters Score: Raw -489498.486514 + Penalty 1649.230784 = -487849.255730 nChanged 5 SP:Iteration 66Q (3000.381178 sec): 3 clusters Score: Raw -489501.312570 + Penalty 1649.230784 = -487852.081786 nChanged 6 SP:Iteration 67Q (3000.431796 sec): 3 clusters Score: Raw -489503.668639 + Penalty 1649.230784 = -487854.437856 nChanged 10 SP:Iteration 68Q (3000.472890 sec): 3 clusters Score: Raw -489508.051937 + Penalty 1649.230784 = -487858.821153 nChanged 13 SP:Iteration 69Q (3000.521148 sec): 3 clusters Score: Raw -489515.616806 + Penalty 1649.230784 = -487866.386022 nChanged 6 SP:Iteration 70Q (3000.574190 sec): 3 clusters Score: Raw -489517.356750 + Penalty 1649.230784 = -487868.125966 nChanged 1 SP:Iteration 71Q (3000.625833 sec): 3 clusters Score: Raw -489517.485971 + Penalty 1649.230784 = -487868.255187 nChanged 0 SP:Iteration 72F (3000.688055 sec): 3 clusters Score: Raw -489517.485971 + Penalty 1649.230784 = -487868.255187 nChanged 0 Trying to split cluster 17 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3000.700630 sec): 2 clusters Score: Raw -48912.584180 + Penalty 612.644492 = -48299.939687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3000.742943 sec): 3 clusters Score: Raw -48816.836110 + Penalty 1225.288985 = -47591.547125 nChanged 215 SP:Iteration 1F (3000.785102 sec): 3 clusters Score: Raw -49196.988334 + Penalty 1225.288985 = -47971.699349 nChanged 81 SP:Iteration 2F (3000.828565 sec): 3 clusters Score: Raw -49311.855944 + Penalty 1225.288985 = -48086.566959 nChanged 39 SP:Iteration 3F (3000.860952 sec): 3 clusters Score: Raw -49370.308154 + Penalty 1225.288985 = -48145.019169 nChanged 18 SP:Iteration 4Q (3000.903500 sec): 3 clusters Score: Raw -49397.598940 + Penalty 1225.288985 = -48172.309955 nChanged 11 SP:Iteration 5Q (3000.941534 sec): 3 clusters Score: Raw -49413.702895 + Penalty 1225.288985 = -48188.413911 nChanged 6 SP:Iteration 6Q (3000.983864 sec): 3 clusters Score: Raw -49420.922285 + Penalty 1225.288985 = -48195.633300 nChanged 8 SP:Iteration 7Q (3001.032527 sec): 3 clusters Score: Raw -49436.622125 + Penalty 1225.288985 = -48211.333140 nChanged 9 SP:Iteration 8Q (3001.078915 sec): 3 clusters Score: Raw -49453.661808 + Penalty 1225.288985 = -48228.372823 nChanged 8 SP:Iteration 9Q (3001.106873 sec): 3 clusters Score: Raw -49468.370471 + Penalty 1225.288985 = -48243.081486 nChanged 3 SP:Iteration 10Q (3001.155031 sec): 3 clusters Score: Raw -49472.329338 + Penalty 1225.288985 = -48247.040353 nChanged 1 SP:Iteration 11Q (3001.201780 sec): 3 clusters Score: Raw -49473.109910 + Penalty 1225.288985 = -48247.820925 nChanged 0 SP:Iteration 12F (3001.240729 sec): 3 clusters Score: Raw -49473.109910 + Penalty 1225.288985 = -48247.820925 nChanged 0 Trying to split cluster 18 (1154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3001.269939 sec): 2 clusters Score: Raw -86738.268131 + Penalty 669.843997 = -86068.424134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3001.307666 sec): 3 clusters Score: Raw -86280.947371 + Penalty 1339.687995 = -84941.259376 nChanged 415 SP:Iteration 1F (3001.354768 sec): 3 clusters Score: Raw -86617.587242 + Penalty 1339.687995 = -85277.899247 nChanged 89 SP:Iteration 2F (3001.401745 sec): 3 clusters Score: Raw -86704.556314 + Penalty 1339.687995 = -85364.868319 nChanged 58 SP:Iteration 3F (3001.451653 sec): 3 clusters Score: Raw -86762.277138 + Penalty 1339.687995 = -85422.589143 nChanged 46 SP:Iteration 4Q (3001.501089 sec): 3 clusters Score: Raw -86812.307384 + Penalty 1339.687995 = -85472.619389 nChanged 42 SP:Iteration 5Q (3001.548027 sec): 3 clusters Score: Raw -86846.682231 + Penalty 1339.687995 = -85506.994236 nChanged 33 SP:Iteration 6Q (3001.590192 sec): 3 clusters Score: Raw -86874.814265 + Penalty 1339.687995 = -85535.126271 nChanged 22 SP:Iteration 7Q (3001.632450 sec): 3 clusters Score: Raw -86892.333262 + Penalty 1339.687995 = -85552.645267 nChanged 24 SP:Iteration 8Q (3001.674474 sec): 3 clusters Score: Raw -86920.264074 + Penalty 1339.687995 = -85580.576079 nChanged 21 SP:Iteration 9Q (3001.723528 sec): 3 clusters Score: Raw -86933.277365 + Penalty 1339.687995 = -85593.589370 nChanged 9 SP:Iteration 10Q (3001.766105 sec): 3 clusters Score: Raw -86937.561603 + Penalty 1339.687995 = -85597.873608 nChanged 9 SP:Iteration 11Q (3001.812708 sec): 3 clusters Score: Raw -86943.079425 + Penalty 1339.687995 = -85603.391430 nChanged 12 SP:Iteration 12Q (3001.864226 sec): 3 clusters Score: Raw -86953.199125 + Penalty 1339.687995 = -85613.511131 nChanged 9 SP:Iteration 13Q (3001.906351 sec): 3 clusters Score: Raw -86958.187922 + Penalty 1339.687995 = -85618.499927 nChanged 8 SP:Iteration 14Q (3001.951524 sec): 3 clusters Score: Raw -86963.132325 + Penalty 1339.687995 = -85623.444330 nChanged 9 SP:Iteration 15Q (3002.002519 sec): 3 clusters Score: Raw -86968.281654 + Penalty 1339.687995 = -85628.593659 nChanged 8 SP:Iteration 16Q (3002.050442 sec): 3 clusters Score: Raw -86971.936833 + Penalty 1339.687995 = -85632.248838 nChanged 4 SP:Iteration 17Q (3002.091338 sec): 3 clusters Score: Raw -86974.584124 + Penalty 1339.687995 = -85634.896129 nChanged 4 SP:Iteration 18Q (3002.130055 sec): 3 clusters Score: Raw -86978.637580 + Penalty 1339.687995 = -85638.949585 nChanged 7 SP:Iteration 19Q (3002.186598 sec): 3 clusters Score: Raw -86982.871558 + Penalty 1339.687995 = -85643.183563 nChanged 5 SP:Iteration 20F (3002.228555 sec): 3 clusters Score: Raw -86985.693300 + Penalty 1339.687995 = -85646.005305 nChanged 2 SP:Iteration 21Q (3002.278740 sec): 3 clusters Score: Raw -86986.283325 + Penalty 1339.687995 = -85646.595331 nChanged 0 SP:Iteration 22F (3002.320956 sec): 3 clusters Score: Raw -86986.283325 + Penalty 1339.687995 = -85646.595331 nChanged 0 Trying to split cluster 19 (2197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3002.351516 sec): 2 clusters Score: Raw -190439.540009 + Penalty 731.010567 = -189708.529443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3002.395871 sec): 3 clusters Score: Raw -189346.870132 + Penalty 1462.021134 = -187884.848998 nChanged 858 SP:Iteration 1F (3002.447904 sec): 3 clusters Score: Raw -189903.467468 + Penalty 1462.021134 = -188441.446335 nChanged 180 SP:Iteration 2F (3002.499481 sec): 3 clusters Score: Raw -190065.494917 + Penalty 1462.021134 = -188603.473784 nChanged 149 SP:Iteration 3F (3002.533593 sec): 3 clusters Score: Raw -190208.666883 + Penalty 1462.021134 = -188746.645749 nChanged 111 SP:Iteration 4F (3002.582808 sec): 3 clusters Score: Raw -190308.608517 + Penalty 1462.021134 = -188846.587383 nChanged 101 SP:Iteration 5Q (3002.624472 sec): 3 clusters Score: Raw -190374.416577 + Penalty 1462.021134 = -188912.395443 nChanged 78 SP:Iteration 6Q (3002.660467 sec): 3 clusters Score: Raw -190426.320367 + Penalty 1462.021134 = -188964.299234 nChanged 82 SP:Iteration 7Q (3002.711250 sec): 3 clusters Score: Raw -190481.009971 + Penalty 1462.021134 = -189018.988838 nChanged 63 SP:Iteration 8Q (3002.744459 sec): 3 clusters Score: Raw -190521.390330 + Penalty 1462.021134 = -189059.369196 nChanged 58 SP:Iteration 9Q (3002.794293 sec): 3 clusters Score: Raw -190563.303293 + Penalty 1462.021134 = -189101.282159 nChanged 52 SP:Iteration 10Q (3002.840762 sec): 3 clusters Score: Raw -190589.192377 + Penalty 1462.021134 = -189127.171243 nChanged 37 SP:Iteration 11Q (3002.886896 sec): 3 clusters Score: Raw -190606.148327 + Penalty 1462.021134 = -189144.127193 nChanged 25 SP:Iteration 12Q (3002.922004 sec): 3 clusters Score: Raw -190617.815640 + Penalty 1462.021134 = -189155.794506 nChanged 18 SP:Iteration 13Q (3002.961619 sec): 3 clusters Score: Raw -190624.203036 + Penalty 1462.021134 = -189162.181902 nChanged 16 SP:Iteration 14Q (3002.997427 sec): 3 clusters Score: Raw -190628.721149 + Penalty 1462.021134 = -189166.700015 nChanged 6 SP:Iteration 15Q (3003.048023 sec): 3 clusters Score: Raw -190629.927939 + Penalty 1462.021134 = -189167.906805 nChanged 2 SP:Iteration 16Q (3003.085923 sec): 3 clusters Score: Raw -190630.133308 + Penalty 1462.021134 = -189168.112174 nChanged 0 SP:Iteration 17F (3003.139739 sec): 3 clusters Score: Raw -190630.133308 + Penalty 1462.021134 = -189168.112174 nChanged 0 Trying to split cluster 20 (21238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3003.181628 sec): 2 clusters Score: Raw -1937096.497044 + Penalty 946.536994 = -1936149.960049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3003.260882 sec): 3 clusters Score: Raw -1923814.727844 + Penalty 1893.073989 = -1921921.653855 nChanged 9819 SP:Iteration 1F (3003.320406 sec): 3 clusters Score: Raw -1929757.597576 + Penalty 1893.073989 = -1927864.523587 nChanged 1156 SP:Iteration 2F (3003.395006 sec): 3 clusters Score: Raw -1930367.695065 + Penalty 1893.073989 = -1928474.621076 nChanged 1237 SP:Iteration 3F (3003.456582 sec): 3 clusters Score: Raw -1931149.999491 + Penalty 1893.073989 = -1929256.925503 nChanged 1420 SP:Iteration 4F (3003.524491 sec): 3 clusters Score: Raw -1932238.905575 + Penalty 1893.073989 = -1930345.831586 nChanged 1640 SP:Iteration 5F (3003.590680 sec): 3 clusters Score: Raw -1933619.575926 + Penalty 1893.073989 = -1931726.501938 nChanged 1604 SP:Iteration 6F (3003.667083 sec): 3 clusters Score: Raw -1934887.654913 + Penalty 1893.073989 = -1932994.580924 nChanged 1194 SP:Iteration 7F (3003.737398 sec): 3 clusters Score: Raw -1935603.823812 + Penalty 1893.073989 = -1933710.749823 nChanged 753 SP:Iteration 8Q (3003.803239 sec): 3 clusters Score: Raw -1935946.028368 + Penalty 1893.073989 = -1934052.954379 nChanged 511 SP:Iteration 9Q (3003.881042 sec): 3 clusters Score: Raw -1936151.945361 + Penalty 1893.073989 = -1934258.871372 nChanged 394 SP:Iteration 10Q (3003.960292 sec): 3 clusters Score: Raw -1936284.644043 + Penalty 1893.073989 = -1934391.570055 nChanged 296 SP:Iteration 11Q (3004.034042 sec): 3 clusters Score: Raw -1936368.696349 + Penalty 1893.073989 = -1934475.622361 nChanged 231 SP:Iteration 12Q (3004.108360 sec): 3 clusters Score: Raw -1936422.405458 + Penalty 1893.073989 = -1934529.331470 nChanged 202 SP:Iteration 13Q (3004.173616 sec): 3 clusters Score: Raw -1936468.904320 + Penalty 1893.073989 = -1934575.830331 nChanged 172 SP:Iteration 14Q (3004.239943 sec): 3 clusters Score: Raw -1936505.121792 + Penalty 1893.073989 = -1934612.047803 nChanged 165 SP:Iteration 15Q (3004.311779 sec): 3 clusters Score: Raw -1936537.230266 + Penalty 1893.073989 = -1934644.156277 nChanged 149 SP:Iteration 16Q (3004.391642 sec): 3 clusters Score: Raw -1936562.344630 + Penalty 1893.073989 = -1934669.270642 nChanged 133 SP:Iteration 17Q (3004.469561 sec): 3 clusters Score: Raw -1936581.659723 + Penalty 1893.073989 = -1934688.585734 nChanged 119 SP:Iteration 18Q (3004.538802 sec): 3 clusters Score: Raw -1936599.197030 + Penalty 1893.073989 = -1934706.123042 nChanged 112 SP:Iteration 19Q (3004.611241 sec): 3 clusters Score: Raw -1936614.345147 + Penalty 1893.073989 = -1934721.271159 nChanged 91 SP:Iteration 20F (3004.681353 sec): 3 clusters Score: Raw -1936625.693950 + Penalty 1893.073989 = -1934732.619961 nChanged 83 SP:Iteration 21Q (3004.749547 sec): 3 clusters Score: Raw -1936635.065781 + Penalty 1893.073989 = -1934741.991792 nChanged 81 SP:Iteration 22Q (3004.828419 sec): 3 clusters Score: Raw -1936643.708042 + Penalty 1893.073989 = -1934750.634053 nChanged 66 SP:Iteration 23Q (3004.898029 sec): 3 clusters Score: Raw -1936651.123811 + Penalty 1893.073989 = -1934758.049822 nChanged 89 SP:Iteration 24Q (3004.969223 sec): 3 clusters Score: Raw -1936662.384078 + Penalty 1893.073989 = -1934769.310090 nChanged 99 SP:Iteration 25Q (3005.045246 sec): 3 clusters Score: Raw -1936676.891916 + Penalty 1893.073989 = -1934783.817927 nChanged 105 SP:Iteration 26Q (3005.115145 sec): 3 clusters Score: Raw -1936691.546675 + Penalty 1893.073989 = -1934798.472686 nChanged 93 SP:Iteration 27Q (3005.177992 sec): 3 clusters Score: Raw -1936705.977540 + Penalty 1893.073989 = -1934812.903551 nChanged 113 SP:Iteration 28Q (3005.247401 sec): 3 clusters Score: Raw -1936726.446526 + Penalty 1893.073989 = -1934833.372537 nChanged 119 SP:Iteration 29Q (3005.317391 sec): 3 clusters Score: Raw -1936746.702365 + Penalty 1893.073989 = -1934853.628376 nChanged 121 SP:Iteration 30Q (3005.383131 sec): 3 clusters Score: Raw -1936765.780902 + Penalty 1893.073989 = -1934872.706913 nChanged 111 SP:Iteration 31Q (3005.456232 sec): 3 clusters Score: Raw -1936783.323327 + Penalty 1893.073989 = -1934890.249339 nChanged 122 SP:Iteration 32Q (3005.522621 sec): 3 clusters Score: Raw -1936801.804976 + Penalty 1893.073989 = -1934908.730987 nChanged 110 SP:Iteration 33Q (3005.587003 sec): 3 clusters Score: Raw -1936818.559396 + Penalty 1893.073989 = -1934925.485408 nChanged 125 SP:Iteration 34Q (3005.653986 sec): 3 clusters Score: Raw -1936840.215515 + Penalty 1893.073989 = -1934947.141526 nChanged 121 SP:Iteration 35Q (3005.727859 sec): 3 clusters Score: Raw -1936864.028546 + Penalty 1893.073989 = -1934970.954557 nChanged 127 SP:Iteration 36Q (3005.792071 sec): 3 clusters Score: Raw -1936893.393631 + Penalty 1893.073989 = -1935000.319642 nChanged 128 SP:Iteration 37Q (3005.859409 sec): 3 clusters Score: Raw -1936921.254530 + Penalty 1893.073989 = -1935028.180541 nChanged 128 SP:Iteration 38Q (3005.933013 sec): 3 clusters Score: Raw -1936949.052272 + Penalty 1893.073989 = -1935055.978284 nChanged 115 SP:Iteration 39Q (3006.009632 sec): 3 clusters Score: Raw -1936972.397207 + Penalty 1893.073989 = -1935079.323219 nChanged 100 SP:Iteration 40F (3006.077812 sec): 3 clusters Score: Raw -1936992.263501 + Penalty 1893.073989 = -1935099.189512 nChanged 111 SP:Iteration 41Q (3006.141032 sec): 3 clusters Score: Raw -1937013.907005 + Penalty 1893.073989 = -1935120.833016 nChanged 109 SP:Iteration 42Q (3006.214035 sec): 3 clusters Score: Raw -1937033.593916 + Penalty 1893.073989 = -1935140.519927 nChanged 100 SP:Iteration 43Q (3006.287028 sec): 3 clusters Score: Raw -1937052.249444 + Penalty 1893.073989 = -1935159.175455 nChanged 110 SP:Iteration 44Q (3006.365183 sec): 3 clusters Score: Raw -1937072.260579 + Penalty 1893.073989 = -1935179.186591 nChanged 94 SP:Iteration 45Q (3006.433490 sec): 3 clusters Score: Raw -1937090.481204 + Penalty 1893.073989 = -1935197.407215 nChanged 98 SP:Iteration 46Q (3006.508233 sec): 3 clusters Score: Raw -1937107.593807 + Penalty 1893.073989 = -1935214.519818 nChanged 94 SP:Iteration 47Q (3006.582811 sec): 3 clusters Score: Raw -1937123.389656 + Penalty 1893.073989 = -1935230.315667 nChanged 87 SP:Iteration 48Q (3006.654744 sec): 3 clusters Score: Raw -1937138.456970 + Penalty 1893.073989 = -1935245.382981 nChanged 93 SP:Iteration 49Q (3006.729666 sec): 3 clusters Score: Raw -1937155.221721 + Penalty 1893.073989 = -1935262.147732 nChanged 110 SP:Iteration 50Q (3006.791942 sec): 3 clusters Score: Raw -1937176.286222 + Penalty 1893.073989 = -1935283.212234 nChanged 102 SP:Iteration 51Q (3006.870968 sec): 3 clusters Score: Raw -1937193.850197 + Penalty 1893.073989 = -1935300.776208 nChanged 83 SP:Iteration 52Q (3006.934123 sec): 3 clusters Score: Raw -1937206.678480 + Penalty 1893.073989 = -1935313.604491 nChanged 85 SP:Iteration 53Q (3007.012270 sec): 3 clusters Score: Raw -1937218.733483 + Penalty 1893.073989 = -1935325.659494 nChanged 80 SP:Iteration 54Q (3007.085124 sec): 3 clusters Score: Raw -1937231.061631 + Penalty 1893.073989 = -1935337.987642 nChanged 76 SP:Iteration 55Q (3007.149734 sec): 3 clusters Score: Raw -1937242.705788 + Penalty 1893.073989 = -1935349.631799 nChanged 60 SP:Iteration 56Q (3007.229009 sec): 3 clusters Score: Raw -1937250.694745 + Penalty 1893.073989 = -1935357.620756 nChanged 63 SP:Iteration 57Q (3007.286211 sec): 3 clusters Score: Raw -1937259.987033 + Penalty 1893.073989 = -1935366.913044 nChanged 68 SP:Iteration 58Q (3007.357424 sec): 3 clusters Score: Raw -1937272.047863 + Penalty 1893.073989 = -1935378.973874 nChanged 67 SP:Iteration 59Q (3007.431157 sec): 3 clusters Score: Raw -1937286.025877 + Penalty 1893.073989 = -1935392.951888 nChanged 84 SP:Iteration 60F (3007.499647 sec): 3 clusters Score: Raw -1937306.743001 + Penalty 1893.073989 = -1935413.669013 nChanged 86 SP:Iteration 61Q (3007.574845 sec): 3 clusters Score: Raw -1937327.606100 + Penalty 1893.073989 = -1935434.532111 nChanged 79 SP:Iteration 62Q (3007.643044 sec): 3 clusters Score: Raw -1937346.014511 + Penalty 1893.073989 = -1935452.940522 nChanged 77 SP:Iteration 63Q (3007.716627 sec): 3 clusters Score: Raw -1937361.995019 + Penalty 1893.073989 = -1935468.921030 nChanged 82 SP:Iteration 64Q (3007.782421 sec): 3 clusters Score: Raw -1937382.007917 + Penalty 1893.073989 = -1935488.933928 nChanged 70 SP:Iteration 65Q (3007.841693 sec): 3 clusters Score: Raw -1937395.616693 + Penalty 1893.073989 = -1935502.542704 nChanged 56 SP:Iteration 66Q (3007.907689 sec): 3 clusters Score: Raw -1937406.547772 + Penalty 1893.073989 = -1935513.473783 nChanged 64 SP:Iteration 67Q (3007.972272 sec): 3 clusters Score: Raw -1937423.899277 + Penalty 1893.073989 = -1935530.825288 nChanged 68 SP:Iteration 68Q (3008.037064 sec): 3 clusters Score: Raw -1937444.562771 + Penalty 1893.073989 = -1935551.488782 nChanged 66 SP:Iteration 69Q (3008.108770 sec): 3 clusters Score: Raw -1937458.903981 + Penalty 1893.073989 = -1935565.829992 nChanged 54 SP:Iteration 70Q (3008.167935 sec): 3 clusters Score: Raw -1937468.807443 + Penalty 1893.073989 = -1935575.733454 nChanged 45 SP:Iteration 71Q (3008.234806 sec): 3 clusters Score: Raw -1937477.611875 + Penalty 1893.073989 = -1935584.537886 nChanged 46 SP:Iteration 72Q (3008.307270 sec): 3 clusters Score: Raw -1937486.477051 + Penalty 1893.073989 = -1935593.403062 nChanged 46 SP:Iteration 73Q (3008.365320 sec): 3 clusters Score: Raw -1937495.698640 + Penalty 1893.073989 = -1935602.624651 nChanged 41 SP:Iteration 74Q (3008.445158 sec): 3 clusters Score: Raw -1937504.912621 + Penalty 1893.073989 = -1935611.838632 nChanged 35 SP:Iteration 75Q (3008.513923 sec): 3 clusters Score: Raw -1937512.624342 + Penalty 1893.073989 = -1935619.550354 nChanged 31 SP:Iteration 76Q (3008.582356 sec): 3 clusters Score: Raw -1937518.953408 + Penalty 1893.073989 = -1935625.879419 nChanged 18 SP:Iteration 77Q (3008.641809 sec): 3 clusters Score: Raw -1937522.933504 + Penalty 1893.073989 = -1935629.859516 nChanged 23 SP:Iteration 78Q (3008.711235 sec): 3 clusters Score: Raw -1937530.881669 + Penalty 1893.073989 = -1935637.807680 nChanged 35 SP:Iteration 79Q (3008.776684 sec): 3 clusters Score: Raw -1937541.083222 + Penalty 1893.073989 = -1935648.009233 nChanged 24 SP:Iteration 80F (3008.835697 sec): 3 clusters Score: Raw -1937546.313404 + Penalty 1893.073989 = -1935653.239415 nChanged 16 SP:Iteration 81Q (3008.907174 sec): 3 clusters Score: Raw -1937547.946044 + Penalty 1893.073989 = -1935654.872056 nChanged 10 SP:Iteration 82Q (3008.977954 sec): 3 clusters Score: Raw -1937549.233105 + Penalty 1893.073989 = -1935656.159116 nChanged 11 SP:Iteration 83Q (3009.048795 sec): 3 clusters Score: Raw -1937550.363421 + Penalty 1893.073989 = -1935657.289432 nChanged 8 SP:Iteration 84Q (3009.117925 sec): 3 clusters Score: Raw -1937551.087919 + Penalty 1893.073989 = -1935658.013930 nChanged 2 SP:Iteration 85Q (3009.184911 sec): 3 clusters Score: Raw -1937551.170602 + Penalty 1893.073989 = -1935658.096613 nChanged 0 SP:Iteration 86F (3009.258687 sec): 3 clusters Score: Raw -1937551.170602 + Penalty 1893.073989 = -1935658.096613 nChanged 0 Trying to split cluster 21 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3009.285126 sec): 2 clusters Score: Raw -5501.776252 + Penalty 472.789706 = -5028.986546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3009.331062 sec): 3 clusters Score: Raw -5652.119949 + Penalty 945.579411 = -4706.540538 nChanged 42 SP:Iteration 1F (3009.371090 sec): 3 clusters Score: Raw -5794.409023 + Penalty 945.579411 = -4848.829612 nChanged 10 SP:Iteration 2F (3009.414731 sec): 3 clusters Score: Raw -5877.807505 + Penalty 945.579411 = -4932.228094 nChanged 4 SP:Iteration 3Q (3009.450784 sec): 3 clusters Score: Raw -5924.950385 + Penalty 945.579411 = -4979.370974 nChanged 1 SP:Iteration 4Q (3009.499076 sec): 3 clusters Score: Raw -5927.266907 + Penalty 945.579411 = -4981.687496 nChanged 1 SP:Iteration 5Q (3009.548011 sec): 3 clusters Score: Raw -5932.766145 + Penalty 945.579411 = -4987.186734 nChanged 1 SP:Iteration 6Q (3009.595396 sec): 3 clusters Score: Raw -5937.055146 + Penalty 945.579411 = -4991.475735 nChanged 0 SP:Iteration 7F (3009.636461 sec): 3 clusters Score: Raw -5937.055146 + Penalty 945.579411 = -4991.475735 nChanged 0 Trying to split cluster 22 (10247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3009.682127 sec): 2 clusters Score: Raw -751661.384359 + Penalty 877.300325 = -750784.084034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3009.745918 sec): 3 clusters Score: Raw -745551.066256 + Penalty 1754.600649 = -743796.465607 nChanged 4568 SP:Iteration 1F (3009.798089 sec): 3 clusters Score: Raw -748242.305131 + Penalty 1754.600649 = -746487.704482 nChanged 779 SP:Iteration 2F (3009.851483 sec): 3 clusters Score: Raw -748771.441816 + Penalty 1754.600649 = -747016.841166 nChanged 895 SP:Iteration 3F (3009.916539 sec): 3 clusters Score: Raw -749509.384620 + Penalty 1754.600649 = -747754.783971 nChanged 893 SP:Iteration 4F (3009.966016 sec): 3 clusters Score: Raw -750400.971378 + Penalty 1754.600649 = -748646.370729 nChanged 853 SP:Iteration 5F (3010.016564 sec): 3 clusters Score: Raw -751132.141794 + Penalty 1754.600649 = -749377.541145 nChanged 608 SP:Iteration 6F (3010.081766 sec): 3 clusters Score: Raw -751532.095571 + Penalty 1754.600649 = -749777.494922 nChanged 403 SP:Iteration 7Q (3010.139057 sec): 3 clusters Score: Raw -751762.129601 + Penalty 1754.600649 = -750007.528952 nChanged 287 SP:Iteration 8Q (3010.194347 sec): 3 clusters Score: Raw -751923.830111 + Penalty 1754.600649 = -750169.229462 nChanged 211 SP:Iteration 9Q (3010.253141 sec): 3 clusters Score: Raw -752047.480629 + Penalty 1754.600649 = -750292.879980 nChanged 160 SP:Iteration 10Q (3010.309853 sec): 3 clusters Score: Raw -752152.082199 + Penalty 1754.600649 = -750397.481550 nChanged 129 SP:Iteration 11Q (3010.377143 sec): 3 clusters Score: Raw -752229.605905 + Penalty 1754.600649 = -750475.005255 nChanged 103 SP:Iteration 12Q (3010.421785 sec): 3 clusters Score: Raw -752293.733223 + Penalty 1754.600649 = -750539.132574 nChanged 106 SP:Iteration 13Q (3010.480672 sec): 3 clusters Score: Raw -752353.942556 + Penalty 1754.600649 = -750599.341907 nChanged 71 SP:Iteration 14Q (3010.537482 sec): 3 clusters Score: Raw -752384.928661 + Penalty 1754.600649 = -750630.328012 nChanged 60 SP:Iteration 15Q (3010.584385 sec): 3 clusters Score: Raw -752413.150232 + Penalty 1754.600649 = -750658.549583 nChanged 49 SP:Iteration 16Q (3010.641464 sec): 3 clusters Score: Raw -752431.902355 + Penalty 1754.600649 = -750677.301705 nChanged 40 SP:Iteration 17Q (3010.709571 sec): 3 clusters Score: Raw -752447.484700 + Penalty 1754.600649 = -750692.884051 nChanged 43 SP:Iteration 18Q (3010.751515 sec): 3 clusters Score: Raw -752462.285639 + Penalty 1754.600649 = -750707.684990 nChanged 38 SP:Iteration 19Q (3010.805473 sec): 3 clusters Score: Raw -752476.395282 + Penalty 1754.600649 = -750721.794633 nChanged 30 SP:Iteration 20F (3010.872914 sec): 3 clusters Score: Raw -752489.520049 + Penalty 1754.600649 = -750734.919400 nChanged 20 SP:Iteration 21Q (3010.920937 sec): 3 clusters Score: Raw -752495.855799 + Penalty 1754.600649 = -750741.255150 nChanged 16 SP:Iteration 22Q (3010.976924 sec): 3 clusters Score: Raw -752499.319332 + Penalty 1754.600649 = -750744.718683 nChanged 7 SP:Iteration 23Q (3011.028079 sec): 3 clusters Score: Raw -752501.839468 + Penalty 1754.600649 = -750747.238819 nChanged 7 SP:Iteration 24Q (3011.081548 sec): 3 clusters Score: Raw -752502.706965 + Penalty 1754.600649 = -750748.106316 nChanged 2 SP:Iteration 25Q (3011.137286 sec): 3 clusters Score: Raw -752502.944593 + Penalty 1754.600649 = -750748.343944 nChanged 3 SP:Iteration 26Q (3011.199467 sec): 3 clusters Score: Raw -752503.746983 + Penalty 1754.600649 = -750749.146333 nChanged 2 SP:Iteration 27Q (3011.249975 sec): 3 clusters Score: Raw -752504.288408 + Penalty 1754.600649 = -750749.687759 nChanged 0 SP:Iteration 28F (3011.303208 sec): 3 clusters Score: Raw -752504.288408 + Penalty 1754.600649 = -750749.687759 nChanged 0 Trying to split cluster 23 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3011.326302 sec): 2 clusters Score: Raw -97844.665095 + Penalty 672.921846 = -97171.743250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3011.381958 sec): 3 clusters Score: Raw -97318.556128 + Penalty 1345.843691 = -95972.712437 nChanged 433 SP:Iteration 1F (3011.432986 sec): 3 clusters Score: Raw -97615.783883 + Penalty 1345.843691 = -96269.940192 nChanged 101 SP:Iteration 2F (3011.477542 sec): 3 clusters Score: Raw -97702.690529 + Penalty 1345.843691 = -96356.846838 nChanged 65 SP:Iteration 3F (3011.524957 sec): 3 clusters Score: Raw -97755.046570 + Penalty 1345.843691 = -96409.202879 nChanged 43 SP:Iteration 4Q (3011.574178 sec): 3 clusters Score: Raw -97783.167498 + Penalty 1345.843691 = -96437.323807 nChanged 27 SP:Iteration 5Q (3011.619034 sec): 3 clusters Score: Raw -97808.128830 + Penalty 1345.843691 = -96462.285139 nChanged 34 SP:Iteration 6Q (3011.667357 sec): 3 clusters Score: Raw -97840.743878 + Penalty 1345.843691 = -96494.900187 nChanged 27 SP:Iteration 7Q (3011.715803 sec): 3 clusters Score: Raw -97859.961214 + Penalty 1345.843691 = -96514.117523 nChanged 24 SP:Iteration 8Q (3011.755946 sec): 3 clusters Score: Raw -97882.630254 + Penalty 1345.843691 = -96536.786563 nChanged 30 SP:Iteration 9Q (3011.813667 sec): 3 clusters Score: Raw -97910.627650 + Penalty 1345.843691 = -96564.783959 nChanged 20 SP:Iteration 10Q (3011.857080 sec): 3 clusters Score: Raw -97919.650085 + Penalty 1345.843691 = -96573.806394 nChanged 12 SP:Iteration 11Q (3011.900779 sec): 3 clusters Score: Raw -97923.804735 + Penalty 1345.843691 = -96577.961044 nChanged 8 SP:Iteration 12Q (3011.936197 sec): 3 clusters Score: Raw -97927.812046 + Penalty 1345.843691 = -96581.968355 nChanged 10 SP:Iteration 13Q (3011.981635 sec): 3 clusters Score: Raw -97934.928919 + Penalty 1345.843691 = -96589.085228 nChanged 9 SP:Iteration 14Q (3012.036178 sec): 3 clusters Score: Raw -97939.107116 + Penalty 1345.843691 = -96593.263425 nChanged 12 SP:Iteration 15Q (3012.085619 sec): 3 clusters Score: Raw -97946.432882 + Penalty 1345.843691 = -96600.589191 nChanged 18 SP:Iteration 16Q (3012.125024 sec): 3 clusters Score: Raw -97955.671015 + Penalty 1345.843691 = -96609.827324 nChanged 11 SP:Iteration 17Q (3012.186317 sec): 3 clusters Score: Raw -97962.322639 + Penalty 1345.843691 = -96616.478948 nChanged 12 SP:Iteration 18Q (3012.231732 sec): 3 clusters Score: Raw -97973.039316 + Penalty 1345.843691 = -96627.195624 nChanged 19 SP:Iteration 19Q (3012.279380 sec): 3 clusters Score: Raw -97991.428853 + Penalty 1345.843691 = -96645.585162 nChanged 15 SP:Iteration 20F (3012.328083 sec): 3 clusters Score: Raw -98002.510134 + Penalty 1345.843691 = -96656.666443 nChanged 19 SP:Iteration 21Q (3012.362427 sec): 3 clusters Score: Raw -98019.475544 + Penalty 1345.843691 = -96673.631853 nChanged 18 SP:Iteration 22Q (3012.410511 sec): 3 clusters Score: Raw -98031.863053 + Penalty 1345.843691 = -96686.019362 nChanged 13 SP:Iteration 23Q (3012.455173 sec): 3 clusters Score: Raw -98039.964681 + Penalty 1345.843691 = -96694.120990 nChanged 11 SP:Iteration 24Q (3012.499938 sec): 3 clusters Score: Raw -98045.686340 + Penalty 1345.843691 = -96699.842649 nChanged 8 SP:Iteration 25Q (3012.545866 sec): 3 clusters Score: Raw -98051.744612 + Penalty 1345.843691 = -96705.900921 nChanged 5 SP:Iteration 26Q (3012.584279 sec): 3 clusters Score: Raw -98054.596612 + Penalty 1345.843691 = -96708.752921 nChanged 6 SP:Iteration 27Q (3012.622215 sec): 3 clusters Score: Raw -98057.130453 + Penalty 1345.843691 = -96711.286762 nChanged 5 SP:Iteration 28Q (3012.675291 sec): 3 clusters Score: Raw -98060.363159 + Penalty 1345.843691 = -96714.519468 nChanged 3 SP:Iteration 29Q (3012.710836 sec): 3 clusters Score: Raw -98062.297721 + Penalty 1345.843691 = -96716.454030 nChanged 4 SP:Iteration 30Q (3012.754301 sec): 3 clusters Score: Raw -98064.952757 + Penalty 1345.843691 = -96719.109066 nChanged 4 SP:Iteration 31Q (3012.803505 sec): 3 clusters Score: Raw -98067.774764 + Penalty 1345.843691 = -96721.931073 nChanged 5 SP:Iteration 32Q (3012.839964 sec): 3 clusters Score: Raw -98070.513263 + Penalty 1345.843691 = -96724.669572 nChanged 2 SP:Iteration 33Q (3012.895443 sec): 3 clusters Score: Raw -98071.967653 + Penalty 1345.843691 = -96726.123962 nChanged 2 SP:Iteration 34Q (3012.928090 sec): 3 clusters Score: Raw -98073.169111 + Penalty 1345.843691 = -96727.325420 nChanged 2 SP:Iteration 35Q (3012.975528 sec): 3 clusters Score: Raw -98074.815116 + Penalty 1345.843691 = -96728.971425 nChanged 3 SP:Iteration 36Q (3013.026119 sec): 3 clusters Score: Raw -98076.370518 + Penalty 1345.843691 = -96730.526827 nChanged 1 SP:Iteration 37Q (3013.063949 sec): 3 clusters Score: Raw -98076.822281 + Penalty 1345.843691 = -96730.978590 nChanged 1 SP:Iteration 38Q (3013.107043 sec): 3 clusters Score: Raw -98077.468860 + Penalty 1345.843691 = -96731.625169 nChanged 0 SP:Iteration 39F (3013.151314 sec): 3 clusters Score: Raw -98077.468860 + Penalty 1345.843691 = -96731.625169 nChanged 0 Trying to split cluster 24 (5325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3013.190944 sec): 2 clusters Score: Raw -454563.008576 + Penalty 815.115959 = -453747.892617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3013.222132 sec): 3 clusters Score: Raw -451631.630469 + Penalty 1630.231918 = -450001.398550 nChanged 2226 SP:Iteration 1F (3013.274063 sec): 3 clusters Score: Raw -452966.557713 + Penalty 1630.231918 = -451336.325795 nChanged 395 SP:Iteration 2F (3013.320757 sec): 3 clusters Score: Raw -453177.148645 + Penalty 1630.231918 = -451546.916727 nChanged 316 SP:Iteration 3F (3013.367849 sec): 3 clusters Score: Raw -453349.977496 + Penalty 1630.231918 = -451719.745578 nChanged 299 SP:Iteration 4F (3013.415056 sec): 3 clusters Score: Raw -453513.248326 + Penalty 1630.231918 = -451883.016408 nChanged 271 SP:Iteration 5F (3013.464611 sec): 3 clusters Score: Raw -453690.088134 + Penalty 1630.231918 = -452059.856216 nChanged 255 SP:Iteration 6Q (3013.518019 sec): 3 clusters Score: Raw -453867.577064 + Penalty 1630.231918 = -452237.345146 nChanged 244 SP:Iteration 7Q (3013.558181 sec): 3 clusters Score: Raw -454027.458359 + Penalty 1630.231918 = -452397.226440 nChanged 172 SP:Iteration 8Q (3013.605938 sec): 3 clusters Score: Raw -454126.368828 + Penalty 1630.231918 = -452496.136909 nChanged 156 SP:Iteration 9Q (3013.657745 sec): 3 clusters Score: Raw -454218.522974 + Penalty 1630.231918 = -452588.291056 nChanged 121 SP:Iteration 10Q (3013.706768 sec): 3 clusters Score: Raw -454293.824424 + Penalty 1630.231918 = -452663.592506 nChanged 100 SP:Iteration 11Q (3013.758550 sec): 3 clusters Score: Raw -454354.920073 + Penalty 1630.231918 = -452724.688155 nChanged 75 SP:Iteration 12Q (3013.809258 sec): 3 clusters Score: Raw -454407.157648 + Penalty 1630.231918 = -452776.925730 nChanged 80 SP:Iteration 13Q (3013.862592 sec): 3 clusters Score: Raw -454463.413464 + Penalty 1630.231918 = -452833.181546 nChanged 58 SP:Iteration 14Q (3013.918219 sec): 3 clusters Score: Raw -454507.924363 + Penalty 1630.231918 = -452877.692445 nChanged 46 SP:Iteration 15Q (3013.966327 sec): 3 clusters Score: Raw -454544.861317 + Penalty 1630.231918 = -452914.629399 nChanged 34 SP:Iteration 16Q (3014.029448 sec): 3 clusters Score: Raw -454572.627347 + Penalty 1630.231918 = -452942.395429 nChanged 23 SP:Iteration 17Q (3014.071508 sec): 3 clusters Score: Raw -454589.903940 + Penalty 1630.231918 = -452959.672022 nChanged 22 SP:Iteration 18Q (3014.129487 sec): 3 clusters Score: Raw -454611.548744 + Penalty 1630.231918 = -452981.316826 nChanged 22 SP:Iteration 19Q (3014.173031 sec): 3 clusters Score: Raw -454625.227104 + Penalty 1630.231918 = -452994.995186 nChanged 16 SP:Iteration 20F (3014.230808 sec): 3 clusters Score: Raw -454632.715232 + Penalty 1630.231918 = -453002.483314 nChanged 8 SP:Iteration 21Q (3014.280105 sec): 3 clusters Score: Raw -454636.821888 + Penalty 1630.231918 = -453006.589970 nChanged 2 SP:Iteration 22Q (3014.318461 sec): 3 clusters Score: Raw -454637.855674 + Penalty 1630.231918 = -453007.623756 nChanged 2 SP:Iteration 23Q (3014.362510 sec): 3 clusters Score: Raw -454638.575035 + Penalty 1630.231918 = -453008.343116 nChanged 0 SP:Iteration 24F (3014.419467 sec): 3 clusters Score: Raw -454638.575035 + Penalty 1630.231918 = -453008.343116 nChanged 0 Trying to split cluster 25 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3014.449002 sec): 2 clusters Score: Raw -179758.303641 + Penalty 724.245985 = -179034.057656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3014.489870 sec): 3 clusters Score: Raw -178761.043389 + Penalty 1448.491970 = -177312.551419 nChanged 790 SP:Iteration 1F (3014.535929 sec): 3 clusters Score: Raw -179246.543690 + Penalty 1448.491970 = -177798.051720 nChanged 162 SP:Iteration 2F (3014.579093 sec): 3 clusters Score: Raw -179342.351333 + Penalty 1448.491970 = -177893.859363 nChanged 109 SP:Iteration 3F (3014.620535 sec): 3 clusters Score: Raw -179411.261504 + Penalty 1448.491970 = -177962.769534 nChanged 89 SP:Iteration 4Q (3014.673681 sec): 3 clusters Score: Raw -179456.177753 + Penalty 1448.491970 = -178007.685784 nChanged 69 SP:Iteration 5Q (3014.722483 sec): 3 clusters Score: Raw -179487.044558 + Penalty 1448.491970 = -178038.552589 nChanged 70 SP:Iteration 6Q (3014.758529 sec): 3 clusters Score: Raw -179521.731002 + Penalty 1448.491970 = -178073.239032 nChanged 63 SP:Iteration 7Q (3014.819560 sec): 3 clusters Score: Raw -179554.058876 + Penalty 1448.491970 = -178105.566906 nChanged 60 SP:Iteration 8Q (3014.865736 sec): 3 clusters Score: Raw -179585.993946 + Penalty 1448.491970 = -178137.501976 nChanged 50 SP:Iteration 9Q (3014.902695 sec): 3 clusters Score: Raw -179609.582077 + Penalty 1448.491970 = -178161.090107 nChanged 42 SP:Iteration 10Q (3014.949592 sec): 3 clusters Score: Raw -179635.995768 + Penalty 1448.491970 = -178187.503798 nChanged 48 SP:Iteration 11Q (3014.995705 sec): 3 clusters Score: Raw -179660.456307 + Penalty 1448.491970 = -178211.964337 nChanged 46 SP:Iteration 12Q (3015.050637 sec): 3 clusters Score: Raw -179685.432044 + Penalty 1448.491970 = -178236.940074 nChanged 46 SP:Iteration 13Q (3015.076924 sec): 3 clusters Score: Raw -179711.648365 + Penalty 1448.491970 = -178263.156395 nChanged 54 SP:Iteration 14Q (3015.121410 sec): 3 clusters Score: Raw -179746.078050 + Penalty 1448.491970 = -178297.586080 nChanged 48 SP:Iteration 15Q (3015.165037 sec): 3 clusters Score: Raw -179784.155810 + Penalty 1448.491970 = -178335.663840 nChanged 44 SP:Iteration 16Q (3015.206227 sec): 3 clusters Score: Raw -179811.809784 + Penalty 1448.491970 = -178363.317814 nChanged 36 SP:Iteration 17Q (3015.250090 sec): 3 clusters Score: Raw -179831.201598 + Penalty 1448.491970 = -178382.709628 nChanged 28 SP:Iteration 18Q (3015.297380 sec): 3 clusters Score: Raw -179847.221142 + Penalty 1448.491970 = -178398.729172 nChanged 23 SP:Iteration 19Q (3015.336664 sec): 3 clusters Score: Raw -179862.531478 + Penalty 1448.491970 = -178414.039509 nChanged 21 SP:Iteration 20F (3015.367644 sec): 3 clusters Score: Raw -179876.723582 + Penalty 1448.491970 = -178428.231612 nChanged 19 SP:Iteration 21Q (3015.408876 sec): 3 clusters Score: Raw -179890.242127 + Penalty 1448.491970 = -178441.750157 nChanged 19 SP:Iteration 22Q (3015.454638 sec): 3 clusters Score: Raw -179900.232817 + Penalty 1448.491970 = -178451.740847 nChanged 11 SP:Iteration 23Q (3015.498845 sec): 3 clusters Score: Raw -179908.003296 + Penalty 1448.491970 = -178459.511326 nChanged 14 SP:Iteration 24Q (3015.543055 sec): 3 clusters Score: Raw -179917.696747 + Penalty 1448.491970 = -178469.204778 nChanged 9 SP:Iteration 25Q (3015.596242 sec): 3 clusters Score: Raw -179922.705503 + Penalty 1448.491970 = -178474.213533 nChanged 6 SP:Iteration 26Q (3015.632897 sec): 3 clusters Score: Raw -179928.434396 + Penalty 1448.491970 = -178479.942426 nChanged 10 SP:Iteration 27Q (3015.676214 sec): 3 clusters Score: Raw -179936.707600 + Penalty 1448.491970 = -178488.215630 nChanged 14 SP:Iteration 28Q (3015.721014 sec): 3 clusters Score: Raw -179946.271146 + Penalty 1448.491970 = -178497.779176 nChanged 13 SP:Iteration 29Q (3015.765962 sec): 3 clusters Score: Raw -179958.135317 + Penalty 1448.491970 = -178509.643348 nChanged 12 SP:Iteration 30Q (3015.810704 sec): 3 clusters Score: Raw -179970.211778 + Penalty 1448.491970 = -178521.719808 nChanged 15 SP:Iteration 31Q (3015.856066 sec): 3 clusters Score: Raw -179982.023729 + Penalty 1448.491970 = -178533.531759 nChanged 14 SP:Iteration 32Q (3015.893805 sec): 3 clusters Score: Raw -179993.395348 + Penalty 1448.491970 = -178544.903379 nChanged 8 SP:Iteration 33Q (3015.945698 sec): 3 clusters Score: Raw -179999.113494 + Penalty 1448.491970 = -178550.621525 nChanged 5 SP:Iteration 34Q (3015.985632 sec): 3 clusters Score: Raw -180001.397830 + Penalty 1448.491970 = -178552.905860 nChanged 2 SP:Iteration 35Q (3016.028258 sec): 3 clusters Score: Raw -180002.470359 + Penalty 1448.491970 = -178553.978389 nChanged 4 SP:Iteration 36Q (3016.070434 sec): 3 clusters Score: Raw -180004.697696 + Penalty 1448.491970 = -178556.205727 nChanged 0 SP:Iteration 37F (3016.106621 sec): 3 clusters Score: Raw -180004.697696 + Penalty 1448.491970 = -178556.205727 nChanged 0 Trying to split cluster 26 (9132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3016.143832 sec): 2 clusters Score: Raw -729584.002125 + Penalty 866.356301 = -728717.645824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3016.186908 sec): 3 clusters Score: Raw -724289.262320 + Penalty 1732.712601 = -722556.549718 nChanged 4025 SP:Iteration 1F (3016.249456 sec): 3 clusters Score: Raw -726737.284565 + Penalty 1732.712601 = -725004.571964 nChanged 641 SP:Iteration 2F (3016.298669 sec): 3 clusters Score: Raw -727096.185785 + Penalty 1732.712601 = -725363.473184 nChanged 568 SP:Iteration 3F (3016.347180 sec): 3 clusters Score: Raw -727412.134297 + Penalty 1732.712601 = -725679.421695 nChanged 553 SP:Iteration 4F (3016.400242 sec): 3 clusters Score: Raw -727738.134818 + Penalty 1732.712601 = -726005.422217 nChanged 538 SP:Iteration 5F (3016.450038 sec): 3 clusters Score: Raw -728066.190369 + Penalty 1732.712601 = -726333.477767 nChanged 471 SP:Iteration 6F (3016.501525 sec): 3 clusters Score: Raw -728369.874376 + Penalty 1732.712601 = -726637.161774 nChanged 419 SP:Iteration 7Q (3016.556740 sec): 3 clusters Score: Raw -728638.113333 + Penalty 1732.712601 = -726905.400731 nChanged 362 SP:Iteration 8Q (3016.618888 sec): 3 clusters Score: Raw -728894.442120 + Penalty 1732.712601 = -727161.729519 nChanged 278 SP:Iteration 9Q (3016.667566 sec): 3 clusters Score: Raw -729077.483603 + Penalty 1732.712601 = -727344.771001 nChanged 226 SP:Iteration 10Q (3016.729980 sec): 3 clusters Score: Raw -729207.902237 + Penalty 1732.712601 = -727475.189636 nChanged 166 SP:Iteration 11Q (3016.774920 sec): 3 clusters Score: Raw -729304.541466 + Penalty 1732.712601 = -727571.828864 nChanged 137 SP:Iteration 12Q (3016.830230 sec): 3 clusters Score: Raw -729370.835284 + Penalty 1732.712601 = -727638.122683 nChanged 105 SP:Iteration 13Q (3016.884541 sec): 3 clusters Score: Raw -729420.905661 + Penalty 1732.712601 = -727688.193060 nChanged 94 SP:Iteration 14Q (3016.943614 sec): 3 clusters Score: Raw -729463.077545 + Penalty 1732.712601 = -727730.364944 nChanged 78 SP:Iteration 15Q (3016.995142 sec): 3 clusters Score: Raw -729498.326561 + Penalty 1732.712601 = -727765.613960 nChanged 61 SP:Iteration 16Q (3017.046006 sec): 3 clusters Score: Raw -729519.756075 + Penalty 1732.712601 = -727787.043473 nChanged 64 SP:Iteration 17Q (3017.108855 sec): 3 clusters Score: Raw -729543.254834 + Penalty 1732.712601 = -727810.542233 nChanged 48 SP:Iteration 18Q (3017.165157 sec): 3 clusters Score: Raw -729562.221967 + Penalty 1732.712601 = -727829.509365 nChanged 50 SP:Iteration 19Q (3017.205828 sec): 3 clusters Score: Raw -729583.964532 + Penalty 1732.712601 = -727851.251930 nChanged 57 SP:Iteration 20F (3017.264899 sec): 3 clusters Score: Raw -729612.465250 + Penalty 1732.712601 = -727879.752649 nChanged 55 SP:Iteration 21Q (3017.309771 sec): 3 clusters Score: Raw -729636.588008 + Penalty 1732.712601 = -727903.875407 nChanged 47 SP:Iteration 22Q (3017.369032 sec): 3 clusters Score: Raw -729660.196831 + Penalty 1732.712601 = -727927.484229 nChanged 35 SP:Iteration 23Q (3017.416463 sec): 3 clusters Score: Raw -729676.781733 + Penalty 1732.712601 = -727944.069132 nChanged 23 SP:Iteration 24Q (3017.465386 sec): 3 clusters Score: Raw -729686.496560 + Penalty 1732.712601 = -727953.783959 nChanged 22 SP:Iteration 25Q (3017.517226 sec): 3 clusters Score: Raw -729697.132146 + Penalty 1732.712601 = -727964.419544 nChanged 32 SP:Iteration 26Q (3017.574646 sec): 3 clusters Score: Raw -729713.382087 + Penalty 1732.712601 = -727980.669485 nChanged 23 SP:Iteration 27Q (3017.627134 sec): 3 clusters Score: Raw -729727.084584 + Penalty 1732.712601 = -727994.371982 nChanged 28 SP:Iteration 28Q (3017.666382 sec): 3 clusters Score: Raw -729741.840690 + Penalty 1732.712601 = -728009.128089 nChanged 25 SP:Iteration 29Q (3017.725387 sec): 3 clusters Score: Raw -729754.866263 + Penalty 1732.712601 = -728022.153661 nChanged 21 SP:Iteration 30Q (3017.779431 sec): 3 clusters Score: Raw -729765.981827 + Penalty 1732.712601 = -728033.269225 nChanged 13 SP:Iteration 31Q (3017.839734 sec): 3 clusters Score: Raw -729770.223691 + Penalty 1732.712601 = -728037.511090 nChanged 8 SP:Iteration 32Q (3017.888687 sec): 3 clusters Score: Raw -729773.237041 + Penalty 1732.712601 = -728040.524440 nChanged 7 SP:Iteration 33Q (3017.945522 sec): 3 clusters Score: Raw -729775.238672 + Penalty 1732.712601 = -728042.526070 nChanged 6 SP:Iteration 34Q (3018.002579 sec): 3 clusters Score: Raw -729776.889855 + Penalty 1732.712601 = -728044.177254 nChanged 5 SP:Iteration 35Q (3018.041978 sec): 3 clusters Score: Raw -729779.005174 + Penalty 1732.712601 = -728046.292573 nChanged 4 SP:Iteration 36Q (3018.095956 sec): 3 clusters Score: Raw -729780.522748 + Penalty 1732.712601 = -728047.810146 nChanged 7 SP:Iteration 37Q (3018.154049 sec): 3 clusters Score: Raw -729783.082010 + Penalty 1732.712601 = -728050.369408 nChanged 5 SP:Iteration 38Q (3018.197260 sec): 3 clusters Score: Raw -729784.730550 + Penalty 1732.712601 = -728052.017949 nChanged 3 SP:Iteration 39Q (3018.251596 sec): 3 clusters Score: Raw -729785.501502 + Penalty 1732.712601 = -728052.788901 nChanged 2 SP:Iteration 40F (3018.302083 sec): 3 clusters Score: Raw -729786.454418 + Penalty 1732.712601 = -728053.741817 nChanged 1 SP:Iteration 41Q (3018.359766 sec): 3 clusters Score: Raw -729786.675118 + Penalty 1732.712601 = -728053.962517 nChanged 1 SP:Iteration 42Q (3018.407906 sec): 3 clusters Score: Raw -729786.855986 + Penalty 1732.712601 = -728054.143385 nChanged 0 SP:Iteration 43F (3018.458805 sec): 3 clusters Score: Raw -729786.855986 + Penalty 1732.712601 = -728054.143385 nChanged 0 Trying to split cluster 27 (1552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3018.492264 sec): 2 clusters Score: Raw -133985.020401 + Penalty 697.993472 = -133287.026930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3018.537647 sec): 3 clusters Score: Raw -133309.764045 + Penalty 1395.986943 = -131913.777102 nChanged 574 SP:Iteration 1F (3018.586514 sec): 3 clusters Score: Raw -133851.025148 + Penalty 1395.986943 = -132455.038205 nChanged 180 SP:Iteration 2F (3018.624566 sec): 3 clusters Score: Raw -134124.962592 + Penalty 1395.986943 = -132728.975649 nChanged 136 SP:Iteration 3F (3018.663373 sec): 3 clusters Score: Raw -134295.179364 + Penalty 1395.986943 = -132899.192421 nChanged 97 SP:Iteration 4F (3018.718399 sec): 3 clusters Score: Raw -134429.812665 + Penalty 1395.986943 = -133033.825722 nChanged 75 SP:Iteration 5Q (3018.746148 sec): 3 clusters Score: Raw -134528.140723 + Penalty 1395.986943 = -133132.153780 nChanged 47 SP:Iteration 6Q (3018.792909 sec): 3 clusters Score: Raw -134580.200596 + Penalty 1395.986943 = -133184.213653 nChanged 28 SP:Iteration 7Q (3018.835202 sec): 3 clusters Score: Raw -134597.780956 + Penalty 1395.986943 = -133201.794013 nChanged 13 SP:Iteration 8Q (3018.878485 sec): 3 clusters Score: Raw -134607.465858 + Penalty 1395.986943 = -133211.478915 nChanged 8 SP:Iteration 9Q (3018.922729 sec): 3 clusters Score: Raw -134616.200659 + Penalty 1395.986943 = -133220.213716 nChanged 7 SP:Iteration 10Q (3018.967678 sec): 3 clusters Score: Raw -134619.956494 + Penalty 1395.986943 = -133223.969551 nChanged 5 SP:Iteration 11Q (3019.019793 sec): 3 clusters Score: Raw -134624.244454 + Penalty 1395.986943 = -133228.257511 nChanged 2 SP:Iteration 12Q (3019.062510 sec): 3 clusters Score: Raw -134625.868514 + Penalty 1395.986943 = -133229.881570 nChanged 2 SP:Iteration 13Q (3019.098742 sec): 3 clusters Score: Raw -134627.058544 + Penalty 1395.986943 = -133231.071601 nChanged 2 SP:Iteration 14Q (3019.152823 sec): 3 clusters Score: Raw -134628.422970 + Penalty 1395.986943 = -133232.436027 nChanged 1 SP:Iteration 15Q (3019.198039 sec): 3 clusters Score: Raw -134629.337651 + Penalty 1395.986943 = -133233.350708 nChanged 4 SP:Iteration 16Q (3019.232769 sec): 3 clusters Score: Raw -134633.163702 + Penalty 1395.986943 = -133237.176759 nChanged 4 SP:Iteration 17Q (3019.279178 sec): 3 clusters Score: Raw -134636.672522 + Penalty 1395.986943 = -133240.685579 nChanged 4 SP:Iteration 18Q (3019.326737 sec): 3 clusters Score: Raw -134642.670299 + Penalty 1395.986943 = -133246.683356 nChanged 6 SP:Iteration 19Q (3019.356703 sec): 3 clusters Score: Raw -134646.138121 + Penalty 1395.986943 = -133250.151178 nChanged 2 SP:Iteration 20F (3019.398727 sec): 3 clusters Score: Raw -134646.784754 + Penalty 1395.986943 = -133250.797810 nChanged 1 SP:Iteration 21Q (3019.441908 sec): 3 clusters Score: Raw -134647.656340 + Penalty 1395.986943 = -133251.669396 nChanged 1 SP:Iteration 22Q (3019.487903 sec): 3 clusters Score: Raw -134647.793340 + Penalty 1395.986943 = -133251.806396 nChanged 1 SP:Iteration 23Q (3019.531404 sec): 3 clusters Score: Raw -134648.077977 + Penalty 1395.986943 = -133252.091034 nChanged 0 SP:Iteration 24F (3019.574654 sec): 3 clusters Score: Raw -134648.077977 + Penalty 1395.986943 = -133252.091034 nChanged 0 Trying to split cluster 28 (1775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3019.608350 sec): 2 clusters Score: Raw -135909.621411 + Penalty 710.747792 = -135198.873620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3019.653839 sec): 3 clusters Score: Raw -135090.802343 + Penalty 1421.495583 = -133669.306760 nChanged 658 SP:Iteration 1F (3019.698287 sec): 3 clusters Score: Raw -135502.384073 + Penalty 1421.495583 = -134080.888490 nChanged 131 SP:Iteration 2F (3019.732212 sec): 3 clusters Score: Raw -135572.705134 + Penalty 1421.495583 = -134151.209551 nChanged 78 SP:Iteration 3Q (3019.776193 sec): 3 clusters Score: Raw -135609.062479 + Penalty 1421.495583 = -134187.566896 nChanged 60 SP:Iteration 4Q (3019.813572 sec): 3 clusters Score: Raw -135645.761858 + Penalty 1421.495583 = -134224.266274 nChanged 62 SP:Iteration 5Q (3019.858322 sec): 3 clusters Score: Raw -135674.115380 + Penalty 1421.495583 = -134252.619797 nChanged 42 SP:Iteration 6Q (3019.899806 sec): 3 clusters Score: Raw -135698.642060 + Penalty 1421.495583 = -134277.146476 nChanged 57 SP:Iteration 7Q (3019.957209 sec): 3 clusters Score: Raw -135733.873221 + Penalty 1421.495583 = -134312.377638 nChanged 52 SP:Iteration 8Q (3020.010933 sec): 3 clusters Score: Raw -135767.123589 + Penalty 1421.495583 = -134345.628006 nChanged 51 SP:Iteration 9Q (3020.048796 sec): 3 clusters Score: Raw -135801.592905 + Penalty 1421.495583 = -134380.097321 nChanged 46 SP:Iteration 10Q (3020.110440 sec): 3 clusters Score: Raw -135823.273037 + Penalty 1421.495583 = -134401.777454 nChanged 28 SP:Iteration 11Q (3020.160539 sec): 3 clusters Score: Raw -135837.343436 + Penalty 1421.495583 = -134415.847853 nChanged 26 SP:Iteration 12Q (3020.210198 sec): 3 clusters Score: Raw -135846.604543 + Penalty 1421.495583 = -134425.108960 nChanged 26 SP:Iteration 13Q (3020.256799 sec): 3 clusters Score: Raw -135857.228482 + Penalty 1421.495583 = -134435.732899 nChanged 20 SP:Iteration 14Q (3020.299441 sec): 3 clusters Score: Raw -135866.283997 + Penalty 1421.495583 = -134444.788414 nChanged 24 SP:Iteration 15Q (3020.351648 sec): 3 clusters Score: Raw -135873.732966 + Penalty 1421.495583 = -134452.237383 nChanged 26 SP:Iteration 16Q (3020.396479 sec): 3 clusters Score: Raw -135888.364497 + Penalty 1421.495583 = -134466.868914 nChanged 30 SP:Iteration 17Q (3020.448818 sec): 3 clusters Score: Raw -135903.713404 + Penalty 1421.495583 = -134482.217820 nChanged 27 SP:Iteration 18Q (3020.500278 sec): 3 clusters Score: Raw -135916.550444 + Penalty 1421.495583 = -134495.054861 nChanged 20 SP:Iteration 19Q (3020.549454 sec): 3 clusters Score: Raw -135924.125252 + Penalty 1421.495583 = -134502.629668 nChanged 9 SP:Iteration 20F (3020.590158 sec): 3 clusters Score: Raw -135926.770631 + Penalty 1421.495583 = -134505.275047 nChanged 8 SP:Iteration 21Q (3020.650626 sec): 3 clusters Score: Raw -135930.660115 + Penalty 1421.495583 = -134509.164532 nChanged 9 SP:Iteration 22Q (3020.695255 sec): 3 clusters Score: Raw -135936.931676 + Penalty 1421.495583 = -134515.436092 nChanged 10 SP:Iteration 23Q (3020.736756 sec): 3 clusters Score: Raw -135943.497851 + Penalty 1421.495583 = -134522.002268 nChanged 9 SP:Iteration 24Q (3020.794214 sec): 3 clusters Score: Raw -135951.532101 + Penalty 1421.495583 = -134530.036518 nChanged 12 SP:Iteration 25Q (3020.848005 sec): 3 clusters Score: Raw -135958.231395 + Penalty 1421.495583 = -134536.735811 nChanged 10 SP:Iteration 26Q (3020.892167 sec): 3 clusters Score: Raw -135962.025096 + Penalty 1421.495583 = -134540.529513 nChanged 6 SP:Iteration 27Q (3020.934438 sec): 3 clusters Score: Raw -135964.165725 + Penalty 1421.495583 = -134542.670142 nChanged 7 SP:Iteration 28Q (3020.980855 sec): 3 clusters Score: Raw -135966.512908 + Penalty 1421.495583 = -134545.017325 nChanged 8 SP:Iteration 29Q (3021.039299 sec): 3 clusters Score: Raw -135971.000771 + Penalty 1421.495583 = -134549.505187 nChanged 9 SP:Iteration 30Q (3021.081077 sec): 3 clusters Score: Raw -135974.133661 + Penalty 1421.495583 = -134552.638078 nChanged 4 SP:Iteration 31Q (3021.132587 sec): 3 clusters Score: Raw -135976.304054 + Penalty 1421.495583 = -134554.808470 nChanged 4 SP:Iteration 32Q (3021.178383 sec): 3 clusters Score: Raw -135978.059774 + Penalty 1421.495583 = -134556.564190 nChanged 3 SP:Iteration 33Q (3021.230475 sec): 3 clusters Score: Raw -135979.692278 + Penalty 1421.495583 = -134558.196695 nChanged 4 SP:Iteration 34Q (3021.277405 sec): 3 clusters Score: Raw -135982.019879 + Penalty 1421.495583 = -134560.524296 nChanged 6 SP:Iteration 35Q (3021.320768 sec): 3 clusters Score: Raw -135985.026247 + Penalty 1421.495583 = -134563.530664 nChanged 7 SP:Iteration 36Q (3021.373864 sec): 3 clusters Score: Raw -135988.467703 + Penalty 1421.495583 = -134566.972119 nChanged 5 SP:Iteration 37Q (3021.423898 sec): 3 clusters Score: Raw -135990.376357 + Penalty 1421.495583 = -134568.880773 nChanged 1 SP:Iteration 38Q (3021.473093 sec): 3 clusters Score: Raw -135990.754636 + Penalty 1421.495583 = -134569.259053 nChanged 0 SP:Iteration 39F (3021.523881 sec): 3 clusters Score: Raw -135990.754636 + Penalty 1421.495583 = -134569.259053 nChanged 0 Trying to split cluster 29 (30302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3021.593943 sec): 2 clusters Score: Raw -2760064.770973 + Penalty 980.302055 = -2759084.468918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3021.682969 sec): 3 clusters Score: Raw -2740736.115289 + Penalty 1960.604109 = -2738775.511180 nChanged 14337 SP:Iteration 1F (3021.770991 sec): 3 clusters Score: Raw -2749341.598565 + Penalty 1960.604109 = -2747380.994456 nChanged 1702 SP:Iteration 2F (3021.861103 sec): 3 clusters Score: Raw -2750313.276020 + Penalty 1960.604109 = -2748352.671911 nChanged 1932 SP:Iteration 3F (3021.942553 sec): 3 clusters Score: Raw -2751708.808074 + Penalty 1960.604109 = -2749748.203965 nChanged 2149 SP:Iteration 4F (3022.034103 sec): 3 clusters Score: Raw -2753521.385177 + Penalty 1960.604109 = -2751560.781068 nChanged 2237 SP:Iteration 5F (3022.113586 sec): 3 clusters Score: Raw -2755332.434624 + Penalty 1960.604109 = -2753371.830515 nChanged 2029 SP:Iteration 6F (3022.197156 sec): 3 clusters Score: Raw -2756812.891967 + Penalty 1960.604109 = -2754852.287857 nChanged 1535 SP:Iteration 7F (3022.272981 sec): 3 clusters Score: Raw -2757694.538188 + Penalty 1960.604109 = -2755733.934079 nChanged 1150 SP:Iteration 8Q (3022.359921 sec): 3 clusters Score: Raw -2758215.966793 + Penalty 1960.604109 = -2756255.362684 nChanged 754 SP:Iteration 9Q (3022.457882 sec): 3 clusters Score: Raw -2758509.173893 + Penalty 1960.604109 = -2756548.569783 nChanged 617 SP:Iteration 10Q (3022.548899 sec): 3 clusters Score: Raw -2758743.265893 + Penalty 1960.604109 = -2756782.661784 nChanged 506 SP:Iteration 11Q (3022.632738 sec): 3 clusters Score: Raw -2758906.188252 + Penalty 1960.604109 = -2756945.584143 nChanged 425 SP:Iteration 12Q (3022.726411 sec): 3 clusters Score: Raw -2759026.729195 + Penalty 1960.604109 = -2757066.125086 nChanged 364 SP:Iteration 13Q (3022.815026 sec): 3 clusters Score: Raw -2759120.645445 + Penalty 1960.604109 = -2757160.041336 nChanged 296 SP:Iteration 14Q (3022.903000 sec): 3 clusters Score: Raw -2759190.592585 + Penalty 1960.604109 = -2757229.988476 nChanged 264 SP:Iteration 15Q (3022.981136 sec): 3 clusters Score: Raw -2759257.640982 + Penalty 1960.604109 = -2757297.036873 nChanged 286 SP:Iteration 16Q (3023.061429 sec): 3 clusters Score: Raw -2759319.672964 + Penalty 1960.604109 = -2757359.068855 nChanged 270 SP:Iteration 17Q (3023.157341 sec): 3 clusters Score: Raw -2759370.400163 + Penalty 1960.604109 = -2757409.796054 nChanged 234 SP:Iteration 18Q (3023.238362 sec): 3 clusters Score: Raw -2759409.737682 + Penalty 1960.604109 = -2757449.133573 nChanged 214 SP:Iteration 19Q (3023.327186 sec): 3 clusters Score: Raw -2759443.721877 + Penalty 1960.604109 = -2757483.117767 nChanged 199 SP:Iteration 20F (3023.403914 sec): 3 clusters Score: Raw -2759474.832093 + Penalty 1960.604109 = -2757514.227983 nChanged 201 SP:Iteration 21Q (3023.480745 sec): 3 clusters Score: Raw -2759504.658376 + Penalty 1960.604109 = -2757544.054267 nChanged 202 SP:Iteration 22Q (3023.567071 sec): 3 clusters Score: Raw -2759536.802509 + Penalty 1960.604109 = -2757576.198400 nChanged 203 SP:Iteration 23Q (3023.654704 sec): 3 clusters Score: Raw -2759571.881154 + Penalty 1960.604109 = -2757611.277045 nChanged 204 SP:Iteration 24Q (3023.733552 sec): 3 clusters Score: Raw -2759602.735921 + Penalty 1960.604109 = -2757642.131812 nChanged 195 SP:Iteration 25Q (3023.821426 sec): 3 clusters Score: Raw -2759629.239080 + Penalty 1960.604109 = -2757668.634971 nChanged 174 SP:Iteration 26Q (3023.898681 sec): 3 clusters Score: Raw -2759652.330587 + Penalty 1960.604109 = -2757691.726478 nChanged 168 SP:Iteration 27Q (3023.985035 sec): 3 clusters Score: Raw -2759675.758685 + Penalty 1960.604109 = -2757715.154576 nChanged 178 SP:Iteration 28Q (3024.075507 sec): 3 clusters Score: Raw -2759701.563570 + Penalty 1960.604109 = -2757740.959461 nChanged 180 SP:Iteration 29Q (3024.161181 sec): 3 clusters Score: Raw -2759728.335414 + Penalty 1960.604109 = -2757767.731305 nChanged 175 SP:Iteration 30Q (3024.244320 sec): 3 clusters Score: Raw -2759753.392804 + Penalty 1960.604109 = -2757792.788695 nChanged 189 SP:Iteration 31Q (3024.290465 sec): 3 clusters Score: Raw -2759781.302204 + Penalty 1960.604109 = -2757820.698095 nChanged 169 SP:Iteration 32Q (3024.377525 sec): 3 clusters Score: Raw -2759805.960758 + Penalty 1960.604109 = -2757845.356649 nChanged 173 SP:Iteration 33Q (3024.464601 sec): 3 clusters Score: Raw -2759829.573428 + Penalty 1960.604109 = -2757868.969318 nChanged 154 SP:Iteration 34Q (3024.552830 sec): 3 clusters Score: Raw -2759849.037249 + Penalty 1960.604109 = -2757888.433140 nChanged 153 SP:Iteration 35Q (3024.632270 sec): 3 clusters Score: Raw -2759867.595784 + Penalty 1960.604109 = -2757906.991675 nChanged 142 SP:Iteration 36Q (3024.716843 sec): 3 clusters Score: Raw -2759885.415617 + Penalty 1960.604109 = -2757924.811507 nChanged 131 SP:Iteration 37Q (3024.795980 sec): 3 clusters Score: Raw -2759903.060144 + Penalty 1960.604109 = -2757942.456035 nChanged 144 SP:Iteration 38Q (3024.871432 sec): 3 clusters Score: Raw -2759922.524909 + Penalty 1960.604109 = -2757961.920799 nChanged 141 SP:Iteration 39Q (3024.959766 sec): 3 clusters Score: Raw -2759942.381017 + Penalty 1960.604109 = -2757981.776908 nChanged 134 SP:Iteration 40F (3025.036766 sec): 3 clusters Score: Raw -2759961.911071 + Penalty 1960.604109 = -2758001.306962 nChanged 129 SP:Iteration 41Q (3025.129047 sec): 3 clusters Score: Raw -2759982.635603 + Penalty 1960.604109 = -2758022.031494 nChanged 141 SP:Iteration 42Q (3025.200347 sec): 3 clusters Score: Raw -2760008.795556 + Penalty 1960.604109 = -2758048.191447 nChanged 164 SP:Iteration 43Q (3025.278370 sec): 3 clusters Score: Raw -2760039.436554 + Penalty 1960.604109 = -2758078.832445 nChanged 185 SP:Iteration 44Q (3025.363112 sec): 3 clusters Score: Raw -2760074.321925 + Penalty 1960.604109 = -2758113.717816 nChanged 179 SP:Iteration 45Q (3025.446729 sec): 3 clusters Score: Raw -2760108.506615 + Penalty 1960.604109 = -2758147.902506 nChanged 178 SP:Iteration 46Q (3025.519272 sec): 3 clusters Score: Raw -2760144.695067 + Penalty 1960.604109 = -2758184.090958 nChanged 178 SP:Iteration 47Q (3025.602107 sec): 3 clusters Score: Raw -2760180.014162 + Penalty 1960.604109 = -2758219.410053 nChanged 163 SP:Iteration 48Q (3025.683015 sec): 3 clusters Score: Raw -2760206.449460 + Penalty 1960.604109 = -2758245.845351 nChanged 144 SP:Iteration 49Q (3025.767752 sec): 3 clusters Score: Raw -2760229.874653 + Penalty 1960.604109 = -2758269.270544 nChanged 121 SP:Iteration 50Q (3025.850658 sec): 3 clusters Score: Raw -2760246.920251 + Penalty 1960.604109 = -2758286.316142 nChanged 118 SP:Iteration 51Q (3025.927563 sec): 3 clusters Score: Raw -2760261.758228 + Penalty 1960.604109 = -2758301.154118 nChanged 114 SP:Iteration 52Q (3025.998646 sec): 3 clusters Score: Raw -2760276.769047 + Penalty 1960.604109 = -2758316.164938 nChanged 109 SP:Iteration 53Q (3026.092270 sec): 3 clusters Score: Raw -2760289.678327 + Penalty 1960.604109 = -2758329.074218 nChanged 94 SP:Iteration 54Q (3026.162260 sec): 3 clusters Score: Raw -2760301.095711 + Penalty 1960.604109 = -2758340.491601 nChanged 98 SP:Iteration 55Q (3026.249296 sec): 3 clusters Score: Raw -2760314.552062 + Penalty 1960.604109 = -2758353.947953 nChanged 103 SP:Iteration 56Q (3026.329803 sec): 3 clusters Score: Raw -2760331.617928 + Penalty 1960.604109 = -2758371.013818 nChanged 101 SP:Iteration 57Q (3026.413472 sec): 3 clusters Score: Raw -2760346.058489 + Penalty 1960.604109 = -2758385.454380 nChanged 90 SP:Iteration 58Q (3026.486046 sec): 3 clusters Score: Raw -2760355.952348 + Penalty 1960.604109 = -2758395.348239 nChanged 76 SP:Iteration 59Q (3026.558980 sec): 3 clusters Score: Raw -2760364.302932 + Penalty 1960.604109 = -2758403.698823 nChanged 75 SP:Iteration 60F (3026.644039 sec): 3 clusters Score: Raw -2760371.881094 + Penalty 1960.604109 = -2758411.276985 nChanged 57 SP:Iteration 61Q (3026.723224 sec): 3 clusters Score: Raw -2760377.513074 + Penalty 1960.604109 = -2758416.908964 nChanged 60 SP:Iteration 62Q (3026.805191 sec): 3 clusters Score: Raw -2760383.758172 + Penalty 1960.604109 = -2758423.154063 nChanged 62 SP:Iteration 63Q (3026.876264 sec): 3 clusters Score: Raw -2760390.613843 + Penalty 1960.604109 = -2758430.009734 nChanged 71 SP:Iteration 64Q (3026.959777 sec): 3 clusters Score: Raw -2760398.578647 + Penalty 1960.604109 = -2758437.974538 nChanged 63 SP:Iteration 65Q (3027.025232 sec): 3 clusters Score: Raw -2760404.524592 + Penalty 1960.604109 = -2758443.920483 nChanged 58 SP:Iteration 66Q (3027.119553 sec): 3 clusters Score: Raw -2760410.141591 + Penalty 1960.604109 = -2758449.537482 nChanged 56 SP:Iteration 67Q (3027.196352 sec): 3 clusters Score: Raw -2760416.278923 + Penalty 1960.604109 = -2758455.674813 nChanged 50 SP:Iteration 68Q (3027.280072 sec): 3 clusters Score: Raw -2760421.148951 + Penalty 1960.604109 = -2758460.544841 nChanged 54 SP:Iteration 69Q (3027.358284 sec): 3 clusters Score: Raw -2760426.759182 + Penalty 1960.604109 = -2758466.155073 nChanged 55 SP:Iteration 70Q (3027.427556 sec): 3 clusters Score: Raw -2760432.846274 + Penalty 1960.604109 = -2758472.242165 nChanged 58 SP:Iteration 71Q (3027.514657 sec): 3 clusters Score: Raw -2760438.514972 + Penalty 1960.604109 = -2758477.910863 nChanged 43 SP:Iteration 72Q (3027.594640 sec): 3 clusters Score: Raw -2760441.899036 + Penalty 1960.604109 = -2758481.294927 nChanged 35 SP:Iteration 73Q (3027.674546 sec): 3 clusters Score: Raw -2760444.829643 + Penalty 1960.604109 = -2758484.225533 nChanged 34 SP:Iteration 74Q (3027.751700 sec): 3 clusters Score: Raw -2760447.898305 + Penalty 1960.604109 = -2758487.294196 nChanged 26 SP:Iteration 75Q (3027.828940 sec): 3 clusters Score: Raw -2760449.997710 + Penalty 1960.604109 = -2758489.393601 nChanged 29 SP:Iteration 76Q (3027.906879 sec): 3 clusters Score: Raw -2760451.939056 + Penalty 1960.604109 = -2758491.334946 nChanged 25 SP:Iteration 77Q (3027.983014 sec): 3 clusters Score: Raw -2760453.746721 + Penalty 1960.604109 = -2758493.142611 nChanged 27 SP:Iteration 78Q (3028.056440 sec): 3 clusters Score: Raw -2760455.918022 + Penalty 1960.604109 = -2758495.313912 nChanged 32 SP:Iteration 79Q (3028.140697 sec): 3 clusters Score: Raw -2760458.882024 + Penalty 1960.604109 = -2758498.277915 nChanged 32 SP:Iteration 80F (3028.218399 sec): 3 clusters Score: Raw -2760461.948248 + Penalty 1960.604109 = -2758501.344139 nChanged 34 SP:Iteration 81Q (3028.306298 sec): 3 clusters Score: Raw -2760465.598635 + Penalty 1960.604109 = -2758504.994526 nChanged 38 SP:Iteration 82Q (3028.384590 sec): 3 clusters Score: Raw -2760469.008588 + Penalty 1960.604109 = -2758508.404479 nChanged 28 SP:Iteration 83Q (3028.457999 sec): 3 clusters Score: Raw -2760471.471896 + Penalty 1960.604109 = -2758510.867787 nChanged 24 SP:Iteration 84Q (3028.545449 sec): 3 clusters Score: Raw -2760473.395747 + Penalty 1960.604109 = -2758512.791638 nChanged 23 SP:Iteration 85Q (3028.612650 sec): 3 clusters Score: Raw -2760475.010204 + Penalty 1960.604109 = -2758514.406095 nChanged 19 SP:Iteration 86Q (3028.702631 sec): 3 clusters Score: Raw -2760476.328684 + Penalty 1960.604109 = -2758515.724575 nChanged 14 SP:Iteration 87Q (3028.772337 sec): 3 clusters Score: Raw -2760477.331162 + Penalty 1960.604109 = -2758516.727053 nChanged 21 SP:Iteration 88Q (3028.851112 sec): 3 clusters Score: Raw -2760479.256737 + Penalty 1960.604109 = -2758518.652628 nChanged 23 SP:Iteration 89Q (3028.933326 sec): 3 clusters Score: Raw -2760480.818172 + Penalty 1960.604109 = -2758520.214063 nChanged 25 SP:Iteration 90Q (3029.008528 sec): 3 clusters Score: Raw -2760482.754953 + Penalty 1960.604109 = -2758522.150843 nChanged 25 SP:Iteration 91Q (3029.085354 sec): 3 clusters Score: Raw -2760484.643685 + Penalty 1960.604109 = -2758524.039575 nChanged 29 SP:Iteration 92Q (3029.160586 sec): 3 clusters Score: Raw -2760487.242481 + Penalty 1960.604109 = -2758526.638372 nChanged 34 SP:Iteration 93Q (3029.250781 sec): 3 clusters Score: Raw -2760491.787152 + Penalty 1960.604109 = -2758531.183043 nChanged 30 SP:Iteration 94Q (3029.335012 sec): 3 clusters Score: Raw -2760495.091594 + Penalty 1960.604109 = -2758534.487485 nChanged 34 SP:Iteration 95Q (3029.419471 sec): 3 clusters Score: Raw -2760499.169306 + Penalty 1960.604109 = -2758538.565197 nChanged 31 SP:Iteration 96Q (3029.493904 sec): 3 clusters Score: Raw -2760504.483995 + Penalty 1960.604109 = -2758543.879885 nChanged 37 SP:Iteration 97Q (3029.574085 sec): 3 clusters Score: Raw -2760510.021745 + Penalty 1960.604109 = -2758549.417636 nChanged 43 SP:Iteration 98Q (3029.649820 sec): 3 clusters Score: Raw -2760515.157477 + Penalty 1960.604109 = -2758554.553368 nChanged 42 SP:Iteration 99Q (3029.735923 sec): 3 clusters Score: Raw -2760519.995092 + Penalty 1960.604109 = -2758559.390983 nChanged 40 SP:Iteration 100F (3029.820548 sec): 3 clusters Score: Raw -2760523.355893 + Penalty 1960.604109 = -2758562.751784 nChanged 26 SP:Iteration 101Q (3029.895382 sec): 3 clusters Score: Raw -2760524.960202 + Penalty 1960.604109 = -2758564.356093 nChanged 22 SP:Iteration 102Q (3029.983696 sec): 3 clusters Score: Raw -2760526.289793 + Penalty 1960.604109 = -2758565.685684 nChanged 24 SP:Iteration 103Q (3030.058259 sec): 3 clusters Score: Raw -2760528.186229 + Penalty 1960.604109 = -2758567.582120 nChanged 30 SP:Iteration 104Q (3030.134532 sec): 3 clusters Score: Raw -2760530.655632 + Penalty 1960.604109 = -2758570.051523 nChanged 27 SP:Iteration 105Q (3030.212719 sec): 3 clusters Score: Raw -2760532.712394 + Penalty 1960.604109 = -2758572.108285 nChanged 27 SP:Iteration 106Q (3030.297517 sec): 3 clusters Score: Raw -2760534.726673 + Penalty 1960.604109 = -2758574.122564 nChanged 30 SP:Iteration 107Q (3030.370422 sec): 3 clusters Score: Raw -2760537.092963 + Penalty 1960.604109 = -2758576.488854 nChanged 29 SP:Iteration 108Q (3030.453397 sec): 3 clusters Score: Raw -2760539.680962 + Penalty 1960.604109 = -2758579.076853 nChanged 20 SP:Iteration 109Q (3030.523674 sec): 3 clusters Score: Raw -2760541.409166 + Penalty 1960.604109 = -2758580.805056 nChanged 19 SP:Iteration 110Q (3030.594373 sec): 3 clusters Score: Raw -2760543.178383 + Penalty 1960.604109 = -2758582.574274 nChanged 15 SP:Iteration 111Q (3030.681328 sec): 3 clusters Score: Raw -2760544.413065 + Penalty 1960.604109 = -2758583.808956 nChanged 11 SP:Iteration 112Q (3030.757906 sec): 3 clusters Score: Raw -2760545.272485 + Penalty 1960.604109 = -2758584.668376 nChanged 18 SP:Iteration 113Q (3030.846820 sec): 3 clusters Score: Raw -2760546.560383 + Penalty 1960.604109 = -2758585.956274 nChanged 15 SP:Iteration 114Q (3030.918174 sec): 3 clusters Score: Raw -2760547.654058 + Penalty 1960.604109 = -2758587.049949 nChanged 14 SP:Iteration 115Q (3031.004897 sec): 3 clusters Score: Raw -2760548.431710 + Penalty 1960.604109 = -2758587.827601 nChanged 15 SP:Iteration 116Q (3031.090446 sec): 3 clusters Score: Raw -2760549.445612 + Penalty 1960.604109 = -2758588.841503 nChanged 14 SP:Iteration 117Q (3031.173006 sec): 3 clusters Score: Raw -2760550.179603 + Penalty 1960.604109 = -2758589.575494 nChanged 11 SP:Iteration 118Q (3031.257982 sec): 3 clusters Score: Raw -2760550.952497 + Penalty 1960.604109 = -2758590.348388 nChanged 11 SP:Iteration 119Q (3031.343091 sec): 3 clusters Score: Raw -2760551.546269 + Penalty 1960.604109 = -2758590.942160 nChanged 7 SP:Iteration 120F (3031.429234 sec): 3 clusters Score: Raw -2760552.095208 + Penalty 1960.604109 = -2758591.491098 nChanged 4 SP:Iteration 121Q (3031.514471 sec): 3 clusters Score: Raw -2760552.413954 + Penalty 1960.604109 = -2758591.809845 nChanged 4 SP:Iteration 122Q (3031.597724 sec): 3 clusters Score: Raw -2760552.644125 + Penalty 1960.604109 = -2758592.040015 nChanged 4 SP:Iteration 123Q (3031.681232 sec): 3 clusters Score: Raw -2760552.852156 + Penalty 1960.604109 = -2758592.248046 nChanged 3 SP:Iteration 124Q (3031.755757 sec): 3 clusters Score: Raw -2760552.932168 + Penalty 1960.604109 = -2758592.328059 nChanged 2 SP:Iteration 125Q (3031.845350 sec): 3 clusters Score: Raw -2760553.007607 + Penalty 1960.604109 = -2758592.403497 nChanged 1 SP:Iteration 126Q (3031.926953 sec): 3 clusters Score: Raw -2760553.039532 + Penalty 1960.604109 = -2758592.435423 nChanged 1 SP:Iteration 127Q (3031.995784 sec): 3 clusters Score: Raw -2760553.060851 + Penalty 1960.604109 = -2758592.456742 nChanged 2 SP:Iteration 128Q (3032.079644 sec): 3 clusters Score: Raw -2760553.086824 + Penalty 1960.604109 = -2758592.482715 nChanged 1 SP:Iteration 129Q (3032.166525 sec): 3 clusters Score: Raw -2760553.142571 + Penalty 1960.604109 = -2758592.538462 nChanged 1 SP:Iteration 130Q (3032.254587 sec): 3 clusters Score: Raw -2760553.175419 + Penalty 1960.604109 = -2758592.571310 nChanged 0 SP:Iteration 131F (3032.345278 sec): 3 clusters Score: Raw -2760553.175419 + Penalty 1960.604109 = -2758592.571310 nChanged 0 Trying to split cluster 30 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3032.373688 sec): 2 clusters Score: Raw -23314.220046 + Penalty 554.584392 = -22759.635654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3032.414823 sec): 3 clusters Score: Raw -23279.730317 + Penalty 1109.168785 = -22170.561532 nChanged 97 SP:Iteration 1F (3032.449326 sec): 3 clusters Score: Raw -23398.774050 + Penalty 1109.168785 = -22289.605265 nChanged 21 SP:Iteration 2F (3032.489420 sec): 3 clusters Score: Raw -23430.557892 + Penalty 1109.168785 = -22321.389107 nChanged 9 SP:Iteration 3Q (3032.536973 sec): 3 clusters Score: Raw -23441.996572 + Penalty 1109.168785 = -22332.827787 nChanged 11 SP:Iteration 4Q (3032.589752 sec): 3 clusters Score: Raw -23459.857175 + Penalty 1109.168785 = -22350.688390 nChanged 12 SP:Iteration 5Q (3032.635311 sec): 3 clusters Score: Raw -23494.711909 + Penalty 1109.168785 = -22385.543124 nChanged 8 SP:Iteration 6Q (3032.683185 sec): 3 clusters Score: Raw -23502.459877 + Penalty 1109.168785 = -22393.291092 nChanged 6 SP:Iteration 7Q (3032.725769 sec): 3 clusters Score: Raw -23508.385670 + Penalty 1109.168785 = -22399.216885 nChanged 4 SP:Iteration 8Q (3032.767711 sec): 3 clusters Score: Raw -23521.186708 + Penalty 1109.168785 = -22412.017924 nChanged 7 SP:Iteration 9Q (3032.818651 sec): 3 clusters Score: Raw -23537.636601 + Penalty 1109.168785 = -22428.467816 nChanged 6 SP:Iteration 10Q (3032.866646 sec): 3 clusters Score: Raw -23546.384252 + Penalty 1109.168785 = -22437.215467 nChanged 2 SP:Iteration 11Q (3032.902776 sec): 3 clusters Score: Raw -23547.946661 + Penalty 1109.168785 = -22438.777876 nChanged 5 SP:Iteration 12Q (3032.951124 sec): 3 clusters Score: Raw -23554.159448 + Penalty 1109.168785 = -22444.990663 nChanged 5 SP:Iteration 13Q (3032.993352 sec): 3 clusters Score: Raw -23559.961159 + Penalty 1109.168785 = -22450.792374 nChanged 4 SP:Iteration 14Q (3033.035087 sec): 3 clusters Score: Raw -23566.030537 + Penalty 1109.168785 = -22456.861752 nChanged 3 SP:Iteration 15Q (3033.080883 sec): 3 clusters Score: Raw -23567.170361 + Penalty 1109.168785 = -22458.001576 nChanged 0 SP:Iteration 16F (3033.131509 sec): 3 clusters Score: Raw -23567.170361 + Penalty 1109.168785 = -22458.001576 nChanged 0 Trying to split cluster 31 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3033.159423 sec): 2 clusters Score: Raw -135316.545929 + Penalty 708.308285 = -134608.237644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3033.207059 sec): 3 clusters Score: Raw -134478.122302 + Penalty 1416.616571 = -133061.505732 nChanged 657 SP:Iteration 1F (3033.253832 sec): 3 clusters Score: Raw -134867.853922 + Penalty 1416.616571 = -133451.237351 nChanged 170 SP:Iteration 2F (3033.303861 sec): 3 clusters Score: Raw -135013.911486 + Penalty 1416.616571 = -133597.294915 nChanged 124 SP:Iteration 3F (3033.360491 sec): 3 clusters Score: Raw -135145.407884 + Penalty 1416.616571 = -133728.791313 nChanged 112 SP:Iteration 4F (3033.401672 sec): 3 clusters Score: Raw -135259.520400 + Penalty 1416.616571 = -133842.903830 nChanged 80 SP:Iteration 5Q (3033.454884 sec): 3 clusters Score: Raw -135359.756702 + Penalty 1416.616571 = -133943.140132 nChanged 78 SP:Iteration 6Q (3033.500963 sec): 3 clusters Score: Raw -135459.473386 + Penalty 1416.616571 = -134042.856815 nChanged 72 SP:Iteration 7Q (3033.542737 sec): 3 clusters Score: Raw -135537.107553 + Penalty 1416.616571 = -134120.490983 nChanged 54 SP:Iteration 8Q (3033.588630 sec): 3 clusters Score: Raw -135575.315711 + Penalty 1416.616571 = -134158.699140 nChanged 29 SP:Iteration 9Q (3033.641053 sec): 3 clusters Score: Raw -135591.535392 + Penalty 1416.616571 = -134174.918821 nChanged 27 SP:Iteration 10Q (3033.681659 sec): 3 clusters Score: Raw -135602.495472 + Penalty 1416.616571 = -134185.878902 nChanged 15 SP:Iteration 11Q (3033.722454 sec): 3 clusters Score: Raw -135609.182093 + Penalty 1416.616571 = -134192.565523 nChanged 14 SP:Iteration 12Q (3033.784956 sec): 3 clusters Score: Raw -135617.998679 + Penalty 1416.616571 = -134201.382109 nChanged 20 SP:Iteration 13Q (3033.830176 sec): 3 clusters Score: Raw -135627.846501 + Penalty 1416.616571 = -134211.229930 nChanged 11 SP:Iteration 14Q (3033.874879 sec): 3 clusters Score: Raw -135633.922274 + Penalty 1416.616571 = -134217.305703 nChanged 10 SP:Iteration 15Q (3033.921522 sec): 3 clusters Score: Raw -135637.777167 + Penalty 1416.616571 = -134221.160597 nChanged 9 SP:Iteration 16Q (3033.973706 sec): 3 clusters Score: Raw -135642.359593 + Penalty 1416.616571 = -134225.743023 nChanged 5 SP:Iteration 17Q (3034.024232 sec): 3 clusters Score: Raw -135644.259370 + Penalty 1416.616571 = -134227.642799 nChanged 2 SP:Iteration 18Q (3034.076707 sec): 3 clusters Score: Raw -135644.621478 + Penalty 1416.616571 = -134228.004907 nChanged 2 SP:Iteration 19Q (3034.128041 sec): 3 clusters Score: Raw -135646.663976 + Penalty 1416.616571 = -134230.047405 nChanged 1 SP:Iteration 20F (3034.178062 sec): 3 clusters Score: Raw -135647.289003 + Penalty 1416.616571 = -134230.672432 nChanged 0 Trying to split cluster 32 (66196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3034.281523 sec): 2 clusters Score: Raw -5944058.477220 + Penalty 1054.535655 = -5943003.941564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3034.397337 sec): 3 clusters Score: Raw -5900985.619859 + Penalty 2109.071310 = -5898876.548548 nChanged 31730 SP:Iteration 1F (3034.513567 sec): 3 clusters Score: Raw -5920964.283292 + Penalty 2109.071310 = -5918855.211981 nChanged 4294 SP:Iteration 2F (3034.639865 sec): 3 clusters Score: Raw -5923301.015695 + Penalty 2109.071310 = -5921191.944384 nChanged 4955 SP:Iteration 3F (3034.764118 sec): 3 clusters Score: Raw -5926554.712303 + Penalty 2109.071310 = -5924445.640993 nChanged 5130 SP:Iteration 4F (3034.893799 sec): 3 clusters Score: Raw -5930467.764782 + Penalty 2109.071310 = -5928358.693472 nChanged 4870 SP:Iteration 5F (3035.012116 sec): 3 clusters Score: Raw -5934641.263974 + Penalty 2109.071310 = -5932532.192663 nChanged 4157 SP:Iteration 6F (3035.120465 sec): 3 clusters Score: Raw -5938369.093591 + Penalty 2109.071310 = -5936260.022281 nChanged 3015 SP:Iteration 7Q (3035.247189 sec): 3 clusters Score: Raw -5941063.739411 + Penalty 2109.071310 = -5938954.668101 nChanged 1879 SP:Iteration 8Q (3035.365816 sec): 3 clusters Score: Raw -5942670.620958 + Penalty 2109.071310 = -5940561.549648 nChanged 1031 SP:Iteration 9Q (3035.481156 sec): 3 clusters Score: Raw -5943473.906601 + Penalty 2109.071310 = -5941364.835291 nChanged 514 SP:Iteration 10Q (3035.599028 sec): 3 clusters Score: Raw -5943852.109944 + Penalty 2109.071310 = -5941743.038634 nChanged 254 SP:Iteration 11Q (3035.705678 sec): 3 clusters Score: Raw -5944036.256928 + Penalty 2109.071310 = -5941927.185618 nChanged 132 SP:Iteration 12Q (3035.827632 sec): 3 clusters Score: Raw -5944131.924851 + Penalty 2109.071310 = -5942022.853541 nChanged 78 SP:Iteration 13Q (3035.940090 sec): 3 clusters Score: Raw -5944192.055726 + Penalty 2109.071310 = -5942082.984416 nChanged 51 SP:Iteration 14Q (3036.058734 sec): 3 clusters Score: Raw -5944224.190225 + Penalty 2109.071310 = -5942115.118914 nChanged 27 SP:Iteration 15Q (3036.165736 sec): 3 clusters Score: Raw -5944238.435290 + Penalty 2109.071310 = -5942129.363979 nChanged 13 SP:Iteration 16Q (3036.280229 sec): 3 clusters Score: Raw -5944246.989038 + Penalty 2109.071310 = -5942137.917728 nChanged 8 SP:Iteration 17Q (3036.399637 sec): 3 clusters Score: Raw -5944251.570777 + Penalty 2109.071310 = -5942142.499467 nChanged 9 SP:Iteration 18Q (3036.512903 sec): 3 clusters Score: Raw -5944255.866610 + Penalty 2109.071310 = -5942146.795300 nChanged 7 SP:Iteration 19Q (3036.628657 sec): 3 clusters Score: Raw -5944261.233997 + Penalty 2109.071310 = -5942152.162686 nChanged 6 SP:Iteration 20F (3036.744571 sec): 3 clusters Score: Raw -5944263.692125 + Penalty 2109.071310 = -5942154.620815 nChanged 8 SP:Iteration 21Q (3036.871931 sec): 3 clusters Score: Raw -5944265.491077 + Penalty 2109.071310 = -5942156.419767 nChanged 3 SP:Iteration 22Q (3036.987250 sec): 3 clusters Score: Raw -5944267.815401 + Penalty 2109.071310 = -5942158.744091 nChanged 8 SP:Iteration 23Q (3037.106494 sec): 3 clusters Score: Raw -5944270.676458 + Penalty 2109.071310 = -5942161.605147 nChanged 2 SP:Iteration 24Q (3037.225720 sec): 3 clusters Score: Raw -5944271.777472 + Penalty 2109.071310 = -5942162.706162 nChanged 3 SP:Iteration 25Q (3037.345064 sec): 3 clusters Score: Raw -5944272.906814 + Penalty 2109.071310 = -5942163.835504 nChanged 0 SP:Iteration 26F (3037.469430 sec): 3 clusters Score: Raw -5944272.906814 + Penalty 2109.071310 = -5942163.835504 nChanged 0 Trying to split cluster 33 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3037.500330 sec): 2 clusters Score: Raw -11546.663877 + Penalty 514.950825 = -11031.713052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3037.551028 sec): 3 clusters Score: Raw -11631.993567 + Penalty 1029.901650 = -10602.091917 nChanged 67 SP:Iteration 1F (3037.598963 sec): 3 clusters Score: Raw -11790.800237 + Penalty 1029.901650 = -10760.898587 nChanged 17 SP:Iteration 2F (3037.647931 sec): 3 clusters Score: Raw -11852.410717 + Penalty 1029.901650 = -10822.509067 nChanged 6 SP:Iteration 3Q (3037.693999 sec): 3 clusters Score: Raw -11890.962602 + Penalty 1029.901650 = -10861.060952 nChanged 3 SP:Iteration 4Q (3037.743439 sec): 3 clusters Score: Raw -11903.947927 + Penalty 1029.901650 = -10874.046277 nChanged 1 SP:Iteration 5Q (3037.783873 sec): 3 clusters Score: Raw -11904.567046 + Penalty 1029.901650 = -10874.665396 nChanged 0 SP:Iteration 6F (3037.825159 sec): 3 clusters Score: Raw -11905.945499 + Penalty 1029.901650 = -10876.043849 nChanged 1 SP:Iteration 7Q (3037.884044 sec): 3 clusters Score: Raw -11923.996881 + Penalty 1029.901650 = -10894.095231 nChanged 2 SP:Iteration 8Q (3037.931959 sec): 3 clusters Score: Raw -11935.058521 + Penalty 1029.901650 = -10905.156872 nChanged 3 SP:Iteration 9Q (3037.978537 sec): 3 clusters Score: Raw -11940.743523 + Penalty 1029.901650 = -10910.841873 nChanged 3 SP:Iteration 10Q (3038.017827 sec): 3 clusters Score: Raw -11982.719913 + Penalty 1029.901650 = -10952.818263 nChanged 7 SP:Iteration 11Q (3038.067258 sec): 3 clusters Score: Raw -11999.646665 + Penalty 1029.901650 = -10969.745015 nChanged 3 SP:Iteration 12Q (3038.120829 sec): 3 clusters Score: Raw -12013.654583 + Penalty 1029.901650 = -10983.752933 nChanged 2 SP:Iteration 13Q (3038.172105 sec): 3 clusters Score: Raw -12027.692246 + Penalty 1029.901650 = -10997.790596 nChanged 0 SP:Iteration 14F (3038.220586 sec): 3 clusters Score: Raw -12027.692246 + Penalty 1029.901650 = -10997.790596 nChanged 0 Trying to split cluster 34 (8931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3038.252153 sec): 2 clusters Score: Raw -809362.003676 + Penalty 864.241947 = -808497.761729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3038.300820 sec): 3 clusters Score: Raw -804065.969041 + Penalty 1728.483893 = -802337.485147 nChanged 3946 SP:Iteration 1F (3038.370672 sec): 3 clusters Score: Raw -806061.498084 + Penalty 1728.483893 = -804333.014191 nChanged 554 SP:Iteration 2F (3038.430214 sec): 3 clusters Score: Raw -806305.722060 + Penalty 1728.483893 = -804577.238166 nChanged 529 SP:Iteration 3F (3038.491673 sec): 3 clusters Score: Raw -806513.890781 + Penalty 1728.483893 = -804785.406888 nChanged 448 SP:Iteration 4F (3038.539926 sec): 3 clusters Score: Raw -806668.725188 + Penalty 1728.483893 = -804940.241294 nChanged 346 SP:Iteration 5Q (3038.582192 sec): 3 clusters Score: Raw -806769.567839 + Penalty 1728.483893 = -805041.083946 nChanged 294 SP:Iteration 6Q (3038.640417 sec): 3 clusters Score: Raw -806853.067072 + Penalty 1728.483893 = -805124.583179 nChanged 266 SP:Iteration 7Q (3038.697237 sec): 3 clusters Score: Raw -806928.224680 + Penalty 1728.483893 = -805199.740786 nChanged 235 SP:Iteration 8Q (3038.755918 sec): 3 clusters Score: Raw -806998.290943 + Penalty 1728.483893 = -805269.807049 nChanged 231 SP:Iteration 9Q (3038.798869 sec): 3 clusters Score: Raw -807067.619299 + Penalty 1728.483893 = -805339.135406 nChanged 247 SP:Iteration 10Q (3038.847263 sec): 3 clusters Score: Raw -807143.894320 + Penalty 1728.483893 = -805415.410427 nChanged 230 SP:Iteration 11Q (3038.911189 sec): 3 clusters Score: Raw -807222.117357 + Penalty 1728.483893 = -805493.633464 nChanged 255 SP:Iteration 12Q (3038.962427 sec): 3 clusters Score: Raw -807328.123530 + Penalty 1728.483893 = -805599.639636 nChanged 277 SP:Iteration 13Q (3039.021803 sec): 3 clusters Score: Raw -807453.686236 + Penalty 1728.483893 = -805725.202342 nChanged 299 SP:Iteration 14Q (3039.078959 sec): 3 clusters Score: Raw -807632.843461 + Penalty 1728.483893 = -805904.359568 nChanged 366 SP:Iteration 15Q (3039.129025 sec): 3 clusters Score: Raw -807905.418297 + Penalty 1728.483893 = -806176.934403 nChanged 376 SP:Iteration 16Q (3039.187886 sec): 3 clusters Score: Raw -808200.873384 + Penalty 1728.483893 = -806472.389491 nChanged 377 SP:Iteration 17Q (3039.235397 sec): 3 clusters Score: Raw -808469.525409 + Penalty 1728.483893 = -806741.041516 nChanged 321 SP:Iteration 18Q (3039.298909 sec): 3 clusters Score: Raw -808666.209648 + Penalty 1728.483893 = -806937.725755 nChanged 269 SP:Iteration 19Q (3039.348725 sec): 3 clusters Score: Raw -808816.091996 + Penalty 1728.483893 = -807087.608102 nChanged 192 SP:Iteration 20F (3039.403329 sec): 3 clusters Score: Raw -808896.106998 + Penalty 1728.483893 = -807167.623104 nChanged 137 SP:Iteration 21Q (3039.459287 sec): 3 clusters Score: Raw -808945.586938 + Penalty 1728.483893 = -807217.103044 nChanged 113 SP:Iteration 22Q (3039.506002 sec): 3 clusters Score: Raw -808982.486401 + Penalty 1728.483893 = -807254.002508 nChanged 81 SP:Iteration 23Q (3039.561808 sec): 3 clusters Score: Raw -809003.317349 + Penalty 1728.483893 = -807274.833455 nChanged 70 SP:Iteration 24Q (3039.623606 sec): 3 clusters Score: Raw -809019.355548 + Penalty 1728.483893 = -807290.871655 nChanged 48 SP:Iteration 25Q (3039.677841 sec): 3 clusters Score: Raw -809026.760297 + Penalty 1728.483893 = -807298.276404 nChanged 36 SP:Iteration 26Q (3039.727911 sec): 3 clusters Score: Raw -809033.881597 + Penalty 1728.483893 = -807305.397703 nChanged 32 SP:Iteration 27Q (3039.778544 sec): 3 clusters Score: Raw -809039.448014 + Penalty 1728.483893 = -807310.964121 nChanged 33 SP:Iteration 28Q (3039.830182 sec): 3 clusters Score: Raw -809044.531770 + Penalty 1728.483893 = -807316.047876 nChanged 37 SP:Iteration 29Q (3039.892439 sec): 3 clusters Score: Raw -809051.929696 + Penalty 1728.483893 = -807323.445802 nChanged 37 SP:Iteration 30Q (3039.945187 sec): 3 clusters Score: Raw -809060.880315 + Penalty 1728.483893 = -807332.396421 nChanged 36 SP:Iteration 31Q (3039.993123 sec): 3 clusters Score: Raw -809067.577382 + Penalty 1728.483893 = -807339.093489 nChanged 32 SP:Iteration 32Q (3040.042369 sec): 3 clusters Score: Raw -809073.490395 + Penalty 1728.483893 = -807345.006501 nChanged 33 SP:Iteration 33Q (3040.104110 sec): 3 clusters Score: Raw -809079.780203 + Penalty 1728.483893 = -807351.296309 nChanged 30 SP:Iteration 34Q (3040.145348 sec): 3 clusters Score: Raw -809086.183774 + Penalty 1728.483893 = -807357.699881 nChanged 30 SP:Iteration 35Q (3040.202381 sec): 3 clusters Score: Raw -809091.186206 + Penalty 1728.483893 = -807362.702313 nChanged 27 SP:Iteration 36Q (3040.270327 sec): 3 clusters Score: Raw -809095.212182 + Penalty 1728.483893 = -807366.728289 nChanged 28 SP:Iteration 37Q (3040.317219 sec): 3 clusters Score: Raw -809099.723953 + Penalty 1728.483893 = -807371.240060 nChanged 29 SP:Iteration 38Q (3040.370499 sec): 3 clusters Score: Raw -809103.678831 + Penalty 1728.483893 = -807375.194937 nChanged 23 SP:Iteration 39Q (3040.438894 sec): 3 clusters Score: Raw -809105.983748 + Penalty 1728.483893 = -807377.499855 nChanged 21 SP:Iteration 40F (3040.489848 sec): 3 clusters Score: Raw -809108.958313 + Penalty 1728.483893 = -807380.474419 nChanged 16 SP:Iteration 41Q (3040.542419 sec): 3 clusters Score: Raw -809111.149794 + Penalty 1728.483893 = -807382.665900 nChanged 17 SP:Iteration 42Q (3040.600590 sec): 3 clusters Score: Raw -809113.629689 + Penalty 1728.483893 = -807385.145795 nChanged 22 SP:Iteration 43Q (3040.652758 sec): 3 clusters Score: Raw -809116.965953 + Penalty 1728.483893 = -807388.482060 nChanged 18 SP:Iteration 44Q (3040.699584 sec): 3 clusters Score: Raw -809119.287524 + Penalty 1728.483893 = -807390.803630 nChanged 14 SP:Iteration 45Q (3040.761593 sec): 3 clusters Score: Raw -809120.585382 + Penalty 1728.483893 = -807392.101489 nChanged 8 SP:Iteration 46Q (3040.801324 sec): 3 clusters Score: Raw -809121.540775 + Penalty 1728.483893 = -807393.056881 nChanged 8 SP:Iteration 47Q (3040.858388 sec): 3 clusters Score: Raw -809122.566792 + Penalty 1728.483893 = -807394.082898 nChanged 11 SP:Iteration 48Q (3040.909773 sec): 3 clusters Score: Raw -809124.421738 + Penalty 1728.483893 = -807395.937845 nChanged 13 SP:Iteration 49Q (3040.976369 sec): 3 clusters Score: Raw -809125.733471 + Penalty 1728.483893 = -807397.249577 nChanged 7 SP:Iteration 50Q (3041.014123 sec): 3 clusters Score: Raw -809126.454880 + Penalty 1728.483893 = -807397.970986 nChanged 4 SP:Iteration 51Q (3041.073102 sec): 3 clusters Score: Raw -809126.917919 + Penalty 1728.483893 = -807398.434026 nChanged 5 SP:Iteration 52Q (3041.127319 sec): 3 clusters Score: Raw -809127.490348 + Penalty 1728.483893 = -807399.006454 nChanged 7 SP:Iteration 53Q (3041.176122 sec): 3 clusters Score: Raw -809128.227115 + Penalty 1728.483893 = -807399.743221 nChanged 7 SP:Iteration 54Q (3041.232459 sec): 3 clusters Score: Raw -809128.947557 + Penalty 1728.483893 = -807400.463664 nChanged 6 SP:Iteration 55Q (3041.286306 sec): 3 clusters Score: Raw -809129.690723 + Penalty 1728.483893 = -807401.206829 nChanged 7 SP:Iteration 56Q (3041.350094 sec): 3 clusters Score: Raw -809130.486289 + Penalty 1728.483893 = -807402.002395 nChanged 10 SP:Iteration 57Q (3041.404310 sec): 3 clusters Score: Raw -809131.449104 + Penalty 1728.483893 = -807402.965211 nChanged 11 SP:Iteration 58Q (3041.448829 sec): 3 clusters Score: Raw -809133.639829 + Penalty 1728.483893 = -807405.155935 nChanged 13 SP:Iteration 59Q (3041.504638 sec): 3 clusters Score: Raw -809135.830251 + Penalty 1728.483893 = -807407.346357 nChanged 12 SP:Iteration 60F (3041.559710 sec): 3 clusters Score: Raw -809138.451496 + Penalty 1728.483893 = -807409.967602 nChanged 14 SP:Iteration 61Q (3041.615031 sec): 3 clusters Score: Raw -809141.716265 + Penalty 1728.483893 = -807413.232371 nChanged 14 SP:Iteration 62Q (3041.669703 sec): 3 clusters Score: Raw -809144.699035 + Penalty 1728.483893 = -807416.215142 nChanged 18 SP:Iteration 63Q (3041.725134 sec): 3 clusters Score: Raw -809147.485957 + Penalty 1728.483893 = -807419.002064 nChanged 16 SP:Iteration 64Q (3041.779350 sec): 3 clusters Score: Raw -809150.896545 + Penalty 1728.483893 = -807422.412651 nChanged 19 SP:Iteration 65Q (3041.836486 sec): 3 clusters Score: Raw -809154.614137 + Penalty 1728.483893 = -807426.130244 nChanged 18 SP:Iteration 66Q (3041.883308 sec): 3 clusters Score: Raw -809157.727562 + Penalty 1728.483893 = -807429.243669 nChanged 14 SP:Iteration 67Q (3041.948335 sec): 3 clusters Score: Raw -809158.922643 + Penalty 1728.483893 = -807430.438750 nChanged 7 SP:Iteration 68Q (3041.990570 sec): 3 clusters Score: Raw -809159.774410 + Penalty 1728.483893 = -807431.290516 nChanged 6 SP:Iteration 69Q (3042.053218 sec): 3 clusters Score: Raw -809160.246408 + Penalty 1728.483893 = -807431.762514 nChanged 6 SP:Iteration 70Q (3042.109181 sec): 3 clusters Score: Raw -809161.568968 + Penalty 1728.483893 = -807433.085075 nChanged 7 SP:Iteration 71Q (3042.163584 sec): 3 clusters Score: Raw -809162.595868 + Penalty 1728.483893 = -807434.111975 nChanged 5 SP:Iteration 72Q (3042.207181 sec): 3 clusters Score: Raw -809163.060455 + Penalty 1728.483893 = -807434.576561 nChanged 7 SP:Iteration 73Q (3042.268178 sec): 3 clusters Score: Raw -809164.070575 + Penalty 1728.483893 = -807435.586682 nChanged 5 SP:Iteration 74Q (3042.315036 sec): 3 clusters Score: Raw -809164.394142 + Penalty 1728.483893 = -807435.910249 nChanged 2 SP:Iteration 75Q (3042.385628 sec): 3 clusters Score: Raw -809164.764847 + Penalty 1728.483893 = -807436.280954 nChanged 4 SP:Iteration 76Q (3042.437805 sec): 3 clusters Score: Raw -809166.199576 + Penalty 1728.483893 = -807437.715683 nChanged 11 SP:Iteration 77Q (3042.483409 sec): 3 clusters Score: Raw -809168.349113 + Penalty 1728.483893 = -807439.865219 nChanged 17 SP:Iteration 78Q (3042.556898 sec): 3 clusters Score: Raw -809170.713496 + Penalty 1728.483893 = -807442.229603 nChanged 14 SP:Iteration 79Q (3042.614278 sec): 3 clusters Score: Raw -809172.156576 + Penalty 1728.483893 = -807443.672682 nChanged 12 SP:Iteration 80F (3042.674596 sec): 3 clusters Score: Raw -809173.558235 + Penalty 1728.483893 = -807445.074341 nChanged 6 SP:Iteration 81Q (3042.730591 sec): 3 clusters Score: Raw -809174.271920 + Penalty 1728.483893 = -807445.788027 nChanged 10 SP:Iteration 82Q (3042.788125 sec): 3 clusters Score: Raw -809175.312422 + Penalty 1728.483893 = -807446.828528 nChanged 5 SP:Iteration 83Q (3042.835360 sec): 3 clusters Score: Raw -809175.626495 + Penalty 1728.483893 = -807447.142601 nChanged 4 SP:Iteration 84Q (3042.884591 sec): 3 clusters Score: Raw -809175.780821 + Penalty 1728.483893 = -807447.296927 nChanged 7 SP:Iteration 85Q (3042.944526 sec): 3 clusters Score: Raw -809176.406795 + Penalty 1728.483893 = -807447.922902 nChanged 3 SP:Iteration 86Q (3043.004951 sec): 3 clusters Score: Raw -809177.182207 + Penalty 1728.483893 = -807448.698313 nChanged 5 SP:Iteration 87Q (3043.058617 sec): 3 clusters Score: Raw -809178.347196 + Penalty 1728.483893 = -807449.863303 nChanged 10 SP:Iteration 88Q (3043.119120 sec): 3 clusters Score: Raw -809179.691755 + Penalty 1728.483893 = -807451.207862 nChanged 12 SP:Iteration 89Q (3043.176569 sec): 3 clusters Score: Raw -809182.022555 + Penalty 1728.483893 = -807453.538661 nChanged 14 SP:Iteration 90Q (3043.233589 sec): 3 clusters Score: Raw -809185.117507 + Penalty 1728.483893 = -807456.633614 nChanged 18 SP:Iteration 91Q (3043.298760 sec): 3 clusters Score: Raw -809189.279499 + Penalty 1728.483893 = -807460.795605 nChanged 22 SP:Iteration 92Q (3043.355407 sec): 3 clusters Score: Raw -809193.836581 + Penalty 1728.483893 = -807465.352687 nChanged 17 SP:Iteration 93Q (3043.412664 sec): 3 clusters Score: Raw -809198.394763 + Penalty 1728.483893 = -807469.910869 nChanged 16 SP:Iteration 94Q (3043.452780 sec): 3 clusters Score: Raw -809202.615186 + Penalty 1728.483893 = -807474.131293 nChanged 15 SP:Iteration 95Q (3043.500862 sec): 3 clusters Score: Raw -809205.900187 + Penalty 1728.483893 = -807477.416293 nChanged 11 SP:Iteration 96Q (3043.559881 sec): 3 clusters Score: Raw -809208.127899 + Penalty 1728.483893 = -807479.644005 nChanged 10 SP:Iteration 97Q (3043.619951 sec): 3 clusters Score: Raw -809209.566665 + Penalty 1728.483893 = -807481.082771 nChanged 5 SP:Iteration 98Q (3043.682112 sec): 3 clusters Score: Raw -809210.372331 + Penalty 1728.483893 = -807481.888437 nChanged 8 SP:Iteration 99Q (3043.743572 sec): 3 clusters Score: Raw -809211.328183 + Penalty 1728.483893 = -807482.844290 nChanged 8 SP:Iteration 100F (3043.802245 sec): 3 clusters Score: Raw -809212.123898 + Penalty 1728.483893 = -807483.640004 nChanged 4 SP:Iteration 101Q (3043.854150 sec): 3 clusters Score: Raw -809212.649229 + Penalty 1728.483893 = -807484.165336 nChanged 3 SP:Iteration 102Q (3043.903235 sec): 3 clusters Score: Raw -809212.940958 + Penalty 1728.483893 = -807484.457065 nChanged 1 SP:Iteration 103Q (3043.961389 sec): 3 clusters Score: Raw -809213.094239 + Penalty 1728.483893 = -807484.610346 nChanged 1 SP:Iteration 104Q (3044.012410 sec): 3 clusters Score: Raw -809213.176703 + Penalty 1728.483893 = -807484.692810 nChanged 1 SP:Iteration 105Q (3044.071303 sec): 3 clusters Score: Raw -809213.335236 + Penalty 1728.483893 = -807484.851343 nChanged 3 SP:Iteration 106Q (3044.134697 sec): 3 clusters Score: Raw -809213.648196 + Penalty 1728.483893 = -807485.164303 nChanged 2 SP:Iteration 107Q (3044.180622 sec): 3 clusters Score: Raw -809213.859487 + Penalty 1728.483893 = -807485.375594 nChanged 1 SP:Iteration 108Q (3044.248151 sec): 3 clusters Score: Raw -809214.219573 + Penalty 1728.483893 = -807485.735680 nChanged 3 SP:Iteration 109Q (3044.307032 sec): 3 clusters Score: Raw -809214.349265 + Penalty 1728.483893 = -807485.865372 nChanged 1 SP:Iteration 110Q (3044.354940 sec): 3 clusters Score: Raw -809214.409657 + Penalty 1728.483893 = -807485.925764 nChanged 1 SP:Iteration 111Q (3044.420043 sec): 3 clusters Score: Raw -809214.480034 + Penalty 1728.483893 = -807485.996140 nChanged 1 SP:Iteration 112Q (3044.479011 sec): 3 clusters Score: Raw -809214.532098 + Penalty 1728.483893 = -807486.048205 nChanged 1 SP:Iteration 113Q (3044.533366 sec): 3 clusters Score: Raw -809214.626056 + Penalty 1728.483893 = -807486.142162 nChanged 1 SP:Iteration 114Q (3044.588071 sec): 3 clusters Score: Raw -809215.058911 + Penalty 1728.483893 = -807486.575018 nChanged 2 SP:Iteration 115Q (3044.651220 sec): 3 clusters Score: Raw -809215.208185 + Penalty 1728.483893 = -807486.724292 nChanged 2 SP:Iteration 116Q (3044.699044 sec): 3 clusters Score: Raw -809215.588767 + Penalty 1728.483893 = -807487.104874 nChanged 4 SP:Iteration 117Q (3044.755359 sec): 3 clusters Score: Raw -809216.393555 + Penalty 1728.483893 = -807487.909661 nChanged 8 SP:Iteration 118Q (3044.817931 sec): 3 clusters Score: Raw -809218.312297 + Penalty 1728.483893 = -807489.828404 nChanged 15 SP:Iteration 119Q (3044.870657 sec): 3 clusters Score: Raw -809221.706486 + Penalty 1728.483893 = -807493.222593 nChanged 10 SP:Iteration 120F (3044.926818 sec): 3 clusters Score: Raw -809223.159699 + Penalty 1728.483893 = -807494.675806 nChanged 8 SP:Iteration 121Q (3044.992165 sec): 3 clusters Score: Raw -809225.074852 + Penalty 1728.483893 = -807496.590958 nChanged 15 SP:Iteration 122Q (3045.039631 sec): 3 clusters Score: Raw -809228.178361 + Penalty 1728.483893 = -807499.694468 nChanged 10 SP:Iteration 123Q (3045.108642 sec): 3 clusters Score: Raw -809229.546276 + Penalty 1728.483893 = -807501.062383 nChanged 7 SP:Iteration 124Q (3045.150828 sec): 3 clusters Score: Raw -809230.403072 + Penalty 1728.483893 = -807501.919179 nChanged 6 SP:Iteration 125Q (3045.209788 sec): 3 clusters Score: Raw -809231.345171 + Penalty 1728.483893 = -807502.861278 nChanged 1 SP:Iteration 126Q (3045.276848 sec): 3 clusters Score: Raw -809231.452364 + Penalty 1728.483893 = -807502.968471 nChanged 0 SP:Iteration 127F (3045.335450 sec): 3 clusters Score: Raw -809231.452364 + Penalty 1728.483893 = -807502.968471 nChanged 0 Trying to split cluster 35 (151409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3045.503347 sec): 2 clusters Score: Raw -13517484.533918 + Penalty 1133.135306 = -13516351.398612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3045.746613 sec): 3 clusters Score: Raw -13416348.712916 + Penalty 2266.270612 = -13414082.442304 nChanged 73725 SP:Iteration 1F (3045.980340 sec): 3 clusters Score: Raw -13459579.185427 + Penalty 2266.270612 = -13457312.914815 nChanged 4880 SP:Iteration 2Q (3046.235739 sec): 3 clusters Score: Raw -13460705.613009 + Penalty 2266.270612 = -13458439.342397 nChanged 5627 SP:Iteration 3Q (3046.503972 sec): 3 clusters Score: Raw -13462470.837784 + Penalty 2266.270612 = -13460204.567172 nChanged 7350 SP:Iteration 4Q (3046.771308 sec): 3 clusters Score: Raw -13465701.842170 + Penalty 2266.270612 = -13463435.571558 nChanged 9726 SP:Iteration 5F (3047.018269 sec): 3 clusters Score: Raw -13471496.115429 + Penalty 2266.270612 = -13469229.844817 nChanged 12217 SP:Iteration 6F (3047.249470 sec): 3 clusters Score: Raw -13480793.159171 + Penalty 2266.270612 = -13478526.888559 nChanged 13031 SP:Iteration 7F (3047.482422 sec): 3 clusters Score: Raw -13492368.200912 + Penalty 2266.270612 = -13490101.930300 nChanged 11318 SP:Iteration 8F (3047.729085 sec): 3 clusters Score: Raw -13503247.286538 + Penalty 2266.270612 = -13500981.015926 nChanged 7769 SP:Iteration 9F (3047.964319 sec): 3 clusters Score: Raw -13510743.088733 + Penalty 2266.270612 = -13508476.818121 nChanged 4264 SP:Iteration 10Q (3048.208021 sec): 3 clusters Score: Raw -13514713.854043 + Penalty 2266.270612 = -13512447.583431 nChanged 1981 SP:Iteration 11Q (3048.430955 sec): 3 clusters Score: Raw -13516461.944080 + Penalty 2266.270612 = -13514195.673468 nChanged 850 SP:Iteration 12Q (3048.621393 sec): 3 clusters Score: Raw -13517182.950198 + Penalty 2266.270612 = -13514916.679586 nChanged 299 SP:Iteration 13Q (3048.803115 sec): 3 clusters Score: Raw -13517430.214632 + Penalty 2266.270612 = -13515163.944020 nChanged 134 SP:Iteration 14Q (3049.004227 sec): 3 clusters Score: Raw -13517525.872558 + Penalty 2266.270612 = -13515259.601946 nChanged 69 SP:Iteration 15Q (3049.210579 sec): 3 clusters Score: Raw -13517576.010175 + Penalty 2266.270612 = -13515309.739563 nChanged 46 SP:Iteration 16Q (3049.409656 sec): 3 clusters Score: Raw -13517605.910131 + Penalty 2266.270612 = -13515339.639519 nChanged 36 SP:Iteration 17Q (3049.610876 sec): 3 clusters Score: Raw -13517633.464724 + Penalty 2266.270612 = -13515367.194112 nChanged 26 SP:Iteration 18Q (3049.794511 sec): 3 clusters Score: Raw -13517659.166323 + Penalty 2266.270612 = -13515392.895711 nChanged 27 SP:Iteration 19Q (3050.007328 sec): 3 clusters Score: Raw -13517677.753736 + Penalty 2266.270612 = -13515411.483124 nChanged 16 SP:Iteration 20F (3050.246175 sec): 3 clusters Score: Raw -13517691.595890 + Penalty 2266.270612 = -13515425.325278 nChanged 13 SP:Iteration 21Q (3050.440174 sec): 3 clusters Score: Raw -13517698.576302 + Penalty 2266.270612 = -13515432.305690 nChanged 10 SP:Iteration 22Q (3050.637830 sec): 3 clusters Score: Raw -13517706.832904 + Penalty 2266.270612 = -13515440.562292 nChanged 8 SP:Iteration 23Q (3050.830484 sec): 3 clusters Score: Raw -13517710.660871 + Penalty 2266.270612 = -13515444.390259 nChanged 6 SP:Iteration 24Q (3051.035263 sec): 3 clusters Score: Raw -13517714.456281 + Penalty 2266.270612 = -13515448.185669 nChanged 2 SP:Iteration 25Q (3051.242401 sec): 3 clusters Score: Raw -13517715.438607 + Penalty 2266.270612 = -13515449.167995 nChanged 3 SP:Iteration 26Q (3051.426827 sec): 3 clusters Score: Raw -13517716.043134 + Penalty 2266.270612 = -13515449.772522 nChanged 0 SP:Iteration 27F (3051.655649 sec): 3 clusters Score: Raw -13517716.043134 + Penalty 2266.270612 = -13515449.772522 nChanged 0 Trying to split cluster 36 (2396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3051.687113 sec): 2 clusters Score: Raw -217402.263155 + Penalty 739.247816 = -216663.015339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3051.735122 sec): 3 clusters Score: Raw -216217.928607 + Penalty 1478.495632 = -214739.432975 nChanged 912 SP:Iteration 1F (3051.777486 sec): 3 clusters Score: Raw -216769.449746 + Penalty 1478.495632 = -215290.954114 nChanged 205 SP:Iteration 2F (3051.823712 sec): 3 clusters Score: Raw -216943.799576 + Penalty 1478.495632 = -215465.303943 nChanged 155 SP:Iteration 3F (3051.869381 sec): 3 clusters Score: Raw -217072.740333 + Penalty 1478.495632 = -215594.244701 nChanged 155 SP:Iteration 4F (3051.915378 sec): 3 clusters Score: Raw -217197.082591 + Penalty 1478.495632 = -215718.586959 nChanged 122 SP:Iteration 5F (3051.960114 sec): 3 clusters Score: Raw -217296.013101 + Penalty 1478.495632 = -215817.517469 nChanged 101 SP:Iteration 6Q (3052.003310 sec): 3 clusters Score: Raw -217370.918131 + Penalty 1478.495632 = -215892.422499 nChanged 67 SP:Iteration 7Q (3052.062538 sec): 3 clusters Score: Raw -217412.757685 + Penalty 1478.495632 = -215934.262052 nChanged 40 SP:Iteration 8Q (3052.110887 sec): 3 clusters Score: Raw -217434.621308 + Penalty 1478.495632 = -215956.125676 nChanged 32 SP:Iteration 9Q (3052.140181 sec): 3 clusters Score: Raw -217449.103620 + Penalty 1478.495632 = -215970.607988 nChanged 27 SP:Iteration 10Q (3052.183639 sec): 3 clusters Score: Raw -217461.943833 + Penalty 1478.495632 = -215983.448201 nChanged 26 SP:Iteration 11Q (3052.233145 sec): 3 clusters Score: Raw -217470.768839 + Penalty 1478.495632 = -215992.273207 nChanged 15 SP:Iteration 12Q (3052.266672 sec): 3 clusters Score: Raw -217476.332173 + Penalty 1478.495632 = -215997.836541 nChanged 17 SP:Iteration 13Q (3052.317424 sec): 3 clusters Score: Raw -217481.854052 + Penalty 1478.495632 = -216003.358419 nChanged 18 SP:Iteration 14Q (3052.368714 sec): 3 clusters Score: Raw -217487.499777 + Penalty 1478.495632 = -216009.004145 nChanged 14 SP:Iteration 15Q (3052.410732 sec): 3 clusters Score: Raw -217493.853490 + Penalty 1478.495632 = -216015.357858 nChanged 12 SP:Iteration 16Q (3052.459442 sec): 3 clusters Score: Raw -217498.022309 + Penalty 1478.495632 = -216019.526677 nChanged 16 SP:Iteration 17Q (3052.499676 sec): 3 clusters Score: Raw -217505.609168 + Penalty 1478.495632 = -216027.113536 nChanged 18 SP:Iteration 18Q (3052.549929 sec): 3 clusters Score: Raw -217514.273060 + Penalty 1478.495632 = -216035.777428 nChanged 16 SP:Iteration 19Q (3052.590421 sec): 3 clusters Score: Raw -217519.257207 + Penalty 1478.495632 = -216040.761575 nChanged 9 SP:Iteration 20F (3052.625873 sec): 3 clusters Score: Raw -217521.687507 + Penalty 1478.495632 = -216043.191875 nChanged 4 SP:Iteration 21Q (3052.670203 sec): 3 clusters Score: Raw -217522.704349 + Penalty 1478.495632 = -216044.208717 nChanged 1 SP:Iteration 22Q (3052.714763 sec): 3 clusters Score: Raw -217522.908675 + Penalty 1478.495632 = -216044.413043 nChanged 2 SP:Iteration 23Q (3052.768000 sec): 3 clusters Score: Raw -217523.338795 + Penalty 1478.495632 = -216044.843163 nChanged 2 SP:Iteration 24Q (3052.818924 sec): 3 clusters Score: Raw -217523.564726 + Penalty 1478.495632 = -216045.069094 nChanged 1 SP:Iteration 25Q (3052.865918 sec): 3 clusters Score: Raw -217523.637282 + Penalty 1478.495632 = -216045.141649 nChanged 0 SP:Iteration 26F (3052.910406 sec): 3 clusters Score: Raw -217523.637282 + Penalty 1478.495632 = -216045.141649 nChanged 0 Iteration 379Q (3057.771898 sec): 37 clusters Score: Raw -45231284.285351 + Penalty 45091.929260 = -45186192.356090 nChanged 35 Iteration 380F (3067.521846 sec): 37 clusters Score: Raw -45231285.143607 + Penalty 45091.929260 = -45186193.214346 nChanged 33 Iteration 381Q (3072.054634 sec): 37 clusters Score: Raw -45231285.960923 + Penalty 45091.929260 = -45186194.031663 nChanged 28 Iteration 382Q (3076.390049 sec): 37 clusters Score: Raw -45231286.558370 + Penalty 45091.929260 = -45186194.629110 nChanged 20 Iteration 383Q (3080.763615 sec): 37 clusters Score: Raw -45231287.020536 + Penalty 45091.929260 = -45186195.091275 nChanged 20 Iteration 384Q (3085.528537 sec): 37 clusters Score: Raw -45231287.561308 + Penalty 45091.929260 = -45186195.632047 nChanged 17 Iteration 385Q (3090.120467 sec): 37 clusters Score: Raw -45231288.046514 + Penalty 45091.929260 = -45186196.117254 nChanged 19 Iteration 386Q (3094.781161 sec): 37 clusters Score: Raw -45231288.811481 + Penalty 45091.929260 = -45186196.882221 nChanged 12 Iteration 387Q (3099.167237 sec): 37 clusters Score: Raw -45231289.244190 + Penalty 45091.929260 = -45186197.314929 nChanged 8 Iteration 388Q (3104.041751 sec): 37 clusters Score: Raw -45231289.467693 + Penalty 45091.929260 = -45186197.538433 nChanged 10 Iteration 389Q (3108.655279 sec): 37 clusters Score: Raw -45231289.678956 + Penalty 45091.929260 = -45186197.749696 nChanged 15 Iteration 390Q (3113.166410 sec): 37 clusters Score: Raw -45231289.960446 + Penalty 45091.929260 = -45186198.031185 nChanged 9 Iteration 391Q (3117.704243 sec): 37 clusters Score: Raw -45231290.324619 + Penalty 45091.929260 = -45186198.395358 nChanged 10 Iteration 392Q (3122.138373 sec): 37 clusters Score: Raw -45231290.934930 + Penalty 45091.929260 = -45186199.005669 nChanged 9 Iteration 393Q (3126.710431 sec): 37 clusters Score: Raw -45231291.706269 + Penalty 45091.929260 = -45186199.777009 nChanged 13 Iteration 394Q (3131.405672 sec): 37 clusters Score: Raw -45231292.136380 + Penalty 45091.929260 = -45186200.207119 nChanged 13 Iteration 395Q (3136.018717 sec): 37 clusters Score: Raw -45231292.615149 + Penalty 45091.929260 = -45186200.685889 nChanged 18 Iteration 396Q (3140.645446 sec): 37 clusters Score: Raw -45231293.253738 + Penalty 45091.929260 = -45186201.324478 nChanged 13 Iteration 397Q (3145.176310 sec): 37 clusters Score: Raw -45231293.672691 + Penalty 45091.929260 = -45186201.743430 nChanged 14 Iteration 398Q (3149.817551 sec): 37 clusters Score: Raw -45231295.014256 + Penalty 45091.929260 = -45186203.084996 nChanged 11 Iteration 399Q (3154.473510 sec): 37 clusters Score: Raw -45231296.124147 + Penalty 45091.929260 = -45186204.194887 nChanged 8 Iteration 400F (3164.193499 sec): 37 clusters Score: Raw -45231296.317807 + Penalty 45091.929260 = -45186204.388546 nChanged 10 Iteration 401Q (3169.060388 sec): 37 clusters Score: Raw -45231296.550247 + Penalty 45091.929260 = -45186204.620987 nChanged 10 Iteration 402Q (3173.711077 sec): 37 clusters Score: Raw -45231296.643145 + Penalty 45091.929260 = -45186204.713885 nChanged 7 Iteration 403Q (3178.449293 sec): 37 clusters Score: Raw -45231296.710263 + Penalty 45091.929260 = -45186204.781003 nChanged 5 Iteration 404Q (3183.261464 sec): 37 clusters Score: Raw -45231296.760528 + Penalty 45091.929260 = -45186204.831268 nChanged 5 Iteration 405Q (3188.206596 sec): 37 clusters Score: Raw -45231296.834589 + Penalty 45091.929260 = -45186204.905328 nChanged 7 Iteration 406Q (3192.974212 sec): 37 clusters Score: Raw -45231296.911687 + Penalty 45091.929260 = -45186204.982427 nChanged 4 Iteration 407Q (3197.717183 sec): 37 clusters Score: Raw -45231296.937424 + Penalty 45091.929260 = -45186205.008164 nChanged 2 Iteration 408Q (3202.529030 sec): 37 clusters Score: Raw -45231296.953396 + Penalty 45091.929260 = -45186205.024135 nChanged 3 Iteration 409Q (3207.389324 sec): 37 clusters Score: Raw -45231297.001674 + Penalty 45091.929260 = -45186205.072414 nChanged 3 Iteration 410Q (3212.322099 sec): 37 clusters Score: Raw -45231297.052118 + Penalty 45091.929260 = -45186205.122858 nChanged 4 Iteration 411Q (3216.815433 sec): 37 clusters Score: Raw -45231297.093233 + Penalty 45091.929260 = -45186205.163972 nChanged 3 Iteration 412Q (3221.281670 sec): 37 clusters Score: Raw -45231297.111052 + Penalty 45091.929260 = -45186205.181792 nChanged 2 Iteration 413Q (3226.077723 sec): 37 clusters Score: Raw -45231297.131350 + Penalty 45091.929260 = -45186205.202090 nChanged 3 Iteration 414Q (3230.561344 sec): 37 clusters Score: Raw -45231297.168728 + Penalty 45091.929260 = -45186205.239468 nChanged 2 Iteration 415Q (3235.344121 sec): 37 clusters Score: Raw -45231297.185836 + Penalty 45091.929260 = -45186205.256576 nChanged 1 Iteration 416Q (3239.824768 sec): 37 clusters Score: Raw -45231297.193577 + Penalty 45091.929260 = -45186205.264317 nChanged 3 Iteration 417Q (3244.629973 sec): 37 clusters Score: Raw -45231297.279857 + Penalty 45091.929260 = -45186205.350597 nChanged 3 Iteration 418Q (3249.103650 sec): 37 clusters Score: Raw -45231297.322734 + Penalty 45091.929260 = -45186205.393474 nChanged 6 Writing temp clu file Because OldScore, -45186205.350597, is greater than current (better) Score,-45186205.393474 Compute initial score before splitting: Score: Raw -45231297.322734 + Penalty 45091.929260 = -45186205.393474 Trying to split cluster 1 (1235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3249.285316 sec): 2 clusters Score: Raw -105581.425518 + Penalty 676.288494 = -104905.137025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3249.337537 sec): 3 clusters Score: Raw -105065.355745 + Penalty 1352.576987 = -103712.778758 nChanged 439 SP:Iteration 1F (3249.389291 sec): 3 clusters Score: Raw -105360.566851 + Penalty 1352.576987 = -104007.989864 nChanged 95 SP:Iteration 2F (3249.426002 sec): 3 clusters Score: Raw -105434.111649 + Penalty 1352.576987 = -104081.534661 nChanged 60 SP:Iteration 3Q (3249.477452 sec): 3 clusters Score: Raw -105472.318208 + Penalty 1352.576987 = -104119.741221 nChanged 42 SP:Iteration 4Q (3249.537083 sec): 3 clusters Score: Raw -105503.137782 + Penalty 1352.576987 = -104150.560794 nChanged 36 SP:Iteration 5Q (3249.590110 sec): 3 clusters Score: Raw -105528.375199 + Penalty 1352.576987 = -104175.798212 nChanged 34 SP:Iteration 6Q (3249.637066 sec): 3 clusters Score: Raw -105563.765175 + Penalty 1352.576987 = -104211.188188 nChanged 42 SP:Iteration 7Q (3249.680167 sec): 3 clusters Score: Raw -105601.532572 + Penalty 1352.576987 = -104248.955584 nChanged 51 SP:Iteration 8Q (3249.724524 sec): 3 clusters Score: Raw -105653.095494 + Penalty 1352.576987 = -104300.518507 nChanged 51 SP:Iteration 9Q (3249.765893 sec): 3 clusters Score: Raw -105701.378642 + Penalty 1352.576987 = -104348.801655 nChanged 38 SP:Iteration 10Q (3249.816804 sec): 3 clusters Score: Raw -105739.006102 + Penalty 1352.576987 = -104386.429115 nChanged 25 SP:Iteration 11Q (3249.867382 sec): 3 clusters Score: Raw -105758.130150 + Penalty 1352.576987 = -104405.553163 nChanged 13 SP:Iteration 12Q (3249.926204 sec): 3 clusters Score: Raw -105770.284312 + Penalty 1352.576987 = -104417.707325 nChanged 12 SP:Iteration 13Q (3249.973544 sec): 3 clusters Score: Raw -105777.550047 + Penalty 1352.576987 = -104424.973060 nChanged 11 SP:Iteration 14Q (3250.017763 sec): 3 clusters Score: Raw -105786.013946 + Penalty 1352.576987 = -104433.436959 nChanged 6 SP:Iteration 15Q (3250.067346 sec): 3 clusters Score: Raw -105788.966425 + Penalty 1352.576987 = -104436.389438 nChanged 5 SP:Iteration 16Q (3250.118352 sec): 3 clusters Score: Raw -105791.894781 + Penalty 1352.576987 = -104439.317794 nChanged 5 SP:Iteration 17Q (3250.168671 sec): 3 clusters Score: Raw -105793.562721 + Penalty 1352.576987 = -104440.985734 nChanged 4 SP:Iteration 18Q (3250.218923 sec): 3 clusters Score: Raw -105795.288365 + Penalty 1352.576987 = -104442.711378 nChanged 1 SP:Iteration 19Q (3250.269446 sec): 3 clusters Score: Raw -105795.633504 + Penalty 1352.576987 = -104443.056517 nChanged 1 SP:Iteration 20F (3250.320983 sec): 3 clusters Score: Raw -105795.861568 + Penalty 1352.576987 = -104443.284581 nChanged 0 Trying to split cluster 2 (3303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3250.349881 sec): 2 clusters Score: Raw -277457.486513 + Penalty 769.745710 = -276687.740803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3250.404332 sec): 3 clusters Score: Raw -275735.211131 + Penalty 1539.491421 = -274195.719710 nChanged 1344 SP:Iteration 1F (3250.444733 sec): 3 clusters Score: Raw -276492.000851 + Penalty 1539.491421 = -274952.509430 nChanged 276 SP:Iteration 2F (3250.500700 sec): 3 clusters Score: Raw -276697.036458 + Penalty 1539.491421 = -275157.545038 nChanged 254 SP:Iteration 3F (3250.557679 sec): 3 clusters Score: Raw -276923.173515 + Penalty 1539.491421 = -275383.682094 nChanged 235 SP:Iteration 4F (3250.607323 sec): 3 clusters Score: Raw -277140.691509 + Penalty 1539.491421 = -275601.200088 nChanged 203 SP:Iteration 5F (3250.652525 sec): 3 clusters Score: Raw -277302.811499 + Penalty 1539.491421 = -275763.320078 nChanged 165 SP:Iteration 6Q (3250.699582 sec): 3 clusters Score: Raw -277422.479348 + Penalty 1539.491421 = -275882.987927 nChanged 129 SP:Iteration 7Q (3250.762270 sec): 3 clusters Score: Raw -277517.977598 + Penalty 1539.491421 = -275978.486178 nChanged 97 SP:Iteration 8Q (3250.814257 sec): 3 clusters Score: Raw -277584.202806 + Penalty 1539.491421 = -276044.711385 nChanged 77 SP:Iteration 9Q (3250.851889 sec): 3 clusters Score: Raw -277622.979682 + Penalty 1539.491421 = -276083.488261 nChanged 56 SP:Iteration 10Q (3250.904346 sec): 3 clusters Score: Raw -277649.326910 + Penalty 1539.491421 = -276109.835489 nChanged 60 SP:Iteration 11Q (3250.963637 sec): 3 clusters Score: Raw -277677.928663 + Penalty 1539.491421 = -276138.437242 nChanged 57 SP:Iteration 12Q (3251.013362 sec): 3 clusters Score: Raw -277706.875402 + Penalty 1539.491421 = -276167.383981 nChanged 50 SP:Iteration 13Q (3251.066861 sec): 3 clusters Score: Raw -277731.867742 + Penalty 1539.491421 = -276192.376321 nChanged 50 SP:Iteration 14Q (3251.118684 sec): 3 clusters Score: Raw -277755.062585 + Penalty 1539.491421 = -276215.571164 nChanged 57 SP:Iteration 15Q (3251.170895 sec): 3 clusters Score: Raw -277783.282248 + Penalty 1539.491421 = -276243.790827 nChanged 59 SP:Iteration 16Q (3251.221269 sec): 3 clusters Score: Raw -277811.151654 + Penalty 1539.491421 = -276271.660234 nChanged 47 SP:Iteration 17Q (3251.263856 sec): 3 clusters Score: Raw -277826.108318 + Penalty 1539.491421 = -276286.616898 nChanged 31 SP:Iteration 18Q (3251.312327 sec): 3 clusters Score: Raw -277835.835870 + Penalty 1539.491421 = -276296.344449 nChanged 22 SP:Iteration 19Q (3251.357404 sec): 3 clusters Score: Raw -277841.663305 + Penalty 1539.491421 = -276302.171884 nChanged 10 SP:Iteration 20F (3251.417493 sec): 3 clusters Score: Raw -277843.330443 + Penalty 1539.491421 = -276303.839022 nChanged 10 SP:Iteration 21Q (3251.460540 sec): 3 clusters Score: Raw -277844.691134 + Penalty 1539.491421 = -276305.199714 nChanged 6 SP:Iteration 22Q (3251.514329 sec): 3 clusters Score: Raw -277845.860815 + Penalty 1539.491421 = -276306.369394 nChanged 4 SP:Iteration 23Q (3251.563899 sec): 3 clusters Score: Raw -277846.644815 + Penalty 1539.491421 = -276307.153395 nChanged 3 SP:Iteration 24Q (3251.612376 sec): 3 clusters Score: Raw -277847.395627 + Penalty 1539.491421 = -276307.904206 nChanged 4 SP:Iteration 25Q (3251.649587 sec): 3 clusters Score: Raw -277848.089215 + Penalty 1539.491421 = -276308.597794 nChanged 1 SP:Iteration 26Q (3251.709028 sec): 3 clusters Score: Raw -277848.290540 + Penalty 1539.491421 = -276308.799119 nChanged 2 SP:Iteration 27Q (3251.752425 sec): 3 clusters Score: Raw -277848.499341 + Penalty 1539.491421 = -276309.007920 nChanged 0 SP:Iteration 28F (3251.783109 sec): 3 clusters Score: Raw -277848.499341 + Penalty 1539.491421 = -276309.007920 nChanged 0 Trying to split cluster 3 (36800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3251.857910 sec): 2 clusters Score: Raw -3273964.584813 + Penalty 998.759047 = -3272965.825766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3251.939600 sec): 3 clusters Score: Raw -3250265.035322 + Penalty 1997.518094 = -3248267.517228 nChanged 17431 SP:Iteration 1F (3252.034833 sec): 3 clusters Score: Raw -3260410.376748 + Penalty 1997.518094 = -3258412.858655 nChanged 1465 SP:Iteration 2Q (3252.129849 sec): 3 clusters Score: Raw -3260828.111081 + Penalty 1997.518094 = -3258830.592987 nChanged 1472 SP:Iteration 3Q (3252.231301 sec): 3 clusters Score: Raw -3261267.930360 + Penalty 1997.518094 = -3259270.412266 nChanged 1542 SP:Iteration 4Q (3252.330476 sec): 3 clusters Score: Raw -3261788.824998 + Penalty 1997.518094 = -3259791.306904 nChanged 1610 SP:Iteration 5Q (3252.419851 sec): 3 clusters Score: Raw -3262415.792146 + Penalty 1997.518094 = -3260418.274053 nChanged 1769 SP:Iteration 6Q (3252.523012 sec): 3 clusters Score: Raw -3263253.483867 + Penalty 1997.518094 = -3261255.965774 nChanged 1965 SP:Iteration 7F (3252.618414 sec): 3 clusters Score: Raw -3264353.089747 + Penalty 1997.518094 = -3262355.571653 nChanged 2079 SP:Iteration 8F (3252.714851 sec): 3 clusters Score: Raw -3265772.294604 + Penalty 1997.518094 = -3263774.776510 nChanged 2117 SP:Iteration 9F (3252.810733 sec): 3 clusters Score: Raw -3267559.897851 + Penalty 1997.518094 = -3265562.379757 nChanged 2088 SP:Iteration 10F (3252.905959 sec): 3 clusters Score: Raw -3269367.992287 + Penalty 1997.518094 = -3267370.474193 nChanged 1714 SP:Iteration 11Q (3252.990712 sec): 3 clusters Score: Raw -3270629.008998 + Penalty 1997.518094 = -3268631.490904 nChanged 1262 SP:Iteration 12Q (3253.091315 sec): 3 clusters Score: Raw -3271275.545953 + Penalty 1997.518094 = -3269278.027860 nChanged 807 SP:Iteration 13Q (3253.178935 sec): 3 clusters Score: Raw -3271602.880188 + Penalty 1997.518094 = -3269605.362095 nChanged 609 SP:Iteration 14Q (3253.268820 sec): 3 clusters Score: Raw -3271853.438876 + Penalty 1997.518094 = -3269855.920783 nChanged 546 SP:Iteration 15Q (3253.362172 sec): 3 clusters Score: Raw -3272076.619156 + Penalty 1997.518094 = -3270079.101062 nChanged 507 SP:Iteration 16Q (3253.447640 sec): 3 clusters Score: Raw -3272301.879415 + Penalty 1997.518094 = -3270304.361322 nChanged 457 SP:Iteration 17Q (3253.533810 sec): 3 clusters Score: Raw -3272505.616085 + Penalty 1997.518094 = -3270508.097991 nChanged 424 SP:Iteration 18Q (3253.616026 sec): 3 clusters Score: Raw -3272703.576164 + Penalty 1997.518094 = -3270706.058071 nChanged 444 SP:Iteration 19Q (3253.716601 sec): 3 clusters Score: Raw -3272931.436688 + Penalty 1997.518094 = -3270933.918595 nChanged 438 SP:Iteration 20F (3253.808087 sec): 3 clusters Score: Raw -3273158.104272 + Penalty 1997.518094 = -3271160.586179 nChanged 409 SP:Iteration 21Q (3253.893880 sec): 3 clusters Score: Raw -3273355.141131 + Penalty 1997.518094 = -3271357.623037 nChanged 399 SP:Iteration 22Q (3253.987962 sec): 3 clusters Score: Raw -3273524.237799 + Penalty 1997.518094 = -3271526.719705 nChanged 362 SP:Iteration 23Q (3254.074142 sec): 3 clusters Score: Raw -3273669.769596 + Penalty 1997.518094 = -3271672.251503 nChanged 335 SP:Iteration 24Q (3254.167435 sec): 3 clusters Score: Raw -3273777.136192 + Penalty 1997.518094 = -3271779.618099 nChanged 274 SP:Iteration 25Q (3254.249375 sec): 3 clusters Score: Raw -3273851.140909 + Penalty 1997.518094 = -3271853.622815 nChanged 253 SP:Iteration 26Q (3254.342472 sec): 3 clusters Score: Raw -3273909.781173 + Penalty 1997.518094 = -3271912.263079 nChanged 208 SP:Iteration 27Q (3254.431425 sec): 3 clusters Score: Raw -3273956.951612 + Penalty 1997.518094 = -3271959.433518 nChanged 186 SP:Iteration 28Q (3254.518264 sec): 3 clusters Score: Raw -3273994.769381 + Penalty 1997.518094 = -3271997.251287 nChanged 149 SP:Iteration 29Q (3254.598133 sec): 3 clusters Score: Raw -3274021.921239 + Penalty 1997.518094 = -3272024.403145 nChanged 137 SP:Iteration 30Q (3254.692698 sec): 3 clusters Score: Raw -3274047.969026 + Penalty 1997.518094 = -3272050.450933 nChanged 133 SP:Iteration 31Q (3254.777781 sec): 3 clusters Score: Raw -3274072.108255 + Penalty 1997.518094 = -3272074.590161 nChanged 101 SP:Iteration 32Q (3254.866076 sec): 3 clusters Score: Raw -3274089.458138 + Penalty 1997.518094 = -3272091.940045 nChanged 92 SP:Iteration 33Q (3254.950062 sec): 3 clusters Score: Raw -3274105.770908 + Penalty 1997.518094 = -3272108.252815 nChanged 107 SP:Iteration 34Q (3255.036369 sec): 3 clusters Score: Raw -3274123.088254 + Penalty 1997.518094 = -3272125.570160 nChanged 82 SP:Iteration 35Q (3255.128571 sec): 3 clusters Score: Raw -3274135.228354 + Penalty 1997.518094 = -3272137.710261 nChanged 85 SP:Iteration 36Q (3255.216640 sec): 3 clusters Score: Raw -3274146.144904 + Penalty 1997.518094 = -3272148.626811 nChanged 72 SP:Iteration 37Q (3255.303210 sec): 3 clusters Score: Raw -3274154.998841 + Penalty 1997.518094 = -3272157.480748 nChanged 76 SP:Iteration 38Q (3255.393634 sec): 3 clusters Score: Raw -3274163.998182 + Penalty 1997.518094 = -3272166.480088 nChanged 72 SP:Iteration 39Q (3255.480932 sec): 3 clusters Score: Raw -3274172.370682 + Penalty 1997.518094 = -3272174.852588 nChanged 76 SP:Iteration 40F (3255.562721 sec): 3 clusters Score: Raw -3274182.356591 + Penalty 1997.518094 = -3272184.838497 nChanged 79 SP:Iteration 41Q (3255.660082 sec): 3 clusters Score: Raw -3274191.520035 + Penalty 1997.518094 = -3272194.001941 nChanged 75 SP:Iteration 42Q (3255.748318 sec): 3 clusters Score: Raw -3274200.188560 + Penalty 1997.518094 = -3272202.670466 nChanged 68 SP:Iteration 43Q (3255.836188 sec): 3 clusters Score: Raw -3274206.775815 + Penalty 1997.518094 = -3272209.257722 nChanged 54 SP:Iteration 44Q (3255.939920 sec): 3 clusters Score: Raw -3274210.654213 + Penalty 1997.518094 = -3272213.136120 nChanged 43 SP:Iteration 45Q (3256.033193 sec): 3 clusters Score: Raw -3274213.614829 + Penalty 1997.518094 = -3272216.096735 nChanged 39 SP:Iteration 46Q (3256.106886 sec): 3 clusters Score: Raw -3274216.273072 + Penalty 1997.518094 = -3272218.754979 nChanged 40 SP:Iteration 47Q (3256.189991 sec): 3 clusters Score: Raw -3274218.903557 + Penalty 1997.518094 = -3272221.385463 nChanged 40 SP:Iteration 48Q (3256.271267 sec): 3 clusters Score: Raw -3274221.602237 + Penalty 1997.518094 = -3272224.084143 nChanged 37 SP:Iteration 49Q (3256.355910 sec): 3 clusters Score: Raw -3274223.676290 + Penalty 1997.518094 = -3272226.158197 nChanged 27 SP:Iteration 50Q (3256.432809 sec): 3 clusters Score: Raw -3274225.758880 + Penalty 1997.518094 = -3272228.240787 nChanged 35 SP:Iteration 51Q (3256.517618 sec): 3 clusters Score: Raw -3274227.883449 + Penalty 1997.518094 = -3272230.365356 nChanged 29 SP:Iteration 52Q (3256.596120 sec): 3 clusters Score: Raw -3274229.435938 + Penalty 1997.518094 = -3272231.917844 nChanged 28 SP:Iteration 53Q (3256.681337 sec): 3 clusters Score: Raw -3274231.217603 + Penalty 1997.518094 = -3272233.699509 nChanged 32 SP:Iteration 54Q (3256.758011 sec): 3 clusters Score: Raw -3274233.458524 + Penalty 1997.518094 = -3272235.940431 nChanged 40 SP:Iteration 55Q (3256.843088 sec): 3 clusters Score: Raw -3274236.577738 + Penalty 1997.518094 = -3272239.059644 nChanged 42 SP:Iteration 56Q (3256.922241 sec): 3 clusters Score: Raw -3274239.704328 + Penalty 1997.518094 = -3272242.186234 nChanged 46 SP:Iteration 57Q (3257.013215 sec): 3 clusters Score: Raw -3274242.974004 + Penalty 1997.518094 = -3272245.455910 nChanged 37 SP:Iteration 58Q (3257.090958 sec): 3 clusters Score: Raw -3274245.343202 + Penalty 1997.518094 = -3272247.825108 nChanged 36 SP:Iteration 59Q (3257.183920 sec): 3 clusters Score: Raw -3274248.088357 + Penalty 1997.518094 = -3272250.570263 nChanged 40 SP:Iteration 60F (3257.275711 sec): 3 clusters Score: Raw -3274251.764142 + Penalty 1997.518094 = -3272254.246048 nChanged 39 SP:Iteration 61Q (3257.365548 sec): 3 clusters Score: Raw -3274254.928254 + Penalty 1997.518094 = -3272257.410161 nChanged 37 SP:Iteration 62Q (3257.441905 sec): 3 clusters Score: Raw -3274257.023217 + Penalty 1997.518094 = -3272259.505123 nChanged 28 SP:Iteration 63Q (3257.537624 sec): 3 clusters Score: Raw -3274258.752138 + Penalty 1997.518094 = -3272261.234044 nChanged 32 SP:Iteration 64Q (3257.623641 sec): 3 clusters Score: Raw -3274261.100539 + Penalty 1997.518094 = -3272263.582446 nChanged 31 SP:Iteration 65Q (3257.703914 sec): 3 clusters Score: Raw -3274263.218773 + Penalty 1997.518094 = -3272265.700679 nChanged 26 SP:Iteration 66Q (3257.801357 sec): 3 clusters Score: Raw -3274265.807577 + Penalty 1997.518094 = -3272268.289483 nChanged 27 SP:Iteration 67Q (3257.884826 sec): 3 clusters Score: Raw -3274267.814913 + Penalty 1997.518094 = -3272270.296819 nChanged 22 SP:Iteration 68Q (3257.976425 sec): 3 clusters Score: Raw -3274269.112271 + Penalty 1997.518094 = -3272271.594177 nChanged 18 SP:Iteration 69Q (3258.057128 sec): 3 clusters Score: Raw -3274270.012669 + Penalty 1997.518094 = -3272272.494575 nChanged 18 SP:Iteration 70Q (3258.143486 sec): 3 clusters Score: Raw -3274271.014521 + Penalty 1997.518094 = -3272273.496427 nChanged 18 SP:Iteration 71Q (3258.232630 sec): 3 clusters Score: Raw -3274272.203602 + Penalty 1997.518094 = -3272274.685509 nChanged 26 SP:Iteration 72Q (3258.317980 sec): 3 clusters Score: Raw -3274274.238636 + Penalty 1997.518094 = -3272276.720543 nChanged 32 SP:Iteration 73Q (3258.390611 sec): 3 clusters Score: Raw -3274276.734178 + Penalty 1997.518094 = -3272279.216084 nChanged 26 SP:Iteration 74Q (3258.482027 sec): 3 clusters Score: Raw -3274278.671552 + Penalty 1997.518094 = -3272281.153459 nChanged 31 SP:Iteration 75Q (3258.565389 sec): 3 clusters Score: Raw -3274281.416573 + Penalty 1997.518094 = -3272283.898479 nChanged 40 SP:Iteration 76Q (3258.655288 sec): 3 clusters Score: Raw -3274284.916976 + Penalty 1997.518094 = -3272287.398882 nChanged 43 SP:Iteration 77Q (3258.737991 sec): 3 clusters Score: Raw -3274288.376630 + Penalty 1997.518094 = -3272290.858536 nChanged 35 SP:Iteration 78Q (3258.825824 sec): 3 clusters Score: Raw -3274290.567328 + Penalty 1997.518094 = -3272293.049234 nChanged 20 SP:Iteration 79Q (3258.913544 sec): 3 clusters Score: Raw -3274291.834732 + Penalty 1997.518094 = -3272294.316638 nChanged 28 SP:Iteration 80F (3259.003565 sec): 3 clusters Score: Raw -3274293.437625 + Penalty 1997.518094 = -3272295.919532 nChanged 23 SP:Iteration 81Q (3259.089473 sec): 3 clusters Score: Raw -3274294.683125 + Penalty 1997.518094 = -3272297.165031 nChanged 22 SP:Iteration 82Q (3259.168952 sec): 3 clusters Score: Raw -3274296.215310 + Penalty 1997.518094 = -3272298.697217 nChanged 26 SP:Iteration 83Q (3259.258293 sec): 3 clusters Score: Raw -3274298.164998 + Penalty 1997.518094 = -3272300.646904 nChanged 23 SP:Iteration 84Q (3259.346144 sec): 3 clusters Score: Raw -3274299.854693 + Penalty 1997.518094 = -3272302.336599 nChanged 30 SP:Iteration 85Q (3259.436745 sec): 3 clusters Score: Raw -3274302.057300 + Penalty 1997.518094 = -3272304.539206 nChanged 28 SP:Iteration 86Q (3259.526718 sec): 3 clusters Score: Raw -3274303.787070 + Penalty 1997.518094 = -3272306.268976 nChanged 18 SP:Iteration 87Q (3259.614427 sec): 3 clusters Score: Raw -3274304.583199 + Penalty 1997.518094 = -3272307.065106 nChanged 12 SP:Iteration 88Q (3259.706266 sec): 3 clusters Score: Raw -3274305.093275 + Penalty 1997.518094 = -3272307.575181 nChanged 7 SP:Iteration 89Q (3259.789264 sec): 3 clusters Score: Raw -3274305.324585 + Penalty 1997.518094 = -3272307.806491 nChanged 5 SP:Iteration 90Q (3259.890648 sec): 3 clusters Score: Raw -3274305.508293 + Penalty 1997.518094 = -3272307.990199 nChanged 6 SP:Iteration 91Q (3259.987869 sec): 3 clusters Score: Raw -3274305.803750 + Penalty 1997.518094 = -3272308.285657 nChanged 10 SP:Iteration 92Q (3260.072572 sec): 3 clusters Score: Raw -3274306.435780 + Penalty 1997.518094 = -3272308.917686 nChanged 20 SP:Iteration 93Q (3260.158200 sec): 3 clusters Score: Raw -3274308.220225 + Penalty 1997.518094 = -3272310.702132 nChanged 26 SP:Iteration 94Q (3260.241291 sec): 3 clusters Score: Raw -3274310.140131 + Penalty 1997.518094 = -3272312.622037 nChanged 31 SP:Iteration 95Q (3260.324522 sec): 3 clusters Score: Raw -3274312.423736 + Penalty 1997.518094 = -3272314.905642 nChanged 25 SP:Iteration 96Q (3260.411581 sec): 3 clusters Score: Raw -3274314.281438 + Penalty 1997.518094 = -3272316.763344 nChanged 29 SP:Iteration 97Q (3260.504686 sec): 3 clusters Score: Raw -3274316.515259 + Penalty 1997.518094 = -3272318.997165 nChanged 27 SP:Iteration 98Q (3260.583154 sec): 3 clusters Score: Raw -3274318.692920 + Penalty 1997.518094 = -3272321.174827 nChanged 28 SP:Iteration 99Q (3260.665133 sec): 3 clusters Score: Raw -3274320.702932 + Penalty 1997.518094 = -3272323.184838 nChanged 21 SP:Iteration 100F (3260.753461 sec): 3 clusters Score: Raw -3274322.206117 + Penalty 1997.518094 = -3272324.688024 nChanged 31 SP:Iteration 101Q (3260.838572 sec): 3 clusters Score: Raw -3274324.489444 + Penalty 1997.518094 = -3272326.971350 nChanged 31 SP:Iteration 102Q (3260.915226 sec): 3 clusters Score: Raw -3274326.558807 + Penalty 1997.518094 = -3272329.040714 nChanged 22 SP:Iteration 103Q (3261.008678 sec): 3 clusters Score: Raw -3274328.313859 + Penalty 1997.518094 = -3272330.795765 nChanged 25 SP:Iteration 104Q (3261.101529 sec): 3 clusters Score: Raw -3274330.049389 + Penalty 1997.518094 = -3272332.531296 nChanged 22 SP:Iteration 105Q (3261.176965 sec): 3 clusters Score: Raw -3274331.531520 + Penalty 1997.518094 = -3272334.013427 nChanged 18 SP:Iteration 106Q (3261.273653 sec): 3 clusters Score: Raw -3274332.724417 + Penalty 1997.518094 = -3272335.206324 nChanged 19 SP:Iteration 107Q (3261.364330 sec): 3 clusters Score: Raw -3274333.833632 + Penalty 1997.518094 = -3272336.315538 nChanged 17 SP:Iteration 108Q (3261.451560 sec): 3 clusters Score: Raw -3274335.004175 + Penalty 1997.518094 = -3272337.486082 nChanged 19 SP:Iteration 109Q (3261.524008 sec): 3 clusters Score: Raw -3274336.438016 + Penalty 1997.518094 = -3272338.919923 nChanged 22 SP:Iteration 110Q (3261.613419 sec): 3 clusters Score: Raw -3274338.172212 + Penalty 1997.518094 = -3272340.654118 nChanged 23 SP:Iteration 111Q (3261.706778 sec): 3 clusters Score: Raw -3274340.199117 + Penalty 1997.518094 = -3272342.681023 nChanged 26 SP:Iteration 112Q (3261.794279 sec): 3 clusters Score: Raw -3274342.468722 + Penalty 1997.518094 = -3272344.950629 nChanged 26 SP:Iteration 113Q (3261.881582 sec): 3 clusters Score: Raw -3274344.675844 + Penalty 1997.518094 = -3272347.157750 nChanged 26 SP:Iteration 114Q (3261.956805 sec): 3 clusters Score: Raw -3274346.341130 + Penalty 1997.518094 = -3272348.823037 nChanged 24 SP:Iteration 115Q (3262.038629 sec): 3 clusters Score: Raw -3274348.320020 + Penalty 1997.518094 = -3272350.801927 nChanged 25 SP:Iteration 116Q (3262.127326 sec): 3 clusters Score: Raw -3274350.602493 + Penalty 1997.518094 = -3272353.084400 nChanged 27 SP:Iteration 117Q (3262.210919 sec): 3 clusters Score: Raw -3274352.930418 + Penalty 1997.518094 = -3272355.412325 nChanged 27 SP:Iteration 118Q (3262.300294 sec): 3 clusters Score: Raw -3274355.012172 + Penalty 1997.518094 = -3272357.494079 nChanged 24 SP:Iteration 119Q (3262.386046 sec): 3 clusters Score: Raw -3274356.673167 + Penalty 1997.518094 = -3272359.155074 nChanged 19 SP:Iteration 120F (3262.474256 sec): 3 clusters Score: Raw -3274357.918872 + Penalty 1997.518094 = -3272360.400778 nChanged 15 SP:Iteration 121Q (3262.559449 sec): 3 clusters Score: Raw -3274359.036261 + Penalty 1997.518094 = -3272361.518167 nChanged 16 SP:Iteration 122Q (3262.645791 sec): 3 clusters Score: Raw -3274360.127458 + Penalty 1997.518094 = -3272362.609365 nChanged 13 SP:Iteration 123Q (3262.728438 sec): 3 clusters Score: Raw -3274360.925647 + Penalty 1997.518094 = -3272363.407554 nChanged 12 SP:Iteration 124Q (3262.810538 sec): 3 clusters Score: Raw -3274361.445296 + Penalty 1997.518094 = -3272363.927203 nChanged 13 SP:Iteration 125Q (3262.893757 sec): 3 clusters Score: Raw -3274362.143344 + Penalty 1997.518094 = -3272364.625250 nChanged 12 SP:Iteration 126Q (3262.971810 sec): 3 clusters Score: Raw -3274362.755985 + Penalty 1997.518094 = -3272365.237892 nChanged 12 SP:Iteration 127Q (3263.065450 sec): 3 clusters Score: Raw -3274363.724079 + Penalty 1997.518094 = -3272366.205985 nChanged 12 SP:Iteration 128Q (3263.152352 sec): 3 clusters Score: Raw -3274364.378243 + Penalty 1997.518094 = -3272366.860149 nChanged 16 SP:Iteration 129Q (3263.234907 sec): 3 clusters Score: Raw -3274365.706617 + Penalty 1997.518094 = -3272368.188524 nChanged 18 SP:Iteration 130Q (3263.324927 sec): 3 clusters Score: Raw -3274367.190986 + Penalty 1997.518094 = -3272369.672892 nChanged 21 SP:Iteration 131Q (3263.418016 sec): 3 clusters Score: Raw -3274368.615685 + Penalty 1997.518094 = -3272371.097591 nChanged 20 SP:Iteration 132Q (3263.506696 sec): 3 clusters Score: Raw -3274370.079212 + Penalty 1997.518094 = -3272372.561119 nChanged 19 SP:Iteration 133Q (3263.601613 sec): 3 clusters Score: Raw -3274371.289714 + Penalty 1997.518094 = -3272373.771620 nChanged 13 SP:Iteration 134Q (3263.703815 sec): 3 clusters Score: Raw -3274372.441444 + Penalty 1997.518094 = -3272374.923351 nChanged 9 SP:Iteration 135Q (3263.788846 sec): 3 clusters Score: Raw -3274373.031450 + Penalty 1997.518094 = -3272375.513357 nChanged 9 SP:Iteration 136Q (3263.881791 sec): 3 clusters Score: Raw -3274373.592671 + Penalty 1997.518094 = -3272376.074578 nChanged 9 SP:Iteration 137Q (3263.967003 sec): 3 clusters Score: Raw -3274374.251964 + Penalty 1997.518094 = -3272376.733871 nChanged 11 SP:Iteration 138Q (3264.041336 sec): 3 clusters Score: Raw -3274374.887784 + Penalty 1997.518094 = -3272377.369691 nChanged 8 SP:Iteration 139Q (3264.122686 sec): 3 clusters Score: Raw -3274375.311524 + Penalty 1997.518094 = -3272377.793431 nChanged 4 SP:Iteration 140F (3264.209477 sec): 3 clusters Score: Raw -3274375.532888 + Penalty 1997.518094 = -3272378.014795 nChanged 4 SP:Iteration 141Q (3264.288533 sec): 3 clusters Score: Raw -3274375.709001 + Penalty 1997.518094 = -3272378.190908 nChanged 3 SP:Iteration 142Q (3264.370837 sec): 3 clusters Score: Raw -3274375.865185 + Penalty 1997.518094 = -3272378.347091 nChanged 6 SP:Iteration 143Q (3264.452094 sec): 3 clusters Score: Raw -3274376.158127 + Penalty 1997.518094 = -3272378.640033 nChanged 7 SP:Iteration 144Q (3264.533838 sec): 3 clusters Score: Raw -3274376.708379 + Penalty 1997.518094 = -3272379.190285 nChanged 6 SP:Iteration 145Q (3264.629711 sec): 3 clusters Score: Raw -3274377.041131 + Penalty 1997.518094 = -3272379.523037 nChanged 8 SP:Iteration 146Q (3264.712716 sec): 3 clusters Score: Raw -3274377.502705 + Penalty 1997.518094 = -3272379.984611 nChanged 4 SP:Iteration 147Q (3264.799536 sec): 3 clusters Score: Raw -3274377.650237 + Penalty 1997.518094 = -3272380.132144 nChanged 4 SP:Iteration 148Q (3264.877090 sec): 3 clusters Score: Raw -3274377.799059 + Penalty 1997.518094 = -3272380.280966 nChanged 1 SP:Iteration 149Q (3264.968951 sec): 3 clusters Score: Raw -3274377.847772 + Penalty 1997.518094 = -3272380.329678 nChanged 2 SP:Iteration 150Q (3265.058111 sec): 3 clusters Score: Raw -3274377.900971 + Penalty 1997.518094 = -3272380.382877 nChanged 1 SP:Iteration 151Q (3265.128844 sec): 3 clusters Score: Raw -3274377.920426 + Penalty 1997.518094 = -3272380.402333 nChanged 0 SP:Iteration 152F (3265.231816 sec): 3 clusters Score: Raw -3274377.920426 + Penalty 1997.518094 = -3272380.402333 nChanged 0 Trying to split cluster 4 (19880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3265.273710 sec): 2 clusters Score: Raw -1746582.006004 + Penalty 940.259601 = -1745641.746403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3265.336311 sec): 3 clusters Score: Raw -1734337.000827 + Penalty 1880.519201 = -1732456.481625 nChanged 9213 SP:Iteration 1F (3265.406727 sec): 3 clusters Score: Raw -1739475.830097 + Penalty 1880.519201 = -1737595.310896 nChanged 1053 SP:Iteration 2F (3265.475793 sec): 3 clusters Score: Raw -1740008.304233 + Penalty 1880.519201 = -1738127.785031 nChanged 1203 SP:Iteration 3F (3265.551725 sec): 3 clusters Score: Raw -1740694.739386 + Penalty 1880.519201 = -1738814.220184 nChanged 1332 SP:Iteration 4F (3265.613614 sec): 3 clusters Score: Raw -1741607.424434 + Penalty 1880.519201 = -1739726.905232 nChanged 1407 SP:Iteration 5F (3265.692585 sec): 3 clusters Score: Raw -1742720.567950 + Penalty 1880.519201 = -1740840.048749 nChanged 1378 SP:Iteration 6F (3265.753984 sec): 3 clusters Score: Raw -1743882.291687 + Penalty 1880.519201 = -1742001.772486 nChanged 1173 SP:Iteration 7F (3265.839654 sec): 3 clusters Score: Raw -1744876.353684 + Penalty 1880.519201 = -1742995.834483 nChanged 845 SP:Iteration 8Q (3265.908384 sec): 3 clusters Score: Raw -1745613.157745 + Penalty 1880.519201 = -1743732.638544 nChanged 530 SP:Iteration 9Q (3265.982135 sec): 3 clusters Score: Raw -1746051.298642 + Penalty 1880.519201 = -1744170.779440 nChanged 320 SP:Iteration 10Q (3266.052603 sec): 3 clusters Score: Raw -1746279.082134 + Penalty 1880.519201 = -1744398.562933 nChanged 185 SP:Iteration 11Q (3266.119822 sec): 3 clusters Score: Raw -1746398.522292 + Penalty 1880.519201 = -1744518.003090 nChanged 143 SP:Iteration 12Q (3266.183837 sec): 3 clusters Score: Raw -1746487.523860 + Penalty 1880.519201 = -1744607.004659 nChanged 99 SP:Iteration 13Q (3266.248804 sec): 3 clusters Score: Raw -1746537.606742 + Penalty 1880.519201 = -1744657.087541 nChanged 71 SP:Iteration 14Q (3266.329721 sec): 3 clusters Score: Raw -1746575.809012 + Penalty 1880.519201 = -1744695.289811 nChanged 70 SP:Iteration 15Q (3266.386015 sec): 3 clusters Score: Raw -1746613.427324 + Penalty 1880.519201 = -1744732.908123 nChanged 44 SP:Iteration 16Q (3266.458577 sec): 3 clusters Score: Raw -1746637.121133 + Penalty 1880.519201 = -1744756.601932 nChanged 33 SP:Iteration 17Q (3266.512268 sec): 3 clusters Score: Raw -1746651.053766 + Penalty 1880.519201 = -1744770.534565 nChanged 24 SP:Iteration 18Q (3266.578990 sec): 3 clusters Score: Raw -1746661.592188 + Penalty 1880.519201 = -1744781.072987 nChanged 15 SP:Iteration 19Q (3266.651688 sec): 3 clusters Score: Raw -1746667.817766 + Penalty 1880.519201 = -1744787.298565 nChanged 17 SP:Iteration 20F (3266.724659 sec): 3 clusters Score: Raw -1746676.251327 + Penalty 1880.519201 = -1744795.732126 nChanged 18 SP:Iteration 21Q (3266.794410 sec): 3 clusters Score: Raw -1746685.978259 + Penalty 1880.519201 = -1744805.459058 nChanged 17 SP:Iteration 22Q (3266.858054 sec): 3 clusters Score: Raw -1746697.123415 + Penalty 1880.519201 = -1744816.604214 nChanged 14 SP:Iteration 23Q (3266.933304 sec): 3 clusters Score: Raw -1746704.671693 + Penalty 1880.519201 = -1744824.152492 nChanged 13 SP:Iteration 24Q (3266.996510 sec): 3 clusters Score: Raw -1746710.696362 + Penalty 1880.519201 = -1744830.177160 nChanged 12 SP:Iteration 25Q (3267.059915 sec): 3 clusters Score: Raw -1746715.958245 + Penalty 1880.519201 = -1744835.439044 nChanged 7 SP:Iteration 26Q (3267.119762 sec): 3 clusters Score: Raw -1746720.653507 + Penalty 1880.519201 = -1744840.134305 nChanged 13 SP:Iteration 27Q (3267.194512 sec): 3 clusters Score: Raw -1746728.089922 + Penalty 1880.519201 = -1744847.570721 nChanged 11 SP:Iteration 28Q (3267.265808 sec): 3 clusters Score: Raw -1746732.134647 + Penalty 1880.519201 = -1744851.615446 nChanged 4 SP:Iteration 29Q (3267.320467 sec): 3 clusters Score: Raw -1746734.711396 + Penalty 1880.519201 = -1744854.192195 nChanged 3 SP:Iteration 30Q (3267.390281 sec): 3 clusters Score: Raw -1746735.507674 + Penalty 1880.519201 = -1744854.988473 nChanged 0 SP:Iteration 31F (3267.451599 sec): 3 clusters Score: Raw -1746735.507674 + Penalty 1880.519201 = -1744854.988473 nChanged 0 Trying to split cluster 5 (4019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3267.489330 sec): 2 clusters Score: Raw -362005.588732 + Penalty 788.384897 = -361217.203834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3267.540128 sec): 3 clusters Score: Raw -359868.686980 + Penalty 1576.769795 = -358291.917185 nChanged 1690 SP:Iteration 1F (3267.577013 sec): 3 clusters Score: Raw -360853.056197 + Penalty 1576.769795 = -359276.286402 nChanged 324 SP:Iteration 2F (3267.630173 sec): 3 clusters Score: Raw -361076.715043 + Penalty 1576.769795 = -359499.945248 nChanged 294 SP:Iteration 3F (3267.685023 sec): 3 clusters Score: Raw -361297.689988 + Penalty 1576.769795 = -359720.920193 nChanged 260 SP:Iteration 4F (3267.733937 sec): 3 clusters Score: Raw -361492.753248 + Penalty 1576.769795 = -359915.983454 nChanged 245 SP:Iteration 5F (3267.790161 sec): 3 clusters Score: Raw -361684.788912 + Penalty 1576.769795 = -360108.019117 nChanged 189 SP:Iteration 6Q (3267.836555 sec): 3 clusters Score: Raw -361814.238626 + Penalty 1576.769795 = -360237.468832 nChanged 141 SP:Iteration 7Q (3267.888742 sec): 3 clusters Score: Raw -361919.887495 + Penalty 1576.769795 = -360343.117700 nChanged 108 SP:Iteration 8Q (3267.941934 sec): 3 clusters Score: Raw -362000.823813 + Penalty 1576.769795 = -360424.054018 nChanged 85 SP:Iteration 9Q (3267.977240 sec): 3 clusters Score: Raw -362065.266257 + Penalty 1576.769795 = -360488.496462 nChanged 54 SP:Iteration 10Q (3268.029313 sec): 3 clusters Score: Raw -362094.826373 + Penalty 1576.769795 = -360518.056579 nChanged 33 SP:Iteration 11Q (3268.085725 sec): 3 clusters Score: Raw -362111.585983 + Penalty 1576.769795 = -360534.816188 nChanged 24 SP:Iteration 12Q (3268.144135 sec): 3 clusters Score: Raw -362121.592274 + Penalty 1576.769795 = -360544.822479 nChanged 23 SP:Iteration 13Q (3268.182472 sec): 3 clusters Score: Raw -362133.327096 + Penalty 1576.769795 = -360556.557301 nChanged 28 SP:Iteration 14Q (3268.236395 sec): 3 clusters Score: Raw -362150.365110 + Penalty 1576.769795 = -360573.595315 nChanged 22 SP:Iteration 15Q (3268.282448 sec): 3 clusters Score: Raw -362162.989128 + Penalty 1576.769795 = -360586.219333 nChanged 23 SP:Iteration 16Q (3268.322691 sec): 3 clusters Score: Raw -362173.889051 + Penalty 1576.769795 = -360597.119256 nChanged 16 SP:Iteration 17Q (3268.368597 sec): 3 clusters Score: Raw -362181.394552 + Penalty 1576.769795 = -360604.624757 nChanged 11 SP:Iteration 18Q (3268.415977 sec): 3 clusters Score: Raw -362186.728334 + Penalty 1576.769795 = -360609.958539 nChanged 10 SP:Iteration 19Q (3268.464295 sec): 3 clusters Score: Raw -362190.658855 + Penalty 1576.769795 = -360613.889060 nChanged 8 SP:Iteration 20F (3268.512612 sec): 3 clusters Score: Raw -362193.003728 + Penalty 1576.769795 = -360616.233933 nChanged 7 SP:Iteration 21Q (3268.548640 sec): 3 clusters Score: Raw -362195.487020 + Penalty 1576.769795 = -360618.717225 nChanged 5 SP:Iteration 22Q (3268.595189 sec): 3 clusters Score: Raw -362198.216693 + Penalty 1576.769795 = -360621.446898 nChanged 7 SP:Iteration 23Q (3268.640789 sec): 3 clusters Score: Raw -362202.413627 + Penalty 1576.769795 = -360625.643832 nChanged 8 SP:Iteration 24Q (3268.681429 sec): 3 clusters Score: Raw -362205.503409 + Penalty 1576.769795 = -360628.733614 nChanged 7 SP:Iteration 25Q (3268.724572 sec): 3 clusters Score: Raw -362207.766880 + Penalty 1576.769795 = -360630.997085 nChanged 8 SP:Iteration 26Q (3268.767531 sec): 3 clusters Score: Raw -362209.421193 + Penalty 1576.769795 = -360632.651398 nChanged 2 SP:Iteration 27Q (3268.815580 sec): 3 clusters Score: Raw -362210.035700 + Penalty 1576.769795 = -360633.265905 nChanged 2 SP:Iteration 28Q (3268.865651 sec): 3 clusters Score: Raw -362210.604932 + Penalty 1576.769795 = -360633.835137 nChanged 2 SP:Iteration 29Q (3268.907802 sec): 3 clusters Score: Raw -362211.320988 + Penalty 1576.769795 = -360634.551193 nChanged 0 SP:Iteration 30F (3268.960962 sec): 3 clusters Score: Raw -362211.320988 + Penalty 1576.769795 = -360634.551193 nChanged 0 Trying to split cluster 6 (17445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3269.006885 sec): 2 clusters Score: Raw -1482827.395326 + Penalty 927.846794 = -1481899.548533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3269.072179 sec): 3 clusters Score: Raw -1472153.715546 + Penalty 1855.693587 = -1470298.021959 nChanged 8002 SP:Iteration 1F (3269.125268 sec): 3 clusters Score: Raw -1476588.884140 + Penalty 1855.693587 = -1474733.190553 nChanged 991 SP:Iteration 2F (3269.192591 sec): 3 clusters Score: Raw -1476968.601346 + Penalty 1855.693587 = -1475112.907759 nChanged 979 SP:Iteration 3F (3269.256686 sec): 3 clusters Score: Raw -1477381.323730 + Penalty 1855.693587 = -1475525.630143 nChanged 935 SP:Iteration 4F (3269.313789 sec): 3 clusters Score: Raw -1477780.110098 + Penalty 1855.693587 = -1475924.416511 nChanged 920 SP:Iteration 5F (3269.390735 sec): 3 clusters Score: Raw -1478216.016417 + Penalty 1855.693587 = -1476360.322830 nChanged 939 SP:Iteration 6F (3269.459460 sec): 3 clusters Score: Raw -1478752.527242 + Penalty 1855.693587 = -1476896.833655 nChanged 972 SP:Iteration 7F (3269.528227 sec): 3 clusters Score: Raw -1479404.817987 + Penalty 1855.693587 = -1477549.124400 nChanged 962 SP:Iteration 8F (3269.593401 sec): 3 clusters Score: Raw -1480173.985676 + Penalty 1855.693587 = -1478318.292089 nChanged 964 SP:Iteration 9F (3269.658292 sec): 3 clusters Score: Raw -1480958.956477 + Penalty 1855.693587 = -1479103.262890 nChanged 753 SP:Iteration 10Q (3269.725732 sec): 3 clusters Score: Raw -1481608.460176 + Penalty 1855.693587 = -1479752.766588 nChanged 583 SP:Iteration 11Q (3269.797271 sec): 3 clusters Score: Raw -1482112.931729 + Penalty 1855.693587 = -1480257.238142 nChanged 405 SP:Iteration 12Q (3269.864233 sec): 3 clusters Score: Raw -1482491.296015 + Penalty 1855.693587 = -1480635.602428 nChanged 242 SP:Iteration 13Q (3269.925158 sec): 3 clusters Score: Raw -1482732.907350 + Penalty 1855.693587 = -1480877.213763 nChanged 124 SP:Iteration 14Q (3270.001784 sec): 3 clusters Score: Raw -1482847.648187 + Penalty 1855.693587 = -1480991.954600 nChanged 65 SP:Iteration 15Q (3270.066160 sec): 3 clusters Score: Raw -1482918.452318 + Penalty 1855.693587 = -1481062.758731 nChanged 54 SP:Iteration 16Q (3270.130146 sec): 3 clusters Score: Raw -1482958.442899 + Penalty 1855.693587 = -1481102.749312 nChanged 32 SP:Iteration 17Q (3270.192932 sec): 3 clusters Score: Raw -1482979.289375 + Penalty 1855.693587 = -1481123.595788 nChanged 25 SP:Iteration 18Q (3270.256156 sec): 3 clusters Score: Raw -1482995.025345 + Penalty 1855.693587 = -1481139.331758 nChanged 18 SP:Iteration 19Q (3270.320759 sec): 3 clusters Score: Raw -1483006.811395 + Penalty 1855.693587 = -1481151.117808 nChanged 17 SP:Iteration 20F (3270.384727 sec): 3 clusters Score: Raw -1483014.890939 + Penalty 1855.693587 = -1481159.197352 nChanged 11 SP:Iteration 21Q (3270.451996 sec): 3 clusters Score: Raw -1483021.733848 + Penalty 1855.693587 = -1481166.040261 nChanged 11 SP:Iteration 22Q (3270.521758 sec): 3 clusters Score: Raw -1483027.006105 + Penalty 1855.693587 = -1481171.312518 nChanged 7 SP:Iteration 23Q (3270.586374 sec): 3 clusters Score: Raw -1483031.691841 + Penalty 1855.693587 = -1481175.998254 nChanged 6 SP:Iteration 24Q (3270.651338 sec): 3 clusters Score: Raw -1483034.730491 + Penalty 1855.693587 = -1481179.036903 nChanged 5 SP:Iteration 25Q (3270.710691 sec): 3 clusters Score: Raw -1483039.618834 + Penalty 1855.693587 = -1481183.925246 nChanged 10 SP:Iteration 26Q (3270.764344 sec): 3 clusters Score: Raw -1483045.553040 + Penalty 1855.693587 = -1481189.859452 nChanged 6 SP:Iteration 27Q (3270.828325 sec): 3 clusters Score: Raw -1483048.054318 + Penalty 1855.693587 = -1481192.360730 nChanged 1 SP:Iteration 28Q (3270.894407 sec): 3 clusters Score: Raw -1483048.598173 + Penalty 1855.693587 = -1481192.904586 nChanged 2 SP:Iteration 29Q (3270.969173 sec): 3 clusters Score: Raw -1483049.523707 + Penalty 1855.693587 = -1481193.830120 nChanged 2 SP:Iteration 30Q (3271.027943 sec): 3 clusters Score: Raw -1483050.266164 + Penalty 1855.693587 = -1481194.572577 nChanged 2 SP:Iteration 31Q (3271.086570 sec): 3 clusters Score: Raw -1483051.811072 + Penalty 1855.693587 = -1481196.117484 nChanged 2 SP:Iteration 32Q (3271.153060 sec): 3 clusters Score: Raw -1483052.412165 + Penalty 1855.693587 = -1481196.718578 nChanged 1 SP:Iteration 33Q (3271.228992 sec): 3 clusters Score: Raw -1483052.558588 + Penalty 1855.693587 = -1481196.865001 nChanged 0 SP:Iteration 34F (3271.298122 sec): 3 clusters Score: Raw -1483052.558588 + Penalty 1855.693587 = -1481196.865001 nChanged 0 Trying to split cluster 7 (22946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3271.344802 sec): 2 clusters Score: Raw -2036528.252052 + Penalty 953.885396 = -2035574.366655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3271.423092 sec): 3 clusters Score: Raw -2022284.555206 + Penalty 1907.770793 = -2020376.784413 nChanged 10551 SP:Iteration 1F (3271.498220 sec): 3 clusters Score: Raw -2028359.167599 + Penalty 1907.770793 = -2026451.396807 nChanged 1233 SP:Iteration 2F (3271.567976 sec): 3 clusters Score: Raw -2028867.499319 + Penalty 1907.770793 = -2026959.728526 nChanged 1356 SP:Iteration 3F (3271.645190 sec): 3 clusters Score: Raw -2029525.536466 + Penalty 1907.770793 = -2027617.765673 nChanged 1532 SP:Iteration 4F (3271.723491 sec): 3 clusters Score: Raw -2030414.909161 + Penalty 1907.770793 = -2028507.138368 nChanged 1681 SP:Iteration 5F (3271.792395 sec): 3 clusters Score: Raw -2031586.009632 + Penalty 1907.770793 = -2029678.238839 nChanged 1674 SP:Iteration 6F (3271.874673 sec): 3 clusters Score: Raw -2032876.648795 + Penalty 1907.770793 = -2030968.878002 nChanged 1479 SP:Iteration 7F (3271.952294 sec): 3 clusters Score: Raw -2034101.169851 + Penalty 1907.770793 = -2032193.399058 nChanged 1133 SP:Iteration 8Q (3272.019892 sec): 3 clusters Score: Raw -2035140.004327 + Penalty 1907.770793 = -2033232.233535 nChanged 820 SP:Iteration 9Q (3272.099077 sec): 3 clusters Score: Raw -2035933.287559 + Penalty 1907.770793 = -2034025.516767 nChanged 392 SP:Iteration 10Q (3272.177427 sec): 3 clusters Score: Raw -2036292.288449 + Penalty 1907.770793 = -2034384.517657 nChanged 172 SP:Iteration 11Q (3272.253359 sec): 3 clusters Score: Raw -2036465.759023 + Penalty 1907.770793 = -2034557.988230 nChanged 70 SP:Iteration 12Q (3272.323323 sec): 3 clusters Score: Raw -2036528.935781 + Penalty 1907.770793 = -2034621.164989 nChanged 37 SP:Iteration 13Q (3272.378481 sec): 3 clusters Score: Raw -2036566.644533 + Penalty 1907.770793 = -2034658.873741 nChanged 29 SP:Iteration 14Q (3272.437401 sec): 3 clusters Score: Raw -2036596.884149 + Penalty 1907.770793 = -2034689.113356 nChanged 18 SP:Iteration 15Q (3272.501124 sec): 3 clusters Score: Raw -2036615.642856 + Penalty 1907.770793 = -2034707.872063 nChanged 15 SP:Iteration 16Q (3272.578807 sec): 3 clusters Score: Raw -2036633.287477 + Penalty 1907.770793 = -2034725.516684 nChanged 8 SP:Iteration 17Q (3272.635695 sec): 3 clusters Score: Raw -2036645.210815 + Penalty 1907.770793 = -2034737.440022 nChanged 11 SP:Iteration 18Q (3272.713652 sec): 3 clusters Score: Raw -2036660.932878 + Penalty 1907.770793 = -2034753.162086 nChanged 10 SP:Iteration 19Q (3272.783095 sec): 3 clusters Score: Raw -2036674.496541 + Penalty 1907.770793 = -2034766.725748 nChanged 8 SP:Iteration 20F (3272.856861 sec): 3 clusters Score: Raw -2036681.598738 + Penalty 1907.770793 = -2034773.827945 nChanged 9 SP:Iteration 21Q (3272.922865 sec): 3 clusters Score: Raw -2036692.961826 + Penalty 1907.770793 = -2034785.191034 nChanged 12 SP:Iteration 22Q (3272.981184 sec): 3 clusters Score: Raw -2036705.398016 + Penalty 1907.770793 = -2034797.627224 nChanged 9 SP:Iteration 23Q (3273.056312 sec): 3 clusters Score: Raw -2036715.871200 + Penalty 1907.770793 = -2034808.100408 nChanged 9 SP:Iteration 24Q (3273.118921 sec): 3 clusters Score: Raw -2036721.325493 + Penalty 1907.770793 = -2034813.554700 nChanged 4 SP:Iteration 25Q (3273.187873 sec): 3 clusters Score: Raw -2036723.954589 + Penalty 1907.770793 = -2034816.183796 nChanged 5 SP:Iteration 26Q (3273.250850 sec): 3 clusters Score: Raw -2036729.857047 + Penalty 1907.770793 = -2034822.086255 nChanged 6 SP:Iteration 27Q (3273.313815 sec): 3 clusters Score: Raw -2036734.211067 + Penalty 1907.770793 = -2034826.440274 nChanged 5 SP:Iteration 28Q (3273.381598 sec): 3 clusters Score: Raw -2036737.746002 + Penalty 1907.770793 = -2034829.975210 nChanged 3 SP:Iteration 29Q (3273.457870 sec): 3 clusters Score: Raw -2036739.798049 + Penalty 1907.770793 = -2034832.027257 nChanged 4 SP:Iteration 30Q (3273.518776 sec): 3 clusters Score: Raw -2036741.468949 + Penalty 1907.770793 = -2034833.698157 nChanged 3 SP:Iteration 31Q (3273.591933 sec): 3 clusters Score: Raw -2036743.505382 + Penalty 1907.770793 = -2034835.734590 nChanged 0 SP:Iteration 32F (3273.671205 sec): 3 clusters Score: Raw -2036743.505382 + Penalty 1907.770793 = -2034835.734590 nChanged 0 Trying to split cluster 8 (1367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3273.699881 sec): 2 clusters Score: Raw -117657.601087 + Penalty 685.935514 = -116971.665573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3273.746574 sec): 3 clusters Score: Raw -117061.662824 + Penalty 1371.871029 = -115689.791795 nChanged 500 SP:Iteration 1F (3273.788550 sec): 3 clusters Score: Raw -117393.082009 + Penalty 1371.871029 = -116021.210980 nChanged 110 SP:Iteration 2F (3273.848214 sec): 3 clusters Score: Raw -117468.157576 + Penalty 1371.871029 = -116096.286547 nChanged 59 SP:Iteration 3Q (3273.896622 sec): 3 clusters Score: Raw -117503.444347 + Penalty 1371.871029 = -116131.573318 nChanged 36 SP:Iteration 4Q (3273.938942 sec): 3 clusters Score: Raw -117526.817989 + Penalty 1371.871029 = -116154.946960 nChanged 35 SP:Iteration 5Q (3273.980178 sec): 3 clusters Score: Raw -117544.437424 + Penalty 1371.871029 = -116172.566395 nChanged 23 SP:Iteration 6Q (3274.027075 sec): 3 clusters Score: Raw -117557.160804 + Penalty 1371.871029 = -116185.289775 nChanged 19 SP:Iteration 7Q (3274.074306 sec): 3 clusters Score: Raw -117573.190525 + Penalty 1371.871029 = -116201.319496 nChanged 16 SP:Iteration 8Q (3274.117747 sec): 3 clusters Score: Raw -117582.523685 + Penalty 1371.871029 = -116210.652656 nChanged 13 SP:Iteration 9Q (3274.158089 sec): 3 clusters Score: Raw -117589.363042 + Penalty 1371.871029 = -116217.492013 nChanged 15 SP:Iteration 10Q (3274.204086 sec): 3 clusters Score: Raw -117597.802127 + Penalty 1371.871029 = -116225.931098 nChanged 16 SP:Iteration 11Q (3274.253822 sec): 3 clusters Score: Raw -117608.516304 + Penalty 1371.871029 = -116236.645275 nChanged 19 SP:Iteration 12Q (3274.306572 sec): 3 clusters Score: Raw -117621.818996 + Penalty 1371.871029 = -116249.947967 nChanged 21 SP:Iteration 13Q (3274.356874 sec): 3 clusters Score: Raw -117637.999329 + Penalty 1371.871029 = -116266.128300 nChanged 17 SP:Iteration 14Q (3274.402471 sec): 3 clusters Score: Raw -117650.977859 + Penalty 1371.871029 = -116279.106830 nChanged 10 SP:Iteration 15Q (3274.436674 sec): 3 clusters Score: Raw -117656.898105 + Penalty 1371.871029 = -116285.027076 nChanged 11 SP:Iteration 16Q (3274.487529 sec): 3 clusters Score: Raw -117663.713504 + Penalty 1371.871029 = -116291.842475 nChanged 8 SP:Iteration 17Q (3274.533297 sec): 3 clusters Score: Raw -117669.100731 + Penalty 1371.871029 = -116297.229702 nChanged 8 SP:Iteration 18Q (3274.589297 sec): 3 clusters Score: Raw -117680.037061 + Penalty 1371.871029 = -116308.166033 nChanged 12 SP:Iteration 19Q (3274.638591 sec): 3 clusters Score: Raw -117688.983303 + Penalty 1371.871029 = -116317.112274 nChanged 12 SP:Iteration 20F (3274.670616 sec): 3 clusters Score: Raw -117698.030929 + Penalty 1371.871029 = -116326.159900 nChanged 6 SP:Iteration 21Q (3274.725137 sec): 3 clusters Score: Raw -117702.926202 + Penalty 1371.871029 = -116331.055173 nChanged 7 SP:Iteration 22Q (3274.764599 sec): 3 clusters Score: Raw -117710.612358 + Penalty 1371.871029 = -116338.741329 nChanged 10 SP:Iteration 23Q (3274.815248 sec): 3 clusters Score: Raw -117723.551506 + Penalty 1371.871029 = -116351.680477 nChanged 12 SP:Iteration 24Q (3274.864585 sec): 3 clusters Score: Raw -117732.705469 + Penalty 1371.871029 = -116360.834440 nChanged 15 SP:Iteration 25Q (3274.908896 sec): 3 clusters Score: Raw -117744.272191 + Penalty 1371.871029 = -116372.401162 nChanged 9 SP:Iteration 26Q (3274.950518 sec): 3 clusters Score: Raw -117751.879761 + Penalty 1371.871029 = -116380.008732 nChanged 6 SP:Iteration 27Q (3275.008402 sec): 3 clusters Score: Raw -117754.577221 + Penalty 1371.871029 = -116382.706192 nChanged 3 SP:Iteration 28Q (3275.046186 sec): 3 clusters Score: Raw -117758.257259 + Penalty 1371.871029 = -116386.386230 nChanged 1 SP:Iteration 29Q (3275.105093 sec): 3 clusters Score: Raw -117758.581476 + Penalty 1371.871029 = -116386.710447 nChanged 0 SP:Iteration 30F (3275.151724 sec): 3 clusters Score: Raw -117758.581476 + Penalty 1371.871029 = -116386.710447 nChanged 0 Trying to split cluster 9 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3275.167640 sec): 2 clusters Score: Raw -48567.033038 + Penalty 628.271501 = -47938.761538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3275.218715 sec): 3 clusters Score: Raw -48320.010412 + Penalty 1256.543001 = -47063.467410 nChanged 256 SP:Iteration 1F (3275.264317 sec): 3 clusters Score: Raw -48572.522647 + Penalty 1256.543001 = -47315.979645 nChanged 67 SP:Iteration 2F (3275.307769 sec): 3 clusters Score: Raw -48676.174452 + Penalty 1256.543001 = -47419.631450 nChanged 50 SP:Iteration 3F (3275.352601 sec): 3 clusters Score: Raw -48766.361289 + Penalty 1256.543001 = -47509.818288 nChanged 39 SP:Iteration 4F (3275.398039 sec): 3 clusters Score: Raw -48831.262175 + Penalty 1256.543001 = -47574.719173 nChanged 32 SP:Iteration 5Q (3275.452382 sec): 3 clusters Score: Raw -48891.943450 + Penalty 1256.543001 = -47635.400448 nChanged 26 SP:Iteration 6Q (3275.497035 sec): 3 clusters Score: Raw -48940.170734 + Penalty 1256.543001 = -47683.627732 nChanged 21 SP:Iteration 7Q (3275.540581 sec): 3 clusters Score: Raw -48968.788038 + Penalty 1256.543001 = -47712.245037 nChanged 12 SP:Iteration 8Q (3275.588317 sec): 3 clusters Score: Raw -48980.685604 + Penalty 1256.543001 = -47724.142602 nChanged 10 SP:Iteration 9Q (3275.633990 sec): 3 clusters Score: Raw -48989.278445 + Penalty 1256.543001 = -47732.735444 nChanged 9 SP:Iteration 10Q (3275.667377 sec): 3 clusters Score: Raw -48999.323199 + Penalty 1256.543001 = -47742.780197 nChanged 4 SP:Iteration 11Q (3275.722681 sec): 3 clusters Score: Raw -49001.991556 + Penalty 1256.543001 = -47745.448555 nChanged 2 SP:Iteration 12Q (3275.768640 sec): 3 clusters Score: Raw -49003.004506 + Penalty 1256.543001 = -47746.461504 nChanged 1 SP:Iteration 13Q (3275.806688 sec): 3 clusters Score: Raw -49003.369093 + Penalty 1256.543001 = -47746.826092 nChanged 1 SP:Iteration 14Q (3275.848768 sec): 3 clusters Score: Raw -49004.063431 + Penalty 1256.543001 = -47747.520430 nChanged 0 SP:Iteration 15F (3275.896934 sec): 3 clusters Score: Raw -49004.063431 + Penalty 1256.543001 = -47747.520430 nChanged 0 Trying to split cluster 10 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3275.920833 sec): 2 clusters Score: Raw -46844.805117 + Penalty 619.598816 = -46225.206301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3275.959910 sec): 3 clusters Score: Raw -46640.658868 + Penalty 1239.197632 = -45401.461237 nChanged 230 SP:Iteration 1F (3276.002763 sec): 3 clusters Score: Raw -46898.793382 + Penalty 1239.197632 = -45659.595751 nChanged 71 SP:Iteration 2F (3276.044260 sec): 3 clusters Score: Raw -46979.705069 + Penalty 1239.197632 = -45740.507438 nChanged 34 SP:Iteration 3Q (3276.087156 sec): 3 clusters Score: Raw -47021.506363 + Penalty 1239.197632 = -45782.308732 nChanged 24 SP:Iteration 4Q (3276.130122 sec): 3 clusters Score: Raw -47048.168052 + Penalty 1239.197632 = -45808.970420 nChanged 17 SP:Iteration 5Q (3276.169424 sec): 3 clusters Score: Raw -47065.373932 + Penalty 1239.197632 = -45826.176300 nChanged 6 SP:Iteration 6Q (3276.212757 sec): 3 clusters Score: Raw -47069.221345 + Penalty 1239.197632 = -45830.023714 nChanged 5 SP:Iteration 7Q (3276.255035 sec): 3 clusters Score: Raw -47073.351482 + Penalty 1239.197632 = -45834.153851 nChanged 4 SP:Iteration 8Q (3276.296394 sec): 3 clusters Score: Raw -47077.127864 + Penalty 1239.197632 = -45837.930232 nChanged 1 SP:Iteration 9Q (3276.345049 sec): 3 clusters Score: Raw -47080.081934 + Penalty 1239.197632 = -45840.884303 nChanged 0 SP:Iteration 10F (3276.383959 sec): 3 clusters Score: Raw -47080.081934 + Penalty 1239.197632 = -45840.884303 nChanged 0 Trying to split cluster 11 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3276.405246 sec): 2 clusters Score: Raw -17245.899172 + Penalty 522.619530 = -16723.279642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3276.447296 sec): 3 clusters Score: Raw -17254.000677 + Penalty 1045.239060 = -16208.761617 nChanged 54 SP:Iteration 1F (3276.497750 sec): 3 clusters Score: Raw -17335.284873 + Penalty 1045.239060 = -16290.045813 nChanged 17 SP:Iteration 2F (3276.531387 sec): 3 clusters Score: Raw -17359.568202 + Penalty 1045.239060 = -16314.329142 nChanged 5 SP:Iteration 3Q (3276.573513 sec): 3 clusters Score: Raw -17364.892489 + Penalty 1045.239060 = -16319.653429 nChanged 0 SP:Iteration 4F (3276.611068 sec): 3 clusters Score: Raw -17364.892489 + Penalty 1045.239060 = -16319.653429 nChanged 0 Trying to split cluster 12 (2653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3276.638352 sec): 2 clusters Score: Raw -220744.649057 + Penalty 748.927404 = -219995.721653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3276.682706 sec): 3 clusters Score: Raw -219401.577229 + Penalty 1497.854807 = -217903.722421 nChanged 1016 SP:Iteration 1F (3276.728747 sec): 3 clusters Score: Raw -219994.791198 + Penalty 1497.854807 = -218496.936391 nChanged 210 SP:Iteration 2F (3276.775336 sec): 3 clusters Score: Raw -220124.993026 + Penalty 1497.854807 = -218627.138219 nChanged 136 SP:Iteration 3F (3276.819351 sec): 3 clusters Score: Raw -220200.310578 + Penalty 1497.854807 = -218702.455771 nChanged 113 SP:Iteration 4Q (3276.857758 sec): 3 clusters Score: Raw -220255.074991 + Penalty 1497.854807 = -218757.220184 nChanged 94 SP:Iteration 5Q (3276.891310 sec): 3 clusters Score: Raw -220294.327796 + Penalty 1497.854807 = -218796.472989 nChanged 68 SP:Iteration 6Q (3276.937031 sec): 3 clusters Score: Raw -220315.355244 + Penalty 1497.854807 = -218817.500437 nChanged 49 SP:Iteration 7Q (3276.981097 sec): 3 clusters Score: Raw -220331.304637 + Penalty 1497.854807 = -218833.449830 nChanged 29 SP:Iteration 8Q (3277.029500 sec): 3 clusters Score: Raw -220339.928593 + Penalty 1497.854807 = -218842.073786 nChanged 22 SP:Iteration 9Q (3277.065658 sec): 3 clusters Score: Raw -220346.777100 + Penalty 1497.854807 = -218848.922293 nChanged 19 SP:Iteration 10Q (3277.118826 sec): 3 clusters Score: Raw -220350.412370 + Penalty 1497.854807 = -218852.557562 nChanged 9 SP:Iteration 11Q (3277.165350 sec): 3 clusters Score: Raw -220352.786079 + Penalty 1497.854807 = -218854.931272 nChanged 9 SP:Iteration 12Q (3277.212356 sec): 3 clusters Score: Raw -220354.999967 + Penalty 1497.854807 = -218857.145160 nChanged 13 SP:Iteration 13Q (3277.258857 sec): 3 clusters Score: Raw -220360.502976 + Penalty 1497.854807 = -218862.648168 nChanged 13 SP:Iteration 14Q (3277.306383 sec): 3 clusters Score: Raw -220365.369258 + Penalty 1497.854807 = -218867.514451 nChanged 22 SP:Iteration 15Q (3277.343775 sec): 3 clusters Score: Raw -220372.851753 + Penalty 1497.854807 = -218874.996946 nChanged 12 SP:Iteration 16Q (3277.402548 sec): 3 clusters Score: Raw -220375.864235 + Penalty 1497.854807 = -218878.009427 nChanged 10 SP:Iteration 17Q (3277.449305 sec): 3 clusters Score: Raw -220378.653315 + Penalty 1497.854807 = -218880.798507 nChanged 12 SP:Iteration 18Q (3277.490838 sec): 3 clusters Score: Raw -220381.856683 + Penalty 1497.854807 = -218884.001876 nChanged 11 SP:Iteration 19Q (3277.533929 sec): 3 clusters Score: Raw -220384.195773 + Penalty 1497.854807 = -218886.340966 nChanged 10 SP:Iteration 20F (3277.585930 sec): 3 clusters Score: Raw -220386.655447 + Penalty 1497.854807 = -218888.800639 nChanged 15 SP:Iteration 21Q (3277.637750 sec): 3 clusters Score: Raw -220390.862695 + Penalty 1497.854807 = -218893.007887 nChanged 14 SP:Iteration 22Q (3277.684734 sec): 3 clusters Score: Raw -220394.596723 + Penalty 1497.854807 = -218896.741916 nChanged 16 SP:Iteration 23Q (3277.729793 sec): 3 clusters Score: Raw -220399.308100 + Penalty 1497.854807 = -218901.453293 nChanged 21 SP:Iteration 24Q (3277.775427 sec): 3 clusters Score: Raw -220403.773939 + Penalty 1497.854807 = -218905.919132 nChanged 13 SP:Iteration 25Q (3277.820883 sec): 3 clusters Score: Raw -220407.199142 + Penalty 1497.854807 = -218909.344335 nChanged 16 SP:Iteration 26Q (3277.867860 sec): 3 clusters Score: Raw -220410.569913 + Penalty 1497.854807 = -218912.715105 nChanged 14 SP:Iteration 27Q (3277.928613 sec): 3 clusters Score: Raw -220412.793468 + Penalty 1497.854807 = -218914.938661 nChanged 11 SP:Iteration 28Q (3277.980223 sec): 3 clusters Score: Raw -220415.451947 + Penalty 1497.854807 = -218917.597140 nChanged 12 SP:Iteration 29Q (3278.021739 sec): 3 clusters Score: Raw -220418.805793 + Penalty 1497.854807 = -218920.950985 nChanged 9 SP:Iteration 30Q (3278.063819 sec): 3 clusters Score: Raw -220420.235895 + Penalty 1497.854807 = -218922.381087 nChanged 4 SP:Iteration 31Q (3278.113270 sec): 3 clusters Score: Raw -220421.259783 + Penalty 1497.854807 = -218923.404975 nChanged 6 SP:Iteration 32Q (3278.158575 sec): 3 clusters Score: Raw -220422.638088 + Penalty 1497.854807 = -218924.783280 nChanged 3 SP:Iteration 33Q (3278.202351 sec): 3 clusters Score: Raw -220423.041121 + Penalty 1497.854807 = -218925.186314 nChanged 2 SP:Iteration 34Q (3278.250637 sec): 3 clusters Score: Raw -220423.409837 + Penalty 1497.854807 = -218925.555030 nChanged 3 SP:Iteration 35Q (3278.297689 sec): 3 clusters Score: Raw -220424.395210 + Penalty 1497.854807 = -218926.540403 nChanged 5 SP:Iteration 36Q (3278.347716 sec): 3 clusters Score: Raw -220425.961271 + Penalty 1497.854807 = -218928.106463 nChanged 6 SP:Iteration 37Q (3278.395399 sec): 3 clusters Score: Raw -220427.274991 + Penalty 1497.854807 = -218929.420184 nChanged 8 SP:Iteration 38Q (3278.446602 sec): 3 clusters Score: Raw -220428.780213 + Penalty 1497.854807 = -218930.925406 nChanged 5 SP:Iteration 39Q (3278.495562 sec): 3 clusters Score: Raw -220430.570064 + Penalty 1497.854807 = -218932.715257 nChanged 7 SP:Iteration 40F (3278.543401 sec): 3 clusters Score: Raw -220431.514954 + Penalty 1497.854807 = -218933.660147 nChanged 6 SP:Iteration 41Q (3278.594687 sec): 3 clusters Score: Raw -220433.374872 + Penalty 1497.854807 = -218935.520065 nChanged 9 SP:Iteration 42Q (3278.641595 sec): 3 clusters Score: Raw -220436.312578 + Penalty 1497.854807 = -218938.457771 nChanged 10 SP:Iteration 43Q (3278.693762 sec): 3 clusters Score: Raw -220439.043498 + Penalty 1497.854807 = -218941.188691 nChanged 10 SP:Iteration 44Q (3278.735936 sec): 3 clusters Score: Raw -220441.490951 + Penalty 1497.854807 = -218943.636143 nChanged 7 SP:Iteration 45Q (3278.789394 sec): 3 clusters Score: Raw -220443.661503 + Penalty 1497.854807 = -218945.806695 nChanged 9 SP:Iteration 46Q (3278.842682 sec): 3 clusters Score: Raw -220446.159631 + Penalty 1497.854807 = -218948.304824 nChanged 8 SP:Iteration 47Q (3278.893145 sec): 3 clusters Score: Raw -220448.240524 + Penalty 1497.854807 = -218950.385716 nChanged 10 SP:Iteration 48Q (3278.943460 sec): 3 clusters Score: Raw -220451.360517 + Penalty 1497.854807 = -218953.505710 nChanged 12 SP:Iteration 49Q (3278.993619 sec): 3 clusters Score: Raw -220457.376581 + Penalty 1497.854807 = -218959.521773 nChanged 20 SP:Iteration 50Q (3279.039425 sec): 3 clusters Score: Raw -220465.950874 + Penalty 1497.854807 = -218968.096067 nChanged 17 SP:Iteration 51Q (3279.080347 sec): 3 clusters Score: Raw -220472.334141 + Penalty 1497.854807 = -218974.479334 nChanged 18 SP:Iteration 52Q (3279.139888 sec): 3 clusters Score: Raw -220476.341517 + Penalty 1497.854807 = -218978.486710 nChanged 21 SP:Iteration 53Q (3279.182141 sec): 3 clusters Score: Raw -220483.310445 + Penalty 1497.854807 = -218985.455638 nChanged 26 SP:Iteration 54Q (3279.235444 sec): 3 clusters Score: Raw -220491.483241 + Penalty 1497.854807 = -218993.628434 nChanged 32 SP:Iteration 55Q (3279.280146 sec): 3 clusters Score: Raw -220501.968198 + Penalty 1497.854807 = -219004.113391 nChanged 35 SP:Iteration 56Q (3279.321884 sec): 3 clusters Score: Raw -220516.279134 + Penalty 1497.854807 = -219018.424327 nChanged 38 SP:Iteration 57Q (3279.371272 sec): 3 clusters Score: Raw -220536.108849 + Penalty 1497.854807 = -219038.254042 nChanged 48 SP:Iteration 58Q (3279.422039 sec): 3 clusters Score: Raw -220559.052438 + Penalty 1497.854807 = -219061.197631 nChanged 45 SP:Iteration 59Q (3279.459465 sec): 3 clusters Score: Raw -220582.792744 + Penalty 1497.854807 = -219084.937937 nChanged 44 SP:Iteration 60F (3279.515638 sec): 3 clusters Score: Raw -220609.342707 + Penalty 1497.854807 = -219111.487899 nChanged 43 SP:Iteration 61Q (3279.565070 sec): 3 clusters Score: Raw -220632.943575 + Penalty 1497.854807 = -219135.088768 nChanged 43 SP:Iteration 62Q (3279.619336 sec): 3 clusters Score: Raw -220655.024755 + Penalty 1497.854807 = -219157.169948 nChanged 37 SP:Iteration 63Q (3279.670002 sec): 3 clusters Score: Raw -220672.923056 + Penalty 1497.854807 = -219175.068248 nChanged 31 SP:Iteration 64Q (3279.716956 sec): 3 clusters Score: Raw -220686.710136 + Penalty 1497.854807 = -219188.855329 nChanged 31 SP:Iteration 65Q (3279.764282 sec): 3 clusters Score: Raw -220702.893497 + Penalty 1497.854807 = -219205.038690 nChanged 28 SP:Iteration 66Q (3279.808592 sec): 3 clusters Score: Raw -220719.938423 + Penalty 1497.854807 = -219222.083615 nChanged 20 SP:Iteration 67Q (3279.858696 sec): 3 clusters Score: Raw -220731.908538 + Penalty 1497.854807 = -219234.053730 nChanged 21 SP:Iteration 68Q (3279.905620 sec): 3 clusters Score: Raw -220744.339973 + Penalty 1497.854807 = -219246.485165 nChanged 19 SP:Iteration 69Q (3279.939174 sec): 3 clusters Score: Raw -220759.680388 + Penalty 1497.854807 = -219261.825581 nChanged 17 SP:Iteration 70Q (3279.989220 sec): 3 clusters Score: Raw -220775.378828 + Penalty 1497.854807 = -219277.524020 nChanged 14 SP:Iteration 71Q (3280.047886 sec): 3 clusters Score: Raw -220785.068261 + Penalty 1497.854807 = -219287.213453 nChanged 14 SP:Iteration 72Q (3280.086970 sec): 3 clusters Score: Raw -220796.978896 + Penalty 1497.854807 = -219299.124089 nChanged 13 SP:Iteration 73Q (3280.132439 sec): 3 clusters Score: Raw -220804.465039 + Penalty 1497.854807 = -219306.610232 nChanged 5 SP:Iteration 74Q (3280.178147 sec): 3 clusters Score: Raw -220806.791591 + Penalty 1497.854807 = -219308.936784 nChanged 3 SP:Iteration 75Q (3280.222862 sec): 3 clusters Score: Raw -220808.906919 + Penalty 1497.854807 = -219311.052112 nChanged 2 SP:Iteration 76Q (3280.268426 sec): 3 clusters Score: Raw -220809.563171 + Penalty 1497.854807 = -219311.708364 nChanged 0 SP:Iteration 77F (3280.313723 sec): 3 clusters Score: Raw -220809.563171 + Penalty 1497.854807 = -219311.708364 nChanged 0 Trying to split cluster 13 (26076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3280.367312 sec): 2 clusters Score: Raw -2105224.745154 + Penalty 966.033210 = -2104258.711944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3280.445717 sec): 3 clusters Score: Raw -2088639.107818 + Penalty 1932.066420 = -2086707.041398 nChanged 12296 SP:Iteration 1F (3280.515264 sec): 3 clusters Score: Raw -2095826.309913 + Penalty 1932.066420 = -2093894.243493 nChanged 1404 SP:Iteration 2F (3280.593638 sec): 3 clusters Score: Raw -2096424.940153 + Penalty 1932.066420 = -2094492.873733 nChanged 1536 SP:Iteration 3F (3280.672478 sec): 3 clusters Score: Raw -2097198.063912 + Penalty 1932.066420 = -2095265.997492 nChanged 1632 SP:Iteration 4F (3280.747586 sec): 3 clusters Score: Raw -2098162.421606 + Penalty 1932.066420 = -2096230.355186 nChanged 1710 SP:Iteration 5F (3280.826012 sec): 3 clusters Score: Raw -2099319.223318 + Penalty 1932.066420 = -2097387.156898 nChanged 1706 SP:Iteration 6F (3280.901666 sec): 3 clusters Score: Raw -2100504.229463 + Penalty 1932.066420 = -2098572.163043 nChanged 1514 SP:Iteration 7F (3280.987705 sec): 3 clusters Score: Raw -2101536.818695 + Penalty 1932.066420 = -2099604.752275 nChanged 1138 SP:Iteration 8Q (3281.069889 sec): 3 clusters Score: Raw -2102295.903782 + Penalty 1932.066420 = -2100363.837362 nChanged 866 SP:Iteration 9Q (3281.155748 sec): 3 clusters Score: Raw -2102854.438584 + Penalty 1932.066420 = -2100922.372165 nChanged 673 SP:Iteration 10Q (3281.241680 sec): 3 clusters Score: Raw -2103282.481610 + Penalty 1932.066420 = -2101350.415190 nChanged 558 SP:Iteration 11Q (3281.305279 sec): 3 clusters Score: Raw -2103624.340699 + Penalty 1932.066420 = -2101692.274279 nChanged 478 SP:Iteration 12Q (3281.387869 sec): 3 clusters Score: Raw -2103914.840291 + Penalty 1932.066420 = -2101982.773871 nChanged 435 SP:Iteration 13Q (3281.462178 sec): 3 clusters Score: Raw -2104171.140327 + Penalty 1932.066420 = -2102239.073907 nChanged 347 SP:Iteration 14Q (3281.543509 sec): 3 clusters Score: Raw -2104363.309162 + Penalty 1932.066420 = -2102431.242742 nChanged 305 SP:Iteration 15Q (3281.618498 sec): 3 clusters Score: Raw -2104522.659589 + Penalty 1932.066420 = -2102590.593170 nChanged 248 SP:Iteration 16Q (3281.692930 sec): 3 clusters Score: Raw -2104661.731895 + Penalty 1932.066420 = -2102729.665475 nChanged 217 SP:Iteration 17Q (3281.769323 sec): 3 clusters Score: Raw -2104771.680895 + Penalty 1932.066420 = -2102839.614475 nChanged 192 SP:Iteration 18Q (3281.838222 sec): 3 clusters Score: Raw -2104860.236952 + Penalty 1932.066420 = -2102928.170532 nChanged 175 SP:Iteration 19Q (3281.904117 sec): 3 clusters Score: Raw -2104940.904235 + Penalty 1932.066420 = -2103008.837816 nChanged 165 SP:Iteration 20F (3281.986687 sec): 3 clusters Score: Raw -2105015.708584 + Penalty 1932.066420 = -2103083.642164 nChanged 131 SP:Iteration 21Q (3282.063633 sec): 3 clusters Score: Raw -2105070.211994 + Penalty 1932.066420 = -2103138.145575 nChanged 111 SP:Iteration 22Q (3282.142203 sec): 3 clusters Score: Raw -2105124.028399 + Penalty 1932.066420 = -2103191.961979 nChanged 113 SP:Iteration 23Q (3282.220405 sec): 3 clusters Score: Raw -2105180.694407 + Penalty 1932.066420 = -2103248.627987 nChanged 100 SP:Iteration 24Q (3282.290434 sec): 3 clusters Score: Raw -2105224.557850 + Penalty 1932.066420 = -2103292.491430 nChanged 70 SP:Iteration 25Q (3282.368594 sec): 3 clusters Score: Raw -2105252.865558 + Penalty 1932.066420 = -2103320.799138 nChanged 59 SP:Iteration 26Q (3282.432938 sec): 3 clusters Score: Raw -2105280.654971 + Penalty 1932.066420 = -2103348.588551 nChanged 55 SP:Iteration 27Q (3282.509037 sec): 3 clusters Score: Raw -2105303.516011 + Penalty 1932.066420 = -2103371.449591 nChanged 47 SP:Iteration 28Q (3282.585718 sec): 3 clusters Score: Raw -2105325.460383 + Penalty 1932.066420 = -2103393.393963 nChanged 43 SP:Iteration 29Q (3282.649136 sec): 3 clusters Score: Raw -2105347.838057 + Penalty 1932.066420 = -2103415.771637 nChanged 45 SP:Iteration 30Q (3282.727203 sec): 3 clusters Score: Raw -2105372.743146 + Penalty 1932.066420 = -2103440.676726 nChanged 37 SP:Iteration 31Q (3282.793097 sec): 3 clusters Score: Raw -2105386.321797 + Penalty 1932.066420 = -2103454.255377 nChanged 26 SP:Iteration 32Q (3282.870196 sec): 3 clusters Score: Raw -2105396.104825 + Penalty 1932.066420 = -2103464.038405 nChanged 18 SP:Iteration 33Q (3282.946458 sec): 3 clusters Score: Raw -2105402.885023 + Penalty 1932.066420 = -2103470.818604 nChanged 16 SP:Iteration 34Q (3283.011441 sec): 3 clusters Score: Raw -2105406.680092 + Penalty 1932.066420 = -2103474.613672 nChanged 13 SP:Iteration 35Q (3283.088381 sec): 3 clusters Score: Raw -2105410.282679 + Penalty 1932.066420 = -2103478.216260 nChanged 11 SP:Iteration 36Q (3283.164410 sec): 3 clusters Score: Raw -2105413.199332 + Penalty 1932.066420 = -2103481.132913 nChanged 13 SP:Iteration 37Q (3283.240068 sec): 3 clusters Score: Raw -2105416.821572 + Penalty 1932.066420 = -2103484.755152 nChanged 14 SP:Iteration 38Q (3283.312000 sec): 3 clusters Score: Raw -2105421.485761 + Penalty 1932.066420 = -2103489.419342 nChanged 10 SP:Iteration 39Q (3283.390195 sec): 3 clusters Score: Raw -2105423.948919 + Penalty 1932.066420 = -2103491.882499 nChanged 5 SP:Iteration 40F (3283.467439 sec): 3 clusters Score: Raw -2105425.058523 + Penalty 1932.066420 = -2103492.992104 nChanged 7 SP:Iteration 41Q (3283.534814 sec): 3 clusters Score: Raw -2105426.190088 + Penalty 1932.066420 = -2103494.123669 nChanged 4 SP:Iteration 42Q (3283.619232 sec): 3 clusters Score: Raw -2105426.690526 + Penalty 1932.066420 = -2103494.624107 nChanged 1 SP:Iteration 43Q (3283.695815 sec): 3 clusters Score: Raw -2105426.982758 + Penalty 1932.066420 = -2103494.916338 nChanged 1 SP:Iteration 44Q (3283.767161 sec): 3 clusters Score: Raw -2105427.692654 + Penalty 1932.066420 = -2103495.626234 nChanged 6 SP:Iteration 45Q (3283.842890 sec): 3 clusters Score: Raw -2105429.737548 + Penalty 1932.066420 = -2103497.671129 nChanged 7 SP:Iteration 46Q (3283.919286 sec): 3 clusters Score: Raw -2105431.725696 + Penalty 1932.066420 = -2103499.659277 nChanged 7 SP:Iteration 47Q (3283.996019 sec): 3 clusters Score: Raw -2105433.053378 + Penalty 1932.066420 = -2103500.986958 nChanged 4 SP:Iteration 48Q (3284.071785 sec): 3 clusters Score: Raw -2105433.737828 + Penalty 1932.066420 = -2103501.671408 nChanged 3 SP:Iteration 49Q (3284.135138 sec): 3 clusters Score: Raw -2105434.831484 + Penalty 1932.066420 = -2103502.765064 nChanged 7 SP:Iteration 50Q (3284.202050 sec): 3 clusters Score: Raw -2105436.269228 + Penalty 1932.066420 = -2103504.202808 nChanged 5 SP:Iteration 51Q (3284.283635 sec): 3 clusters Score: Raw -2105437.439710 + Penalty 1932.066420 = -2103505.373290 nChanged 3 SP:Iteration 52Q (3284.347531 sec): 3 clusters Score: Raw -2105438.166799 + Penalty 1932.066420 = -2103506.100380 nChanged 3 SP:Iteration 53Q (3284.421988 sec): 3 clusters Score: Raw -2105438.626463 + Penalty 1932.066420 = -2103506.560043 nChanged 1 SP:Iteration 54Q (3284.502099 sec): 3 clusters Score: Raw -2105438.794094 + Penalty 1932.066420 = -2103506.727675 nChanged 1 SP:Iteration 55Q (3284.565876 sec): 3 clusters Score: Raw -2105439.227255 + Penalty 1932.066420 = -2103507.160835 nChanged 2 SP:Iteration 56Q (3284.645036 sec): 3 clusters Score: Raw -2105439.622345 + Penalty 1932.066420 = -2103507.555925 nChanged 5 SP:Iteration 57Q (3284.723996 sec): 3 clusters Score: Raw -2105440.695452 + Penalty 1932.066420 = -2103508.629032 nChanged 2 SP:Iteration 58Q (3284.804076 sec): 3 clusters Score: Raw -2105440.958905 + Penalty 1932.066420 = -2103508.892486 nChanged 2 SP:Iteration 59Q (3284.884487 sec): 3 clusters Score: Raw -2105441.151934 + Penalty 1932.066420 = -2103509.085514 nChanged 3 SP:Iteration 60F (3284.970234 sec): 3 clusters Score: Raw -2105441.828869 + Penalty 1932.066420 = -2103509.762450 nChanged 2 SP:Iteration 61Q (3285.047692 sec): 3 clusters Score: Raw -2105442.389393 + Penalty 1932.066420 = -2103510.322973 nChanged 2 SP:Iteration 62Q (3285.125056 sec): 3 clusters Score: Raw -2105442.779984 + Penalty 1932.066420 = -2103510.713564 nChanged 5 SP:Iteration 63Q (3285.202272 sec): 3 clusters Score: Raw -2105444.214838 + Penalty 1932.066420 = -2103512.148418 nChanged 5 SP:Iteration 64Q (3285.279732 sec): 3 clusters Score: Raw -2105445.043702 + Penalty 1932.066420 = -2103512.977282 nChanged 4 SP:Iteration 65Q (3285.344656 sec): 3 clusters Score: Raw -2105445.730855 + Penalty 1932.066420 = -2103513.664435 nChanged 0 SP:Iteration 66F (3285.424937 sec): 3 clusters Score: Raw -2105445.730855 + Penalty 1932.066420 = -2103513.664435 nChanged 0 Trying to split cluster 14 (60776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3285.509009 sec): 2 clusters Score: Raw -5202370.461341 + Penalty 1046.420274 = -5201324.041066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3285.627493 sec): 3 clusters Score: Raw -5162909.403235 + Penalty 2092.840548 = -5160816.562687 nChanged 28970 SP:Iteration 1F (3285.765039 sec): 3 clusters Score: Raw -5180002.604749 + Penalty 2092.840548 = -5177909.764200 nChanged 2382 SP:Iteration 2Q (3285.889367 sec): 3 clusters Score: Raw -5180788.142085 + Penalty 2092.840548 = -5178695.301537 nChanged 2655 SP:Iteration 3Q (3286.010207 sec): 3 clusters Score: Raw -5181868.734223 + Penalty 2092.840548 = -5179775.893675 nChanged 2986 SP:Iteration 4Q (3286.152065 sec): 3 clusters Score: Raw -5183358.118849 + Penalty 2092.840548 = -5181265.278301 nChanged 3421 SP:Iteration 5F (3286.268788 sec): 3 clusters Score: Raw -5185473.883617 + Penalty 2092.840548 = -5183381.043069 nChanged 3810 SP:Iteration 6F (3286.396563 sec): 3 clusters Score: Raw -5188227.711166 + Penalty 2092.840548 = -5186134.870618 nChanged 3966 SP:Iteration 7F (3286.525086 sec): 3 clusters Score: Raw -5191140.066731 + Penalty 2092.840548 = -5189047.226183 nChanged 3528 SP:Iteration 8F (3286.644642 sec): 3 clusters Score: Raw -5193332.723331 + Penalty 2092.840548 = -5191239.882783 nChanged 2607 SP:Iteration 9Q (3286.772591 sec): 3 clusters Score: Raw -5194492.173185 + Penalty 2092.840548 = -5192399.332637 nChanged 1735 SP:Iteration 10Q (3286.909347 sec): 3 clusters Score: Raw -5195154.905631 + Penalty 2092.840548 = -5193062.065083 nChanged 1281 SP:Iteration 11Q (3287.036653 sec): 3 clusters Score: Raw -5195654.897536 + Penalty 2092.840548 = -5193562.056988 nChanged 1173 SP:Iteration 12Q (3287.170035 sec): 3 clusters Score: Raw -5196149.665647 + Penalty 2092.840548 = -5194056.825099 nChanged 1123 SP:Iteration 13Q (3287.293402 sec): 3 clusters Score: Raw -5196633.123798 + Penalty 2092.840548 = -5194540.283250 nChanged 1136 SP:Iteration 14Q (3287.415111 sec): 3 clusters Score: Raw -5197134.611755 + Penalty 2092.840548 = -5195041.771207 nChanged 1128 SP:Iteration 15Q (3287.538899 sec): 3 clusters Score: Raw -5197634.861338 + Penalty 2092.840548 = -5195542.020790 nChanged 1087 SP:Iteration 16Q (3287.671007 sec): 3 clusters Score: Raw -5198127.877230 + Penalty 2092.840548 = -5196035.036682 nChanged 1009 SP:Iteration 17Q (3287.803847 sec): 3 clusters Score: Raw -5198584.489304 + Penalty 2092.840548 = -5196491.648756 nChanged 958 SP:Iteration 18Q (3287.932566 sec): 3 clusters Score: Raw -5198991.610507 + Penalty 2092.840548 = -5196898.769959 nChanged 888 SP:Iteration 19Q (3288.050143 sec): 3 clusters Score: Raw -5199350.649101 + Penalty 2092.840548 = -5197257.808553 nChanged 807 SP:Iteration 20F (3288.174933 sec): 3 clusters Score: Raw -5199661.463749 + Penalty 2092.840548 = -5197568.623201 nChanged 750 SP:Iteration 21Q (3288.296453 sec): 3 clusters Score: Raw -5199926.060019 + Penalty 2092.840548 = -5197833.219471 nChanged 666 SP:Iteration 22Q (3288.421331 sec): 3 clusters Score: Raw -5200150.460460 + Penalty 2092.840548 = -5198057.619912 nChanged 601 SP:Iteration 23Q (3288.539717 sec): 3 clusters Score: Raw -5200338.888321 + Penalty 2092.840548 = -5198246.047773 nChanged 514 SP:Iteration 24Q (3288.653540 sec): 3 clusters Score: Raw -5200478.675964 + Penalty 2092.840548 = -5198385.835416 nChanged 453 SP:Iteration 25Q (3288.766730 sec): 3 clusters Score: Raw -5200596.573369 + Penalty 2092.840548 = -5198503.732821 nChanged 439 SP:Iteration 26Q (3288.889766 sec): 3 clusters Score: Raw -5200706.205450 + Penalty 2092.840548 = -5198613.364902 nChanged 435 SP:Iteration 27Q (3289.016082 sec): 3 clusters Score: Raw -5200809.463507 + Penalty 2092.840548 = -5198716.622959 nChanged 395 SP:Iteration 28Q (3289.130044 sec): 3 clusters Score: Raw -5200895.021442 + Penalty 2092.840548 = -5198802.180893 nChanged 368 SP:Iteration 29Q (3289.241611 sec): 3 clusters Score: Raw -5200968.265710 + Penalty 2092.840548 = -5198875.425162 nChanged 355 SP:Iteration 30Q (3289.350268 sec): 3 clusters Score: Raw -5201033.108593 + Penalty 2092.840548 = -5198940.268045 nChanged 308 SP:Iteration 31Q (3289.461828 sec): 3 clusters Score: Raw -5201081.464720 + Penalty 2092.840548 = -5198988.624172 nChanged 284 SP:Iteration 32Q (3289.584471 sec): 3 clusters Score: Raw -5201128.317215 + Penalty 2092.840548 = -5199035.476667 nChanged 278 SP:Iteration 33Q (3289.699131 sec): 3 clusters Score: Raw -5201172.451177 + Penalty 2092.840548 = -5199079.610629 nChanged 280 SP:Iteration 34Q (3289.813940 sec): 3 clusters Score: Raw -5201216.225016 + Penalty 2092.840548 = -5199123.384468 nChanged 270 SP:Iteration 35Q (3289.942774 sec): 3 clusters Score: Raw -5201258.153918 + Penalty 2092.840548 = -5199165.313370 nChanged 259 SP:Iteration 36Q (3290.060757 sec): 3 clusters Score: Raw -5201301.182778 + Penalty 2092.840548 = -5199208.342230 nChanged 288 SP:Iteration 37Q (3290.172957 sec): 3 clusters Score: Raw -5201352.012930 + Penalty 2092.840548 = -5199259.172382 nChanged 278 SP:Iteration 38Q (3290.296192 sec): 3 clusters Score: Raw -5201400.674412 + Penalty 2092.840548 = -5199307.833864 nChanged 256 SP:Iteration 39Q (3290.413490 sec): 3 clusters Score: Raw -5201444.525056 + Penalty 2092.840548 = -5199351.684507 nChanged 247 SP:Iteration 40F (3290.539260 sec): 3 clusters Score: Raw -5201484.897075 + Penalty 2092.840548 = -5199392.056527 nChanged 233 SP:Iteration 41Q (3290.647905 sec): 3 clusters Score: Raw -5201520.209190 + Penalty 2092.840548 = -5199427.368642 nChanged 217 SP:Iteration 42Q (3290.769482 sec): 3 clusters Score: Raw -5201550.511688 + Penalty 2092.840548 = -5199457.671140 nChanged 194 SP:Iteration 43Q (3290.881140 sec): 3 clusters Score: Raw -5201580.264642 + Penalty 2092.840548 = -5199487.424094 nChanged 188 SP:Iteration 44Q (3291.006386 sec): 3 clusters Score: Raw -5201610.081377 + Penalty 2092.840548 = -5199517.240829 nChanged 212 SP:Iteration 45Q (3291.116455 sec): 3 clusters Score: Raw -5201645.500368 + Penalty 2092.840548 = -5199552.659820 nChanged 205 SP:Iteration 46Q (3291.240580 sec): 3 clusters Score: Raw -5201676.680092 + Penalty 2092.840548 = -5199583.839544 nChanged 198 SP:Iteration 47Q (3291.349764 sec): 3 clusters Score: Raw -5201705.557663 + Penalty 2092.840548 = -5199612.717115 nChanged 189 SP:Iteration 48Q (3291.463020 sec): 3 clusters Score: Raw -5201735.000416 + Penalty 2092.840548 = -5199642.159868 nChanged 225 SP:Iteration 49Q (3291.568604 sec): 3 clusters Score: Raw -5201771.854621 + Penalty 2092.840548 = -5199679.014073 nChanged 204 SP:Iteration 50Q (3291.682808 sec): 3 clusters Score: Raw -5201810.462184 + Penalty 2092.840548 = -5199717.621636 nChanged 211 SP:Iteration 51Q (3291.798424 sec): 3 clusters Score: Raw -5201847.441640 + Penalty 2092.840548 = -5199754.601092 nChanged 177 SP:Iteration 52Q (3291.905643 sec): 3 clusters Score: Raw -5201874.703175 + Penalty 2092.840548 = -5199781.862627 nChanged 154 SP:Iteration 53Q (3292.030229 sec): 3 clusters Score: Raw -5201899.120840 + Penalty 2092.840548 = -5199806.280292 nChanged 175 SP:Iteration 54Q (3292.152248 sec): 3 clusters Score: Raw -5201929.961609 + Penalty 2092.840548 = -5199837.121061 nChanged 173 SP:Iteration 55Q (3292.266411 sec): 3 clusters Score: Raw -5201960.757043 + Penalty 2092.840548 = -5199867.916494 nChanged 165 SP:Iteration 56Q (3292.382955 sec): 3 clusters Score: Raw -5201991.800844 + Penalty 2092.840548 = -5199898.960296 nChanged 165 SP:Iteration 57Q (3292.497085 sec): 3 clusters Score: Raw -5202021.086040 + Penalty 2092.840548 = -5199928.245492 nChanged 158 SP:Iteration 58Q (3292.617146 sec): 3 clusters Score: Raw -5202044.781113 + Penalty 2092.840548 = -5199951.940565 nChanged 142 SP:Iteration 59Q (3292.740426 sec): 3 clusters Score: Raw -5202067.964513 + Penalty 2092.840548 = -5199975.123965 nChanged 148 SP:Iteration 60F (3292.854044 sec): 3 clusters Score: Raw -5202093.065187 + Penalty 2092.840548 = -5200000.224639 nChanged 133 SP:Iteration 61Q (3292.966389 sec): 3 clusters Score: Raw -5202115.451944 + Penalty 2092.840548 = -5200022.611395 nChanged 137 SP:Iteration 62Q (3293.080619 sec): 3 clusters Score: Raw -5202139.983555 + Penalty 2092.840548 = -5200047.143007 nChanged 138 SP:Iteration 63Q (3293.194607 sec): 3 clusters Score: Raw -5202166.008285 + Penalty 2092.840548 = -5200073.167737 nChanged 144 SP:Iteration 64Q (3293.313460 sec): 3 clusters Score: Raw -5202190.976283 + Penalty 2092.840548 = -5200098.135735 nChanged 133 SP:Iteration 65Q (3293.428396 sec): 3 clusters Score: Raw -5202213.800888 + Penalty 2092.840548 = -5200120.960340 nChanged 117 SP:Iteration 66Q (3293.545432 sec): 3 clusters Score: Raw -5202231.711252 + Penalty 2092.840548 = -5200138.870704 nChanged 99 SP:Iteration 67Q (3293.669469 sec): 3 clusters Score: Raw -5202245.495769 + Penalty 2092.840548 = -5200152.655221 nChanged 99 SP:Iteration 68Q (3293.783656 sec): 3 clusters Score: Raw -5202260.098594 + Penalty 2092.840548 = -5200167.258046 nChanged 109 SP:Iteration 69Q (3293.897591 sec): 3 clusters Score: Raw -5202276.024923 + Penalty 2092.840548 = -5200183.184375 nChanged 97 SP:Iteration 70Q (3294.002951 sec): 3 clusters Score: Raw -5202294.005689 + Penalty 2092.840548 = -5200201.165141 nChanged 108 SP:Iteration 71Q (3294.115946 sec): 3 clusters Score: Raw -5202310.435579 + Penalty 2092.840548 = -5200217.595031 nChanged 90 SP:Iteration 72Q (3294.228850 sec): 3 clusters Score: Raw -5202324.299462 + Penalty 2092.840548 = -5200231.458914 nChanged 86 SP:Iteration 73Q (3294.341836 sec): 3 clusters Score: Raw -5202335.496830 + Penalty 2092.840548 = -5200242.656282 nChanged 69 SP:Iteration 74Q (3294.451388 sec): 3 clusters Score: Raw -5202345.403793 + Penalty 2092.840548 = -5200252.563245 nChanged 81 SP:Iteration 75Q (3294.553250 sec): 3 clusters Score: Raw -5202357.168432 + Penalty 2092.840548 = -5200264.327884 nChanged 62 SP:Iteration 76Q (3294.679642 sec): 3 clusters Score: Raw -5202366.625252 + Penalty 2092.840548 = -5200273.784704 nChanged 65 SP:Iteration 77Q (3294.792147 sec): 3 clusters Score: Raw -5202376.830182 + Penalty 2092.840548 = -5200283.989634 nChanged 67 SP:Iteration 78Q (3294.900899 sec): 3 clusters Score: Raw -5202387.234626 + Penalty 2092.840548 = -5200294.394078 nChanged 66 SP:Iteration 79Q (3295.010984 sec): 3 clusters Score: Raw -5202397.732740 + Penalty 2092.840548 = -5200304.892192 nChanged 71 SP:Iteration 80F (3295.135886 sec): 3 clusters Score: Raw -5202407.256651 + Penalty 2092.840548 = -5200314.416102 nChanged 60 SP:Iteration 81Q (3295.252630 sec): 3 clusters Score: Raw -5202416.573637 + Penalty 2092.840548 = -5200323.733089 nChanged 56 SP:Iteration 82Q (3295.363420 sec): 3 clusters Score: Raw -5202426.377782 + Penalty 2092.840548 = -5200333.537233 nChanged 53 SP:Iteration 83Q (3295.464752 sec): 3 clusters Score: Raw -5202434.392584 + Penalty 2092.840548 = -5200341.552036 nChanged 54 SP:Iteration 84Q (3295.577613 sec): 3 clusters Score: Raw -5202441.603641 + Penalty 2092.840548 = -5200348.763092 nChanged 39 SP:Iteration 85Q (3295.684599 sec): 3 clusters Score: Raw -5202445.558487 + Penalty 2092.840548 = -5200352.717939 nChanged 32 SP:Iteration 86Q (3295.794299 sec): 3 clusters Score: Raw -5202448.683438 + Penalty 2092.840548 = -5200355.842889 nChanged 34 SP:Iteration 87Q (3295.919872 sec): 3 clusters Score: Raw -5202452.037682 + Penalty 2092.840548 = -5200359.197134 nChanged 32 SP:Iteration 88Q (3296.028307 sec): 3 clusters Score: Raw -5202455.176751 + Penalty 2092.840548 = -5200362.336203 nChanged 26 SP:Iteration 89Q (3296.136001 sec): 3 clusters Score: Raw -5202457.763494 + Penalty 2092.840548 = -5200364.922946 nChanged 25 SP:Iteration 90Q (3296.245916 sec): 3 clusters Score: Raw -5202460.645647 + Penalty 2092.840548 = -5200367.805099 nChanged 25 SP:Iteration 91Q (3296.351100 sec): 3 clusters Score: Raw -5202462.921688 + Penalty 2092.840548 = -5200370.081140 nChanged 22 SP:Iteration 92Q (3296.472953 sec): 3 clusters Score: Raw -5202465.313173 + Penalty 2092.840548 = -5200372.472625 nChanged 23 SP:Iteration 93Q (3296.572297 sec): 3 clusters Score: Raw -5202467.862796 + Penalty 2092.840548 = -5200375.022247 nChanged 23 SP:Iteration 94Q (3296.695844 sec): 3 clusters Score: Raw -5202470.700093 + Penalty 2092.840548 = -5200377.859545 nChanged 32 SP:Iteration 95Q (3296.815912 sec): 3 clusters Score: Raw -5202474.763750 + Penalty 2092.840548 = -5200381.923202 nChanged 37 SP:Iteration 96Q (3296.931954 sec): 3 clusters Score: Raw -5202480.890263 + Penalty 2092.840548 = -5200388.049715 nChanged 45 SP:Iteration 97Q (3297.047767 sec): 3 clusters Score: Raw -5202489.408664 + Penalty 2092.840548 = -5200396.568116 nChanged 41 SP:Iteration 98Q (3297.155782 sec): 3 clusters Score: Raw -5202496.753501 + Penalty 2092.840548 = -5200403.912952 nChanged 36 SP:Iteration 99Q (3297.269768 sec): 3 clusters Score: Raw -5202502.006781 + Penalty 2092.840548 = -5200409.166233 nChanged 34 SP:Iteration 100F (3297.393078 sec): 3 clusters Score: Raw -5202507.858167 + Penalty 2092.840548 = -5200415.017619 nChanged 24 SP:Iteration 101Q (3297.503728 sec): 3 clusters Score: Raw -5202510.485060 + Penalty 2092.840548 = -5200417.644512 nChanged 20 SP:Iteration 102Q (3297.618804 sec): 3 clusters Score: Raw -5202512.915778 + Penalty 2092.840548 = -5200420.075229 nChanged 20 SP:Iteration 103Q (3297.733409 sec): 3 clusters Score: Raw -5202515.162124 + Penalty 2092.840548 = -5200422.321576 nChanged 19 SP:Iteration 104Q (3297.845921 sec): 3 clusters Score: Raw -5202517.539562 + Penalty 2092.840548 = -5200424.699014 nChanged 20 SP:Iteration 105Q (3297.936781 sec): 3 clusters Score: Raw -5202520.132253 + Penalty 2092.840548 = -5200427.291705 nChanged 21 SP:Iteration 106Q (3298.053906 sec): 3 clusters Score: Raw -5202522.062452 + Penalty 2092.840548 = -5200429.221904 nChanged 19 SP:Iteration 107Q (3298.166581 sec): 3 clusters Score: Raw -5202523.845680 + Penalty 2092.840548 = -5200431.005132 nChanged 14 SP:Iteration 108Q (3298.272911 sec): 3 clusters Score: Raw -5202525.317791 + Penalty 2092.840548 = -5200432.477243 nChanged 18 SP:Iteration 109Q (3298.391262 sec): 3 clusters Score: Raw -5202527.307857 + Penalty 2092.840548 = -5200434.467308 nChanged 18 SP:Iteration 110Q (3298.494480 sec): 3 clusters Score: Raw -5202528.996859 + Penalty 2092.840548 = -5200436.156311 nChanged 16 SP:Iteration 111Q (3298.622007 sec): 3 clusters Score: Raw -5202530.541823 + Penalty 2092.840548 = -5200437.701275 nChanged 10 SP:Iteration 112Q (3298.734968 sec): 3 clusters Score: Raw -5202531.590246 + Penalty 2092.840548 = -5200438.749698 nChanged 11 SP:Iteration 113Q (3298.846748 sec): 3 clusters Score: Raw -5202532.701662 + Penalty 2092.840548 = -5200439.861114 nChanged 8 SP:Iteration 114Q (3298.959584 sec): 3 clusters Score: Raw -5202533.164268 + Penalty 2092.840548 = -5200440.323720 nChanged 5 SP:Iteration 115Q (3299.069580 sec): 3 clusters Score: Raw -5202533.457383 + Penalty 2092.840548 = -5200440.616835 nChanged 5 SP:Iteration 116Q (3299.176439 sec): 3 clusters Score: Raw -5202533.842127 + Penalty 2092.840548 = -5200441.001579 nChanged 6 SP:Iteration 117Q (3299.296620 sec): 3 clusters Score: Raw -5202534.511218 + Penalty 2092.840548 = -5200441.670669 nChanged 8 SP:Iteration 118Q (3299.408396 sec): 3 clusters Score: Raw -5202535.240924 + Penalty 2092.840548 = -5200442.400376 nChanged 10 SP:Iteration 119Q (3299.511632 sec): 3 clusters Score: Raw -5202535.957044 + Penalty 2092.840548 = -5200443.116496 nChanged 8 SP:Iteration 120F (3299.633240 sec): 3 clusters Score: Raw -5202536.345143 + Penalty 2092.840548 = -5200443.504595 nChanged 2 SP:Iteration 121Q (3299.740397 sec): 3 clusters Score: Raw -5202536.498747 + Penalty 2092.840548 = -5200443.658199 nChanged 1 SP:Iteration 122Q (3299.855341 sec): 3 clusters Score: Raw -5202536.614638 + Penalty 2092.840548 = -5200443.774090 nChanged 1 SP:Iteration 123Q (3299.965415 sec): 3 clusters Score: Raw -5202536.702983 + Penalty 2092.840548 = -5200443.862435 nChanged 2 SP:Iteration 124Q (3300.078468 sec): 3 clusters Score: Raw -5202536.811959 + Penalty 2092.840548 = -5200443.971411 nChanged 1 SP:Iteration 125Q (3300.199534 sec): 3 clusters Score: Raw -5202536.886730 + Penalty 2092.840548 = -5200444.046182 nChanged 0 SP:Iteration 126F (3300.315688 sec): 3 clusters Score: Raw -5202536.886730 + Penalty 2092.840548 = -5200444.046182 nChanged 0 Trying to split cluster 15 (10076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3300.351016 sec): 2 clusters Score: Raw -903282.391901 + Penalty 875.701606 = -902406.690295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3300.408013 sec): 3 clusters Score: Raw -897278.467661 + Penalty 1751.403211 = -895527.064450 nChanged 4557 SP:Iteration 1F (3300.475200 sec): 3 clusters Score: Raw -899900.384249 + Penalty 1751.403211 = -898148.981038 nChanged 748 SP:Iteration 2F (3300.534859 sec): 3 clusters Score: Raw -900386.634119 + Penalty 1751.403211 = -898635.230908 nChanged 831 SP:Iteration 3F (3300.596588 sec): 3 clusters Score: Raw -901031.076769 + Penalty 1751.403211 = -899279.673557 nChanged 775 SP:Iteration 4F (3300.646658 sec): 3 clusters Score: Raw -901662.305951 + Penalty 1751.403211 = -899910.902740 nChanged 693 SP:Iteration 5F (3300.701550 sec): 3 clusters Score: Raw -902232.251731 + Penalty 1751.403211 = -900480.848520 nChanged 572 SP:Iteration 6F (3300.763508 sec): 3 clusters Score: Raw -902686.311917 + Penalty 1751.403211 = -900934.908706 nChanged 459 SP:Iteration 7Q (3300.826092 sec): 3 clusters Score: Raw -902958.972485 + Penalty 1751.403211 = -901207.569274 nChanged 290 SP:Iteration 8Q (3300.882920 sec): 3 clusters Score: Raw -903070.870493 + Penalty 1751.403211 = -901319.467282 nChanged 162 SP:Iteration 9Q (3300.929242 sec): 3 clusters Score: Raw -903120.663300 + Penalty 1751.403211 = -901369.260089 nChanged 112 SP:Iteration 10Q (3300.997477 sec): 3 clusters Score: Raw -903155.856356 + Penalty 1751.403211 = -901404.453145 nChanged 105 SP:Iteration 11Q (3301.052881 sec): 3 clusters Score: Raw -903182.545215 + Penalty 1751.403211 = -901431.142004 nChanged 92 SP:Iteration 12Q (3301.099453 sec): 3 clusters Score: Raw -903207.191668 + Penalty 1751.403211 = -901455.788456 nChanged 93 SP:Iteration 13Q (3301.159399 sec): 3 clusters Score: Raw -903228.732337 + Penalty 1751.403211 = -901477.329126 nChanged 95 SP:Iteration 14Q (3301.227194 sec): 3 clusters Score: Raw -903251.436335 + Penalty 1751.403211 = -901500.033124 nChanged 88 SP:Iteration 15Q (3301.278780 sec): 3 clusters Score: Raw -903276.242920 + Penalty 1751.403211 = -901524.839709 nChanged 103 SP:Iteration 16Q (3301.336416 sec): 3 clusters Score: Raw -903304.668229 + Penalty 1751.403211 = -901553.265018 nChanged 90 SP:Iteration 17Q (3301.400214 sec): 3 clusters Score: Raw -903332.144038 + Penalty 1751.403211 = -901580.740827 nChanged 92 SP:Iteration 18Q (3301.441720 sec): 3 clusters Score: Raw -903359.479666 + Penalty 1751.403211 = -901608.076455 nChanged 81 SP:Iteration 19Q (3301.509826 sec): 3 clusters Score: Raw -903382.539581 + Penalty 1751.403211 = -901631.136370 nChanged 73 SP:Iteration 20F (3301.559929 sec): 3 clusters Score: Raw -903405.317962 + Penalty 1751.403211 = -901653.914750 nChanged 73 SP:Iteration 21Q (3301.622862 sec): 3 clusters Score: Raw -903427.885862 + Penalty 1751.403211 = -901676.482651 nChanged 82 SP:Iteration 22Q (3301.678619 sec): 3 clusters Score: Raw -903455.461569 + Penalty 1751.403211 = -901704.058358 nChanged 82 SP:Iteration 23Q (3301.742388 sec): 3 clusters Score: Raw -903485.946591 + Penalty 1751.403211 = -901734.543380 nChanged 69 SP:Iteration 24Q (3301.801019 sec): 3 clusters Score: Raw -903511.365099 + Penalty 1751.403211 = -901759.961888 nChanged 68 SP:Iteration 25Q (3301.861671 sec): 3 clusters Score: Raw -903534.197758 + Penalty 1751.403211 = -901782.794546 nChanged 59 SP:Iteration 26Q (3301.905494 sec): 3 clusters Score: Raw -903552.505873 + Penalty 1751.403211 = -901801.102662 nChanged 46 SP:Iteration 27Q (3301.967187 sec): 3 clusters Score: Raw -903570.963495 + Penalty 1751.403211 = -901819.560284 nChanged 55 SP:Iteration 28Q (3302.021841 sec): 3 clusters Score: Raw -903588.639820 + Penalty 1751.403211 = -901837.236609 nChanged 49 SP:Iteration 29Q (3302.077275 sec): 3 clusters Score: Raw -903604.610372 + Penalty 1751.403211 = -901853.207161 nChanged 49 SP:Iteration 30Q (3302.131150 sec): 3 clusters Score: Raw -903620.223283 + Penalty 1751.403211 = -901868.820072 nChanged 49 SP:Iteration 31Q (3302.201063 sec): 3 clusters Score: Raw -903634.823948 + Penalty 1751.403211 = -901883.420737 nChanged 45 SP:Iteration 32Q (3302.244870 sec): 3 clusters Score: Raw -903649.649768 + Penalty 1751.403211 = -901898.246557 nChanged 34 SP:Iteration 33Q (3302.314075 sec): 3 clusters Score: Raw -903658.924304 + Penalty 1751.403211 = -901907.521093 nChanged 28 SP:Iteration 34Q (3302.361207 sec): 3 clusters Score: Raw -903670.079396 + Penalty 1751.403211 = -901918.676184 nChanged 36 SP:Iteration 35Q (3302.425472 sec): 3 clusters Score: Raw -903684.916515 + Penalty 1751.403211 = -901933.513304 nChanged 32 SP:Iteration 36Q (3302.486707 sec): 3 clusters Score: Raw -903693.759124 + Penalty 1751.403211 = -901942.355913 nChanged 24 SP:Iteration 37Q (3302.537238 sec): 3 clusters Score: Raw -903700.773488 + Penalty 1751.403211 = -901949.370277 nChanged 23 SP:Iteration 38Q (3302.593434 sec): 3 clusters Score: Raw -903705.709851 + Penalty 1751.403211 = -901954.306640 nChanged 18 SP:Iteration 39Q (3302.641152 sec): 3 clusters Score: Raw -903710.239816 + Penalty 1751.403211 = -901958.836605 nChanged 22 SP:Iteration 40F (3302.698931 sec): 3 clusters Score: Raw -903714.934782 + Penalty 1751.403211 = -901963.531571 nChanged 16 SP:Iteration 41Q (3302.747661 sec): 3 clusters Score: Raw -903718.220600 + Penalty 1751.403211 = -901966.817389 nChanged 16 SP:Iteration 42Q (3302.802534 sec): 3 clusters Score: Raw -903721.752295 + Penalty 1751.403211 = -901970.349083 nChanged 15 SP:Iteration 43Q (3302.864157 sec): 3 clusters Score: Raw -903725.048110 + Penalty 1751.403211 = -901973.644899 nChanged 13 SP:Iteration 44Q (3302.914109 sec): 3 clusters Score: Raw -903728.240538 + Penalty 1751.403211 = -901976.837327 nChanged 11 SP:Iteration 45Q (3302.980199 sec): 3 clusters Score: Raw -903730.562855 + Penalty 1751.403211 = -901979.159644 nChanged 9 SP:Iteration 46Q (3303.032086 sec): 3 clusters Score: Raw -903731.863328 + Penalty 1751.403211 = -901980.460117 nChanged 8 SP:Iteration 47Q (3303.082882 sec): 3 clusters Score: Raw -903733.434540 + Penalty 1751.403211 = -901982.031329 nChanged 9 SP:Iteration 48Q (3303.145143 sec): 3 clusters Score: Raw -903734.630916 + Penalty 1751.403211 = -901983.227705 nChanged 7 SP:Iteration 49Q (3303.188363 sec): 3 clusters Score: Raw -903735.416123 + Penalty 1751.403211 = -901984.012912 nChanged 3 SP:Iteration 50Q (3303.246391 sec): 3 clusters Score: Raw -903735.889407 + Penalty 1751.403211 = -901984.486196 nChanged 2 SP:Iteration 51Q (3303.302009 sec): 3 clusters Score: Raw -903736.226986 + Penalty 1751.403211 = -901984.823775 nChanged 1 SP:Iteration 52Q (3303.356642 sec): 3 clusters Score: Raw -903736.790581 + Penalty 1751.403211 = -901985.387370 nChanged 1 SP:Iteration 53Q (3303.410667 sec): 3 clusters Score: Raw -903736.867916 + Penalty 1751.403211 = -901985.464705 nChanged 0 SP:Iteration 54F (3303.466889 sec): 3 clusters Score: Raw -903736.867916 + Penalty 1751.403211 = -901985.464705 nChanged 0 Trying to split cluster 16 (5964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3303.489943 sec): 2 clusters Score: Raw -495718.368799 + Penalty 825.882184 = -494892.486615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3303.533710 sec): 3 clusters Score: Raw -492335.898776 + Penalty 1651.764368 = -490684.134407 nChanged 2618 SP:Iteration 1F (3303.580380 sec): 3 clusters Score: Raw -493942.652253 + Penalty 1651.764368 = -492290.887884 nChanged 541 SP:Iteration 2F (3303.628934 sec): 3 clusters Score: Raw -494429.322257 + Penalty 1651.764368 = -492777.557889 nChanged 535 SP:Iteration 3F (3303.677466 sec): 3 clusters Score: Raw -494940.946033 + Penalty 1651.764368 = -493289.181665 nChanged 509 SP:Iteration 4F (3303.727064 sec): 3 clusters Score: Raw -495405.442332 + Penalty 1651.764368 = -493753.677964 nChanged 389 SP:Iteration 5F (3303.778254 sec): 3 clusters Score: Raw -495720.840892 + Penalty 1651.764368 = -494069.076524 nChanged 267 SP:Iteration 6Q (3303.826820 sec): 3 clusters Score: Raw -495878.152023 + Penalty 1651.764368 = -494226.387654 nChanged 181 SP:Iteration 7Q (3303.887533 sec): 3 clusters Score: Raw -495968.752361 + Penalty 1651.764368 = -494316.987993 nChanged 115 SP:Iteration 8Q (3303.941848 sec): 3 clusters Score: Raw -496016.384243 + Penalty 1651.764368 = -494364.619875 nChanged 78 SP:Iteration 9Q (3303.982444 sec): 3 clusters Score: Raw -496034.548138 + Penalty 1651.764368 = -494382.783769 nChanged 34 SP:Iteration 10Q (3304.045260 sec): 3 clusters Score: Raw -496040.406179 + Penalty 1651.764368 = -494388.641810 nChanged 20 SP:Iteration 11Q (3304.097174 sec): 3 clusters Score: Raw -496044.417958 + Penalty 1651.764368 = -494392.653589 nChanged 23 SP:Iteration 12Q (3304.153201 sec): 3 clusters Score: Raw -496048.711843 + Penalty 1651.764368 = -494396.947474 nChanged 17 SP:Iteration 13Q (3304.208887 sec): 3 clusters Score: Raw -496052.219629 + Penalty 1651.764368 = -494400.455260 nChanged 16 SP:Iteration 14Q (3304.260551 sec): 3 clusters Score: Raw -496055.700504 + Penalty 1651.764368 = -494403.936135 nChanged 17 SP:Iteration 15Q (3304.309697 sec): 3 clusters Score: Raw -496059.217277 + Penalty 1651.764368 = -494407.452909 nChanged 16 SP:Iteration 16Q (3304.365227 sec): 3 clusters Score: Raw -496062.482902 + Penalty 1651.764368 = -494410.718534 nChanged 18 SP:Iteration 17Q (3304.421918 sec): 3 clusters Score: Raw -496066.777751 + Penalty 1651.764368 = -494415.013382 nChanged 18 SP:Iteration 18Q (3304.473798 sec): 3 clusters Score: Raw -496070.244645 + Penalty 1651.764368 = -494418.480276 nChanged 10 SP:Iteration 19Q (3304.525814 sec): 3 clusters Score: Raw -496072.044369 + Penalty 1651.764368 = -494420.280001 nChanged 9 SP:Iteration 20F (3304.582797 sec): 3 clusters Score: Raw -496073.408770 + Penalty 1651.764368 = -494421.644401 nChanged 3 SP:Iteration 21Q (3304.616265 sec): 3 clusters Score: Raw -496073.743826 + Penalty 1651.764368 = -494421.979458 nChanged 2 SP:Iteration 22Q (3304.667663 sec): 3 clusters Score: Raw -496074.023072 + Penalty 1651.764368 = -494422.258703 nChanged 2 SP:Iteration 23Q (3304.720825 sec): 3 clusters Score: Raw -496074.295048 + Penalty 1651.764368 = -494422.530680 nChanged 3 SP:Iteration 24Q (3304.771291 sec): 3 clusters Score: Raw -496074.601486 + Penalty 1651.764368 = -494422.837118 nChanged 2 SP:Iteration 25Q (3304.823298 sec): 3 clusters Score: Raw -496074.752016 + Penalty 1651.764368 = -494422.987647 nChanged 2 SP:Iteration 26Q (3304.869968 sec): 3 clusters Score: Raw -496074.901718 + Penalty 1651.764368 = -494423.137349 nChanged 2 SP:Iteration 27Q (3304.928344 sec): 3 clusters Score: Raw -496075.214003 + Penalty 1651.764368 = -494423.449635 nChanged 3 SP:Iteration 28Q (3304.986244 sec): 3 clusters Score: Raw -496075.724548 + Penalty 1651.764368 = -494423.960180 nChanged 3 SP:Iteration 29Q (3305.038922 sec): 3 clusters Score: Raw -496076.157099 + Penalty 1651.764368 = -494424.392731 nChanged 4 SP:Iteration 30Q (3305.092985 sec): 3 clusters Score: Raw -496076.913717 + Penalty 1651.764368 = -494425.149348 nChanged 3 SP:Iteration 31Q (3305.141402 sec): 3 clusters Score: Raw -496077.240110 + Penalty 1651.764368 = -494425.475742 nChanged 3 SP:Iteration 32Q (3305.197421 sec): 3 clusters Score: Raw -496077.651036 + Penalty 1651.764368 = -494425.886667 nChanged 2 SP:Iteration 33Q (3305.251507 sec): 3 clusters Score: Raw -496077.872519 + Penalty 1651.764368 = -494426.108150 nChanged 2 SP:Iteration 34Q (3305.296631 sec): 3 clusters Score: Raw -496078.064872 + Penalty 1651.764368 = -494426.300503 nChanged 1 SP:Iteration 35Q (3305.358074 sec): 3 clusters Score: Raw -496078.135494 + Penalty 1651.764368 = -494426.371125 nChanged 0 SP:Iteration 36F (3305.405864 sec): 3 clusters Score: Raw -496078.135494 + Penalty 1651.764368 = -494426.371125 nChanged 0 Trying to split cluster 17 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3305.431667 sec): 2 clusters Score: Raw -48835.740691 + Penalty 612.494057 = -48223.246635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3305.467153 sec): 3 clusters Score: Raw -48708.575593 + Penalty 1224.988114 = -47483.587479 nChanged 217 SP:Iteration 1F (3305.523304 sec): 3 clusters Score: Raw -49027.104352 + Penalty 1224.988114 = -47802.116238 nChanged 73 SP:Iteration 2F (3305.570541 sec): 3 clusters Score: Raw -49190.137843 + Penalty 1224.988114 = -47965.149729 nChanged 50 SP:Iteration 3F (3305.605915 sec): 3 clusters Score: Raw -49287.301972 + Penalty 1224.988114 = -48062.313858 nChanged 22 SP:Iteration 4Q (3305.655627 sec): 3 clusters Score: Raw -49311.389162 + Penalty 1224.988114 = -48086.401048 nChanged 12 SP:Iteration 5Q (3305.692116 sec): 3 clusters Score: Raw -49323.193827 + Penalty 1224.988114 = -48098.205713 nChanged 5 SP:Iteration 6Q (3305.747116 sec): 3 clusters Score: Raw -49328.215328 + Penalty 1224.988114 = -48103.227214 nChanged 4 SP:Iteration 7Q (3305.788963 sec): 3 clusters Score: Raw -49331.344298 + Penalty 1224.988114 = -48106.356184 nChanged 4 SP:Iteration 8Q (3305.833926 sec): 3 clusters Score: Raw -49334.053672 + Penalty 1224.988114 = -48109.065559 nChanged 1 SP:Iteration 9Q (3305.875803 sec): 3 clusters Score: Raw -49334.555020 + Penalty 1224.988114 = -48109.566906 nChanged 0 SP:Iteration 10F (3305.924136 sec): 3 clusters Score: Raw -49334.555020 + Penalty 1224.988114 = -48109.566906 nChanged 0 Trying to split cluster 18 (1155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3305.946423 sec): 2 clusters Score: Raw -86800.758118 + Penalty 669.926284 = -86130.831833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3305.994212 sec): 3 clusters Score: Raw -86373.661326 + Penalty 1339.852568 = -85033.808757 nChanged 380 SP:Iteration 1F (3306.041924 sec): 3 clusters Score: Raw -86642.006743 + Penalty 1339.852568 = -85302.154175 nChanged 92 SP:Iteration 2F (3306.090473 sec): 3 clusters Score: Raw -86719.938236 + Penalty 1339.852568 = -85380.085668 nChanged 64 SP:Iteration 3F (3306.144873 sec): 3 clusters Score: Raw -86784.409710 + Penalty 1339.852568 = -85444.557142 nChanged 54 SP:Iteration 4Q (3306.193023 sec): 3 clusters Score: Raw -86835.464935 + Penalty 1339.852568 = -85495.612367 nChanged 56 SP:Iteration 5Q (3306.222271 sec): 3 clusters Score: Raw -86900.173188 + Penalty 1339.852568 = -85560.320619 nChanged 49 SP:Iteration 6Q (3306.277418 sec): 3 clusters Score: Raw -86957.930786 + Penalty 1339.852568 = -85618.078217 nChanged 46 SP:Iteration 7Q (3306.312633 sec): 3 clusters Score: Raw -87013.562072 + Penalty 1339.852568 = -85673.709504 nChanged 38 SP:Iteration 8Q (3306.346829 sec): 3 clusters Score: Raw -87054.000263 + Penalty 1339.852568 = -85714.147695 nChanged 43 SP:Iteration 9Q (3306.398579 sec): 3 clusters Score: Raw -87103.545734 + Penalty 1339.852568 = -85763.693166 nChanged 44 SP:Iteration 10Q (3306.439154 sec): 3 clusters Score: Raw -87157.276730 + Penalty 1339.852568 = -85817.424161 nChanged 35 SP:Iteration 11Q (3306.468335 sec): 3 clusters Score: Raw -87196.449897 + Penalty 1339.852568 = -85856.597329 nChanged 23 SP:Iteration 12Q (3306.513317 sec): 3 clusters Score: Raw -87213.885398 + Penalty 1339.852568 = -85874.032830 nChanged 19 SP:Iteration 13Q (3306.548698 sec): 3 clusters Score: Raw -87230.120189 + Penalty 1339.852568 = -85890.267621 nChanged 16 SP:Iteration 14Q (3306.594154 sec): 3 clusters Score: Raw -87256.249634 + Penalty 1339.852568 = -85916.397066 nChanged 19 SP:Iteration 15Q (3306.620505 sec): 3 clusters Score: Raw -87271.927950 + Penalty 1339.852568 = -85932.075382 nChanged 6 SP:Iteration 16Q (3306.663649 sec): 3 clusters Score: Raw -87276.501485 + Penalty 1339.852568 = -85936.648917 nChanged 4 SP:Iteration 17Q (3306.703040 sec): 3 clusters Score: Raw -87281.706198 + Penalty 1339.852568 = -85941.853629 nChanged 5 SP:Iteration 18Q (3306.744112 sec): 3 clusters Score: Raw -87287.829506 + Penalty 1339.852568 = -85947.976938 nChanged 3 SP:Iteration 19Q (3306.793227 sec): 3 clusters Score: Raw -87289.825353 + Penalty 1339.852568 = -85949.972785 nChanged 1 SP:Iteration 20F (3306.836367 sec): 3 clusters Score: Raw -87291.586237 + Penalty 1339.852568 = -85951.733668 nChanged 2 SP:Iteration 21Q (3306.882360 sec): 3 clusters Score: Raw -87299.157077 + Penalty 1339.852568 = -85959.304509 nChanged 1 SP:Iteration 22Q (3306.925332 sec): 3 clusters Score: Raw -87302.228155 + Penalty 1339.852568 = -85962.375587 nChanged 2 SP:Iteration 23Q (3306.967262 sec): 3 clusters Score: Raw -87306.689368 + Penalty 1339.852568 = -85966.836800 nChanged 3 SP:Iteration 24Q (3307.011829 sec): 3 clusters Score: Raw -87309.346500 + Penalty 1339.852568 = -85969.493931 nChanged 4 SP:Iteration 25Q (3307.053719 sec): 3 clusters Score: Raw -87311.871932 + Penalty 1339.852568 = -85972.019363 nChanged 1 SP:Iteration 26Q (3307.093215 sec): 3 clusters Score: Raw -87312.245359 + Penalty 1339.852568 = -85972.392791 nChanged 2 SP:Iteration 27Q (3307.136096 sec): 3 clusters Score: Raw -87314.584181 + Penalty 1339.852568 = -85974.731613 nChanged 2 SP:Iteration 28Q (3307.176666 sec): 3 clusters Score: Raw -87316.590582 + Penalty 1339.852568 = -85976.738014 nChanged 2 SP:Iteration 29Q (3307.218938 sec): 3 clusters Score: Raw -87318.615306 + Penalty 1339.852568 = -85978.762738 nChanged 3 SP:Iteration 30Q (3307.262431 sec): 3 clusters Score: Raw -87320.974066 + Penalty 1339.852568 = -85981.121498 nChanged 2 SP:Iteration 31Q (3307.310990 sec): 3 clusters Score: Raw -87324.967426 + Penalty 1339.852568 = -85985.114858 nChanged 3 SP:Iteration 32Q (3307.347428 sec): 3 clusters Score: Raw -87330.040214 + Penalty 1339.852568 = -85990.187646 nChanged 2 SP:Iteration 33Q (3307.387544 sec): 3 clusters Score: Raw -87333.030220 + Penalty 1339.852568 = -85993.177652 nChanged 1 SP:Iteration 34Q (3307.422137 sec): 3 clusters Score: Raw -87333.469613 + Penalty 1339.852568 = -85993.617045 nChanged 0 SP:Iteration 35F (3307.465757 sec): 3 clusters Score: Raw -87333.469613 + Penalty 1339.852568 = -85993.617045 nChanged 0 Trying to split cluster 19 (2196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3307.488642 sec): 2 clusters Score: Raw -190347.748076 + Penalty 730.967316 = -189616.780760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3307.532602 sec): 3 clusters Score: Raw -189254.583019 + Penalty 1461.934632 = -187792.648386 nChanged 878 SP:Iteration 1F (3307.584070 sec): 3 clusters Score: Raw -189879.004644 + Penalty 1461.934632 = -188417.070011 nChanged 189 SP:Iteration 2F (3307.620891 sec): 3 clusters Score: Raw -190021.072975 + Penalty 1461.934632 = -188559.138343 nChanged 131 SP:Iteration 3F (3307.668984 sec): 3 clusters Score: Raw -190128.383385 + Penalty 1461.934632 = -188666.448752 nChanged 116 SP:Iteration 4F (3307.721506 sec): 3 clusters Score: Raw -190212.061652 + Penalty 1461.934632 = -188750.127020 nChanged 99 SP:Iteration 5Q (3307.760209 sec): 3 clusters Score: Raw -190284.182569 + Penalty 1461.934632 = -188822.247936 nChanged 78 SP:Iteration 6Q (3307.812170 sec): 3 clusters Score: Raw -190330.502564 + Penalty 1461.934632 = -188868.567931 nChanged 65 SP:Iteration 7Q (3307.854067 sec): 3 clusters Score: Raw -190360.560877 + Penalty 1461.934632 = -188898.626245 nChanged 43 SP:Iteration 8Q (3307.901419 sec): 3 clusters Score: Raw -190380.684445 + Penalty 1461.934632 = -188918.749812 nChanged 36 SP:Iteration 9Q (3307.941415 sec): 3 clusters Score: Raw -190395.604427 + Penalty 1461.934632 = -188933.669795 nChanged 33 SP:Iteration 10Q (3307.990102 sec): 3 clusters Score: Raw -190415.590276 + Penalty 1461.934632 = -188953.655643 nChanged 35 SP:Iteration 11Q (3308.035692 sec): 3 clusters Score: Raw -190438.514613 + Penalty 1461.934632 = -188976.579980 nChanged 36 SP:Iteration 12Q (3308.078766 sec): 3 clusters Score: Raw -190456.984791 + Penalty 1461.934632 = -188995.050158 nChanged 37 SP:Iteration 13Q (3308.123441 sec): 3 clusters Score: Raw -190480.881690 + Penalty 1461.934632 = -189018.947057 nChanged 31 SP:Iteration 14Q (3308.178481 sec): 3 clusters Score: Raw -190499.146087 + Penalty 1461.934632 = -189037.211454 nChanged 32 SP:Iteration 15Q (3308.217480 sec): 3 clusters Score: Raw -190524.813923 + Penalty 1461.934632 = -189062.879291 nChanged 42 SP:Iteration 16Q (3308.262846 sec): 3 clusters Score: Raw -190554.924988 + Penalty 1461.934632 = -189092.990355 nChanged 34 SP:Iteration 17Q (3308.318840 sec): 3 clusters Score: Raw -190573.711270 + Penalty 1461.934632 = -189111.776637 nChanged 40 SP:Iteration 18Q (3308.361465 sec): 3 clusters Score: Raw -190593.145750 + Penalty 1461.934632 = -189131.211117 nChanged 28 SP:Iteration 19Q (3308.405764 sec): 3 clusters Score: Raw -190612.206175 + Penalty 1461.934632 = -189150.271543 nChanged 28 SP:Iteration 20F (3308.453658 sec): 3 clusters Score: Raw -190626.087842 + Penalty 1461.934632 = -189164.153210 nChanged 20 SP:Iteration 21Q (3308.505613 sec): 3 clusters Score: Raw -190634.816860 + Penalty 1461.934632 = -189172.882228 nChanged 16 SP:Iteration 22Q (3308.557911 sec): 3 clusters Score: Raw -190644.151394 + Penalty 1461.934632 = -189182.216761 nChanged 14 SP:Iteration 23Q (3308.599679 sec): 3 clusters Score: Raw -190650.166826 + Penalty 1461.934632 = -189188.232194 nChanged 12 SP:Iteration 24Q (3308.642541 sec): 3 clusters Score: Raw -190654.777368 + Penalty 1461.934632 = -189192.842735 nChanged 9 SP:Iteration 25Q (3308.699341 sec): 3 clusters Score: Raw -190656.961086 + Penalty 1461.934632 = -189195.026453 nChanged 6 SP:Iteration 26Q (3308.739750 sec): 3 clusters Score: Raw -190658.622269 + Penalty 1461.934632 = -189196.687637 nChanged 4 SP:Iteration 27Q (3308.785708 sec): 3 clusters Score: Raw -190659.518009 + Penalty 1461.934632 = -189197.583376 nChanged 2 SP:Iteration 28Q (3308.823735 sec): 3 clusters Score: Raw -190659.982957 + Penalty 1461.934632 = -189198.048325 nChanged 2 SP:Iteration 29Q (3308.857689 sec): 3 clusters Score: Raw -190660.164999 + Penalty 1461.934632 = -189198.230366 nChanged 1 SP:Iteration 30Q (3308.900538 sec): 3 clusters Score: Raw -190660.342946 + Penalty 1461.934632 = -189198.408313 nChanged 0 SP:Iteration 31F (3308.947338 sec): 3 clusters Score: Raw -190660.342946 + Penalty 1461.934632 = -189198.408313 nChanged 0 Trying to split cluster 20 (21271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3308.994962 sec): 2 clusters Score: Raw -1940066.988680 + Penalty 946.684493 = -1939120.304188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3309.066617 sec): 3 clusters Score: Raw -1926905.360432 + Penalty 1893.368985 = -1925011.991446 nChanged 9856 SP:Iteration 1F (3309.134430 sec): 3 clusters Score: Raw -1932485.504481 + Penalty 1893.368985 = -1930592.135496 nChanged 1312 SP:Iteration 2F (3309.211835 sec): 3 clusters Score: Raw -1933187.836359 + Penalty 1893.368985 = -1931294.467373 nChanged 1401 SP:Iteration 3F (3309.287073 sec): 3 clusters Score: Raw -1934106.298264 + Penalty 1893.368985 = -1932212.929278 nChanged 1515 SP:Iteration 4F (3309.354317 sec): 3 clusters Score: Raw -1935193.149441 + Penalty 1893.368985 = -1933299.780456 nChanged 1588 SP:Iteration 5F (3309.419093 sec): 3 clusters Score: Raw -1936395.190218 + Penalty 1893.368985 = -1934501.821233 nChanged 1519 SP:Iteration 6F (3309.501824 sec): 3 clusters Score: Raw -1937560.787120 + Penalty 1893.368985 = -1935667.418135 nChanged 1241 SP:Iteration 7F (3309.573151 sec): 3 clusters Score: Raw -1938442.951760 + Penalty 1893.368985 = -1936549.582775 nChanged 901 SP:Iteration 8Q (3309.648579 sec): 3 clusters Score: Raw -1938927.685949 + Penalty 1893.368985 = -1937034.316964 nChanged 496 SP:Iteration 9Q (3309.721249 sec): 3 clusters Score: Raw -1939111.870040 + Penalty 1893.368985 = -1937218.501055 nChanged 346 SP:Iteration 10Q (3309.796841 sec): 3 clusters Score: Raw -1939218.422701 + Penalty 1893.368985 = -1937325.053715 nChanged 275 SP:Iteration 11Q (3309.863056 sec): 3 clusters Score: Raw -1939308.130156 + Penalty 1893.368985 = -1937414.761171 nChanged 223 SP:Iteration 12Q (3309.922300 sec): 3 clusters Score: Raw -1939367.895253 + Penalty 1893.368985 = -1937474.526268 nChanged 230 SP:Iteration 13Q (3310.006159 sec): 3 clusters Score: Raw -1939426.631507 + Penalty 1893.368985 = -1937533.262522 nChanged 204 SP:Iteration 14Q (3310.074329 sec): 3 clusters Score: Raw -1939482.330052 + Penalty 1893.368985 = -1937588.961067 nChanged 209 SP:Iteration 15Q (3310.137574 sec): 3 clusters Score: Raw -1939533.368781 + Penalty 1893.368985 = -1937639.999796 nChanged 212 SP:Iteration 16Q (3310.210281 sec): 3 clusters Score: Raw -1939583.603579 + Penalty 1893.368985 = -1937690.234594 nChanged 215 SP:Iteration 17Q (3310.282477 sec): 3 clusters Score: Raw -1939634.362989 + Penalty 1893.368985 = -1937740.994004 nChanged 213 SP:Iteration 18Q (3310.356435 sec): 3 clusters Score: Raw -1939686.794611 + Penalty 1893.368985 = -1937793.425626 nChanged 211 SP:Iteration 19Q (3310.432624 sec): 3 clusters Score: Raw -1939737.198016 + Penalty 1893.368985 = -1937843.829030 nChanged 199 SP:Iteration 20F (3310.500886 sec): 3 clusters Score: Raw -1939781.779811 + Penalty 1893.368985 = -1937888.410826 nChanged 174 SP:Iteration 21Q (3310.571173 sec): 3 clusters Score: Raw -1939817.470351 + Penalty 1893.368985 = -1937924.101366 nChanged 149 SP:Iteration 22Q (3310.650285 sec): 3 clusters Score: Raw -1939845.386615 + Penalty 1893.368985 = -1937952.017630 nChanged 147 SP:Iteration 23Q (3310.711961 sec): 3 clusters Score: Raw -1939873.315920 + Penalty 1893.368985 = -1937979.946935 nChanged 146 SP:Iteration 24Q (3310.774286 sec): 3 clusters Score: Raw -1939901.162534 + Penalty 1893.368985 = -1938007.793549 nChanged 143 SP:Iteration 25Q (3310.848787 sec): 3 clusters Score: Raw -1939926.950978 + Penalty 1893.368985 = -1938033.581993 nChanged 143 SP:Iteration 26Q (3310.907866 sec): 3 clusters Score: Raw -1939952.206785 + Penalty 1893.368985 = -1938058.837800 nChanged 126 SP:Iteration 27Q (3310.969789 sec): 3 clusters Score: Raw -1939976.066737 + Penalty 1893.368985 = -1938082.697752 nChanged 126 SP:Iteration 28Q (3311.043415 sec): 3 clusters Score: Raw -1940000.575988 + Penalty 1893.368985 = -1938107.207003 nChanged 134 SP:Iteration 29Q (3311.111082 sec): 3 clusters Score: Raw -1940025.948445 + Penalty 1893.368985 = -1938132.579460 nChanged 116 SP:Iteration 30Q (3311.188992 sec): 3 clusters Score: Raw -1940045.460302 + Penalty 1893.368985 = -1938152.091317 nChanged 102 SP:Iteration 31Q (3311.253140 sec): 3 clusters Score: Raw -1940061.664854 + Penalty 1893.368985 = -1938168.295869 nChanged 87 SP:Iteration 32Q (3311.323000 sec): 3 clusters Score: Raw -1940074.940108 + Penalty 1893.368985 = -1938181.571122 nChanged 106 SP:Iteration 33Q (3311.387844 sec): 3 clusters Score: Raw -1940092.723435 + Penalty 1893.368985 = -1938199.354450 nChanged 107 SP:Iteration 34Q (3311.456891 sec): 3 clusters Score: Raw -1940112.338825 + Penalty 1893.368985 = -1938218.969839 nChanged 106 SP:Iteration 35Q (3311.527503 sec): 3 clusters Score: Raw -1940132.783967 + Penalty 1893.368985 = -1938239.414982 nChanged 106 SP:Iteration 36Q (3311.596785 sec): 3 clusters Score: Raw -1940151.815673 + Penalty 1893.368985 = -1938258.446688 nChanged 104 SP:Iteration 37Q (3311.670436 sec): 3 clusters Score: Raw -1940168.202661 + Penalty 1893.368985 = -1938274.833676 nChanged 84 SP:Iteration 38Q (3311.745529 sec): 3 clusters Score: Raw -1940180.554722 + Penalty 1893.368985 = -1938287.185737 nChanged 79 SP:Iteration 39Q (3311.807848 sec): 3 clusters Score: Raw -1940191.597683 + Penalty 1893.368985 = -1938298.228698 nChanged 79 SP:Iteration 40F (3311.886010 sec): 3 clusters Score: Raw -1940202.863929 + Penalty 1893.368985 = -1938309.494944 nChanged 72 SP:Iteration 41Q (3311.958041 sec): 3 clusters Score: Raw -1940212.995169 + Penalty 1893.368985 = -1938319.626184 nChanged 63 SP:Iteration 42Q (3312.032782 sec): 3 clusters Score: Raw -1940221.625329 + Penalty 1893.368985 = -1938328.256344 nChanged 65 SP:Iteration 43Q (3312.101160 sec): 3 clusters Score: Raw -1940230.807241 + Penalty 1893.368985 = -1938337.438256 nChanged 64 SP:Iteration 44Q (3312.163390 sec): 3 clusters Score: Raw -1940240.544925 + Penalty 1893.368985 = -1938347.175940 nChanged 62 SP:Iteration 45Q (3312.239550 sec): 3 clusters Score: Raw -1940251.351012 + Penalty 1893.368985 = -1938357.982026 nChanged 73 SP:Iteration 46Q (3312.297642 sec): 3 clusters Score: Raw -1940270.874254 + Penalty 1893.368985 = -1938377.505269 nChanged 90 SP:Iteration 47Q (3312.369307 sec): 3 clusters Score: Raw -1940294.067967 + Penalty 1893.368985 = -1938400.698981 nChanged 82 SP:Iteration 48Q (3312.441935 sec): 3 clusters Score: Raw -1940313.614520 + Penalty 1893.368985 = -1938420.245535 nChanged 77 SP:Iteration 49Q (3312.510771 sec): 3 clusters Score: Raw -1940328.970678 + Penalty 1893.368985 = -1938435.601693 nChanged 70 SP:Iteration 50Q (3312.570479 sec): 3 clusters Score: Raw -1940344.159374 + Penalty 1893.368985 = -1938450.790389 nChanged 70 SP:Iteration 51Q (3312.653654 sec): 3 clusters Score: Raw -1940358.887052 + Penalty 1893.368985 = -1938465.518067 nChanged 55 SP:Iteration 52Q (3312.722254 sec): 3 clusters Score: Raw -1940370.635225 + Penalty 1893.368985 = -1938477.266240 nChanged 59 SP:Iteration 53Q (3312.791636 sec): 3 clusters Score: Raw -1940385.082480 + Penalty 1893.368985 = -1938491.713495 nChanged 66 SP:Iteration 54Q (3312.858771 sec): 3 clusters Score: Raw -1940406.657484 + Penalty 1893.368985 = -1938513.288499 nChanged 72 SP:Iteration 55Q (3312.929416 sec): 3 clusters Score: Raw -1940425.535175 + Penalty 1893.368985 = -1938532.166190 nChanged 52 SP:Iteration 56Q (3312.998538 sec): 3 clusters Score: Raw -1940435.414754 + Penalty 1893.368985 = -1938542.045769 nChanged 50 SP:Iteration 57Q (3313.060166 sec): 3 clusters Score: Raw -1940444.693243 + Penalty 1893.368985 = -1938551.324258 nChanged 42 SP:Iteration 58Q (3313.132238 sec): 3 clusters Score: Raw -1940452.802660 + Penalty 1893.368985 = -1938559.433675 nChanged 48 SP:Iteration 59Q (3313.214490 sec): 3 clusters Score: Raw -1940462.048032 + Penalty 1893.368985 = -1938568.679047 nChanged 41 SP:Iteration 60F (3313.281211 sec): 3 clusters Score: Raw -1940470.294591 + Penalty 1893.368985 = -1938576.925606 nChanged 34 SP:Iteration 61Q (3313.343981 sec): 3 clusters Score: Raw -1940478.316307 + Penalty 1893.368985 = -1938584.947322 nChanged 27 SP:Iteration 62Q (3313.421034 sec): 3 clusters Score: Raw -1940484.441376 + Penalty 1893.368985 = -1938591.072391 nChanged 26 SP:Iteration 63Q (3313.483102 sec): 3 clusters Score: Raw -1940489.498522 + Penalty 1893.368985 = -1938596.129537 nChanged 18 SP:Iteration 64Q (3313.562247 sec): 3 clusters Score: Raw -1940492.963873 + Penalty 1893.368985 = -1938599.594888 nChanged 22 SP:Iteration 65Q (3313.623984 sec): 3 clusters Score: Raw -1940499.700604 + Penalty 1893.368985 = -1938606.331618 nChanged 28 SP:Iteration 66Q (3313.693332 sec): 3 clusters Score: Raw -1940508.580279 + Penalty 1893.368985 = -1938615.211294 nChanged 29 SP:Iteration 67Q (3313.766822 sec): 3 clusters Score: Raw -1940516.313856 + Penalty 1893.368985 = -1938622.944871 nChanged 20 SP:Iteration 68Q (3313.825536 sec): 3 clusters Score: Raw -1940518.965772 + Penalty 1893.368985 = -1938625.596787 nChanged 17 SP:Iteration 69Q (3313.895452 sec): 3 clusters Score: Raw -1940521.132459 + Penalty 1893.368985 = -1938627.763474 nChanged 7 SP:Iteration 70Q (3313.969064 sec): 3 clusters Score: Raw -1940521.945045 + Penalty 1893.368985 = -1938628.576059 nChanged 3 SP:Iteration 71Q (3314.036235 sec): 3 clusters Score: Raw -1940522.178350 + Penalty 1893.368985 = -1938628.809365 nChanged 1 SP:Iteration 72Q (3314.104420 sec): 3 clusters Score: Raw -1940522.233521 + Penalty 1893.368985 = -1938628.864536 nChanged 1 SP:Iteration 73Q (3314.167854 sec): 3 clusters Score: Raw -1940522.288680 + Penalty 1893.368985 = -1938628.919695 nChanged 1 SP:Iteration 74Q (3314.239371 sec): 3 clusters Score: Raw -1940522.345861 + Penalty 1893.368985 = -1938628.976876 nChanged 1 SP:Iteration 75Q (3314.319192 sec): 3 clusters Score: Raw -1940522.366009 + Penalty 1893.368985 = -1938628.997024 nChanged 0 SP:Iteration 76F (3314.387014 sec): 3 clusters Score: Raw -1940522.366009 + Penalty 1893.368985 = -1938628.997024 nChanged 0 Trying to split cluster 21 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3314.406660 sec): 2 clusters Score: Raw -5501.776252 + Penalty 472.789706 = -5028.986546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3314.440644 sec): 3 clusters Score: Raw -5615.824423 + Penalty 945.579411 = -4670.245011 nChanged 25 SP:Iteration 1F (3314.493372 sec): 3 clusters Score: Raw -5716.555839 + Penalty 945.579411 = -4770.976428 nChanged 7 SP:Iteration 2Q (3314.524031 sec): 3 clusters Score: Raw -5751.082612 + Penalty 945.579411 = -4805.503201 nChanged 5 SP:Iteration 3Q (3314.576976 sec): 3 clusters Score: Raw -5764.568015 + Penalty 945.579411 = -4818.988604 nChanged 1 SP:Iteration 4Q (3314.620983 sec): 3 clusters Score: Raw -5769.766563 + Penalty 945.579411 = -4824.187152 nChanged 2 SP:Iteration 5Q (3314.653559 sec): 3 clusters Score: Raw -5778.325959 + Penalty 945.579411 = -4832.746548 nChanged 3 SP:Iteration 6Q (3314.685339 sec): 3 clusters Score: Raw -5815.478389 + Penalty 945.579411 = -4869.898978 nChanged 3 SP:Iteration 7Q (3314.723200 sec): 3 clusters Score: Raw -5864.629565 + Penalty 945.579411 = -4919.050154 nChanged 3 SP:Iteration 8Q (3314.755782 sec): 3 clusters Score: Raw -5868.178824 + Penalty 945.579411 = -4922.599413 nChanged 0 SP:Iteration 9F (3314.804780 sec): 3 clusters Score: Raw -5868.178824 + Penalty 945.579411 = -4922.599413 nChanged 0 Trying to split cluster 22 (10237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3314.828558 sec): 2 clusters Score: Raw -750940.994301 + Penalty 877.207569 = -750063.786732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3314.889818 sec): 3 clusters Score: Raw -744859.048522 + Penalty 1754.415139 = -743104.633383 nChanged 4583 SP:Iteration 1F (3314.936982 sec): 3 clusters Score: Raw -747566.755153 + Penalty 1754.415139 = -745812.340014 nChanged 829 SP:Iteration 2F (3314.992390 sec): 3 clusters Score: Raw -748203.445635 + Penalty 1754.415139 = -746449.030496 nChanged 815 SP:Iteration 3F (3315.049741 sec): 3 clusters Score: Raw -748822.528585 + Penalty 1754.415139 = -747068.113447 nChanged 729 SP:Iteration 4F (3315.104712 sec): 3 clusters Score: Raw -749318.709947 + Penalty 1754.415139 = -747564.294809 nChanged 670 SP:Iteration 5F (3315.161766 sec): 3 clusters Score: Raw -749753.911994 + Penalty 1754.415139 = -747999.496856 nChanged 554 SP:Iteration 6F (3315.216085 sec): 3 clusters Score: Raw -750061.818211 + Penalty 1754.415139 = -748307.403073 nChanged 430 SP:Iteration 7Q (3315.271610 sec): 3 clusters Score: Raw -750261.211438 + Penalty 1754.415139 = -748506.796300 nChanged 353 SP:Iteration 8Q (3315.317461 sec): 3 clusters Score: Raw -750423.786946 + Penalty 1754.415139 = -748669.371808 nChanged 285 SP:Iteration 9Q (3315.375802 sec): 3 clusters Score: Raw -750543.310230 + Penalty 1754.415139 = -748788.895091 nChanged 241 SP:Iteration 10Q (3315.431518 sec): 3 clusters Score: Raw -750641.753537 + Penalty 1754.415139 = -748887.338399 nChanged 191 SP:Iteration 11Q (3315.479549 sec): 3 clusters Score: Raw -750709.395988 + Penalty 1754.415139 = -748954.980849 nChanged 160 SP:Iteration 12Q (3315.531022 sec): 3 clusters Score: Raw -750766.989328 + Penalty 1754.415139 = -749012.574190 nChanged 165 SP:Iteration 13Q (3315.589510 sec): 3 clusters Score: Raw -750823.741575 + Penalty 1754.415139 = -749069.326437 nChanged 164 SP:Iteration 14Q (3315.649304 sec): 3 clusters Score: Raw -750873.206056 + Penalty 1754.415139 = -749118.790917 nChanged 153 SP:Iteration 15Q (3315.714394 sec): 3 clusters Score: Raw -750919.194858 + Penalty 1754.415139 = -749164.779720 nChanged 153 SP:Iteration 16Q (3315.769584 sec): 3 clusters Score: Raw -750969.339428 + Penalty 1754.415139 = -749214.924290 nChanged 149 SP:Iteration 17Q (3315.818203 sec): 3 clusters Score: Raw -751018.573263 + Penalty 1754.415139 = -749264.158125 nChanged 152 SP:Iteration 18Q (3315.884521 sec): 3 clusters Score: Raw -751074.722619 + Penalty 1754.415139 = -749320.307481 nChanged 164 SP:Iteration 19Q (3315.933606 sec): 3 clusters Score: Raw -751141.015988 + Penalty 1754.415139 = -749386.600850 nChanged 173 SP:Iteration 20F (3315.990146 sec): 3 clusters Score: Raw -751216.646484 + Penalty 1754.415139 = -749462.231346 nChanged 176 SP:Iteration 21Q (3316.053335 sec): 3 clusters Score: Raw -751299.172815 + Penalty 1754.415139 = -749544.757677 nChanged 159 SP:Iteration 22Q (3316.096872 sec): 3 clusters Score: Raw -751386.229068 + Penalty 1754.415139 = -749631.813929 nChanged 169 SP:Iteration 23Q (3316.152684 sec): 3 clusters Score: Raw -751477.737259 + Penalty 1754.415139 = -749723.322120 nChanged 150 SP:Iteration 24Q (3316.212814 sec): 3 clusters Score: Raw -751543.861632 + Penalty 1754.415139 = -749789.446493 nChanged 122 SP:Iteration 25Q (3316.273544 sec): 3 clusters Score: Raw -751590.771302 + Penalty 1754.415139 = -749836.356163 nChanged 102 SP:Iteration 26Q (3316.323087 sec): 3 clusters Score: Raw -751620.071657 + Penalty 1754.415139 = -749865.656519 nChanged 71 SP:Iteration 27Q (3316.384045 sec): 3 clusters Score: Raw -751640.107571 + Penalty 1754.415139 = -749885.692433 nChanged 77 SP:Iteration 28Q (3316.448052 sec): 3 clusters Score: Raw -751657.831050 + Penalty 1754.415139 = -749903.415912 nChanged 40 SP:Iteration 29Q (3316.496409 sec): 3 clusters Score: Raw -751666.179916 + Penalty 1754.415139 = -749911.764777 nChanged 35 SP:Iteration 30Q (3316.554939 sec): 3 clusters Score: Raw -751675.224496 + Penalty 1754.415139 = -749920.809358 nChanged 30 SP:Iteration 31Q (3316.609344 sec): 3 clusters Score: Raw -751681.340931 + Penalty 1754.415139 = -749926.925793 nChanged 23 SP:Iteration 32Q (3316.668734 sec): 3 clusters Score: Raw -751686.599824 + Penalty 1754.415139 = -749932.184686 nChanged 18 SP:Iteration 33Q (3316.737675 sec): 3 clusters Score: Raw -751689.094682 + Penalty 1754.415139 = -749934.679543 nChanged 12 SP:Iteration 34Q (3316.801052 sec): 3 clusters Score: Raw -751690.354521 + Penalty 1754.415139 = -749935.939382 nChanged 11 SP:Iteration 35Q (3316.845509 sec): 3 clusters Score: Raw -751691.841875 + Penalty 1754.415139 = -749937.426737 nChanged 16 SP:Iteration 36Q (3316.911781 sec): 3 clusters Score: Raw -751695.975850 + Penalty 1754.415139 = -749941.560711 nChanged 18 SP:Iteration 37Q (3316.972136 sec): 3 clusters Score: Raw -751700.003062 + Penalty 1754.415139 = -749945.587924 nChanged 18 SP:Iteration 38Q (3317.030550 sec): 3 clusters Score: Raw -751703.985402 + Penalty 1754.415139 = -749949.570263 nChanged 14 SP:Iteration 39Q (3317.081355 sec): 3 clusters Score: Raw -751707.285753 + Penalty 1754.415139 = -749952.870615 nChanged 15 SP:Iteration 40F (3317.141124 sec): 3 clusters Score: Raw -751711.104696 + Penalty 1754.415139 = -749956.689558 nChanged 14 SP:Iteration 41Q (3317.188901 sec): 3 clusters Score: Raw -751713.884130 + Penalty 1754.415139 = -749959.468991 nChanged 13 SP:Iteration 42Q (3317.246154 sec): 3 clusters Score: Raw -751716.211705 + Penalty 1754.415139 = -749961.796567 nChanged 12 SP:Iteration 43Q (3317.303374 sec): 3 clusters Score: Raw -751717.800135 + Penalty 1754.415139 = -749963.384997 nChanged 13 SP:Iteration 44Q (3317.367268 sec): 3 clusters Score: Raw -751720.162347 + Penalty 1754.415139 = -749965.747209 nChanged 13 SP:Iteration 45Q (3317.423031 sec): 3 clusters Score: Raw -751722.211930 + Penalty 1754.415139 = -749967.796792 nChanged 17 SP:Iteration 46Q (3317.487597 sec): 3 clusters Score: Raw -751727.792151 + Penalty 1754.415139 = -749973.377012 nChanged 17 SP:Iteration 47Q (3317.532554 sec): 3 clusters Score: Raw -751731.434440 + Penalty 1754.415139 = -749977.019301 nChanged 11 SP:Iteration 48Q (3317.592110 sec): 3 clusters Score: Raw -751733.446643 + Penalty 1754.415139 = -749979.031505 nChanged 10 SP:Iteration 49Q (3317.652764 sec): 3 clusters Score: Raw -751735.121573 + Penalty 1754.415139 = -749980.706434 nChanged 9 SP:Iteration 50Q (3317.718847 sec): 3 clusters Score: Raw -751736.447218 + Penalty 1754.415139 = -749982.032079 nChanged 7 SP:Iteration 51Q (3317.779960 sec): 3 clusters Score: Raw -751737.203910 + Penalty 1754.415139 = -749982.788772 nChanged 4 SP:Iteration 52Q (3317.823633 sec): 3 clusters Score: Raw -751737.762256 + Penalty 1754.415139 = -749983.347117 nChanged 4 SP:Iteration 53Q (3317.870161 sec): 3 clusters Score: Raw -751738.134673 + Penalty 1754.415139 = -749983.719535 nChanged 6 SP:Iteration 54Q (3317.930488 sec): 3 clusters Score: Raw -751739.338630 + Penalty 1754.415139 = -749984.923492 nChanged 4 SP:Iteration 55Q (3317.987827 sec): 3 clusters Score: Raw -751740.301852 + Penalty 1754.415139 = -749985.886714 nChanged 7 SP:Iteration 56Q (3318.052114 sec): 3 clusters Score: Raw -751741.614809 + Penalty 1754.415139 = -749987.199670 nChanged 7 SP:Iteration 57Q (3318.099035 sec): 3 clusters Score: Raw -751743.548318 + Penalty 1754.415139 = -749989.133179 nChanged 9 SP:Iteration 58Q (3318.159899 sec): 3 clusters Score: Raw -751745.617124 + Penalty 1754.415139 = -749991.201985 nChanged 4 SP:Iteration 59Q (3318.211347 sec): 3 clusters Score: Raw -751747.213187 + Penalty 1754.415139 = -749992.798049 nChanged 7 SP:Iteration 60F (3318.262574 sec): 3 clusters Score: Raw -751748.487607 + Penalty 1754.415139 = -749994.072469 nChanged 4 SP:Iteration 61Q (3318.312100 sec): 3 clusters Score: Raw -751749.013058 + Penalty 1754.415139 = -749994.597920 nChanged 3 SP:Iteration 62Q (3318.366637 sec): 3 clusters Score: Raw -751749.327900 + Penalty 1754.415139 = -749994.912761 nChanged 3 SP:Iteration 63Q (3318.420786 sec): 3 clusters Score: Raw -751749.637928 + Penalty 1754.415139 = -749995.222790 nChanged 2 SP:Iteration 64Q (3318.481412 sec): 3 clusters Score: Raw -751749.928070 + Penalty 1754.415139 = -749995.512931 nChanged 3 SP:Iteration 65Q (3318.541394 sec): 3 clusters Score: Raw -751750.283681 + Penalty 1754.415139 = -749995.868542 nChanged 4 SP:Iteration 66Q (3318.582115 sec): 3 clusters Score: Raw -751750.751000 + Penalty 1754.415139 = -749996.335862 nChanged 2 SP:Iteration 67Q (3318.643348 sec): 3 clusters Score: Raw -751750.932714 + Penalty 1754.415139 = -749996.517575 nChanged 0 SP:Iteration 68F (3318.708318 sec): 3 clusters Score: Raw -751750.932714 + Penalty 1754.415139 = -749996.517575 nChanged 0 Trying to split cluster 23 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3318.737326 sec): 2 clusters Score: Raw -97844.665095 + Penalty 672.921846 = -97171.743250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3318.780454 sec): 3 clusters Score: Raw -97332.440227 + Penalty 1345.843691 = -95986.596536 nChanged 403 SP:Iteration 1F (3318.826769 sec): 3 clusters Score: Raw -97631.417177 + Penalty 1345.843691 = -96285.573486 nChanged 117 SP:Iteration 2F (3318.854425 sec): 3 clusters Score: Raw -97732.764808 + Penalty 1345.843691 = -96386.921117 nChanged 83 SP:Iteration 3F (3318.901110 sec): 3 clusters Score: Raw -97807.348487 + Penalty 1345.843691 = -96461.504796 nChanged 65 SP:Iteration 4F (3318.940804 sec): 3 clusters Score: Raw -97867.773944 + Penalty 1345.843691 = -96521.930253 nChanged 51 SP:Iteration 5Q (3318.982047 sec): 3 clusters Score: Raw -97924.962205 + Penalty 1345.843691 = -96579.118514 nChanged 43 SP:Iteration 6Q (3319.028242 sec): 3 clusters Score: Raw -97960.525713 + Penalty 1345.843691 = -96614.682022 nChanged 39 SP:Iteration 7Q (3319.076038 sec): 3 clusters Score: Raw -97993.462033 + Penalty 1345.843691 = -96647.618342 nChanged 27 SP:Iteration 8Q (3319.119239 sec): 3 clusters Score: Raw -98015.324125 + Penalty 1345.843691 = -96669.480434 nChanged 26 SP:Iteration 9Q (3319.171519 sec): 3 clusters Score: Raw -98035.808332 + Penalty 1345.843691 = -96689.964641 nChanged 28 SP:Iteration 10Q (3319.212538 sec): 3 clusters Score: Raw -98061.519934 + Penalty 1345.843691 = -96715.676243 nChanged 27 SP:Iteration 11Q (3319.250792 sec): 3 clusters Score: Raw -98088.002531 + Penalty 1345.843691 = -96742.158840 nChanged 21 SP:Iteration 12Q (3319.301222 sec): 3 clusters Score: Raw -98102.336962 + Penalty 1345.843691 = -96756.493271 nChanged 9 SP:Iteration 13Q (3319.334555 sec): 3 clusters Score: Raw -98107.159924 + Penalty 1345.843691 = -96761.316233 nChanged 5 SP:Iteration 14Q (3319.379847 sec): 3 clusters Score: Raw -98110.805119 + Penalty 1345.843691 = -96764.961428 nChanged 5 SP:Iteration 15Q (3319.428718 sec): 3 clusters Score: Raw -98115.208766 + Penalty 1345.843691 = -96769.365075 nChanged 8 SP:Iteration 16Q (3319.461165 sec): 3 clusters Score: Raw -98119.047375 + Penalty 1345.843691 = -96773.203684 nChanged 4 SP:Iteration 17Q (3319.514428 sec): 3 clusters Score: Raw -98120.703194 + Penalty 1345.843691 = -96774.859503 nChanged 1 SP:Iteration 18Q (3319.552971 sec): 3 clusters Score: Raw -98121.048489 + Penalty 1345.843691 = -96775.204798 nChanged 1 SP:Iteration 19Q (3319.599943 sec): 3 clusters Score: Raw -98121.907019 + Penalty 1345.843691 = -96776.063328 nChanged 0 SP:Iteration 20F (3319.652043 sec): 3 clusters Score: Raw -98121.907019 + Penalty 1345.843691 = -96776.063328 nChanged 0 Trying to split cluster 24 (5325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3319.682983 sec): 2 clusters Score: Raw -454563.008576 + Penalty 815.115959 = -453747.892617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3319.732367 sec): 3 clusters Score: Raw -451606.351288 + Penalty 1630.231918 = -449976.119370 nChanged 2287 SP:Iteration 1F (3319.788792 sec): 3 clusters Score: Raw -452886.774553 + Penalty 1630.231918 = -451256.542635 nChanged 357 SP:Iteration 2F (3319.826287 sec): 3 clusters Score: Raw -453072.770497 + Penalty 1630.231918 = -451442.538579 nChanged 306 SP:Iteration 3F (3319.872198 sec): 3 clusters Score: Raw -453213.078352 + Penalty 1630.231918 = -451582.846434 nChanged 251 SP:Iteration 4Q (3319.924911 sec): 3 clusters Score: Raw -453327.416969 + Penalty 1630.231918 = -451697.185051 nChanged 222 SP:Iteration 5Q (3319.969543 sec): 3 clusters Score: Raw -453434.804138 + Penalty 1630.231918 = -451804.572219 nChanged 209 SP:Iteration 6Q (3320.026437 sec): 3 clusters Score: Raw -453547.013635 + Penalty 1630.231918 = -451916.781717 nChanged 209 SP:Iteration 7Q (3320.078763 sec): 3 clusters Score: Raw -453667.719362 + Penalty 1630.231918 = -452037.487444 nChanged 183 SP:Iteration 8Q (3320.135317 sec): 3 clusters Score: Raw -453764.912692 + Penalty 1630.231918 = -452134.680774 nChanged 163 SP:Iteration 9Q (3320.186988 sec): 3 clusters Score: Raw -453854.452266 + Penalty 1630.231918 = -452224.220347 nChanged 174 SP:Iteration 10Q (3320.242437 sec): 3 clusters Score: Raw -453978.483978 + Penalty 1630.231918 = -452348.252060 nChanged 168 SP:Iteration 11Q (3320.285858 sec): 3 clusters Score: Raw -454062.841345 + Penalty 1630.231918 = -452432.609427 nChanged 113 SP:Iteration 12Q (3320.337340 sec): 3 clusters Score: Raw -454110.850689 + Penalty 1630.231918 = -452480.618771 nChanged 90 SP:Iteration 13Q (3320.394278 sec): 3 clusters Score: Raw -454148.438375 + Penalty 1630.231918 = -452518.206457 nChanged 86 SP:Iteration 14Q (3320.448416 sec): 3 clusters Score: Raw -454191.114493 + Penalty 1630.231918 = -452560.882575 nChanged 69 SP:Iteration 15Q (3320.489753 sec): 3 clusters Score: Raw -454216.619214 + Penalty 1630.231918 = -452586.387296 nChanged 65 SP:Iteration 16Q (3320.545200 sec): 3 clusters Score: Raw -454242.492736 + Penalty 1630.231918 = -452612.260818 nChanged 69 SP:Iteration 17Q (3320.598093 sec): 3 clusters Score: Raw -454267.614684 + Penalty 1630.231918 = -452637.382766 nChanged 57 SP:Iteration 18Q (3320.649448 sec): 3 clusters Score: Raw -454285.705179 + Penalty 1630.231918 = -452655.473261 nChanged 48 SP:Iteration 19Q (3320.691302 sec): 3 clusters Score: Raw -454298.742035 + Penalty 1630.231918 = -452668.510117 nChanged 40 SP:Iteration 20F (3320.736255 sec): 3 clusters Score: Raw -454312.077831 + Penalty 1630.231918 = -452681.845913 nChanged 41 SP:Iteration 21Q (3320.787837 sec): 3 clusters Score: Raw -454326.459322 + Penalty 1630.231918 = -452696.227404 nChanged 43 SP:Iteration 22Q (3320.848105 sec): 3 clusters Score: Raw -454341.304945 + Penalty 1630.231918 = -452711.073027 nChanged 39 SP:Iteration 23Q (3320.903089 sec): 3 clusters Score: Raw -454353.551516 + Penalty 1630.231918 = -452723.319598 nChanged 47 SP:Iteration 24Q (3320.947106 sec): 3 clusters Score: Raw -454368.761584 + Penalty 1630.231918 = -452738.529666 nChanged 46 SP:Iteration 25Q (3321.002331 sec): 3 clusters Score: Raw -454384.423929 + Penalty 1630.231918 = -452754.192010 nChanged 40 SP:Iteration 26Q (3321.055450 sec): 3 clusters Score: Raw -454394.958951 + Penalty 1630.231918 = -452764.727033 nChanged 36 SP:Iteration 27Q (3321.105363 sec): 3 clusters Score: Raw -454406.597301 + Penalty 1630.231918 = -452776.365383 nChanged 29 SP:Iteration 28Q (3321.164172 sec): 3 clusters Score: Raw -454416.199138 + Penalty 1630.231918 = -452785.967219 nChanged 31 SP:Iteration 29Q (3321.212598 sec): 3 clusters Score: Raw -454426.176869 + Penalty 1630.231918 = -452795.944951 nChanged 20 SP:Iteration 30Q (3321.261633 sec): 3 clusters Score: Raw -454432.075170 + Penalty 1630.231918 = -452801.843252 nChanged 17 SP:Iteration 31Q (3321.306794 sec): 3 clusters Score: Raw -454435.845260 + Penalty 1630.231918 = -452805.613341 nChanged 14 SP:Iteration 32Q (3321.372983 sec): 3 clusters Score: Raw -454440.209658 + Penalty 1630.231918 = -452809.977740 nChanged 22 SP:Iteration 33Q (3321.425376 sec): 3 clusters Score: Raw -454446.825529 + Penalty 1630.231918 = -452816.593610 nChanged 22 SP:Iteration 34Q (3321.471159 sec): 3 clusters Score: Raw -454453.618917 + Penalty 1630.231918 = -452823.386999 nChanged 22 SP:Iteration 35Q (3321.526857 sec): 3 clusters Score: Raw -454461.229663 + Penalty 1630.231918 = -452830.997745 nChanged 28 SP:Iteration 36Q (3321.563687 sec): 3 clusters Score: Raw -454472.384783 + Penalty 1630.231918 = -452842.152864 nChanged 35 SP:Iteration 37Q (3321.614082 sec): 3 clusters Score: Raw -454485.539229 + Penalty 1630.231918 = -452855.307310 nChanged 36 SP:Iteration 38Q (3321.667758 sec): 3 clusters Score: Raw -454499.946959 + Penalty 1630.231918 = -452869.715041 nChanged 35 SP:Iteration 39Q (3321.728123 sec): 3 clusters Score: Raw -454514.847639 + Penalty 1630.231918 = -452884.615721 nChanged 43 SP:Iteration 40F (3321.778963 sec): 3 clusters Score: Raw -454534.485983 + Penalty 1630.231918 = -452904.254065 nChanged 33 SP:Iteration 41Q (3321.823844 sec): 3 clusters Score: Raw -454548.566528 + Penalty 1630.231918 = -452918.334610 nChanged 33 SP:Iteration 42Q (3321.875323 sec): 3 clusters Score: Raw -454559.413930 + Penalty 1630.231918 = -452929.182011 nChanged 20 SP:Iteration 43Q (3321.928666 sec): 3 clusters Score: Raw -454565.943017 + Penalty 1630.231918 = -452935.711098 nChanged 15 SP:Iteration 44Q (3321.972136 sec): 3 clusters Score: Raw -454571.582933 + Penalty 1630.231918 = -452941.351014 nChanged 20 SP:Iteration 45Q (3322.028476 sec): 3 clusters Score: Raw -454579.678330 + Penalty 1630.231918 = -452949.446412 nChanged 19 SP:Iteration 46Q (3322.070951 sec): 3 clusters Score: Raw -454586.238573 + Penalty 1630.231918 = -452956.006655 nChanged 12 SP:Iteration 47Q (3322.114058 sec): 3 clusters Score: Raw -454590.739061 + Penalty 1630.231918 = -452960.507142 nChanged 5 SP:Iteration 48Q (3322.152426 sec): 3 clusters Score: Raw -454593.480420 + Penalty 1630.231918 = -452963.248501 nChanged 7 SP:Iteration 49Q (3322.200766 sec): 3 clusters Score: Raw -454596.575917 + Penalty 1630.231918 = -452966.343999 nChanged 8 SP:Iteration 50Q (3322.254697 sec): 3 clusters Score: Raw -454599.453655 + Penalty 1630.231918 = -452969.221736 nChanged 8 SP:Iteration 51Q (3322.296835 sec): 3 clusters Score: Raw -454603.344063 + Penalty 1630.231918 = -452973.112145 nChanged 10 SP:Iteration 52Q (3322.355533 sec): 3 clusters Score: Raw -454606.678667 + Penalty 1630.231918 = -452976.446749 nChanged 9 SP:Iteration 53Q (3322.400861 sec): 3 clusters Score: Raw -454610.582549 + Penalty 1630.231918 = -452980.350631 nChanged 8 SP:Iteration 54Q (3322.442777 sec): 3 clusters Score: Raw -454613.519914 + Penalty 1630.231918 = -452983.287996 nChanged 7 SP:Iteration 55Q (3322.492230 sec): 3 clusters Score: Raw -454615.997676 + Penalty 1630.231918 = -452985.765758 nChanged 9 SP:Iteration 56Q (3322.545482 sec): 3 clusters Score: Raw -454619.252900 + Penalty 1630.231918 = -452989.020982 nChanged 5 SP:Iteration 57Q (3322.590960 sec): 3 clusters Score: Raw -454621.090654 + Penalty 1630.231918 = -452990.858735 nChanged 5 SP:Iteration 58Q (3322.631413 sec): 3 clusters Score: Raw -454622.839767 + Penalty 1630.231918 = -452992.607849 nChanged 4 SP:Iteration 59Q (3322.668106 sec): 3 clusters Score: Raw -454623.616148 + Penalty 1630.231918 = -452993.384230 nChanged 3 SP:Iteration 60F (3322.711873 sec): 3 clusters Score: Raw -454624.015535 + Penalty 1630.231918 = -452993.783617 nChanged 0 Trying to split cluster 25 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3322.733800 sec): 2 clusters Score: Raw -179758.303641 + Penalty 724.245985 = -179034.057656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3322.770047 sec): 3 clusters Score: Raw -178790.643699 + Penalty 1448.491970 = -177342.151730 nChanged 775 SP:Iteration 1F (3322.818683 sec): 3 clusters Score: Raw -179293.632124 + Penalty 1448.491970 = -177845.140154 nChanged 173 SP:Iteration 2F (3322.853027 sec): 3 clusters Score: Raw -179419.726534 + Penalty 1448.491970 = -177971.234564 nChanged 115 SP:Iteration 3F (3322.892826 sec): 3 clusters Score: Raw -179507.139991 + Penalty 1448.491970 = -178058.648021 nChanged 88 SP:Iteration 4Q (3322.941556 sec): 3 clusters Score: Raw -179568.882480 + Penalty 1448.491970 = -178120.390510 nChanged 72 SP:Iteration 5Q (3322.984380 sec): 3 clusters Score: Raw -179619.891465 + Penalty 1448.491970 = -178171.399495 nChanged 56 SP:Iteration 6Q (3323.035689 sec): 3 clusters Score: Raw -179654.093251 + Penalty 1448.491970 = -178205.601282 nChanged 55 SP:Iteration 7Q (3323.071868 sec): 3 clusters Score: Raw -179689.624561 + Penalty 1448.491970 = -178241.132591 nChanged 60 SP:Iteration 8Q (3323.107208 sec): 3 clusters Score: Raw -179726.361887 + Penalty 1448.491970 = -178277.869917 nChanged 52 SP:Iteration 9Q (3323.167481 sec): 3 clusters Score: Raw -179759.795696 + Penalty 1448.491970 = -178311.303726 nChanged 43 SP:Iteration 10Q (3323.213838 sec): 3 clusters Score: Raw -179790.143349 + Penalty 1448.491970 = -178341.651379 nChanged 51 SP:Iteration 11Q (3323.256256 sec): 3 clusters Score: Raw -179823.990167 + Penalty 1448.491970 = -178375.498197 nChanged 35 SP:Iteration 12Q (3323.313242 sec): 3 clusters Score: Raw -179849.708088 + Penalty 1448.491970 = -178401.216118 nChanged 36 SP:Iteration 13Q (3323.350308 sec): 3 clusters Score: Raw -179871.176229 + Penalty 1448.491970 = -178422.684259 nChanged 27 SP:Iteration 14Q (3323.387797 sec): 3 clusters Score: Raw -179890.096051 + Penalty 1448.491970 = -178441.604081 nChanged 27 SP:Iteration 15Q (3323.443627 sec): 3 clusters Score: Raw -179907.662863 + Penalty 1448.491970 = -178459.170893 nChanged 22 SP:Iteration 16Q (3323.487459 sec): 3 clusters Score: Raw -179918.358994 + Penalty 1448.491970 = -178469.867024 nChanged 16 SP:Iteration 17Q (3323.523190 sec): 3 clusters Score: Raw -179926.418885 + Penalty 1448.491970 = -178477.926915 nChanged 15 SP:Iteration 18Q (3323.569395 sec): 3 clusters Score: Raw -179936.065509 + Penalty 1448.491970 = -178487.573539 nChanged 8 SP:Iteration 19Q (3323.621496 sec): 3 clusters Score: Raw -179940.496992 + Penalty 1448.491970 = -178492.005022 nChanged 12 SP:Iteration 20F (3323.660530 sec): 3 clusters Score: Raw -179948.758881 + Penalty 1448.491970 = -178500.266911 nChanged 11 SP:Iteration 21Q (3323.703918 sec): 3 clusters Score: Raw -179956.267630 + Penalty 1448.491970 = -178507.775660 nChanged 12 SP:Iteration 22Q (3323.755792 sec): 3 clusters Score: Raw -179963.980221 + Penalty 1448.491970 = -178515.488251 nChanged 8 SP:Iteration 23Q (3323.794460 sec): 3 clusters Score: Raw -179971.200725 + Penalty 1448.491970 = -178522.708756 nChanged 9 SP:Iteration 24Q (3323.854069 sec): 3 clusters Score: Raw -179977.222800 + Penalty 1448.491970 = -178528.730830 nChanged 5 SP:Iteration 25Q (3323.896916 sec): 3 clusters Score: Raw -179980.044663 + Penalty 1448.491970 = -178531.552693 nChanged 5 SP:Iteration 26Q (3323.932827 sec): 3 clusters Score: Raw -179982.580134 + Penalty 1448.491970 = -178534.088164 nChanged 7 SP:Iteration 27Q (3323.977905 sec): 3 clusters Score: Raw -179985.115537 + Penalty 1448.491970 = -178536.623567 nChanged 3 SP:Iteration 28Q (3324.023014 sec): 3 clusters Score: Raw -179987.321269 + Penalty 1448.491970 = -178538.829299 nChanged 2 SP:Iteration 29Q (3324.078625 sec): 3 clusters Score: Raw -179987.781621 + Penalty 1448.491970 = -178539.289651 nChanged 1 SP:Iteration 30Q (3324.118470 sec): 3 clusters Score: Raw -179987.987824 + Penalty 1448.491970 = -178539.495854 nChanged 2 SP:Iteration 31Q (3324.164316 sec): 3 clusters Score: Raw -179988.791640 + Penalty 1448.491970 = -178540.299670 nChanged 0 SP:Iteration 32F (3324.214854 sec): 3 clusters Score: Raw -179988.791640 + Penalty 1448.491970 = -178540.299670 nChanged 0 Trying to split cluster 26 (9135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3324.249650 sec): 2 clusters Score: Raw -729815.921743 + Penalty 866.387505 = -728949.534239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3324.299663 sec): 3 clusters Score: Raw -724363.433852 + Penalty 1732.775009 = -722630.658843 nChanged 4148 SP:Iteration 1F (3324.360075 sec): 3 clusters Score: Raw -726742.807383 + Penalty 1732.775009 = -725010.032374 nChanged 586 SP:Iteration 2F (3324.417392 sec): 3 clusters Score: Raw -727036.718300 + Penalty 1732.775009 = -725303.943291 nChanged 565 SP:Iteration 3F (3324.476376 sec): 3 clusters Score: Raw -727380.450499 + Penalty 1732.775009 = -725647.675490 nChanged 594 SP:Iteration 4F (3324.519280 sec): 3 clusters Score: Raw -727779.020561 + Penalty 1732.775009 = -726046.245552 nChanged 614 SP:Iteration 5F (3324.575123 sec): 3 clusters Score: Raw -728216.302894 + Penalty 1732.775009 = -726483.527885 nChanged 571 SP:Iteration 6F (3324.644885 sec): 3 clusters Score: Raw -728621.118991 + Penalty 1732.775009 = -726888.343982 nChanged 447 SP:Iteration 7Q (3324.695202 sec): 3 clusters Score: Raw -728931.678713 + Penalty 1732.775009 = -727198.903703 nChanged 364 SP:Iteration 8Q (3324.744454 sec): 3 clusters Score: Raw -729200.163997 + Penalty 1732.775009 = -727467.388988 nChanged 289 SP:Iteration 9Q (3324.800715 sec): 3 clusters Score: Raw -729436.224181 + Penalty 1732.775009 = -727703.449172 nChanged 211 SP:Iteration 10Q (3324.859515 sec): 3 clusters Score: Raw -729600.370479 + Penalty 1732.775009 = -727867.595470 nChanged 163 SP:Iteration 11Q (3324.921969 sec): 3 clusters Score: Raw -729727.724721 + Penalty 1732.775009 = -727994.949712 nChanged 123 SP:Iteration 12Q (3324.979485 sec): 3 clusters Score: Raw -729815.517486 + Penalty 1732.775009 = -728082.742477 nChanged 99 SP:Iteration 13Q (3325.034859 sec): 3 clusters Score: Raw -729880.575241 + Penalty 1732.775009 = -728147.800232 nChanged 79 SP:Iteration 14Q (3325.076731 sec): 3 clusters Score: Raw -729931.817521 + Penalty 1732.775009 = -728199.042512 nChanged 66 SP:Iteration 15Q (3325.135763 sec): 3 clusters Score: Raw -729977.180218 + Penalty 1732.775009 = -728244.405209 nChanged 59 SP:Iteration 16Q (3325.187169 sec): 3 clusters Score: Raw -730011.378727 + Penalty 1732.775009 = -728278.603718 nChanged 44 SP:Iteration 17Q (3325.239918 sec): 3 clusters Score: Raw -730035.771107 + Penalty 1732.775009 = -728302.996098 nChanged 37 SP:Iteration 18Q (3325.299190 sec): 3 clusters Score: Raw -730055.252661 + Penalty 1732.775009 = -728322.477652 nChanged 26 SP:Iteration 19Q (3325.356734 sec): 3 clusters Score: Raw -730065.137632 + Penalty 1732.775009 = -728332.362623 nChanged 26 SP:Iteration 20F (3325.414647 sec): 3 clusters Score: Raw -730076.297914 + Penalty 1732.775009 = -728343.522905 nChanged 21 SP:Iteration 21Q (3325.469441 sec): 3 clusters Score: Raw -730083.006154 + Penalty 1732.775009 = -728350.231144 nChanged 11 SP:Iteration 22Q (3325.517766 sec): 3 clusters Score: Raw -730087.869015 + Penalty 1732.775009 = -728355.094006 nChanged 12 SP:Iteration 23Q (3325.584475 sec): 3 clusters Score: Raw -730093.223267 + Penalty 1732.775009 = -728360.448258 nChanged 13 SP:Iteration 24Q (3325.640657 sec): 3 clusters Score: Raw -730097.892688 + Penalty 1732.775009 = -728365.117679 nChanged 12 SP:Iteration 25Q (3325.687300 sec): 3 clusters Score: Raw -730101.698149 + Penalty 1732.775009 = -728368.923140 nChanged 11 SP:Iteration 26Q (3325.750560 sec): 3 clusters Score: Raw -730104.528670 + Penalty 1732.775009 = -728371.753661 nChanged 6 SP:Iteration 27Q (3325.797278 sec): 3 clusters Score: Raw -730107.504849 + Penalty 1732.775009 = -728374.729840 nChanged 6 SP:Iteration 28Q (3325.860238 sec): 3 clusters Score: Raw -730109.541934 + Penalty 1732.775009 = -728376.766925 nChanged 5 SP:Iteration 29Q (3325.903957 sec): 3 clusters Score: Raw -730110.636473 + Penalty 1732.775009 = -728377.861464 nChanged 2 SP:Iteration 30Q (3325.956520 sec): 3 clusters Score: Raw -730111.179761 + Penalty 1732.775009 = -728378.404752 nChanged 1 SP:Iteration 31Q (3326.010331 sec): 3 clusters Score: Raw -730111.274268 + Penalty 1732.775009 = -728378.499259 nChanged 0 SP:Iteration 32F (3326.069454 sec): 3 clusters Score: Raw -730111.274268 + Penalty 1732.775009 = -728378.499259 nChanged 0 Trying to split cluster 27 (1552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3326.089789 sec): 2 clusters Score: Raw -133985.020401 + Penalty 697.993472 = -133287.026930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3326.146172 sec): 3 clusters Score: Raw -133275.018710 + Penalty 1395.986943 = -131879.031767 nChanged 574 SP:Iteration 1F (3326.192655 sec): 3 clusters Score: Raw -133674.379171 + Penalty 1395.986943 = -132278.392228 nChanged 167 SP:Iteration 2F (3326.237376 sec): 3 clusters Score: Raw -133851.084198 + Penalty 1395.986943 = -132455.097255 nChanged 124 SP:Iteration 3F (3326.277566 sec): 3 clusters Score: Raw -133971.927750 + Penalty 1395.986943 = -132575.940807 nChanged 95 SP:Iteration 4F (3326.315527 sec): 3 clusters Score: Raw -134058.448287 + Penalty 1395.986943 = -132662.461344 nChanged 73 SP:Iteration 5Q (3326.347362 sec): 3 clusters Score: Raw -134142.902845 + Penalty 1395.986943 = -132746.915902 nChanged 72 SP:Iteration 6Q (3326.399091 sec): 3 clusters Score: Raw -134206.046870 + Penalty 1395.986943 = -132810.059926 nChanged 60 SP:Iteration 7Q (3326.435729 sec): 3 clusters Score: Raw -134258.241974 + Penalty 1395.986943 = -132862.255031 nChanged 53 SP:Iteration 8Q (3326.482380 sec): 3 clusters Score: Raw -134298.813049 + Penalty 1395.986943 = -132902.826106 nChanged 27 SP:Iteration 9Q (3326.528201 sec): 3 clusters Score: Raw -134319.129741 + Penalty 1395.986943 = -132923.142798 nChanged 27 SP:Iteration 10Q (3326.557402 sec): 3 clusters Score: Raw -134335.963640 + Penalty 1395.986943 = -132939.976696 nChanged 15 SP:Iteration 11Q (3326.597314 sec): 3 clusters Score: Raw -134347.003178 + Penalty 1395.986943 = -132951.016235 nChanged 24 SP:Iteration 12Q (3326.643278 sec): 3 clusters Score: Raw -134359.793310 + Penalty 1395.986943 = -132963.806367 nChanged 6 SP:Iteration 13Q (3326.690702 sec): 3 clusters Score: Raw -134361.959741 + Penalty 1395.986943 = -132965.972798 nChanged 6 SP:Iteration 14Q (3326.738042 sec): 3 clusters Score: Raw -134365.542423 + Penalty 1395.986943 = -132969.555480 nChanged 4 SP:Iteration 15Q (3326.783749 sec): 3 clusters Score: Raw -134368.660089 + Penalty 1395.986943 = -132972.673146 nChanged 3 SP:Iteration 16Q (3326.835559 sec): 3 clusters Score: Raw -134370.154663 + Penalty 1395.986943 = -132974.167720 nChanged 2 SP:Iteration 17Q (3326.875738 sec): 3 clusters Score: Raw -134371.325071 + Penalty 1395.986943 = -132975.338128 nChanged 3 SP:Iteration 18Q (3326.926107 sec): 3 clusters Score: Raw -134374.963211 + Penalty 1395.986943 = -132978.976268 nChanged 3 SP:Iteration 19Q (3326.977851 sec): 3 clusters Score: Raw -134376.993458 + Penalty 1395.986943 = -132981.006515 nChanged 1 SP:Iteration 20F (3327.029700 sec): 3 clusters Score: Raw -134377.459914 + Penalty 1395.986943 = -132981.472970 nChanged 1 SP:Iteration 21Q (3327.072701 sec): 3 clusters Score: Raw -134377.749836 + Penalty 1395.986943 = -132981.762893 nChanged 2 SP:Iteration 22Q (3327.105799 sec): 3 clusters Score: Raw -134378.541722 + Penalty 1395.986943 = -132982.554779 nChanged 0 SP:Iteration 23F (3327.168216 sec): 3 clusters Score: Raw -134378.541722 + Penalty 1395.986943 = -132982.554779 nChanged 0 Trying to split cluster 28 (1775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3327.183386 sec): 2 clusters Score: Raw -135909.621411 + Penalty 710.747792 = -135198.873620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3327.230974 sec): 3 clusters Score: Raw -135079.126745 + Penalty 1421.495583 = -133657.631161 nChanged 676 SP:Iteration 1F (3327.285354 sec): 3 clusters Score: Raw -135557.716762 + Penalty 1421.495583 = -134136.221179 nChanged 159 SP:Iteration 2F (3327.336534 sec): 3 clusters Score: Raw -135669.646354 + Penalty 1421.495583 = -134248.150770 nChanged 110 SP:Iteration 3F (3327.375955 sec): 3 clusters Score: Raw -135751.028952 + Penalty 1421.495583 = -134329.533369 nChanged 81 SP:Iteration 4Q (3327.420340 sec): 3 clusters Score: Raw -135800.982165 + Penalty 1421.495583 = -134379.486582 nChanged 51 SP:Iteration 5Q (3327.472789 sec): 3 clusters Score: Raw -135833.007113 + Penalty 1421.495583 = -134411.511530 nChanged 55 SP:Iteration 6Q (3327.533407 sec): 3 clusters Score: Raw -135864.213066 + Penalty 1421.495583 = -134442.717482 nChanged 46 SP:Iteration 7Q (3327.582545 sec): 3 clusters Score: Raw -135887.692482 + Penalty 1421.495583 = -134466.196899 nChanged 42 SP:Iteration 8Q (3327.627745 sec): 3 clusters Score: Raw -135911.612950 + Penalty 1421.495583 = -134490.117366 nChanged 34 SP:Iteration 9Q (3327.677987 sec): 3 clusters Score: Raw -135942.598724 + Penalty 1421.495583 = -134521.103141 nChanged 41 SP:Iteration 10Q (3327.737011 sec): 3 clusters Score: Raw -135981.683406 + Penalty 1421.495583 = -134560.187823 nChanged 42 SP:Iteration 11Q (3327.788794 sec): 3 clusters Score: Raw -136018.124496 + Penalty 1421.495583 = -134596.628913 nChanged 36 SP:Iteration 12Q (3327.836175 sec): 3 clusters Score: Raw -136038.514158 + Penalty 1421.495583 = -134617.018575 nChanged 19 SP:Iteration 13Q (3327.871324 sec): 3 clusters Score: Raw -136048.219530 + Penalty 1421.495583 = -134626.723947 nChanged 10 SP:Iteration 14Q (3327.918479 sec): 3 clusters Score: Raw -136052.474899 + Penalty 1421.495583 = -134630.979316 nChanged 6 SP:Iteration 15Q (3327.964863 sec): 3 clusters Score: Raw -136054.355206 + Penalty 1421.495583 = -134632.859623 nChanged 4 SP:Iteration 16Q (3328.013757 sec): 3 clusters Score: Raw -136055.648482 + Penalty 1421.495583 = -134634.152898 nChanged 4 SP:Iteration 17Q (3328.064315 sec): 3 clusters Score: Raw -136056.978237 + Penalty 1421.495583 = -134635.482653 nChanged 5 SP:Iteration 18Q (3328.127505 sec): 3 clusters Score: Raw -136059.614199 + Penalty 1421.495583 = -134638.118616 nChanged 5 SP:Iteration 19Q (3328.163889 sec): 3 clusters Score: Raw -136061.566583 + Penalty 1421.495583 = -134640.070999 nChanged 7 SP:Iteration 20F (3328.223899 sec): 3 clusters Score: Raw -136064.442593 + Penalty 1421.495583 = -134642.947009 nChanged 5 SP:Iteration 21Q (3328.265534 sec): 3 clusters Score: Raw -136067.519890 + Penalty 1421.495583 = -134646.024307 nChanged 9 SP:Iteration 22Q (3328.311995 sec): 3 clusters Score: Raw -136070.833234 + Penalty 1421.495583 = -134649.337651 nChanged 11 SP:Iteration 23Q (3328.352400 sec): 3 clusters Score: Raw -136075.720226 + Penalty 1421.495583 = -134654.224642 nChanged 6 SP:Iteration 24Q (3328.404134 sec): 3 clusters Score: Raw -136079.746316 + Penalty 1421.495583 = -134658.250733 nChanged 7 SP:Iteration 25Q (3328.442016 sec): 3 clusters Score: Raw -136082.897442 + Penalty 1421.495583 = -134661.401859 nChanged 9 SP:Iteration 26Q (3328.494129 sec): 3 clusters Score: Raw -136086.312492 + Penalty 1421.495583 = -134664.816909 nChanged 5 SP:Iteration 27Q (3328.545961 sec): 3 clusters Score: Raw -136087.678016 + Penalty 1421.495583 = -134666.182433 nChanged 1 SP:Iteration 28Q (3328.588278 sec): 3 clusters Score: Raw -136088.741857 + Penalty 1421.495583 = -134667.246274 nChanged 5 SP:Iteration 29Q (3328.634773 sec): 3 clusters Score: Raw -136089.915209 + Penalty 1421.495583 = -134668.419625 nChanged 3 SP:Iteration 30Q (3328.669350 sec): 3 clusters Score: Raw -136090.648076 + Penalty 1421.495583 = -134669.152493 nChanged 2 SP:Iteration 31Q (3328.719508 sec): 3 clusters Score: Raw -136091.160045 + Penalty 1421.495583 = -134669.664462 nChanged 1 SP:Iteration 32Q (3328.766256 sec): 3 clusters Score: Raw -136091.659958 + Penalty 1421.495583 = -134670.164374 nChanged 0 SP:Iteration 33F (3328.804223 sec): 3 clusters Score: Raw -136091.659958 + Penalty 1421.495583 = -134670.164374 nChanged 0 Trying to split cluster 29 (30302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3328.874387 sec): 2 clusters Score: Raw -2760064.770973 + Penalty 980.302055 = -2759084.468918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3328.957635 sec): 3 clusters Score: Raw -2740668.682709 + Penalty 1960.604109 = -2738708.078600 nChanged 14240 SP:Iteration 1F (3329.042065 sec): 3 clusters Score: Raw -2748820.097630 + Penalty 1960.604109 = -2746859.493521 nChanged 1400 SP:Iteration 2Q (3329.122458 sec): 3 clusters Score: Raw -2749372.318710 + Penalty 1960.604109 = -2747411.714601 nChanged 1584 SP:Iteration 3F (3329.213170 sec): 3 clusters Score: Raw -2750193.561914 + Penalty 1960.604109 = -2748232.957804 nChanged 1831 SP:Iteration 4F (3329.290683 sec): 3 clusters Score: Raw -2751418.348700 + Penalty 1960.604109 = -2749457.744590 nChanged 2145 SP:Iteration 5F (3329.385266 sec): 3 clusters Score: Raw -2753040.531981 + Penalty 1960.604109 = -2751079.927871 nChanged 2261 SP:Iteration 6F (3329.455315 sec): 3 clusters Score: Raw -2754812.349690 + Penalty 1960.604109 = -2752851.745581 nChanged 2048 SP:Iteration 7F (3329.551189 sec): 3 clusters Score: Raw -2756365.083621 + Penalty 1960.604109 = -2754404.479512 nChanged 1659 SP:Iteration 8F (3329.638322 sec): 3 clusters Score: Raw -2757478.362841 + Penalty 1960.604109 = -2755517.758732 nChanged 1204 SP:Iteration 9Q (3329.716487 sec): 3 clusters Score: Raw -2758125.183009 + Penalty 1960.604109 = -2756164.578900 nChanged 882 SP:Iteration 10Q (3329.813245 sec): 3 clusters Score: Raw -2758485.754069 + Penalty 1960.604109 = -2756525.149960 nChanged 664 SP:Iteration 11Q (3329.895284 sec): 3 clusters Score: Raw -2758728.625812 + Penalty 1960.604109 = -2756768.021702 nChanged 495 SP:Iteration 12Q (3329.983009 sec): 3 clusters Score: Raw -2758890.000993 + Penalty 1960.604109 = -2756929.396884 nChanged 455 SP:Iteration 13Q (3330.068605 sec): 3 clusters Score: Raw -2759024.705727 + Penalty 1960.604109 = -2757064.101617 nChanged 403 SP:Iteration 14Q (3330.165137 sec): 3 clusters Score: Raw -2759138.498105 + Penalty 1960.604109 = -2757177.893996 nChanged 325 SP:Iteration 15Q (3330.257781 sec): 3 clusters Score: Raw -2759216.430846 + Penalty 1960.604109 = -2757255.826736 nChanged 286 SP:Iteration 16Q (3330.350279 sec): 3 clusters Score: Raw -2759280.535291 + Penalty 1960.604109 = -2757319.931182 nChanged 260 SP:Iteration 17Q (3330.436321 sec): 3 clusters Score: Raw -2759337.468735 + Penalty 1960.604109 = -2757376.864625 nChanged 241 SP:Iteration 18Q (3330.532730 sec): 3 clusters Score: Raw -2759387.277365 + Penalty 1960.604109 = -2757426.673256 nChanged 230 SP:Iteration 19Q (3330.621780 sec): 3 clusters Score: Raw -2759429.414832 + Penalty 1960.604109 = -2757468.810723 nChanged 198 SP:Iteration 20F (3330.717584 sec): 3 clusters Score: Raw -2759464.895879 + Penalty 1960.604109 = -2757504.291770 nChanged 194 SP:Iteration 21Q (3330.810555 sec): 3 clusters Score: Raw -2759499.364689 + Penalty 1960.604109 = -2757538.760580 nChanged 200 SP:Iteration 22Q (3330.901507 sec): 3 clusters Score: Raw -2759532.324074 + Penalty 1960.604109 = -2757571.719965 nChanged 182 SP:Iteration 23Q (3330.982701 sec): 3 clusters Score: Raw -2759564.736489 + Penalty 1960.604109 = -2757604.132380 nChanged 192 SP:Iteration 24Q (3331.073072 sec): 3 clusters Score: Raw -2759598.925990 + Penalty 1960.604109 = -2757638.321881 nChanged 169 SP:Iteration 25Q (3331.158866 sec): 3 clusters Score: Raw -2759624.882636 + Penalty 1960.604109 = -2757664.278526 nChanged 168 SP:Iteration 26Q (3331.249814 sec): 3 clusters Score: Raw -2759651.840701 + Penalty 1960.604109 = -2757691.236592 nChanged 172 SP:Iteration 27Q (3331.335329 sec): 3 clusters Score: Raw -2759681.573673 + Penalty 1960.604109 = -2757720.969564 nChanged 202 SP:Iteration 28Q (3331.424883 sec): 3 clusters Score: Raw -2759718.068269 + Penalty 1960.604109 = -2757757.464159 nChanged 183 SP:Iteration 29Q (3331.515507 sec): 3 clusters Score: Raw -2759746.825292 + Penalty 1960.604109 = -2757786.221182 nChanged 179 SP:Iteration 30Q (3331.605729 sec): 3 clusters Score: Raw -2759774.064938 + Penalty 1960.604109 = -2757813.460829 nChanged 167 SP:Iteration 31Q (3331.685689 sec): 3 clusters Score: Raw -2759801.637089 + Penalty 1960.604109 = -2757841.032980 nChanged 172 SP:Iteration 32Q (3331.771939 sec): 3 clusters Score: Raw -2759827.973393 + Penalty 1960.604109 = -2757867.369284 nChanged 173 SP:Iteration 33Q (3331.855606 sec): 3 clusters Score: Raw -2759853.215067 + Penalty 1960.604109 = -2757892.610958 nChanged 182 SP:Iteration 34Q (3331.943796 sec): 3 clusters Score: Raw -2759879.864310 + Penalty 1960.604109 = -2757919.260200 nChanged 175 SP:Iteration 35Q (3332.027896 sec): 3 clusters Score: Raw -2759904.364346 + Penalty 1960.604109 = -2757943.760236 nChanged 151 SP:Iteration 36Q (3332.108047 sec): 3 clusters Score: Raw -2759924.237882 + Penalty 1960.604109 = -2757963.633773 nChanged 136 SP:Iteration 37Q (3332.186690 sec): 3 clusters Score: Raw -2759942.913984 + Penalty 1960.604109 = -2757982.309875 nChanged 137 SP:Iteration 38Q (3332.273410 sec): 3 clusters Score: Raw -2759962.532429 + Penalty 1960.604109 = -2758001.928320 nChanged 141 SP:Iteration 39Q (3332.369302 sec): 3 clusters Score: Raw -2759987.387464 + Penalty 1960.604109 = -2758026.783355 nChanged 134 SP:Iteration 40F (3332.446048 sec): 3 clusters Score: Raw -2760009.958304 + Penalty 1960.604109 = -2758049.354195 nChanged 150 SP:Iteration 41Q (3332.531391 sec): 3 clusters Score: Raw -2760036.528043 + Penalty 1960.604109 = -2758075.923934 nChanged 174 SP:Iteration 42Q (3332.615323 sec): 3 clusters Score: Raw -2760070.958272 + Penalty 1960.604109 = -2758110.354163 nChanged 180 SP:Iteration 43Q (3332.708521 sec): 3 clusters Score: Raw -2760103.156925 + Penalty 1960.604109 = -2758142.552816 nChanged 174 SP:Iteration 44Q (3332.788978 sec): 3 clusters Score: Raw -2760136.705317 + Penalty 1960.604109 = -2758176.101208 nChanged 175 SP:Iteration 45Q (3332.872823 sec): 3 clusters Score: Raw -2760172.982441 + Penalty 1960.604109 = -2758212.378332 nChanged 154 SP:Iteration 46Q (3332.958121 sec): 3 clusters Score: Raw -2760200.355334 + Penalty 1960.604109 = -2758239.751224 nChanged 160 SP:Iteration 47Q (3333.039554 sec): 3 clusters Score: Raw -2760225.182341 + Penalty 1960.604109 = -2758264.578232 nChanged 127 SP:Iteration 48Q (3333.113936 sec): 3 clusters Score: Raw -2760244.696938 + Penalty 1960.604109 = -2758284.092829 nChanged 126 SP:Iteration 49Q (3333.200787 sec): 3 clusters Score: Raw -2760261.553144 + Penalty 1960.604109 = -2758300.949035 nChanged 113 SP:Iteration 50Q (3333.285830 sec): 3 clusters Score: Raw -2760276.313252 + Penalty 1960.604109 = -2758315.709142 nChanged 110 SP:Iteration 51Q (3333.374968 sec): 3 clusters Score: Raw -2760288.987569 + Penalty 1960.604109 = -2758328.383460 nChanged 95 SP:Iteration 52Q (3333.460134 sec): 3 clusters Score: Raw -2760300.269987 + Penalty 1960.604109 = -2758339.665878 nChanged 98 SP:Iteration 53Q (3333.549583 sec): 3 clusters Score: Raw -2760313.309577 + Penalty 1960.604109 = -2758352.705468 nChanged 106 SP:Iteration 54Q (3333.637465 sec): 3 clusters Score: Raw -2760330.988478 + Penalty 1960.604109 = -2758370.384369 nChanged 111 SP:Iteration 55Q (3333.725469 sec): 3 clusters Score: Raw -2760346.909975 + Penalty 1960.604109 = -2758386.305866 nChanged 92 SP:Iteration 56Q (3333.808903 sec): 3 clusters Score: Raw -2760356.489531 + Penalty 1960.604109 = -2758395.885422 nChanged 75 SP:Iteration 57Q (3333.892730 sec): 3 clusters Score: Raw -2760364.964540 + Penalty 1960.604109 = -2758404.360431 nChanged 69 SP:Iteration 58Q (3333.973607 sec): 3 clusters Score: Raw -2760371.797844 + Penalty 1960.604109 = -2758411.193734 nChanged 53 SP:Iteration 59Q (3334.065111 sec): 3 clusters Score: Raw -2760376.617414 + Penalty 1960.604109 = -2758416.013305 nChanged 59 SP:Iteration 60F (3334.141400 sec): 3 clusters Score: Raw -2760382.865041 + Penalty 1960.604109 = -2758422.260931 nChanged 64 SP:Iteration 61Q (3334.227001 sec): 3 clusters Score: Raw -2760389.800437 + Penalty 1960.604109 = -2758429.196328 nChanged 63 SP:Iteration 62Q (3334.325877 sec): 3 clusters Score: Raw -2760397.549830 + Penalty 1960.604109 = -2758436.945721 nChanged 69 SP:Iteration 63Q (3334.416893 sec): 3 clusters Score: Raw -2760403.853207 + Penalty 1960.604109 = -2758443.249098 nChanged 49 SP:Iteration 64Q (3334.499289 sec): 3 clusters Score: Raw -2760408.205762 + Penalty 1960.604109 = -2758447.601653 nChanged 47 SP:Iteration 65Q (3334.591514 sec): 3 clusters Score: Raw -2760413.297648 + Penalty 1960.604109 = -2758452.693539 nChanged 48 SP:Iteration 66Q (3334.675294 sec): 3 clusters Score: Raw -2760418.441093 + Penalty 1960.604109 = -2758457.836984 nChanged 57 SP:Iteration 67Q (3334.759466 sec): 3 clusters Score: Raw -2760424.582182 + Penalty 1960.604109 = -2758463.978073 nChanged 51 SP:Iteration 68Q (3334.843910 sec): 3 clusters Score: Raw -2760429.818526 + Penalty 1960.604109 = -2758469.214416 nChanged 50 SP:Iteration 69Q (3334.943366 sec): 3 clusters Score: Raw -2760434.911499 + Penalty 1960.604109 = -2758474.307390 nChanged 56 SP:Iteration 70Q (3335.033928 sec): 3 clusters Score: Raw -2760440.109322 + Penalty 1960.604109 = -2758479.505212 nChanged 42 SP:Iteration 71Q (3335.115610 sec): 3 clusters Score: Raw -2760443.781923 + Penalty 1960.604109 = -2758483.177814 nChanged 41 SP:Iteration 72Q (3335.197180 sec): 3 clusters Score: Raw -2760447.156722 + Penalty 1960.604109 = -2758486.552613 nChanged 34 SP:Iteration 73Q (3335.267705 sec): 3 clusters Score: Raw -2760449.778417 + Penalty 1960.604109 = -2758489.174308 nChanged 25 SP:Iteration 74Q (3335.354155 sec): 3 clusters Score: Raw -2760451.571067 + Penalty 1960.604109 = -2758490.966958 nChanged 31 SP:Iteration 75Q (3335.425423 sec): 3 clusters Score: Raw -2760454.402174 + Penalty 1960.604109 = -2758493.798065 nChanged 30 SP:Iteration 76Q (3335.509120 sec): 3 clusters Score: Raw -2760457.280684 + Penalty 1960.604109 = -2758496.676575 nChanged 34 SP:Iteration 77Q (3335.599394 sec): 3 clusters Score: Raw -2760460.421485 + Penalty 1960.604109 = -2758499.817376 nChanged 35 SP:Iteration 78Q (3335.682013 sec): 3 clusters Score: Raw -2760463.786787 + Penalty 1960.604109 = -2758503.182677 nChanged 34 SP:Iteration 79Q (3335.769480 sec): 3 clusters Score: Raw -2760467.116331 + Penalty 1960.604109 = -2758506.512222 nChanged 38 SP:Iteration 80F (3335.847004 sec): 3 clusters Score: Raw -2760470.318494 + Penalty 1960.604109 = -2758509.714384 nChanged 22 SP:Iteration 81Q (3335.940395 sec): 3 clusters Score: Raw -2760471.960044 + Penalty 1960.604109 = -2758511.355935 nChanged 17 SP:Iteration 82Q (3336.028563 sec): 3 clusters Score: Raw -2760473.512082 + Penalty 1960.604109 = -2758512.907972 nChanged 19 SP:Iteration 83Q (3336.103447 sec): 3 clusters Score: Raw -2760474.815322 + Penalty 1960.604109 = -2758514.211213 nChanged 19 SP:Iteration 84Q (3336.189541 sec): 3 clusters Score: Raw -2760476.197374 + Penalty 1960.604109 = -2758515.593265 nChanged 26 SP:Iteration 85Q (3336.275761 sec): 3 clusters Score: Raw -2760478.590753 + Penalty 1960.604109 = -2758517.986643 nChanged 28 SP:Iteration 86Q (3336.360122 sec): 3 clusters Score: Raw -2760480.630373 + Penalty 1960.604109 = -2758520.026264 nChanged 23 SP:Iteration 87Q (3336.444268 sec): 3 clusters Score: Raw -2760482.194985 + Penalty 1960.604109 = -2758521.590875 nChanged 17 SP:Iteration 88Q (3336.519771 sec): 3 clusters Score: Raw -2760483.273439 + Penalty 1960.604109 = -2758522.669330 nChanged 22 SP:Iteration 89Q (3336.610451 sec): 3 clusters Score: Raw -2760485.451375 + Penalty 1960.604109 = -2758524.847266 nChanged 37 SP:Iteration 90Q (3336.692098 sec): 3 clusters Score: Raw -2760489.647204 + Penalty 1960.604109 = -2758529.043095 nChanged 37 SP:Iteration 91Q (3336.775397 sec): 3 clusters Score: Raw -2760493.618013 + Penalty 1960.604109 = -2758533.013904 nChanged 30 SP:Iteration 92Q (3336.850295 sec): 3 clusters Score: Raw -2760496.505419 + Penalty 1960.604109 = -2758535.901309 nChanged 32 SP:Iteration 93Q (3336.941966 sec): 3 clusters Score: Raw -2760500.437814 + Penalty 1960.604109 = -2758539.833705 nChanged 33 SP:Iteration 94Q (3337.015364 sec): 3 clusters Score: Raw -2760506.113317 + Penalty 1960.604109 = -2758545.509208 nChanged 44 SP:Iteration 95Q (3337.101357 sec): 3 clusters Score: Raw -2760512.503757 + Penalty 1960.604109 = -2758551.899647 nChanged 44 SP:Iteration 96Q (3337.185853 sec): 3 clusters Score: Raw -2760517.049091 + Penalty 1960.604109 = -2758556.444982 nChanged 41 SP:Iteration 97Q (3337.267632 sec): 3 clusters Score: Raw -2760521.465358 + Penalty 1960.604109 = -2758560.861249 nChanged 29 SP:Iteration 98Q (3337.352141 sec): 3 clusters Score: Raw -2760523.942168 + Penalty 1960.604109 = -2758563.338059 nChanged 30 SP:Iteration 99Q (3337.432581 sec): 3 clusters Score: Raw -2760525.818973 + Penalty 1960.604109 = -2758565.214864 nChanged 21 SP:Iteration 100F (3337.521640 sec): 3 clusters Score: Raw -2760527.309037 + Penalty 1960.604109 = -2758566.704928 nChanged 25 SP:Iteration 101Q (3337.603314 sec): 3 clusters Score: Raw -2760528.836839 + Penalty 1960.604109 = -2758568.232730 nChanged 21 SP:Iteration 102Q (3337.686351 sec): 3 clusters Score: Raw -2760530.228125 + Penalty 1960.604109 = -2758569.624016 nChanged 25 SP:Iteration 103Q (3337.768787 sec): 3 clusters Score: Raw -2760532.587529 + Penalty 1960.604109 = -2758571.983419 nChanged 31 SP:Iteration 104Q (3337.853054 sec): 3 clusters Score: Raw -2760534.847115 + Penalty 1960.604109 = -2758574.243006 nChanged 29 SP:Iteration 105Q (3337.926277 sec): 3 clusters Score: Raw -2760537.190572 + Penalty 1960.604109 = -2758576.586463 nChanged 19 SP:Iteration 106Q (3338.008758 sec): 3 clusters Score: Raw -2760539.321891 + Penalty 1960.604109 = -2758578.717782 nChanged 26 SP:Iteration 107Q (3338.077045 sec): 3 clusters Score: Raw -2760541.173335 + Penalty 1960.604109 = -2758580.569226 nChanged 20 SP:Iteration 108Q (3338.158723 sec): 3 clusters Score: Raw -2760542.647044 + Penalty 1960.604109 = -2758582.042935 nChanged 20 SP:Iteration 109Q (3338.249652 sec): 3 clusters Score: Raw -2760544.364135 + Penalty 1960.604109 = -2758583.760026 nChanged 16 SP:Iteration 110Q (3338.328829 sec): 3 clusters Score: Raw -2760545.558795 + Penalty 1960.604109 = -2758584.954686 nChanged 13 SP:Iteration 111Q (3338.412645 sec): 3 clusters Score: Raw -2760546.462401 + Penalty 1960.604109 = -2758585.858292 nChanged 17 SP:Iteration 112Q (3338.491848 sec): 3 clusters Score: Raw -2760547.467143 + Penalty 1960.604109 = -2758586.863034 nChanged 17 SP:Iteration 113Q (3338.565278 sec): 3 clusters Score: Raw -2760548.665509 + Penalty 1960.604109 = -2758588.061400 nChanged 15 SP:Iteration 114Q (3338.658386 sec): 3 clusters Score: Raw -2760549.638595 + Penalty 1960.604109 = -2758589.034486 nChanged 11 SP:Iteration 115Q (3338.738819 sec): 3 clusters Score: Raw -2760550.448284 + Penalty 1960.604109 = -2758589.844175 nChanged 9 SP:Iteration 116Q (3338.824344 sec): 3 clusters Score: Raw -2760550.985933 + Penalty 1960.604109 = -2758590.381823 nChanged 9 SP:Iteration 117Q (3338.908638 sec): 3 clusters Score: Raw -2760551.452646 + Penalty 1960.604109 = -2758590.848537 nChanged 7 SP:Iteration 118Q (3338.987539 sec): 3 clusters Score: Raw -2760552.189042 + Penalty 1960.604109 = -2758591.584933 nChanged 12 SP:Iteration 119Q (3339.052191 sec): 3 clusters Score: Raw -2760552.955645 + Penalty 1960.604109 = -2758592.351536 nChanged 4 SP:Iteration 120F (3339.139979 sec): 3 clusters Score: Raw -2760553.103999 + Penalty 1960.604109 = -2758592.499890 nChanged 1 SP:Iteration 121Q (3339.221241 sec): 3 clusters Score: Raw -2760553.187414 + Penalty 1960.604109 = -2758592.583305 nChanged 3 SP:Iteration 122Q (3339.309400 sec): 3 clusters Score: Raw -2760553.313749 + Penalty 1960.604109 = -2758592.709640 nChanged 2 SP:Iteration 123Q (3339.385666 sec): 3 clusters Score: Raw -2760553.368147 + Penalty 1960.604109 = -2758592.764038 nChanged 3 SP:Iteration 124Q (3339.467736 sec): 3 clusters Score: Raw -2760553.571827 + Penalty 1960.604109 = -2758592.967718 nChanged 3 SP:Iteration 125Q (3339.545298 sec): 3 clusters Score: Raw -2760553.725971 + Penalty 1960.604109 = -2758593.121861 nChanged 3 SP:Iteration 126Q (3339.630745 sec): 3 clusters Score: Raw -2760553.911535 + Penalty 1960.604109 = -2758593.307426 nChanged 2 SP:Iteration 127Q (3339.709379 sec): 3 clusters Score: Raw -2760554.004032 + Penalty 1960.604109 = -2758593.399922 nChanged 3 SP:Iteration 128Q (3339.793356 sec): 3 clusters Score: Raw -2760554.199075 + Penalty 1960.604109 = -2758593.594966 nChanged 2 SP:Iteration 129Q (3339.875989 sec): 3 clusters Score: Raw -2760554.349513 + Penalty 1960.604109 = -2758593.745403 nChanged 2 SP:Iteration 130Q (3339.968644 sec): 3 clusters Score: Raw -2760554.458422 + Penalty 1960.604109 = -2758593.854312 nChanged 3 SP:Iteration 131Q (3340.054996 sec): 3 clusters Score: Raw -2760554.663147 + Penalty 1960.604109 = -2758594.059038 nChanged 1 SP:Iteration 132Q (3340.141944 sec): 3 clusters Score: Raw -2760554.697269 + Penalty 1960.604109 = -2758594.093159 nChanged 0 SP:Iteration 133F (3340.224128 sec): 3 clusters Score: Raw -2760554.697269 + Penalty 1960.604109 = -2758594.093159 nChanged 0 Trying to split cluster 30 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3340.251541 sec): 2 clusters Score: Raw -23314.220046 + Penalty 554.584392 = -22759.635654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3340.289103 sec): 3 clusters Score: Raw -23284.177628 + Penalty 1109.168785 = -22175.008843 nChanged 100 SP:Iteration 1F (3340.337631 sec): 3 clusters Score: Raw -23413.562857 + Penalty 1109.168785 = -22304.394072 nChanged 21 SP:Iteration 2F (3340.382619 sec): 3 clusters Score: Raw -23491.223420 + Penalty 1109.168785 = -22382.054635 nChanged 22 SP:Iteration 3F (3340.427190 sec): 3 clusters Score: Raw -23523.369988 + Penalty 1109.168785 = -22414.201203 nChanged 8 SP:Iteration 4Q (3340.477714 sec): 3 clusters Score: Raw -23532.866557 + Penalty 1109.168785 = -22423.697772 nChanged 8 SP:Iteration 5Q (3340.526543 sec): 3 clusters Score: Raw -23544.351941 + Penalty 1109.168785 = -22435.183156 nChanged 8 SP:Iteration 6Q (3340.573731 sec): 3 clusters Score: Raw -23565.550602 + Penalty 1109.168785 = -22456.381817 nChanged 8 SP:Iteration 7Q (3340.610854 sec): 3 clusters Score: Raw -23594.855553 + Penalty 1109.168785 = -22485.686768 nChanged 4 SP:Iteration 8Q (3340.663895 sec): 3 clusters Score: Raw -23623.618904 + Penalty 1109.168785 = -22514.450119 nChanged 2 SP:Iteration 9Q (3340.716344 sec): 3 clusters Score: Raw -23627.381637 + Penalty 1109.168785 = -22518.212852 nChanged 1 SP:Iteration 10Q (3340.759859 sec): 3 clusters Score: Raw -23628.185525 + Penalty 1109.168785 = -22519.016740 nChanged 0 SP:Iteration 11F (3340.805730 sec): 3 clusters Score: Raw -23628.185525 + Penalty 1109.168785 = -22519.016740 nChanged 0 Trying to split cluster 31 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3340.835218 sec): 2 clusters Score: Raw -135769.054600 + Penalty 708.637195 = -135060.417405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3340.872900 sec): 3 clusters Score: Raw -134926.889209 + Penalty 1417.274390 = -133509.614819 nChanged 667 SP:Iteration 1F (3340.919910 sec): 3 clusters Score: Raw -135388.954248 + Penalty 1417.274390 = -133971.679858 nChanged 159 SP:Iteration 2F (3340.968585 sec): 3 clusters Score: Raw -135575.575735 + Penalty 1417.274390 = -134158.301344 nChanged 126 SP:Iteration 3F (3341.017090 sec): 3 clusters Score: Raw -135691.981055 + Penalty 1417.274390 = -134274.706665 nChanged 101 SP:Iteration 4F (3341.057791 sec): 3 clusters Score: Raw -135763.357734 + Penalty 1417.274390 = -134346.083343 nChanged 70 SP:Iteration 5Q (3341.096052 sec): 3 clusters Score: Raw -135810.228287 + Penalty 1417.274390 = -134392.953897 nChanged 49 SP:Iteration 6Q (3341.148710 sec): 3 clusters Score: Raw -135841.615656 + Penalty 1417.274390 = -134424.341266 nChanged 45 SP:Iteration 7Q (3341.192778 sec): 3 clusters Score: Raw -135868.736820 + Penalty 1417.274390 = -134451.462430 nChanged 43 SP:Iteration 8Q (3341.233139 sec): 3 clusters Score: Raw -135891.441051 + Penalty 1417.274390 = -134474.166661 nChanged 34 SP:Iteration 9Q (3341.272055 sec): 3 clusters Score: Raw -135919.150009 + Penalty 1417.274390 = -134501.875619 nChanged 33 SP:Iteration 10Q (3341.315362 sec): 3 clusters Score: Raw -135945.113840 + Penalty 1417.274390 = -134527.839450 nChanged 31 SP:Iteration 11Q (3341.353774 sec): 3 clusters Score: Raw -135970.711342 + Penalty 1417.274390 = -134553.436952 nChanged 35 SP:Iteration 12Q (3341.401667 sec): 3 clusters Score: Raw -135990.998765 + Penalty 1417.274390 = -134573.724375 nChanged 29 SP:Iteration 13Q (3341.438686 sec): 3 clusters Score: Raw -136010.159073 + Penalty 1417.274390 = -134592.884683 nChanged 29 SP:Iteration 14Q (3341.488543 sec): 3 clusters Score: Raw -136026.592994 + Penalty 1417.274390 = -134609.318604 nChanged 18 SP:Iteration 15Q (3341.535864 sec): 3 clusters Score: Raw -136035.405624 + Penalty 1417.274390 = -134618.131234 nChanged 13 SP:Iteration 16Q (3341.583383 sec): 3 clusters Score: Raw -136042.120579 + Penalty 1417.274390 = -134624.846189 nChanged 12 SP:Iteration 17Q (3341.635152 sec): 3 clusters Score: Raw -136049.740288 + Penalty 1417.274390 = -134632.465897 nChanged 13 SP:Iteration 18Q (3341.681980 sec): 3 clusters Score: Raw -136054.899266 + Penalty 1417.274390 = -134637.624875 nChanged 6 SP:Iteration 19Q (3341.726201 sec): 3 clusters Score: Raw -136057.406015 + Penalty 1417.274390 = -134640.131625 nChanged 7 SP:Iteration 20F (3341.768134 sec): 3 clusters Score: Raw -136060.647036 + Penalty 1417.274390 = -134643.372646 nChanged 8 SP:Iteration 21Q (3341.825302 sec): 3 clusters Score: Raw -136064.205160 + Penalty 1417.274390 = -134646.930770 nChanged 4 SP:Iteration 22Q (3341.869843 sec): 3 clusters Score: Raw -136066.831093 + Penalty 1417.274390 = -134649.556703 nChanged 4 SP:Iteration 23Q (3341.914901 sec): 3 clusters Score: Raw -136069.494168 + Penalty 1417.274390 = -134652.219778 nChanged 4 SP:Iteration 24Q (3341.964332 sec): 3 clusters Score: Raw -136071.399323 + Penalty 1417.274390 = -134654.124933 nChanged 4 SP:Iteration 25Q (3342.002834 sec): 3 clusters Score: Raw -136073.302085 + Penalty 1417.274390 = -134656.027695 nChanged 5 SP:Iteration 26Q (3342.060978 sec): 3 clusters Score: Raw -136076.972148 + Penalty 1417.274390 = -134659.697758 nChanged 7 SP:Iteration 27Q (3342.099973 sec): 3 clusters Score: Raw -136081.213459 + Penalty 1417.274390 = -134663.939069 nChanged 7 SP:Iteration 28Q (3342.141882 sec): 3 clusters Score: Raw -136085.750744 + Penalty 1417.274390 = -134668.476354 nChanged 9 SP:Iteration 29Q (3342.186563 sec): 3 clusters Score: Raw -136091.654781 + Penalty 1417.274390 = -134674.380391 nChanged 9 SP:Iteration 30Q (3342.235929 sec): 3 clusters Score: Raw -136097.492551 + Penalty 1417.274390 = -134680.218161 nChanged 9 SP:Iteration 31Q (3342.282787 sec): 3 clusters Score: Raw -136103.845736 + Penalty 1417.274390 = -134686.571345 nChanged 9 SP:Iteration 32Q (3342.330565 sec): 3 clusters Score: Raw -136108.887845 + Penalty 1417.274390 = -134691.613455 nChanged 8 SP:Iteration 33Q (3342.380373 sec): 3 clusters Score: Raw -136113.438583 + Penalty 1417.274390 = -134696.164193 nChanged 9 SP:Iteration 34Q (3342.425120 sec): 3 clusters Score: Raw -136115.961674 + Penalty 1417.274390 = -134698.687284 nChanged 4 SP:Iteration 35Q (3342.465576 sec): 3 clusters Score: Raw -136117.102959 + Penalty 1417.274390 = -134699.828569 nChanged 3 SP:Iteration 36Q (3342.512485 sec): 3 clusters Score: Raw -136117.483302 + Penalty 1417.274390 = -134700.208912 nChanged 0 SP:Iteration 37F (3342.557649 sec): 3 clusters Score: Raw -136117.483302 + Penalty 1417.274390 = -134700.208912 nChanged 0 Trying to split cluster 32 (65937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3342.661585 sec): 2 clusters Score: Raw -5921517.895450 + Penalty 1054.163227 = -5920463.732223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3342.801435 sec): 3 clusters Score: Raw -5878572.832720 + Penalty 2108.326454 = -5876464.506266 nChanged 31676 SP:Iteration 1F (3342.930459 sec): 3 clusters Score: Raw -5897808.056107 + Penalty 2108.326454 = -5895699.729653 nChanged 3175 SP:Iteration 2Q (3343.062449 sec): 3 clusters Score: Raw -5899183.982672 + Penalty 2108.326454 = -5897075.656219 nChanged 3640 SP:Iteration 3F (3343.190042 sec): 3 clusters Score: Raw -5901087.854994 + Penalty 2108.326454 = -5898979.528540 nChanged 4026 SP:Iteration 4F (3343.318200 sec): 3 clusters Score: Raw -5903602.876623 + Penalty 2108.326454 = -5901494.550170 nChanged 4316 SP:Iteration 5F (3343.440597 sec): 3 clusters Score: Raw -5906650.762278 + Penalty 2108.326454 = -5904542.435824 nChanged 4212 SP:Iteration 6F (3343.571297 sec): 3 clusters Score: Raw -5909742.958470 + Penalty 2108.326454 = -5907634.632016 nChanged 3503 SP:Iteration 7F (3343.704259 sec): 3 clusters Score: Raw -5911802.869335 + Penalty 2108.326454 = -5909694.542881 nChanged 2369 SP:Iteration 8Q (3343.838834 sec): 3 clusters Score: Raw -5912771.168874 + Penalty 2108.326454 = -5910662.842421 nChanged 1505 SP:Iteration 9Q (3343.979410 sec): 3 clusters Score: Raw -5913267.443179 + Penalty 2108.326454 = -5911159.116725 nChanged 1196 SP:Iteration 10Q (3344.104231 sec): 3 clusters Score: Raw -5913654.790185 + Penalty 2108.326454 = -5911546.463732 nChanged 1040 SP:Iteration 11Q (3344.237889 sec): 3 clusters Score: Raw -5913981.951508 + Penalty 2108.326454 = -5911873.625055 nChanged 1018 SP:Iteration 12Q (3344.362921 sec): 3 clusters Score: Raw -5914302.119600 + Penalty 2108.326454 = -5912193.793146 nChanged 979 SP:Iteration 13Q (3344.487582 sec): 3 clusters Score: Raw -5914594.454255 + Penalty 2108.326454 = -5912486.127801 nChanged 975 SP:Iteration 14Q (3344.616616 sec): 3 clusters Score: Raw -5914878.746553 + Penalty 2108.326454 = -5912770.420099 nChanged 973 SP:Iteration 15Q (3344.752872 sec): 3 clusters Score: Raw -5915164.039189 + Penalty 2108.326454 = -5913055.712735 nChanged 981 SP:Iteration 16Q (3344.883745 sec): 3 clusters Score: Raw -5915466.419725 + Penalty 2108.326454 = -5913358.093271 nChanged 1050 SP:Iteration 17Q (3345.014071 sec): 3 clusters Score: Raw -5915809.276511 + Penalty 2108.326454 = -5913700.950057 nChanged 1043 SP:Iteration 18Q (3345.140914 sec): 3 clusters Score: Raw -5916155.162590 + Penalty 2108.326454 = -5914046.836136 nChanged 1040 SP:Iteration 19Q (3345.279533 sec): 3 clusters Score: Raw -5916515.743137 + Penalty 2108.326454 = -5914407.416684 nChanged 1014 SP:Iteration 20F (3345.409887 sec): 3 clusters Score: Raw -5916876.649583 + Penalty 2108.326454 = -5914768.323130 nChanged 974 SP:Iteration 21Q (3345.538871 sec): 3 clusters Score: Raw -5917231.123440 + Penalty 2108.326454 = -5915122.796986 nChanged 973 SP:Iteration 22Q (3345.678314 sec): 3 clusters Score: Raw -5917586.042910 + Penalty 2108.326454 = -5915477.716456 nChanged 913 SP:Iteration 23Q (3345.812398 sec): 3 clusters Score: Raw -5917927.920584 + Penalty 2108.326454 = -5915819.594130 nChanged 922 SP:Iteration 24Q (3345.937615 sec): 3 clusters Score: Raw -5918290.631251 + Penalty 2108.326454 = -5916182.304797 nChanged 899 SP:Iteration 25Q (3346.062924 sec): 3 clusters Score: Raw -5918653.443464 + Penalty 2108.326454 = -5916545.117010 nChanged 805 SP:Iteration 26Q (3346.176874 sec): 3 clusters Score: Raw -5918984.506345 + Penalty 2108.326454 = -5916876.179892 nChanged 762 SP:Iteration 27Q (3346.302557 sec): 3 clusters Score: Raw -5919314.474241 + Penalty 2108.326454 = -5917206.147787 nChanged 733 SP:Iteration 28Q (3346.426490 sec): 3 clusters Score: Raw -5919634.413518 + Penalty 2108.326454 = -5917526.087064 nChanged 647 SP:Iteration 29Q (3346.549848 sec): 3 clusters Score: Raw -5919913.245088 + Penalty 2108.326454 = -5917804.918634 nChanged 578 SP:Iteration 30Q (3346.677571 sec): 3 clusters Score: Raw -5920171.581803 + Penalty 2108.326454 = -5918063.255349 nChanged 564 SP:Iteration 31Q (3346.791689 sec): 3 clusters Score: Raw -5920436.429134 + Penalty 2108.326454 = -5918328.102681 nChanged 511 SP:Iteration 32Q (3346.901565 sec): 3 clusters Score: Raw -5920674.017030 + Penalty 2108.326454 = -5918565.690577 nChanged 446 SP:Iteration 33Q (3347.013205 sec): 3 clusters Score: Raw -5920878.888023 + Penalty 2108.326454 = -5918770.561569 nChanged 375 SP:Iteration 34Q (3347.133385 sec): 3 clusters Score: Raw -5921054.537170 + Penalty 2108.326454 = -5918946.210716 nChanged 335 SP:Iteration 35Q (3347.248770 sec): 3 clusters Score: Raw -5921203.550351 + Penalty 2108.326454 = -5919095.223897 nChanged 294 SP:Iteration 36Q (3347.364813 sec): 3 clusters Score: Raw -5921347.387825 + Penalty 2108.326454 = -5919239.061371 nChanged 258 SP:Iteration 37Q (3347.490673 sec): 3 clusters Score: Raw -5921462.488880 + Penalty 2108.326454 = -5919354.162426 nChanged 189 SP:Iteration 38Q (3347.605679 sec): 3 clusters Score: Raw -5921541.594186 + Penalty 2108.326454 = -5919433.267732 nChanged 148 SP:Iteration 39Q (3347.720926 sec): 3 clusters Score: Raw -5921601.418763 + Penalty 2108.326454 = -5919493.092310 nChanged 131 SP:Iteration 40F (3347.852565 sec): 3 clusters Score: Raw -5921664.420550 + Penalty 2108.326454 = -5919556.094096 nChanged 111 SP:Iteration 41Q (3347.958836 sec): 3 clusters Score: Raw -5921711.326751 + Penalty 2108.326454 = -5919603.000297 nChanged 94 SP:Iteration 42Q (3348.072743 sec): 3 clusters Score: Raw -5921747.505442 + Penalty 2108.326454 = -5919639.178988 nChanged 67 SP:Iteration 43Q (3348.189488 sec): 3 clusters Score: Raw -5921772.694065 + Penalty 2108.326454 = -5919664.367612 nChanged 58 SP:Iteration 44Q (3348.303288 sec): 3 clusters Score: Raw -5921788.442515 + Penalty 2108.326454 = -5919680.116061 nChanged 47 SP:Iteration 45Q (3348.399731 sec): 3 clusters Score: Raw -5921803.103931 + Penalty 2108.326454 = -5919694.777477 nChanged 38 SP:Iteration 46Q (3348.518131 sec): 3 clusters Score: Raw -5921815.684064 + Penalty 2108.326454 = -5919707.357610 nChanged 30 SP:Iteration 47Q (3348.624392 sec): 3 clusters Score: Raw -5921824.926269 + Penalty 2108.326454 = -5919716.599815 nChanged 26 SP:Iteration 48Q (3348.735091 sec): 3 clusters Score: Raw -5921832.489532 + Penalty 2108.326454 = -5919724.163079 nChanged 17 SP:Iteration 49Q (3348.849534 sec): 3 clusters Score: Raw -5921837.135851 + Penalty 2108.326454 = -5919728.809397 nChanged 22 SP:Iteration 50Q (3348.958564 sec): 3 clusters Score: Raw -5921842.853518 + Penalty 2108.326454 = -5919734.527065 nChanged 16 SP:Iteration 51Q (3349.067617 sec): 3 clusters Score: Raw -5921846.158493 + Penalty 2108.326454 = -5919737.832039 nChanged 7 SP:Iteration 52Q (3349.176402 sec): 3 clusters Score: Raw -5921847.426881 + Penalty 2108.326454 = -5919739.100427 nChanged 9 SP:Iteration 53Q (3349.290738 sec): 3 clusters Score: Raw -5921848.973134 + Penalty 2108.326454 = -5919740.646680 nChanged 3 SP:Iteration 54Q (3349.403240 sec): 3 clusters Score: Raw -5921849.503713 + Penalty 2108.326454 = -5919741.177259 nChanged 3 SP:Iteration 55Q (3349.513377 sec): 3 clusters Score: Raw -5921850.045951 + Penalty 2108.326454 = -5919741.719498 nChanged 6 SP:Iteration 56Q (3349.629372 sec): 3 clusters Score: Raw -5921850.927823 + Penalty 2108.326454 = -5919742.601370 nChanged 5 SP:Iteration 57Q (3349.737417 sec): 3 clusters Score: Raw -5921851.700035 + Penalty 2108.326454 = -5919743.373581 nChanged 6 SP:Iteration 58Q (3349.841118 sec): 3 clusters Score: Raw -5921852.538037 + Penalty 2108.326454 = -5919744.211583 nChanged 1 SP:Iteration 59Q (3349.953800 sec): 3 clusters Score: Raw -5921853.138173 + Penalty 2108.326454 = -5919744.811720 nChanged 2 SP:Iteration 60F (3350.082467 sec): 3 clusters Score: Raw -5921853.444268 + Penalty 2108.326454 = -5919745.117814 nChanged 1 SP:Iteration 61Q (3350.194870 sec): 3 clusters Score: Raw -5921853.517501 + Penalty 2108.326454 = -5919745.191047 nChanged 1 SP:Iteration 62Q (3350.302426 sec): 3 clusters Score: Raw -5921853.567297 + Penalty 2108.326454 = -5919745.240843 nChanged 1 SP:Iteration 63Q (3350.419631 sec): 3 clusters Score: Raw -5921853.661868 + Penalty 2108.326454 = -5919745.335414 nChanged 1 SP:Iteration 64Q (3350.529333 sec): 3 clusters Score: Raw -5921853.775469 + Penalty 2108.326454 = -5919745.449016 nChanged 1 SP:Iteration 65Q (3350.646422 sec): 3 clusters Score: Raw -5921853.928783 + Penalty 2108.326454 = -5919745.602329 nChanged 0 SP:Iteration 66F (3350.779069 sec): 3 clusters Score: Raw -5921853.928783 + Penalty 2108.326454 = -5919745.602329 nChanged 0 Trying to split cluster 33 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3350.804977 sec): 2 clusters Score: Raw -11602.805921 + Penalty 515.370252 = -11087.435669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3350.852197 sec): 3 clusters Score: Raw -11708.649642 + Penalty 1030.740503 = -10677.909139 nChanged 67 SP:Iteration 1F (3350.893601 sec): 3 clusters Score: Raw -11889.143559 + Penalty 1030.740503 = -10858.403056 nChanged 17 SP:Iteration 2F (3350.937473 sec): 3 clusters Score: Raw -11951.681795 + Penalty 1030.740503 = -10920.941292 nChanged 7 SP:Iteration 3Q (3350.982639 sec): 3 clusters Score: Raw -11979.444101 + Penalty 1030.740503 = -10948.703598 nChanged 4 SP:Iteration 4Q (3351.027237 sec): 3 clusters Score: Raw -11984.560135 + Penalty 1030.740503 = -10953.819632 nChanged 2 SP:Iteration 5Q (3351.071345 sec): 3 clusters Score: Raw -11986.820086 + Penalty 1030.740503 = -10956.079583 nChanged 2 SP:Iteration 6Q (3351.107164 sec): 3 clusters Score: Raw -12004.185219 + Penalty 1030.740503 = -10973.444716 nChanged 4 SP:Iteration 7Q (3351.153270 sec): 3 clusters Score: Raw -12051.812956 + Penalty 1030.740503 = -11021.072453 nChanged 1 SP:Iteration 8Q (3351.197267 sec): 3 clusters Score: Raw -12053.823542 + Penalty 1030.740503 = -11023.083039 nChanged 2 SP:Iteration 9Q (3351.243034 sec): 3 clusters Score: Raw -12070.066687 + Penalty 1030.740503 = -11039.326184 nChanged 2 SP:Iteration 10Q (3351.292377 sec): 3 clusters Score: Raw -12072.324200 + Penalty 1030.740503 = -11041.583697 nChanged 0 SP:Iteration 11F (3351.342336 sec): 3 clusters Score: Raw -12072.324200 + Penalty 1030.740503 = -11041.583697 nChanged 0 Trying to split cluster 34 (8931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3351.367983 sec): 2 clusters Score: Raw -809362.003676 + Penalty 864.241947 = -808497.761729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3351.421633 sec): 3 clusters Score: Raw -804068.086766 + Penalty 1728.483893 = -802339.602872 nChanged 4014 SP:Iteration 1F (3351.476148 sec): 3 clusters Score: Raw -806216.834740 + Penalty 1728.483893 = -804488.350846 nChanged 524 SP:Iteration 2F (3351.534476 sec): 3 clusters Score: Raw -806459.142457 + Penalty 1728.483893 = -804730.658564 nChanged 484 SP:Iteration 3F (3351.594822 sec): 3 clusters Score: Raw -806685.339736 + Penalty 1728.483893 = -804956.855842 nChanged 451 SP:Iteration 4F (3351.655775 sec): 3 clusters Score: Raw -806889.380467 + Penalty 1728.483893 = -805160.896574 nChanged 429 SP:Iteration 5Q (3351.700170 sec): 3 clusters Score: Raw -807077.123191 + Penalty 1728.483893 = -805348.639297 nChanged 387 SP:Iteration 6Q (3351.757425 sec): 3 clusters Score: Raw -807238.124784 + Penalty 1728.483893 = -805509.640891 nChanged 345 SP:Iteration 7Q (3351.815241 sec): 3 clusters Score: Raw -807410.502880 + Penalty 1728.483893 = -805682.018987 nChanged 387 SP:Iteration 8Q (3351.868507 sec): 3 clusters Score: Raw -807647.857564 + Penalty 1728.483893 = -805919.373670 nChanged 415 SP:Iteration 9Q (3351.929261 sec): 3 clusters Score: Raw -807920.597155 + Penalty 1728.483893 = -806192.113261 nChanged 405 SP:Iteration 10Q (3351.986661 sec): 3 clusters Score: Raw -808173.877402 + Penalty 1728.483893 = -806445.393508 nChanged 327 SP:Iteration 11Q (3352.054051 sec): 3 clusters Score: Raw -808334.756291 + Penalty 1728.483893 = -806606.272398 nChanged 231 SP:Iteration 12Q (3352.096130 sec): 3 clusters Score: Raw -808409.822161 + Penalty 1728.483893 = -806681.338268 nChanged 154 SP:Iteration 13Q (3352.153410 sec): 3 clusters Score: Raw -808449.272331 + Penalty 1728.483893 = -806720.788438 nChanged 117 SP:Iteration 14Q (3352.204427 sec): 3 clusters Score: Raw -808475.187515 + Penalty 1728.483893 = -806746.703621 nChanged 88 SP:Iteration 15Q (3352.271290 sec): 3 clusters Score: Raw -808496.982389 + Penalty 1728.483893 = -806768.498496 nChanged 74 SP:Iteration 16Q (3352.330832 sec): 3 clusters Score: Raw -808516.009600 + Penalty 1728.483893 = -806787.525707 nChanged 75 SP:Iteration 17Q (3352.382422 sec): 3 clusters Score: Raw -808535.370095 + Penalty 1728.483893 = -806806.886201 nChanged 81 SP:Iteration 18Q (3352.431762 sec): 3 clusters Score: Raw -808556.390930 + Penalty 1728.483893 = -806827.907037 nChanged 90 SP:Iteration 19Q (3352.496196 sec): 3 clusters Score: Raw -808581.884933 + Penalty 1728.483893 = -806853.401040 nChanged 87 SP:Iteration 20F (3352.550375 sec): 3 clusters Score: Raw -808605.928352 + Penalty 1728.483893 = -806877.444459 nChanged 89 SP:Iteration 21Q (3352.611894 sec): 3 clusters Score: Raw -808626.276795 + Penalty 1728.483893 = -806897.792901 nChanged 75 SP:Iteration 22Q (3352.668965 sec): 3 clusters Score: Raw -808640.942404 + Penalty 1728.483893 = -806912.458511 nChanged 66 SP:Iteration 23Q (3352.717346 sec): 3 clusters Score: Raw -808655.065101 + Penalty 1728.483893 = -806926.581208 nChanged 69 SP:Iteration 24Q (3352.769242 sec): 3 clusters Score: Raw -808671.099054 + Penalty 1728.483893 = -806942.615161 nChanged 72 SP:Iteration 25Q (3352.827623 sec): 3 clusters Score: Raw -808690.787938 + Penalty 1728.483893 = -806962.304044 nChanged 86 SP:Iteration 26Q (3352.882091 sec): 3 clusters Score: Raw -808722.459851 + Penalty 1728.483893 = -806993.975957 nChanged 88 SP:Iteration 27Q (3352.945361 sec): 3 clusters Score: Raw -808752.357839 + Penalty 1728.483893 = -807023.873946 nChanged 73 SP:Iteration 28Q (3353.003184 sec): 3 clusters Score: Raw -808772.895487 + Penalty 1728.483893 = -807044.411594 nChanged 84 SP:Iteration 29Q (3353.056301 sec): 3 clusters Score: Raw -808795.642564 + Penalty 1728.483893 = -807067.158671 nChanged 79 SP:Iteration 30Q (3353.109419 sec): 3 clusters Score: Raw -808817.256043 + Penalty 1728.483893 = -807088.772149 nChanged 79 SP:Iteration 31Q (3353.169421 sec): 3 clusters Score: Raw -808836.982030 + Penalty 1728.483893 = -807108.498137 nChanged 71 SP:Iteration 32Q (3353.226569 sec): 3 clusters Score: Raw -808854.627954 + Penalty 1728.483893 = -807126.144061 nChanged 64 SP:Iteration 33Q (3353.281988 sec): 3 clusters Score: Raw -808871.924186 + Penalty 1728.483893 = -807143.440292 nChanged 56 SP:Iteration 34Q (3353.327528 sec): 3 clusters Score: Raw -808886.003591 + Penalty 1728.483893 = -807157.519698 nChanged 64 SP:Iteration 35Q (3353.379915 sec): 3 clusters Score: Raw -808901.670183 + Penalty 1728.483893 = -807173.186289 nChanged 62 SP:Iteration 36Q (3353.446963 sec): 3 clusters Score: Raw -808915.412534 + Penalty 1728.483893 = -807186.928640 nChanged 60 SP:Iteration 37Q (3353.497098 sec): 3 clusters Score: Raw -808926.921424 + Penalty 1728.483893 = -807198.437531 nChanged 52 SP:Iteration 38Q (3353.552689 sec): 3 clusters Score: Raw -808935.408223 + Penalty 1728.483893 = -807206.924329 nChanged 40 SP:Iteration 39Q (3353.597432 sec): 3 clusters Score: Raw -808941.796690 + Penalty 1728.483893 = -807213.312796 nChanged 40 SP:Iteration 40F (3353.648886 sec): 3 clusters Score: Raw -808948.491434 + Penalty 1728.483893 = -807220.007541 nChanged 36 SP:Iteration 41Q (3353.705838 sec): 3 clusters Score: Raw -808953.584656 + Penalty 1728.483893 = -807225.100763 nChanged 38 SP:Iteration 42Q (3353.758478 sec): 3 clusters Score: Raw -808959.368444 + Penalty 1728.483893 = -807230.884550 nChanged 34 SP:Iteration 43Q (3353.807406 sec): 3 clusters Score: Raw -808965.428927 + Penalty 1728.483893 = -807236.945033 nChanged 38 SP:Iteration 44Q (3353.865102 sec): 3 clusters Score: Raw -808971.102655 + Penalty 1728.483893 = -807242.618762 nChanged 30 SP:Iteration 45Q (3353.916923 sec): 3 clusters Score: Raw -808975.361559 + Penalty 1728.483893 = -807246.877665 nChanged 34 SP:Iteration 46Q (3353.969433 sec): 3 clusters Score: Raw -808980.596259 + Penalty 1728.483893 = -807252.112366 nChanged 35 SP:Iteration 47Q (3354.015108 sec): 3 clusters Score: Raw -808986.631879 + Penalty 1728.483893 = -807258.147986 nChanged 29 SP:Iteration 48Q (3354.069385 sec): 3 clusters Score: Raw -808989.746582 + Penalty 1728.483893 = -807261.262689 nChanged 31 SP:Iteration 49Q (3354.126280 sec): 3 clusters Score: Raw -808994.694978 + Penalty 1728.483893 = -807266.211085 nChanged 34 SP:Iteration 50Q (3354.174034 sec): 3 clusters Score: Raw -809000.695485 + Penalty 1728.483893 = -807272.211592 nChanged 23 SP:Iteration 51Q (3354.221858 sec): 3 clusters Score: Raw -809004.666207 + Penalty 1728.483893 = -807276.182314 nChanged 27 SP:Iteration 52Q (3354.284984 sec): 3 clusters Score: Raw -809009.186509 + Penalty 1728.483893 = -807280.702615 nChanged 24 SP:Iteration 53Q (3354.328318 sec): 3 clusters Score: Raw -809012.681091 + Penalty 1728.483893 = -807284.197198 nChanged 26 SP:Iteration 54Q (3354.375207 sec): 3 clusters Score: Raw -809016.555273 + Penalty 1728.483893 = -807288.071380 nChanged 26 SP:Iteration 55Q (3354.429717 sec): 3 clusters Score: Raw -809019.778200 + Penalty 1728.483893 = -807291.294307 nChanged 18 SP:Iteration 56Q (3354.477843 sec): 3 clusters Score: Raw -809021.684635 + Penalty 1728.483893 = -807293.200742 nChanged 21 SP:Iteration 57Q (3354.532781 sec): 3 clusters Score: Raw -809023.852592 + Penalty 1728.483893 = -807295.368698 nChanged 17 SP:Iteration 58Q (3354.591848 sec): 3 clusters Score: Raw -809025.513566 + Penalty 1728.483893 = -807297.029672 nChanged 14 SP:Iteration 59Q (3354.646004 sec): 3 clusters Score: Raw -809027.130655 + Penalty 1728.483893 = -807298.646762 nChanged 12 SP:Iteration 60F (3354.701163 sec): 3 clusters Score: Raw -809028.051930 + Penalty 1728.483893 = -807299.568036 nChanged 15 SP:Iteration 61Q (3354.756200 sec): 3 clusters Score: Raw -809029.623373 + Penalty 1728.483893 = -807301.139480 nChanged 10 SP:Iteration 62Q (3354.802568 sec): 3 clusters Score: Raw -809031.002854 + Penalty 1728.483893 = -807302.518961 nChanged 18 SP:Iteration 63Q (3354.860362 sec): 3 clusters Score: Raw -809033.593901 + Penalty 1728.483893 = -807305.110008 nChanged 17 SP:Iteration 64Q (3354.915877 sec): 3 clusters Score: Raw -809035.840893 + Penalty 1728.483893 = -807307.356999 nChanged 16 SP:Iteration 65Q (3354.974531 sec): 3 clusters Score: Raw -809038.020031 + Penalty 1728.483893 = -807309.536138 nChanged 20 SP:Iteration 66Q (3355.023090 sec): 3 clusters Score: Raw -809041.073020 + Penalty 1728.483893 = -807312.589127 nChanged 24 SP:Iteration 67Q (3355.082570 sec): 3 clusters Score: Raw -809045.427402 + Penalty 1728.483893 = -807316.943509 nChanged 27 SP:Iteration 68Q (3355.144215 sec): 3 clusters Score: Raw -809050.213626 + Penalty 1728.483893 = -807321.729732 nChanged 37 SP:Iteration 69Q (3355.204252 sec): 3 clusters Score: Raw -809056.857464 + Penalty 1728.483893 = -807328.373571 nChanged 25 SP:Iteration 70Q (3355.262761 sec): 3 clusters Score: Raw -809060.439290 + Penalty 1728.483893 = -807331.955397 nChanged 20 SP:Iteration 71Q (3355.318021 sec): 3 clusters Score: Raw -809062.448832 + Penalty 1728.483893 = -807333.964939 nChanged 12 SP:Iteration 72Q (3355.371450 sec): 3 clusters Score: Raw -809063.388175 + Penalty 1728.483893 = -807334.904281 nChanged 10 SP:Iteration 73Q (3355.425659 sec): 3 clusters Score: Raw -809064.724417 + Penalty 1728.483893 = -807336.240524 nChanged 11 SP:Iteration 74Q (3355.480383 sec): 3 clusters Score: Raw -809065.592592 + Penalty 1728.483893 = -807337.108698 nChanged 8 SP:Iteration 75Q (3355.534918 sec): 3 clusters Score: Raw -809066.234040 + Penalty 1728.483893 = -807337.750146 nChanged 5 SP:Iteration 76Q (3355.583139 sec): 3 clusters Score: Raw -809066.826157 + Penalty 1728.483893 = -807338.342263 nChanged 7 SP:Iteration 77Q (3355.644689 sec): 3 clusters Score: Raw -809067.610404 + Penalty 1728.483893 = -807339.126510 nChanged 8 SP:Iteration 78Q (3355.704337 sec): 3 clusters Score: Raw -809068.295105 + Penalty 1728.483893 = -807339.811212 nChanged 7 SP:Iteration 79Q (3355.750903 sec): 3 clusters Score: Raw -809069.118209 + Penalty 1728.483893 = -807340.634315 nChanged 8 SP:Iteration 80F (3355.802777 sec): 3 clusters Score: Raw -809070.005494 + Penalty 1728.483893 = -807341.521600 nChanged 6 SP:Iteration 81Q (3355.853519 sec): 3 clusters Score: Raw -809070.710040 + Penalty 1728.483893 = -807342.226147 nChanged 8 SP:Iteration 82Q (3355.916362 sec): 3 clusters Score: Raw -809071.627958 + Penalty 1728.483893 = -807343.144065 nChanged 3 SP:Iteration 83Q (3355.960965 sec): 3 clusters Score: Raw -809072.096796 + Penalty 1728.483893 = -807343.612903 nChanged 5 SP:Iteration 84Q (3356.023875 sec): 3 clusters Score: Raw -809072.359105 + Penalty 1728.483893 = -807343.875212 nChanged 3 SP:Iteration 85Q (3356.084167 sec): 3 clusters Score: Raw -809072.497179 + Penalty 1728.483893 = -807344.013286 nChanged 0 SP:Iteration 86F (3356.130226 sec): 3 clusters Score: Raw -809072.497179 + Penalty 1728.483893 = -807344.013286 nChanged 0 Trying to split cluster 35 (151408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3356.314768 sec): 2 clusters Score: Raw -13517400.221979 + Penalty 1133.134679 = -13516267.087301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3356.565186 sec): 3 clusters Score: Raw -13416499.684569 + Penalty 2266.269357 = -13414233.415212 nChanged 73740 SP:Iteration 1F (3356.796238 sec): 3 clusters Score: Raw -13460024.168963 + Penalty 2266.269357 = -13457757.899606 nChanged 5538 SP:Iteration 2Q (3357.042490 sec): 3 clusters Score: Raw -13461438.286671 + Penalty 2266.269357 = -13459172.017314 nChanged 5700 SP:Iteration 3Q (3357.289589 sec): 3 clusters Score: Raw -13463081.167863 + Penalty 2266.269357 = -13460814.898506 nChanged 6118 SP:Iteration 4Q (3357.548776 sec): 3 clusters Score: Raw -13465207.389621 + Penalty 2266.269357 = -13462941.120264 nChanged 6790 SP:Iteration 5Q (3357.807215 sec): 3 clusters Score: Raw -13468072.410637 + Penalty 2266.269357 = -13465806.141280 nChanged 7629 SP:Iteration 6F (3358.036205 sec): 3 clusters Score: Raw -13472039.216645 + Penalty 2266.269357 = -13469772.947288 nChanged 8506 SP:Iteration 7F (3358.272414 sec): 3 clusters Score: Raw -13477362.755873 + Penalty 2266.269357 = -13475096.486516 nChanged 9096 SP:Iteration 8F (3358.514456 sec): 3 clusters Score: Raw -13483765.182229 + Penalty 2266.269357 = -13481498.912872 nChanged 8582 SP:Iteration 9F (3358.751637 sec): 3 clusters Score: Raw -13489401.705506 + Penalty 2266.269357 = -13487135.436149 nChanged 6821 SP:Iteration 10Q (3359.023116 sec): 3 clusters Score: Raw -13492451.929311 + Penalty 2266.269357 = -13490185.659954 nChanged 4287 SP:Iteration 11Q (3359.280625 sec): 3 clusters Score: Raw -13493621.851095 + Penalty 2266.269357 = -13491355.581738 nChanged 2640 SP:Iteration 12Q (3359.539359 sec): 3 clusters Score: Raw -13494211.097883 + Penalty 2266.269357 = -13491944.828526 nChanged 2161 SP:Iteration 13Q (3359.787320 sec): 3 clusters Score: Raw -13494724.274485 + Penalty 2266.269357 = -13492458.005128 nChanged 2089 SP:Iteration 14Q (3360.029375 sec): 3 clusters Score: Raw -13495265.879024 + Penalty 2266.269357 = -13492999.609667 nChanged 2165 SP:Iteration 15Q (3360.279734 sec): 3 clusters Score: Raw -13495887.436253 + Penalty 2266.269357 = -13493621.166896 nChanged 2293 SP:Iteration 16Q (3360.530227 sec): 3 clusters Score: Raw -13496602.036894 + Penalty 2266.269357 = -13494335.767537 nChanged 2522 SP:Iteration 17Q (3360.791980 sec): 3 clusters Score: Raw -13497465.474116 + Penalty 2266.269357 = -13495199.204759 nChanged 2666 SP:Iteration 18Q (3361.038325 sec): 3 clusters Score: Raw -13498418.847062 + Penalty 2266.269357 = -13496152.577704 nChanged 2677 SP:Iteration 19Q (3361.277858 sec): 3 clusters Score: Raw -13499416.209872 + Penalty 2266.269357 = -13497149.940515 nChanged 2744 SP:Iteration 20F (3361.525801 sec): 3 clusters Score: Raw -13500505.549295 + Penalty 2266.269357 = -13498239.279938 nChanged 2775 SP:Iteration 21Q (3361.765954 sec): 3 clusters Score: Raw -13501665.795904 + Penalty 2266.269357 = -13499399.526546 nChanged 2770 SP:Iteration 22Q (3361.993905 sec): 3 clusters Score: Raw -13502843.049353 + Penalty 2266.269357 = -13500576.779996 nChanged 2693 SP:Iteration 23Q (3362.229799 sec): 3 clusters Score: Raw -13504061.652029 + Penalty 2266.269357 = -13501795.382672 nChanged 2614 SP:Iteration 24Q (3362.465362 sec): 3 clusters Score: Raw -13505230.956875 + Penalty 2266.269357 = -13502964.687517 nChanged 2437 SP:Iteration 25Q (3362.710631 sec): 3 clusters Score: Raw -13506364.341533 + Penalty 2266.269357 = -13504098.072176 nChanged 2252 SP:Iteration 26Q (3362.939721 sec): 3 clusters Score: Raw -13507378.470400 + Penalty 2266.269357 = -13505112.201043 nChanged 2031 SP:Iteration 27Q (3363.161175 sec): 3 clusters Score: Raw -13508235.362424 + Penalty 2266.269357 = -13505969.093067 nChanged 1832 SP:Iteration 28Q (3363.385873 sec): 3 clusters Score: Raw -13508913.881316 + Penalty 2266.269357 = -13506647.611958 nChanged 1482 SP:Iteration 29Q (3363.621521 sec): 3 clusters Score: Raw -13509380.080259 + Penalty 2266.269357 = -13507113.810901 nChanged 1279 SP:Iteration 30Q (3363.862187 sec): 3 clusters Score: Raw -13509723.225120 + Penalty 2266.269357 = -13507456.955763 nChanged 1132 SP:Iteration 31Q (3364.094761 sec): 3 clusters Score: Raw -13509997.501509 + Penalty 2266.269357 = -13507731.232152 nChanged 1035 SP:Iteration 32Q (3364.331057 sec): 3 clusters Score: Raw -13510237.529235 + Penalty 2266.269357 = -13507971.259878 nChanged 967 SP:Iteration 33Q (3364.561694 sec): 3 clusters Score: Raw -13510439.950882 + Penalty 2266.269357 = -13508173.681525 nChanged 918 SP:Iteration 34Q (3364.782586 sec): 3 clusters Score: Raw -13510618.258295 + Penalty 2266.269357 = -13508351.988938 nChanged 864 SP:Iteration 35Q (3365.000104 sec): 3 clusters Score: Raw -13510780.289444 + Penalty 2266.269357 = -13508514.020087 nChanged 872 SP:Iteration 36Q (3365.223836 sec): 3 clusters Score: Raw -13510951.255135 + Penalty 2266.269357 = -13508684.985778 nChanged 870 SP:Iteration 37Q (3365.456680 sec): 3 clusters Score: Raw -13511125.541986 + Penalty 2266.269357 = -13508859.272629 nChanged 884 SP:Iteration 38Q (3365.683438 sec): 3 clusters Score: Raw -13511327.132681 + Penalty 2266.269357 = -13509060.863324 nChanged 984 SP:Iteration 39Q (3365.900748 sec): 3 clusters Score: Raw -13511577.294425 + Penalty 2266.269357 = -13509311.025067 nChanged 1017 SP:Iteration 40F (3366.137519 sec): 3 clusters Score: Raw -13511855.102098 + Penalty 2266.269357 = -13509588.832741 nChanged 1038 SP:Iteration 41Q (3366.358566 sec): 3 clusters Score: Raw -13512145.324028 + Penalty 2266.269357 = -13509879.054671 nChanged 1123 SP:Iteration 42Q (3366.584630 sec): 3 clusters Score: Raw -13512503.806405 + Penalty 2266.269357 = -13510237.537048 nChanged 1167 SP:Iteration 43Q (3366.809374 sec): 3 clusters Score: Raw -13512909.328919 + Penalty 2266.269357 = -13510643.059562 nChanged 1184 SP:Iteration 44Q (3367.038300 sec): 3 clusters Score: Raw -13513332.613590 + Penalty 2266.269357 = -13511066.344233 nChanged 1175 SP:Iteration 45Q (3367.269243 sec): 3 clusters Score: Raw -13513754.821702 + Penalty 2266.269357 = -13511488.552345 nChanged 1137 SP:Iteration 46Q (3367.496001 sec): 3 clusters Score: Raw -13514164.233157 + Penalty 2266.269357 = -13511897.963800 nChanged 1074 SP:Iteration 47Q (3367.724208 sec): 3 clusters Score: Raw -13514557.834111 + Penalty 2266.269357 = -13512291.564754 nChanged 1028 SP:Iteration 48Q (3367.926509 sec): 3 clusters Score: Raw -13514943.196862 + Penalty 2266.269357 = -13512676.927505 nChanged 929 SP:Iteration 49Q (3368.128825 sec): 3 clusters Score: Raw -13515297.154655 + Penalty 2266.269357 = -13513030.885298 nChanged 896 SP:Iteration 50Q (3368.341827 sec): 3 clusters Score: Raw -13515652.607415 + Penalty 2266.269357 = -13513386.338058 nChanged 810 SP:Iteration 51Q (3368.569329 sec): 3 clusters Score: Raw -13515968.280528 + Penalty 2266.269357 = -13513702.011171 nChanged 697 SP:Iteration 52Q (3368.776330 sec): 3 clusters Score: Raw -13516222.417387 + Penalty 2266.269357 = -13513956.148030 nChanged 632 SP:Iteration 53Q (3368.979004 sec): 3 clusters Score: Raw -13516445.855689 + Penalty 2266.269357 = -13514179.586332 nChanged 536 SP:Iteration 54Q (3369.185789 sec): 3 clusters Score: Raw -13516621.452254 + Penalty 2266.269357 = -13514355.182897 nChanged 484 SP:Iteration 55Q (3369.410731 sec): 3 clusters Score: Raw -13516777.825960 + Penalty 2266.269357 = -13514511.556603 nChanged 453 SP:Iteration 56Q (3369.629858 sec): 3 clusters Score: Raw -13516943.064827 + Penalty 2266.269357 = -13514676.795470 nChanged 395 SP:Iteration 57Q (3369.840015 sec): 3 clusters Score: Raw -13517084.732080 + Penalty 2266.269357 = -13514818.462723 nChanged 345 SP:Iteration 58Q (3370.058050 sec): 3 clusters Score: Raw -13517216.412132 + Penalty 2266.269357 = -13514950.142775 nChanged 289 SP:Iteration 59Q (3370.282009 sec): 3 clusters Score: Raw -13517323.066301 + Penalty 2266.269357 = -13515056.796943 nChanged 250 SP:Iteration 60F (3370.512739 sec): 3 clusters Score: Raw -13517415.527664 + Penalty 2266.269357 = -13515149.258307 nChanged 200 SP:Iteration 61Q (3370.715325 sec): 3 clusters Score: Raw -13517483.264708 + Penalty 2266.269357 = -13515216.995351 nChanged 162 SP:Iteration 62Q (3370.933027 sec): 3 clusters Score: Raw -13517536.004889 + Penalty 2266.269357 = -13515269.735532 nChanged 122 SP:Iteration 63Q (3371.148801 sec): 3 clusters Score: Raw -13517567.638968 + Penalty 2266.269357 = -13515301.369611 nChanged 103 SP:Iteration 64Q (3371.358838 sec): 3 clusters Score: Raw -13517594.069061 + Penalty 2266.269357 = -13515327.799704 nChanged 94 SP:Iteration 65Q (3371.573294 sec): 3 clusters Score: Raw -13517619.348854 + Penalty 2266.269357 = -13515353.079497 nChanged 88 SP:Iteration 66Q (3371.776719 sec): 3 clusters Score: Raw -13517640.596799 + Penalty 2266.269357 = -13515374.327442 nChanged 75 SP:Iteration 67Q (3371.987078 sec): 3 clusters Score: Raw -13517658.912674 + Penalty 2266.269357 = -13515392.643317 nChanged 60 SP:Iteration 68Q (3372.203306 sec): 3 clusters Score: Raw -13517671.400603 + Penalty 2266.269357 = -13515405.131246 nChanged 44 SP:Iteration 69Q (3372.398756 sec): 3 clusters Score: Raw -13517679.166701 + Penalty 2266.269357 = -13515412.897344 nChanged 31 SP:Iteration 70Q (3372.615723 sec): 3 clusters Score: Raw -13517684.228500 + Penalty 2266.269357 = -13515417.959143 nChanged 29 SP:Iteration 71Q (3372.813720 sec): 3 clusters Score: Raw -13517689.579428 + Penalty 2266.269357 = -13515423.310070 nChanged 31 SP:Iteration 72Q (3373.030045 sec): 3 clusters Score: Raw -13517694.866535 + Penalty 2266.269357 = -13515428.597178 nChanged 26 SP:Iteration 73Q (3373.245600 sec): 3 clusters Score: Raw -13517700.031905 + Penalty 2266.269357 = -13515433.762548 nChanged 19 SP:Iteration 74Q (3373.433823 sec): 3 clusters Score: Raw -13517702.886816 + Penalty 2266.269357 = -13515436.617459 nChanged 11 SP:Iteration 75Q (3373.649538 sec): 3 clusters Score: Raw -13517705.382749 + Penalty 2266.269357 = -13515439.113392 nChanged 13 SP:Iteration 76Q (3373.843563 sec): 3 clusters Score: Raw -13517708.125422 + Penalty 2266.269357 = -13515441.856064 nChanged 17 SP:Iteration 77Q (3374.060671 sec): 3 clusters Score: Raw -13517711.254672 + Penalty 2266.269357 = -13515444.985315 nChanged 16 SP:Iteration 78Q (3374.278000 sec): 3 clusters Score: Raw -13517714.100488 + Penalty 2266.269357 = -13515447.831131 nChanged 12 SP:Iteration 79Q (3374.495675 sec): 3 clusters Score: Raw -13517716.238625 + Penalty 2266.269357 = -13515449.969268 nChanged 12 SP:Iteration 80F (3374.730801 sec): 3 clusters Score: Raw -13517718.357714 + Penalty 2266.269357 = -13515452.088357 nChanged 8 SP:Iteration 81Q (3374.935443 sec): 3 clusters Score: Raw -13517719.809958 + Penalty 2266.269357 = -13515453.540600 nChanged 9 SP:Iteration 82Q (3375.156037 sec): 3 clusters Score: Raw -13517721.191200 + Penalty 2266.269357 = -13515454.921843 nChanged 8 SP:Iteration 83Q (3375.353572 sec): 3 clusters Score: Raw -13517722.367391 + Penalty 2266.269357 = -13515456.098034 nChanged 4 SP:Iteration 84Q (3375.566476 sec): 3 clusters Score: Raw -13517722.872291 + Penalty 2266.269357 = -13515456.602934 nChanged 6 SP:Iteration 85Q (3375.749768 sec): 3 clusters Score: Raw -13517724.207150 + Penalty 2266.269357 = -13515457.937793 nChanged 10 SP:Iteration 86Q (3375.931364 sec): 3 clusters Score: Raw -13517725.958217 + Penalty 2266.269357 = -13515459.688860 nChanged 14 SP:Iteration 87Q (3376.127237 sec): 3 clusters Score: Raw -13517727.894194 + Penalty 2266.269357 = -13515461.624837 nChanged 10 SP:Iteration 88Q (3376.335849 sec): 3 clusters Score: Raw -13517729.530288 + Penalty 2266.269357 = -13515463.260931 nChanged 8 SP:Iteration 89Q (3376.546239 sec): 3 clusters Score: Raw -13517730.610346 + Penalty 2266.269357 = -13515464.340989 nChanged 5 SP:Iteration 90Q (3376.749604 sec): 3 clusters Score: Raw -13517731.095643 + Penalty 2266.269357 = -13515464.826286 nChanged 7 SP:Iteration 91Q (3376.971376 sec): 3 clusters Score: Raw -13517731.823226 + Penalty 2266.269357 = -13515465.553869 nChanged 7 SP:Iteration 92Q (3377.183271 sec): 3 clusters Score: Raw -13517732.622100 + Penalty 2266.269357 = -13515466.352743 nChanged 5 SP:Iteration 93Q (3377.408518 sec): 3 clusters Score: Raw -13517733.077134 + Penalty 2266.269357 = -13515466.807776 nChanged 4 SP:Iteration 94Q (3377.621054 sec): 3 clusters Score: Raw -13517733.633070 + Penalty 2266.269357 = -13515467.363713 nChanged 3 SP:Iteration 95Q (3377.836872 sec): 3 clusters Score: Raw -13517734.111222 + Penalty 2266.269357 = -13515467.841865 nChanged 2 SP:Iteration 96Q (3378.048369 sec): 3 clusters Score: Raw -13517734.235121 + Penalty 2266.269357 = -13515467.965764 nChanged 3 SP:Iteration 97Q (3378.263677 sec): 3 clusters Score: Raw -13517734.483754 + Penalty 2266.269357 = -13515468.214397 nChanged 1 SP:Iteration 98Q (3378.455997 sec): 3 clusters Score: Raw -13517734.646712 + Penalty 2266.269357 = -13515468.377354 nChanged 2 SP:Iteration 99Q (3378.627622 sec): 3 clusters Score: Raw -13517734.859341 + Penalty 2266.269357 = -13515468.589984 nChanged 3 SP:Iteration 100F (3378.861667 sec): 3 clusters Score: Raw -13517735.356082 + Penalty 2266.269357 = -13515469.086725 nChanged 3 SP:Iteration 101Q (3379.069379 sec): 3 clusters Score: Raw -13517735.917586 + Penalty 2266.269357 = -13515469.648229 nChanged 7 SP:Iteration 102Q (3379.271289 sec): 3 clusters Score: Raw -13517736.878152 + Penalty 2266.269357 = -13515470.608795 nChanged 6 SP:Iteration 103Q (3379.492410 sec): 3 clusters Score: Raw -13517737.719327 + Penalty 2266.269357 = -13515471.449970 nChanged 7 SP:Iteration 104Q (3379.689490 sec): 3 clusters Score: Raw -13517738.621404 + Penalty 2266.269357 = -13515472.352046 nChanged 9 SP:Iteration 105Q (3379.895450 sec): 3 clusters Score: Raw -13517740.349098 + Penalty 2266.269357 = -13515474.079741 nChanged 10 SP:Iteration 106Q (3380.087587 sec): 3 clusters Score: Raw -13517742.255290 + Penalty 2266.269357 = -13515475.985933 nChanged 5 SP:Iteration 107Q (3380.291280 sec): 3 clusters Score: Raw -13517743.152313 + Penalty 2266.269357 = -13515476.882956 nChanged 6 SP:Iteration 108Q (3380.506493 sec): 3 clusters Score: Raw -13517744.172161 + Penalty 2266.269357 = -13515477.902804 nChanged 8 SP:Iteration 109Q (3380.724589 sec): 3 clusters Score: Raw -13517745.220334 + Penalty 2266.269357 = -13515478.950977 nChanged 11 SP:Iteration 110Q (3380.936007 sec): 3 clusters Score: Raw -13517747.466163 + Penalty 2266.269357 = -13515481.196805 nChanged 6 SP:Iteration 111Q (3381.159216 sec): 3 clusters Score: Raw -13517748.022866 + Penalty 2266.269357 = -13515481.753509 nChanged 2 SP:Iteration 112Q (3381.370844 sec): 3 clusters Score: Raw -13517748.208855 + Penalty 2266.269357 = -13515481.939498 nChanged 1 SP:Iteration 113Q (3381.569850 sec): 3 clusters Score: Raw -13517748.250192 + Penalty 2266.269357 = -13515481.980835 nChanged 0 SP:Iteration 114F (3381.803560 sec): 3 clusters Score: Raw -13517748.250192 + Penalty 2266.269357 = -13515481.980835 nChanged 0 Trying to split cluster 36 (2396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3381.843881 sec): 2 clusters Score: Raw -217402.263155 + Penalty 739.247816 = -216663.015339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3381.886682 sec): 3 clusters Score: Raw -216204.571664 + Penalty 1478.495632 = -214726.076032 nChanged 959 SP:Iteration 1F (3381.924506 sec): 3 clusters Score: Raw -216749.709168 + Penalty 1478.495632 = -215271.213535 nChanged 191 SP:Iteration 2F (3381.982699 sec): 3 clusters Score: Raw -216877.032543 + Penalty 1478.495632 = -215398.536911 nChanged 139 SP:Iteration 3F (3382.031700 sec): 3 clusters Score: Raw -216956.233704 + Penalty 1478.495632 = -215477.738072 nChanged 103 SP:Iteration 4Q (3382.074899 sec): 3 clusters Score: Raw -217026.150498 + Penalty 1478.495632 = -215547.654865 nChanged 101 SP:Iteration 5Q (3382.119876 sec): 3 clusters Score: Raw -217092.420147 + Penalty 1478.495632 = -215613.924515 nChanged 106 SP:Iteration 6Q (3382.176343 sec): 3 clusters Score: Raw -217173.833383 + Penalty 1478.495632 = -215695.337751 nChanged 100 SP:Iteration 7Q (3382.219303 sec): 3 clusters Score: Raw -217251.794639 + Penalty 1478.495632 = -215773.299007 nChanged 87 SP:Iteration 8Q (3382.270357 sec): 3 clusters Score: Raw -217333.374271 + Penalty 1478.495632 = -215854.878639 nChanged 91 SP:Iteration 9Q (3382.318214 sec): 3 clusters Score: Raw -217412.783150 + Penalty 1478.495632 = -215934.287518 nChanged 65 SP:Iteration 10Q (3382.361948 sec): 3 clusters Score: Raw -217477.192184 + Penalty 1478.495632 = -215998.696552 nChanged 43 SP:Iteration 11Q (3382.417323 sec): 3 clusters Score: Raw -217510.429799 + Penalty 1478.495632 = -216031.934167 nChanged 26 SP:Iteration 12Q (3382.458073 sec): 3 clusters Score: Raw -217531.948721 + Penalty 1478.495632 = -216053.453088 nChanged 25 SP:Iteration 13Q (3382.505020 sec): 3 clusters Score: Raw -217551.223597 + Penalty 1478.495632 = -216072.727965 nChanged 19 SP:Iteration 14Q (3382.558942 sec): 3 clusters Score: Raw -217567.245612 + Penalty 1478.495632 = -216088.749979 nChanged 9 SP:Iteration 15Q (3382.612619 sec): 3 clusters Score: Raw -217571.812013 + Penalty 1478.495632 = -216093.316381 nChanged 9 SP:Iteration 16Q (3382.655698 sec): 3 clusters Score: Raw -217578.841200 + Penalty 1478.495632 = -216100.345568 nChanged 8 SP:Iteration 17Q (3382.694962 sec): 3 clusters Score: Raw -217583.425164 + Penalty 1478.495632 = -216104.929532 nChanged 4 SP:Iteration 18Q (3382.753565 sec): 3 clusters Score: Raw -217586.708524 + Penalty 1478.495632 = -216108.212892 nChanged 3 SP:Iteration 19Q (3382.799283 sec): 3 clusters Score: Raw -217589.368577 + Penalty 1478.495632 = -216110.872945 nChanged 0 SP:Iteration 20F (3382.841017 sec): 3 clusters Score: Raw -217589.368577 + Penalty 1478.495632 = -216110.872945 nChanged 0 Iteration 419Q (3387.724466 sec): 37 clusters Score: Raw -45231297.471716 + Penalty 45091.929260 = -45186205.542456 nChanged 12 Iteration 420F (3397.540622 sec): 37 clusters Score: Raw -45231297.646748 + Penalty 45091.929260 = -45186205.717488 nChanged 8 Iteration 421Q (3402.348252 sec): 37 clusters Score: Raw -45231297.729185 + Penalty 45091.929260 = -45186205.799925 nChanged 9 Iteration 422Q (3407.170300 sec): 37 clusters Score: Raw -45231297.819313 + Penalty 45091.929260 = -45186205.890053 nChanged 7 Iteration 423Q (3412.226009 sec): 37 clusters Score: Raw -45231298.020234 + Penalty 45091.929260 = -45186206.090973 nChanged 8 Iteration 424Q (3417.077499 sec): 37 clusters Score: Raw -45231298.089089 + Penalty 45091.929260 = -45186206.159829 nChanged 3 Iteration 425Q (3421.665095 sec): 37 clusters Score: Raw -45231298.116757 + Penalty 45091.929260 = -45186206.187497 nChanged 3 Iteration 426Q (3426.346327 sec): 37 clusters Score: Raw -45231298.150950 + Penalty 45091.929260 = -45186206.221690 nChanged 4 Iteration 427Q (3430.920864 sec): 37 clusters Score: Raw -45231298.201016 + Penalty 45091.929260 = -45186206.271756 nChanged 6 Iteration 428Q (3435.466547 sec): 37 clusters Score: Raw -45231298.306586 + Penalty 45091.929260 = -45186206.377326 nChanged 11 Iteration 429Q (3439.862644 sec): 37 clusters Score: Raw -45231298.536487 + Penalty 45091.929260 = -45186206.607227 nChanged 8 Iteration 430Q (3444.522222 sec): 37 clusters Score: Raw -45231298.630752 + Penalty 45091.929260 = -45186206.701491 nChanged 9 Iteration 431Q (3449.344730 sec): 37 clusters Score: Raw -45231298.751801 + Penalty 45091.929260 = -45186206.822541 nChanged 9 Iteration 432Q (3453.903005 sec): 37 clusters Score: Raw -45231298.880135 + Penalty 45091.929260 = -45186206.950875 nChanged 14 Iteration 433Q (3458.370086 sec): 37 clusters Score: Raw -45231299.070601 + Penalty 45091.929260 = -45186207.141341 nChanged 13 Iteration 434Q (3462.913876 sec): 37 clusters Score: Raw -45231299.200106 + Penalty 45091.929260 = -45186207.270845 nChanged 9 Iteration 435Q (3467.450075 sec): 37 clusters Score: Raw -45231299.268352 + Penalty 45091.929260 = -45186207.339092 nChanged 5 Iteration 436Q (3472.067512 sec): 37 clusters Score: Raw -45231299.299645 + Penalty 45091.929260 = -45186207.370385 nChanged 5 Iteration 437Q (3476.547629 sec): 37 clusters Score: Raw -45231299.338972 + Penalty 45091.929260 = -45186207.409711 nChanged 8 Iteration 438Q (3481.103482 sec): 37 clusters Score: Raw -45231299.448297 + Penalty 45091.929260 = -45186207.519037 nChanged 9 Iteration 439Q (3485.879340 sec): 37 clusters Score: Raw -45231299.658393 + Penalty 45091.929260 = -45186207.729133 nChanged 9 Iteration 440F (3495.652718 sec): 37 clusters Score: Raw -45231300.017871 + Penalty 45091.929260 = -45186208.088611 nChanged 11 Iteration 441Q (3500.384307 sec): 37 clusters Score: Raw -45231300.316175 + Penalty 45091.929260 = -45186208.386915 nChanged 10 Iteration 442Q (3505.148866 sec): 37 clusters Score: Raw -45231300.479609 + Penalty 45091.929260 = -45186208.550349 nChanged 10 Iteration 443Q (3510.168147 sec): 37 clusters Score: Raw -45231300.589047 + Penalty 45091.929260 = -45186208.659786 nChanged 9 Iteration 444Q (3515.151724 sec): 37 clusters Score: Raw -45231300.692533 + Penalty 45091.929260 = -45186208.763272 nChanged 6 Iteration 445Q (3520.106222 sec): 37 clusters Score: Raw -45231300.849419 + Penalty 45091.929260 = -45186208.920159 nChanged 6 Iteration 446Q (3525.078717 sec): 37 clusters Score: Raw -45231300.928103 + Penalty 45091.929260 = -45186208.998843 nChanged 5 Iteration 447Q (3530.055519 sec): 37 clusters Score: Raw -45231301.228775 + Penalty 45091.929260 = -45186209.299515 nChanged 6 Iteration 448Q (3534.997670 sec): 37 clusters Score: Raw -45231301.545260 + Penalty 45091.929260 = -45186209.615999 nChanged 5 Iteration 449Q (3539.962764 sec): 37 clusters Score: Raw -45231301.623799 + Penalty 45091.929260 = -45186209.694539 nChanged 2 Iteration 450Q (3544.617968 sec): 37 clusters Score: Raw -45231301.649687 + Penalty 45091.929260 = -45186209.720427 nChanged 5 Iteration 451Q (3549.598211 sec): 37 clusters Score: Raw -45231301.726384 + Penalty 45091.929260 = -45186209.797124 nChanged 6 Iteration 452Q (3554.505260 sec): 37 clusters Score: Raw -45231301.779971 + Penalty 45091.929260 = -45186209.850711 nChanged 6 Iteration 453Q (3559.413811 sec): 37 clusters Score: Raw -45231301.839931 + Penalty 45091.929260 = -45186209.910670 nChanged 12 Iteration 454Q (3564.369194 sec): 37 clusters Score: Raw -45231302.006957 + Penalty 45091.929260 = -45186210.077697 nChanged 10 Iteration 455Q (3569.335874 sec): 37 clusters Score: Raw -45231302.152514 + Penalty 45091.929260 = -45186210.223254 nChanged 7 Iteration 456Q (3574.281311 sec): 37 clusters Score: Raw -45231302.297108 + Penalty 45091.929260 = -45186210.367847 nChanged 12 Iteration 457Q (3579.325198 sec): 37 clusters Score: Raw -45231302.551815 + Penalty 45091.929260 = -45186210.622555 nChanged 7 Iteration 458Q (3584.240120 sec): 37 clusters Score: Raw -45231302.671701 + Penalty 45091.929260 = -45186210.742441 nChanged 1 Writing temp clu file Because OldScore, -45186210.622555, is greater than current (better) Score,-45186210.742441 Compute initial score before splitting: Score: Raw -45231302.671701 + Penalty 45091.929260 = -45186210.742441 Trying to split cluster 1 (1234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3584.425864 sec): 2 clusters Score: Raw -105498.624168 + Penalty 676.211539 = -104822.412628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3584.475591 sec): 3 clusters Score: Raw -104938.929148 + Penalty 1352.423079 = -103586.506069 nChanged 463 SP:Iteration 1F (3584.505532 sec): 3 clusters Score: Raw -105199.548932 + Penalty 1352.423079 = -103847.125853 nChanged 103 SP:Iteration 2F (3584.550916 sec): 3 clusters Score: Raw -105277.475981 + Penalty 1352.423079 = -103925.052902 nChanged 69 SP:Iteration 3F (3584.605554 sec): 3 clusters Score: Raw -105328.879109 + Penalty 1352.423079 = -103976.456030 nChanged 54 SP:Iteration 4Q (3584.646714 sec): 3 clusters Score: Raw -105364.837848 + Penalty 1352.423079 = -104012.414769 nChanged 38 SP:Iteration 5Q (3584.708832 sec): 3 clusters Score: Raw -105385.883782 + Penalty 1352.423079 = -104033.460703 nChanged 24 SP:Iteration 6Q (3584.744922 sec): 3 clusters Score: Raw -105397.347779 + Penalty 1352.423079 = -104044.924701 nChanged 19 SP:Iteration 7Q (3584.790122 sec): 3 clusters Score: Raw -105406.470799 + Penalty 1352.423079 = -104054.047720 nChanged 14 SP:Iteration 8Q (3584.838051 sec): 3 clusters Score: Raw -105413.018754 + Penalty 1352.423079 = -104060.595676 nChanged 12 SP:Iteration 9Q (3584.890598 sec): 3 clusters Score: Raw -105418.563871 + Penalty 1352.423079 = -104066.140792 nChanged 9 SP:Iteration 10Q (3584.941159 sec): 3 clusters Score: Raw -105425.304955 + Penalty 1352.423079 = -104072.881876 nChanged 14 SP:Iteration 11Q (3584.984391 sec): 3 clusters Score: Raw -105432.265765 + Penalty 1352.423079 = -104079.842686 nChanged 14 SP:Iteration 12Q (3585.041182 sec): 3 clusters Score: Raw -105443.194041 + Penalty 1352.423079 = -104090.770962 nChanged 26 SP:Iteration 13Q (3585.092414 sec): 3 clusters Score: Raw -105464.095284 + Penalty 1352.423079 = -104111.672205 nChanged 24 SP:Iteration 14Q (3585.135932 sec): 3 clusters Score: Raw -105482.044917 + Penalty 1352.423079 = -104129.621838 nChanged 17 SP:Iteration 15Q (3585.179485 sec): 3 clusters Score: Raw -105492.405462 + Penalty 1352.423079 = -104139.982383 nChanged 16 SP:Iteration 16Q (3585.233419 sec): 3 clusters Score: Raw -105501.225220 + Penalty 1352.423079 = -104148.802142 nChanged 13 SP:Iteration 17Q (3585.282722 sec): 3 clusters Score: Raw -105508.114099 + Penalty 1352.423079 = -104155.691020 nChanged 11 SP:Iteration 18Q (3585.333267 sec): 3 clusters Score: Raw -105515.681909 + Penalty 1352.423079 = -104163.258830 nChanged 12 SP:Iteration 19Q (3585.381541 sec): 3 clusters Score: Raw -105526.249971 + Penalty 1352.423079 = -104173.826892 nChanged 19 SP:Iteration 20F (3585.421441 sec): 3 clusters Score: Raw -105540.388042 + Penalty 1352.423079 = -104187.964964 nChanged 20 SP:Iteration 21Q (3585.465260 sec): 3 clusters Score: Raw -105555.167175 + Penalty 1352.423079 = -104202.744096 nChanged 14 SP:Iteration 22Q (3585.507709 sec): 3 clusters Score: Raw -105564.506119 + Penalty 1352.423079 = -104212.083040 nChanged 13 SP:Iteration 23Q (3585.548353 sec): 3 clusters Score: Raw -105574.283620 + Penalty 1352.423079 = -104221.860541 nChanged 16 SP:Iteration 24Q (3585.589372 sec): 3 clusters Score: Raw -105583.069182 + Penalty 1352.423079 = -104230.646103 nChanged 8 SP:Iteration 25Q (3585.629819 sec): 3 clusters Score: Raw -105592.093823 + Penalty 1352.423079 = -104239.670744 nChanged 11 SP:Iteration 26Q (3585.666015 sec): 3 clusters Score: Raw -105597.733060 + Penalty 1352.423079 = -104245.309981 nChanged 8 SP:Iteration 27Q (3585.699996 sec): 3 clusters Score: Raw -105603.290203 + Penalty 1352.423079 = -104250.867124 nChanged 9 SP:Iteration 28Q (3585.744276 sec): 3 clusters Score: Raw -105609.223473 + Penalty 1352.423079 = -104256.800394 nChanged 12 SP:Iteration 29Q (3585.792633 sec): 3 clusters Score: Raw -105615.451395 + Penalty 1352.423079 = -104263.028317 nChanged 3 SP:Iteration 30Q (3585.828607 sec): 3 clusters Score: Raw -105618.444260 + Penalty 1352.423079 = -104266.021181 nChanged 8 SP:Iteration 31Q (3585.880949 sec): 3 clusters Score: Raw -105622.635205 + Penalty 1352.423079 = -104270.212126 nChanged 6 SP:Iteration 32Q (3585.920505 sec): 3 clusters Score: Raw -105625.105705 + Penalty 1352.423079 = -104272.682626 nChanged 2 SP:Iteration 33Q (3585.966425 sec): 3 clusters Score: Raw -105625.405798 + Penalty 1352.423079 = -104272.982719 nChanged 0 SP:Iteration 34F (3586.004437 sec): 3 clusters Score: Raw -105625.405798 + Penalty 1352.423079 = -104272.982719 nChanged 0 Trying to split cluster 2 (3303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3586.041120 sec): 2 clusters Score: Raw -277457.486513 + Penalty 769.745710 = -276687.740803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3586.089990 sec): 3 clusters Score: Raw -275716.953789 + Penalty 1539.491421 = -274177.462369 nChanged 1351 SP:Iteration 1F (3586.126706 sec): 3 clusters Score: Raw -276490.626538 + Penalty 1539.491421 = -274951.135117 nChanged 263 SP:Iteration 2F (3586.171482 sec): 3 clusters Score: Raw -276659.863924 + Penalty 1539.491421 = -275120.372503 nChanged 242 SP:Iteration 3F (3586.216222 sec): 3 clusters Score: Raw -276860.140006 + Penalty 1539.491421 = -275320.648585 nChanged 235 SP:Iteration 4F (3586.263212 sec): 3 clusters Score: Raw -277076.136539 + Penalty 1539.491421 = -275536.645118 nChanged 219 SP:Iteration 5F (3586.309622 sec): 3 clusters Score: Raw -277279.194212 + Penalty 1539.491421 = -275739.702791 nChanged 153 SP:Iteration 6Q (3586.354337 sec): 3 clusters Score: Raw -277384.458926 + Penalty 1539.491421 = -275844.967505 nChanged 115 SP:Iteration 7Q (3586.399178 sec): 3 clusters Score: Raw -277461.060714 + Penalty 1539.491421 = -275921.569293 nChanged 76 SP:Iteration 8Q (3586.444271 sec): 3 clusters Score: Raw -277511.550679 + Penalty 1539.491421 = -275972.059259 nChanged 58 SP:Iteration 9Q (3586.494876 sec): 3 clusters Score: Raw -277546.402385 + Penalty 1539.491421 = -276006.910964 nChanged 43 SP:Iteration 10Q (3586.536712 sec): 3 clusters Score: Raw -277571.486531 + Penalty 1539.491421 = -276031.995110 nChanged 33 SP:Iteration 11Q (3586.591320 sec): 3 clusters Score: Raw -277587.360612 + Penalty 1539.491421 = -276047.869191 nChanged 25 SP:Iteration 12Q (3586.625632 sec): 3 clusters Score: Raw -277607.055757 + Penalty 1539.491421 = -276067.564336 nChanged 25 SP:Iteration 13Q (3586.670526 sec): 3 clusters Score: Raw -277621.283393 + Penalty 1539.491421 = -276081.791972 nChanged 21 SP:Iteration 14Q (3586.717882 sec): 3 clusters Score: Raw -277635.869646 + Penalty 1539.491421 = -276096.378225 nChanged 18 SP:Iteration 15Q (3586.763537 sec): 3 clusters Score: Raw -277641.778084 + Penalty 1539.491421 = -276102.286664 nChanged 7 SP:Iteration 16Q (3586.803789 sec): 3 clusters Score: Raw -277645.101332 + Penalty 1539.491421 = -276105.609911 nChanged 8 SP:Iteration 17Q (3586.858107 sec): 3 clusters Score: Raw -277649.745088 + Penalty 1539.491421 = -276110.253667 nChanged 16 SP:Iteration 18Q (3586.899751 sec): 3 clusters Score: Raw -277655.762295 + Penalty 1539.491421 = -276116.270874 nChanged 15 SP:Iteration 19Q (3586.954899 sec): 3 clusters Score: Raw -277661.800362 + Penalty 1539.491421 = -276122.308941 nChanged 14 SP:Iteration 20F (3586.996350 sec): 3 clusters Score: Raw -277668.280107 + Penalty 1539.491421 = -276128.788686 nChanged 11 SP:Iteration 21Q (3587.049269 sec): 3 clusters Score: Raw -277671.796482 + Penalty 1539.491421 = -276132.305061 nChanged 9 SP:Iteration 22Q (3587.088645 sec): 3 clusters Score: Raw -277675.240260 + Penalty 1539.491421 = -276135.748839 nChanged 5 SP:Iteration 23Q (3587.146258 sec): 3 clusters Score: Raw -277677.389690 + Penalty 1539.491421 = -276137.898269 nChanged 4 SP:Iteration 24Q (3587.193855 sec): 3 clusters Score: Raw -277679.590892 + Penalty 1539.491421 = -276140.099471 nChanged 6 SP:Iteration 25Q (3587.243520 sec): 3 clusters Score: Raw -277682.423745 + Penalty 1539.491421 = -276142.932324 nChanged 6 SP:Iteration 26Q (3587.291617 sec): 3 clusters Score: Raw -277685.795062 + Penalty 1539.491421 = -276146.303641 nChanged 9 SP:Iteration 27Q (3587.336559 sec): 3 clusters Score: Raw -277690.093225 + Penalty 1539.491421 = -276150.601804 nChanged 9 SP:Iteration 28Q (3587.386876 sec): 3 clusters Score: Raw -277693.650472 + Penalty 1539.491421 = -276154.159051 nChanged 8 SP:Iteration 29Q (3587.441867 sec): 3 clusters Score: Raw -277698.682561 + Penalty 1539.491421 = -276159.191140 nChanged 9 SP:Iteration 30Q (3587.493667 sec): 3 clusters Score: Raw -277701.821119 + Penalty 1539.491421 = -276162.329698 nChanged 7 SP:Iteration 31Q (3587.544360 sec): 3 clusters Score: Raw -277705.697742 + Penalty 1539.491421 = -276166.206321 nChanged 8 SP:Iteration 32Q (3587.593523 sec): 3 clusters Score: Raw -277708.244342 + Penalty 1539.491421 = -276168.752922 nChanged 6 SP:Iteration 33Q (3587.644096 sec): 3 clusters Score: Raw -277709.937227 + Penalty 1539.491421 = -276170.445806 nChanged 6 SP:Iteration 34Q (3587.693024 sec): 3 clusters Score: Raw -277713.957608 + Penalty 1539.491421 = -276174.466187 nChanged 9 SP:Iteration 35Q (3587.744742 sec): 3 clusters Score: Raw -277717.427020 + Penalty 1539.491421 = -276177.935599 nChanged 6 SP:Iteration 36Q (3587.785597 sec): 3 clusters Score: Raw -277719.403601 + Penalty 1539.491421 = -276179.912180 nChanged 2 SP:Iteration 37Q (3587.838239 sec): 3 clusters Score: Raw -277719.836292 + Penalty 1539.491421 = -276180.344871 nChanged 1 SP:Iteration 38Q (3587.887866 sec): 3 clusters Score: Raw -277719.993525 + Penalty 1539.491421 = -276180.502104 nChanged 1 SP:Iteration 39Q (3587.922875 sec): 3 clusters Score: Raw -277720.290604 + Penalty 1539.491421 = -276180.799183 nChanged 0 SP:Iteration 40F (3587.976863 sec): 3 clusters Score: Raw -277720.290604 + Penalty 1539.491421 = -276180.799183 nChanged 0 Trying to split cluster 3 (36800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3588.045437 sec): 2 clusters Score: Raw -3273964.584813 + Penalty 998.759047 = -3272965.825766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3588.141244 sec): 3 clusters Score: Raw -3250377.116841 + Penalty 1997.518094 = -3248379.598747 nChanged 17359 SP:Iteration 1F (3588.223577 sec): 3 clusters Score: Raw -3261051.787749 + Penalty 1997.518094 = -3259054.269655 nChanged 1791 SP:Iteration 2Q (3588.321622 sec): 3 clusters Score: Raw -3261803.992370 + Penalty 1997.518094 = -3259806.474277 nChanged 2004 SP:Iteration 3F (3588.411820 sec): 3 clusters Score: Raw -3262773.081967 + Penalty 1997.518094 = -3260775.563874 nChanged 2135 SP:Iteration 4F (3588.510977 sec): 3 clusters Score: Raw -3264026.562262 + Penalty 1997.518094 = -3262029.044168 nChanged 2359 SP:Iteration 5F (3588.601998 sec): 3 clusters Score: Raw -3265617.054617 + Penalty 1997.518094 = -3263619.536524 nChanged 2421 SP:Iteration 6F (3588.685340 sec): 3 clusters Score: Raw -3267387.516193 + Penalty 1997.518094 = -3265389.998099 nChanged 2162 SP:Iteration 7F (3588.773686 sec): 3 clusters Score: Raw -3268765.203072 + Penalty 1997.518094 = -3266767.684979 nChanged 1634 SP:Iteration 8Q (3588.878116 sec): 3 clusters Score: Raw -3269462.506546 + Penalty 1997.518094 = -3267464.988453 nChanged 1049 SP:Iteration 9Q (3588.976117 sec): 3 clusters Score: Raw -3269780.868033 + Penalty 1997.518094 = -3267783.349939 nChanged 737 SP:Iteration 10Q (3589.062141 sec): 3 clusters Score: Raw -3269955.310857 + Penalty 1997.518094 = -3267957.792763 nChanged 541 SP:Iteration 11Q (3589.159842 sec): 3 clusters Score: Raw -3270100.159531 + Penalty 1997.518094 = -3268102.641437 nChanged 537 SP:Iteration 12Q (3589.256909 sec): 3 clusters Score: Raw -3270254.184504 + Penalty 1997.518094 = -3268256.666411 nChanged 559 SP:Iteration 13Q (3589.344865 sec): 3 clusters Score: Raw -3270439.378147 + Penalty 1997.518094 = -3268441.860053 nChanged 593 SP:Iteration 14Q (3589.443589 sec): 3 clusters Score: Raw -3270645.056015 + Penalty 1997.518094 = -3268647.537921 nChanged 615 SP:Iteration 15Q (3589.531170 sec): 3 clusters Score: Raw -3270872.153172 + Penalty 1997.518094 = -3268874.635078 nChanged 654 SP:Iteration 16Q (3589.622089 sec): 3 clusters Score: Raw -3271125.903851 + Penalty 1997.518094 = -3269128.385758 nChanged 663 SP:Iteration 17Q (3589.709789 sec): 3 clusters Score: Raw -3271406.545280 + Penalty 1997.518094 = -3269409.027186 nChanged 701 SP:Iteration 18Q (3589.801090 sec): 3 clusters Score: Raw -3271726.350436 + Penalty 1997.518094 = -3269728.832343 nChanged 676 SP:Iteration 19Q (3589.892338 sec): 3 clusters Score: Raw -3272028.778035 + Penalty 1997.518094 = -3270031.259942 nChanged 647 SP:Iteration 20F (3589.975801 sec): 3 clusters Score: Raw -3272315.427086 + Penalty 1997.518094 = -3270317.908992 nChanged 585 SP:Iteration 21Q (3590.063940 sec): 3 clusters Score: Raw -3272562.771931 + Penalty 1997.518094 = -3270565.253837 nChanged 548 SP:Iteration 22Q (3590.153280 sec): 3 clusters Score: Raw -3272810.631113 + Penalty 1997.518094 = -3270813.113019 nChanged 510 SP:Iteration 23Q (3590.245591 sec): 3 clusters Score: Raw -3273062.820427 + Penalty 1997.518094 = -3271065.302334 nChanged 540 SP:Iteration 24Q (3590.336440 sec): 3 clusters Score: Raw -3273328.322815 + Penalty 1997.518094 = -3271330.804722 nChanged 479 SP:Iteration 25Q (3590.426608 sec): 3 clusters Score: Raw -3273527.241283 + Penalty 1997.518094 = -3271529.723189 nChanged 404 SP:Iteration 26Q (3590.523775 sec): 3 clusters Score: Raw -3273684.574935 + Penalty 1997.518094 = -3271687.056842 nChanged 356 SP:Iteration 27Q (3590.611341 sec): 3 clusters Score: Raw -3273801.141289 + Penalty 1997.518094 = -3271803.623195 nChanged 323 SP:Iteration 28Q (3590.713219 sec): 3 clusters Score: Raw -3273886.713438 + Penalty 1997.518094 = -3271889.195345 nChanged 264 SP:Iteration 29Q (3590.798022 sec): 3 clusters Score: Raw -3273941.435153 + Penalty 1997.518094 = -3271943.917059 nChanged 181 SP:Iteration 30Q (3590.890234 sec): 3 clusters Score: Raw -3273967.185208 + Penalty 1997.518094 = -3271969.667114 nChanged 143 SP:Iteration 31Q (3590.981174 sec): 3 clusters Score: Raw -3273982.743280 + Penalty 1997.518094 = -3271985.225186 nChanged 91 SP:Iteration 32Q (3591.066111 sec): 3 clusters Score: Raw -3273993.927896 + Penalty 1997.518094 = -3271996.409803 nChanged 101 SP:Iteration 33Q (3591.152867 sec): 3 clusters Score: Raw -3274004.381709 + Penalty 1997.518094 = -3272006.863615 nChanged 79 SP:Iteration 34Q (3591.236239 sec): 3 clusters Score: Raw -3274010.713841 + Penalty 1997.518094 = -3272013.195748 nChanged 52 SP:Iteration 35Q (3591.325327 sec): 3 clusters Score: Raw -3274013.497620 + Penalty 1997.518094 = -3272015.979526 nChanged 39 SP:Iteration 36Q (3591.420238 sec): 3 clusters Score: Raw -3274015.442003 + Penalty 1997.518094 = -3272017.923910 nChanged 30 SP:Iteration 37Q (3591.503943 sec): 3 clusters Score: Raw -3274016.634404 + Penalty 1997.518094 = -3272019.116310 nChanged 24 SP:Iteration 38Q (3591.589220 sec): 3 clusters Score: Raw -3274017.605641 + Penalty 1997.518094 = -3272020.087548 nChanged 19 SP:Iteration 39Q (3591.691362 sec): 3 clusters Score: Raw -3274018.265353 + Penalty 1997.518094 = -3272020.747259 nChanged 22 SP:Iteration 40F (3591.782784 sec): 3 clusters Score: Raw -3274018.838648 + Penalty 1997.518094 = -3272021.320554 nChanged 14 SP:Iteration 41Q (3591.872631 sec): 3 clusters Score: Raw -3274019.285766 + Penalty 1997.518094 = -3272021.767672 nChanged 5 SP:Iteration 42Q (3591.953209 sec): 3 clusters Score: Raw -3274019.471005 + Penalty 1997.518094 = -3272021.952911 nChanged 8 SP:Iteration 43Q (3592.045151 sec): 3 clusters Score: Raw -3274019.694659 + Penalty 1997.518094 = -3272022.176565 nChanged 4 SP:Iteration 44Q (3592.141863 sec): 3 clusters Score: Raw -3274019.851205 + Penalty 1997.518094 = -3272022.333111 nChanged 8 SP:Iteration 45Q (3592.234165 sec): 3 clusters Score: Raw -3274020.256988 + Penalty 1997.518094 = -3272022.738894 nChanged 12 SP:Iteration 46Q (3592.324682 sec): 3 clusters Score: Raw -3274020.625556 + Penalty 1997.518094 = -3272023.107463 nChanged 7 SP:Iteration 47Q (3592.410439 sec): 3 clusters Score: Raw -3274020.757284 + Penalty 1997.518094 = -3272023.239190 nChanged 4 SP:Iteration 48Q (3592.505873 sec): 3 clusters Score: Raw -3274020.902594 + Penalty 1997.518094 = -3272023.384500 nChanged 7 SP:Iteration 49Q (3592.599505 sec): 3 clusters Score: Raw -3274021.159563 + Penalty 1997.518094 = -3272023.641469 nChanged 8 SP:Iteration 50Q (3592.683252 sec): 3 clusters Score: Raw -3274021.382470 + Penalty 1997.518094 = -3272023.864377 nChanged 9 SP:Iteration 51Q (3592.783579 sec): 3 clusters Score: Raw -3274021.676287 + Penalty 1997.518094 = -3272024.158194 nChanged 7 SP:Iteration 52Q (3592.861231 sec): 3 clusters Score: Raw -3274021.904562 + Penalty 1997.518094 = -3272024.386469 nChanged 12 SP:Iteration 53Q (3592.955688 sec): 3 clusters Score: Raw -3274022.308256 + Penalty 1997.518094 = -3272024.790163 nChanged 11 SP:Iteration 54Q (3593.042099 sec): 3 clusters Score: Raw -3274022.535919 + Penalty 1997.518094 = -3272025.017825 nChanged 11 SP:Iteration 55Q (3593.132651 sec): 3 clusters Score: Raw -3274022.846533 + Penalty 1997.518094 = -3272025.328440 nChanged 6 SP:Iteration 56Q (3593.217006 sec): 3 clusters Score: Raw -3274022.978410 + Penalty 1997.518094 = -3272025.460316 nChanged 7 SP:Iteration 57Q (3593.311555 sec): 3 clusters Score: Raw -3274023.331652 + Penalty 1997.518094 = -3272025.813558 nChanged 9 SP:Iteration 58Q (3593.405951 sec): 3 clusters Score: Raw -3274023.546381 + Penalty 1997.518094 = -3272026.028287 nChanged 10 SP:Iteration 59Q (3593.490163 sec): 3 clusters Score: Raw -3274023.777730 + Penalty 1997.518094 = -3272026.259636 nChanged 7 SP:Iteration 60F (3593.579055 sec): 3 clusters Score: Raw -3274023.894349 + Penalty 1997.518094 = -3272026.376256 nChanged 6 SP:Iteration 61Q (3593.660298 sec): 3 clusters Score: Raw -3274024.019749 + Penalty 1997.518094 = -3272026.501656 nChanged 4 SP:Iteration 62Q (3593.746938 sec): 3 clusters Score: Raw -3274024.097779 + Penalty 1997.518094 = -3272026.579686 nChanged 5 SP:Iteration 63Q (3593.835867 sec): 3 clusters Score: Raw -3274024.204500 + Penalty 1997.518094 = -3272026.686406 nChanged 3 SP:Iteration 64Q (3593.920508 sec): 3 clusters Score: Raw -3274024.274623 + Penalty 1997.518094 = -3272026.756529 nChanged 1 SP:Iteration 65Q (3594.002327 sec): 3 clusters Score: Raw -3274024.277298 + Penalty 1997.518094 = -3272026.759204 nChanged 0 SP:Iteration 66F (3594.099246 sec): 3 clusters Score: Raw -3274024.277298 + Penalty 1997.518094 = -3272026.759204 nChanged 0 Trying to split cluster 4 (20056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3594.139857 sec): 2 clusters Score: Raw -1762361.295156 + Penalty 941.096946 = -1761420.198210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3594.214668 sec): 3 clusters Score: Raw -1749726.173895 + Penalty 1882.193892 = -1747843.980004 nChanged 9317 SP:Iteration 1F (3594.286243 sec): 3 clusters Score: Raw -1755000.484802 + Penalty 1882.193892 = -1753118.290910 nChanged 860 SP:Iteration 2Q (3594.363895 sec): 3 clusters Score: Raw -1755289.197432 + Penalty 1882.193892 = -1753407.003541 nChanged 900 SP:Iteration 3Q (3594.445472 sec): 3 clusters Score: Raw -1755709.849411 + Penalty 1882.193892 = -1753827.655520 nChanged 1024 SP:Iteration 4F (3594.520156 sec): 3 clusters Score: Raw -1756280.870199 + Penalty 1882.193892 = -1754398.676308 nChanged 1125 SP:Iteration 5F (3594.596754 sec): 3 clusters Score: Raw -1757109.509949 + Penalty 1882.193892 = -1755227.316058 nChanged 1312 SP:Iteration 6F (3594.661864 sec): 3 clusters Score: Raw -1758220.885649 + Penalty 1882.193892 = -1756338.691758 nChanged 1333 SP:Iteration 7F (3594.740162 sec): 3 clusters Score: Raw -1759324.618978 + Penalty 1882.193892 = -1757442.425086 nChanged 1200 SP:Iteration 8F (3594.808475 sec): 3 clusters Score: Raw -1760125.026521 + Penalty 1882.193892 = -1758242.832630 nChanged 937 SP:Iteration 9Q (3594.881313 sec): 3 clusters Score: Raw -1760556.591516 + Penalty 1882.193892 = -1758674.397624 nChanged 655 SP:Iteration 10Q (3594.957176 sec): 3 clusters Score: Raw -1760794.616794 + Penalty 1882.193892 = -1758912.422903 nChanged 471 SP:Iteration 11Q (3595.032368 sec): 3 clusters Score: Raw -1760955.660282 + Penalty 1882.193892 = -1759073.466390 nChanged 409 SP:Iteration 12Q (3595.107346 sec): 3 clusters Score: Raw -1761111.658086 + Penalty 1882.193892 = -1759229.464195 nChanged 434 SP:Iteration 13Q (3595.182647 sec): 3 clusters Score: Raw -1761284.422735 + Penalty 1882.193892 = -1759402.228843 nChanged 464 SP:Iteration 14Q (3595.253332 sec): 3 clusters Score: Raw -1761487.835930 + Penalty 1882.193892 = -1759605.642038 nChanged 479 SP:Iteration 15Q (3595.331328 sec): 3 clusters Score: Raw -1761712.133443 + Penalty 1882.193892 = -1759829.939552 nChanged 492 SP:Iteration 16Q (3595.403953 sec): 3 clusters Score: Raw -1761939.848173 + Penalty 1882.193892 = -1760057.654281 nChanged 510 SP:Iteration 17Q (3595.477078 sec): 3 clusters Score: Raw -1762216.893909 + Penalty 1882.193892 = -1760334.700018 nChanged 516 SP:Iteration 18Q (3595.551256 sec): 3 clusters Score: Raw -1762525.814686 + Penalty 1882.193892 = -1760643.620794 nChanged 446 SP:Iteration 19Q (3595.620780 sec): 3 clusters Score: Raw -1762794.859440 + Penalty 1882.193892 = -1760912.665548 nChanged 367 SP:Iteration 20F (3595.685552 sec): 3 clusters Score: Raw -1762987.529281 + Penalty 1882.193892 = -1761105.335389 nChanged 286 SP:Iteration 21Q (3595.764872 sec): 3 clusters Score: Raw -1763085.701491 + Penalty 1882.193892 = -1761203.507599 nChanged 195 SP:Iteration 22Q (3595.838676 sec): 3 clusters Score: Raw -1763133.463146 + Penalty 1882.193892 = -1761251.269255 nChanged 150 SP:Iteration 23Q (3595.906287 sec): 3 clusters Score: Raw -1763164.573466 + Penalty 1882.193892 = -1761282.379574 nChanged 123 SP:Iteration 24Q (3595.979919 sec): 3 clusters Score: Raw -1763187.777407 + Penalty 1882.193892 = -1761305.583516 nChanged 110 SP:Iteration 25Q (3596.062203 sec): 3 clusters Score: Raw -1763205.600439 + Penalty 1882.193892 = -1761323.406547 nChanged 99 SP:Iteration 26Q (3596.132231 sec): 3 clusters Score: Raw -1763219.261933 + Penalty 1882.193892 = -1761337.068041 nChanged 83 SP:Iteration 27Q (3596.208444 sec): 3 clusters Score: Raw -1763228.642326 + Penalty 1882.193892 = -1761346.448435 nChanged 62 SP:Iteration 28Q (3596.279672 sec): 3 clusters Score: Raw -1763235.341511 + Penalty 1882.193892 = -1761353.147620 nChanged 66 SP:Iteration 29Q (3596.351352 sec): 3 clusters Score: Raw -1763241.531538 + Penalty 1882.193892 = -1761359.337646 nChanged 51 SP:Iteration 30Q (3596.413277 sec): 3 clusters Score: Raw -1763246.637965 + Penalty 1882.193892 = -1761364.444073 nChanged 41 SP:Iteration 31Q (3596.488597 sec): 3 clusters Score: Raw -1763250.585791 + Penalty 1882.193892 = -1761368.391899 nChanged 34 SP:Iteration 32Q (3596.565766 sec): 3 clusters Score: Raw -1763253.902630 + Penalty 1882.193892 = -1761371.708738 nChanged 35 SP:Iteration 33Q (3596.632024 sec): 3 clusters Score: Raw -1763257.453197 + Penalty 1882.193892 = -1761375.259306 nChanged 49 SP:Iteration 34Q (3596.705079 sec): 3 clusters Score: Raw -1763261.990505 + Penalty 1882.193892 = -1761379.796613 nChanged 52 SP:Iteration 35Q (3596.777411 sec): 3 clusters Score: Raw -1763268.020362 + Penalty 1882.193892 = -1761385.826470 nChanged 60 SP:Iteration 36Q (3596.839940 sec): 3 clusters Score: Raw -1763274.861843 + Penalty 1882.193892 = -1761392.667951 nChanged 62 SP:Iteration 37Q (3596.914560 sec): 3 clusters Score: Raw -1763281.675678 + Penalty 1882.193892 = -1761399.481786 nChanged 59 SP:Iteration 38Q (3596.982398 sec): 3 clusters Score: Raw -1763288.601599 + Penalty 1882.193892 = -1761406.407707 nChanged 64 SP:Iteration 39Q (3597.064200 sec): 3 clusters Score: Raw -1763296.547585 + Penalty 1882.193892 = -1761414.353693 nChanged 76 SP:Iteration 40F (3597.125249 sec): 3 clusters Score: Raw -1763305.322788 + Penalty 1882.193892 = -1761423.128896 nChanged 70 SP:Iteration 41Q (3597.194985 sec): 3 clusters Score: Raw -1763312.136504 + Penalty 1882.193892 = -1761429.942612 nChanged 53 SP:Iteration 42Q (3597.266532 sec): 3 clusters Score: Raw -1763316.655666 + Penalty 1882.193892 = -1761434.461775 nChanged 41 SP:Iteration 43Q (3597.335128 sec): 3 clusters Score: Raw -1763319.845172 + Penalty 1882.193892 = -1761437.651280 nChanged 40 SP:Iteration 44Q (3597.407307 sec): 3 clusters Score: Raw -1763323.078793 + Penalty 1882.193892 = -1761440.884901 nChanged 35 SP:Iteration 45Q (3597.485491 sec): 3 clusters Score: Raw -1763326.438599 + Penalty 1882.193892 = -1761444.244707 nChanged 39 SP:Iteration 46Q (3597.547793 sec): 3 clusters Score: Raw -1763329.518362 + Penalty 1882.193892 = -1761447.324471 nChanged 33 SP:Iteration 47Q (3597.618492 sec): 3 clusters Score: Raw -1763331.673871 + Penalty 1882.193892 = -1761449.479979 nChanged 25 SP:Iteration 48Q (3597.682964 sec): 3 clusters Score: Raw -1763333.239094 + Penalty 1882.193892 = -1761451.045203 nChanged 31 SP:Iteration 49Q (3597.758411 sec): 3 clusters Score: Raw -1763335.682983 + Penalty 1882.193892 = -1761453.489091 nChanged 33 SP:Iteration 50Q (3597.834526 sec): 3 clusters Score: Raw -1763337.863141 + Penalty 1882.193892 = -1761455.669249 nChanged 34 SP:Iteration 51Q (3597.912993 sec): 3 clusters Score: Raw -1763340.225628 + Penalty 1882.193892 = -1761458.031737 nChanged 28 SP:Iteration 52Q (3597.985762 sec): 3 clusters Score: Raw -1763341.810292 + Penalty 1882.193892 = -1761459.616401 nChanged 23 SP:Iteration 53Q (3598.052062 sec): 3 clusters Score: Raw -1763343.242016 + Penalty 1882.193892 = -1761461.048124 nChanged 22 SP:Iteration 54Q (3598.123995 sec): 3 clusters Score: Raw -1763344.673815 + Penalty 1882.193892 = -1761462.479924 nChanged 20 SP:Iteration 55Q (3598.199604 sec): 3 clusters Score: Raw -1763345.793346 + Penalty 1882.193892 = -1761463.599454 nChanged 13 SP:Iteration 56Q (3598.272957 sec): 3 clusters Score: Raw -1763346.387067 + Penalty 1882.193892 = -1761464.193175 nChanged 11 SP:Iteration 57Q (3598.345865 sec): 3 clusters Score: Raw -1763346.910905 + Penalty 1882.193892 = -1761464.717013 nChanged 16 SP:Iteration 58Q (3598.418648 sec): 3 clusters Score: Raw -1763347.791638 + Penalty 1882.193892 = -1761465.597746 nChanged 17 SP:Iteration 59Q (3598.488866 sec): 3 clusters Score: Raw -1763348.867866 + Penalty 1882.193892 = -1761466.673974 nChanged 13 SP:Iteration 60F (3598.563557 sec): 3 clusters Score: Raw -1763349.557488 + Penalty 1882.193892 = -1761467.363596 nChanged 12 SP:Iteration 61Q (3598.625803 sec): 3 clusters Score: Raw -1763350.228143 + Penalty 1882.193892 = -1761468.034251 nChanged 13 SP:Iteration 62Q (3598.699966 sec): 3 clusters Score: Raw -1763350.877342 + Penalty 1882.193892 = -1761468.683451 nChanged 9 SP:Iteration 63Q (3598.775838 sec): 3 clusters Score: Raw -1763351.227662 + Penalty 1882.193892 = -1761469.033771 nChanged 14 SP:Iteration 64Q (3598.839817 sec): 3 clusters Score: Raw -1763351.943538 + Penalty 1882.193892 = -1761469.749647 nChanged 11 SP:Iteration 65Q (3598.916883 sec): 3 clusters Score: Raw -1763352.435636 + Penalty 1882.193892 = -1761470.241744 nChanged 8 SP:Iteration 66Q (3598.983715 sec): 3 clusters Score: Raw -1763352.722741 + Penalty 1882.193892 = -1761470.528849 nChanged 4 SP:Iteration 67Q (3599.065406 sec): 3 clusters Score: Raw -1763352.874279 + Penalty 1882.193892 = -1761470.680387 nChanged 1 SP:Iteration 68Q (3599.133196 sec): 3 clusters Score: Raw -1763352.909865 + Penalty 1882.193892 = -1761470.715973 nChanged 0 SP:Iteration 69F (3599.197945 sec): 3 clusters Score: Raw -1763352.909865 + Penalty 1882.193892 = -1761470.715973 nChanged 0 Score: Raw -45232294.293321 + Penalty 46344.482851 = -45185949.810470 Splitting cluster 4 changes total score from -45186210.742441 to -45185949.810470 So it's not getting split. Trying to split cluster 5 (4019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3609.291898 sec): 2 clusters Score: Raw -362005.588732 + Penalty 788.384897 = -361217.203834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3609.330762 sec): 3 clusters Score: Raw -359826.384306 + Penalty 1576.769795 = -358249.614511 nChanged 1667 SP:Iteration 1F (3609.376311 sec): 3 clusters Score: Raw -360729.512166 + Penalty 1576.769795 = -359152.742372 nChanged 277 SP:Iteration 2F (3609.421802 sec): 3 clusters Score: Raw -360857.344683 + Penalty 1576.769795 = -359280.574888 nChanged 193 SP:Iteration 3Q (3609.467401 sec): 3 clusters Score: Raw -360940.027736 + Penalty 1576.769795 = -359363.257941 nChanged 169 SP:Iteration 4Q (3609.513500 sec): 3 clusters Score: Raw -361011.893765 + Penalty 1576.769795 = -359435.123970 nChanged 154 SP:Iteration 5Q (3609.562215 sec): 3 clusters Score: Raw -361089.213096 + Penalty 1576.769795 = -359512.443301 nChanged 155 SP:Iteration 6Q (3609.613125 sec): 3 clusters Score: Raw -361173.891637 + Penalty 1576.769795 = -359597.121842 nChanged 160 SP:Iteration 7Q (3609.663270 sec): 3 clusters Score: Raw -361266.152654 + Penalty 1576.769795 = -359689.382859 nChanged 182 SP:Iteration 8Q (3609.719992 sec): 3 clusters Score: Raw -361382.880100 + Penalty 1576.769795 = -359806.110305 nChanged 185 SP:Iteration 9Q (3609.758395 sec): 3 clusters Score: Raw -361521.058755 + Penalty 1576.769795 = -359944.288960 nChanged 187 SP:Iteration 10Q (3609.804132 sec): 3 clusters Score: Raw -361633.521627 + Penalty 1576.769795 = -360056.751832 nChanged 142 SP:Iteration 11Q (3609.859725 sec): 3 clusters Score: Raw -361723.381105 + Penalty 1576.769795 = -360146.611310 nChanged 121 SP:Iteration 12Q (3609.898303 sec): 3 clusters Score: Raw -361803.713141 + Penalty 1576.769795 = -360226.943346 nChanged 118 SP:Iteration 13Q (3609.952454 sec): 3 clusters Score: Raw -361870.318239 + Penalty 1576.769795 = -360293.548444 nChanged 88 SP:Iteration 14Q (3609.998229 sec): 3 clusters Score: Raw -361914.204662 + Penalty 1576.769795 = -360337.434867 nChanged 73 SP:Iteration 15Q (3610.055470 sec): 3 clusters Score: Raw -361954.940350 + Penalty 1576.769795 = -360378.170555 nChanged 72 SP:Iteration 16Q (3610.104316 sec): 3 clusters Score: Raw -361989.760103 + Penalty 1576.769795 = -360412.990308 nChanged 53 SP:Iteration 17Q (3610.147704 sec): 3 clusters Score: Raw -362011.878395 + Penalty 1576.769795 = -360435.108601 nChanged 46 SP:Iteration 18Q (3610.200732 sec): 3 clusters Score: Raw -362031.181339 + Penalty 1576.769795 = -360454.411544 nChanged 40 SP:Iteration 19Q (3610.250838 sec): 3 clusters Score: Raw -362049.123458 + Penalty 1576.769795 = -360472.353663 nChanged 47 SP:Iteration 20F (3610.297639 sec): 3 clusters Score: Raw -362071.766363 + Penalty 1576.769795 = -360494.996568 nChanged 51 SP:Iteration 21Q (3610.347685 sec): 3 clusters Score: Raw -362097.536626 + Penalty 1576.769795 = -360520.766831 nChanged 39 SP:Iteration 22Q (3610.393193 sec): 3 clusters Score: Raw -362120.120139 + Penalty 1576.769795 = -360543.350344 nChanged 39 SP:Iteration 23Q (3610.449797 sec): 3 clusters Score: Raw -362140.744742 + Penalty 1576.769795 = -360563.974947 nChanged 32 SP:Iteration 24Q (3610.487710 sec): 3 clusters Score: Raw -362153.612119 + Penalty 1576.769795 = -360576.842324 nChanged 22 SP:Iteration 25Q (3610.537640 sec): 3 clusters Score: Raw -362162.730409 + Penalty 1576.769795 = -360585.960614 nChanged 21 SP:Iteration 26Q (3610.586939 sec): 3 clusters Score: Raw -362171.965721 + Penalty 1576.769795 = -360595.195926 nChanged 21 SP:Iteration 27Q (3610.635611 sec): 3 clusters Score: Raw -362180.851539 + Penalty 1576.769795 = -360604.081744 nChanged 25 SP:Iteration 28Q (3610.688251 sec): 3 clusters Score: Raw -362191.284795 + Penalty 1576.769795 = -360614.515001 nChanged 15 SP:Iteration 29Q (3610.740765 sec): 3 clusters Score: Raw -362196.996020 + Penalty 1576.769795 = -360620.226225 nChanged 11 SP:Iteration 30Q (3610.789509 sec): 3 clusters Score: Raw -362200.539284 + Penalty 1576.769795 = -360623.769489 nChanged 10 SP:Iteration 31Q (3610.838419 sec): 3 clusters Score: Raw -362203.140582 + Penalty 1576.769795 = -360626.370788 nChanged 8 SP:Iteration 32Q (3610.889733 sec): 3 clusters Score: Raw -362205.585112 + Penalty 1576.769795 = -360628.815317 nChanged 5 SP:Iteration 33Q (3610.926853 sec): 3 clusters Score: Raw -362206.655993 + Penalty 1576.769795 = -360629.886198 nChanged 5 SP:Iteration 34Q (3610.979844 sec): 3 clusters Score: Raw -362208.425262 + Penalty 1576.769795 = -360631.655467 nChanged 6 SP:Iteration 35Q (3611.024564 sec): 3 clusters Score: Raw -362210.716734 + Penalty 1576.769795 = -360633.946939 nChanged 6 SP:Iteration 36Q (3611.084869 sec): 3 clusters Score: Raw -362213.153791 + Penalty 1576.769795 = -360636.383996 nChanged 6 SP:Iteration 37Q (3611.129186 sec): 3 clusters Score: Raw -362215.526020 + Penalty 1576.769795 = -360638.756225 nChanged 4 SP:Iteration 38Q (3611.183924 sec): 3 clusters Score: Raw -362217.165271 + Penalty 1576.769795 = -360640.395476 nChanged 3 SP:Iteration 39Q (3611.220304 sec): 3 clusters Score: Raw -362217.904275 + Penalty 1576.769795 = -360641.134480 nChanged 2 SP:Iteration 40F (3611.272967 sec): 3 clusters Score: Raw -362218.237617 + Penalty 1576.769795 = -360641.467822 nChanged 1 SP:Iteration 41Q (3611.330585 sec): 3 clusters Score: Raw -362218.330679 + Penalty 1576.769795 = -360641.560884 nChanged 0 SP:Iteration 42F (3611.385608 sec): 3 clusters Score: Raw -362218.330679 + Penalty 1576.769795 = -360641.560884 nChanged 0 Trying to split cluster 6 (17445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3611.432029 sec): 2 clusters Score: Raw -1482827.395326 + Penalty 927.846794 = -1481899.548533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3611.499009 sec): 3 clusters Score: Raw -1472169.565033 + Penalty 1855.693587 = -1470313.871446 nChanged 7925 SP:Iteration 1F (3611.569807 sec): 3 clusters Score: Raw -1476850.558116 + Penalty 1855.693587 = -1474994.864529 nChanged 987 SP:Iteration 2F (3611.628698 sec): 3 clusters Score: Raw -1477270.638627 + Penalty 1855.693587 = -1475414.945040 nChanged 966 SP:Iteration 3F (3611.706327 sec): 3 clusters Score: Raw -1477728.378153 + Penalty 1855.693587 = -1475872.684566 nChanged 979 SP:Iteration 4F (3611.775409 sec): 3 clusters Score: Raw -1478244.663537 + Penalty 1855.693587 = -1476388.969950 nChanged 969 SP:Iteration 5F (3611.847544 sec): 3 clusters Score: Raw -1478776.146565 + Penalty 1855.693587 = -1476920.452977 nChanged 919 SP:Iteration 6F (3611.917453 sec): 3 clusters Score: Raw -1479302.865363 + Penalty 1855.693587 = -1477447.171776 nChanged 791 SP:Iteration 7Q (3611.982951 sec): 3 clusters Score: Raw -1479756.286509 + Penalty 1855.693587 = -1477900.592922 nChanged 687 SP:Iteration 8Q (3612.055891 sec): 3 clusters Score: Raw -1480175.109766 + Penalty 1855.693587 = -1478319.416179 nChanged 601 SP:Iteration 9Q (3612.119472 sec): 3 clusters Score: Raw -1480521.448734 + Penalty 1855.693587 = -1478665.755147 nChanged 493 SP:Iteration 10Q (3612.187709 sec): 3 clusters Score: Raw -1480767.332197 + Penalty 1855.693587 = -1478911.638609 nChanged 383 SP:Iteration 11Q (3612.251297 sec): 3 clusters Score: Raw -1480939.704420 + Penalty 1855.693587 = -1479084.010832 nChanged 316 SP:Iteration 12Q (3612.320124 sec): 3 clusters Score: Raw -1481064.300603 + Penalty 1855.693587 = -1479208.607016 nChanged 288 SP:Iteration 13Q (3612.394770 sec): 3 clusters Score: Raw -1481178.070250 + Penalty 1855.693587 = -1479322.376662 nChanged 281 SP:Iteration 14Q (3612.455805 sec): 3 clusters Score: Raw -1481284.013626 + Penalty 1855.693587 = -1479428.320039 nChanged 257 SP:Iteration 15Q (3612.532047 sec): 3 clusters Score: Raw -1481377.900939 + Penalty 1855.693587 = -1479522.207351 nChanged 248 SP:Iteration 16Q (3612.591651 sec): 3 clusters Score: Raw -1481459.118197 + Penalty 1855.693587 = -1479603.424610 nChanged 229 SP:Iteration 17Q (3612.658386 sec): 3 clusters Score: Raw -1481536.379411 + Penalty 1855.693587 = -1479680.685824 nChanged 205 SP:Iteration 18Q (3612.734123 sec): 3 clusters Score: Raw -1481604.284573 + Penalty 1855.693587 = -1479748.590986 nChanged 211 SP:Iteration 19Q (3612.797268 sec): 3 clusters Score: Raw -1481683.552369 + Penalty 1855.693587 = -1479827.858782 nChanged 226 SP:Iteration 20F (3612.865265 sec): 3 clusters Score: Raw -1481774.264424 + Penalty 1855.693587 = -1479918.570837 nChanged 228 SP:Iteration 21Q (3612.933001 sec): 3 clusters Score: Raw -1481865.155183 + Penalty 1855.693587 = -1480009.461595 nChanged 199 SP:Iteration 22Q (3613.001092 sec): 3 clusters Score: Raw -1481942.575686 + Penalty 1855.693587 = -1480086.882099 nChanged 204 SP:Iteration 23Q (3613.071838 sec): 3 clusters Score: Raw -1482023.750666 + Penalty 1855.693587 = -1480168.057079 nChanged 186 SP:Iteration 24Q (3613.140515 sec): 3 clusters Score: Raw -1482094.954186 + Penalty 1855.693587 = -1480239.260599 nChanged 168 SP:Iteration 25Q (3613.204815 sec): 3 clusters Score: Raw -1482168.064434 + Penalty 1855.693587 = -1480312.370847 nChanged 181 SP:Iteration 26Q (3613.268730 sec): 3 clusters Score: Raw -1482247.534952 + Penalty 1855.693587 = -1480391.841365 nChanged 171 SP:Iteration 27Q (3613.331840 sec): 3 clusters Score: Raw -1482327.929066 + Penalty 1855.693587 = -1480472.235479 nChanged 172 SP:Iteration 28Q (3613.394783 sec): 3 clusters Score: Raw -1482417.135864 + Penalty 1855.693587 = -1480561.442277 nChanged 165 SP:Iteration 29Q (3613.459053 sec): 3 clusters Score: Raw -1482510.578324 + Penalty 1855.693587 = -1480654.884736 nChanged 150 SP:Iteration 30Q (3613.524523 sec): 3 clusters Score: Raw -1482605.556796 + Penalty 1855.693587 = -1480749.863209 nChanged 127 SP:Iteration 31Q (3613.586126 sec): 3 clusters Score: Raw -1482675.661049 + Penalty 1855.693587 = -1480819.967462 nChanged 101 SP:Iteration 32Q (3613.643163 sec): 3 clusters Score: Raw -1482738.534728 + Penalty 1855.693587 = -1480882.841140 nChanged 94 SP:Iteration 33Q (3613.711892 sec): 3 clusters Score: Raw -1482810.133813 + Penalty 1855.693587 = -1480954.440226 nChanged 65 SP:Iteration 34Q (3613.778955 sec): 3 clusters Score: Raw -1482862.465491 + Penalty 1855.693587 = -1481006.771904 nChanged 43 SP:Iteration 35Q (3613.835122 sec): 3 clusters Score: Raw -1482891.102570 + Penalty 1855.693587 = -1481035.408982 nChanged 34 SP:Iteration 36Q (3613.908372 sec): 3 clusters Score: Raw -1482914.270685 + Penalty 1855.693587 = -1481058.577098 nChanged 28 SP:Iteration 37Q (3613.979282 sec): 3 clusters Score: Raw -1482930.902934 + Penalty 1855.693587 = -1481075.209346 nChanged 22 SP:Iteration 38Q (3614.044448 sec): 3 clusters Score: Raw -1482946.281389 + Penalty 1855.693587 = -1481090.587802 nChanged 17 SP:Iteration 39Q (3614.111132 sec): 3 clusters Score: Raw -1482959.773828 + Penalty 1855.693587 = -1481104.080241 nChanged 14 SP:Iteration 40F (3614.179121 sec): 3 clusters Score: Raw -1482967.927057 + Penalty 1855.693587 = -1481112.233470 nChanged 9 SP:Iteration 41Q (3614.234001 sec): 3 clusters Score: Raw -1482975.727518 + Penalty 1855.693587 = -1481120.033931 nChanged 7 SP:Iteration 42Q (3614.304141 sec): 3 clusters Score: Raw -1482978.306538 + Penalty 1855.693587 = -1481122.612950 nChanged 3 SP:Iteration 43Q (3614.358445 sec): 3 clusters Score: Raw -1482979.126149 + Penalty 1855.693587 = -1481123.432562 nChanged 0 SP:Iteration 44F (3614.435482 sec): 3 clusters Score: Raw -1482979.126149 + Penalty 1855.693587 = -1481123.432562 nChanged 0 Trying to split cluster 7 (22946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3614.485070 sec): 2 clusters Score: Raw -2036528.252052 + Penalty 953.885396 = -2035574.366655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3614.561466 sec): 3 clusters Score: Raw -2022148.502915 + Penalty 1907.770793 = -2020240.732122 nChanged 10600 SP:Iteration 1F (3614.637385 sec): 3 clusters Score: Raw -2028231.653465 + Penalty 1907.770793 = -2026323.882672 nChanged 1166 SP:Iteration 2F (3614.710042 sec): 3 clusters Score: Raw -2028675.780139 + Penalty 1907.770793 = -2026768.009346 nChanged 1158 SP:Iteration 3F (3614.787319 sec): 3 clusters Score: Raw -2029139.779976 + Penalty 1907.770793 = -2027232.009184 nChanged 1164 SP:Iteration 4F (3614.853426 sec): 3 clusters Score: Raw -2029603.070033 + Penalty 1907.770793 = -2027695.299240 nChanged 1115 SP:Iteration 5Q (3614.930720 sec): 3 clusters Score: Raw -2030080.228410 + Penalty 1907.770793 = -2028172.457618 nChanged 1080 SP:Iteration 6Q (3615.004816 sec): 3 clusters Score: Raw -2030562.812606 + Penalty 1907.770793 = -2028655.041814 nChanged 1048 SP:Iteration 7Q (3615.090387 sec): 3 clusters Score: Raw -2031052.497726 + Penalty 1907.770793 = -2029144.726933 nChanged 936 SP:Iteration 8Q (3615.154609 sec): 3 clusters Score: Raw -2031515.599969 + Penalty 1907.770793 = -2029607.829176 nChanged 917 SP:Iteration 9Q (3615.239244 sec): 3 clusters Score: Raw -2032045.897279 + Penalty 1907.770793 = -2030138.126486 nChanged 888 SP:Iteration 10Q (3615.321423 sec): 3 clusters Score: Raw -2032620.815684 + Penalty 1907.770793 = -2030713.044891 nChanged 808 SP:Iteration 11Q (3615.398737 sec): 3 clusters Score: Raw -2033232.171129 + Penalty 1907.770793 = -2031324.400337 nChanged 736 SP:Iteration 12Q (3615.469272 sec): 3 clusters Score: Raw -2033802.719172 + Penalty 1907.770793 = -2031894.948380 nChanged 661 SP:Iteration 13Q (3615.544215 sec): 3 clusters Score: Raw -2034282.699656 + Penalty 1907.770793 = -2032374.928863 nChanged 533 SP:Iteration 14Q (3615.623622 sec): 3 clusters Score: Raw -2034598.232024 + Penalty 1907.770793 = -2032690.461231 nChanged 423 SP:Iteration 15Q (3615.686529 sec): 3 clusters Score: Raw -2034832.055648 + Penalty 1907.770793 = -2032924.284855 nChanged 393 SP:Iteration 16Q (3615.769337 sec): 3 clusters Score: Raw -2035038.601473 + Penalty 1907.770793 = -2033130.830681 nChanged 341 SP:Iteration 17Q (3615.839830 sec): 3 clusters Score: Raw -2035217.987168 + Penalty 1907.770793 = -2033310.216376 nChanged 339 SP:Iteration 18Q (3615.900834 sec): 3 clusters Score: Raw -2035399.375611 + Penalty 1907.770793 = -2033491.604818 nChanged 322 SP:Iteration 19Q (3615.977961 sec): 3 clusters Score: Raw -2035567.607565 + Penalty 1907.770793 = -2033659.836772 nChanged 314 SP:Iteration 20F (3616.050646 sec): 3 clusters Score: Raw -2035746.142627 + Penalty 1907.770793 = -2033838.371834 nChanged 297 SP:Iteration 21Q (3616.111844 sec): 3 clusters Score: Raw -2035918.857513 + Penalty 1907.770793 = -2034011.086720 nChanged 241 SP:Iteration 22Q (3616.186554 sec): 3 clusters Score: Raw -2036056.952369 + Penalty 1907.770793 = -2034149.181576 nChanged 198 SP:Iteration 23Q (3616.263429 sec): 3 clusters Score: Raw -2036156.013059 + Penalty 1907.770793 = -2034248.242266 nChanged 155 SP:Iteration 24Q (3616.326122 sec): 3 clusters Score: Raw -2036229.210260 + Penalty 1907.770793 = -2034321.439468 nChanged 127 SP:Iteration 25Q (3616.389895 sec): 3 clusters Score: Raw -2036284.329017 + Penalty 1907.770793 = -2034376.558225 nChanged 109 SP:Iteration 26Q (3616.459681 sec): 3 clusters Score: Raw -2036332.314576 + Penalty 1907.770793 = -2034424.543784 nChanged 106 SP:Iteration 27Q (3616.528360 sec): 3 clusters Score: Raw -2036384.194266 + Penalty 1907.770793 = -2034476.423473 nChanged 82 SP:Iteration 28Q (3616.607768 sec): 3 clusters Score: Raw -2036424.032484 + Penalty 1907.770793 = -2034516.261691 nChanged 71 SP:Iteration 29Q (3616.673808 sec): 3 clusters Score: Raw -2036458.499777 + Penalty 1907.770793 = -2034550.728985 nChanged 60 SP:Iteration 30Q (3616.742287 sec): 3 clusters Score: Raw -2036486.170999 + Penalty 1907.770793 = -2034578.400206 nChanged 50 SP:Iteration 31Q (3616.809793 sec): 3 clusters Score: Raw -2036511.434072 + Penalty 1907.770793 = -2034603.663280 nChanged 42 SP:Iteration 32Q (3616.880332 sec): 3 clusters Score: Raw -2036533.190147 + Penalty 1907.770793 = -2034625.419354 nChanged 45 SP:Iteration 33Q (3616.945021 sec): 3 clusters Score: Raw -2036561.167210 + Penalty 1907.770793 = -2034653.396417 nChanged 37 SP:Iteration 34Q (3617.009408 sec): 3 clusters Score: Raw -2036582.393533 + Penalty 1907.770793 = -2034674.622741 nChanged 30 SP:Iteration 35Q (3617.085443 sec): 3 clusters Score: Raw -2036596.000254 + Penalty 1907.770793 = -2034688.229462 nChanged 28 SP:Iteration 36Q (3617.153387 sec): 3 clusters Score: Raw -2036610.843797 + Penalty 1907.770793 = -2034703.073004 nChanged 22 SP:Iteration 37Q (3617.224397 sec): 3 clusters Score: Raw -2036622.898998 + Penalty 1907.770793 = -2034715.128205 nChanged 23 SP:Iteration 38Q (3617.298118 sec): 3 clusters Score: Raw -2036632.689020 + Penalty 1907.770793 = -2034724.918227 nChanged 13 SP:Iteration 39Q (3617.370849 sec): 3 clusters Score: Raw -2036638.222744 + Penalty 1907.770793 = -2034730.451952 nChanged 15 SP:Iteration 40F (3617.449242 sec): 3 clusters Score: Raw -2036643.937437 + Penalty 1907.770793 = -2034736.166644 nChanged 7 SP:Iteration 41Q (3617.513050 sec): 3 clusters Score: Raw -2036646.643837 + Penalty 1907.770793 = -2034738.873045 nChanged 6 SP:Iteration 42Q (3617.573767 sec): 3 clusters Score: Raw -2036649.271958 + Penalty 1907.770793 = -2034741.501165 nChanged 5 SP:Iteration 43Q (3617.649909 sec): 3 clusters Score: Raw -2036651.633363 + Penalty 1907.770793 = -2034743.862571 nChanged 4 SP:Iteration 44Q (3617.719784 sec): 3 clusters Score: Raw -2036653.308406 + Penalty 1907.770793 = -2034745.537614 nChanged 6 SP:Iteration 45Q (3617.789229 sec): 3 clusters Score: Raw -2036655.281226 + Penalty 1907.770793 = -2034747.510434 nChanged 5 SP:Iteration 46Q (3617.857807 sec): 3 clusters Score: Raw -2036656.731961 + Penalty 1907.770793 = -2034748.961168 nChanged 6 SP:Iteration 47Q (3617.923925 sec): 3 clusters Score: Raw -2036659.514798 + Penalty 1907.770793 = -2034751.744005 nChanged 9 SP:Iteration 48Q (3617.988644 sec): 3 clusters Score: Raw -2036662.921033 + Penalty 1907.770793 = -2034755.150241 nChanged 6 SP:Iteration 49Q (3618.056674 sec): 3 clusters Score: Raw -2036664.563183 + Penalty 1907.770793 = -2034756.792391 nChanged 3 SP:Iteration 50Q (3618.118303 sec): 3 clusters Score: Raw -2036665.640190 + Penalty 1907.770793 = -2034757.869397 nChanged 1 SP:Iteration 51Q (3618.193574 sec): 3 clusters Score: Raw -2036665.854454 + Penalty 1907.770793 = -2034758.083661 nChanged 0 SP:Iteration 52F (3618.256070 sec): 3 clusters Score: Raw -2036665.854454 + Penalty 1907.770793 = -2034758.083661 nChanged 0 Trying to split cluster 8 (1367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3618.292370 sec): 2 clusters Score: Raw -117657.601087 + Penalty 685.935514 = -116971.665573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3618.327147 sec): 3 clusters Score: Raw -117054.506040 + Penalty 1371.871029 = -115682.635011 nChanged 505 SP:Iteration 1F (3618.360752 sec): 3 clusters Score: Raw -117377.883181 + Penalty 1371.871029 = -116006.012152 nChanged 107 SP:Iteration 2F (3618.407731 sec): 3 clusters Score: Raw -117459.439955 + Penalty 1371.871029 = -116087.568926 nChanged 68 SP:Iteration 3Q (3618.449741 sec): 3 clusters Score: Raw -117503.655898 + Penalty 1371.871029 = -116131.784869 nChanged 40 SP:Iteration 4Q (3618.497834 sec): 3 clusters Score: Raw -117533.093084 + Penalty 1371.871029 = -116161.222055 nChanged 39 SP:Iteration 5Q (3618.540276 sec): 3 clusters Score: Raw -117560.973280 + Penalty 1371.871029 = -116189.102251 nChanged 26 SP:Iteration 6Q (3618.583422 sec): 3 clusters Score: Raw -117578.021485 + Penalty 1371.871029 = -116206.150456 nChanged 16 SP:Iteration 7Q (3618.629034 sec): 3 clusters Score: Raw -117587.836179 + Penalty 1371.871029 = -116215.965150 nChanged 23 SP:Iteration 8Q (3618.686782 sec): 3 clusters Score: Raw -117603.222596 + Penalty 1371.871029 = -116231.351567 nChanged 24 SP:Iteration 9Q (3618.737311 sec): 3 clusters Score: Raw -117618.513461 + Penalty 1371.871029 = -116246.642432 nChanged 30 SP:Iteration 10Q (3618.786994 sec): 3 clusters Score: Raw -117639.673675 + Penalty 1371.871029 = -116267.802646 nChanged 26 SP:Iteration 11Q (3618.830627 sec): 3 clusters Score: Raw -117661.555928 + Penalty 1371.871029 = -116289.684899 nChanged 27 SP:Iteration 12Q (3618.873077 sec): 3 clusters Score: Raw -117681.831511 + Penalty 1371.871029 = -116309.960483 nChanged 24 SP:Iteration 13Q (3618.925761 sec): 3 clusters Score: Raw -117702.076089 + Penalty 1371.871029 = -116330.205060 nChanged 20 SP:Iteration 14Q (3618.966896 sec): 3 clusters Score: Raw -117716.673466 + Penalty 1371.871029 = -116344.802437 nChanged 17 SP:Iteration 15Q (3619.005403 sec): 3 clusters Score: Raw -117730.662466 + Penalty 1371.871029 = -116358.791437 nChanged 13 SP:Iteration 16Q (3619.052234 sec): 3 clusters Score: Raw -117739.530691 + Penalty 1371.871029 = -116367.659662 nChanged 9 SP:Iteration 17Q (3619.095992 sec): 3 clusters Score: Raw -117746.494791 + Penalty 1371.871029 = -116374.623762 nChanged 6 SP:Iteration 18Q (3619.145699 sec): 3 clusters Score: Raw -117750.075955 + Penalty 1371.871029 = -116378.204926 nChanged 3 SP:Iteration 19Q (3619.187212 sec): 3 clusters Score: Raw -117751.206925 + Penalty 1371.871029 = -116379.335896 nChanged 2 SP:Iteration 20F (3619.233805 sec): 3 clusters Score: Raw -117752.640326 + Penalty 1371.871029 = -116380.769297 nChanged 1 SP:Iteration 21Q (3619.276700 sec): 3 clusters Score: Raw -117753.535973 + Penalty 1371.871029 = -116381.664944 nChanged 0 SP:Iteration 22F (3619.321381 sec): 3 clusters Score: Raw -117753.535973 + Penalty 1371.871029 = -116381.664944 nChanged 0 Trying to split cluster 9 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3619.347413 sec): 2 clusters Score: Raw -48567.033038 + Penalty 628.271501 = -47938.761538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3619.395564 sec): 3 clusters Score: Raw -48294.680777 + Penalty 1256.543001 = -47038.137776 nChanged 253 SP:Iteration 1F (3619.431043 sec): 3 clusters Score: Raw -48509.965360 + Penalty 1256.543001 = -47253.422359 nChanged 69 SP:Iteration 2F (3619.475904 sec): 3 clusters Score: Raw -48584.315271 + Penalty 1256.543001 = -47327.772270 nChanged 47 SP:Iteration 3F (3619.529956 sec): 3 clusters Score: Raw -48674.021781 + Penalty 1256.543001 = -47417.478779 nChanged 51 SP:Iteration 4F (3619.585897 sec): 3 clusters Score: Raw -48785.507999 + Penalty 1256.543001 = -47528.964998 nChanged 46 SP:Iteration 5F (3619.624826 sec): 3 clusters Score: Raw -48850.949279 + Penalty 1256.543001 = -47594.406277 nChanged 33 SP:Iteration 6Q (3619.654206 sec): 3 clusters Score: Raw -48896.496407 + Penalty 1256.543001 = -47639.953406 nChanged 27 SP:Iteration 7Q (3619.690815 sec): 3 clusters Score: Raw -48921.544147 + Penalty 1256.543001 = -47665.001146 nChanged 21 SP:Iteration 8Q (3619.727231 sec): 3 clusters Score: Raw -48945.328292 + Penalty 1256.543001 = -47688.785290 nChanged 7 SP:Iteration 9Q (3619.768738 sec): 3 clusters Score: Raw -48949.144272 + Penalty 1256.543001 = -47692.601270 nChanged 4 SP:Iteration 10Q (3619.811888 sec): 3 clusters Score: Raw -48953.883647 + Penalty 1256.543001 = -47697.340646 nChanged 8 SP:Iteration 11Q (3619.854661 sec): 3 clusters Score: Raw -48962.118812 + Penalty 1256.543001 = -47705.575811 nChanged 9 SP:Iteration 12Q (3619.897132 sec): 3 clusters Score: Raw -48970.814263 + Penalty 1256.543001 = -47714.271261 nChanged 4 SP:Iteration 13Q (3619.940181 sec): 3 clusters Score: Raw -48974.259067 + Penalty 1256.543001 = -47717.716066 nChanged 1 SP:Iteration 14Q (3619.977212 sec): 3 clusters Score: Raw -48977.041026 + Penalty 1256.543001 = -47720.498024 nChanged 2 SP:Iteration 15Q (3620.019550 sec): 3 clusters Score: Raw -48980.338947 + Penalty 1256.543001 = -47723.795946 nChanged 1 SP:Iteration 16Q (3620.062133 sec): 3 clusters Score: Raw -48980.644309 + Penalty 1256.543001 = -47724.101308 nChanged 0 SP:Iteration 17F (3620.113115 sec): 3 clusters Score: Raw -48980.644309 + Penalty 1256.543001 = -47724.101308 nChanged 0 Trying to split cluster 10 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3620.131569 sec): 2 clusters Score: Raw -46844.805117 + Penalty 619.598816 = -46225.206301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3620.176734 sec): 3 clusters Score: Raw -46649.900419 + Penalty 1239.197632 = -45410.702788 nChanged 210 SP:Iteration 1F (3620.215223 sec): 3 clusters Score: Raw -46874.309922 + Penalty 1239.197632 = -45635.112290 nChanged 66 SP:Iteration 2F (3620.259603 sec): 3 clusters Score: Raw -46958.086347 + Penalty 1239.197632 = -45718.888715 nChanged 39 SP:Iteration 3F (3620.306599 sec): 3 clusters Score: Raw -47018.581697 + Penalty 1239.197632 = -45779.384065 nChanged 34 SP:Iteration 4Q (3620.348890 sec): 3 clusters Score: Raw -47050.403469 + Penalty 1239.197632 = -45811.205837 nChanged 18 SP:Iteration 5Q (3620.387775 sec): 3 clusters Score: Raw -47071.457089 + Penalty 1239.197632 = -45832.259457 nChanged 15 SP:Iteration 6Q (3620.432217 sec): 3 clusters Score: Raw -47085.980338 + Penalty 1239.197632 = -45846.782706 nChanged 9 SP:Iteration 7Q (3620.477438 sec): 3 clusters Score: Raw -47096.345690 + Penalty 1239.197632 = -45857.148058 nChanged 8 SP:Iteration 8Q (3620.520855 sec): 3 clusters Score: Raw -47102.269543 + Penalty 1239.197632 = -45863.071912 nChanged 5 SP:Iteration 9Q (3620.573357 sec): 3 clusters Score: Raw -47107.467555 + Penalty 1239.197632 = -45868.269923 nChanged 5 SP:Iteration 10Q (3620.609340 sec): 3 clusters Score: Raw -47109.961959 + Penalty 1239.197632 = -45870.764327 nChanged 5 SP:Iteration 11Q (3620.662351 sec): 3 clusters Score: Raw -47113.682215 + Penalty 1239.197632 = -45874.484583 nChanged 3 SP:Iteration 12Q (3620.692347 sec): 3 clusters Score: Raw -47117.639653 + Penalty 1239.197632 = -45878.442021 nChanged 6 SP:Iteration 13Q (3620.728950 sec): 3 clusters Score: Raw -47124.103660 + Penalty 1239.197632 = -45884.906029 nChanged 9 SP:Iteration 14Q (3620.766550 sec): 3 clusters Score: Raw -47133.828903 + Penalty 1239.197632 = -45894.631272 nChanged 9 SP:Iteration 15Q (3620.817722 sec): 3 clusters Score: Raw -47140.249777 + Penalty 1239.197632 = -45901.052146 nChanged 5 SP:Iteration 16Q (3620.864199 sec): 3 clusters Score: Raw -47144.930644 + Penalty 1239.197632 = -45905.733013 nChanged 8 SP:Iteration 17Q (3620.908373 sec): 3 clusters Score: Raw -47154.156878 + Penalty 1239.197632 = -45914.959247 nChanged 11 SP:Iteration 18Q (3620.954626 sec): 3 clusters Score: Raw -47168.293311 + Penalty 1239.197632 = -45929.095679 nChanged 8 SP:Iteration 19Q (3620.992551 sec): 3 clusters Score: Raw -47186.416883 + Penalty 1239.197632 = -45947.219252 nChanged 7 SP:Iteration 20F (3621.041163 sec): 3 clusters Score: Raw -47196.538771 + Penalty 1239.197632 = -45957.341140 nChanged 6 SP:Iteration 21Q (3621.078974 sec): 3 clusters Score: Raw -47202.739946 + Penalty 1239.197632 = -45963.542314 nChanged 5 SP:Iteration 22Q (3621.125520 sec): 3 clusters Score: Raw -47208.402323 + Penalty 1239.197632 = -45969.204691 nChanged 5 SP:Iteration 23Q (3621.181002 sec): 3 clusters Score: Raw -47212.718714 + Penalty 1239.197632 = -45973.521082 nChanged 4 SP:Iteration 24Q (3621.222013 sec): 3 clusters Score: Raw -47214.272153 + Penalty 1239.197632 = -45975.074522 nChanged 0 SP:Iteration 25F (3621.266181 sec): 3 clusters Score: Raw -47214.272153 + Penalty 1239.197632 = -45975.074522 nChanged 0 Trying to split cluster 11 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3621.291328 sec): 2 clusters Score: Raw -17245.899172 + Penalty 522.619530 = -16723.279642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3621.338164 sec): 3 clusters Score: Raw -17259.169329 + Penalty 1045.239060 = -16213.930269 nChanged 64 SP:Iteration 1F (3621.387069 sec): 3 clusters Score: Raw -17395.283421 + Penalty 1045.239060 = -16350.044361 nChanged 17 SP:Iteration 2F (3621.433899 sec): 3 clusters Score: Raw -17477.225926 + Penalty 1045.239060 = -16431.986866 nChanged 14 SP:Iteration 3F (3621.478282 sec): 3 clusters Score: Raw -17514.357642 + Penalty 1045.239060 = -16469.118582 nChanged 7 SP:Iteration 4Q (3621.528889 sec): 3 clusters Score: Raw -17527.038958 + Penalty 1045.239060 = -16481.799898 nChanged 3 SP:Iteration 5Q (3621.563049 sec): 3 clusters Score: Raw -17532.881519 + Penalty 1045.239060 = -16487.642459 nChanged 4 SP:Iteration 6Q (3621.609789 sec): 3 clusters Score: Raw -17547.215747 + Penalty 1045.239060 = -16501.976687 nChanged 2 SP:Iteration 7Q (3621.655095 sec): 3 clusters Score: Raw -17561.449760 + Penalty 1045.239060 = -16516.210700 nChanged 1 SP:Iteration 8Q (3621.700077 sec): 3 clusters Score: Raw -17563.128049 + Penalty 1045.239060 = -16517.888988 nChanged 2 SP:Iteration 9Q (3621.751721 sec): 3 clusters Score: Raw -17564.243479 + Penalty 1045.239060 = -16519.004419 nChanged 0 SP:Iteration 10F (3621.784509 sec): 3 clusters Score: Raw -17564.243479 + Penalty 1045.239060 = -16519.004419 nChanged 0 Trying to split cluster 12 (2653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3621.808984 sec): 2 clusters Score: Raw -220744.649057 + Penalty 748.927404 = -219995.721653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3621.856868 sec): 3 clusters Score: Raw -219356.131037 + Penalty 1497.854807 = -217858.276230 nChanged 1090 SP:Iteration 1F (3621.913275 sec): 3 clusters Score: Raw -219990.070870 + Penalty 1497.854807 = -218492.216063 nChanged 215 SP:Iteration 2F (3621.961808 sec): 3 clusters Score: Raw -220109.541266 + Penalty 1497.854807 = -218611.686458 nChanged 148 SP:Iteration 3F (3621.998318 sec): 3 clusters Score: Raw -220200.015480 + Penalty 1497.854807 = -218702.160672 nChanged 121 SP:Iteration 4Q (3622.051109 sec): 3 clusters Score: Raw -220255.733671 + Penalty 1497.854807 = -218757.878864 nChanged 86 SP:Iteration 5Q (3622.101273 sec): 3 clusters Score: Raw -220287.340324 + Penalty 1497.854807 = -218789.485517 nChanged 48 SP:Iteration 6Q (3622.145038 sec): 3 clusters Score: Raw -220305.277104 + Penalty 1497.854807 = -218807.422297 nChanged 41 SP:Iteration 7Q (3622.201597 sec): 3 clusters Score: Raw -220320.540625 + Penalty 1497.854807 = -218822.685818 nChanged 45 SP:Iteration 8Q (3622.254181 sec): 3 clusters Score: Raw -220337.193570 + Penalty 1497.854807 = -218839.338763 nChanged 47 SP:Iteration 9Q (3622.307485 sec): 3 clusters Score: Raw -220351.534268 + Penalty 1497.854807 = -218853.679460 nChanged 38 SP:Iteration 10Q (3622.356031 sec): 3 clusters Score: Raw -220364.599228 + Penalty 1497.854807 = -218866.744421 nChanged 34 SP:Iteration 11Q (3622.399498 sec): 3 clusters Score: Raw -220380.067126 + Penalty 1497.854807 = -218882.212319 nChanged 36 SP:Iteration 12Q (3622.447813 sec): 3 clusters Score: Raw -220392.716607 + Penalty 1497.854807 = -218894.861800 nChanged 41 SP:Iteration 13Q (3622.496774 sec): 3 clusters Score: Raw -220411.043723 + Penalty 1497.854807 = -218913.188916 nChanged 36 SP:Iteration 14Q (3622.532861 sec): 3 clusters Score: Raw -220426.753928 + Penalty 1497.854807 = -218928.899121 nChanged 39 SP:Iteration 15Q (3622.589999 sec): 3 clusters Score: Raw -220438.872579 + Penalty 1497.854807 = -218941.017772 nChanged 27 SP:Iteration 16Q (3622.639043 sec): 3 clusters Score: Raw -220447.634278 + Penalty 1497.854807 = -218949.779471 nChanged 25 SP:Iteration 17Q (3622.681435 sec): 3 clusters Score: Raw -220455.741061 + Penalty 1497.854807 = -218957.886254 nChanged 24 SP:Iteration 18Q (3622.738911 sec): 3 clusters Score: Raw -220464.521978 + Penalty 1497.854807 = -218966.667171 nChanged 27 SP:Iteration 19Q (3622.780322 sec): 3 clusters Score: Raw -220472.859394 + Penalty 1497.854807 = -218975.004587 nChanged 27 SP:Iteration 20F (3622.830181 sec): 3 clusters Score: Raw -220485.012609 + Penalty 1497.854807 = -218987.157801 nChanged 32 SP:Iteration 21Q (3622.878207 sec): 3 clusters Score: Raw -220498.046759 + Penalty 1497.854807 = -219000.191952 nChanged 36 SP:Iteration 22Q (3622.925472 sec): 3 clusters Score: Raw -220516.348260 + Penalty 1497.854807 = -219018.493453 nChanged 44 SP:Iteration 23Q (3622.972513 sec): 3 clusters Score: Raw -220539.071593 + Penalty 1497.854807 = -219041.216786 nChanged 45 SP:Iteration 24Q (3623.019700 sec): 3 clusters Score: Raw -220564.107477 + Penalty 1497.854807 = -219066.252670 nChanged 45 SP:Iteration 25Q (3623.066886 sec): 3 clusters Score: Raw -220585.127562 + Penalty 1497.854807 = -219087.272755 nChanged 38 SP:Iteration 26Q (3623.105922 sec): 3 clusters Score: Raw -220606.003289 + Penalty 1497.854807 = -219108.148482 nChanged 35 SP:Iteration 27Q (3623.149692 sec): 3 clusters Score: Raw -220622.064047 + Penalty 1497.854807 = -219124.209239 nChanged 35 SP:Iteration 28Q (3623.195007 sec): 3 clusters Score: Raw -220642.184021 + Penalty 1497.854807 = -219144.329214 nChanged 39 SP:Iteration 29Q (3623.251192 sec): 3 clusters Score: Raw -220662.196157 + Penalty 1497.854807 = -219164.341350 nChanged 45 SP:Iteration 30Q (3623.289481 sec): 3 clusters Score: Raw -220679.824582 + Penalty 1497.854807 = -219181.969775 nChanged 27 SP:Iteration 31Q (3623.343982 sec): 3 clusters Score: Raw -220689.176436 + Penalty 1497.854807 = -219191.321629 nChanged 22 SP:Iteration 32Q (3623.379075 sec): 3 clusters Score: Raw -220696.312515 + Penalty 1497.854807 = -219198.457707 nChanged 23 SP:Iteration 33Q (3623.423485 sec): 3 clusters Score: Raw -220705.631449 + Penalty 1497.854807 = -219207.776642 nChanged 16 SP:Iteration 34Q (3623.478148 sec): 3 clusters Score: Raw -220710.382994 + Penalty 1497.854807 = -219212.528187 nChanged 13 SP:Iteration 35Q (3623.509184 sec): 3 clusters Score: Raw -220715.724177 + Penalty 1497.854807 = -219217.869369 nChanged 17 SP:Iteration 36Q (3623.555210 sec): 3 clusters Score: Raw -220722.762680 + Penalty 1497.854807 = -219224.907873 nChanged 15 SP:Iteration 37Q (3623.601788 sec): 3 clusters Score: Raw -220727.420997 + Penalty 1497.854807 = -219229.566190 nChanged 9 SP:Iteration 38Q (3623.646127 sec): 3 clusters Score: Raw -220731.082207 + Penalty 1497.854807 = -219233.227400 nChanged 9 SP:Iteration 39Q (3623.700720 sec): 3 clusters Score: Raw -220735.001313 + Penalty 1497.854807 = -219237.146505 nChanged 10 SP:Iteration 40F (3623.744432 sec): 3 clusters Score: Raw -220737.032630 + Penalty 1497.854807 = -219239.177823 nChanged 7 SP:Iteration 41Q (3623.780117 sec): 3 clusters Score: Raw -220738.503435 + Penalty 1497.854807 = -219240.648628 nChanged 4 SP:Iteration 42Q (3623.824186 sec): 3 clusters Score: Raw -220739.399415 + Penalty 1497.854807 = -219241.544608 nChanged 1 SP:Iteration 43Q (3623.868354 sec): 3 clusters Score: Raw -220739.497756 + Penalty 1497.854807 = -219241.642948 nChanged 0 SP:Iteration 44F (3623.912570 sec): 3 clusters Score: Raw -220739.497756 + Penalty 1497.854807 = -219241.642948 nChanged 0 Trying to split cluster 13 (26076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3623.968433 sec): 2 clusters Score: Raw -2105224.745154 + Penalty 966.033210 = -2104258.711944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3624.035519 sec): 3 clusters Score: Raw -2088825.018295 + Penalty 1932.066420 = -2086892.951875 nChanged 12137 SP:Iteration 1F (3624.112045 sec): 3 clusters Score: Raw -2095916.934015 + Penalty 1932.066420 = -2093984.867596 nChanged 1399 SP:Iteration 2F (3624.200840 sec): 3 clusters Score: Raw -2096519.419024 + Penalty 1932.066420 = -2094587.352604 nChanged 1462 SP:Iteration 3F (3624.276898 sec): 3 clusters Score: Raw -2097279.197490 + Penalty 1932.066420 = -2095347.131070 nChanged 1564 SP:Iteration 4F (3624.353559 sec): 3 clusters Score: Raw -2098185.315328 + Penalty 1932.066420 = -2096253.248908 nChanged 1505 SP:Iteration 5F (3624.443118 sec): 3 clusters Score: Raw -2099187.925784 + Penalty 1932.066420 = -2097255.859364 nChanged 1488 SP:Iteration 6F (3624.519639 sec): 3 clusters Score: Raw -2100267.462329 + Penalty 1932.066420 = -2098335.395909 nChanged 1397 SP:Iteration 7F (3624.603774 sec): 3 clusters Score: Raw -2101259.113995 + Penalty 1932.066420 = -2099327.047575 nChanged 1261 SP:Iteration 8Q (3624.688990 sec): 3 clusters Score: Raw -2102029.262383 + Penalty 1932.066420 = -2100097.195963 nChanged 1125 SP:Iteration 9Q (3624.770265 sec): 3 clusters Score: Raw -2102662.486367 + Penalty 1932.066420 = -2100730.419948 nChanged 947 SP:Iteration 10Q (3624.846630 sec): 3 clusters Score: Raw -2103199.706032 + Penalty 1932.066420 = -2101267.639612 nChanged 879 SP:Iteration 11Q (3624.928897 sec): 3 clusters Score: Raw -2103660.264994 + Penalty 1932.066420 = -2101728.198574 nChanged 821 SP:Iteration 12Q (3624.996168 sec): 3 clusters Score: Raw -2104059.800099 + Penalty 1932.066420 = -2102127.733680 nChanged 680 SP:Iteration 13Q (3625.076465 sec): 3 clusters Score: Raw -2104362.369055 + Penalty 1932.066420 = -2102430.302635 nChanged 600 SP:Iteration 14Q (3625.166665 sec): 3 clusters Score: Raw -2104603.585031 + Penalty 1932.066420 = -2102671.518611 nChanged 488 SP:Iteration 15Q (3625.248044 sec): 3 clusters Score: Raw -2104785.460573 + Penalty 1932.066420 = -2102853.394153 nChanged 395 SP:Iteration 16Q (3625.329285 sec): 3 clusters Score: Raw -2104919.466078 + Penalty 1932.066420 = -2102987.399658 nChanged 334 SP:Iteration 17Q (3625.402348 sec): 3 clusters Score: Raw -2105029.329502 + Penalty 1932.066420 = -2103097.263082 nChanged 308 SP:Iteration 18Q (3625.489955 sec): 3 clusters Score: Raw -2105129.197829 + Penalty 1932.066420 = -2103197.131409 nChanged 252 SP:Iteration 19Q (3625.569488 sec): 3 clusters Score: Raw -2105210.876679 + Penalty 1932.066420 = -2103278.810259 nChanged 204 SP:Iteration 20F (3625.648903 sec): 3 clusters Score: Raw -2105276.222916 + Penalty 1932.066420 = -2103344.156497 nChanged 163 SP:Iteration 21Q (3625.725138 sec): 3 clusters Score: Raw -2105324.971267 + Penalty 1932.066420 = -2103392.904847 nChanged 145 SP:Iteration 22Q (3625.802859 sec): 3 clusters Score: Raw -2105373.482128 + Penalty 1932.066420 = -2103441.415709 nChanged 141 SP:Iteration 23Q (3625.881126 sec): 3 clusters Score: Raw -2105418.212058 + Penalty 1932.066420 = -2103486.145638 nChanged 114 SP:Iteration 24Q (3625.959407 sec): 3 clusters Score: Raw -2105449.444011 + Penalty 1932.066420 = -2103517.377591 nChanged 88 SP:Iteration 25Q (3626.040730 sec): 3 clusters Score: Raw -2105470.783187 + Penalty 1932.066420 = -2103538.716767 nChanged 67 SP:Iteration 26Q (3626.115202 sec): 3 clusters Score: Raw -2105484.944298 + Penalty 1932.066420 = -2103552.877878 nChanged 42 SP:Iteration 27Q (3626.188606 sec): 3 clusters Score: Raw -2105493.617405 + Penalty 1932.066420 = -2103561.550985 nChanged 35 SP:Iteration 28Q (3626.264375 sec): 3 clusters Score: Raw -2105500.874035 + Penalty 1932.066420 = -2103568.807615 nChanged 29 SP:Iteration 29Q (3626.326487 sec): 3 clusters Score: Raw -2105506.706491 + Penalty 1932.066420 = -2103574.640071 nChanged 26 SP:Iteration 30Q (3626.407063 sec): 3 clusters Score: Raw -2105510.994756 + Penalty 1932.066420 = -2103578.928337 nChanged 21 SP:Iteration 31Q (3626.474075 sec): 3 clusters Score: Raw -2105514.489095 + Penalty 1932.066420 = -2103582.422676 nChanged 22 SP:Iteration 32Q (3626.549431 sec): 3 clusters Score: Raw -2105518.332288 + Penalty 1932.066420 = -2103586.265869 nChanged 31 SP:Iteration 33Q (3626.628890 sec): 3 clusters Score: Raw -2105523.577897 + Penalty 1932.066420 = -2103591.511477 nChanged 16 SP:Iteration 34Q (3626.695154 sec): 3 clusters Score: Raw -2105526.537765 + Penalty 1932.066420 = -2103594.471345 nChanged 15 SP:Iteration 35Q (3626.770380 sec): 3 clusters Score: Raw -2105528.856043 + Penalty 1932.066420 = -2103596.789623 nChanged 15 SP:Iteration 36Q (3626.847484 sec): 3 clusters Score: Raw -2105531.492606 + Penalty 1932.066420 = -2103599.426186 nChanged 8 SP:Iteration 37Q (3626.914709 sec): 3 clusters Score: Raw -2105532.814051 + Penalty 1932.066420 = -2103600.747631 nChanged 10 SP:Iteration 38Q (3626.985683 sec): 3 clusters Score: Raw -2105535.215176 + Penalty 1932.066420 = -2103603.148756 nChanged 16 SP:Iteration 39Q (3627.059287 sec): 3 clusters Score: Raw -2105538.683085 + Penalty 1932.066420 = -2103606.616666 nChanged 13 SP:Iteration 40F (3627.137309 sec): 3 clusters Score: Raw -2105541.271153 + Penalty 1932.066420 = -2103609.204733 nChanged 15 SP:Iteration 41Q (3627.228788 sec): 3 clusters Score: Raw -2105544.547952 + Penalty 1932.066420 = -2103612.481533 nChanged 15 SP:Iteration 42Q (3627.319694 sec): 3 clusters Score: Raw -2105547.691310 + Penalty 1932.066420 = -2103615.624890 nChanged 15 SP:Iteration 43Q (3627.394570 sec): 3 clusters Score: Raw -2105550.606533 + Penalty 1932.066420 = -2103618.540113 nChanged 16 SP:Iteration 44Q (3627.468890 sec): 3 clusters Score: Raw -2105553.677541 + Penalty 1932.066420 = -2103621.611121 nChanged 18 SP:Iteration 45Q (3627.542521 sec): 3 clusters Score: Raw -2105557.550255 + Penalty 1932.066420 = -2103625.483835 nChanged 19 SP:Iteration 46Q (3627.608391 sec): 3 clusters Score: Raw -2105561.916213 + Penalty 1932.066420 = -2103629.849793 nChanged 19 SP:Iteration 47Q (3627.674234 sec): 3 clusters Score: Raw -2105566.523347 + Penalty 1932.066420 = -2103634.456927 nChanged 20 SP:Iteration 48Q (3627.750602 sec): 3 clusters Score: Raw -2105571.560821 + Penalty 1932.066420 = -2103639.494401 nChanged 21 SP:Iteration 49Q (3627.824257 sec): 3 clusters Score: Raw -2105578.424201 + Penalty 1932.066420 = -2103646.357781 nChanged 24 SP:Iteration 50Q (3627.886118 sec): 3 clusters Score: Raw -2105583.842581 + Penalty 1932.066420 = -2103651.776161 nChanged 17 SP:Iteration 51Q (3627.959793 sec): 3 clusters Score: Raw -2105587.019845 + Penalty 1932.066420 = -2103654.953425 nChanged 9 SP:Iteration 52Q (3628.034875 sec): 3 clusters Score: Raw -2105588.818794 + Penalty 1932.066420 = -2103656.752374 nChanged 10 SP:Iteration 53Q (3628.112286 sec): 3 clusters Score: Raw -2105591.072129 + Penalty 1932.066420 = -2103659.005709 nChanged 11 SP:Iteration 54Q (3628.185645 sec): 3 clusters Score: Raw -2105593.452890 + Penalty 1932.066420 = -2103661.386470 nChanged 8 SP:Iteration 55Q (3628.247568 sec): 3 clusters Score: Raw -2105594.699849 + Penalty 1932.066420 = -2103662.633430 nChanged 9 SP:Iteration 56Q (3628.328040 sec): 3 clusters Score: Raw -2105596.460894 + Penalty 1932.066420 = -2103664.394475 nChanged 11 SP:Iteration 57Q (3628.400890 sec): 3 clusters Score: Raw -2105598.351193 + Penalty 1932.066420 = -2103666.284774 nChanged 11 SP:Iteration 58Q (3628.467155 sec): 3 clusters Score: Raw -2105600.195591 + Penalty 1932.066420 = -2103668.129172 nChanged 6 SP:Iteration 59Q (3628.552910 sec): 3 clusters Score: Raw -2105601.354713 + Penalty 1932.066420 = -2103669.288293 nChanged 12 SP:Iteration 60F (3628.633556 sec): 3 clusters Score: Raw -2105603.996214 + Penalty 1932.066420 = -2103671.929794 nChanged 10 SP:Iteration 61Q (3628.701935 sec): 3 clusters Score: Raw -2105605.792022 + Penalty 1932.066420 = -2103673.725602 nChanged 10 SP:Iteration 62Q (3628.772334 sec): 3 clusters Score: Raw -2105607.751194 + Penalty 1932.066420 = -2103675.684774 nChanged 7 SP:Iteration 63Q (3628.859947 sec): 3 clusters Score: Raw -2105609.014212 + Penalty 1932.066420 = -2103676.947792 nChanged 4 SP:Iteration 64Q (3628.934911 sec): 3 clusters Score: Raw -2105609.711331 + Penalty 1932.066420 = -2103677.644912 nChanged 6 SP:Iteration 65Q (3629.010704 sec): 3 clusters Score: Raw -2105611.315560 + Penalty 1932.066420 = -2103679.249140 nChanged 10 SP:Iteration 66Q (3629.090384 sec): 3 clusters Score: Raw -2105613.271187 + Penalty 1932.066420 = -2103681.204768 nChanged 9 SP:Iteration 67Q (3629.167034 sec): 3 clusters Score: Raw -2105614.696613 + Penalty 1932.066420 = -2103682.630194 nChanged 3 SP:Iteration 68Q (3629.243345 sec): 3 clusters Score: Raw -2105615.331455 + Penalty 1932.066420 = -2103683.265036 nChanged 3 SP:Iteration 69Q (3629.317171 sec): 3 clusters Score: Raw -2105615.963916 + Penalty 1932.066420 = -2103683.897496 nChanged 2 SP:Iteration 70Q (3629.391614 sec): 3 clusters Score: Raw -2105616.340809 + Penalty 1932.066420 = -2103684.274389 nChanged 1 SP:Iteration 71Q (3629.470501 sec): 3 clusters Score: Raw -2105616.627646 + Penalty 1932.066420 = -2103684.561227 nChanged 0 SP:Iteration 72F (3629.554862 sec): 3 clusters Score: Raw -2105616.627646 + Penalty 1932.066420 = -2103684.561227 nChanged 0 Trying to split cluster 14 (60776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3629.637376 sec): 2 clusters Score: Raw -5202370.461341 + Penalty 1046.420274 = -5201324.041066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3629.771383 sec): 3 clusters Score: Raw -5162643.840520 + Penalty 2092.840548 = -5160550.999972 nChanged 29108 SP:Iteration 1F (3629.895998 sec): 3 clusters Score: Raw -5179896.137297 + Penalty 2092.840548 = -5177803.296749 nChanged 2740 SP:Iteration 2Q (3630.034174 sec): 3 clusters Score: Raw -5180801.728743 + Penalty 2092.840548 = -5178708.888195 nChanged 2862 SP:Iteration 3Q (3630.169771 sec): 3 clusters Score: Raw -5181860.757395 + Penalty 2092.840548 = -5179767.916847 nChanged 2987 SP:Iteration 4Q (3630.293836 sec): 3 clusters Score: Raw -5183104.666030 + Penalty 2092.840548 = -5181011.825482 nChanged 3140 SP:Iteration 5F (3630.412143 sec): 3 clusters Score: Raw -5184637.205626 + Penalty 2092.840548 = -5182544.365078 nChanged 3401 SP:Iteration 6F (3630.543721 sec): 3 clusters Score: Raw -5186509.334669 + Penalty 2092.840548 = -5184416.494121 nChanged 3355 SP:Iteration 7F (3630.662558 sec): 3 clusters Score: Raw -5188635.662376 + Penalty 2092.840548 = -5186542.821828 nChanged 3337 SP:Iteration 8F (3630.774984 sec): 3 clusters Score: Raw -5191173.384887 + Penalty 2092.840548 = -5189080.544339 nChanged 3258 SP:Iteration 9F (3630.907570 sec): 3 clusters Score: Raw -5193666.498455 + Penalty 2092.840548 = -5191573.657907 nChanged 2557 SP:Iteration 10Q (3631.041972 sec): 3 clusters Score: Raw -5195397.044567 + Penalty 2092.840548 = -5193304.204019 nChanged 1827 SP:Iteration 11Q (3631.162169 sec): 3 clusters Score: Raw -5196552.687966 + Penalty 2092.840548 = -5194459.847418 nChanged 1494 SP:Iteration 12Q (3631.292086 sec): 3 clusters Score: Raw -5197509.710401 + Penalty 2092.840548 = -5195416.869853 nChanged 1366 SP:Iteration 13Q (3631.416264 sec): 3 clusters Score: Raw -5198318.488020 + Penalty 2092.840548 = -5196225.647472 nChanged 1225 SP:Iteration 14Q (3631.543077 sec): 3 clusters Score: Raw -5198942.080955 + Penalty 2092.840548 = -5196849.240407 nChanged 1045 SP:Iteration 15Q (3631.667126 sec): 3 clusters Score: Raw -5199409.029442 + Penalty 2092.840548 = -5197316.188894 nChanged 932 SP:Iteration 16Q (3631.796802 sec): 3 clusters Score: Raw -5199763.236858 + Penalty 2092.840548 = -5197670.396310 nChanged 777 SP:Iteration 17Q (3631.922495 sec): 3 clusters Score: Raw -5200027.905703 + Penalty 2092.840548 = -5197935.065155 nChanged 682 SP:Iteration 18Q (3632.044693 sec): 3 clusters Score: Raw -5200256.539106 + Penalty 2092.840548 = -5198163.698558 nChanged 638 SP:Iteration 19Q (3632.161788 sec): 3 clusters Score: Raw -5200445.242074 + Penalty 2092.840548 = -5198352.401526 nChanged 509 SP:Iteration 20F (3632.287945 sec): 3 clusters Score: Raw -5200572.395549 + Penalty 2092.840548 = -5198479.555001 nChanged 441 SP:Iteration 21Q (3632.406809 sec): 3 clusters Score: Raw -5200678.870598 + Penalty 2092.840548 = -5198586.030050 nChanged 414 SP:Iteration 22Q (3632.536406 sec): 3 clusters Score: Raw -5200771.651506 + Penalty 2092.840548 = -5198678.810958 nChanged 408 SP:Iteration 23Q (3632.653985 sec): 3 clusters Score: Raw -5200862.517592 + Penalty 2092.840548 = -5198769.677044 nChanged 380 SP:Iteration 24Q (3632.786287 sec): 3 clusters Score: Raw -5200940.523763 + Penalty 2092.840548 = -5198847.683215 nChanged 343 SP:Iteration 25Q (3632.901688 sec): 3 clusters Score: Raw -5201004.962583 + Penalty 2092.840548 = -5198912.122035 nChanged 331 SP:Iteration 26Q (3633.029576 sec): 3 clusters Score: Raw -5201060.822543 + Penalty 2092.840548 = -5198967.981995 nChanged 302 SP:Iteration 27Q (3633.151541 sec): 3 clusters Score: Raw -5201108.872668 + Penalty 2092.840548 = -5199016.032120 nChanged 289 SP:Iteration 28Q (3633.271823 sec): 3 clusters Score: Raw -5201154.888152 + Penalty 2092.840548 = -5199062.047604 nChanged 284 SP:Iteration 29Q (3633.398843 sec): 3 clusters Score: Raw -5201200.873885 + Penalty 2092.840548 = -5199108.033337 nChanged 283 SP:Iteration 30Q (3633.522580 sec): 3 clusters Score: Raw -5201245.607514 + Penalty 2092.840548 = -5199152.766966 nChanged 255 SP:Iteration 31Q (3633.638965 sec): 3 clusters Score: Raw -5201284.691433 + Penalty 2092.840548 = -5199191.850885 nChanged 283 SP:Iteration 32Q (3633.766744 sec): 3 clusters Score: Raw -5201333.921831 + Penalty 2092.840548 = -5199241.081283 nChanged 268 SP:Iteration 33Q (3633.889398 sec): 3 clusters Score: Raw -5201380.395141 + Penalty 2092.840548 = -5199287.554593 nChanged 266 SP:Iteration 34Q (3634.012241 sec): 3 clusters Score: Raw -5201426.941458 + Penalty 2092.840548 = -5199334.100910 nChanged 254 SP:Iteration 35Q (3634.137043 sec): 3 clusters Score: Raw -5201470.097082 + Penalty 2092.840548 = -5199377.256533 nChanged 248 SP:Iteration 36Q (3634.252450 sec): 3 clusters Score: Raw -5201508.616543 + Penalty 2092.840548 = -5199415.775995 nChanged 218 SP:Iteration 37Q (3634.380124 sec): 3 clusters Score: Raw -5201539.280584 + Penalty 2092.840548 = -5199446.440036 nChanged 203 SP:Iteration 38Q (3634.491540 sec): 3 clusters Score: Raw -5201569.811568 + Penalty 2092.840548 = -5199476.971020 nChanged 197 SP:Iteration 39Q (3634.611691 sec): 3 clusters Score: Raw -5201600.877630 + Penalty 2092.840548 = -5199508.037082 nChanged 207 SP:Iteration 40F (3634.729673 sec): 3 clusters Score: Raw -5201634.486137 + Penalty 2092.840548 = -5199541.645589 nChanged 214 SP:Iteration 41Q (3634.846886 sec): 3 clusters Score: Raw -5201667.812489 + Penalty 2092.840548 = -5199574.971941 nChanged 197 SP:Iteration 42Q (3634.968519 sec): 3 clusters Score: Raw -5201696.345227 + Penalty 2092.840548 = -5199603.504679 nChanged 188 SP:Iteration 43Q (3635.078089 sec): 3 clusters Score: Raw -5201723.855884 + Penalty 2092.840548 = -5199631.015336 nChanged 211 SP:Iteration 44Q (3635.193534 sec): 3 clusters Score: Raw -5201758.633959 + Penalty 2092.840548 = -5199665.793411 nChanged 203 SP:Iteration 45Q (3635.316058 sec): 3 clusters Score: Raw -5201793.540298 + Penalty 2092.840548 = -5199700.699750 nChanged 213 SP:Iteration 46Q (3635.429949 sec): 3 clusters Score: Raw -5201833.605757 + Penalty 2092.840548 = -5199740.765209 nChanged 188 SP:Iteration 47Q (3635.553314 sec): 3 clusters Score: Raw -5201863.335224 + Penalty 2092.840548 = -5199770.494675 nChanged 168 SP:Iteration 48Q (3635.676765 sec): 3 clusters Score: Raw -5201889.558467 + Penalty 2092.840548 = -5199796.717919 nChanged 164 SP:Iteration 49Q (3635.784248 sec): 3 clusters Score: Raw -5201918.539083 + Penalty 2092.840548 = -5199825.698534 nChanged 179 SP:Iteration 50Q (3635.897441 sec): 3 clusters Score: Raw -5201949.168303 + Penalty 2092.840548 = -5199856.327755 nChanged 171 SP:Iteration 51Q (3636.000057 sec): 3 clusters Score: Raw -5201981.032735 + Penalty 2092.840548 = -5199888.192187 nChanged 178 SP:Iteration 52Q (3636.121826 sec): 3 clusters Score: Raw -5202014.148151 + Penalty 2092.840548 = -5199921.307603 nChanged 157 SP:Iteration 53Q (3636.230326 sec): 3 clusters Score: Raw -5202038.706308 + Penalty 2092.840548 = -5199945.865760 nChanged 152 SP:Iteration 54Q (3636.348336 sec): 3 clusters Score: Raw -5202063.029688 + Penalty 2092.840548 = -5199970.189140 nChanged 146 SP:Iteration 55Q (3636.462444 sec): 3 clusters Score: Raw -5202087.997372 + Penalty 2092.840548 = -5199995.156824 nChanged 131 SP:Iteration 56Q (3636.578941 sec): 3 clusters Score: Raw -5202110.126444 + Penalty 2092.840548 = -5200017.285896 nChanged 134 SP:Iteration 57Q (3636.694002 sec): 3 clusters Score: Raw -5202132.978898 + Penalty 2092.840548 = -5200040.138350 nChanged 141 SP:Iteration 58Q (3636.803378 sec): 3 clusters Score: Raw -5202159.903794 + Penalty 2092.840548 = -5200067.063246 nChanged 146 SP:Iteration 59Q (3636.914343 sec): 3 clusters Score: Raw -5202184.841010 + Penalty 2092.840548 = -5200092.000462 nChanged 126 SP:Iteration 60F (3637.031501 sec): 3 clusters Score: Raw -5202206.928588 + Penalty 2092.840548 = -5200114.088039 nChanged 121 SP:Iteration 61Q (3637.141534 sec): 3 clusters Score: Raw -5202226.878384 + Penalty 2092.840548 = -5200134.037836 nChanged 111 SP:Iteration 62Q (3637.248343 sec): 3 clusters Score: Raw -5202241.936986 + Penalty 2092.840548 = -5200149.096438 nChanged 90 SP:Iteration 63Q (3637.356504 sec): 3 clusters Score: Raw -5202254.778351 + Penalty 2092.840548 = -5200161.937803 nChanged 99 SP:Iteration 64Q (3637.464408 sec): 3 clusters Score: Raw -5202270.444160 + Penalty 2092.840548 = -5200177.603612 nChanged 107 SP:Iteration 65Q (3637.572203 sec): 3 clusters Score: Raw -5202287.812010 + Penalty 2092.840548 = -5200194.971462 nChanged 106 SP:Iteration 66Q (3637.682357 sec): 3 clusters Score: Raw -5202304.205761 + Penalty 2092.840548 = -5200211.365212 nChanged 91 SP:Iteration 67Q (3637.791260 sec): 3 clusters Score: Raw -5202317.974558 + Penalty 2092.840548 = -5200225.134009 nChanged 83 SP:Iteration 68Q (3637.907034 sec): 3 clusters Score: Raw -5202330.459238 + Penalty 2092.840548 = -5200237.618690 nChanged 66 SP:Iteration 69Q (3638.015547 sec): 3 clusters Score: Raw -5202339.070067 + Penalty 2092.840548 = -5200246.229519 nChanged 82 SP:Iteration 70Q (3638.124533 sec): 3 clusters Score: Raw -5202351.711762 + Penalty 2092.840548 = -5200258.871214 nChanged 72 SP:Iteration 71Q (3638.234042 sec): 3 clusters Score: Raw -5202362.195167 + Penalty 2092.840548 = -5200269.354619 nChanged 61 SP:Iteration 72Q (3638.340391 sec): 3 clusters Score: Raw -5202371.073986 + Penalty 2092.840548 = -5200278.233438 nChanged 72 SP:Iteration 73Q (3638.443773 sec): 3 clusters Score: Raw -5202382.789885 + Penalty 2092.840548 = -5200289.949337 nChanged 71 SP:Iteration 74Q (3638.569541 sec): 3 clusters Score: Raw -5202393.841552 + Penalty 2092.840548 = -5200301.001004 nChanged 66 SP:Iteration 75Q (3638.683600 sec): 3 clusters Score: Raw -5202403.624906 + Penalty 2092.840548 = -5200310.784358 nChanged 63 SP:Iteration 76Q (3638.795019 sec): 3 clusters Score: Raw -5202414.002648 + Penalty 2092.840548 = -5200321.162100 nChanged 61 SP:Iteration 77Q (3638.904616 sec): 3 clusters Score: Raw -5202424.207408 + Penalty 2092.840548 = -5200331.366860 nChanged 55 SP:Iteration 78Q (3639.018140 sec): 3 clusters Score: Raw -5202432.651756 + Penalty 2092.840548 = -5200339.811208 nChanged 53 SP:Iteration 79Q (3639.131168 sec): 3 clusters Score: Raw -5202438.965544 + Penalty 2092.840548 = -5200346.124996 nChanged 43 SP:Iteration 80F (3639.244603 sec): 3 clusters Score: Raw -5202444.420450 + Penalty 2092.840548 = -5200351.579902 nChanged 40 SP:Iteration 81Q (3639.356853 sec): 3 clusters Score: Raw -5202448.374656 + Penalty 2092.840548 = -5200355.534108 nChanged 29 SP:Iteration 82Q (3639.469579 sec): 3 clusters Score: Raw -5202450.853774 + Penalty 2092.840548 = -5200358.013226 nChanged 25 SP:Iteration 83Q (3639.574741 sec): 3 clusters Score: Raw -5202453.222056 + Penalty 2092.840548 = -5200360.381508 nChanged 26 SP:Iteration 84Q (3639.684888 sec): 3 clusters Score: Raw -5202455.777896 + Penalty 2092.840548 = -5200362.937348 nChanged 22 SP:Iteration 85Q (3639.799734 sec): 3 clusters Score: Raw -5202458.108581 + Penalty 2092.840548 = -5200365.268033 nChanged 24 SP:Iteration 86Q (3639.910393 sec): 3 clusters Score: Raw -5202460.687643 + Penalty 2092.840548 = -5200367.847095 nChanged 27 SP:Iteration 87Q (3640.028198 sec): 3 clusters Score: Raw -5202462.905413 + Penalty 2092.840548 = -5200370.064865 nChanged 20 SP:Iteration 88Q (3640.134233 sec): 3 clusters Score: Raw -5202465.213233 + Penalty 2092.840548 = -5200372.372685 nChanged 26 SP:Iteration 89Q (3640.239127 sec): 3 clusters Score: Raw -5202468.204967 + Penalty 2092.840548 = -5200375.364419 nChanged 29 SP:Iteration 90Q (3640.356653 sec): 3 clusters Score: Raw -5202471.252084 + Penalty 2092.840548 = -5200378.411536 nChanged 25 SP:Iteration 91Q (3640.467251 sec): 3 clusters Score: Raw -5202474.347422 + Penalty 2092.840548 = -5200381.506874 nChanged 31 SP:Iteration 92Q (3640.577688 sec): 3 clusters Score: Raw -5202478.929307 + Penalty 2092.840548 = -5200386.088759 nChanged 33 SP:Iteration 93Q (3640.697428 sec): 3 clusters Score: Raw -5202484.379762 + Penalty 2092.840548 = -5200391.539213 nChanged 40 SP:Iteration 94Q (3640.808747 sec): 3 clusters Score: Raw -5202490.736150 + Penalty 2092.840548 = -5200397.895602 nChanged 40 SP:Iteration 95Q (3640.928778 sec): 3 clusters Score: Raw -5202498.197982 + Penalty 2092.840548 = -5200405.357434 nChanged 37 SP:Iteration 96Q (3641.037518 sec): 3 clusters Score: Raw -5202503.136078 + Penalty 2092.840548 = -5200410.295530 nChanged 30 SP:Iteration 97Q (3641.156301 sec): 3 clusters Score: Raw -5202507.041366 + Penalty 2092.840548 = -5200414.200818 nChanged 29 SP:Iteration 98Q (3641.272099 sec): 3 clusters Score: Raw -5202510.993237 + Penalty 2092.840548 = -5200418.152689 nChanged 22 SP:Iteration 99Q (3641.384576 sec): 3 clusters Score: Raw -5202513.655201 + Penalty 2092.840548 = -5200420.814653 nChanged 21 SP:Iteration 100F (3641.506472 sec): 3 clusters Score: Raw -5202516.477255 + Penalty 2092.840548 = -5200423.636707 nChanged 28 SP:Iteration 101Q (3641.615500 sec): 3 clusters Score: Raw -5202519.849636 + Penalty 2092.840548 = -5200427.009088 nChanged 17 SP:Iteration 102Q (3641.716012 sec): 3 clusters Score: Raw -5202521.517113 + Penalty 2092.840548 = -5200428.676565 nChanged 13 SP:Iteration 103Q (3641.820289 sec): 3 clusters Score: Raw -5202522.561901 + Penalty 2092.840548 = -5200429.721352 nChanged 14 SP:Iteration 104Q (3641.922023 sec): 3 clusters Score: Raw -5202523.799132 + Penalty 2092.840548 = -5200430.958584 nChanged 10 SP:Iteration 105Q (3642.028629 sec): 3 clusters Score: Raw -5202524.957960 + Penalty 2092.840548 = -5200432.117412 nChanged 14 SP:Iteration 106Q (3642.136522 sec): 3 clusters Score: Raw -5202526.484975 + Penalty 2092.840548 = -5200433.644427 nChanged 15 SP:Iteration 107Q (3642.246954 sec): 3 clusters Score: Raw -5202528.214261 + Penalty 2092.840548 = -5200435.373713 nChanged 16 SP:Iteration 108Q (3642.356111 sec): 3 clusters Score: Raw -5202529.518838 + Penalty 2092.840548 = -5200436.678290 nChanged 9 SP:Iteration 109Q (3642.462050 sec): 3 clusters Score: Raw -5202530.316373 + Penalty 2092.840548 = -5200437.475825 nChanged 10 SP:Iteration 110Q (3642.553067 sec): 3 clusters Score: Raw -5202531.031144 + Penalty 2092.840548 = -5200438.190596 nChanged 7 SP:Iteration 111Q (3642.665874 sec): 3 clusters Score: Raw -5202531.584681 + Penalty 2092.840548 = -5200438.744133 nChanged 8 SP:Iteration 112Q (3642.777315 sec): 3 clusters Score: Raw -5202532.275527 + Penalty 2092.840548 = -5200439.434979 nChanged 8 SP:Iteration 113Q (3642.889249 sec): 3 clusters Score: Raw -5202533.010806 + Penalty 2092.840548 = -5200440.170258 nChanged 11 SP:Iteration 114Q (3642.994899 sec): 3 clusters Score: Raw -5202533.998319 + Penalty 2092.840548 = -5200441.157771 nChanged 10 SP:Iteration 115Q (3643.100373 sec): 3 clusters Score: Raw -5202535.098752 + Penalty 2092.840548 = -5200442.258204 nChanged 13 SP:Iteration 116Q (3643.187595 sec): 3 clusters Score: Raw -5202536.109532 + Penalty 2092.840548 = -5200443.268984 nChanged 4 SP:Iteration 117Q (3643.296578 sec): 3 clusters Score: Raw -5202536.300956 + Penalty 2092.840548 = -5200443.460408 nChanged 3 SP:Iteration 118Q (3643.402520 sec): 3 clusters Score: Raw -5202536.543412 + Penalty 2092.840548 = -5200443.702864 nChanged 4 SP:Iteration 119Q (3643.515594 sec): 3 clusters Score: Raw -5202536.895988 + Penalty 2092.840548 = -5200444.055440 nChanged 4 SP:Iteration 120F (3643.634142 sec): 3 clusters Score: Raw -5202537.116996 + Penalty 2092.840548 = -5200444.276448 nChanged 3 SP:Iteration 121Q (3643.738634 sec): 3 clusters Score: Raw -5202537.294958 + Penalty 2092.840548 = -5200444.454409 nChanged 5 SP:Iteration 122Q (3643.847935 sec): 3 clusters Score: Raw -5202537.623884 + Penalty 2092.840548 = -5200444.783336 nChanged 5 SP:Iteration 123Q (3643.959448 sec): 3 clusters Score: Raw -5202538.035401 + Penalty 2092.840548 = -5200445.194853 nChanged 3 SP:Iteration 124Q (3644.065240 sec): 3 clusters Score: Raw -5202538.263940 + Penalty 2092.840548 = -5200445.423392 nChanged 1 SP:Iteration 125Q (3644.173727 sec): 3 clusters Score: Raw -5202538.342420 + Penalty 2092.840548 = -5200445.501872 nChanged 0 SP:Iteration 126F (3644.298431 sec): 3 clusters Score: Raw -5202538.342420 + Penalty 2092.840548 = -5200445.501872 nChanged 0 Trying to split cluster 15 (10076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3644.343698 sec): 2 clusters Score: Raw -903282.391901 + Penalty 875.701606 = -902406.690295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3644.407182 sec): 3 clusters Score: Raw -897309.347704 + Penalty 1751.403211 = -895557.944493 nChanged 4505 SP:Iteration 1F (3644.466256 sec): 3 clusters Score: Raw -900063.539158 + Penalty 1751.403211 = -898312.135947 nChanged 743 SP:Iteration 2F (3644.520267 sec): 3 clusters Score: Raw -900579.109241 + Penalty 1751.403211 = -898827.706029 nChanged 736 SP:Iteration 3F (3644.592097 sec): 3 clusters Score: Raw -901107.178134 + Penalty 1751.403211 = -899355.774923 nChanged 663 SP:Iteration 4F (3644.644395 sec): 3 clusters Score: Raw -901613.690892 + Penalty 1751.403211 = -899862.287681 nChanged 625 SP:Iteration 5F (3644.701607 sec): 3 clusters Score: Raw -902063.981295 + Penalty 1751.403211 = -900312.578084 nChanged 524 SP:Iteration 6F (3644.774095 sec): 3 clusters Score: Raw -902402.599641 + Penalty 1751.403211 = -900651.196430 nChanged 416 SP:Iteration 7Q (3644.822303 sec): 3 clusters Score: Raw -902611.210431 + Penalty 1751.403211 = -900859.807220 nChanged 267 SP:Iteration 8Q (3644.882510 sec): 3 clusters Score: Raw -902711.633230 + Penalty 1751.403211 = -900960.230019 nChanged 200 SP:Iteration 9Q (3644.950746 sec): 3 clusters Score: Raw -902779.047605 + Penalty 1751.403211 = -901027.644393 nChanged 149 SP:Iteration 10Q (3644.995086 sec): 3 clusters Score: Raw -902832.727497 + Penalty 1751.403211 = -901081.324286 nChanged 161 SP:Iteration 11Q (3645.055841 sec): 3 clusters Score: Raw -902890.884454 + Penalty 1751.403211 = -901139.481243 nChanged 132 SP:Iteration 12Q (3645.122621 sec): 3 clusters Score: Raw -902933.284706 + Penalty 1751.403211 = -901181.881495 nChanged 139 SP:Iteration 13Q (3645.175537 sec): 3 clusters Score: Raw -902977.742952 + Penalty 1751.403211 = -901226.339741 nChanged 131 SP:Iteration 14Q (3645.237882 sec): 3 clusters Score: Raw -903022.311351 + Penalty 1751.403211 = -901270.908140 nChanged 132 SP:Iteration 15Q (3645.299330 sec): 3 clusters Score: Raw -903065.259544 + Penalty 1751.403211 = -901313.856333 nChanged 126 SP:Iteration 16Q (3645.350895 sec): 3 clusters Score: Raw -903107.818004 + Penalty 1751.403211 = -901356.414793 nChanged 131 SP:Iteration 17Q (3645.417938 sec): 3 clusters Score: Raw -903153.757650 + Penalty 1751.403211 = -901402.354439 nChanged 117 SP:Iteration 18Q (3645.475053 sec): 3 clusters Score: Raw -903191.670001 + Penalty 1751.403211 = -901440.266790 nChanged 121 SP:Iteration 19Q (3645.538784 sec): 3 clusters Score: Raw -903231.218431 + Penalty 1751.403211 = -901479.815220 nChanged 118 SP:Iteration 20F (3645.587364 sec): 3 clusters Score: Raw -903265.553541 + Penalty 1751.403211 = -901514.150330 nChanged 108 SP:Iteration 21Q (3645.656167 sec): 3 clusters Score: Raw -903301.307795 + Penalty 1751.403211 = -901549.904584 nChanged 100 SP:Iteration 22Q (3645.709971 sec): 3 clusters Score: Raw -903330.998555 + Penalty 1751.403211 = -901579.595344 nChanged 81 SP:Iteration 23Q (3645.777403 sec): 3 clusters Score: Raw -903353.630656 + Penalty 1751.403211 = -901602.227445 nChanged 80 SP:Iteration 24Q (3645.837603 sec): 3 clusters Score: Raw -903377.120883 + Penalty 1751.403211 = -901625.717672 nChanged 67 SP:Iteration 25Q (3645.887898 sec): 3 clusters Score: Raw -903390.992986 + Penalty 1751.403211 = -901639.589775 nChanged 61 SP:Iteration 26Q (3645.950275 sec): 3 clusters Score: Raw -903404.506735 + Penalty 1751.403211 = -901653.103524 nChanged 61 SP:Iteration 27Q (3646.019196 sec): 3 clusters Score: Raw -903422.071907 + Penalty 1751.403211 = -901670.668696 nChanged 74 SP:Iteration 28Q (3646.077188 sec): 3 clusters Score: Raw -903445.581733 + Penalty 1751.403211 = -901694.178521 nChanged 72 SP:Iteration 29Q (3646.116213 sec): 3 clusters Score: Raw -903465.253083 + Penalty 1751.403211 = -901713.849872 nChanged 56 SP:Iteration 30Q (3646.188832 sec): 3 clusters Score: Raw -903480.443671 + Penalty 1751.403211 = -901729.040460 nChanged 59 SP:Iteration 31Q (3646.248239 sec): 3 clusters Score: Raw -903497.507165 + Penalty 1751.403211 = -901746.103954 nChanged 63 SP:Iteration 32Q (3646.315196 sec): 3 clusters Score: Raw -903518.856406 + Penalty 1751.403211 = -901767.453195 nChanged 67 SP:Iteration 33Q (3646.366499 sec): 3 clusters Score: Raw -903547.247833 + Penalty 1751.403211 = -901795.844622 nChanged 77 SP:Iteration 34Q (3646.432157 sec): 3 clusters Score: Raw -903577.181618 + Penalty 1751.403211 = -901825.778407 nChanged 61 SP:Iteration 35Q (3646.491638 sec): 3 clusters Score: Raw -903595.625516 + Penalty 1751.403211 = -901844.222305 nChanged 50 SP:Iteration 36Q (3646.546936 sec): 3 clusters Score: Raw -903610.118955 + Penalty 1751.403211 = -901858.715744 nChanged 42 SP:Iteration 37Q (3646.595823 sec): 3 clusters Score: Raw -903620.917763 + Penalty 1751.403211 = -901869.514551 nChanged 38 SP:Iteration 38Q (3646.654728 sec): 3 clusters Score: Raw -903629.637712 + Penalty 1751.403211 = -901878.234500 nChanged 40 SP:Iteration 39Q (3646.720797 sec): 3 clusters Score: Raw -903638.807401 + Penalty 1751.403211 = -901887.404190 nChanged 33 SP:Iteration 40F (3646.771950 sec): 3 clusters Score: Raw -903647.311676 + Penalty 1751.403211 = -901895.908465 nChanged 35 SP:Iteration 41Q (3646.834157 sec): 3 clusters Score: Raw -903655.778510 + Penalty 1751.403211 = -901904.375299 nChanged 40 SP:Iteration 42Q (3646.898807 sec): 3 clusters Score: Raw -903664.931580 + Penalty 1751.403211 = -901913.528369 nChanged 29 SP:Iteration 43Q (3646.954414 sec): 3 clusters Score: Raw -903670.138152 + Penalty 1751.403211 = -901918.734941 nChanged 24 SP:Iteration 44Q (3647.017955 sec): 3 clusters Score: Raw -903674.741504 + Penalty 1751.403211 = -901923.338292 nChanged 20 SP:Iteration 45Q (3647.067980 sec): 3 clusters Score: Raw -903678.064393 + Penalty 1751.403211 = -901926.661182 nChanged 10 SP:Iteration 46Q (3647.135453 sec): 3 clusters Score: Raw -903679.582560 + Penalty 1751.403211 = -901928.179349 nChanged 12 SP:Iteration 47Q (3647.197051 sec): 3 clusters Score: Raw -903682.607204 + Penalty 1751.403211 = -901931.203993 nChanged 11 SP:Iteration 48Q (3647.257758 sec): 3 clusters Score: Raw -903684.921954 + Penalty 1751.403211 = -901933.518743 nChanged 12 SP:Iteration 49Q (3647.318111 sec): 3 clusters Score: Raw -903687.210578 + Penalty 1751.403211 = -901935.807367 nChanged 14 SP:Iteration 50Q (3647.375244 sec): 3 clusters Score: Raw -903690.168079 + Penalty 1751.403211 = -901938.764868 nChanged 12 SP:Iteration 51Q (3647.430097 sec): 3 clusters Score: Raw -903692.436246 + Penalty 1751.403211 = -901941.033034 nChanged 14 SP:Iteration 52Q (3647.493476 sec): 3 clusters Score: Raw -903694.651216 + Penalty 1751.403211 = -901943.248005 nChanged 16 SP:Iteration 53Q (3647.555761 sec): 3 clusters Score: Raw -903699.967177 + Penalty 1751.403211 = -901948.563966 nChanged 24 SP:Iteration 54Q (3647.588228 sec): 3 clusters Score: Raw -903707.041270 + Penalty 1751.403211 = -901955.638058 nChanged 26 SP:Iteration 55Q (3647.656078 sec): 3 clusters Score: Raw -903715.705015 + Penalty 1751.403211 = -901964.301804 nChanged 25 SP:Iteration 56Q (3647.713359 sec): 3 clusters Score: Raw -903722.165672 + Penalty 1751.403211 = -901970.762460 nChanged 29 SP:Iteration 57Q (3647.761616 sec): 3 clusters Score: Raw -903732.521715 + Penalty 1751.403211 = -901981.118504 nChanged 33 SP:Iteration 58Q (3647.823233 sec): 3 clusters Score: Raw -903745.522724 + Penalty 1751.403211 = -901994.119513 nChanged 33 SP:Iteration 59Q (3647.883023 sec): 3 clusters Score: Raw -903756.894609 + Penalty 1751.403211 = -902005.491398 nChanged 31 SP:Iteration 60F (3647.941117 sec): 3 clusters Score: Raw -903765.793055 + Penalty 1751.403211 = -902014.389844 nChanged 21 SP:Iteration 61Q (3648.003979 sec): 3 clusters Score: Raw -903771.770838 + Penalty 1751.403211 = -902020.367626 nChanged 23 SP:Iteration 62Q (3648.075388 sec): 3 clusters Score: Raw -903780.798412 + Penalty 1751.403211 = -902029.395201 nChanged 28 SP:Iteration 63Q (3648.121120 sec): 3 clusters Score: Raw -903790.132870 + Penalty 1751.403211 = -902038.729659 nChanged 15 SP:Iteration 64Q (3648.187953 sec): 3 clusters Score: Raw -903793.891176 + Penalty 1751.403211 = -902042.487965 nChanged 10 SP:Iteration 65Q (3648.224146 sec): 3 clusters Score: Raw -903795.804539 + Penalty 1751.403211 = -902044.401328 nChanged 5 SP:Iteration 66Q (3648.282688 sec): 3 clusters Score: Raw -903797.575160 + Penalty 1751.403211 = -902046.171949 nChanged 8 SP:Iteration 67Q (3648.339922 sec): 3 clusters Score: Raw -903799.495644 + Penalty 1751.403211 = -902048.092433 nChanged 6 SP:Iteration 68Q (3648.388109 sec): 3 clusters Score: Raw -903800.890374 + Penalty 1751.403211 = -902049.487163 nChanged 8 SP:Iteration 69Q (3648.442651 sec): 3 clusters Score: Raw -903802.888205 + Penalty 1751.403211 = -902051.484993 nChanged 7 SP:Iteration 70Q (3648.504598 sec): 3 clusters Score: Raw -903803.839765 + Penalty 1751.403211 = -902052.436554 nChanged 3 SP:Iteration 71Q (3648.550636 sec): 3 clusters Score: Raw -903804.374251 + Penalty 1751.403211 = -902052.971040 nChanged 4 SP:Iteration 72Q (3648.602390 sec): 3 clusters Score: Raw -903805.124572 + Penalty 1751.403211 = -902053.721361 nChanged 3 SP:Iteration 73Q (3648.658729 sec): 3 clusters Score: Raw -903805.503009 + Penalty 1751.403211 = -902054.099798 nChanged 5 SP:Iteration 74Q (3648.723276 sec): 3 clusters Score: Raw -903806.375816 + Penalty 1751.403211 = -902054.972605 nChanged 5 SP:Iteration 75Q (3648.765259 sec): 3 clusters Score: Raw -903807.456446 + Penalty 1751.403211 = -902056.053235 nChanged 3 SP:Iteration 76Q (3648.820226 sec): 3 clusters Score: Raw -903808.257118 + Penalty 1751.403211 = -902056.853906 nChanged 3 SP:Iteration 77Q (3648.872809 sec): 3 clusters Score: Raw -903808.840383 + Penalty 1751.403211 = -902057.437172 nChanged 2 SP:Iteration 78Q (3648.933258 sec): 3 clusters Score: Raw -903809.106284 + Penalty 1751.403211 = -902057.703073 nChanged 1 SP:Iteration 79Q (3648.994991 sec): 3 clusters Score: Raw -903809.226706 + Penalty 1751.403211 = -902057.823495 nChanged 1 SP:Iteration 80F (3649.041686 sec): 3 clusters Score: Raw -903809.381385 + Penalty 1751.403211 = -902057.978174 nChanged 1 SP:Iteration 81Q (3649.104782 sec): 3 clusters Score: Raw -903809.609303 + Penalty 1751.403211 = -902058.206092 nChanged 2 SP:Iteration 82Q (3649.148803 sec): 3 clusters Score: Raw -903809.772274 + Penalty 1751.403211 = -902058.369063 nChanged 0 SP:Iteration 83F (3649.213027 sec): 3 clusters Score: Raw -903809.772274 + Penalty 1751.403211 = -902058.369063 nChanged 0 Trying to split cluster 16 (5999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3649.245675 sec): 2 clusters Score: Raw -498735.681294 + Penalty 826.438066 = -497909.243227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3649.290514 sec): 3 clusters Score: Raw -495308.381619 + Penalty 1652.876133 = -493655.505486 nChanged 2610 SP:Iteration 1F (3649.348394 sec): 3 clusters Score: Raw -497132.147748 + Penalty 1652.876133 = -495479.271615 nChanged 517 SP:Iteration 2F (3649.388472 sec): 3 clusters Score: Raw -497579.320113 + Penalty 1652.876133 = -495926.443981 nChanged 512 SP:Iteration 3F (3649.434982 sec): 3 clusters Score: Raw -497959.772658 + Penalty 1652.876133 = -496306.896525 nChanged 466 SP:Iteration 4F (3649.488343 sec): 3 clusters Score: Raw -498309.725188 + Penalty 1652.876133 = -496656.849055 nChanged 427 SP:Iteration 5F (3649.536866 sec): 3 clusters Score: Raw -498629.879598 + Penalty 1652.876133 = -496977.003465 nChanged 317 SP:Iteration 6F (3649.597190 sec): 3 clusters Score: Raw -498808.925123 + Penalty 1652.876133 = -497156.048990 nChanged 214 SP:Iteration 7Q (3649.650767 sec): 3 clusters Score: Raw -498904.104455 + Penalty 1652.876133 = -497251.228322 nChanged 162 SP:Iteration 8Q (3649.705533 sec): 3 clusters Score: Raw -498965.337848 + Penalty 1652.876133 = -497312.461716 nChanged 100 SP:Iteration 9Q (3649.748598 sec): 3 clusters Score: Raw -498995.338058 + Penalty 1652.876133 = -497342.461925 nChanged 75 SP:Iteration 10Q (3649.807352 sec): 3 clusters Score: Raw -499014.753100 + Penalty 1652.876133 = -497361.876967 nChanged 65 SP:Iteration 11Q (3649.851149 sec): 3 clusters Score: Raw -499037.747586 + Penalty 1652.876133 = -497384.871453 nChanged 65 SP:Iteration 12Q (3649.901482 sec): 3 clusters Score: Raw -499054.513968 + Penalty 1652.876133 = -497401.637835 nChanged 51 SP:Iteration 13Q (3649.954104 sec): 3 clusters Score: Raw -499067.106608 + Penalty 1652.876133 = -497414.230475 nChanged 36 SP:Iteration 14Q (3650.006920 sec): 3 clusters Score: Raw -499075.035177 + Penalty 1652.876133 = -497422.159044 nChanged 32 SP:Iteration 15Q (3650.064191 sec): 3 clusters Score: Raw -499081.155246 + Penalty 1652.876133 = -497428.279113 nChanged 23 SP:Iteration 16Q (3650.114691 sec): 3 clusters Score: Raw -499085.045252 + Penalty 1652.876133 = -497432.169120 nChanged 19 SP:Iteration 17Q (3650.157326 sec): 3 clusters Score: Raw -499087.521889 + Penalty 1652.876133 = -497434.645756 nChanged 13 SP:Iteration 18Q (3650.209834 sec): 3 clusters Score: Raw -499088.723802 + Penalty 1652.876133 = -497435.847669 nChanged 4 SP:Iteration 19Q (3650.265333 sec): 3 clusters Score: Raw -499088.993739 + Penalty 1652.876133 = -497436.117606 nChanged 1 SP:Iteration 20F (3650.314563 sec): 3 clusters Score: Raw -499089.047816 + Penalty 1652.876133 = -497436.171684 nChanged 1 SP:Iteration 21Q (3650.359022 sec): 3 clusters Score: Raw -499089.072969 + Penalty 1652.876133 = -497436.196836 nChanged 0 SP:Iteration 22F (3650.418652 sec): 3 clusters Score: Raw -499089.072969 + Penalty 1652.876133 = -497436.196836 nChanged 0 Trying to split cluster 17 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3650.441885 sec): 2 clusters Score: Raw -48835.740691 + Penalty 612.494057 = -48223.246635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3650.475177 sec): 3 clusters Score: Raw -48686.595048 + Penalty 1224.988114 = -47461.606934 nChanged 208 SP:Iteration 1F (3650.520721 sec): 3 clusters Score: Raw -48940.503839 + Penalty 1224.988114 = -47715.515725 nChanged 82 SP:Iteration 2F (3650.561332 sec): 3 clusters Score: Raw -49038.938794 + Penalty 1224.988114 = -47813.950680 nChanged 33 SP:Iteration 3F (3650.602598 sec): 3 clusters Score: Raw -49101.068415 + Penalty 1224.988114 = -47876.080301 nChanged 26 SP:Iteration 4Q (3650.643282 sec): 3 clusters Score: Raw -49128.375467 + Penalty 1224.988114 = -47903.387353 nChanged 20 SP:Iteration 5Q (3650.693333 sec): 3 clusters Score: Raw -49154.989622 + Penalty 1224.988114 = -47930.001508 nChanged 6 SP:Iteration 6Q (3650.724100 sec): 3 clusters Score: Raw -49161.112272 + Penalty 1224.988114 = -47936.124158 nChanged 2 SP:Iteration 7Q (3650.773992 sec): 3 clusters Score: Raw -49161.958059 + Penalty 1224.988114 = -47936.969945 nChanged 3 SP:Iteration 8Q (3650.809147 sec): 3 clusters Score: Raw -49163.763250 + Penalty 1224.988114 = -47938.775136 nChanged 2 SP:Iteration 9Q (3650.857225 sec): 3 clusters Score: Raw -49166.010992 + Penalty 1224.988114 = -47941.022878 nChanged 0 SP:Iteration 10F (3650.882642 sec): 3 clusters Score: Raw -49166.010992 + Penalty 1224.988114 = -47941.022878 nChanged 0 Trying to split cluster 18 (1155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3650.902028 sec): 2 clusters Score: Raw -86800.758118 + Penalty 669.926284 = -86130.831833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3650.940433 sec): 3 clusters Score: Raw -86327.201230 + Penalty 1339.852568 = -84987.348661 nChanged 438 SP:Iteration 1F (3650.983027 sec): 3 clusters Score: Raw -86842.450505 + Penalty 1339.852568 = -85502.597937 nChanged 145 SP:Iteration 2F (3651.030796 sec): 3 clusters Score: Raw -87094.658978 + Penalty 1339.852568 = -85754.806410 nChanged 106 SP:Iteration 3F (3651.074272 sec): 3 clusters Score: Raw -87224.806875 + Penalty 1339.852568 = -85884.954306 nChanged 62 SP:Iteration 4F (3651.111385 sec): 3 clusters Score: Raw -87308.206820 + Penalty 1339.852568 = -85968.354252 nChanged 30 SP:Iteration 5Q (3651.155563 sec): 3 clusters Score: Raw -87338.560421 + Penalty 1339.852568 = -85998.707852 nChanged 13 SP:Iteration 6Q (3651.196056 sec): 3 clusters Score: Raw -87350.414359 + Penalty 1339.852568 = -86010.561790 nChanged 9 SP:Iteration 7Q (3651.229751 sec): 3 clusters Score: Raw -87357.268756 + Penalty 1339.852568 = -86017.416188 nChanged 4 SP:Iteration 8Q (3651.276704 sec): 3 clusters Score: Raw -87359.544859 + Penalty 1339.852568 = -86019.692291 nChanged 3 SP:Iteration 9Q (3651.325288 sec): 3 clusters Score: Raw -87361.203884 + Penalty 1339.852568 = -86021.351315 nChanged 5 SP:Iteration 10Q (3651.370459 sec): 3 clusters Score: Raw -87363.911185 + Penalty 1339.852568 = -86024.058617 nChanged 3 SP:Iteration 11Q (3651.410411 sec): 3 clusters Score: Raw -87366.595538 + Penalty 1339.852568 = -86026.742969 nChanged 3 SP:Iteration 12Q (3651.455344 sec): 3 clusters Score: Raw -87368.573553 + Penalty 1339.852568 = -86028.720984 nChanged 2 SP:Iteration 13Q (3651.510079 sec): 3 clusters Score: Raw -87371.085380 + Penalty 1339.852568 = -86031.232812 nChanged 2 SP:Iteration 14Q (3651.557313 sec): 3 clusters Score: Raw -87373.803125 + Penalty 1339.852568 = -86033.950556 nChanged 1 SP:Iteration 15Q (3651.601436 sec): 3 clusters Score: Raw -87374.133673 + Penalty 1339.852568 = -86034.281104 nChanged 0 SP:Iteration 16F (3651.650883 sec): 3 clusters Score: Raw -87374.133673 + Penalty 1339.852568 = -86034.281104 nChanged 0 Trying to split cluster 19 (2200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3651.677365 sec): 2 clusters Score: Raw -190689.944028 + Penalty 731.140201 = -189958.803827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3651.732991 sec): 3 clusters Score: Raw -189537.929097 + Penalty 1462.280401 = -188075.648696 nChanged 909 SP:Iteration 1F (3651.775213 sec): 3 clusters Score: Raw -190070.502670 + Penalty 1462.280401 = -188608.222269 nChanged 165 SP:Iteration 2F (3651.825375 sec): 3 clusters Score: Raw -190174.508608 + Penalty 1462.280401 = -188712.228206 nChanged 129 SP:Iteration 3F (3651.883767 sec): 3 clusters Score: Raw -190253.797186 + Penalty 1462.280401 = -188791.516785 nChanged 108 SP:Iteration 4Q (3651.929563 sec): 3 clusters Score: Raw -190309.647311 + Penalty 1462.280401 = -188847.366910 nChanged 72 SP:Iteration 5Q (3651.977000 sec): 3 clusters Score: Raw -190348.119376 + Penalty 1462.280401 = -188885.838975 nChanged 62 SP:Iteration 6Q (3652.013632 sec): 3 clusters Score: Raw -190380.037327 + Penalty 1462.280401 = -188917.756925 nChanged 59 SP:Iteration 7Q (3652.071912 sec): 3 clusters Score: Raw -190406.014144 + Penalty 1462.280401 = -188943.733743 nChanged 47 SP:Iteration 8Q (3652.114717 sec): 3 clusters Score: Raw -190426.345617 + Penalty 1462.280401 = -188964.065216 nChanged 36 SP:Iteration 9Q (3652.164174 sec): 3 clusters Score: Raw -190444.701266 + Penalty 1462.280401 = -188982.420864 nChanged 39 SP:Iteration 10Q (3652.214030 sec): 3 clusters Score: Raw -190464.766981 + Penalty 1462.280401 = -189002.486580 nChanged 35 SP:Iteration 11Q (3652.265220 sec): 3 clusters Score: Raw -190483.404568 + Penalty 1462.280401 = -189021.124167 nChanged 35 SP:Iteration 12Q (3652.311513 sec): 3 clusters Score: Raw -190506.739510 + Penalty 1462.280401 = -189044.459108 nChanged 46 SP:Iteration 13Q (3652.363321 sec): 3 clusters Score: Raw -190530.220188 + Penalty 1462.280401 = -189067.939787 nChanged 42 SP:Iteration 14Q (3652.407812 sec): 3 clusters Score: Raw -190551.165876 + Penalty 1462.280401 = -189088.885475 nChanged 22 SP:Iteration 15Q (3652.454516 sec): 3 clusters Score: Raw -190566.438011 + Penalty 1462.280401 = -189104.157609 nChanged 31 SP:Iteration 16Q (3652.488218 sec): 3 clusters Score: Raw -190582.049578 + Penalty 1462.280401 = -189119.769176 nChanged 25 SP:Iteration 17Q (3652.544076 sec): 3 clusters Score: Raw -190589.852373 + Penalty 1462.280401 = -189127.571972 nChanged 12 SP:Iteration 18Q (3652.595551 sec): 3 clusters Score: Raw -190594.729288 + Penalty 1462.280401 = -189132.448886 nChanged 14 SP:Iteration 19Q (3652.643736 sec): 3 clusters Score: Raw -190599.011559 + Penalty 1462.280401 = -189136.731157 nChanged 13 SP:Iteration 20F (3652.687030 sec): 3 clusters Score: Raw -190604.476254 + Penalty 1462.280401 = -189142.195853 nChanged 13 SP:Iteration 21Q (3652.731551 sec): 3 clusters Score: Raw -190609.334302 + Penalty 1462.280401 = -189147.053901 nChanged 8 SP:Iteration 22Q (3652.786293 sec): 3 clusters Score: Raw -190610.667006 + Penalty 1462.280401 = -189148.386604 nChanged 3 SP:Iteration 23Q (3652.846079 sec): 3 clusters Score: Raw -190611.196339 + Penalty 1462.280401 = -189148.915937 nChanged 1 SP:Iteration 24Q (3652.898264 sec): 3 clusters Score: Raw -190611.546097 + Penalty 1462.280401 = -189149.265696 nChanged 2 SP:Iteration 25Q (3652.946592 sec): 3 clusters Score: Raw -190612.131374 + Penalty 1462.280401 = -189149.850972 nChanged 4 SP:Iteration 26Q (3652.991724 sec): 3 clusters Score: Raw -190612.654807 + Penalty 1462.280401 = -189150.374405 nChanged 2 SP:Iteration 27Q (3653.049908 sec): 3 clusters Score: Raw -190612.768500 + Penalty 1462.280401 = -189150.488099 nChanged 1 SP:Iteration 28Q (3653.104058 sec): 3 clusters Score: Raw -190612.896046 + Penalty 1462.280401 = -189150.615645 nChanged 3 SP:Iteration 29Q (3653.149489 sec): 3 clusters Score: Raw -190613.400680 + Penalty 1462.280401 = -189151.120278 nChanged 3 SP:Iteration 30Q (3653.195534 sec): 3 clusters Score: Raw -190614.140521 + Penalty 1462.280401 = -189151.860119 nChanged 4 SP:Iteration 31Q (3653.247385 sec): 3 clusters Score: Raw -190615.198990 + Penalty 1462.280401 = -189152.918588 nChanged 5 SP:Iteration 32Q (3653.297200 sec): 3 clusters Score: Raw -190616.751548 + Penalty 1462.280401 = -189154.471146 nChanged 7 SP:Iteration 33Q (3653.348416 sec): 3 clusters Score: Raw -190618.355568 + Penalty 1462.280401 = -189156.075166 nChanged 7 SP:Iteration 34Q (3653.399516 sec): 3 clusters Score: Raw -190620.249218 + Penalty 1462.280401 = -189157.968816 nChanged 6 SP:Iteration 35Q (3653.454117 sec): 3 clusters Score: Raw -190621.178869 + Penalty 1462.280401 = -189158.898467 nChanged 12 SP:Iteration 36Q (3653.499569 sec): 3 clusters Score: Raw -190623.519907 + Penalty 1462.280401 = -189161.239506 nChanged 10 SP:Iteration 37Q (3653.549988 sec): 3 clusters Score: Raw -190625.540770 + Penalty 1462.280401 = -189163.260369 nChanged 9 SP:Iteration 38Q (3653.598587 sec): 3 clusters Score: Raw -190628.333365 + Penalty 1462.280401 = -189166.052964 nChanged 12 SP:Iteration 39Q (3653.649552 sec): 3 clusters Score: Raw -190631.030042 + Penalty 1462.280401 = -189168.749641 nChanged 8 SP:Iteration 40F (3653.709448 sec): 3 clusters Score: Raw -190633.142325 + Penalty 1462.280401 = -189170.861923 nChanged 5 SP:Iteration 41Q (3653.764229 sec): 3 clusters Score: Raw -190634.856931 + Penalty 1462.280401 = -189172.576529 nChanged 11 SP:Iteration 42Q (3653.813391 sec): 3 clusters Score: Raw -190639.140901 + Penalty 1462.280401 = -189176.860499 nChanged 11 SP:Iteration 43Q (3653.868458 sec): 3 clusters Score: Raw -190644.353181 + Penalty 1462.280401 = -189182.072780 nChanged 15 SP:Iteration 44Q (3653.900676 sec): 3 clusters Score: Raw -190649.880460 + Penalty 1462.280401 = -189187.600058 nChanged 15 SP:Iteration 45Q (3653.962705 sec): 3 clusters Score: Raw -190657.468853 + Penalty 1462.280401 = -189195.188451 nChanged 12 SP:Iteration 46Q (3654.011315 sec): 3 clusters Score: Raw -190663.264608 + Penalty 1462.280401 = -189200.984207 nChanged 14 SP:Iteration 47Q (3654.046911 sec): 3 clusters Score: Raw -190670.422560 + Penalty 1462.280401 = -189208.142159 nChanged 14 SP:Iteration 48Q (3654.101041 sec): 3 clusters Score: Raw -190682.482040 + Penalty 1462.280401 = -189220.201639 nChanged 14 SP:Iteration 49Q (3654.154416 sec): 3 clusters Score: Raw -190691.582276 + Penalty 1462.280401 = -189229.301874 nChanged 14 SP:Iteration 50Q (3654.197845 sec): 3 clusters Score: Raw -190699.457162 + Penalty 1462.280401 = -189237.176760 nChanged 12 SP:Iteration 51Q (3654.260971 sec): 3 clusters Score: Raw -190705.288587 + Penalty 1462.280401 = -189243.008185 nChanged 11 SP:Iteration 52Q (3654.300388 sec): 3 clusters Score: Raw -190712.429049 + Penalty 1462.280401 = -189250.148648 nChanged 8 SP:Iteration 53Q (3654.359669 sec): 3 clusters Score: Raw -190718.019848 + Penalty 1462.280401 = -189255.739446 nChanged 6 SP:Iteration 54Q (3654.409429 sec): 3 clusters Score: Raw -190720.042650 + Penalty 1462.280401 = -189257.762249 nChanged 6 SP:Iteration 55Q (3654.455454 sec): 3 clusters Score: Raw -190723.045260 + Penalty 1462.280401 = -189260.764859 nChanged 8 SP:Iteration 56Q (3654.496258 sec): 3 clusters Score: Raw -190727.310792 + Penalty 1462.280401 = -189265.030390 nChanged 10 SP:Iteration 57Q (3654.546853 sec): 3 clusters Score: Raw -190733.562722 + Penalty 1462.280401 = -189271.282320 nChanged 5 SP:Iteration 58Q (3654.594917 sec): 3 clusters Score: Raw -190736.819513 + Penalty 1462.280401 = -189274.539112 nChanged 8 SP:Iteration 59Q (3654.647754 sec): 3 clusters Score: Raw -190742.304749 + Penalty 1462.280401 = -189280.024348 nChanged 5 SP:Iteration 60F (3654.698385 sec): 3 clusters Score: Raw -190744.204015 + Penalty 1462.280401 = -189281.923613 nChanged 7 SP:Iteration 61Q (3654.750068 sec): 3 clusters Score: Raw -190747.279883 + Penalty 1462.280401 = -189284.999482 nChanged 3 SP:Iteration 62Q (3654.796893 sec): 3 clusters Score: Raw -190748.161864 + Penalty 1462.280401 = -189285.881463 nChanged 3 SP:Iteration 63Q (3654.847393 sec): 3 clusters Score: Raw -190748.816885 + Penalty 1462.280401 = -189286.536484 nChanged 2 SP:Iteration 64Q (3654.902012 sec): 3 clusters Score: Raw -190749.370495 + Penalty 1462.280401 = -189287.090093 nChanged 3 SP:Iteration 65Q (3654.938545 sec): 3 clusters Score: Raw -190750.561685 + Penalty 1462.280401 = -189288.281283 nChanged 1 SP:Iteration 66Q (3654.982194 sec): 3 clusters Score: Raw -190750.962172 + Penalty 1462.280401 = -189288.681771 nChanged 0 SP:Iteration 67F (3655.030511 sec): 3 clusters Score: Raw -190750.962172 + Penalty 1462.280401 = -189288.681771 nChanged 0 Trying to split cluster 20 (21269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3655.073894 sec): 2 clusters Score: Raw -1939841.422476 + Penalty 946.675560 = -1938894.746916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3655.151971 sec): 3 clusters Score: Raw -1926619.043495 + Penalty 1893.351120 = -1924725.692375 nChanged 9830 SP:Iteration 1F (3655.217389 sec): 3 clusters Score: Raw -1932254.977008 + Penalty 1893.351120 = -1930361.625888 nChanged 1338 SP:Iteration 2F (3655.301537 sec): 3 clusters Score: Raw -1933056.337754 + Penalty 1893.351120 = -1931162.986634 nChanged 1566 SP:Iteration 3F (3655.375984 sec): 3 clusters Score: Raw -1934193.635535 + Penalty 1893.351120 = -1932300.284415 nChanged 1749 SP:Iteration 4F (3655.447533 sec): 3 clusters Score: Raw -1935622.395551 + Penalty 1893.351120 = -1933729.044431 nChanged 1761 SP:Iteration 5F (3655.524107 sec): 3 clusters Score: Raw -1937122.601030 + Penalty 1893.351120 = -1935229.249910 nChanged 1405 SP:Iteration 6F (3655.587464 sec): 3 clusters Score: Raw -1938306.921684 + Penalty 1893.351120 = -1936413.570564 nChanged 1041 SP:Iteration 7Q (3655.664281 sec): 3 clusters Score: Raw -1938973.603840 + Penalty 1893.351120 = -1937080.252721 nChanged 599 SP:Iteration 8Q (3655.732755 sec): 3 clusters Score: Raw -1939238.120807 + Penalty 1893.351120 = -1937344.769687 nChanged 361 SP:Iteration 9Q (3655.819794 sec): 3 clusters Score: Raw -1939361.579666 + Penalty 1893.351120 = -1937468.228547 nChanged 257 SP:Iteration 10Q (3655.894688 sec): 3 clusters Score: Raw -1939436.352713 + Penalty 1893.351120 = -1937543.001594 nChanged 219 SP:Iteration 11Q (3655.962407 sec): 3 clusters Score: Raw -1939493.203249 + Penalty 1893.351120 = -1937599.852130 nChanged 203 SP:Iteration 12Q (3656.027762 sec): 3 clusters Score: Raw -1939547.064469 + Penalty 1893.351120 = -1937653.713349 nChanged 182 SP:Iteration 13Q (3656.111974 sec): 3 clusters Score: Raw -1939594.013518 + Penalty 1893.351120 = -1937700.662398 nChanged 165 SP:Iteration 14Q (3656.187224 sec): 3 clusters Score: Raw -1939638.029447 + Penalty 1893.351120 = -1937744.678328 nChanged 170 SP:Iteration 15Q (3656.244262 sec): 3 clusters Score: Raw -1939677.490691 + Penalty 1893.351120 = -1937784.139571 nChanged 146 SP:Iteration 16Q (3656.318990 sec): 3 clusters Score: Raw -1939706.468879 + Penalty 1893.351120 = -1937813.117759 nChanged 122 SP:Iteration 17Q (3656.392153 sec): 3 clusters Score: Raw -1939731.444849 + Penalty 1893.351120 = -1937838.093730 nChanged 118 SP:Iteration 18Q (3656.456791 sec): 3 clusters Score: Raw -1939755.930925 + Penalty 1893.351120 = -1937862.579806 nChanged 117 SP:Iteration 19Q (3656.537715 sec): 3 clusters Score: Raw -1939779.471305 + Penalty 1893.351120 = -1937886.120186 nChanged 109 SP:Iteration 20F (3656.613712 sec): 3 clusters Score: Raw -1939801.579575 + Penalty 1893.351120 = -1937908.228455 nChanged 113 SP:Iteration 21Q (3656.681361 sec): 3 clusters Score: Raw -1939823.918109 + Penalty 1893.351120 = -1937930.566989 nChanged 97 SP:Iteration 22Q (3656.742741 sec): 3 clusters Score: Raw -1939841.674338 + Penalty 1893.351120 = -1937948.323218 nChanged 99 SP:Iteration 23Q (3656.820979 sec): 3 clusters Score: Raw -1939858.257754 + Penalty 1893.351120 = -1937964.906634 nChanged 96 SP:Iteration 24Q (3656.879589 sec): 3 clusters Score: Raw -1939874.240538 + Penalty 1893.351120 = -1937980.889419 nChanged 84 SP:Iteration 25Q (3656.960327 sec): 3 clusters Score: Raw -1939889.803413 + Penalty 1893.351120 = -1937996.452293 nChanged 101 SP:Iteration 26Q (3657.031241 sec): 3 clusters Score: Raw -1939909.143769 + Penalty 1893.351120 = -1938015.792649 nChanged 99 SP:Iteration 27Q (3657.099522 sec): 3 clusters Score: Raw -1939925.976516 + Penalty 1893.351120 = -1938032.625397 nChanged 89 SP:Iteration 28Q (3657.158769 sec): 3 clusters Score: Raw -1939940.970655 + Penalty 1893.351120 = -1938047.619535 nChanged 93 SP:Iteration 29Q (3657.242290 sec): 3 clusters Score: Raw -1939955.789544 + Penalty 1893.351120 = -1938062.438425 nChanged 86 SP:Iteration 30Q (3657.314541 sec): 3 clusters Score: Raw -1939967.892187 + Penalty 1893.351120 = -1938074.541068 nChanged 71 SP:Iteration 31Q (3657.379620 sec): 3 clusters Score: Raw -1939978.588191 + Penalty 1893.351120 = -1938085.237072 nChanged 71 SP:Iteration 32Q (3657.448818 sec): 3 clusters Score: Raw -1939988.450629 + Penalty 1893.351120 = -1938095.099510 nChanged 59 SP:Iteration 33Q (3657.526985 sec): 3 clusters Score: Raw -1939996.374101 + Penalty 1893.351120 = -1938103.022981 nChanged 66 SP:Iteration 34Q (3657.589787 sec): 3 clusters Score: Raw -1940006.538961 + Penalty 1893.351120 = -1938113.187841 nChanged 61 SP:Iteration 35Q (3657.672532 sec): 3 clusters Score: Raw -1940017.024199 + Penalty 1893.351120 = -1938123.673079 nChanged 71 SP:Iteration 36Q (3657.739095 sec): 3 clusters Score: Raw -1940032.180491 + Penalty 1893.351120 = -1938138.829372 nChanged 75 SP:Iteration 37Q (3657.810362 sec): 3 clusters Score: Raw -1940049.392646 + Penalty 1893.351120 = -1938156.041526 nChanged 85 SP:Iteration 38Q (3657.860156 sec): 3 clusters Score: Raw -1940071.137494 + Penalty 1893.351120 = -1938177.786374 nChanged 83 SP:Iteration 39Q (3657.941267 sec): 3 clusters Score: Raw -1940090.499948 + Penalty 1893.351120 = -1938197.148828 nChanged 74 SP:Iteration 40F (3658.006431 sec): 3 clusters Score: Raw -1940104.456767 + Penalty 1893.351120 = -1938211.105647 nChanged 64 SP:Iteration 41Q (3658.084615 sec): 3 clusters Score: Raw -1940119.195440 + Penalty 1893.351120 = -1938225.844321 nChanged 73 SP:Iteration 42Q (3658.143103 sec): 3 clusters Score: Raw -1940133.967560 + Penalty 1893.351120 = -1938240.616440 nChanged 58 SP:Iteration 43Q (3658.210873 sec): 3 clusters Score: Raw -1940146.835112 + Penalty 1893.351120 = -1938253.483992 nChanged 73 SP:Iteration 44Q (3658.287414 sec): 3 clusters Score: Raw -1940165.143217 + Penalty 1893.351120 = -1938271.792097 nChanged 70 SP:Iteration 45Q (3658.360325 sec): 3 clusters Score: Raw -1940187.013494 + Penalty 1893.351120 = -1938293.662375 nChanged 71 SP:Iteration 46Q (3658.424971 sec): 3 clusters Score: Raw -1940204.354065 + Penalty 1893.351120 = -1938311.002946 nChanged 52 SP:Iteration 47Q (3658.499940 sec): 3 clusters Score: Raw -1940214.392675 + Penalty 1893.351120 = -1938321.041556 nChanged 48 SP:Iteration 48Q (3658.557569 sec): 3 clusters Score: Raw -1940223.656950 + Penalty 1893.351120 = -1938330.305830 nChanged 42 SP:Iteration 49Q (3658.628464 sec): 3 clusters Score: Raw -1940231.430552 + Penalty 1893.351120 = -1938338.079432 nChanged 41 SP:Iteration 50Q (3658.697563 sec): 3 clusters Score: Raw -1940238.916035 + Penalty 1893.351120 = -1938345.564915 nChanged 36 SP:Iteration 51Q (3658.763440 sec): 3 clusters Score: Raw -1940246.604779 + Penalty 1893.351120 = -1938353.253660 nChanged 31 SP:Iteration 52Q (3658.837307 sec): 3 clusters Score: Raw -1940254.286611 + Penalty 1893.351120 = -1938360.935491 nChanged 31 SP:Iteration 53Q (3658.900686 sec): 3 clusters Score: Raw -1940260.649763 + Penalty 1893.351120 = -1938367.298643 nChanged 29 SP:Iteration 54Q (3658.956331 sec): 3 clusters Score: Raw -1940265.972175 + Penalty 1893.351120 = -1938372.621055 nChanged 17 SP:Iteration 55Q (3659.018353 sec): 3 clusters Score: Raw -1940270.440064 + Penalty 1893.351120 = -1938377.088945 nChanged 24 SP:Iteration 56Q (3659.076398 sec): 3 clusters Score: Raw -1940278.174650 + Penalty 1893.351120 = -1938384.823530 nChanged 32 SP:Iteration 57Q (3659.139076 sec): 3 clusters Score: Raw -1940287.704919 + Penalty 1893.351120 = -1938394.353799 nChanged 27 SP:Iteration 58Q (3659.199204 sec): 3 clusters Score: Raw -1940293.273725 + Penalty 1893.351120 = -1938399.922606 nChanged 16 SP:Iteration 59Q (3659.265099 sec): 3 clusters Score: Raw -1940296.098865 + Penalty 1893.351120 = -1938402.747745 nChanged 12 SP:Iteration 60F (3659.338671 sec): 3 clusters Score: Raw -1940297.130604 + Penalty 1893.351120 = -1938403.779485 nChanged 4 SP:Iteration 61Q (3659.407759 sec): 3 clusters Score: Raw -1940297.376391 + Penalty 1893.351120 = -1938404.025272 nChanged 3 SP:Iteration 62Q (3659.474151 sec): 3 clusters Score: Raw -1940297.647413 + Penalty 1893.351120 = -1938404.296293 nChanged 2 SP:Iteration 63Q (3659.540589 sec): 3 clusters Score: Raw -1940297.715712 + Penalty 1893.351120 = -1938404.364592 nChanged 1 SP:Iteration 64Q (3659.596742 sec): 3 clusters Score: Raw -1940297.774923 + Penalty 1893.351120 = -1938404.423803 nChanged 0 SP:Iteration 65F (3659.674580 sec): 3 clusters Score: Raw -1940297.774923 + Penalty 1893.351120 = -1938404.423803 nChanged 0 Trying to split cluster 21 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3659.688854 sec): 2 clusters Score: Raw -5501.776252 + Penalty 472.789706 = -5028.986546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3659.726777 sec): 3 clusters Score: Raw -5648.067278 + Penalty 945.579411 = -4702.487867 nChanged 39 SP:Iteration 1F (3659.772336 sec): 3 clusters Score: Raw -5779.538172 + Penalty 945.579411 = -4833.958761 nChanged 7 SP:Iteration 2Q (3659.814773 sec): 3 clusters Score: Raw -5797.751851 + Penalty 945.579411 = -4852.172440 nChanged 3 SP:Iteration 3Q (3659.868510 sec): 3 clusters Score: Raw -5813.443351 + Penalty 945.579411 = -4867.863940 nChanged 2 SP:Iteration 4Q (3659.913629 sec): 3 clusters Score: Raw -5816.264753 + Penalty 945.579411 = -4870.685342 nChanged 3 SP:Iteration 5Q (3659.956154 sec): 3 clusters Score: Raw -5820.671333 + Penalty 945.579411 = -4875.091922 nChanged 2 SP:Iteration 6Q (3660.005255 sec): 3 clusters Score: Raw -5825.406885 + Penalty 945.579411 = -4879.827474 nChanged 0 SP:Iteration 7F (3660.037576 sec): 3 clusters Score: Raw -5825.406885 + Penalty 945.579411 = -4879.827474 nChanged 0 Trying to split cluster 22 (10237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3660.077274 sec): 2 clusters Score: Raw -750940.994301 + Penalty 877.207569 = -750063.786732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3660.121132 sec): 3 clusters Score: Raw -744830.973654 + Penalty 1754.415139 = -743076.558515 nChanged 4598 SP:Iteration 1F (3660.182999 sec): 3 clusters Score: Raw -747704.683534 + Penalty 1754.415139 = -745950.268395 nChanged 837 SP:Iteration 2F (3660.233966 sec): 3 clusters Score: Raw -748301.747404 + Penalty 1754.415139 = -746547.332266 nChanged 855 SP:Iteration 3F (3660.284264 sec): 3 clusters Score: Raw -748959.740987 + Penalty 1754.415139 = -747205.325848 nChanged 785 SP:Iteration 4F (3660.337828 sec): 3 clusters Score: Raw -749503.491019 + Penalty 1754.415139 = -747749.075880 nChanged 667 SP:Iteration 5F (3660.396281 sec): 3 clusters Score: Raw -749932.197516 + Penalty 1754.415139 = -748177.782377 nChanged 518 SP:Iteration 6F (3660.449612 sec): 3 clusters Score: Raw -750191.760485 + Penalty 1754.415139 = -748437.345347 nChanged 402 SP:Iteration 7Q (3660.499769 sec): 3 clusters Score: Raw -750365.683898 + Penalty 1754.415139 = -748611.268759 nChanged 295 SP:Iteration 8Q (3660.552458 sec): 3 clusters Score: Raw -750473.845758 + Penalty 1754.415139 = -748719.430620 nChanged 226 SP:Iteration 9Q (3660.620372 sec): 3 clusters Score: Raw -750539.059885 + Penalty 1754.415139 = -748784.644746 nChanged 166 SP:Iteration 10Q (3660.677524 sec): 3 clusters Score: Raw -750587.279196 + Penalty 1754.415139 = -748832.864058 nChanged 146 SP:Iteration 11Q (3660.718685 sec): 3 clusters Score: Raw -750623.316672 + Penalty 1754.415139 = -748868.901533 nChanged 115 SP:Iteration 12Q (3660.787136 sec): 3 clusters Score: Raw -750651.423390 + Penalty 1754.415139 = -748897.008251 nChanged 99 SP:Iteration 13Q (3660.824159 sec): 3 clusters Score: Raw -750676.865394 + Penalty 1754.415139 = -748922.450255 nChanged 97 SP:Iteration 14Q (3660.884290 sec): 3 clusters Score: Raw -750699.615316 + Penalty 1754.415139 = -748945.200177 nChanged 109 SP:Iteration 15Q (3660.929625 sec): 3 clusters Score: Raw -750730.070925 + Penalty 1754.415139 = -748975.655787 nChanged 116 SP:Iteration 16Q (3660.985504 sec): 3 clusters Score: Raw -750765.070403 + Penalty 1754.415139 = -749010.655264 nChanged 123 SP:Iteration 17Q (3661.048133 sec): 3 clusters Score: Raw -750797.983781 + Penalty 1754.415139 = -749043.568642 nChanged 122 SP:Iteration 18Q (3661.112912 sec): 3 clusters Score: Raw -750836.672001 + Penalty 1754.415139 = -749082.256862 nChanged 120 SP:Iteration 19Q (3661.160548 sec): 3 clusters Score: Raw -750873.311655 + Penalty 1754.415139 = -749118.896516 nChanged 134 SP:Iteration 20F (3661.216480 sec): 3 clusters Score: Raw -750918.335193 + Penalty 1754.415139 = -749163.920054 nChanged 133 SP:Iteration 21Q (3661.275888 sec): 3 clusters Score: Raw -750963.236182 + Penalty 1754.415139 = -749208.821044 nChanged 144 SP:Iteration 22Q (3661.325527 sec): 3 clusters Score: Raw -751016.938425 + Penalty 1754.415139 = -749262.523287 nChanged 145 SP:Iteration 23Q (3661.385274 sec): 3 clusters Score: Raw -751073.050471 + Penalty 1754.415139 = -749318.635332 nChanged 128 SP:Iteration 24Q (3661.429184 sec): 3 clusters Score: Raw -751130.525110 + Penalty 1754.415139 = -749376.109972 nChanged 139 SP:Iteration 25Q (3661.487699 sec): 3 clusters Score: Raw -751195.607701 + Penalty 1754.415139 = -749441.192563 nChanged 142 SP:Iteration 26Q (3661.545776 sec): 3 clusters Score: Raw -751251.115933 + Penalty 1754.415139 = -749496.700794 nChanged 136 SP:Iteration 27Q (3661.601982 sec): 3 clusters Score: Raw -751305.587259 + Penalty 1754.415139 = -749551.172120 nChanged 138 SP:Iteration 28Q (3661.659503 sec): 3 clusters Score: Raw -751355.035227 + Penalty 1754.415139 = -749600.620088 nChanged 129 SP:Iteration 29Q (3661.714471 sec): 3 clusters Score: Raw -751401.284039 + Penalty 1754.415139 = -749646.868901 nChanged 123 SP:Iteration 30Q (3661.765330 sec): 3 clusters Score: Raw -751450.509517 + Penalty 1754.415139 = -749696.094378 nChanged 107 SP:Iteration 31Q (3661.831571 sec): 3 clusters Score: Raw -751500.368568 + Penalty 1754.415139 = -749745.953430 nChanged 111 SP:Iteration 32Q (3661.887189 sec): 3 clusters Score: Raw -751563.389333 + Penalty 1754.415139 = -749808.974195 nChanged 106 SP:Iteration 33Q (3661.942342 sec): 3 clusters Score: Raw -751613.917865 + Penalty 1754.415139 = -749859.502726 nChanged 72 SP:Iteration 34Q (3661.989844 sec): 3 clusters Score: Raw -751643.302604 + Penalty 1754.415139 = -749888.887466 nChanged 53 SP:Iteration 35Q (3662.044440 sec): 3 clusters Score: Raw -751664.972108 + Penalty 1754.415139 = -749910.556970 nChanged 45 SP:Iteration 36Q (3662.103620 sec): 3 clusters Score: Raw -751684.674757 + Penalty 1754.415139 = -749930.259618 nChanged 48 SP:Iteration 37Q (3662.150751 sec): 3 clusters Score: Raw -751701.940585 + Penalty 1754.415139 = -749947.525447 nChanged 37 SP:Iteration 38Q (3662.212650 sec): 3 clusters Score: Raw -751714.427362 + Penalty 1754.415139 = -749960.012223 nChanged 30 SP:Iteration 39Q (3662.253400 sec): 3 clusters Score: Raw -751722.734243 + Penalty 1754.415139 = -749968.319104 nChanged 27 SP:Iteration 40F (3662.314039 sec): 3 clusters Score: Raw -751731.701075 + Penalty 1754.415139 = -749977.285936 nChanged 35 SP:Iteration 41Q (3662.372441 sec): 3 clusters Score: Raw -751745.226631 + Penalty 1754.415139 = -749990.811492 nChanged 35 SP:Iteration 42Q (3662.415464 sec): 3 clusters Score: Raw -751754.361894 + Penalty 1754.415139 = -749999.946755 nChanged 24 SP:Iteration 43Q (3662.472815 sec): 3 clusters Score: Raw -751760.186055 + Penalty 1754.415139 = -750005.770917 nChanged 15 SP:Iteration 44Q (3662.519511 sec): 3 clusters Score: Raw -751764.690843 + Penalty 1754.415139 = -750010.275705 nChanged 16 SP:Iteration 45Q (3662.580758 sec): 3 clusters Score: Raw -751768.647300 + Penalty 1754.415139 = -750014.232162 nChanged 15 SP:Iteration 46Q (3662.636921 sec): 3 clusters Score: Raw -751775.314903 + Penalty 1754.415139 = -750020.899765 nChanged 12 SP:Iteration 47Q (3662.693762 sec): 3 clusters Score: Raw -751780.697917 + Penalty 1754.415139 = -750026.282779 nChanged 10 SP:Iteration 48Q (3662.745287 sec): 3 clusters Score: Raw -751782.748626 + Penalty 1754.415139 = -750028.333487 nChanged 5 SP:Iteration 49Q (3662.808453 sec): 3 clusters Score: Raw -751783.784325 + Penalty 1754.415139 = -750029.369186 nChanged 4 SP:Iteration 50Q (3662.851741 sec): 3 clusters Score: Raw -751785.195863 + Penalty 1754.415139 = -750030.780724 nChanged 5 SP:Iteration 51Q (3662.917542 sec): 3 clusters Score: Raw -751787.029988 + Penalty 1754.415139 = -750032.614849 nChanged 8 SP:Iteration 52Q (3662.966054 sec): 3 clusters Score: Raw -751788.346910 + Penalty 1754.415139 = -750033.931772 nChanged 4 SP:Iteration 53Q (3663.020138 sec): 3 clusters Score: Raw -751788.635209 + Penalty 1754.415139 = -750034.220070 nChanged 1 SP:Iteration 54Q (3663.079004 sec): 3 clusters Score: Raw -751788.952924 + Penalty 1754.415139 = -750034.537786 nChanged 2 SP:Iteration 55Q (3663.134656 sec): 3 clusters Score: Raw -751789.346762 + Penalty 1754.415139 = -750034.931624 nChanged 1 SP:Iteration 56Q (3663.177906 sec): 3 clusters Score: Raw -751789.495126 + Penalty 1754.415139 = -750035.079987 nChanged 1 SP:Iteration 57Q (3663.236465 sec): 3 clusters Score: Raw -751790.091022 + Penalty 1754.415139 = -750035.675883 nChanged 1 SP:Iteration 58Q (3663.284023 sec): 3 clusters Score: Raw -751790.224118 + Penalty 1754.415139 = -750035.808980 nChanged 0 SP:Iteration 59F (3663.330772 sec): 3 clusters Score: Raw -751790.224118 + Penalty 1754.415139 = -750035.808980 nChanged 0 Trying to split cluster 23 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3663.364738 sec): 2 clusters Score: Raw -97844.665095 + Penalty 672.921846 = -97171.743250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3663.400289 sec): 3 clusters Score: Raw -97301.539555 + Penalty 1345.843691 = -95955.695864 nChanged 415 SP:Iteration 1F (3663.445205 sec): 3 clusters Score: Raw -97631.030131 + Penalty 1345.843691 = -96285.186440 nChanged 118 SP:Iteration 2F (3663.479812 sec): 3 clusters Score: Raw -97741.718517 + Penalty 1345.843691 = -96395.874826 nChanged 69 SP:Iteration 3F (3663.525170 sec): 3 clusters Score: Raw -97816.810431 + Penalty 1345.843691 = -96470.966740 nChanged 58 SP:Iteration 4Q (3663.566418 sec): 3 clusters Score: Raw -97857.741757 + Penalty 1345.843691 = -96511.898066 nChanged 36 SP:Iteration 5Q (3663.609026 sec): 3 clusters Score: Raw -97890.876818 + Penalty 1345.843691 = -96545.033127 nChanged 32 SP:Iteration 6Q (3663.653422 sec): 3 clusters Score: Raw -97923.724039 + Penalty 1345.843691 = -96577.880348 nChanged 34 SP:Iteration 7Q (3663.699723 sec): 3 clusters Score: Raw -97955.650672 + Penalty 1345.843691 = -96609.806981 nChanged 26 SP:Iteration 8Q (3663.753664 sec): 3 clusters Score: Raw -97973.438062 + Penalty 1345.843691 = -96627.594371 nChanged 11 SP:Iteration 9Q (3663.798466 sec): 3 clusters Score: Raw -97978.776969 + Penalty 1345.843691 = -96632.933278 nChanged 9 SP:Iteration 10Q (3663.838917 sec): 3 clusters Score: Raw -97983.982129 + Penalty 1345.843691 = -96638.138438 nChanged 8 SP:Iteration 11Q (3663.888730 sec): 3 clusters Score: Raw -97991.376736 + Penalty 1345.843691 = -96645.533045 nChanged 6 SP:Iteration 12Q (3663.928777 sec): 3 clusters Score: Raw -97996.304434 + Penalty 1345.843691 = -96650.460743 nChanged 5 SP:Iteration 13Q (3663.962367 sec): 3 clusters Score: Raw -97998.490348 + Penalty 1345.843691 = -96652.646657 nChanged 0 SP:Iteration 14F (3663.996046 sec): 3 clusters Score: Raw -97998.490348 + Penalty 1345.843691 = -96652.646657 nChanged 0 Trying to split cluster 24 (5325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3664.029483 sec): 2 clusters Score: Raw -454563.008576 + Penalty 815.115959 = -453747.892617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3664.070049 sec): 3 clusters Score: Raw -451594.399749 + Penalty 1630.231918 = -449964.167831 nChanged 2246 SP:Iteration 1F (3664.114639 sec): 3 clusters Score: Raw -452854.591370 + Penalty 1630.231918 = -451224.359452 nChanged 396 SP:Iteration 2F (3664.165934 sec): 3 clusters Score: Raw -453075.448261 + Penalty 1630.231918 = -451445.216343 nChanged 348 SP:Iteration 3F (3664.215206 sec): 3 clusters Score: Raw -453283.140795 + Penalty 1630.231918 = -451652.908876 nChanged 292 SP:Iteration 4F (3664.265824 sec): 3 clusters Score: Raw -453442.588420 + Penalty 1630.231918 = -451812.356501 nChanged 237 SP:Iteration 5Q (3664.314539 sec): 3 clusters Score: Raw -453551.994863 + Penalty 1630.231918 = -451921.762945 nChanged 213 SP:Iteration 6Q (3664.363687 sec): 3 clusters Score: Raw -453653.115372 + Penalty 1630.231918 = -452022.883454 nChanged 193 SP:Iteration 7Q (3664.416104 sec): 3 clusters Score: Raw -453736.766877 + Penalty 1630.231918 = -452106.534959 nChanged 170 SP:Iteration 8Q (3664.460121 sec): 3 clusters Score: Raw -453813.778757 + Penalty 1630.231918 = -452183.546839 nChanged 161 SP:Iteration 9Q (3664.510369 sec): 3 clusters Score: Raw -453895.932564 + Penalty 1630.231918 = -452265.700646 nChanged 179 SP:Iteration 10Q (3664.572184 sec): 3 clusters Score: Raw -453975.705216 + Penalty 1630.231918 = -452345.473298 nChanged 156 SP:Iteration 11Q (3664.616473 sec): 3 clusters Score: Raw -454045.750623 + Penalty 1630.231918 = -452415.518705 nChanged 119 SP:Iteration 12Q (3664.678585 sec): 3 clusters Score: Raw -454092.798559 + Penalty 1630.231918 = -452462.566640 nChanged 105 SP:Iteration 13Q (3664.727192 sec): 3 clusters Score: Raw -454139.565156 + Penalty 1630.231918 = -452509.333238 nChanged 92 SP:Iteration 14Q (3664.779964 sec): 3 clusters Score: Raw -454180.349108 + Penalty 1630.231918 = -452550.117190 nChanged 59 SP:Iteration 15Q (3664.820377 sec): 3 clusters Score: Raw -454214.829103 + Penalty 1630.231918 = -452584.597185 nChanged 70 SP:Iteration 16Q (3664.874198 sec): 3 clusters Score: Raw -454251.883644 + Penalty 1630.231918 = -452621.651726 nChanged 60 SP:Iteration 17Q (3664.929492 sec): 3 clusters Score: Raw -454287.329845 + Penalty 1630.231918 = -452657.097927 nChanged 67 SP:Iteration 18Q (3664.977092 sec): 3 clusters Score: Raw -454327.422132 + Penalty 1630.231918 = -452697.190213 nChanged 69 SP:Iteration 19Q (3665.030700 sec): 3 clusters Score: Raw -454361.971434 + Penalty 1630.231918 = -452731.739515 nChanged 57 SP:Iteration 20F (3665.068591 sec): 3 clusters Score: Raw -454389.158609 + Penalty 1630.231918 = -452758.926691 nChanged 60 SP:Iteration 21Q (3665.119794 sec): 3 clusters Score: Raw -454419.693233 + Penalty 1630.231918 = -452789.461315 nChanged 57 SP:Iteration 22Q (3665.167820 sec): 3 clusters Score: Raw -454449.983111 + Penalty 1630.231918 = -452819.751193 nChanged 59 SP:Iteration 23Q (3665.214823 sec): 3 clusters Score: Raw -454487.102853 + Penalty 1630.231918 = -452856.870934 nChanged 59 SP:Iteration 24Q (3665.272378 sec): 3 clusters Score: Raw -454517.764590 + Penalty 1630.231918 = -452887.532672 nChanged 47 SP:Iteration 25Q (3665.320406 sec): 3 clusters Score: Raw -454541.677500 + Penalty 1630.231918 = -452911.445581 nChanged 51 SP:Iteration 26Q (3665.360311 sec): 3 clusters Score: Raw -454564.388014 + Penalty 1630.231918 = -452934.156096 nChanged 58 SP:Iteration 27Q (3665.421118 sec): 3 clusters Score: Raw -454587.609605 + Penalty 1630.231918 = -452957.377687 nChanged 39 SP:Iteration 28Q (3665.468312 sec): 3 clusters Score: Raw -454601.641801 + Penalty 1630.231918 = -452971.409882 nChanged 37 SP:Iteration 29Q (3665.513725 sec): 3 clusters Score: Raw -454613.082810 + Penalty 1630.231918 = -452982.850892 nChanged 28 SP:Iteration 30Q (3665.567449 sec): 3 clusters Score: Raw -454621.247167 + Penalty 1630.231918 = -452991.015249 nChanged 28 SP:Iteration 31Q (3665.614028 sec): 3 clusters Score: Raw -454628.527590 + Penalty 1630.231918 = -452998.295671 nChanged 21 SP:Iteration 32Q (3665.658446 sec): 3 clusters Score: Raw -454634.370701 + Penalty 1630.231918 = -453004.138783 nChanged 18 SP:Iteration 33Q (3665.720787 sec): 3 clusters Score: Raw -454638.135422 + Penalty 1630.231918 = -453007.903504 nChanged 12 SP:Iteration 34Q (3665.767680 sec): 3 clusters Score: Raw -454641.124340 + Penalty 1630.231918 = -453010.892422 nChanged 9 SP:Iteration 35Q (3665.805050 sec): 3 clusters Score: Raw -454643.798465 + Penalty 1630.231918 = -453013.566547 nChanged 15 SP:Iteration 36Q (3665.852625 sec): 3 clusters Score: Raw -454647.710719 + Penalty 1630.231918 = -453017.478801 nChanged 18 SP:Iteration 37Q (3665.912987 sec): 3 clusters Score: Raw -454652.728474 + Penalty 1630.231918 = -453022.496555 nChanged 13 SP:Iteration 38Q (3665.965051 sec): 3 clusters Score: Raw -454655.771025 + Penalty 1630.231918 = -453025.539107 nChanged 8 SP:Iteration 39Q (3666.014190 sec): 3 clusters Score: Raw -454657.222765 + Penalty 1630.231918 = -453026.990847 nChanged 8 SP:Iteration 40F (3666.065584 sec): 3 clusters Score: Raw -454658.330508 + Penalty 1630.231918 = -453028.098590 nChanged 5 SP:Iteration 41Q (3666.113219 sec): 3 clusters Score: Raw -454659.381028 + Penalty 1630.231918 = -453029.149110 nChanged 7 SP:Iteration 42Q (3666.176488 sec): 3 clusters Score: Raw -454660.689299 + Penalty 1630.231918 = -453030.457381 nChanged 7 SP:Iteration 43Q (3666.217064 sec): 3 clusters Score: Raw -454663.112570 + Penalty 1630.231918 = -453032.880652 nChanged 4 SP:Iteration 44Q (3666.263689 sec): 3 clusters Score: Raw -454663.791777 + Penalty 1630.231918 = -453033.559859 nChanged 1 SP:Iteration 45Q (3666.318354 sec): 3 clusters Score: Raw -454663.854123 + Penalty 1630.231918 = -453033.622205 nChanged 1 SP:Iteration 46Q (3666.375342 sec): 3 clusters Score: Raw -454663.984126 + Penalty 1630.231918 = -453033.752208 nChanged 2 SP:Iteration 47Q (3666.415714 sec): 3 clusters Score: Raw -454664.456200 + Penalty 1630.231918 = -453034.224282 nChanged 3 SP:Iteration 48Q (3666.471210 sec): 3 clusters Score: Raw -454665.109867 + Penalty 1630.231918 = -453034.877949 nChanged 3 SP:Iteration 49Q (3666.511192 sec): 3 clusters Score: Raw -454665.817137 + Penalty 1630.231918 = -453035.585219 nChanged 5 SP:Iteration 50Q (3666.569844 sec): 3 clusters Score: Raw -454666.888058 + Penalty 1630.231918 = -453036.656140 nChanged 3 SP:Iteration 51Q (3666.604116 sec): 3 clusters Score: Raw -454667.418136 + Penalty 1630.231918 = -453037.186218 nChanged 2 SP:Iteration 52Q (3666.653925 sec): 3 clusters Score: Raw -454667.856873 + Penalty 1630.231918 = -453037.624955 nChanged 4 SP:Iteration 53Q (3666.698969 sec): 3 clusters Score: Raw -454669.149119 + Penalty 1630.231918 = -453038.917201 nChanged 4 SP:Iteration 54Q (3666.747026 sec): 3 clusters Score: Raw -454669.692434 + Penalty 1630.231918 = -453039.460516 nChanged 4 SP:Iteration 55Q (3666.794107 sec): 3 clusters Score: Raw -454670.303163 + Penalty 1630.231918 = -453040.071245 nChanged 4 SP:Iteration 56Q (3666.842382 sec): 3 clusters Score: Raw -454670.833760 + Penalty 1630.231918 = -453040.601842 nChanged 1 SP:Iteration 57Q (3666.898601 sec): 3 clusters Score: Raw -454671.065951 + Penalty 1630.231918 = -453040.834032 nChanged 0 SP:Iteration 58F (3666.941773 sec): 3 clusters Score: Raw -454671.065951 + Penalty 1630.231918 = -453040.834032 nChanged 0 Trying to split cluster 25 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3666.977600 sec): 2 clusters Score: Raw -179758.303641 + Penalty 724.245985 = -179034.057656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3667.023515 sec): 3 clusters Score: Raw -178763.071006 + Penalty 1448.491970 = -177314.579037 nChanged 773 SP:Iteration 1F (3667.069212 sec): 3 clusters Score: Raw -179231.843431 + Penalty 1448.491970 = -177783.351461 nChanged 168 SP:Iteration 2F (3667.107193 sec): 3 clusters Score: Raw -179374.271924 + Penalty 1448.491970 = -177925.779954 nChanged 126 SP:Iteration 3F (3667.154600 sec): 3 clusters Score: Raw -179460.712699 + Penalty 1448.491970 = -178012.220730 nChanged 97 SP:Iteration 4Q (3667.200828 sec): 3 clusters Score: Raw -179512.998852 + Penalty 1448.491970 = -178064.506883 nChanged 73 SP:Iteration 5Q (3667.253352 sec): 3 clusters Score: Raw -179554.335433 + Penalty 1448.491970 = -178105.843463 nChanged 68 SP:Iteration 6Q (3667.291277 sec): 3 clusters Score: Raw -179608.213741 + Penalty 1448.491970 = -178159.721771 nChanged 80 SP:Iteration 7Q (3667.331966 sec): 3 clusters Score: Raw -179669.229516 + Penalty 1448.491970 = -178220.737547 nChanged 64 SP:Iteration 8Q (3667.371245 sec): 3 clusters Score: Raw -179702.852841 + Penalty 1448.491970 = -178254.360872 nChanged 47 SP:Iteration 9Q (3667.420512 sec): 3 clusters Score: Raw -179729.422658 + Penalty 1448.491970 = -178280.930688 nChanged 39 SP:Iteration 10Q (3667.468429 sec): 3 clusters Score: Raw -179749.541702 + Penalty 1448.491970 = -178301.049732 nChanged 33 SP:Iteration 11Q (3667.515889 sec): 3 clusters Score: Raw -179764.716263 + Penalty 1448.491970 = -178316.224294 nChanged 30 SP:Iteration 12Q (3667.563039 sec): 3 clusters Score: Raw -179776.541192 + Penalty 1448.491970 = -178328.049222 nChanged 22 SP:Iteration 13Q (3667.614614 sec): 3 clusters Score: Raw -179786.566357 + Penalty 1448.491970 = -178338.074387 nChanged 27 SP:Iteration 14Q (3667.658503 sec): 3 clusters Score: Raw -179801.441172 + Penalty 1448.491970 = -178352.949203 nChanged 22 SP:Iteration 15Q (3667.694935 sec): 3 clusters Score: Raw -179812.112670 + Penalty 1448.491970 = -178363.620700 nChanged 26 SP:Iteration 16Q (3667.743552 sec): 3 clusters Score: Raw -179823.498360 + Penalty 1448.491970 = -178375.006390 nChanged 21 SP:Iteration 17Q (3667.794445 sec): 3 clusters Score: Raw -179831.753398 + Penalty 1448.491970 = -178383.261428 nChanged 21 SP:Iteration 18Q (3667.855079 sec): 3 clusters Score: Raw -179839.330290 + Penalty 1448.491970 = -178390.838320 nChanged 20 SP:Iteration 19Q (3667.891336 sec): 3 clusters Score: Raw -179846.496157 + Penalty 1448.491970 = -178398.004187 nChanged 15 SP:Iteration 20F (3667.944224 sec): 3 clusters Score: Raw -179852.259979 + Penalty 1448.491970 = -178403.768009 nChanged 8 SP:Iteration 21Q (3667.986945 sec): 3 clusters Score: Raw -179855.412774 + Penalty 1448.491970 = -178406.920804 nChanged 6 SP:Iteration 22Q (3668.035346 sec): 3 clusters Score: Raw -179856.827496 + Penalty 1448.491970 = -178408.335526 nChanged 6 SP:Iteration 23Q (3668.091749 sec): 3 clusters Score: Raw -179858.701691 + Penalty 1448.491970 = -178410.209721 nChanged 8 SP:Iteration 24Q (3668.129768 sec): 3 clusters Score: Raw -179861.396983 + Penalty 1448.491970 = -178412.905014 nChanged 7 SP:Iteration 25Q (3668.170615 sec): 3 clusters Score: Raw -179863.977042 + Penalty 1448.491970 = -178415.485072 nChanged 5 SP:Iteration 26Q (3668.206664 sec): 3 clusters Score: Raw -179865.347716 + Penalty 1448.491970 = -178416.855746 nChanged 3 SP:Iteration 27Q (3668.240328 sec): 3 clusters Score: Raw -179865.940363 + Penalty 1448.491970 = -178417.448393 nChanged 1 SP:Iteration 28Q (3668.283694 sec): 3 clusters Score: Raw -179866.317133 + Penalty 1448.491970 = -178417.825164 nChanged 1 SP:Iteration 29Q (3668.335876 sec): 3 clusters Score: Raw -179866.484777 + Penalty 1448.491970 = -178417.992807 nChanged 0 SP:Iteration 30F (3668.384402 sec): 3 clusters Score: Raw -179866.484777 + Penalty 1448.491970 = -178417.992807 nChanged 0 Trying to split cluster 26 (9135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3668.421165 sec): 2 clusters Score: Raw -729815.921743 + Penalty 866.387505 = -728949.534239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3668.476672 sec): 3 clusters Score: Raw -724416.051168 + Penalty 1732.775009 = -722683.276159 nChanged 4036 SP:Iteration 1F (3668.526505 sec): 3 clusters Score: Raw -726728.238802 + Penalty 1732.775009 = -724995.463793 nChanged 583 SP:Iteration 2F (3668.581264 sec): 3 clusters Score: Raw -727023.632219 + Penalty 1732.775009 = -725290.857210 nChanged 570 SP:Iteration 3F (3668.633294 sec): 3 clusters Score: Raw -727347.741207 + Penalty 1732.775009 = -725614.966198 nChanged 600 SP:Iteration 4F (3668.693170 sec): 3 clusters Score: Raw -727720.893814 + Penalty 1732.775009 = -725988.118805 nChanged 589 SP:Iteration 5F (3668.747214 sec): 3 clusters Score: Raw -728107.428820 + Penalty 1732.775009 = -726374.653811 nChanged 519 SP:Iteration 6F (3668.799826 sec): 3 clusters Score: Raw -728429.998739 + Penalty 1732.775009 = -726697.223729 nChanged 430 SP:Iteration 7Q (3668.850137 sec): 3 clusters Score: Raw -728703.781708 + Penalty 1732.775009 = -726971.006699 nChanged 324 SP:Iteration 8Q (3668.901550 sec): 3 clusters Score: Raw -728878.766000 + Penalty 1732.775009 = -727145.990991 nChanged 263 SP:Iteration 9Q (3668.950106 sec): 3 clusters Score: Raw -729025.565900 + Penalty 1732.775009 = -727292.790891 nChanged 242 SP:Iteration 10Q (3669.008465 sec): 3 clusters Score: Raw -729156.686699 + Penalty 1732.775009 = -727423.911690 nChanged 210 SP:Iteration 11Q (3669.057302 sec): 3 clusters Score: Raw -729273.243723 + Penalty 1732.775009 = -727540.468714 nChanged 180 SP:Iteration 12Q (3669.112326 sec): 3 clusters Score: Raw -729403.516165 + Penalty 1732.775009 = -727670.741156 nChanged 166 SP:Iteration 13Q (3669.163810 sec): 3 clusters Score: Raw -729557.145669 + Penalty 1732.775009 = -727824.370660 nChanged 136 SP:Iteration 14Q (3669.219123 sec): 3 clusters Score: Raw -729693.693160 + Penalty 1732.775009 = -727960.918151 nChanged 126 SP:Iteration 15Q (3669.276018 sec): 3 clusters Score: Raw -729803.912756 + Penalty 1732.775009 = -728071.137747 nChanged 89 SP:Iteration 16Q (3669.333222 sec): 3 clusters Score: Raw -729859.829305 + Penalty 1732.775009 = -728127.054296 nChanged 81 SP:Iteration 17Q (3669.385234 sec): 3 clusters Score: Raw -729907.658083 + Penalty 1732.775009 = -728174.883074 nChanged 53 SP:Iteration 18Q (3669.441928 sec): 3 clusters Score: Raw -729939.351906 + Penalty 1732.775009 = -728206.576897 nChanged 46 SP:Iteration 19Q (3669.492884 sec): 3 clusters Score: Raw -729955.336320 + Penalty 1732.775009 = -728222.561311 nChanged 23 SP:Iteration 20F (3669.555830 sec): 3 clusters Score: Raw -729962.671029 + Penalty 1732.775009 = -728229.896019 nChanged 22 SP:Iteration 21Q (3669.607846 sec): 3 clusters Score: Raw -729969.634695 + Penalty 1732.775009 = -728236.859686 nChanged 20 SP:Iteration 22Q (3669.655808 sec): 3 clusters Score: Raw -729978.258138 + Penalty 1732.775009 = -728245.483129 nChanged 17 SP:Iteration 23Q (3669.701712 sec): 3 clusters Score: Raw -729987.970226 + Penalty 1732.775009 = -728255.195217 nChanged 19 SP:Iteration 24Q (3669.753732 sec): 3 clusters Score: Raw -729996.222805 + Penalty 1732.775009 = -728263.447796 nChanged 15 SP:Iteration 25Q (3669.808212 sec): 3 clusters Score: Raw -730000.954695 + Penalty 1732.775009 = -728268.179686 nChanged 17 SP:Iteration 26Q (3669.862430 sec): 3 clusters Score: Raw -730007.693075 + Penalty 1732.775009 = -728274.918066 nChanged 17 SP:Iteration 27Q (3669.918183 sec): 3 clusters Score: Raw -730016.439433 + Penalty 1732.775009 = -728283.664424 nChanged 20 SP:Iteration 28Q (3669.970307 sec): 3 clusters Score: Raw -730026.422245 + Penalty 1732.775009 = -728293.647236 nChanged 12 SP:Iteration 29Q (3670.019659 sec): 3 clusters Score: Raw -730030.893700 + Penalty 1732.775009 = -728298.118691 nChanged 8 SP:Iteration 30Q (3670.073007 sec): 3 clusters Score: Raw -730032.451210 + Penalty 1732.775009 = -728299.676201 nChanged 9 SP:Iteration 31Q (3670.115683 sec): 3 clusters Score: Raw -730034.208612 + Penalty 1732.775009 = -728301.433603 nChanged 7 SP:Iteration 32Q (3670.174853 sec): 3 clusters Score: Raw -730036.467544 + Penalty 1732.775009 = -728303.692535 nChanged 6 SP:Iteration 33Q (3670.224453 sec): 3 clusters Score: Raw -730038.528088 + Penalty 1732.775009 = -728305.753079 nChanged 6 SP:Iteration 34Q (3670.278774 sec): 3 clusters Score: Raw -730040.707024 + Penalty 1732.775009 = -728307.932015 nChanged 7 SP:Iteration 35Q (3670.337563 sec): 3 clusters Score: Raw -730042.748710 + Penalty 1732.775009 = -728309.973701 nChanged 7 SP:Iteration 36Q (3670.392154 sec): 3 clusters Score: Raw -730044.977686 + Penalty 1732.775009 = -728312.202677 nChanged 6 SP:Iteration 37Q (3670.442206 sec): 3 clusters Score: Raw -730047.383185 + Penalty 1732.775009 = -728314.608176 nChanged 8 SP:Iteration 38Q (3670.500368 sec): 3 clusters Score: Raw -730050.576210 + Penalty 1732.775009 = -728317.801201 nChanged 8 SP:Iteration 39Q (3670.546774 sec): 3 clusters Score: Raw -730055.011871 + Penalty 1732.775009 = -728322.236862 nChanged 11 SP:Iteration 40F (3670.598618 sec): 3 clusters Score: Raw -730060.524961 + Penalty 1732.775009 = -728327.749952 nChanged 9 SP:Iteration 41Q (3670.658755 sec): 3 clusters Score: Raw -730065.850791 + Penalty 1732.775009 = -728333.075782 nChanged 7 SP:Iteration 42Q (3670.708257 sec): 3 clusters Score: Raw -730068.436026 + Penalty 1732.775009 = -728335.661016 nChanged 6 SP:Iteration 43Q (3670.772548 sec): 3 clusters Score: Raw -730071.980032 + Penalty 1732.775009 = -728339.205023 nChanged 8 SP:Iteration 44Q (3670.817326 sec): 3 clusters Score: Raw -730076.385035 + Penalty 1732.775009 = -728343.610026 nChanged 11 SP:Iteration 45Q (3670.867758 sec): 3 clusters Score: Raw -730082.544864 + Penalty 1732.775009 = -728349.769855 nChanged 12 SP:Iteration 46Q (3670.926839 sec): 3 clusters Score: Raw -730087.952638 + Penalty 1732.775009 = -728355.177629 nChanged 8 SP:Iteration 47Q (3670.974442 sec): 3 clusters Score: Raw -730092.564820 + Penalty 1732.775009 = -728359.789811 nChanged 11 SP:Iteration 48Q (3671.028134 sec): 3 clusters Score: Raw -730097.128440 + Penalty 1732.775009 = -728364.353431 nChanged 9 SP:Iteration 49Q (3671.082804 sec): 3 clusters Score: Raw -730101.615798 + Penalty 1732.775009 = -728368.840789 nChanged 8 SP:Iteration 50Q (3671.138272 sec): 3 clusters Score: Raw -730104.971448 + Penalty 1732.775009 = -728372.196439 nChanged 6 SP:Iteration 51Q (3671.195223 sec): 3 clusters Score: Raw -730107.863300 + Penalty 1732.775009 = -728375.088291 nChanged 8 SP:Iteration 52Q (3671.243551 sec): 3 clusters Score: Raw -730111.580545 + Penalty 1732.775009 = -728378.805536 nChanged 8 SP:Iteration 53Q (3671.296965 sec): 3 clusters Score: Raw -730118.067715 + Penalty 1732.775009 = -728385.292706 nChanged 10 SP:Iteration 54Q (3671.353902 sec): 3 clusters Score: Raw -730123.635405 + Penalty 1732.775009 = -728390.860396 nChanged 10 SP:Iteration 55Q (3671.402287 sec): 3 clusters Score: Raw -730127.960635 + Penalty 1732.775009 = -728395.185626 nChanged 4 SP:Iteration 56Q (3671.458064 sec): 3 clusters Score: Raw -730129.191095 + Penalty 1732.775009 = -728396.416086 nChanged 2 SP:Iteration 57Q (3671.510295 sec): 3 clusters Score: Raw -730129.657823 + Penalty 1732.775009 = -728396.882814 nChanged 4 SP:Iteration 58Q (3671.554691 sec): 3 clusters Score: Raw -730130.947827 + Penalty 1732.775009 = -728398.172818 nChanged 1 SP:Iteration 59Q (3671.615992 sec): 3 clusters Score: Raw -730131.064091 + Penalty 1732.775009 = -728398.289082 nChanged 0 SP:Iteration 60F (3671.671569 sec): 3 clusters Score: Raw -730131.064091 + Penalty 1732.775009 = -728398.289082 nChanged 0 Trying to split cluster 27 (1552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3671.692356 sec): 2 clusters Score: Raw -133985.020401 + Penalty 697.993472 = -133287.026930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3671.737688 sec): 3 clusters Score: Raw -133281.547862 + Penalty 1395.986943 = -131885.560919 nChanged 571 SP:Iteration 1F (3671.782969 sec): 3 clusters Score: Raw -133678.918640 + Penalty 1395.986943 = -132282.931697 nChanged 143 SP:Iteration 2F (3671.825051 sec): 3 clusters Score: Raw -133789.553973 + Penalty 1395.986943 = -132393.567030 nChanged 93 SP:Iteration 3F (3671.876410 sec): 3 clusters Score: Raw -133864.332717 + Penalty 1395.986943 = -132468.345774 nChanged 72 SP:Iteration 4Q (3671.929020 sec): 3 clusters Score: Raw -133946.506817 + Penalty 1395.986943 = -132550.519874 nChanged 77 SP:Iteration 5Q (3671.975263 sec): 3 clusters Score: Raw -134025.052268 + Penalty 1395.986943 = -132629.065325 nChanged 83 SP:Iteration 6F (3672.014114 sec): 3 clusters Score: Raw -134094.996978 + Penalty 1395.986943 = -132699.010035 nChanged 77 SP:Iteration 7Q (3672.055969 sec): 3 clusters Score: Raw -134157.595529 + Penalty 1395.986943 = -132761.608586 nChanged 61 SP:Iteration 8Q (3672.104554 sec): 3 clusters Score: Raw -134203.001555 + Penalty 1395.986943 = -132807.014612 nChanged 60 SP:Iteration 9Q (3672.156526 sec): 3 clusters Score: Raw -134245.983170 + Penalty 1395.986943 = -132849.996227 nChanged 44 SP:Iteration 10Q (3672.200475 sec): 3 clusters Score: Raw -134270.743753 + Penalty 1395.986943 = -132874.756810 nChanged 27 SP:Iteration 11Q (3672.242568 sec): 3 clusters Score: Raw -134283.867888 + Penalty 1395.986943 = -132887.880945 nChanged 13 SP:Iteration 12Q (3672.286519 sec): 3 clusters Score: Raw -134289.066677 + Penalty 1395.986943 = -132893.079734 nChanged 10 SP:Iteration 13Q (3672.325424 sec): 3 clusters Score: Raw -134295.978925 + Penalty 1395.986943 = -132899.991982 nChanged 13 SP:Iteration 14Q (3672.363656 sec): 3 clusters Score: Raw -134302.655006 + Penalty 1395.986943 = -132906.668063 nChanged 11 SP:Iteration 15Q (3672.411568 sec): 3 clusters Score: Raw -134305.700654 + Penalty 1395.986943 = -132909.713711 nChanged 6 SP:Iteration 16Q (3672.455814 sec): 3 clusters Score: Raw -134308.929051 + Penalty 1395.986943 = -132912.942108 nChanged 1 SP:Iteration 17Q (3672.503120 sec): 3 clusters Score: Raw -134309.272953 + Penalty 1395.986943 = -132913.286010 nChanged 2 SP:Iteration 18Q (3672.534808 sec): 3 clusters Score: Raw -134309.895600 + Penalty 1395.986943 = -132913.908656 nChanged 0 SP:Iteration 19F (3672.579647 sec): 3 clusters Score: Raw -134309.895600 + Penalty 1395.986943 = -132913.908656 nChanged 0 Trying to split cluster 28 (1775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3672.612401 sec): 2 clusters Score: Raw -135909.621411 + Penalty 710.747792 = -135198.873620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3672.649238 sec): 3 clusters Score: Raw -135081.373522 + Penalty 1421.495583 = -133659.877938 nChanged 685 SP:Iteration 1F (3672.697450 sec): 3 clusters Score: Raw -135534.325901 + Penalty 1421.495583 = -134112.830317 nChanged 151 SP:Iteration 2F (3672.736500 sec): 3 clusters Score: Raw -135648.493487 + Penalty 1421.495583 = -134226.997904 nChanged 99 SP:Iteration 3F (3672.786439 sec): 3 clusters Score: Raw -135711.414463 + Penalty 1421.495583 = -134289.918880 nChanged 73 SP:Iteration 4Q (3672.835776 sec): 3 clusters Score: Raw -135766.418743 + Penalty 1421.495583 = -134344.923160 nChanged 68 SP:Iteration 5Q (3672.876878 sec): 3 clusters Score: Raw -135815.053246 + Penalty 1421.495583 = -134393.557662 nChanged 56 SP:Iteration 6Q (3672.924088 sec): 3 clusters Score: Raw -135861.049724 + Penalty 1421.495583 = -134439.554141 nChanged 50 SP:Iteration 7Q (3672.966227 sec): 3 clusters Score: Raw -135898.699447 + Penalty 1421.495583 = -134477.203864 nChanged 50 SP:Iteration 8Q (3673.026050 sec): 3 clusters Score: Raw -135941.895637 + Penalty 1421.495583 = -134520.400054 nChanged 58 SP:Iteration 9Q (3673.067121 sec): 3 clusters Score: Raw -135986.700673 + Penalty 1421.495583 = -134565.205090 nChanged 61 SP:Iteration 10Q (3673.103140 sec): 3 clusters Score: Raw -136036.048552 + Penalty 1421.495583 = -134614.552968 nChanged 51 SP:Iteration 11Q (3673.158469 sec): 3 clusters Score: Raw -136080.540988 + Penalty 1421.495583 = -134659.045405 nChanged 56 SP:Iteration 12Q (3673.200090 sec): 3 clusters Score: Raw -136136.634565 + Penalty 1421.495583 = -134715.138982 nChanged 61 SP:Iteration 13Q (3673.237898 sec): 3 clusters Score: Raw -136209.137677 + Penalty 1421.495583 = -134787.642093 nChanged 56 SP:Iteration 14Q (3673.291790 sec): 3 clusters Score: Raw -136301.287237 + Penalty 1421.495583 = -134879.791653 nChanged 57 SP:Iteration 15Q (3673.333237 sec): 3 clusters Score: Raw -136379.167054 + Penalty 1421.495583 = -134957.671471 nChanged 48 SP:Iteration 16Q (3673.372543 sec): 3 clusters Score: Raw -136422.535749 + Penalty 1421.495583 = -135001.040166 nChanged 33 SP:Iteration 17Q (3673.422474 sec): 3 clusters Score: Raw -136439.838901 + Penalty 1421.495583 = -135018.343318 nChanged 15 SP:Iteration 18Q (3673.472044 sec): 3 clusters Score: Raw -136447.534695 + Penalty 1421.495583 = -135026.039111 nChanged 9 SP:Iteration 19Q (3673.519863 sec): 3 clusters Score: Raw -136451.685237 + Penalty 1421.495583 = -135030.189653 nChanged 8 SP:Iteration 20F (3673.564748 sec): 3 clusters Score: Raw -136456.210533 + Penalty 1421.495583 = -135034.714949 nChanged 11 SP:Iteration 21Q (3673.607117 sec): 3 clusters Score: Raw -136461.943345 + Penalty 1421.495583 = -135040.447761 nChanged 4 SP:Iteration 22Q (3673.649213 sec): 3 clusters Score: Raw -136463.416097 + Penalty 1421.495583 = -135041.920513 nChanged 4 SP:Iteration 23Q (3673.697596 sec): 3 clusters Score: Raw -136465.122873 + Penalty 1421.495583 = -135043.627290 nChanged 8 SP:Iteration 24Q (3673.743660 sec): 3 clusters Score: Raw -136468.918941 + Penalty 1421.495583 = -135047.423357 nChanged 7 SP:Iteration 25Q (3673.783291 sec): 3 clusters Score: Raw -136471.039016 + Penalty 1421.495583 = -135049.543432 nChanged 4 SP:Iteration 26Q (3673.825919 sec): 3 clusters Score: Raw -136472.435663 + Penalty 1421.495583 = -135050.940079 nChanged 4 SP:Iteration 27Q (3673.861709 sec): 3 clusters Score: Raw -136474.100131 + Penalty 1421.495583 = -135052.604547 nChanged 5 SP:Iteration 28Q (3673.913926 sec): 3 clusters Score: Raw -136475.038158 + Penalty 1421.495583 = -135053.542575 nChanged 5 SP:Iteration 29Q (3673.964131 sec): 3 clusters Score: Raw -136476.727976 + Penalty 1421.495583 = -135055.232392 nChanged 2 SP:Iteration 30Q (3674.014476 sec): 3 clusters Score: Raw -136477.038194 + Penalty 1421.495583 = -135055.542610 nChanged 0 SP:Iteration 31F (3674.043858 sec): 3 clusters Score: Raw -136477.038194 + Penalty 1421.495583 = -135055.542610 nChanged 0 Trying to split cluster 29 (30302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3674.100209 sec): 2 clusters Score: Raw -2760064.770973 + Penalty 980.302055 = -2759084.468918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3674.183611 sec): 3 clusters Score: Raw -2740974.659478 + Penalty 1960.604109 = -2739014.055369 nChanged 14273 SP:Iteration 1F (3674.252029 sec): 3 clusters Score: Raw -2749184.633754 + Penalty 1960.604109 = -2747224.029645 nChanged 1380 SP:Iteration 2Q (3674.346089 sec): 3 clusters Score: Raw -2749673.468231 + Penalty 1960.604109 = -2747712.864122 nChanged 1517 SP:Iteration 3F (3674.425887 sec): 3 clusters Score: Raw -2750308.836657 + Penalty 1960.604109 = -2748348.232548 nChanged 1709 SP:Iteration 4F (3674.505331 sec): 3 clusters Score: Raw -2751229.602153 + Penalty 1960.604109 = -2749268.998044 nChanged 2029 SP:Iteration 5F (3674.593918 sec): 3 clusters Score: Raw -2752625.660716 + Penalty 1960.604109 = -2750665.056607 nChanged 2183 SP:Iteration 6F (3674.665510 sec): 3 clusters Score: Raw -2754375.469562 + Penalty 1960.604109 = -2752414.865453 nChanged 2139 SP:Iteration 7F (3674.747146 sec): 3 clusters Score: Raw -2756225.023822 + Penalty 1960.604109 = -2754264.419713 nChanged 1774 SP:Iteration 8F (3674.820871 sec): 3 clusters Score: Raw -2757749.694642 + Penalty 1960.604109 = -2755789.090533 nChanged 1339 SP:Iteration 9Q (3674.898728 sec): 3 clusters Score: Raw -2758671.243961 + Penalty 1960.604109 = -2756710.639851 nChanged 864 SP:Iteration 10Q (3674.993670 sec): 3 clusters Score: Raw -2759139.234881 + Penalty 1960.604109 = -2757178.630771 nChanged 589 SP:Iteration 11Q (3675.074874 sec): 3 clusters Score: Raw -2759418.229173 + Penalty 1960.604109 = -2757457.625064 nChanged 473 SP:Iteration 12Q (3675.148034 sec): 3 clusters Score: Raw -2759613.183121 + Penalty 1960.604109 = -2757652.579012 nChanged 382 SP:Iteration 13Q (3675.241472 sec): 3 clusters Score: Raw -2759764.935049 + Penalty 1960.604109 = -2757804.330940 nChanged 366 SP:Iteration 14Q (3675.320697 sec): 3 clusters Score: Raw -2759897.846675 + Penalty 1960.604109 = -2757937.242566 nChanged 330 SP:Iteration 15Q (3675.406261 sec): 3 clusters Score: Raw -2760010.566568 + Penalty 1960.604109 = -2758049.962459 nChanged 278 SP:Iteration 16Q (3675.480627 sec): 3 clusters Score: Raw -2760097.684634 + Penalty 1960.604109 = -2758137.080525 nChanged 226 SP:Iteration 17Q (3675.565806 sec): 3 clusters Score: Raw -2760160.172403 + Penalty 1960.604109 = -2758199.568294 nChanged 205 SP:Iteration 18Q (3675.635539 sec): 3 clusters Score: Raw -2760213.995109 + Penalty 1960.604109 = -2758253.391000 nChanged 180 SP:Iteration 19Q (3675.724277 sec): 3 clusters Score: Raw -2760256.749000 + Penalty 1960.604109 = -2758296.144891 nChanged 165 SP:Iteration 20F (3675.806231 sec): 3 clusters Score: Raw -2760294.624536 + Penalty 1960.604109 = -2758334.020427 nChanged 145 SP:Iteration 21Q (3675.882019 sec): 3 clusters Score: Raw -2760323.580249 + Penalty 1960.604109 = -2758362.976140 nChanged 123 SP:Iteration 22Q (3675.963201 sec): 3 clusters Score: Raw -2760348.281539 + Penalty 1960.604109 = -2758387.677430 nChanged 109 SP:Iteration 23Q (3676.043595 sec): 3 clusters Score: Raw -2760365.623122 + Penalty 1960.604109 = -2758405.019012 nChanged 89 SP:Iteration 24Q (3676.130300 sec): 3 clusters Score: Raw -2760378.248023 + Penalty 1960.604109 = -2758417.643914 nChanged 76 SP:Iteration 25Q (3676.204977 sec): 3 clusters Score: Raw -2760387.489875 + Penalty 1960.604109 = -2758426.885766 nChanged 63 SP:Iteration 26Q (3676.282852 sec): 3 clusters Score: Raw -2760393.286135 + Penalty 1960.604109 = -2758432.682026 nChanged 47 SP:Iteration 27Q (3676.360945 sec): 3 clusters Score: Raw -2760398.090506 + Penalty 1960.604109 = -2758437.486396 nChanged 44 SP:Iteration 28Q (3676.444086 sec): 3 clusters Score: Raw -2760402.299610 + Penalty 1960.604109 = -2758441.695500 nChanged 39 SP:Iteration 29Q (3676.523721 sec): 3 clusters Score: Raw -2760406.323554 + Penalty 1960.604109 = -2758445.719445 nChanged 33 SP:Iteration 30Q (3676.599873 sec): 3 clusters Score: Raw -2760409.587387 + Penalty 1960.604109 = -2758448.983278 nChanged 40 SP:Iteration 31Q (3676.671529 sec): 3 clusters Score: Raw -2760413.857985 + Penalty 1960.604109 = -2758453.253876 nChanged 42 SP:Iteration 32Q (3676.753336 sec): 3 clusters Score: Raw -2760418.764600 + Penalty 1960.604109 = -2758458.160491 nChanged 36 SP:Iteration 33Q (3676.828797 sec): 3 clusters Score: Raw -2760423.112596 + Penalty 1960.604109 = -2758462.508486 nChanged 46 SP:Iteration 34Q (3676.912868 sec): 3 clusters Score: Raw -2760428.535685 + Penalty 1960.604109 = -2758467.931576 nChanged 33 SP:Iteration 35Q (3676.988614 sec): 3 clusters Score: Raw -2760432.057127 + Penalty 1960.604109 = -2758471.453018 nChanged 32 SP:Iteration 36Q (3677.059297 sec): 3 clusters Score: Raw -2760435.550697 + Penalty 1960.604109 = -2758474.946587 nChanged 42 SP:Iteration 37Q (3677.142121 sec): 3 clusters Score: Raw -2760439.808716 + Penalty 1960.604109 = -2758479.204607 nChanged 33 SP:Iteration 38Q (3677.231368 sec): 3 clusters Score: Raw -2760442.749064 + Penalty 1960.604109 = -2758482.144955 nChanged 21 SP:Iteration 39Q (3677.313682 sec): 3 clusters Score: Raw -2760444.419672 + Penalty 1960.604109 = -2758483.815563 nChanged 26 SP:Iteration 40F (3677.388649 sec): 3 clusters Score: Raw -2760446.612711 + Penalty 1960.604109 = -2758486.008601 nChanged 26 SP:Iteration 41Q (3677.468555 sec): 3 clusters Score: Raw -2760449.171380 + Penalty 1960.604109 = -2758488.567271 nChanged 31 SP:Iteration 42Q (3677.548293 sec): 3 clusters Score: Raw -2760451.882949 + Penalty 1960.604109 = -2758491.278840 nChanged 35 SP:Iteration 43Q (3677.625629 sec): 3 clusters Score: Raw -2760454.868271 + Penalty 1960.604109 = -2758494.264162 nChanged 33 SP:Iteration 44Q (3677.693138 sec): 3 clusters Score: Raw -2760457.978947 + Penalty 1960.604109 = -2758497.374838 nChanged 26 SP:Iteration 45Q (3677.772593 sec): 3 clusters Score: Raw -2760460.510649 + Penalty 1960.604109 = -2758499.906540 nChanged 35 SP:Iteration 46Q (3677.848049 sec): 3 clusters Score: Raw -2760464.097405 + Penalty 1960.604109 = -2758503.493296 nChanged 37 SP:Iteration 47Q (3677.931646 sec): 3 clusters Score: Raw -2760467.669248 + Penalty 1960.604109 = -2758507.065138 nChanged 29 SP:Iteration 48Q (3678.012287 sec): 3 clusters Score: Raw -2760470.073293 + Penalty 1960.604109 = -2758509.469184 nChanged 25 SP:Iteration 49Q (3678.089323 sec): 3 clusters Score: Raw -2760472.098725 + Penalty 1960.604109 = -2758511.494616 nChanged 24 SP:Iteration 50Q (3678.181889 sec): 3 clusters Score: Raw -2760473.807574 + Penalty 1960.604109 = -2758513.203464 nChanged 23 SP:Iteration 51Q (3678.257256 sec): 3 clusters Score: Raw -2760475.607241 + Penalty 1960.604109 = -2758515.003132 nChanged 23 SP:Iteration 52Q (3678.330161 sec): 3 clusters Score: Raw -2760477.524711 + Penalty 1960.604109 = -2758516.920602 nChanged 24 SP:Iteration 53Q (3678.407285 sec): 3 clusters Score: Raw -2760479.332187 + Penalty 1960.604109 = -2758518.728077 nChanged 21 SP:Iteration 54Q (3678.482443 sec): 3 clusters Score: Raw -2760480.841492 + Penalty 1960.604109 = -2758520.237382 nChanged 20 SP:Iteration 55Q (3678.554439 sec): 3 clusters Score: Raw -2760482.237428 + Penalty 1960.604109 = -2758521.633319 nChanged 26 SP:Iteration 56Q (3678.629913 sec): 3 clusters Score: Raw -2760484.629299 + Penalty 1960.604109 = -2758524.025190 nChanged 34 SP:Iteration 57Q (3678.703065 sec): 3 clusters Score: Raw -2760487.864235 + Penalty 1960.604109 = -2758527.260125 nChanged 39 SP:Iteration 58Q (3678.791681 sec): 3 clusters Score: Raw -2760492.358786 + Penalty 1960.604109 = -2758531.754677 nChanged 34 SP:Iteration 59Q (3678.861708 sec): 3 clusters Score: Raw -2760496.476913 + Penalty 1960.604109 = -2758535.872804 nChanged 33 SP:Iteration 60F (3678.949602 sec): 3 clusters Score: Raw -2760500.770485 + Penalty 1960.604109 = -2758540.166376 nChanged 39 SP:Iteration 61Q (3679.026557 sec): 3 clusters Score: Raw -2760506.995524 + Penalty 1960.604109 = -2758546.391415 nChanged 41 SP:Iteration 62Q (3679.102679 sec): 3 clusters Score: Raw -2760512.884274 + Penalty 1960.604109 = -2758552.280165 nChanged 40 SP:Iteration 63Q (3679.176820 sec): 3 clusters Score: Raw -2760517.663812 + Penalty 1960.604109 = -2758557.059703 nChanged 37 SP:Iteration 64Q (3679.248899 sec): 3 clusters Score: Raw -2760521.373644 + Penalty 1960.604109 = -2758560.769535 nChanged 30 SP:Iteration 65Q (3679.318405 sec): 3 clusters Score: Raw -2760523.611460 + Penalty 1960.604109 = -2758563.007351 nChanged 26 SP:Iteration 66Q (3679.397443 sec): 3 clusters Score: Raw -2760525.389682 + Penalty 1960.604109 = -2758564.785572 nChanged 25 SP:Iteration 67Q (3679.471736 sec): 3 clusters Score: Raw -2760527.099161 + Penalty 1960.604109 = -2758566.495052 nChanged 25 SP:Iteration 68Q (3679.554224 sec): 3 clusters Score: Raw -2760528.671126 + Penalty 1960.604109 = -2758568.067016 nChanged 24 SP:Iteration 69Q (3679.628607 sec): 3 clusters Score: Raw -2760530.544215 + Penalty 1960.604109 = -2758569.940105 nChanged 26 SP:Iteration 70Q (3679.706498 sec): 3 clusters Score: Raw -2760532.661652 + Penalty 1960.604109 = -2758572.057543 nChanged 24 SP:Iteration 71Q (3679.780715 sec): 3 clusters Score: Raw -2760534.606203 + Penalty 1960.604109 = -2758574.002093 nChanged 34 SP:Iteration 72Q (3679.859348 sec): 3 clusters Score: Raw -2760537.381291 + Penalty 1960.604109 = -2758576.777181 nChanged 27 SP:Iteration 73Q (3679.937941 sec): 3 clusters Score: Raw -2760539.815209 + Penalty 1960.604109 = -2758579.211099 nChanged 22 SP:Iteration 74Q (3680.012363 sec): 3 clusters Score: Raw -2760541.619525 + Penalty 1960.604109 = -2758581.015415 nChanged 23 SP:Iteration 75Q (3680.092742 sec): 3 clusters Score: Raw -2760543.982918 + Penalty 1960.604109 = -2758583.378808 nChanged 15 SP:Iteration 76Q (3680.180262 sec): 3 clusters Score: Raw -2760544.933577 + Penalty 1960.604109 = -2758584.329468 nChanged 9 SP:Iteration 77Q (3680.254908 sec): 3 clusters Score: Raw -2760545.634412 + Penalty 1960.604109 = -2758585.030302 nChanged 12 SP:Iteration 78Q (3680.334151 sec): 3 clusters Score: Raw -2760546.634318 + Penalty 1960.604109 = -2758586.030209 nChanged 10 SP:Iteration 79Q (3680.424280 sec): 3 clusters Score: Raw -2760547.163926 + Penalty 1960.604109 = -2758586.559816 nChanged 16 SP:Iteration 80F (3680.496207 sec): 3 clusters Score: Raw -2760548.008995 + Penalty 1960.604109 = -2758587.404886 nChanged 11 SP:Iteration 81Q (3680.574931 sec): 3 clusters Score: Raw -2760548.784213 + Penalty 1960.604109 = -2758588.180103 nChanged 13 SP:Iteration 82Q (3680.653981 sec): 3 clusters Score: Raw -2760549.793975 + Penalty 1960.604109 = -2758589.189866 nChanged 9 SP:Iteration 83Q (3680.728193 sec): 3 clusters Score: Raw -2760550.265000 + Penalty 1960.604109 = -2758589.660890 nChanged 7 SP:Iteration 84Q (3680.804450 sec): 3 clusters Score: Raw -2760550.625024 + Penalty 1960.604109 = -2758590.020915 nChanged 6 SP:Iteration 85Q (3680.878184 sec): 3 clusters Score: Raw -2760550.914440 + Penalty 1960.604109 = -2758590.310330 nChanged 7 SP:Iteration 86Q (3680.969867 sec): 3 clusters Score: Raw -2760551.236465 + Penalty 1960.604109 = -2758590.632355 nChanged 8 SP:Iteration 87Q (3681.048766 sec): 3 clusters Score: Raw -2760551.887486 + Penalty 1960.604109 = -2758591.283377 nChanged 5 SP:Iteration 88Q (3681.114988 sec): 3 clusters Score: Raw -2760552.364174 + Penalty 1960.604109 = -2758591.760065 nChanged 5 SP:Iteration 89Q (3681.192321 sec): 3 clusters Score: Raw -2760552.835252 + Penalty 1960.604109 = -2758592.231143 nChanged 9 SP:Iteration 90Q (3681.271088 sec): 3 clusters Score: Raw -2760553.218467 + Penalty 1960.604109 = -2758592.614358 nChanged 1 SP:Iteration 91Q (3681.346496 sec): 3 clusters Score: Raw -2760553.261595 + Penalty 1960.604109 = -2758592.657486 nChanged 0 SP:Iteration 92F (3681.430379 sec): 3 clusters Score: Raw -2760553.261595 + Penalty 1960.604109 = -2758592.657486 nChanged 0 Trying to split cluster 30 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3681.455530 sec): 2 clusters Score: Raw -23314.220046 + Penalty 554.584392 = -22759.635654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3681.491149 sec): 3 clusters Score: Raw -23262.632641 + Penalty 1109.168785 = -22153.463856 nChanged 97 SP:Iteration 1F (3681.539606 sec): 3 clusters Score: Raw -23369.120399 + Penalty 1109.168785 = -22259.951614 nChanged 20 SP:Iteration 2F (3681.592162 sec): 3 clusters Score: Raw -23402.342562 + Penalty 1109.168785 = -22293.173777 nChanged 10 SP:Iteration 3Q (3681.624755 sec): 3 clusters Score: Raw -23421.352040 + Penalty 1109.168785 = -22312.183255 nChanged 4 SP:Iteration 4Q (3681.671900 sec): 3 clusters Score: Raw -23428.705384 + Penalty 1109.168785 = -22319.536599 nChanged 3 SP:Iteration 5Q (3681.729067 sec): 3 clusters Score: Raw -23435.161382 + Penalty 1109.168785 = -22325.992597 nChanged 5 SP:Iteration 6Q (3681.770104 sec): 3 clusters Score: Raw -23443.302689 + Penalty 1109.168785 = -22334.133904 nChanged 6 SP:Iteration 7Q (3681.811377 sec): 3 clusters Score: Raw -23453.695776 + Penalty 1109.168785 = -22344.526991 nChanged 7 SP:Iteration 8Q (3681.855141 sec): 3 clusters Score: Raw -23471.700766 + Penalty 1109.168785 = -22362.531981 nChanged 5 SP:Iteration 9Q (3681.898292 sec): 3 clusters Score: Raw -23477.303069 + Penalty 1109.168785 = -22368.134284 nChanged 2 SP:Iteration 10Q (3681.935145 sec): 3 clusters Score: Raw -23479.650853 + Penalty 1109.168785 = -22370.482068 nChanged 2 SP:Iteration 11Q (3681.971824 sec): 3 clusters Score: Raw -23488.707918 + Penalty 1109.168785 = -22379.539133 nChanged 2 SP:Iteration 12Q (3682.009086 sec): 3 clusters Score: Raw -23492.762878 + Penalty 1109.168785 = -22383.594093 nChanged 2 SP:Iteration 13Q (3682.049756 sec): 3 clusters Score: Raw -23494.548481 + Penalty 1109.168785 = -22385.379696 nChanged 1 SP:Iteration 14Q (3682.087099 sec): 3 clusters Score: Raw -23495.276408 + Penalty 1109.168785 = -22386.107623 nChanged 2 SP:Iteration 15Q (3682.134322 sec): 3 clusters Score: Raw -23496.377909 + Penalty 1109.168785 = -22387.209124 nChanged 0 SP:Iteration 16F (3682.179822 sec): 3 clusters Score: Raw -23496.377909 + Penalty 1109.168785 = -22387.209124 nChanged 0 Trying to split cluster 31 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3682.213184 sec): 2 clusters Score: Raw -135765.624750 + Penalty 708.637195 = -135056.987555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3682.247778 sec): 3 clusters Score: Raw -134974.885703 + Penalty 1417.274390 = -133557.611312 nChanged 656 SP:Iteration 1F (3682.276710 sec): 3 clusters Score: Raw -135440.427458 + Penalty 1417.274390 = -134023.153068 nChanged 148 SP:Iteration 2F (3682.316580 sec): 3 clusters Score: Raw -135572.738109 + Penalty 1417.274390 = -134155.463719 nChanged 119 SP:Iteration 3F (3682.360178 sec): 3 clusters Score: Raw -135681.271441 + Penalty 1417.274390 = -134263.997051 nChanged 96 SP:Iteration 4F (3682.407314 sec): 3 clusters Score: Raw -135756.207172 + Penalty 1417.274390 = -134338.932782 nChanged 71 SP:Iteration 5Q (3682.445934 sec): 3 clusters Score: Raw -135807.906341 + Penalty 1417.274390 = -134390.631951 nChanged 49 SP:Iteration 6Q (3682.489554 sec): 3 clusters Score: Raw -135845.882470 + Penalty 1417.274390 = -134428.608080 nChanged 51 SP:Iteration 7Q (3682.540278 sec): 3 clusters Score: Raw -135884.414802 + Penalty 1417.274390 = -134467.140412 nChanged 48 SP:Iteration 8Q (3682.585419 sec): 3 clusters Score: Raw -135928.559156 + Penalty 1417.274390 = -134511.284766 nChanged 46 SP:Iteration 9Q (3682.617740 sec): 3 clusters Score: Raw -135963.788053 + Penalty 1417.274390 = -134546.513663 nChanged 39 SP:Iteration 10Q (3682.674577 sec): 3 clusters Score: Raw -135993.978871 + Penalty 1417.274390 = -134576.704481 nChanged 33 SP:Iteration 11Q (3682.710047 sec): 3 clusters Score: Raw -136014.111818 + Penalty 1417.274390 = -134596.837427 nChanged 28 SP:Iteration 12Q (3682.756170 sec): 3 clusters Score: Raw -136034.881092 + Penalty 1417.274390 = -134617.606702 nChanged 27 SP:Iteration 13Q (3682.794412 sec): 3 clusters Score: Raw -136049.270613 + Penalty 1417.274390 = -134631.996223 nChanged 22 SP:Iteration 14Q (3682.832320 sec): 3 clusters Score: Raw -136061.731650 + Penalty 1417.274390 = -134644.457260 nChanged 19 SP:Iteration 15Q (3682.878534 sec): 3 clusters Score: Raw -136072.412402 + Penalty 1417.274390 = -134655.138012 nChanged 15 SP:Iteration 16Q (3682.925547 sec): 3 clusters Score: Raw -136079.022610 + Penalty 1417.274390 = -134661.748220 nChanged 12 SP:Iteration 17Q (3682.978373 sec): 3 clusters Score: Raw -136084.837324 + Penalty 1417.274390 = -134667.562934 nChanged 9 SP:Iteration 18Q (3683.016487 sec): 3 clusters Score: Raw -136090.173738 + Penalty 1417.274390 = -134672.899348 nChanged 8 SP:Iteration 19Q (3683.065992 sec): 3 clusters Score: Raw -136092.463676 + Penalty 1417.274390 = -134675.189286 nChanged 3 SP:Iteration 20F (3683.107401 sec): 3 clusters Score: Raw -136093.706712 + Penalty 1417.274390 = -134676.432322 nChanged 2 SP:Iteration 21Q (3683.144767 sec): 3 clusters Score: Raw -136094.415971 + Penalty 1417.274390 = -134677.141581 nChanged 1 SP:Iteration 22Q (3683.178803 sec): 3 clusters Score: Raw -136094.704713 + Penalty 1417.274390 = -134677.430323 nChanged 0 SP:Iteration 23F (3683.218407 sec): 3 clusters Score: Raw -136094.704713 + Penalty 1417.274390 = -134677.430323 nChanged 0 Trying to split cluster 32 (65726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3683.307365 sec): 2 clusters Score: Raw -5903122.745333 + Penalty 1053.858737 = -5902068.886596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3683.439370 sec): 3 clusters Score: Raw -5860324.918427 + Penalty 2107.717474 = -5858217.200953 nChanged 31480 SP:Iteration 1F (3683.568303 sec): 3 clusters Score: Raw -5879134.755092 + Penalty 2107.717474 = -5877027.037618 nChanged 2864 SP:Iteration 2Q (3683.703051 sec): 3 clusters Score: Raw -5880231.264259 + Penalty 2107.717474 = -5878123.546785 nChanged 3253 SP:Iteration 3Q (3683.845800 sec): 3 clusters Score: Raw -5881792.977384 + Penalty 2107.717474 = -5879685.259910 nChanged 3719 SP:Iteration 4F (3683.981913 sec): 3 clusters Score: Raw -5883907.578344 + Penalty 2107.717474 = -5881799.860870 nChanged 4102 SP:Iteration 5F (3684.109419 sec): 3 clusters Score: Raw -5886591.899094 + Penalty 2107.717474 = -5884484.181620 nChanged 4139 SP:Iteration 6F (3684.242610 sec): 3 clusters Score: Raw -5889570.674585 + Penalty 2107.717474 = -5887462.957111 nChanged 3845 SP:Iteration 7F (3684.374028 sec): 3 clusters Score: Raw -5892207.892911 + Penalty 2107.717474 = -5890100.175437 nChanged 3153 SP:Iteration 8Q (3684.503755 sec): 3 clusters Score: Raw -5893941.670636 + Penalty 2107.717474 = -5891833.953161 nChanged 2210 SP:Iteration 9Q (3684.635643 sec): 3 clusters Score: Raw -5894799.393343 + Penalty 2107.717474 = -5892691.675869 nChanged 1501 SP:Iteration 10Q (3684.771572 sec): 3 clusters Score: Raw -5895295.355412 + Penalty 2107.717474 = -5893187.637938 nChanged 1162 SP:Iteration 11Q (3684.898159 sec): 3 clusters Score: Raw -5895688.790892 + Penalty 2107.717474 = -5893581.073418 nChanged 1099 SP:Iteration 12Q (3685.033609 sec): 3 clusters Score: Raw -5896056.498328 + Penalty 2107.717474 = -5893948.780854 nChanged 1025 SP:Iteration 13Q (3685.156544 sec): 3 clusters Score: Raw -5896414.072962 + Penalty 2107.717474 = -5894306.355487 nChanged 1019 SP:Iteration 14Q (3685.282391 sec): 3 clusters Score: Raw -5896781.899081 + Penalty 2107.717474 = -5894674.181606 nChanged 953 SP:Iteration 15Q (3685.418436 sec): 3 clusters Score: Raw -5897149.395457 + Penalty 2107.717474 = -5895041.677983 nChanged 944 SP:Iteration 16Q (3685.551065 sec): 3 clusters Score: Raw -5897567.756840 + Penalty 2107.717474 = -5895460.039366 nChanged 938 SP:Iteration 17Q (3685.696369 sec): 3 clusters Score: Raw -5898044.477406 + Penalty 2107.717474 = -5895936.759932 nChanged 991 SP:Iteration 18Q (3685.831644 sec): 3 clusters Score: Raw -5898600.647173 + Penalty 2107.717474 = -5896492.929699 nChanged 1031 SP:Iteration 19Q (3685.933351 sec): 3 clusters Score: Raw -5899271.118577 + Penalty 2107.717474 = -5897163.401103 nChanged 1095 SP:Iteration 20F (3686.069207 sec): 3 clusters Score: Raw -5900071.251665 + Penalty 2107.717474 = -5897963.534191 nChanged 1083 SP:Iteration 21Q (3686.200813 sec): 3 clusters Score: Raw -5900772.034463 + Penalty 2107.717474 = -5898664.316989 nChanged 975 SP:Iteration 22Q (3686.319997 sec): 3 clusters Score: Raw -5901325.779733 + Penalty 2107.717474 = -5899218.062259 nChanged 832 SP:Iteration 23Q (3686.446820 sec): 3 clusters Score: Raw -5901751.190866 + Penalty 2107.717474 = -5899643.473392 nChanged 734 SP:Iteration 24Q (3686.559153 sec): 3 clusters Score: Raw -5902058.440463 + Penalty 2107.717474 = -5899950.722989 nChanged 566 SP:Iteration 25Q (3686.695482 sec): 3 clusters Score: Raw -5902244.563118 + Penalty 2107.717474 = -5900136.845643 nChanged 456 SP:Iteration 26Q (3686.823542 sec): 3 clusters Score: Raw -5902356.924378 + Penalty 2107.717474 = -5900249.206904 nChanged 359 SP:Iteration 27Q (3686.947011 sec): 3 clusters Score: Raw -5902435.917921 + Penalty 2107.717474 = -5900328.200446 nChanged 296 SP:Iteration 28Q (3687.075317 sec): 3 clusters Score: Raw -5902487.885356 + Penalty 2107.717474 = -5900380.167882 nChanged 238 SP:Iteration 29Q (3687.207337 sec): 3 clusters Score: Raw -5902519.095562 + Penalty 2107.717474 = -5900411.378088 nChanged 181 SP:Iteration 30Q (3687.332115 sec): 3 clusters Score: Raw -5902537.977870 + Penalty 2107.717474 = -5900430.260395 nChanged 116 SP:Iteration 31Q (3687.452847 sec): 3 clusters Score: Raw -5902548.287149 + Penalty 2107.717474 = -5900440.569675 nChanged 83 SP:Iteration 32Q (3687.577056 sec): 3 clusters Score: Raw -5902555.940247 + Penalty 2107.717474 = -5900448.222773 nChanged 101 SP:Iteration 33Q (3687.703999 sec): 3 clusters Score: Raw -5902564.939189 + Penalty 2107.717474 = -5900457.221715 nChanged 98 SP:Iteration 34Q (3687.831412 sec): 3 clusters Score: Raw -5902573.856926 + Penalty 2107.717474 = -5900466.139452 nChanged 104 SP:Iteration 35Q (3687.959658 sec): 3 clusters Score: Raw -5902581.111247 + Penalty 2107.717474 = -5900473.393773 nChanged 70 SP:Iteration 36Q (3688.091161 sec): 3 clusters Score: Raw -5902586.478845 + Penalty 2107.717474 = -5900478.761370 nChanged 54 SP:Iteration 37Q (3688.213020 sec): 3 clusters Score: Raw -5902590.462449 + Penalty 2107.717474 = -5900482.744975 nChanged 56 SP:Iteration 38Q (3688.339078 sec): 3 clusters Score: Raw -5902593.809622 + Penalty 2107.717474 = -5900486.092148 nChanged 50 SP:Iteration 39Q (3688.462828 sec): 3 clusters Score: Raw -5902596.504086 + Penalty 2107.717474 = -5900488.786612 nChanged 47 SP:Iteration 40F (3688.599710 sec): 3 clusters Score: Raw -5902600.062369 + Penalty 2107.717474 = -5900492.344895 nChanged 49 SP:Iteration 41Q (3688.714946 sec): 3 clusters Score: Raw -5902602.468223 + Penalty 2107.717474 = -5900494.750749 nChanged 53 SP:Iteration 42Q (3688.839799 sec): 3 clusters Score: Raw -5902605.375896 + Penalty 2107.717474 = -5900497.658422 nChanged 58 SP:Iteration 43Q (3688.961767 sec): 3 clusters Score: Raw -5902608.109638 + Penalty 2107.717474 = -5900500.392163 nChanged 53 SP:Iteration 44Q (3689.096040 sec): 3 clusters Score: Raw -5902610.603816 + Penalty 2107.717474 = -5900502.886342 nChanged 60 SP:Iteration 45Q (3689.215507 sec): 3 clusters Score: Raw -5902613.828825 + Penalty 2107.717474 = -5900506.111350 nChanged 59 SP:Iteration 46Q (3689.334402 sec): 3 clusters Score: Raw -5902616.815911 + Penalty 2107.717474 = -5900509.098437 nChanged 54 SP:Iteration 47Q (3689.447509 sec): 3 clusters Score: Raw -5902620.726939 + Penalty 2107.717474 = -5900513.009465 nChanged 59 SP:Iteration 48Q (3689.574063 sec): 3 clusters Score: Raw -5902625.051340 + Penalty 2107.717474 = -5900517.333866 nChanged 66 SP:Iteration 49Q (3689.707719 sec): 3 clusters Score: Raw -5902629.163145 + Penalty 2107.717474 = -5900521.445671 nChanged 71 SP:Iteration 50Q (3689.829413 sec): 3 clusters Score: Raw -5902634.000800 + Penalty 2107.717474 = -5900526.283325 nChanged 70 SP:Iteration 51Q (3689.964191 sec): 3 clusters Score: Raw -5902638.733861 + Penalty 2107.717474 = -5900531.016387 nChanged 64 SP:Iteration 52Q (3690.083580 sec): 3 clusters Score: Raw -5902642.611692 + Penalty 2107.717474 = -5900534.894218 nChanged 52 SP:Iteration 53Q (3690.198897 sec): 3 clusters Score: Raw -5902644.889168 + Penalty 2107.717474 = -5900537.171694 nChanged 46 SP:Iteration 54Q (3690.326489 sec): 3 clusters Score: Raw -5902646.995572 + Penalty 2107.717474 = -5900539.278098 nChanged 42 SP:Iteration 55Q (3690.458607 sec): 3 clusters Score: Raw -5902649.191204 + Penalty 2107.717474 = -5900541.473730 nChanged 47 SP:Iteration 56Q (3690.591595 sec): 3 clusters Score: Raw -5902652.237323 + Penalty 2107.717474 = -5900544.519849 nChanged 50 SP:Iteration 57Q (3690.709094 sec): 3 clusters Score: Raw -5902655.626964 + Penalty 2107.717474 = -5900547.909490 nChanged 51 SP:Iteration 58Q (3690.836387 sec): 3 clusters Score: Raw -5902658.528141 + Penalty 2107.717474 = -5900550.810667 nChanged 42 SP:Iteration 59Q (3690.968068 sec): 3 clusters Score: Raw -5902660.475229 + Penalty 2107.717474 = -5900552.757755 nChanged 37 SP:Iteration 60F (3691.098582 sec): 3 clusters Score: Raw -5902662.131635 + Penalty 2107.717474 = -5900554.414161 nChanged 33 SP:Iteration 61Q (3691.225168 sec): 3 clusters Score: Raw -5902663.434661 + Penalty 2107.717474 = -5900555.717187 nChanged 36 SP:Iteration 62Q (3691.349836 sec): 3 clusters Score: Raw -5902664.938327 + Penalty 2107.717474 = -5900557.220853 nChanged 37 SP:Iteration 63Q (3691.468962 sec): 3 clusters Score: Raw -5902666.860381 + Penalty 2107.717474 = -5900559.142907 nChanged 44 SP:Iteration 64Q (3691.591505 sec): 3 clusters Score: Raw -5902669.065623 + Penalty 2107.717474 = -5900561.348149 nChanged 37 SP:Iteration 65Q (3691.712985 sec): 3 clusters Score: Raw -5902671.232454 + Penalty 2107.717474 = -5900563.514979 nChanged 39 SP:Iteration 66Q (3691.840219 sec): 3 clusters Score: Raw -5902673.167893 + Penalty 2107.717474 = -5900565.450419 nChanged 41 SP:Iteration 67Q (3691.971417 sec): 3 clusters Score: Raw -5902675.279007 + Penalty 2107.717474 = -5900567.561533 nChanged 42 SP:Iteration 68Q (3692.099209 sec): 3 clusters Score: Raw -5902677.565461 + Penalty 2107.717474 = -5900569.847987 nChanged 44 SP:Iteration 69Q (3692.233590 sec): 3 clusters Score: Raw -5902679.679566 + Penalty 2107.717474 = -5900571.962092 nChanged 33 SP:Iteration 70Q (3692.348366 sec): 3 clusters Score: Raw -5902681.016913 + Penalty 2107.717474 = -5900573.299439 nChanged 33 SP:Iteration 71Q (3692.459064 sec): 3 clusters Score: Raw -5902682.696832 + Penalty 2107.717474 = -5900574.979358 nChanged 38 SP:Iteration 72Q (3692.582391 sec): 3 clusters Score: Raw -5902684.657396 + Penalty 2107.717474 = -5900576.939921 nChanged 36 SP:Iteration 73Q (3692.711273 sec): 3 clusters Score: Raw -5902686.674859 + Penalty 2107.717474 = -5900578.957385 nChanged 42 SP:Iteration 74Q (3692.841469 sec): 3 clusters Score: Raw -5902689.116614 + Penalty 2107.717474 = -5900581.399140 nChanged 45 SP:Iteration 75Q (3692.970621 sec): 3 clusters Score: Raw -5902691.141832 + Penalty 2107.717474 = -5900583.424358 nChanged 42 SP:Iteration 76Q (3693.095132 sec): 3 clusters Score: Raw -5902693.674672 + Penalty 2107.717474 = -5900585.957198 nChanged 42 SP:Iteration 77Q (3693.215680 sec): 3 clusters Score: Raw -5902696.126966 + Penalty 2107.717474 = -5900588.409492 nChanged 32 SP:Iteration 78Q (3693.339247 sec): 3 clusters Score: Raw -5902697.835874 + Penalty 2107.717474 = -5900590.118400 nChanged 33 SP:Iteration 79Q (3693.465994 sec): 3 clusters Score: Raw -5902699.166327 + Penalty 2107.717474 = -5900591.448853 nChanged 26 SP:Iteration 80F (3693.599938 sec): 3 clusters Score: Raw -5902700.354211 + Penalty 2107.717474 = -5900592.636736 nChanged 36 SP:Iteration 81Q (3693.718048 sec): 3 clusters Score: Raw -5902702.502742 + Penalty 2107.717474 = -5900594.785268 nChanged 37 SP:Iteration 82Q (3693.838141 sec): 3 clusters Score: Raw -5902704.633083 + Penalty 2107.717474 = -5900596.915609 nChanged 49 SP:Iteration 83Q (3693.969742 sec): 3 clusters Score: Raw -5902707.801053 + Penalty 2107.717474 = -5900600.083579 nChanged 53 SP:Iteration 84Q (3694.080971 sec): 3 clusters Score: Raw -5902710.320163 + Penalty 2107.717474 = -5900602.602689 nChanged 39 SP:Iteration 85Q (3694.200906 sec): 3 clusters Score: Raw -5902712.166588 + Penalty 2107.717474 = -5900604.449114 nChanged 45 SP:Iteration 86Q (3694.307973 sec): 3 clusters Score: Raw -5902714.538020 + Penalty 2107.717474 = -5900606.820545 nChanged 40 SP:Iteration 87Q (3694.424221 sec): 3 clusters Score: Raw -5902716.397742 + Penalty 2107.717474 = -5900608.680267 nChanged 26 SP:Iteration 88Q (3694.545178 sec): 3 clusters Score: Raw -5902717.309579 + Penalty 2107.717474 = -5900609.592104 nChanged 21 SP:Iteration 89Q (3694.671336 sec): 3 clusters Score: Raw -5902718.239810 + Penalty 2107.717474 = -5900610.522336 nChanged 23 SP:Iteration 90Q (3694.796111 sec): 3 clusters Score: Raw -5902719.265804 + Penalty 2107.717474 = -5900611.548330 nChanged 20 SP:Iteration 91Q (3694.911556 sec): 3 clusters Score: Raw -5902720.068823 + Penalty 2107.717474 = -5900612.351349 nChanged 21 SP:Iteration 92Q (3695.026474 sec): 3 clusters Score: Raw -5902721.094314 + Penalty 2107.717474 = -5900613.376840 nChanged 22 SP:Iteration 93Q (3695.140563 sec): 3 clusters Score: Raw -5902721.768048 + Penalty 2107.717474 = -5900614.050574 nChanged 18 SP:Iteration 94Q (3695.265152 sec): 3 clusters Score: Raw -5902722.451041 + Penalty 2107.717474 = -5900614.733567 nChanged 23 SP:Iteration 95Q (3695.388405 sec): 3 clusters Score: Raw -5902723.314531 + Penalty 2107.717474 = -5900615.597056 nChanged 22 SP:Iteration 96Q (3695.502002 sec): 3 clusters Score: Raw -5902724.047364 + Penalty 2107.717474 = -5900616.329889 nChanged 15 SP:Iteration 97Q (3695.628938 sec): 3 clusters Score: Raw -5902724.528708 + Penalty 2107.717474 = -5900616.811234 nChanged 13 SP:Iteration 98Q (3695.744760 sec): 3 clusters Score: Raw -5902724.916059 + Penalty 2107.717474 = -5900617.198584 nChanged 12 SP:Iteration 99Q (3695.867963 sec): 3 clusters Score: Raw -5902725.277597 + Penalty 2107.717474 = -5900617.560123 nChanged 9 SP:Iteration 100F (3695.997239 sec): 3 clusters Score: Raw -5902725.500946 + Penalty 2107.717474 = -5900617.783472 nChanged 10 SP:Iteration 101Q (3696.120923 sec): 3 clusters Score: Raw -5902725.812165 + Penalty 2107.717474 = -5900618.094691 nChanged 9 SP:Iteration 102Q (3696.240341 sec): 3 clusters Score: Raw -5902725.999379 + Penalty 2107.717474 = -5900618.281905 nChanged 6 SP:Iteration 103Q (3696.364099 sec): 3 clusters Score: Raw -5902726.094713 + Penalty 2107.717474 = -5900618.377239 nChanged 4 SP:Iteration 104Q (3696.491655 sec): 3 clusters Score: Raw -5902726.166903 + Penalty 2107.717474 = -5900618.449429 nChanged 2 SP:Iteration 105Q (3696.617535 sec): 3 clusters Score: Raw -5902726.201796 + Penalty 2107.717474 = -5900618.484322 nChanged 1 SP:Iteration 106Q (3696.728133 sec): 3 clusters Score: Raw -5902726.230567 + Penalty 2107.717474 = -5900618.513092 nChanged 2 SP:Iteration 107Q (3696.858201 sec): 3 clusters Score: Raw -5902726.313922 + Penalty 2107.717474 = -5900618.596448 nChanged 4 SP:Iteration 108Q (3696.982553 sec): 3 clusters Score: Raw -5902726.437675 + Penalty 2107.717474 = -5900618.720201 nChanged 7 SP:Iteration 109Q (3697.100534 sec): 3 clusters Score: Raw -5902726.633916 + Penalty 2107.717474 = -5900618.916442 nChanged 6 SP:Iteration 110Q (3697.212608 sec): 3 clusters Score: Raw -5902726.867970 + Penalty 2107.717474 = -5900619.150496 nChanged 8 SP:Iteration 111Q (3697.337250 sec): 3 clusters Score: Raw -5902727.079756 + Penalty 2107.717474 = -5900619.362281 nChanged 9 SP:Iteration 112Q (3697.452598 sec): 3 clusters Score: Raw -5902727.385138 + Penalty 2107.717474 = -5900619.667664 nChanged 12 SP:Iteration 113Q (3697.574977 sec): 3 clusters Score: Raw -5902727.733767 + Penalty 2107.717474 = -5900620.016293 nChanged 11 SP:Iteration 114Q (3697.707120 sec): 3 clusters Score: Raw -5902728.064486 + Penalty 2107.717474 = -5900620.347011 nChanged 14 SP:Iteration 115Q (3697.831356 sec): 3 clusters Score: Raw -5902728.423498 + Penalty 2107.717474 = -5900620.706024 nChanged 10 SP:Iteration 116Q (3697.944699 sec): 3 clusters Score: Raw -5902728.674689 + Penalty 2107.717474 = -5900620.957215 nChanged 6 SP:Iteration 117Q (3698.071891 sec): 3 clusters Score: Raw -5902728.813208 + Penalty 2107.717474 = -5900621.095734 nChanged 4 SP:Iteration 118Q (3698.192094 sec): 3 clusters Score: Raw -5902728.934343 + Penalty 2107.717474 = -5900621.216868 nChanged 4 SP:Iteration 119Q (3698.312441 sec): 3 clusters Score: Raw -5902729.034799 + Penalty 2107.717474 = -5900621.317324 nChanged 5 SP:Iteration 120F (3698.442964 sec): 3 clusters Score: Raw -5902729.140527 + Penalty 2107.717474 = -5900621.423053 nChanged 5 SP:Iteration 121Q (3698.558970 sec): 3 clusters Score: Raw -5902729.273778 + Penalty 2107.717474 = -5900621.556303 nChanged 4 SP:Iteration 122Q (3698.682670 sec): 3 clusters Score: Raw -5902729.343371 + Penalty 2107.717474 = -5900621.625897 nChanged 3 SP:Iteration 123Q (3698.805462 sec): 3 clusters Score: Raw -5902729.415835 + Penalty 2107.717474 = -5900621.698361 nChanged 2 SP:Iteration 124Q (3698.913385 sec): 3 clusters Score: Raw -5902729.461629 + Penalty 2107.717474 = -5900621.744155 nChanged 2 SP:Iteration 125Q (3699.033546 sec): 3 clusters Score: Raw -5902729.526469 + Penalty 2107.717474 = -5900621.808995 nChanged 3 SP:Iteration 126Q (3699.150071 sec): 3 clusters Score: Raw -5902729.618019 + Penalty 2107.717474 = -5900621.900544 nChanged 3 SP:Iteration 127Q (3699.268147 sec): 3 clusters Score: Raw -5902729.674337 + Penalty 2107.717474 = -5900621.956863 nChanged 6 SP:Iteration 128Q (3699.393499 sec): 3 clusters Score: Raw -5902729.851189 + Penalty 2107.717474 = -5900622.133715 nChanged 6 SP:Iteration 129Q (3699.516593 sec): 3 clusters Score: Raw -5902729.966141 + Penalty 2107.717474 = -5900622.248667 nChanged 2 SP:Iteration 130Q (3699.636195 sec): 3 clusters Score: Raw -5902730.009828 + Penalty 2107.717474 = -5900622.292353 nChanged 4 SP:Iteration 131Q (3699.757367 sec): 3 clusters Score: Raw -5902730.203547 + Penalty 2107.717474 = -5900622.486073 nChanged 6 SP:Iteration 132Q (3699.870541 sec): 3 clusters Score: Raw -5902730.362755 + Penalty 2107.717474 = -5900622.645281 nChanged 5 SP:Iteration 133Q (3699.995816 sec): 3 clusters Score: Raw -5902730.454808 + Penalty 2107.717474 = -5900622.737334 nChanged 3 SP:Iteration 134Q (3700.128104 sec): 3 clusters Score: Raw -5902730.488801 + Penalty 2107.717474 = -5900622.771326 nChanged 1 SP:Iteration 135Q (3700.247659 sec): 3 clusters Score: Raw -5902730.493272 + Penalty 2107.717474 = -5900622.775798 nChanged 1 SP:Iteration 136Q (3700.371495 sec): 3 clusters Score: Raw -5902730.498752 + Penalty 2107.717474 = -5900622.781278 nChanged 1 SP:Iteration 137Q (3700.495030 sec): 3 clusters Score: Raw -5902730.511296 + Penalty 2107.717474 = -5900622.793822 nChanged 1 SP:Iteration 138Q (3700.617413 sec): 3 clusters Score: Raw -5902730.513318 + Penalty 2107.717474 = -5900622.795844 nChanged 1 SP:Iteration 139Q (3700.738568 sec): 3 clusters Score: Raw -5902730.519586 + Penalty 2107.717474 = -5900622.802112 nChanged 0 SP:Iteration 140F (3700.869510 sec): 3 clusters Score: Raw -5902730.519586 + Penalty 2107.717474 = -5900622.802112 nChanged 0 Trying to split cluster 33 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3700.891022 sec): 2 clusters Score: Raw -11602.805921 + Penalty 515.370252 = -11087.435669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3700.939920 sec): 3 clusters Score: Raw -11702.259802 + Penalty 1030.740503 = -10671.519299 nChanged 70 SP:Iteration 1F (3700.977129 sec): 3 clusters Score: Raw -11955.280354 + Penalty 1030.740503 = -10924.539851 nChanged 15 SP:Iteration 2F (3701.020636 sec): 3 clusters Score: Raw -12039.424072 + Penalty 1030.740503 = -11008.683569 nChanged 11 SP:Iteration 3Q (3701.066965 sec): 3 clusters Score: Raw -12096.804968 + Penalty 1030.740503 = -11066.064465 nChanged 5 SP:Iteration 4Q (3701.103603 sec): 3 clusters Score: Raw -12111.215295 + Penalty 1030.740503 = -11080.474792 nChanged 6 SP:Iteration 5Q (3701.146520 sec): 3 clusters Score: Raw -12122.813446 + Penalty 1030.740503 = -11092.072943 nChanged 2 SP:Iteration 6Q (3701.202271 sec): 3 clusters Score: Raw -12124.641669 + Penalty 1030.740503 = -11093.901165 nChanged 1 SP:Iteration 7Q (3701.241509 sec): 3 clusters Score: Raw -12124.986091 + Penalty 1030.740503 = -11094.245588 nChanged 0 SP:Iteration 8F (3701.289885 sec): 3 clusters Score: Raw -12124.986091 + Penalty 1030.740503 = -11094.245588 nChanged 0 Score: Raw -45231824.858783 + Penalty 46344.482851 = -45185480.375933 Splitting cluster 33 changes total score from -45186210.742441 to -45185480.375933 So it's not getting split. Trying to split cluster 34 (8931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3710.679095 sec): 2 clusters Score: Raw -809362.003676 + Penalty 864.241947 = -808497.761729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3710.735872 sec): 3 clusters Score: Raw -804145.653120 + Penalty 1728.483893 = -802417.169226 nChanged 3964 SP:Iteration 1F (3710.782806 sec): 3 clusters Score: Raw -806480.371684 + Penalty 1728.483893 = -804751.887791 nChanged 573 SP:Iteration 2F (3710.844554 sec): 3 clusters Score: Raw -806778.802835 + Penalty 1728.483893 = -805050.318941 nChanged 510 SP:Iteration 3F (3710.899966 sec): 3 clusters Score: Raw -807035.537260 + Penalty 1728.483893 = -805307.053366 nChanged 455 SP:Iteration 4F (3710.945331 sec): 3 clusters Score: Raw -807290.286592 + Penalty 1728.483893 = -805561.802699 nChanged 461 SP:Iteration 5F (3710.999359 sec): 3 clusters Score: Raw -807562.902818 + Penalty 1728.483893 = -805834.418924 nChanged 444 SP:Iteration 6Q (3711.053961 sec): 3 clusters Score: Raw -807849.790954 + Penalty 1728.483893 = -806121.307061 nChanged 415 SP:Iteration 7Q (3711.109142 sec): 3 clusters Score: Raw -808102.121007 + Penalty 1728.483893 = -806373.637113 nChanged 369 SP:Iteration 8Q (3711.168171 sec): 3 clusters Score: Raw -808294.779137 + Penalty 1728.483893 = -806566.295244 nChanged 253 SP:Iteration 9Q (3711.223503 sec): 3 clusters Score: Raw -808396.721346 + Penalty 1728.483893 = -806668.237453 nChanged 201 SP:Iteration 10Q (3711.267250 sec): 3 clusters Score: Raw -808463.207427 + Penalty 1728.483893 = -806734.723533 nChanged 143 SP:Iteration 11Q (3711.325119 sec): 3 clusters Score: Raw -808501.955391 + Penalty 1728.483893 = -806773.471497 nChanged 107 SP:Iteration 12Q (3711.386108 sec): 3 clusters Score: Raw -808525.700865 + Penalty 1728.483893 = -806797.216972 nChanged 78 SP:Iteration 13Q (3711.438252 sec): 3 clusters Score: Raw -808542.476059 + Penalty 1728.483893 = -806813.992166 nChanged 80 SP:Iteration 14Q (3711.490690 sec): 3 clusters Score: Raw -808558.733126 + Penalty 1728.483893 = -806830.249232 nChanged 64 SP:Iteration 15Q (3711.550186 sec): 3 clusters Score: Raw -808571.161157 + Penalty 1728.483893 = -806842.677263 nChanged 70 SP:Iteration 16Q (3711.610837 sec): 3 clusters Score: Raw -808581.635170 + Penalty 1728.483893 = -806853.151277 nChanged 56 SP:Iteration 17Q (3711.669623 sec): 3 clusters Score: Raw -808590.237831 + Penalty 1728.483893 = -806861.753938 nChanged 48 SP:Iteration 18Q (3711.719250 sec): 3 clusters Score: Raw -808598.418918 + Penalty 1728.483893 = -806869.935025 nChanged 42 SP:Iteration 19Q (3711.785817 sec): 3 clusters Score: Raw -808606.651504 + Penalty 1728.483893 = -806878.167610 nChanged 50 SP:Iteration 20F (3711.847249 sec): 3 clusters Score: Raw -808615.797673 + Penalty 1728.483893 = -806887.313779 nChanged 41 SP:Iteration 21Q (3711.895905 sec): 3 clusters Score: Raw -808622.030672 + Penalty 1728.483893 = -806893.546778 nChanged 36 SP:Iteration 22Q (3711.962420 sec): 3 clusters Score: Raw -808625.479791 + Penalty 1728.483893 = -806896.995897 nChanged 29 SP:Iteration 23Q (3712.006259 sec): 3 clusters Score: Raw -808628.205112 + Penalty 1728.483893 = -806899.721219 nChanged 19 SP:Iteration 24Q (3712.065457 sec): 3 clusters Score: Raw -808629.419585 + Penalty 1728.483893 = -806900.935692 nChanged 16 SP:Iteration 25Q (3712.119307 sec): 3 clusters Score: Raw -808631.012601 + Penalty 1728.483893 = -806902.528708 nChanged 20 SP:Iteration 26Q (3712.182927 sec): 3 clusters Score: Raw -808632.988738 + Penalty 1728.483893 = -806904.504845 nChanged 14 SP:Iteration 27Q (3712.237146 sec): 3 clusters Score: Raw -808634.401078 + Penalty 1728.483893 = -806905.917185 nChanged 15 SP:Iteration 28Q (3712.287234 sec): 3 clusters Score: Raw -808635.352243 + Penalty 1728.483893 = -806906.868350 nChanged 10 SP:Iteration 29Q (3712.350490 sec): 3 clusters Score: Raw -808636.014104 + Penalty 1728.483893 = -806907.530211 nChanged 8 SP:Iteration 30Q (3712.408994 sec): 3 clusters Score: Raw -808637.006764 + Penalty 1728.483893 = -806908.522871 nChanged 5 SP:Iteration 31Q (3712.456752 sec): 3 clusters Score: Raw -808637.617528 + Penalty 1728.483893 = -806909.133634 nChanged 11 SP:Iteration 32Q (3712.514171 sec): 3 clusters Score: Raw -808638.739965 + Penalty 1728.483893 = -806910.256072 nChanged 12 SP:Iteration 33Q (3712.573816 sec): 3 clusters Score: Raw -808639.437627 + Penalty 1728.483893 = -806910.953733 nChanged 8 SP:Iteration 34Q (3712.622602 sec): 3 clusters Score: Raw -808640.378819 + Penalty 1728.483893 = -806911.894925 nChanged 14 SP:Iteration 35Q (3712.674992 sec): 3 clusters Score: Raw -808642.453939 + Penalty 1728.483893 = -806913.970045 nChanged 16 SP:Iteration 36Q (3712.728842 sec): 3 clusters Score: Raw -808644.838596 + Penalty 1728.483893 = -806916.354703 nChanged 17 SP:Iteration 37Q (3712.787206 sec): 3 clusters Score: Raw -808647.341171 + Penalty 1728.483893 = -806918.857277 nChanged 23 SP:Iteration 38Q (3712.848789 sec): 3 clusters Score: Raw -808649.594425 + Penalty 1728.483893 = -806921.110532 nChanged 19 SP:Iteration 39Q (3712.903918 sec): 3 clusters Score: Raw -808652.067932 + Penalty 1728.483893 = -806923.584039 nChanged 20 SP:Iteration 40F (3712.949664 sec): 3 clusters Score: Raw -808653.753965 + Penalty 1728.483893 = -806925.270072 nChanged 18 SP:Iteration 41Q (3713.010279 sec): 3 clusters Score: Raw -808655.460987 + Penalty 1728.483893 = -806926.977094 nChanged 22 SP:Iteration 42Q (3713.059602 sec): 3 clusters Score: Raw -808657.661691 + Penalty 1728.483893 = -806929.177797 nChanged 23 SP:Iteration 43Q (3713.112841 sec): 3 clusters Score: Raw -808660.412166 + Penalty 1728.483893 = -806931.928273 nChanged 27 SP:Iteration 44Q (3713.174403 sec): 3 clusters Score: Raw -808664.020191 + Penalty 1728.483893 = -806935.536298 nChanged 24 SP:Iteration 45Q (3713.229413 sec): 3 clusters Score: Raw -808668.239174 + Penalty 1728.483893 = -806939.755280 nChanged 28 SP:Iteration 46Q (3713.276568 sec): 3 clusters Score: Raw -808671.882935 + Penalty 1728.483893 = -806943.399041 nChanged 21 SP:Iteration 47Q (3713.331591 sec): 3 clusters Score: Raw -808674.254627 + Penalty 1728.483893 = -806945.770734 nChanged 15 SP:Iteration 48Q (3713.385408 sec): 3 clusters Score: Raw -808675.950975 + Penalty 1728.483893 = -806947.467081 nChanged 18 SP:Iteration 49Q (3713.438391 sec): 3 clusters Score: Raw -808678.273540 + Penalty 1728.483893 = -806949.789647 nChanged 18 SP:Iteration 50Q (3713.500456 sec): 3 clusters Score: Raw -808680.335888 + Penalty 1728.483893 = -806951.851995 nChanged 20 SP:Iteration 51Q (3713.545714 sec): 3 clusters Score: Raw -808682.773116 + Penalty 1728.483893 = -806954.289223 nChanged 22 SP:Iteration 52Q (3713.602694 sec): 3 clusters Score: Raw -808685.086431 + Penalty 1728.483893 = -806956.602538 nChanged 18 SP:Iteration 53Q (3713.665642 sec): 3 clusters Score: Raw -808686.438261 + Penalty 1728.483893 = -806957.954368 nChanged 14 SP:Iteration 54Q (3713.716944 sec): 3 clusters Score: Raw -808687.429220 + Penalty 1728.483893 = -806958.945326 nChanged 10 SP:Iteration 55Q (3713.773250 sec): 3 clusters Score: Raw -808688.351086 + Penalty 1728.483893 = -806959.867192 nChanged 9 SP:Iteration 56Q (3713.822353 sec): 3 clusters Score: Raw -808689.278219 + Penalty 1728.483893 = -806960.794325 nChanged 12 SP:Iteration 57Q (3713.877284 sec): 3 clusters Score: Raw -808690.118521 + Penalty 1728.483893 = -806961.634628 nChanged 7 SP:Iteration 58Q (3713.934468 sec): 3 clusters Score: Raw -808690.769153 + Penalty 1728.483893 = -806962.285259 nChanged 8 SP:Iteration 59Q (3713.991009 sec): 3 clusters Score: Raw -808691.827564 + Penalty 1728.483893 = -806963.343671 nChanged 15 SP:Iteration 60F (3714.045684 sec): 3 clusters Score: Raw -808694.221776 + Penalty 1728.483893 = -806965.737882 nChanged 16 SP:Iteration 61Q (3714.091086 sec): 3 clusters Score: Raw -808695.869779 + Penalty 1728.483893 = -806967.385886 nChanged 10 SP:Iteration 62Q (3714.149188 sec): 3 clusters Score: Raw -808696.822337 + Penalty 1728.483893 = -806968.338444 nChanged 19 SP:Iteration 63Q (3714.211575 sec): 3 clusters Score: Raw -808698.971780 + Penalty 1728.483893 = -806970.487886 nChanged 22 SP:Iteration 64Q (3714.266930 sec): 3 clusters Score: Raw -808701.877427 + Penalty 1728.483893 = -806973.393533 nChanged 20 SP:Iteration 65Q (3714.324731 sec): 3 clusters Score: Raw -808704.332947 + Penalty 1728.483893 = -806975.849054 nChanged 22 SP:Iteration 66Q (3714.371050 sec): 3 clusters Score: Raw -808706.740938 + Penalty 1728.483893 = -806978.257044 nChanged 21 SP:Iteration 67Q (3714.418546 sec): 3 clusters Score: Raw -808709.494992 + Penalty 1728.483893 = -806981.011098 nChanged 25 SP:Iteration 68Q (3714.472550 sec): 3 clusters Score: Raw -808711.893882 + Penalty 1728.483893 = -806983.409988 nChanged 20 SP:Iteration 69Q (3714.519972 sec): 3 clusters Score: Raw -808713.690490 + Penalty 1728.483893 = -806985.206597 nChanged 13 SP:Iteration 70Q (3714.564969 sec): 3 clusters Score: Raw -808714.792666 + Penalty 1728.483893 = -806986.308773 nChanged 13 SP:Iteration 71Q (3714.628461 sec): 3 clusters Score: Raw -808715.977363 + Penalty 1728.483893 = -806987.493470 nChanged 9 SP:Iteration 72Q (3714.674450 sec): 3 clusters Score: Raw -808716.884215 + Penalty 1728.483893 = -806988.400321 nChanged 9 SP:Iteration 73Q (3714.738275 sec): 3 clusters Score: Raw -808717.573868 + Penalty 1728.483893 = -806989.089975 nChanged 9 SP:Iteration 74Q (3714.767737 sec): 3 clusters Score: Raw -808718.398015 + Penalty 1728.483893 = -806989.914122 nChanged 11 SP:Iteration 75Q (3714.822374 sec): 3 clusters Score: Raw -808719.185272 + Penalty 1728.483893 = -806990.701379 nChanged 13 SP:Iteration 76Q (3714.890141 sec): 3 clusters Score: Raw -808720.291470 + Penalty 1728.483893 = -806991.807576 nChanged 11 SP:Iteration 77Q (3714.935348 sec): 3 clusters Score: Raw -808721.401800 + Penalty 1728.483893 = -806992.917907 nChanged 12 SP:Iteration 78Q (3714.995923 sec): 3 clusters Score: Raw -808722.383826 + Penalty 1728.483893 = -806993.899933 nChanged 11 SP:Iteration 79Q (3715.044028 sec): 3 clusters Score: Raw -808723.135619 + Penalty 1728.483893 = -806994.651726 nChanged 12 SP:Iteration 80F (3715.097228 sec): 3 clusters Score: Raw -808723.917884 + Penalty 1728.483893 = -806995.433991 nChanged 9 SP:Iteration 81Q (3715.148344 sec): 3 clusters Score: Raw -808724.533250 + Penalty 1728.483893 = -806996.049357 nChanged 5 SP:Iteration 82Q (3715.203156 sec): 3 clusters Score: Raw -808725.056112 + Penalty 1728.483893 = -806996.572219 nChanged 6 SP:Iteration 83Q (3715.257391 sec): 3 clusters Score: Raw -808725.821035 + Penalty 1728.483893 = -806997.337141 nChanged 8 SP:Iteration 84Q (3715.316652 sec): 3 clusters Score: Raw -808726.440348 + Penalty 1728.483893 = -806997.956455 nChanged 8 SP:Iteration 85Q (3715.366879 sec): 3 clusters Score: Raw -808727.021107 + Penalty 1728.483893 = -806998.537213 nChanged 8 SP:Iteration 86Q (3715.418575 sec): 3 clusters Score: Raw -808727.986346 + Penalty 1728.483893 = -806999.502453 nChanged 15 SP:Iteration 87Q (3715.469772 sec): 3 clusters Score: Raw -808729.655864 + Penalty 1728.483893 = -807001.171970 nChanged 16 SP:Iteration 88Q (3715.532959 sec): 3 clusters Score: Raw -808731.146219 + Penalty 1728.483893 = -807002.662326 nChanged 21 SP:Iteration 89Q (3715.576243 sec): 3 clusters Score: Raw -808733.622656 + Penalty 1728.483893 = -807005.138763 nChanged 22 SP:Iteration 90Q (3715.642141 sec): 3 clusters Score: Raw -808735.868043 + Penalty 1728.483893 = -807007.384149 nChanged 23 SP:Iteration 91Q (3715.686399 sec): 3 clusters Score: Raw -808739.758476 + Penalty 1728.483893 = -807011.274582 nChanged 26 SP:Iteration 92Q (3715.754792 sec): 3 clusters Score: Raw -808744.459317 + Penalty 1728.483893 = -807015.975424 nChanged 41 SP:Iteration 93Q (3715.804477 sec): 3 clusters Score: Raw -808752.619323 + Penalty 1728.483893 = -807024.135429 nChanged 52 SP:Iteration 94Q (3715.870543 sec): 3 clusters Score: Raw -808761.776430 + Penalty 1728.483893 = -807033.292537 nChanged 54 SP:Iteration 95Q (3715.919643 sec): 3 clusters Score: Raw -808770.943241 + Penalty 1728.483893 = -807042.459348 nChanged 52 SP:Iteration 96Q (3715.961464 sec): 3 clusters Score: Raw -808779.439223 + Penalty 1728.483893 = -807050.955329 nChanged 57 SP:Iteration 97Q (3716.028797 sec): 3 clusters Score: Raw -808788.333583 + Penalty 1728.483893 = -807059.849689 nChanged 54 SP:Iteration 98Q (3716.076158 sec): 3 clusters Score: Raw -808797.208548 + Penalty 1728.483893 = -807068.724654 nChanged 48 SP:Iteration 99Q (3716.128862 sec): 3 clusters Score: Raw -808804.780320 + Penalty 1728.483893 = -807076.296426 nChanged 51 SP:Iteration 100F (3716.187060 sec): 3 clusters Score: Raw -808813.120164 + Penalty 1728.483893 = -807084.636271 nChanged 49 SP:Iteration 101Q (3716.240579 sec): 3 clusters Score: Raw -808821.698821 + Penalty 1728.483893 = -807093.214928 nChanged 56 SP:Iteration 102Q (3716.297089 sec): 3 clusters Score: Raw -808832.081701 + Penalty 1728.483893 = -807103.597808 nChanged 54 SP:Iteration 103Q (3716.348527 sec): 3 clusters Score: Raw -808844.273507 + Penalty 1728.483893 = -807115.789614 nChanged 59 SP:Iteration 104Q (3716.391810 sec): 3 clusters Score: Raw -808856.488484 + Penalty 1728.483893 = -807128.004590 nChanged 51 SP:Iteration 105Q (3716.452624 sec): 3 clusters Score: Raw -808868.449601 + Penalty 1728.483893 = -807139.965708 nChanged 49 SP:Iteration 106Q (3716.508439 sec): 3 clusters Score: Raw -808879.548454 + Penalty 1728.483893 = -807151.064561 nChanged 48 SP:Iteration 107Q (3716.569813 sec): 3 clusters Score: Raw -808888.972013 + Penalty 1728.483893 = -807160.488119 nChanged 45 SP:Iteration 108Q (3716.615615 sec): 3 clusters Score: Raw -808900.785632 + Penalty 1728.483893 = -807172.301739 nChanged 60 SP:Iteration 109Q (3716.676518 sec): 3 clusters Score: Raw -808914.573081 + Penalty 1728.483893 = -807186.089188 nChanged 49 SP:Iteration 110Q (3716.726016 sec): 3 clusters Score: Raw -808924.407180 + Penalty 1728.483893 = -807195.923286 nChanged 49 SP:Iteration 111Q (3716.789936 sec): 3 clusters Score: Raw -808935.658091 + Penalty 1728.483893 = -807207.174198 nChanged 50 SP:Iteration 112Q (3716.845623 sec): 3 clusters Score: Raw -808949.146737 + Penalty 1728.483893 = -807220.662844 nChanged 60 SP:Iteration 113Q (3716.900473 sec): 3 clusters Score: Raw -808965.618970 + Penalty 1728.483893 = -807237.135077 nChanged 52 SP:Iteration 114Q (3716.944670 sec): 3 clusters Score: Raw -808979.095815 + Penalty 1728.483893 = -807250.611922 nChanged 62 SP:Iteration 115Q (3717.005407 sec): 3 clusters Score: Raw -809001.631436 + Penalty 1728.483893 = -807273.147542 nChanged 69 SP:Iteration 116Q (3717.057828 sec): 3 clusters Score: Raw -809023.905870 + Penalty 1728.483893 = -807295.421977 nChanged 65 SP:Iteration 117Q (3717.106141 sec): 3 clusters Score: Raw -809044.774949 + Penalty 1728.483893 = -807316.291055 nChanged 58 SP:Iteration 118Q (3717.160213 sec): 3 clusters Score: Raw -809064.262045 + Penalty 1728.483893 = -807335.778151 nChanged 65 SP:Iteration 119Q (3717.213214 sec): 3 clusters Score: Raw -809083.901365 + Penalty 1728.483893 = -807355.417472 nChanged 65 SP:Iteration 120F (3717.265379 sec): 3 clusters Score: Raw -809101.761588 + Penalty 1728.483893 = -807373.277694 nChanged 55 SP:Iteration 121Q (3717.319876 sec): 3 clusters Score: Raw -809118.624519 + Penalty 1728.483893 = -807390.140625 nChanged 59 SP:Iteration 122Q (3717.374197 sec): 3 clusters Score: Raw -809135.920364 + Penalty 1728.483893 = -807407.436470 nChanged 55 SP:Iteration 123Q (3717.421689 sec): 3 clusters Score: Raw -809149.946614 + Penalty 1728.483893 = -807421.462720 nChanged 45 SP:Iteration 124Q (3717.484572 sec): 3 clusters Score: Raw -809161.749726 + Penalty 1728.483893 = -807433.265833 nChanged 49 SP:Iteration 125Q (3717.538734 sec): 3 clusters Score: Raw -809174.640015 + Penalty 1728.483893 = -807446.156121 nChanged 54 SP:Iteration 126Q (3717.593550 sec): 3 clusters Score: Raw -809189.924960 + Penalty 1728.483893 = -807461.441066 nChanged 45 SP:Iteration 127Q (3717.642892 sec): 3 clusters Score: Raw -809204.945399 + Penalty 1728.483893 = -807476.461506 nChanged 54 SP:Iteration 128Q (3717.682183 sec): 3 clusters Score: Raw -809226.398774 + Penalty 1728.483893 = -807497.914881 nChanged 51 SP:Iteration 129Q (3717.746974 sec): 3 clusters Score: Raw -809242.837861 + Penalty 1728.483893 = -807514.353967 nChanged 44 SP:Iteration 130Q (3717.788821 sec): 3 clusters Score: Raw -809259.997249 + Penalty 1728.483893 = -807531.513356 nChanged 57 SP:Iteration 131Q (3717.842271 sec): 3 clusters Score: Raw -809287.778971 + Penalty 1728.483893 = -807559.295078 nChanged 53 SP:Iteration 132Q (3717.897412 sec): 3 clusters Score: Raw -809312.048822 + Penalty 1728.483893 = -807583.564929 nChanged 53 SP:Iteration 133Q (3717.957046 sec): 3 clusters Score: Raw -809335.056075 + Penalty 1728.483893 = -807606.572182 nChanged 45 SP:Iteration 134Q (3718.011794 sec): 3 clusters Score: Raw -809357.783969 + Penalty 1728.483893 = -807629.300076 nChanged 43 SP:Iteration 135Q (3718.067126 sec): 3 clusters Score: Raw -809382.348875 + Penalty 1728.483893 = -807653.864981 nChanged 38 SP:Iteration 136Q (3718.121276 sec): 3 clusters Score: Raw -809403.158471 + Penalty 1728.483893 = -807674.674578 nChanged 39 SP:Iteration 137Q (3718.165313 sec): 3 clusters Score: Raw -809425.257226 + Penalty 1728.483893 = -807696.773332 nChanged 44 SP:Iteration 138Q (3718.220341 sec): 3 clusters Score: Raw -809448.823487 + Penalty 1728.483893 = -807720.339593 nChanged 39 SP:Iteration 139Q (3718.265075 sec): 3 clusters Score: Raw -809469.623542 + Penalty 1728.483893 = -807741.139649 nChanged 31 SP:Iteration 140F (3718.323740 sec): 3 clusters Score: Raw -809482.876416 + Penalty 1728.483893 = -807754.392522 nChanged 26 SP:Iteration 141Q (3718.369205 sec): 3 clusters Score: Raw -809496.593010 + Penalty 1728.483893 = -807768.109117 nChanged 22 SP:Iteration 142Q (3718.432771 sec): 3 clusters Score: Raw -809508.763189 + Penalty 1728.483893 = -807780.279296 nChanged 19 SP:Iteration 143Q (3718.471600 sec): 3 clusters Score: Raw -809520.642123 + Penalty 1728.483893 = -807792.158229 nChanged 25 SP:Iteration 144Q (3718.532479 sec): 3 clusters Score: Raw -809534.419485 + Penalty 1728.483893 = -807805.935592 nChanged 23 SP:Iteration 145Q (3718.581537 sec): 3 clusters Score: Raw -809546.466413 + Penalty 1728.483893 = -807817.982519 nChanged 19 SP:Iteration 146Q (3718.625071 sec): 3 clusters Score: Raw -809555.761657 + Penalty 1728.483893 = -807827.277763 nChanged 9 SP:Iteration 147Q (3718.677360 sec): 3 clusters Score: Raw -809559.594212 + Penalty 1728.483893 = -807831.110318 nChanged 9 SP:Iteration 148Q (3718.715168 sec): 3 clusters Score: Raw -809563.900999 + Penalty 1728.483893 = -807835.417105 nChanged 10 SP:Iteration 149Q (3718.768820 sec): 3 clusters Score: Raw -809567.710232 + Penalty 1728.483893 = -807839.226338 nChanged 5 SP:Iteration 150Q (3718.821996 sec): 3 clusters Score: Raw -809569.653697 + Penalty 1728.483893 = -807841.169803 nChanged 7 SP:Iteration 151Q (3718.872511 sec): 3 clusters Score: Raw -809572.353528 + Penalty 1728.483893 = -807843.869634 nChanged 4 SP:Iteration 152Q (3718.933478 sec): 3 clusters Score: Raw -809574.347279 + Penalty 1728.483893 = -807845.863386 nChanged 3 SP:Iteration 153Q (3718.983558 sec): 3 clusters Score: Raw -809575.578458 + Penalty 1728.483893 = -807847.094564 nChanged 4 SP:Iteration 154Q (3719.036674 sec): 3 clusters Score: Raw -809576.399865 + Penalty 1728.483893 = -807847.915972 nChanged 1 SP:Iteration 155Q (3719.090302 sec): 3 clusters Score: Raw -809576.621955 + Penalty 1728.483893 = -807848.138062 nChanged 0 SP:Iteration 156F (3719.158845 sec): 3 clusters Score: Raw -809576.621955 + Penalty 1728.483893 = -807848.138062 nChanged 0 Trying to split cluster 35 (151408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3719.329512 sec): 2 clusters Score: Raw -13517400.221979 + Penalty 1133.134679 = -13516267.087301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3719.571327 sec): 3 clusters Score: Raw -13416657.527910 + Penalty 2266.269357 = -13414391.258553 nChanged 73660 SP:Iteration 1F (3719.814569 sec): 3 clusters Score: Raw -13461846.746348 + Penalty 2266.269357 = -13459580.476991 nChanged 5985 SP:Iteration 2Q (3720.063109 sec): 3 clusters Score: Raw -13463910.456037 + Penalty 2266.269357 = -13461644.186680 nChanged 6865 SP:Iteration 3Q (3720.322424 sec): 3 clusters Score: Raw -13466811.875373 + Penalty 2266.269357 = -13464545.606016 nChanged 8004 SP:Iteration 4F (3720.570666 sec): 3 clusters Score: Raw -13470909.546479 + Penalty 2266.269357 = -13468643.277122 nChanged 8911 SP:Iteration 5F (3720.810852 sec): 3 clusters Score: Raw -13476500.171532 + Penalty 2266.269357 = -13474233.902175 nChanged 9498 SP:Iteration 6F (3721.057840 sec): 3 clusters Score: Raw -13483613.612087 + Penalty 2266.269357 = -13481347.342730 nChanged 9121 SP:Iteration 7F (3721.289330 sec): 3 clusters Score: Raw -13491056.238609 + Penalty 2266.269357 = -13488789.969251 nChanged 7838 SP:Iteration 8F (3721.523821 sec): 3 clusters Score: Raw -13496611.526716 + Penalty 2266.269357 = -13494345.257359 nChanged 5778 SP:Iteration 9Q (3721.761369 sec): 3 clusters Score: Raw -13499595.560483 + Penalty 2266.269357 = -13497329.291126 nChanged 3896 SP:Iteration 10Q (3721.997902 sec): 3 clusters Score: Raw -13501155.922252 + Penalty 2266.269357 = -13498889.652895 nChanged 3075 SP:Iteration 11Q (3722.237067 sec): 3 clusters Score: Raw -13502321.802485 + Penalty 2266.269357 = -13500055.533128 nChanged 2897 SP:Iteration 12Q (3722.459814 sec): 3 clusters Score: Raw -13503429.224252 + Penalty 2266.269357 = -13501162.954895 nChanged 2839 SP:Iteration 13Q (3722.699756 sec): 3 clusters Score: Raw -13504551.081523 + Penalty 2266.269357 = -13502284.812166 nChanged 2852 SP:Iteration 14Q (3722.933318 sec): 3 clusters Score: Raw -13505729.265810 + Penalty 2266.269357 = -13503462.996453 nChanged 2821 SP:Iteration 15Q (3723.165140 sec): 3 clusters Score: Raw -13506965.754482 + Penalty 2266.269357 = -13504699.485125 nChanged 2737 SP:Iteration 16Q (3723.388167 sec): 3 clusters Score: Raw -13508207.894472 + Penalty 2266.269357 = -13505941.625115 nChanged 2617 SP:Iteration 17Q (3723.620008 sec): 3 clusters Score: Raw -13509414.727427 + Penalty 2266.269357 = -13507148.458070 nChanged 2372 SP:Iteration 18Q (3723.856591 sec): 3 clusters Score: Raw -13510518.896491 + Penalty 2266.269357 = -13508252.627134 nChanged 2164 SP:Iteration 19Q (3724.075473 sec): 3 clusters Score: Raw -13511547.080867 + Penalty 2266.269357 = -13509280.811510 nChanged 2007 SP:Iteration 20F (3724.318689 sec): 3 clusters Score: Raw -13512532.283626 + Penalty 2266.269357 = -13510266.014269 nChanged 1799 SP:Iteration 21Q (3724.536890 sec): 3 clusters Score: Raw -13513448.073509 + Penalty 2266.269357 = -13511181.804152 nChanged 1584 SP:Iteration 22Q (3724.750487 sec): 3 clusters Score: Raw -13514286.024019 + Penalty 2266.269357 = -13512019.754662 nChanged 1392 SP:Iteration 23Q (3724.961332 sec): 3 clusters Score: Raw -13515019.344941 + Penalty 2266.269357 = -13512753.075584 nChanged 1110 SP:Iteration 24Q (3725.161980 sec): 3 clusters Score: Raw -13515594.890437 + Penalty 2266.269357 = -13513328.621080 nChanged 930 SP:Iteration 25Q (3725.386546 sec): 3 clusters Score: Raw -13516064.458639 + Penalty 2266.269357 = -13513798.189282 nChanged 773 SP:Iteration 26Q (3725.577711 sec): 3 clusters Score: Raw -13516442.524231 + Penalty 2266.269357 = -13514176.254874 nChanged 608 SP:Iteration 27Q (3725.780565 sec): 3 clusters Score: Raw -13516716.287119 + Penalty 2266.269357 = -13514450.017762 nChanged 447 SP:Iteration 28Q (3725.986220 sec): 3 clusters Score: Raw -13516913.825017 + Penalty 2266.269357 = -13514647.555660 nChanged 330 SP:Iteration 29Q (3726.187972 sec): 3 clusters Score: Raw -13517050.023849 + Penalty 2266.269357 = -13514783.754492 nChanged 271 SP:Iteration 30Q (3726.383035 sec): 3 clusters Score: Raw -13517163.143792 + Penalty 2266.269357 = -13514896.874434 nChanged 180 SP:Iteration 31Q (3726.578786 sec): 3 clusters Score: Raw -13517236.474772 + Penalty 2266.269357 = -13514970.205415 nChanged 160 SP:Iteration 32Q (3726.775306 sec): 3 clusters Score: Raw -13517311.653481 + Penalty 2266.269357 = -13515045.384124 nChanged 120 SP:Iteration 33Q (3726.971087 sec): 3 clusters Score: Raw -13517374.059638 + Penalty 2266.269357 = -13515107.790281 nChanged 109 SP:Iteration 34Q (3727.161677 sec): 3 clusters Score: Raw -13517435.917799 + Penalty 2266.269357 = -13515169.648442 nChanged 99 SP:Iteration 35Q (3727.356634 sec): 3 clusters Score: Raw -13517494.573795 + Penalty 2266.269357 = -13515228.304438 nChanged 87 SP:Iteration 36Q (3727.552169 sec): 3 clusters Score: Raw -13517546.622366 + Penalty 2266.269357 = -13515280.353009 nChanged 63 SP:Iteration 37Q (3727.751232 sec): 3 clusters Score: Raw -13517580.865048 + Penalty 2266.269357 = -13515314.595691 nChanged 42 SP:Iteration 38Q (3727.944139 sec): 3 clusters Score: Raw -13517605.508376 + Penalty 2266.269357 = -13515339.239018 nChanged 35 SP:Iteration 39Q (3728.130652 sec): 3 clusters Score: Raw -13517621.625540 + Penalty 2266.269357 = -13515355.356182 nChanged 21 SP:Iteration 40F (3728.362342 sec): 3 clusters Score: Raw -13517630.230359 + Penalty 2266.269357 = -13515363.961002 nChanged 14 SP:Iteration 41Q (3728.561962 sec): 3 clusters Score: Raw -13517635.914066 + Penalty 2266.269357 = -13515369.644708 nChanged 13 SP:Iteration 42Q (3728.754656 sec): 3 clusters Score: Raw -13517639.705275 + Penalty 2266.269357 = -13515373.435918 nChanged 7 SP:Iteration 43Q (3728.962031 sec): 3 clusters Score: Raw -13517642.598050 + Penalty 2266.269357 = -13515376.328693 nChanged 9 SP:Iteration 44Q (3729.160855 sec): 3 clusters Score: Raw -13517646.900967 + Penalty 2266.269357 = -13515380.631610 nChanged 14 SP:Iteration 45Q (3729.353988 sec): 3 clusters Score: Raw -13517653.360719 + Penalty 2266.269357 = -13515387.091362 nChanged 9 SP:Iteration 46Q (3729.550328 sec): 3 clusters Score: Raw -13517658.242113 + Penalty 2266.269357 = -13515391.972756 nChanged 8 SP:Iteration 47Q (3729.748538 sec): 3 clusters Score: Raw -13517661.543691 + Penalty 2266.269357 = -13515395.274333 nChanged 7 SP:Iteration 48Q (3729.940913 sec): 3 clusters Score: Raw -13517664.763738 + Penalty 2266.269357 = -13515398.494381 nChanged 6 SP:Iteration 49Q (3730.144670 sec): 3 clusters Score: Raw -13517666.294586 + Penalty 2266.269357 = -13515400.025229 nChanged 6 SP:Iteration 50Q (3730.347096 sec): 3 clusters Score: Raw -13517668.367762 + Penalty 2266.269357 = -13515402.098405 nChanged 6 SP:Iteration 51Q (3730.540160 sec): 3 clusters Score: Raw -13517669.974981 + Penalty 2266.269357 = -13515403.705624 nChanged 4 SP:Iteration 52Q (3730.726362 sec): 3 clusters Score: Raw -13517672.153635 + Penalty 2266.269357 = -13515405.884277 nChanged 7 SP:Iteration 53Q (3730.919686 sec): 3 clusters Score: Raw -13517675.662487 + Penalty 2266.269357 = -13515409.393130 nChanged 8 SP:Iteration 54Q (3731.110882 sec): 3 clusters Score: Raw -13517678.890585 + Penalty 2266.269357 = -13515412.621228 nChanged 3 SP:Iteration 55Q (3731.310146 sec): 3 clusters Score: Raw -13517679.640461 + Penalty 2266.269357 = -13515413.371104 nChanged 1 SP:Iteration 56Q (3731.494207 sec): 3 clusters Score: Raw -13517679.942840 + Penalty 2266.269357 = -13515413.673482 nChanged 1 SP:Iteration 57Q (3731.693653 sec): 3 clusters Score: Raw -13517680.068114 + Penalty 2266.269357 = -13515413.798757 nChanged 0 SP:Iteration 58F (3731.926376 sec): 3 clusters Score: Raw -13517680.068114 + Penalty 2266.269357 = -13515413.798757 nChanged 0 Trying to split cluster 36 (2395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3731.954326 sec): 2 clusters Score: Raw -217273.622202 + Penalty 739.208158 = -216534.414044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3732.005166 sec): 3 clusters Score: Raw -216085.624555 + Penalty 1478.416317 = -214607.208238 nChanged 924 SP:Iteration 1F (3732.052616 sec): 3 clusters Score: Raw -216657.005207 + Penalty 1478.416317 = -215178.588890 nChanged 221 SP:Iteration 2F (3732.094602 sec): 3 clusters Score: Raw -216821.298312 + Penalty 1478.416317 = -215342.881995 nChanged 156 SP:Iteration 3F (3732.145135 sec): 3 clusters Score: Raw -216937.428047 + Penalty 1478.416317 = -215459.011730 nChanged 132 SP:Iteration 4F (3732.192232 sec): 3 clusters Score: Raw -217038.135151 + Penalty 1478.416317 = -215559.718834 nChanged 110 SP:Iteration 5Q (3732.225500 sec): 3 clusters Score: Raw -217113.349791 + Penalty 1478.416317 = -215634.933474 nChanged 95 SP:Iteration 6Q (3732.274020 sec): 3 clusters Score: Raw -217172.892178 + Penalty 1478.416317 = -215694.475862 nChanged 68 SP:Iteration 7Q (3732.330466 sec): 3 clusters Score: Raw -217222.507197 + Penalty 1478.416317 = -215744.090881 nChanged 52 SP:Iteration 8Q (3732.365831 sec): 3 clusters Score: Raw -217262.747627 + Penalty 1478.416317 = -215784.331310 nChanged 49 SP:Iteration 9Q (3732.404410 sec): 3 clusters Score: Raw -217302.832993 + Penalty 1478.416317 = -215824.416676 nChanged 47 SP:Iteration 10Q (3732.435402 sec): 3 clusters Score: Raw -217338.178664 + Penalty 1478.416317 = -215859.762347 nChanged 45 SP:Iteration 11Q (3732.486350 sec): 3 clusters Score: Raw -217370.136986 + Penalty 1478.416317 = -215891.720670 nChanged 25 SP:Iteration 12Q (3732.544061 sec): 3 clusters Score: Raw -217383.172357 + Penalty 1478.416317 = -215904.756040 nChanged 14 SP:Iteration 13Q (3732.576592 sec): 3 clusters Score: Raw -217390.798705 + Penalty 1478.416317 = -215912.382388 nChanged 13 SP:Iteration 14Q (3732.618240 sec): 3 clusters Score: Raw -217399.992752 + Penalty 1478.416317 = -215921.576435 nChanged 12 SP:Iteration 15Q (3732.662239 sec): 3 clusters Score: Raw -217406.747852 + Penalty 1478.416317 = -215928.331535 nChanged 8 SP:Iteration 16Q (3732.703046 sec): 3 clusters Score: Raw -217415.554452 + Penalty 1478.416317 = -215937.138135 nChanged 8 SP:Iteration 17Q (3732.750855 sec): 3 clusters Score: Raw -217419.202109 + Penalty 1478.416317 = -215940.785792 nChanged 7 SP:Iteration 18Q (3732.795083 sec): 3 clusters Score: Raw -217423.444012 + Penalty 1478.416317 = -215945.027695 nChanged 4 SP:Iteration 19Q (3732.834088 sec): 3 clusters Score: Raw -217426.338184 + Penalty 1478.416317 = -215947.921867 nChanged 5 SP:Iteration 20F (3732.881070 sec): 3 clusters Score: Raw -217430.140392 + Penalty 1478.416317 = -215951.724075 nChanged 7 SP:Iteration 21Q (3732.924518 sec): 3 clusters Score: Raw -217433.602718 + Penalty 1478.416317 = -215955.186401 nChanged 6 SP:Iteration 22Q (3732.969124 sec): 3 clusters Score: Raw -217435.636507 + Penalty 1478.416317 = -215957.220190 nChanged 7 SP:Iteration 23Q (3733.012817 sec): 3 clusters Score: Raw -217439.336719 + Penalty 1478.416317 = -215960.920402 nChanged 6 SP:Iteration 24Q (3733.059290 sec): 3 clusters Score: Raw -217443.887894 + Penalty 1478.416317 = -215965.471577 nChanged 7 SP:Iteration 25Q (3733.106221 sec): 3 clusters Score: Raw -217448.286115 + Penalty 1478.416317 = -215969.869798 nChanged 7 SP:Iteration 26Q (3733.153326 sec): 3 clusters Score: Raw -217453.346203 + Penalty 1478.416317 = -215974.929886 nChanged 4 SP:Iteration 27Q (3733.200350 sec): 3 clusters Score: Raw -217456.003994 + Penalty 1478.416317 = -215977.587677 nChanged 4 SP:Iteration 28Q (3733.246555 sec): 3 clusters Score: Raw -217458.431385 + Penalty 1478.416317 = -215980.015068 nChanged 3 SP:Iteration 29Q (3733.293628 sec): 3 clusters Score: Raw -217459.315990 + Penalty 1478.416317 = -215980.899673 nChanged 0 SP:Iteration 30F (3733.341082 sec): 3 clusters Score: Raw -217459.315990 + Penalty 1478.416317 = -215980.899673 nChanged 0 Iteration 459Q (3737.792890 sec): 37 clusters Score: Raw -45231302.679051 + Penalty 45091.929260 = -45186210.749791 nChanged 1 Iteration 460F (3746.895024 sec): 37 clusters Score: Raw -45231302.700104 + Penalty 45091.929260 = -45186210.770844 nChanged 0 Writing temp clu file Because OldScore, -45186210.749791, is greater than current (better) Score,-45186210.770844 Compute initial score before splitting: Score: Raw -45231302.700104 + Penalty 45091.929260 = -45186210.770844 Trying to split cluster 1 (1234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3747.074478 sec): 2 clusters Score: Raw -105498.624168 + Penalty 676.211539 = -104822.412628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3747.112338 sec): 3 clusters Score: Raw -104975.605652 + Penalty 1352.423079 = -103623.182573 nChanged 451 SP:Iteration 1F (3747.150326 sec): 3 clusters Score: Raw -105348.474464 + Penalty 1352.423079 = -103996.051385 nChanged 124 SP:Iteration 2F (3747.210029 sec): 3 clusters Score: Raw -105461.680059 + Penalty 1352.423079 = -104109.256980 nChanged 75 SP:Iteration 3F (3747.247288 sec): 3 clusters Score: Raw -105526.215183 + Penalty 1352.423079 = -104173.792104 nChanged 51 SP:Iteration 4Q (3747.304072 sec): 3 clusters Score: Raw -105565.999375 + Penalty 1352.423079 = -104213.576296 nChanged 30 SP:Iteration 5Q (3747.357655 sec): 3 clusters Score: Raw -105594.729103 + Penalty 1352.423079 = -104242.306024 nChanged 20 SP:Iteration 6Q (3747.409708 sec): 3 clusters Score: Raw -105608.204064 + Penalty 1352.423079 = -104255.780986 nChanged 17 SP:Iteration 7Q (3747.457820 sec): 3 clusters Score: Raw -105620.412725 + Penalty 1352.423079 = -104267.989646 nChanged 12 SP:Iteration 8Q (3747.498824 sec): 3 clusters Score: Raw -105626.323629 + Penalty 1352.423079 = -104273.900551 nChanged 9 SP:Iteration 9Q (3747.541641 sec): 3 clusters Score: Raw -105631.912586 + Penalty 1352.423079 = -104279.489507 nChanged 9 SP:Iteration 10Q (3747.595533 sec): 3 clusters Score: Raw -105635.738409 + Penalty 1352.423079 = -104283.315330 nChanged 7 SP:Iteration 11Q (3747.651361 sec): 3 clusters Score: Raw -105640.814991 + Penalty 1352.423079 = -104288.391913 nChanged 8 SP:Iteration 12Q (3747.683703 sec): 3 clusters Score: Raw -105648.822168 + Penalty 1352.423079 = -104296.399089 nChanged 9 SP:Iteration 13Q (3747.739758 sec): 3 clusters Score: Raw -105656.258745 + Penalty 1352.423079 = -104303.835666 nChanged 5 SP:Iteration 14Q (3747.785519 sec): 3 clusters Score: Raw -105659.364126 + Penalty 1352.423079 = -104306.941047 nChanged 3 SP:Iteration 15Q (3747.841263 sec): 3 clusters Score: Raw -105661.166945 + Penalty 1352.423079 = -104308.743867 nChanged 3 SP:Iteration 16Q (3747.887658 sec): 3 clusters Score: Raw -105663.292440 + Penalty 1352.423079 = -104310.869361 nChanged 4 SP:Iteration 17Q (3747.934159 sec): 3 clusters Score: Raw -105665.507857 + Penalty 1352.423079 = -104313.084778 nChanged 4 SP:Iteration 18Q (3747.987550 sec): 3 clusters Score: Raw -105666.682061 + Penalty 1352.423079 = -104314.258982 nChanged 2 SP:Iteration 19Q (3748.027897 sec): 3 clusters Score: Raw -105667.888624 + Penalty 1352.423079 = -104315.465545 nChanged 0 SP:Iteration 20F (3748.079252 sec): 3 clusters Score: Raw -105667.888624 + Penalty 1352.423079 = -104315.465545 nChanged 0 Trying to split cluster 2 (3303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3748.106532 sec): 2 clusters Score: Raw -277457.486513 + Penalty 769.745710 = -276687.740803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3748.163403 sec): 3 clusters Score: Raw -275671.849242 + Penalty 1539.491421 = -274132.357821 nChanged 1378 SP:Iteration 1F (3748.203283 sec): 3 clusters Score: Raw -276539.838971 + Penalty 1539.491421 = -275000.347551 nChanged 257 SP:Iteration 2F (3748.252072 sec): 3 clusters Score: Raw -276666.392059 + Penalty 1539.491421 = -275126.900638 nChanged 176 SP:Iteration 3F (3748.311305 sec): 3 clusters Score: Raw -276760.277612 + Penalty 1539.491421 = -275220.786191 nChanged 155 SP:Iteration 4Q (3748.362401 sec): 3 clusters Score: Raw -276835.858928 + Penalty 1539.491421 = -275296.367507 nChanged 139 SP:Iteration 5Q (3748.412142 sec): 3 clusters Score: Raw -276906.198915 + Penalty 1539.491421 = -275366.707494 nChanged 120 SP:Iteration 6Q (3748.466472 sec): 3 clusters Score: Raw -276968.758458 + Penalty 1539.491421 = -275429.267037 nChanged 120 SP:Iteration 7Q (3748.514738 sec): 3 clusters Score: Raw -277035.350596 + Penalty 1539.491421 = -275495.859175 nChanged 108 SP:Iteration 8Q (3748.552626 sec): 3 clusters Score: Raw -277094.387314 + Penalty 1539.491421 = -275554.895894 nChanged 90 SP:Iteration 9Q (3748.600371 sec): 3 clusters Score: Raw -277139.338825 + Penalty 1539.491421 = -275599.847404 nChanged 89 SP:Iteration 10Q (3748.648475 sec): 3 clusters Score: Raw -277190.437674 + Penalty 1539.491421 = -275650.946253 nChanged 81 SP:Iteration 11Q (3748.704458 sec): 3 clusters Score: Raw -277243.976914 + Penalty 1539.491421 = -275704.485493 nChanged 80 SP:Iteration 12Q (3748.765557 sec): 3 clusters Score: Raw -277296.373879 + Penalty 1539.491421 = -275756.882458 nChanged 62 SP:Iteration 13Q (3748.816417 sec): 3 clusters Score: Raw -277339.097942 + Penalty 1539.491421 = -275799.606521 nChanged 55 SP:Iteration 14Q (3748.855051 sec): 3 clusters Score: Raw -277373.942290 + Penalty 1539.491421 = -275834.450870 nChanged 42 SP:Iteration 15Q (3748.913017 sec): 3 clusters Score: Raw -277399.723544 + Penalty 1539.491421 = -275860.232124 nChanged 33 SP:Iteration 16Q (3748.965029 sec): 3 clusters Score: Raw -277416.024288 + Penalty 1539.491421 = -275876.532867 nChanged 31 SP:Iteration 17Q (3749.009996 sec): 3 clusters Score: Raw -277429.312172 + Penalty 1539.491421 = -275889.820752 nChanged 24 SP:Iteration 18Q (3749.066144 sec): 3 clusters Score: Raw -277439.980786 + Penalty 1539.491421 = -275900.489365 nChanged 17 SP:Iteration 19Q (3749.122338 sec): 3 clusters Score: Raw -277447.667484 + Penalty 1539.491421 = -275908.176063 nChanged 20 SP:Iteration 20F (3749.170985 sec): 3 clusters Score: Raw -277459.697522 + Penalty 1539.491421 = -275920.206101 nChanged 21 SP:Iteration 21Q (3749.221351 sec): 3 clusters Score: Raw -277471.177025 + Penalty 1539.491421 = -275931.685604 nChanged 12 SP:Iteration 22Q (3749.270839 sec): 3 clusters Score: Raw -277477.834720 + Penalty 1539.491421 = -275938.343299 nChanged 14 SP:Iteration 23Q (3749.328060 sec): 3 clusters Score: Raw -277486.399448 + Penalty 1539.491421 = -275946.908027 nChanged 14 SP:Iteration 24Q (3749.378956 sec): 3 clusters Score: Raw -277493.696199 + Penalty 1539.491421 = -275954.204778 nChanged 10 SP:Iteration 25Q (3749.425198 sec): 3 clusters Score: Raw -277497.277863 + Penalty 1539.491421 = -275957.786442 nChanged 8 SP:Iteration 26Q (3749.485333 sec): 3 clusters Score: Raw -277503.511922 + Penalty 1539.491421 = -275964.020501 nChanged 8 SP:Iteration 27Q (3749.538513 sec): 3 clusters Score: Raw -277507.211551 + Penalty 1539.491421 = -275967.720130 nChanged 10 SP:Iteration 28Q (3749.585215 sec): 3 clusters Score: Raw -277514.986203 + Penalty 1539.491421 = -275975.494782 nChanged 11 SP:Iteration 29Q (3749.628488 sec): 3 clusters Score: Raw -277521.568805 + Penalty 1539.491421 = -275982.077384 nChanged 3 SP:Iteration 30Q (3749.678222 sec): 3 clusters Score: Raw -277524.105638 + Penalty 1539.491421 = -275984.614218 nChanged 5 SP:Iteration 31Q (3749.727404 sec): 3 clusters Score: Raw -277526.912838 + Penalty 1539.491421 = -275987.421417 nChanged 1 SP:Iteration 32Q (3749.775963 sec): 3 clusters Score: Raw -277527.195098 + Penalty 1539.491421 = -275987.703677 nChanged 0 SP:Iteration 33F (3749.837179 sec): 3 clusters Score: Raw -277527.195098 + Penalty 1539.491421 = -275987.703677 nChanged 0 Trying to split cluster 3 (36800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3749.903803 sec): 2 clusters Score: Raw -3273964.584813 + Penalty 998.759047 = -3272965.825766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3749.997602 sec): 3 clusters Score: Raw -3250317.253025 + Penalty 1997.518094 = -3248319.734931 nChanged 17404 SP:Iteration 1F (3750.086109 sec): 3 clusters Score: Raw -3260476.016308 + Penalty 1997.518094 = -3258478.498215 nChanged 1760 SP:Iteration 2Q (3750.176789 sec): 3 clusters Score: Raw -3261217.689200 + Penalty 1997.518094 = -3259220.171106 nChanged 2061 SP:Iteration 3F (3750.268054 sec): 3 clusters Score: Raw -3262292.980341 + Penalty 1997.518094 = -3260295.462247 nChanged 2427 SP:Iteration 4F (3750.362434 sec): 3 clusters Score: Raw -3263931.478162 + Penalty 1997.518094 = -3261933.960068 nChanged 2771 SP:Iteration 5F (3750.448086 sec): 3 clusters Score: Raw -3266229.359057 + Penalty 1997.518094 = -3264231.840963 nChanged 2870 SP:Iteration 6F (3750.548818 sec): 3 clusters Score: Raw -3268923.554277 + Penalty 1997.518094 = -3266926.036183 nChanged 2370 SP:Iteration 7F (3750.639352 sec): 3 clusters Score: Raw -3271234.364606 + Penalty 1997.518094 = -3269236.846512 nChanged 1537 SP:Iteration 8Q (3750.737424 sec): 3 clusters Score: Raw -3272712.955515 + Penalty 1997.518094 = -3270715.437421 nChanged 816 SP:Iteration 9Q (3750.830861 sec): 3 clusters Score: Raw -3273480.586123 + Penalty 1997.518094 = -3271483.068029 nChanged 359 SP:Iteration 10Q (3750.917776 sec): 3 clusters Score: Raw -3273818.523915 + Penalty 1997.518094 = -3271821.005822 nChanged 131 SP:Iteration 11Q (3751.003845 sec): 3 clusters Score: Raw -3273955.875907 + Penalty 1997.518094 = -3271958.357813 nChanged 55 SP:Iteration 12Q (3751.091133 sec): 3 clusters Score: Raw -3274015.484105 + Penalty 1997.518094 = -3272017.966011 nChanged 22 SP:Iteration 13Q (3751.177171 sec): 3 clusters Score: Raw -3274040.274722 + Penalty 1997.518094 = -3272042.756628 nChanged 12 SP:Iteration 14Q (3751.261488 sec): 3 clusters Score: Raw -3274049.710649 + Penalty 1997.518094 = -3272052.192555 nChanged 8 SP:Iteration 15Q (3751.342808 sec): 3 clusters Score: Raw -3274053.089053 + Penalty 1997.518094 = -3272055.570959 nChanged 2 SP:Iteration 16Q (3751.428197 sec): 3 clusters Score: Raw -3274054.681203 + Penalty 1997.518094 = -3272057.163109 nChanged 1 SP:Iteration 17Q (3751.517210 sec): 3 clusters Score: Raw -3274055.259385 + Penalty 1997.518094 = -3272057.741291 nChanged 0 SP:Iteration 18F (3751.609408 sec): 3 clusters Score: Raw -3274055.259385 + Penalty 1997.518094 = -3272057.741291 nChanged 0 Trying to split cluster 4 (20055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3751.663624 sec): 2 clusters Score: Raw -1762278.171798 + Penalty 941.092209 = -1761337.079589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3751.739701 sec): 3 clusters Score: Raw -1749833.314225 + Penalty 1882.184418 = -1747951.129807 nChanged 9229 SP:Iteration 1F (3751.804508 sec): 3 clusters Score: Raw -1755135.768407 + Penalty 1882.184418 = -1753253.583989 nChanged 899 SP:Iteration 2Q (3751.877120 sec): 3 clusters Score: Raw -1755448.774538 + Penalty 1882.184418 = -1753566.590120 nChanged 867 SP:Iteration 3Q (3751.951746 sec): 3 clusters Score: Raw -1755800.440365 + Penalty 1882.184418 = -1753918.255947 nChanged 981 SP:Iteration 4Q (3752.035724 sec): 3 clusters Score: Raw -1756258.989843 + Penalty 1882.184418 = -1754376.805425 nChanged 1079 SP:Iteration 5F (3752.111489 sec): 3 clusters Score: Raw -1756871.072389 + Penalty 1882.184418 = -1754988.887971 nChanged 1186 SP:Iteration 6F (3752.181988 sec): 3 clusters Score: Raw -1757664.419037 + Penalty 1882.184418 = -1755782.234619 nChanged 1222 SP:Iteration 7F (3752.248295 sec): 3 clusters Score: Raw -1758549.050855 + Penalty 1882.184418 = -1756666.866437 nChanged 1181 SP:Iteration 8F (3752.329739 sec): 3 clusters Score: Raw -1759436.925294 + Penalty 1882.184418 = -1757554.740876 nChanged 979 SP:Iteration 9Q (3752.400650 sec): 3 clusters Score: Raw -1760127.252494 + Penalty 1882.184418 = -1758245.068076 nChanged 763 SP:Iteration 10Q (3752.475398 sec): 3 clusters Score: Raw -1760557.944032 + Penalty 1882.184418 = -1758675.759614 nChanged 515 SP:Iteration 11Q (3752.545706 sec): 3 clusters Score: Raw -1760792.808224 + Penalty 1882.184418 = -1758910.623806 nChanged 403 SP:Iteration 12Q (3752.609353 sec): 3 clusters Score: Raw -1760962.052573 + Penalty 1882.184418 = -1759079.868155 nChanged 384 SP:Iteration 13Q (3752.684971 sec): 3 clusters Score: Raw -1761115.683199 + Penalty 1882.184418 = -1759233.498781 nChanged 356 SP:Iteration 14Q (3752.765548 sec): 3 clusters Score: Raw -1761271.517639 + Penalty 1882.184418 = -1759389.333221 nChanged 359 SP:Iteration 15Q (3752.841021 sec): 3 clusters Score: Raw -1761434.936380 + Penalty 1882.184418 = -1759552.751962 nChanged 366 SP:Iteration 16Q (3752.904382 sec): 3 clusters Score: Raw -1761609.753625 + Penalty 1882.184418 = -1759727.569207 nChanged 321 SP:Iteration 17Q (3752.970811 sec): 3 clusters Score: Raw -1761758.331536 + Penalty 1882.184418 = -1759876.147118 nChanged 340 SP:Iteration 18Q (3753.051902 sec): 3 clusters Score: Raw -1761910.372376 + Penalty 1882.184418 = -1760028.187958 nChanged 328 SP:Iteration 19Q (3753.128872 sec): 3 clusters Score: Raw -1762078.724613 + Penalty 1882.184418 = -1760196.540195 nChanged 322 SP:Iteration 20F (3753.201426 sec): 3 clusters Score: Raw -1762269.932678 + Penalty 1882.184418 = -1760387.748260 nChanged 336 SP:Iteration 21Q (3753.272058 sec): 3 clusters Score: Raw -1762473.427229 + Penalty 1882.184418 = -1760591.242811 nChanged 299 SP:Iteration 22Q (3753.348367 sec): 3 clusters Score: Raw -1762670.633258 + Penalty 1882.184418 = -1760788.448840 nChanged 313 SP:Iteration 23Q (3753.413409 sec): 3 clusters Score: Raw -1762852.840232 + Penalty 1882.184418 = -1760970.655814 nChanged 247 SP:Iteration 24Q (3753.473596 sec): 3 clusters Score: Raw -1762967.118256 + Penalty 1882.184418 = -1761084.933838 nChanged 196 SP:Iteration 25Q (3753.542679 sec): 3 clusters Score: Raw -1763034.898364 + Penalty 1882.184418 = -1761152.713946 nChanged 159 SP:Iteration 26Q (3753.602744 sec): 3 clusters Score: Raw -1763077.893632 + Penalty 1882.184418 = -1761195.709214 nChanged 127 SP:Iteration 27Q (3753.681632 sec): 3 clusters Score: Raw -1763106.660981 + Penalty 1882.184418 = -1761224.476563 nChanged 96 SP:Iteration 28Q (3753.746401 sec): 3 clusters Score: Raw -1763126.512608 + Penalty 1882.184418 = -1761244.328190 nChanged 77 SP:Iteration 29Q (3753.813690 sec): 3 clusters Score: Raw -1763140.531472 + Penalty 1882.184418 = -1761258.347054 nChanged 74 SP:Iteration 30Q (3753.892558 sec): 3 clusters Score: Raw -1763152.996243 + Penalty 1882.184418 = -1761270.811825 nChanged 68 SP:Iteration 31Q (3753.943513 sec): 3 clusters Score: Raw -1763165.552039 + Penalty 1882.184418 = -1761283.367621 nChanged 69 SP:Iteration 32Q (3754.011443 sec): 3 clusters Score: Raw -1763178.165538 + Penalty 1882.184418 = -1761295.981121 nChanged 75 SP:Iteration 33Q (3754.069920 sec): 3 clusters Score: Raw -1763193.240546 + Penalty 1882.184418 = -1761311.056128 nChanged 81 SP:Iteration 34Q (3754.143112 sec): 3 clusters Score: Raw -1763207.392032 + Penalty 1882.184418 = -1761325.207614 nChanged 67 SP:Iteration 35Q (3754.198269 sec): 3 clusters Score: Raw -1763218.240741 + Penalty 1882.184418 = -1761336.056324 nChanged 53 SP:Iteration 36Q (3754.271422 sec): 3 clusters Score: Raw -1763225.569109 + Penalty 1882.184418 = -1761343.384692 nChanged 43 SP:Iteration 37Q (3754.339691 sec): 3 clusters Score: Raw -1763229.885365 + Penalty 1882.184418 = -1761347.700947 nChanged 35 SP:Iteration 38Q (3754.391297 sec): 3 clusters Score: Raw -1763233.091099 + Penalty 1882.184418 = -1761350.906681 nChanged 29 SP:Iteration 39Q (3754.468978 sec): 3 clusters Score: Raw -1763235.480251 + Penalty 1882.184418 = -1761353.295833 nChanged 32 SP:Iteration 40F (3754.533526 sec): 3 clusters Score: Raw -1763237.984472 + Penalty 1882.184418 = -1761355.800054 nChanged 19 SP:Iteration 41Q (3754.600301 sec): 3 clusters Score: Raw -1763239.565785 + Penalty 1882.184418 = -1761357.381367 nChanged 27 SP:Iteration 42Q (3754.674761 sec): 3 clusters Score: Raw -1763241.519721 + Penalty 1882.184418 = -1761359.335303 nChanged 19 SP:Iteration 43Q (3754.740025 sec): 3 clusters Score: Raw -1763242.791055 + Penalty 1882.184418 = -1761360.606637 nChanged 16 SP:Iteration 44Q (3754.807472 sec): 3 clusters Score: Raw -1763243.646288 + Penalty 1882.184418 = -1761361.461870 nChanged 15 SP:Iteration 45Q (3754.869147 sec): 3 clusters Score: Raw -1763244.526447 + Penalty 1882.184418 = -1761362.342029 nChanged 14 SP:Iteration 46Q (3754.935096 sec): 3 clusters Score: Raw -1763245.147510 + Penalty 1882.184418 = -1761362.963093 nChanged 10 SP:Iteration 47Q (3754.999556 sec): 3 clusters Score: Raw -1763245.633563 + Penalty 1882.184418 = -1761363.449145 nChanged 6 SP:Iteration 48Q (3755.066911 sec): 3 clusters Score: Raw -1763245.929040 + Penalty 1882.184418 = -1761363.744622 nChanged 5 SP:Iteration 49Q (3755.142240 sec): 3 clusters Score: Raw -1763246.204149 + Penalty 1882.184418 = -1761364.019731 nChanged 4 SP:Iteration 50Q (3755.210717 sec): 3 clusters Score: Raw -1763246.360745 + Penalty 1882.184418 = -1761364.176327 nChanged 5 SP:Iteration 51Q (3755.267449 sec): 3 clusters Score: Raw -1763246.718922 + Penalty 1882.184418 = -1761364.534504 nChanged 9 SP:Iteration 52Q (3755.336604 sec): 3 clusters Score: Raw -1763247.277145 + Penalty 1882.184418 = -1761365.092727 nChanged 11 SP:Iteration 53Q (3755.409187 sec): 3 clusters Score: Raw -1763247.707978 + Penalty 1882.184418 = -1761365.523560 nChanged 7 SP:Iteration 54Q (3755.479352 sec): 3 clusters Score: Raw -1763248.008159 + Penalty 1882.184418 = -1761365.823741 nChanged 9 SP:Iteration 55Q (3755.551317 sec): 3 clusters Score: Raw -1763248.416737 + Penalty 1882.184418 = -1761366.232320 nChanged 6 SP:Iteration 56Q (3755.622483 sec): 3 clusters Score: Raw -1763248.651811 + Penalty 1882.184418 = -1761366.467393 nChanged 4 SP:Iteration 57Q (3755.695869 sec): 3 clusters Score: Raw -1763248.837110 + Penalty 1882.184418 = -1761366.652692 nChanged 7 SP:Iteration 58Q (3755.771123 sec): 3 clusters Score: Raw -1763249.249127 + Penalty 1882.184418 = -1761367.064709 nChanged 12 SP:Iteration 59Q (3755.839015 sec): 3 clusters Score: Raw -1763249.967365 + Penalty 1882.184418 = -1761367.782947 nChanged 5 SP:Iteration 60F (3755.915994 sec): 3 clusters Score: Raw -1763250.168037 + Penalty 1882.184418 = -1761367.983620 nChanged 1 SP:Iteration 61Q (3755.989876 sec): 3 clusters Score: Raw -1763250.175479 + Penalty 1882.184418 = -1761367.991061 nChanged 0 SP:Iteration 62F (3756.063099 sec): 3 clusters Score: Raw -1763250.175479 + Penalty 1882.184418 = -1761367.991061 nChanged 0 Score: Raw -45232274.703784 + Penalty 46344.482851 = -45185930.220933 Splitting cluster 4 changes total score from -45186210.770844 to -45185930.220933 So it's not getting split. Trying to split cluster 5 (4019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3765.427114 sec): 2 clusters Score: Raw -362005.588732 + Penalty 788.384897 = -361217.203834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3765.480370 sec): 3 clusters Score: Raw -359777.085487 + Penalty 1576.769795 = -358200.315692 nChanged 1696 SP:Iteration 1F (3765.535160 sec): 3 clusters Score: Raw -360664.657851 + Penalty 1576.769795 = -359087.888056 nChanged 271 SP:Iteration 2F (3765.573695 sec): 3 clusters Score: Raw -360807.589914 + Penalty 1576.769795 = -359230.820119 nChanged 211 SP:Iteration 3F (3765.627775 sec): 3 clusters Score: Raw -360917.540562 + Penalty 1576.769795 = -359340.770767 nChanged 179 SP:Iteration 4Q (3765.690993 sec): 3 clusters Score: Raw -361007.594405 + Penalty 1576.769795 = -359430.824610 nChanged 182 SP:Iteration 5Q (3765.743834 sec): 3 clusters Score: Raw -361108.830101 + Penalty 1576.769795 = -359532.060307 nChanged 165 SP:Iteration 6Q (3765.786294 sec): 3 clusters Score: Raw -361217.050748 + Penalty 1576.769795 = -359640.280953 nChanged 204 SP:Iteration 7F (3765.840625 sec): 3 clusters Score: Raw -361372.020329 + Penalty 1576.769795 = -359795.250534 nChanged 218 SP:Iteration 8F (3765.903445 sec): 3 clusters Score: Raw -361571.474924 + Penalty 1576.769795 = -359994.705129 nChanged 215 SP:Iteration 9F (3765.945321 sec): 3 clusters Score: Raw -361778.626382 + Penalty 1576.769795 = -360201.856587 nChanged 175 SP:Iteration 10Q (3766.001012 sec): 3 clusters Score: Raw -361952.094586 + Penalty 1576.769795 = -360375.324791 nChanged 106 SP:Iteration 11Q (3766.065061 sec): 3 clusters Score: Raw -362040.679605 + Penalty 1576.769795 = -360463.909810 nChanged 59 SP:Iteration 12Q (3766.102651 sec): 3 clusters Score: Raw -362103.917943 + Penalty 1576.769795 = -360527.148148 nChanged 37 SP:Iteration 13Q (3766.159426 sec): 3 clusters Score: Raw -362150.662691 + Penalty 1576.769795 = -360573.892896 nChanged 30 SP:Iteration 14Q (3766.222314 sec): 3 clusters Score: Raw -362180.819284 + Penalty 1576.769795 = -360604.049489 nChanged 15 SP:Iteration 15Q (3766.264119 sec): 3 clusters Score: Raw -362192.092973 + Penalty 1576.769795 = -360615.323178 nChanged 7 SP:Iteration 16Q (3766.318164 sec): 3 clusters Score: Raw -362196.579236 + Penalty 1576.769795 = -360619.809441 nChanged 4 SP:Iteration 17Q (3766.372757 sec): 3 clusters Score: Raw -362198.834956 + Penalty 1576.769795 = -360622.065161 nChanged 1 SP:Iteration 18Q (3766.420972 sec): 3 clusters Score: Raw -362199.129038 + Penalty 1576.769795 = -360622.359243 nChanged 0 SP:Iteration 19F (3766.470983 sec): 3 clusters Score: Raw -362199.129038 + Penalty 1576.769795 = -360622.359243 nChanged 0 Trying to split cluster 6 (17445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3766.523287 sec): 2 clusters Score: Raw -1482827.395326 + Penalty 927.846794 = -1481899.548533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3766.595136 sec): 3 clusters Score: Raw -1472037.432053 + Penalty 1855.693587 = -1470181.738466 nChanged 8035 SP:Iteration 1F (3766.665598 sec): 3 clusters Score: Raw -1476582.030043 + Penalty 1855.693587 = -1474726.336456 nChanged 889 SP:Iteration 2F (3766.738335 sec): 3 clusters Score: Raw -1476948.589862 + Penalty 1855.693587 = -1475092.896275 nChanged 934 SP:Iteration 3F (3766.811387 sec): 3 clusters Score: Raw -1477412.525311 + Penalty 1855.693587 = -1475556.831724 nChanged 1008 SP:Iteration 4F (3766.879121 sec): 3 clusters Score: Raw -1478040.965449 + Penalty 1855.693587 = -1476185.271861 nChanged 1047 SP:Iteration 5F (3766.951545 sec): 3 clusters Score: Raw -1478770.382738 + Penalty 1855.693587 = -1476914.689150 nChanged 1104 SP:Iteration 6F (3767.008182 sec): 3 clusters Score: Raw -1479590.385814 + Penalty 1855.693587 = -1477734.692227 nChanged 1014 SP:Iteration 7F (3767.075999 sec): 3 clusters Score: Raw -1480336.513104 + Penalty 1855.693587 = -1478480.819517 nChanged 896 SP:Iteration 8F (3767.141502 sec): 3 clusters Score: Raw -1480933.247767 + Penalty 1855.693587 = -1479077.554180 nChanged 739 SP:Iteration 9Q (3767.220081 sec): 3 clusters Score: Raw -1481421.662437 + Penalty 1855.693587 = -1479565.968850 nChanged 589 SP:Iteration 10Q (3767.280637 sec): 3 clusters Score: Raw -1481831.345439 + Penalty 1855.693587 = -1479975.651852 nChanged 506 SP:Iteration 11Q (3767.345973 sec): 3 clusters Score: Raw -1482170.436355 + Penalty 1855.693587 = -1480314.742768 nChanged 358 SP:Iteration 12Q (3767.402516 sec): 3 clusters Score: Raw -1482421.637247 + Penalty 1855.693587 = -1480565.943659 nChanged 278 SP:Iteration 13Q (3767.462684 sec): 3 clusters Score: Raw -1482618.960867 + Penalty 1855.693587 = -1480763.267280 nChanged 167 SP:Iteration 14Q (3767.522771 sec): 3 clusters Score: Raw -1482743.281824 + Penalty 1855.693587 = -1480887.588237 nChanged 99 SP:Iteration 15Q (3767.581519 sec): 3 clusters Score: Raw -1482810.521233 + Penalty 1855.693587 = -1480954.827646 nChanged 72 SP:Iteration 16Q (3767.646389 sec): 3 clusters Score: Raw -1482860.015231 + Penalty 1855.693587 = -1481004.321643 nChanged 44 SP:Iteration 17Q (3767.710281 sec): 3 clusters Score: Raw -1482894.091742 + Penalty 1855.693587 = -1481038.398155 nChanged 30 SP:Iteration 18Q (3767.773245 sec): 3 clusters Score: Raw -1482927.407790 + Penalty 1855.693587 = -1481071.714203 nChanged 30 SP:Iteration 19Q (3767.826838 sec): 3 clusters Score: Raw -1482949.567187 + Penalty 1855.693587 = -1481093.873600 nChanged 21 SP:Iteration 20F (3767.893948 sec): 3 clusters Score: Raw -1482963.513194 + Penalty 1855.693587 = -1481107.819607 nChanged 7 SP:Iteration 21Q (3767.963219 sec): 3 clusters Score: Raw -1482969.419172 + Penalty 1855.693587 = -1481113.725585 nChanged 5 SP:Iteration 22Q (3768.033168 sec): 3 clusters Score: Raw -1482972.415743 + Penalty 1855.693587 = -1481116.722156 nChanged 4 SP:Iteration 23Q (3768.089856 sec): 3 clusters Score: Raw -1482975.984769 + Penalty 1855.693587 = -1481120.291182 nChanged 5 SP:Iteration 24Q (3768.160763 sec): 3 clusters Score: Raw -1482980.697123 + Penalty 1855.693587 = -1481125.003536 nChanged 3 SP:Iteration 25Q (3768.219632 sec): 3 clusters Score: Raw -1482981.935723 + Penalty 1855.693587 = -1481126.242136 nChanged 1 SP:Iteration 26Q (3768.289456 sec): 3 clusters Score: Raw -1482982.879097 + Penalty 1855.693587 = -1481127.185510 nChanged 3 SP:Iteration 27Q (3768.350003 sec): 3 clusters Score: Raw -1482984.667508 + Penalty 1855.693587 = -1481128.973920 nChanged 0 SP:Iteration 28F (3768.411490 sec): 3 clusters Score: Raw -1482984.667508 + Penalty 1855.693587 = -1481128.973920 nChanged 0 Trying to split cluster 7 (22946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3768.455826 sec): 2 clusters Score: Raw -2036528.252052 + Penalty 953.885396 = -2035574.366655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3768.528239 sec): 3 clusters Score: Raw -2022113.795660 + Penalty 1907.770793 = -2020206.024867 nChanged 10779 SP:Iteration 1F (3768.604025 sec): 3 clusters Score: Raw -2028024.398854 + Penalty 1907.770793 = -2026116.628062 nChanged 891 SP:Iteration 2Q (3768.687660 sec): 3 clusters Score: Raw -2028301.100721 + Penalty 1907.770793 = -2026393.329929 nChanged 900 SP:Iteration 3Q (3768.755951 sec): 3 clusters Score: Raw -2028612.116506 + Penalty 1907.770793 = -2026704.345714 nChanged 1000 SP:Iteration 4Q (3768.832285 sec): 3 clusters Score: Raw -2028983.374464 + Penalty 1907.770793 = -2027075.603672 nChanged 986 SP:Iteration 5Q (3768.904896 sec): 3 clusters Score: Raw -2029426.334024 + Penalty 1907.770793 = -2027518.563232 nChanged 1145 SP:Iteration 6Q (3768.988372 sec): 3 clusters Score: Raw -2030021.168940 + Penalty 1907.770793 = -2028113.398147 nChanged 1357 SP:Iteration 7F (3769.057238 sec): 3 clusters Score: Raw -2030840.169988 + Penalty 1907.770793 = -2028932.399195 nChanged 1477 SP:Iteration 8F (3769.133228 sec): 3 clusters Score: Raw -2031845.647651 + Penalty 1907.770793 = -2029937.876859 nChanged 1436 SP:Iteration 9F (3769.207696 sec): 3 clusters Score: Raw -2032933.124728 + Penalty 1907.770793 = -2031025.353936 nChanged 1377 SP:Iteration 10F (3769.274447 sec): 3 clusters Score: Raw -2034026.827166 + Penalty 1907.770793 = -2032119.056373 nChanged 1142 SP:Iteration 11Q (3769.355252 sec): 3 clusters Score: Raw -2035001.810593 + Penalty 1907.770793 = -2033094.039800 nChanged 819 SP:Iteration 12Q (3769.443087 sec): 3 clusters Score: Raw -2035690.040676 + Penalty 1907.770793 = -2033782.269884 nChanged 507 SP:Iteration 13Q (3769.521092 sec): 3 clusters Score: Raw -2036104.557577 + Penalty 1907.770793 = -2034196.786785 nChanged 293 SP:Iteration 14Q (3769.588573 sec): 3 clusters Score: Raw -2036367.953107 + Penalty 1907.770793 = -2034460.182314 nChanged 147 SP:Iteration 15Q (3769.664255 sec): 3 clusters Score: Raw -2036499.120945 + Penalty 1907.770793 = -2034591.350153 nChanged 69 SP:Iteration 16Q (3769.745155 sec): 3 clusters Score: Raw -2036562.994540 + Penalty 1907.770793 = -2034655.223748 nChanged 39 SP:Iteration 17Q (3769.820493 sec): 3 clusters Score: Raw -2036597.770292 + Penalty 1907.770793 = -2034689.999499 nChanged 24 SP:Iteration 18Q (3769.895269 sec): 3 clusters Score: Raw -2036618.211595 + Penalty 1907.770793 = -2034710.440803 nChanged 16 SP:Iteration 19Q (3769.953884 sec): 3 clusters Score: Raw -2036631.622722 + Penalty 1907.770793 = -2034723.851929 nChanged 12 SP:Iteration 20F (3770.030537 sec): 3 clusters Score: Raw -2036642.884208 + Penalty 1907.770793 = -2034735.113415 nChanged 8 SP:Iteration 21Q (3770.104924 sec): 3 clusters Score: Raw -2036651.502529 + Penalty 1907.770793 = -2034743.731736 nChanged 5 SP:Iteration 22Q (3770.168905 sec): 3 clusters Score: Raw -2036657.503297 + Penalty 1907.770793 = -2034749.732505 nChanged 7 SP:Iteration 23Q (3770.236054 sec): 3 clusters Score: Raw -2036667.074642 + Penalty 1907.770793 = -2034759.303850 nChanged 6 SP:Iteration 24Q (3770.306986 sec): 3 clusters Score: Raw -2036671.602858 + Penalty 1907.770793 = -2034763.832065 nChanged 4 SP:Iteration 25Q (3770.374425 sec): 3 clusters Score: Raw -2036675.970816 + Penalty 1907.770793 = -2034768.200023 nChanged 6 SP:Iteration 26Q (3770.441191 sec): 3 clusters Score: Raw -2036684.301323 + Penalty 1907.770793 = -2034776.530530 nChanged 6 SP:Iteration 27Q (3770.510922 sec): 3 clusters Score: Raw -2036690.004798 + Penalty 1907.770793 = -2034782.234006 nChanged 3 SP:Iteration 28Q (3770.579944 sec): 3 clusters Score: Raw -2036693.356994 + Penalty 1907.770793 = -2034785.586202 nChanged 2 SP:Iteration 29Q (3770.651707 sec): 3 clusters Score: Raw -2036697.594990 + Penalty 1907.770793 = -2034789.824197 nChanged 5 SP:Iteration 30Q (3770.726908 sec): 3 clusters Score: Raw -2036703.129833 + Penalty 1907.770793 = -2034795.359040 nChanged 1 SP:Iteration 31Q (3770.797473 sec): 3 clusters Score: Raw -2036703.793265 + Penalty 1907.770793 = -2034796.022473 nChanged 2 SP:Iteration 32Q (3770.876170 sec): 3 clusters Score: Raw -2036706.171802 + Penalty 1907.770793 = -2034798.401010 nChanged 0 SP:Iteration 33F (3770.937525 sec): 3 clusters Score: Raw -2036706.171802 + Penalty 1907.770793 = -2034798.401010 nChanged 0 Trying to split cluster 8 (1367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3770.962868 sec): 2 clusters Score: Raw -117657.601087 + Penalty 685.935514 = -116971.665573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3771.022335 sec): 3 clusters Score: Raw -117038.047135 + Penalty 1371.871029 = -115666.176106 nChanged 504 SP:Iteration 1F (3771.061282 sec): 3 clusters Score: Raw -117352.246993 + Penalty 1371.871029 = -115980.375964 nChanged 101 SP:Iteration 2F (3771.109787 sec): 3 clusters Score: Raw -117430.127699 + Penalty 1371.871029 = -116058.256670 nChanged 77 SP:Iteration 3F (3771.160131 sec): 3 clusters Score: Raw -117485.715011 + Penalty 1371.871029 = -116113.843982 nChanged 61 SP:Iteration 4Q (3771.211942 sec): 3 clusters Score: Raw -117525.596376 + Penalty 1371.871029 = -116153.725347 nChanged 48 SP:Iteration 5Q (3771.260841 sec): 3 clusters Score: Raw -117555.114816 + Penalty 1371.871029 = -116183.243787 nChanged 32 SP:Iteration 6Q (3771.311618 sec): 3 clusters Score: Raw -117577.033902 + Penalty 1371.871029 = -116205.162873 nChanged 20 SP:Iteration 7Q (3771.362133 sec): 3 clusters Score: Raw -117595.121305 + Penalty 1371.871029 = -116223.250276 nChanged 24 SP:Iteration 8Q (3771.410341 sec): 3 clusters Score: Raw -117608.383601 + Penalty 1371.871029 = -116236.512572 nChanged 18 SP:Iteration 9Q (3771.462271 sec): 3 clusters Score: Raw -117617.467960 + Penalty 1371.871029 = -116245.596931 nChanged 13 SP:Iteration 10Q (3771.521392 sec): 3 clusters Score: Raw -117624.638155 + Penalty 1371.871029 = -116252.767126 nChanged 15 SP:Iteration 11Q (3771.571634 sec): 3 clusters Score: Raw -117633.519910 + Penalty 1371.871029 = -116261.648881 nChanged 15 SP:Iteration 12Q (3771.617498 sec): 3 clusters Score: Raw -117639.801513 + Penalty 1371.871029 = -116267.930484 nChanged 8 SP:Iteration 13Q (3771.668874 sec): 3 clusters Score: Raw -117645.625825 + Penalty 1371.871029 = -116273.754796 nChanged 13 SP:Iteration 14Q (3771.716936 sec): 3 clusters Score: Raw -117651.913481 + Penalty 1371.871029 = -116280.042452 nChanged 11 SP:Iteration 15Q (3771.760614 sec): 3 clusters Score: Raw -117656.233184 + Penalty 1371.871029 = -116284.362155 nChanged 11 SP:Iteration 16Q (3771.810211 sec): 3 clusters Score: Raw -117660.895797 + Penalty 1371.871029 = -116289.024768 nChanged 7 SP:Iteration 17Q (3771.861152 sec): 3 clusters Score: Raw -117664.812096 + Penalty 1371.871029 = -116292.941067 nChanged 6 SP:Iteration 18Q (3771.918160 sec): 3 clusters Score: Raw -117669.347624 + Penalty 1371.871029 = -116297.476595 nChanged 9 SP:Iteration 19Q (3771.957054 sec): 3 clusters Score: Raw -117676.100958 + Penalty 1371.871029 = -116304.229929 nChanged 13 SP:Iteration 20F (3772.003327 sec): 3 clusters Score: Raw -117681.401372 + Penalty 1371.871029 = -116309.530343 nChanged 7 SP:Iteration 21Q (3772.052025 sec): 3 clusters Score: Raw -117683.676008 + Penalty 1371.871029 = -116311.804979 nChanged 3 SP:Iteration 22Q (3772.101294 sec): 3 clusters Score: Raw -117686.563286 + Penalty 1371.871029 = -116314.692257 nChanged 7 SP:Iteration 23Q (3772.143365 sec): 3 clusters Score: Raw -117691.158382 + Penalty 1371.871029 = -116319.287353 nChanged 6 SP:Iteration 24Q (3772.193362 sec): 3 clusters Score: Raw -117695.307085 + Penalty 1371.871029 = -116323.436056 nChanged 11 SP:Iteration 25Q (3772.235447 sec): 3 clusters Score: Raw -117702.533654 + Penalty 1371.871029 = -116330.662625 nChanged 9 SP:Iteration 26Q (3772.286141 sec): 3 clusters Score: Raw -117708.583318 + Penalty 1371.871029 = -116336.712289 nChanged 13 SP:Iteration 27Q (3772.343794 sec): 3 clusters Score: Raw -117716.086977 + Penalty 1371.871029 = -116344.215948 nChanged 8 SP:Iteration 28Q (3772.393938 sec): 3 clusters Score: Raw -117719.937863 + Penalty 1371.871029 = -116348.066834 nChanged 4 SP:Iteration 29Q (3772.433426 sec): 3 clusters Score: Raw -117721.522891 + Penalty 1371.871029 = -116349.651862 nChanged 2 SP:Iteration 30Q (3772.483645 sec): 3 clusters Score: Raw -117722.486882 + Penalty 1371.871029 = -116350.615853 nChanged 0 SP:Iteration 31F (3772.541923 sec): 3 clusters Score: Raw -117722.486882 + Penalty 1371.871029 = -116350.615853 nChanged 0 Trying to split cluster 9 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3772.569558 sec): 2 clusters Score: Raw -48567.033038 + Penalty 628.271501 = -47938.761538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3772.608739 sec): 3 clusters Score: Raw -48345.730176 + Penalty 1256.543001 = -47089.187175 nChanged 255 SP:Iteration 1F (3772.662026 sec): 3 clusters Score: Raw -48615.564908 + Penalty 1256.543001 = -47359.021906 nChanged 69 SP:Iteration 2F (3772.718673 sec): 3 clusters Score: Raw -48724.033794 + Penalty 1256.543001 = -47467.490793 nChanged 50 SP:Iteration 3F (3772.758581 sec): 3 clusters Score: Raw -48819.428888 + Penalty 1256.543001 = -47562.885887 nChanged 46 SP:Iteration 4F (3772.808519 sec): 3 clusters Score: Raw -48874.148504 + Penalty 1256.543001 = -47617.605502 nChanged 29 SP:Iteration 5Q (3772.858961 sec): 3 clusters Score: Raw -48911.541254 + Penalty 1256.543001 = -47654.998252 nChanged 18 SP:Iteration 6Q (3772.907340 sec): 3 clusters Score: Raw -48939.534416 + Penalty 1256.543001 = -47682.991414 nChanged 9 SP:Iteration 7Q (3772.958168 sec): 3 clusters Score: Raw -48946.431991 + Penalty 1256.543001 = -47689.888989 nChanged 6 SP:Iteration 8Q (3773.009003 sec): 3 clusters Score: Raw -48956.071206 + Penalty 1256.543001 = -47699.528204 nChanged 4 SP:Iteration 9Q (3773.056104 sec): 3 clusters Score: Raw -48959.009400 + Penalty 1256.543001 = -47702.466399 nChanged 2 SP:Iteration 10Q (3773.092983 sec): 3 clusters Score: Raw -48960.808430 + Penalty 1256.543001 = -47704.265429 nChanged 4 SP:Iteration 11Q (3773.145334 sec): 3 clusters Score: Raw -48963.942962 + Penalty 1256.543001 = -47707.399961 nChanged 5 SP:Iteration 12Q (3773.187078 sec): 3 clusters Score: Raw -48974.443215 + Penalty 1256.543001 = -47717.900213 nChanged 6 SP:Iteration 13Q (3773.237185 sec): 3 clusters Score: Raw -48984.043577 + Penalty 1256.543001 = -47727.500576 nChanged 5 SP:Iteration 14Q (3773.288771 sec): 3 clusters Score: Raw -48988.369050 + Penalty 1256.543001 = -47731.826048 nChanged 5 SP:Iteration 15Q (3773.331455 sec): 3 clusters Score: Raw -48997.082810 + Penalty 1256.543001 = -47740.539808 nChanged 9 SP:Iteration 16Q (3773.382859 sec): 3 clusters Score: Raw -49012.807111 + Penalty 1256.543001 = -47756.264109 nChanged 5 SP:Iteration 17Q (3773.434383 sec): 3 clusters Score: Raw -49017.357809 + Penalty 1256.543001 = -47760.814808 nChanged 7 SP:Iteration 18Q (3773.479739 sec): 3 clusters Score: Raw -49029.860024 + Penalty 1256.543001 = -47773.317023 nChanged 6 SP:Iteration 19Q (3773.523433 sec): 3 clusters Score: Raw -49036.378201 + Penalty 1256.543001 = -47779.835199 nChanged 3 SP:Iteration 20F (3773.574384 sec): 3 clusters Score: Raw -49040.383113 + Penalty 1256.543001 = -47783.840112 nChanged 2 SP:Iteration 21Q (3773.619895 sec): 3 clusters Score: Raw -49042.929250 + Penalty 1256.543001 = -47786.386249 nChanged 2 SP:Iteration 22Q (3773.668703 sec): 3 clusters Score: Raw -49045.709653 + Penalty 1256.543001 = -47789.166652 nChanged 2 SP:Iteration 23Q (3773.725433 sec): 3 clusters Score: Raw -49047.387401 + Penalty 1256.543001 = -47790.844400 nChanged 1 SP:Iteration 24Q (3773.779601 sec): 3 clusters Score: Raw -49048.395348 + Penalty 1256.543001 = -47791.852346 nChanged 0 SP:Iteration 25F (3773.827442 sec): 3 clusters Score: Raw -49048.395348 + Penalty 1256.543001 = -47791.852346 nChanged 0 Trying to split cluster 10 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3773.856133 sec): 2 clusters Score: Raw -46844.805117 + Penalty 619.598816 = -46225.206301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3773.893368 sec): 3 clusters Score: Raw -46659.931102 + Penalty 1239.197632 = -45420.733470 nChanged 243 SP:Iteration 1F (3773.951090 sec): 3 clusters Score: Raw -46966.649679 + Penalty 1239.197632 = -45727.452047 nChanged 60 SP:Iteration 2F (3773.997406 sec): 3 clusters Score: Raw -47039.563246 + Penalty 1239.197632 = -45800.365614 nChanged 22 SP:Iteration 3Q (3774.041722 sec): 3 clusters Score: Raw -47064.217870 + Penalty 1239.197632 = -45825.020239 nChanged 13 SP:Iteration 4Q (3774.090930 sec): 3 clusters Score: Raw -47078.464123 + Penalty 1239.197632 = -45839.266491 nChanged 13 SP:Iteration 5Q (3774.139444 sec): 3 clusters Score: Raw -47101.146699 + Penalty 1239.197632 = -45861.949067 nChanged 14 SP:Iteration 6Q (3774.175496 sec): 3 clusters Score: Raw -47124.079215 + Penalty 1239.197632 = -45884.881583 nChanged 12 SP:Iteration 7Q (3774.225231 sec): 3 clusters Score: Raw -47139.336127 + Penalty 1239.197632 = -45900.138496 nChanged 7 SP:Iteration 8Q (3774.275800 sec): 3 clusters Score: Raw -47146.158901 + Penalty 1239.197632 = -45906.961270 nChanged 2 SP:Iteration 9Q (3774.324883 sec): 3 clusters Score: Raw -47148.277038 + Penalty 1239.197632 = -45909.079407 nChanged 1 SP:Iteration 10Q (3774.373762 sec): 3 clusters Score: Raw -47153.159332 + Penalty 1239.197632 = -45913.961700 nChanged 2 SP:Iteration 11Q (3774.418364 sec): 3 clusters Score: Raw -47155.148275 + Penalty 1239.197632 = -45915.950643 nChanged 1 SP:Iteration 12Q (3774.469764 sec): 3 clusters Score: Raw -47155.851225 + Penalty 1239.197632 = -45916.653593 nChanged 0 SP:Iteration 13F (3774.520771 sec): 3 clusters Score: Raw -47155.851225 + Penalty 1239.197632 = -45916.653593 nChanged 0 Trying to split cluster 11 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3774.547536 sec): 2 clusters Score: Raw -17245.899172 + Penalty 522.619530 = -16723.279642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3774.594824 sec): 3 clusters Score: Raw -17266.379286 + Penalty 1045.239060 = -16221.140226 nChanged 49 SP:Iteration 1F (3774.641497 sec): 3 clusters Score: Raw -17355.967233 + Penalty 1045.239060 = -16310.728173 nChanged 18 SP:Iteration 2F (3774.690978 sec): 3 clusters Score: Raw -17401.848037 + Penalty 1045.239060 = -16356.608977 nChanged 6 SP:Iteration 3Q (3774.746563 sec): 3 clusters Score: Raw -17408.826738 + Penalty 1045.239060 = -16363.587678 nChanged 2 SP:Iteration 4Q (3774.796094 sec): 3 clusters Score: Raw -17412.022927 + Penalty 1045.239060 = -16366.783867 nChanged 0 SP:Iteration 5F (3774.834980 sec): 3 clusters Score: Raw -17412.022927 + Penalty 1045.239060 = -16366.783867 nChanged 0 Trying to split cluster 12 (2653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3774.861576 sec): 2 clusters Score: Raw -220744.649057 + Penalty 748.927404 = -219995.721653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3774.907092 sec): 3 clusters Score: Raw -219391.303950 + Penalty 1497.854807 = -217893.449143 nChanged 1075 SP:Iteration 1F (3774.963922 sec): 3 clusters Score: Raw -219993.072708 + Penalty 1497.854807 = -218495.217900 nChanged 186 SP:Iteration 2F (3775.011041 sec): 3 clusters Score: Raw -220081.046309 + Penalty 1497.854807 = -218583.191501 nChanged 126 SP:Iteration 3Q (3775.050625 sec): 3 clusters Score: Raw -220135.610041 + Penalty 1497.854807 = -218637.755234 nChanged 89 SP:Iteration 4Q (3775.096000 sec): 3 clusters Score: Raw -220176.136279 + Penalty 1497.854807 = -218678.281472 nChanged 81 SP:Iteration 5Q (3775.156147 sec): 3 clusters Score: Raw -220204.354967 + Penalty 1497.854807 = -218706.500160 nChanged 52 SP:Iteration 6Q (3775.200911 sec): 3 clusters Score: Raw -220224.835807 + Penalty 1497.854807 = -218726.980999 nChanged 53 SP:Iteration 7Q (3775.249015 sec): 3 clusters Score: Raw -220251.689595 + Penalty 1497.854807 = -218753.834788 nChanged 64 SP:Iteration 8Q (3775.301524 sec): 3 clusters Score: Raw -220279.522812 + Penalty 1497.854807 = -218781.668004 nChanged 53 SP:Iteration 9Q (3775.347879 sec): 3 clusters Score: Raw -220304.979196 + Penalty 1497.854807 = -218807.124388 nChanged 52 SP:Iteration 10Q (3775.401534 sec): 3 clusters Score: Raw -220326.159795 + Penalty 1497.854807 = -218828.304987 nChanged 45 SP:Iteration 11Q (3775.443198 sec): 3 clusters Score: Raw -220347.967875 + Penalty 1497.854807 = -218850.113068 nChanged 47 SP:Iteration 12Q (3775.496219 sec): 3 clusters Score: Raw -220369.854260 + Penalty 1497.854807 = -218871.999452 nChanged 46 SP:Iteration 13Q (3775.543632 sec): 3 clusters Score: Raw -220389.857238 + Penalty 1497.854807 = -218892.002431 nChanged 40 SP:Iteration 14Q (3775.593894 sec): 3 clusters Score: Raw -220405.604387 + Penalty 1497.854807 = -218907.749580 nChanged 34 SP:Iteration 15Q (3775.657612 sec): 3 clusters Score: Raw -220420.484987 + Penalty 1497.854807 = -218922.630180 nChanged 34 SP:Iteration 16Q (3775.699292 sec): 3 clusters Score: Raw -220436.193724 + Penalty 1497.854807 = -218938.338916 nChanged 35 SP:Iteration 17Q (3775.752712 sec): 3 clusters Score: Raw -220450.337696 + Penalty 1497.854807 = -218952.482889 nChanged 27 SP:Iteration 18Q (3775.807855 sec): 3 clusters Score: Raw -220460.100962 + Penalty 1497.854807 = -218962.246154 nChanged 22 SP:Iteration 19Q (3775.857178 sec): 3 clusters Score: Raw -220466.279075 + Penalty 1497.854807 = -218968.424267 nChanged 19 SP:Iteration 20F (3775.908032 sec): 3 clusters Score: Raw -220474.918156 + Penalty 1497.854807 = -218977.063349 nChanged 26 SP:Iteration 21Q (3775.955350 sec): 3 clusters Score: Raw -220482.552533 + Penalty 1497.854807 = -218984.697725 nChanged 22 SP:Iteration 22Q (3776.005643 sec): 3 clusters Score: Raw -220489.869581 + Penalty 1497.854807 = -218992.014773 nChanged 21 SP:Iteration 23Q (3776.054591 sec): 3 clusters Score: Raw -220496.931852 + Penalty 1497.854807 = -218999.077045 nChanged 17 SP:Iteration 24Q (3776.103548 sec): 3 clusters Score: Raw -220504.087045 + Penalty 1497.854807 = -219006.232237 nChanged 20 SP:Iteration 25Q (3776.158758 sec): 3 clusters Score: Raw -220509.469214 + Penalty 1497.854807 = -219011.614407 nChanged 18 SP:Iteration 26Q (3776.213663 sec): 3 clusters Score: Raw -220513.910336 + Penalty 1497.854807 = -219016.055529 nChanged 16 SP:Iteration 27Q (3776.249426 sec): 3 clusters Score: Raw -220519.681299 + Penalty 1497.854807 = -219021.826492 nChanged 14 SP:Iteration 28Q (3776.305256 sec): 3 clusters Score: Raw -220527.252197 + Penalty 1497.854807 = -219029.397389 nChanged 15 SP:Iteration 29Q (3776.363068 sec): 3 clusters Score: Raw -220532.969104 + Penalty 1497.854807 = -219035.114296 nChanged 19 SP:Iteration 30Q (3776.406789 sec): 3 clusters Score: Raw -220540.671222 + Penalty 1497.854807 = -219042.816415 nChanged 16 SP:Iteration 31Q (3776.468437 sec): 3 clusters Score: Raw -220545.309213 + Penalty 1497.854807 = -219047.454406 nChanged 11 SP:Iteration 32Q (3776.508936 sec): 3 clusters Score: Raw -220548.646925 + Penalty 1497.854807 = -219050.792118 nChanged 11 SP:Iteration 33Q (3776.564664 sec): 3 clusters Score: Raw -220553.575577 + Penalty 1497.854807 = -219055.720769 nChanged 16 SP:Iteration 34Q (3776.609790 sec): 3 clusters Score: Raw -220558.322221 + Penalty 1497.854807 = -219060.467414 nChanged 13 SP:Iteration 35Q (3776.649194 sec): 3 clusters Score: Raw -220562.328094 + Penalty 1497.854807 = -219064.473287 nChanged 18 SP:Iteration 36Q (3776.695917 sec): 3 clusters Score: Raw -220569.330058 + Penalty 1497.854807 = -219071.475251 nChanged 20 SP:Iteration 37Q (3776.736114 sec): 3 clusters Score: Raw -220577.617185 + Penalty 1497.854807 = -219079.762378 nChanged 22 SP:Iteration 38Q (3776.773131 sec): 3 clusters Score: Raw -220584.948519 + Penalty 1497.854807 = -219087.093712 nChanged 22 SP:Iteration 39Q (3776.817242 sec): 3 clusters Score: Raw -220591.023061 + Penalty 1497.854807 = -219093.168253 nChanged 20 SP:Iteration 40F (3776.861662 sec): 3 clusters Score: Raw -220597.685609 + Penalty 1497.854807 = -219099.830802 nChanged 15 SP:Iteration 41Q (3776.905632 sec): 3 clusters Score: Raw -220601.960147 + Penalty 1497.854807 = -219104.105340 nChanged 17 SP:Iteration 42Q (3776.949753 sec): 3 clusters Score: Raw -220607.289097 + Penalty 1497.854807 = -219109.434289 nChanged 20 SP:Iteration 43Q (3776.988206 sec): 3 clusters Score: Raw -220613.935084 + Penalty 1497.854807 = -219116.080277 nChanged 14 SP:Iteration 44Q (3777.037281 sec): 3 clusters Score: Raw -220618.207061 + Penalty 1497.854807 = -219120.352254 nChanged 18 SP:Iteration 45Q (3777.089954 sec): 3 clusters Score: Raw -220625.221524 + Penalty 1497.854807 = -219127.366717 nChanged 12 SP:Iteration 46Q (3777.122422 sec): 3 clusters Score: Raw -220630.827304 + Penalty 1497.854807 = -219132.972497 nChanged 22 SP:Iteration 47Q (3777.165662 sec): 3 clusters Score: Raw -220641.121169 + Penalty 1497.854807 = -219143.266361 nChanged 20 SP:Iteration 48Q (3777.209730 sec): 3 clusters Score: Raw -220647.890510 + Penalty 1497.854807 = -219150.035702 nChanged 18 SP:Iteration 49Q (3777.254151 sec): 3 clusters Score: Raw -220655.134366 + Penalty 1497.854807 = -219157.279559 nChanged 16 SP:Iteration 50Q (3777.297907 sec): 3 clusters Score: Raw -220662.962099 + Penalty 1497.854807 = -219165.107292 nChanged 18 SP:Iteration 51Q (3777.342100 sec): 3 clusters Score: Raw -220670.092563 + Penalty 1497.854807 = -219172.237756 nChanged 19 SP:Iteration 52Q (3777.386144 sec): 3 clusters Score: Raw -220677.937262 + Penalty 1497.854807 = -219180.082455 nChanged 15 SP:Iteration 53Q (3777.430252 sec): 3 clusters Score: Raw -220685.212256 + Penalty 1497.854807 = -219187.357449 nChanged 13 SP:Iteration 54Q (3777.474021 sec): 3 clusters Score: Raw -220690.315158 + Penalty 1497.854807 = -219192.460350 nChanged 17 SP:Iteration 55Q (3777.518089 sec): 3 clusters Score: Raw -220697.393965 + Penalty 1497.854807 = -219199.539157 nChanged 20 SP:Iteration 56Q (3777.559898 sec): 3 clusters Score: Raw -220703.764561 + Penalty 1497.854807 = -219205.909754 nChanged 12 SP:Iteration 57Q (3777.605241 sec): 3 clusters Score: Raw -220709.466644 + Penalty 1497.854807 = -219211.611837 nChanged 14 SP:Iteration 58Q (3777.643225 sec): 3 clusters Score: Raw -220717.996081 + Penalty 1497.854807 = -219220.141274 nChanged 17 SP:Iteration 59Q (3777.684194 sec): 3 clusters Score: Raw -220727.165848 + Penalty 1497.854807 = -219229.311041 nChanged 20 SP:Iteration 60F (3777.737768 sec): 3 clusters Score: Raw -220744.316353 + Penalty 1497.854807 = -219246.461546 nChanged 21 SP:Iteration 61Q (3777.767122 sec): 3 clusters Score: Raw -220757.853200 + Penalty 1497.854807 = -219259.998392 nChanged 16 SP:Iteration 62Q (3777.809554 sec): 3 clusters Score: Raw -220763.980576 + Penalty 1497.854807 = -219266.125769 nChanged 14 SP:Iteration 63Q (3777.853942 sec): 3 clusters Score: Raw -220770.227083 + Penalty 1497.854807 = -219272.372276 nChanged 15 SP:Iteration 64Q (3777.903706 sec): 3 clusters Score: Raw -220776.919285 + Penalty 1497.854807 = -219279.064478 nChanged 11 SP:Iteration 65Q (3777.948063 sec): 3 clusters Score: Raw -220781.642059 + Penalty 1497.854807 = -219283.787252 nChanged 10 SP:Iteration 66Q (3778.001204 sec): 3 clusters Score: Raw -220785.087729 + Penalty 1497.854807 = -219287.232922 nChanged 8 SP:Iteration 67Q (3778.052195 sec): 3 clusters Score: Raw -220787.949897 + Penalty 1497.854807 = -219290.095089 nChanged 9 SP:Iteration 68Q (3778.106380 sec): 3 clusters Score: Raw -220791.086073 + Penalty 1497.854807 = -219293.231266 nChanged 10 SP:Iteration 69Q (3778.156386 sec): 3 clusters Score: Raw -220795.089082 + Penalty 1497.854807 = -219297.234274 nChanged 6 SP:Iteration 70Q (3778.205772 sec): 3 clusters Score: Raw -220799.690021 + Penalty 1497.854807 = -219301.835214 nChanged 9 SP:Iteration 71Q (3778.247950 sec): 3 clusters Score: Raw -220803.715612 + Penalty 1497.854807 = -219305.860805 nChanged 12 SP:Iteration 72Q (3778.310612 sec): 3 clusters Score: Raw -220809.977250 + Penalty 1497.854807 = -219312.122442 nChanged 11 SP:Iteration 73Q (3778.356927 sec): 3 clusters Score: Raw -220815.006330 + Penalty 1497.854807 = -219317.151523 nChanged 13 SP:Iteration 74Q (3778.409660 sec): 3 clusters Score: Raw -220824.722099 + Penalty 1497.854807 = -219326.867292 nChanged 17 SP:Iteration 75Q (3778.458317 sec): 3 clusters Score: Raw -220836.174528 + Penalty 1497.854807 = -219338.319720 nChanged 21 SP:Iteration 76Q (3778.504058 sec): 3 clusters Score: Raw -220847.484847 + Penalty 1497.854807 = -219349.630040 nChanged 19 SP:Iteration 77Q (3778.556143 sec): 3 clusters Score: Raw -220856.478972 + Penalty 1497.854807 = -219358.624165 nChanged 17 SP:Iteration 78Q (3778.609004 sec): 3 clusters Score: Raw -220864.635325 + Penalty 1497.854807 = -219366.780517 nChanged 12 SP:Iteration 79Q (3778.653398 sec): 3 clusters Score: Raw -220869.134714 + Penalty 1497.854807 = -219371.279907 nChanged 7 SP:Iteration 80F (3778.696244 sec): 3 clusters Score: Raw -220873.058702 + Penalty 1497.854807 = -219375.203895 nChanged 6 SP:Iteration 81Q (3778.736309 sec): 3 clusters Score: Raw -220874.288531 + Penalty 1497.854807 = -219376.433724 nChanged 3 SP:Iteration 82Q (3778.781547 sec): 3 clusters Score: Raw -220875.477604 + Penalty 1497.854807 = -219377.622797 nChanged 1 SP:Iteration 83Q (3778.835230 sec): 3 clusters Score: Raw -220875.847152 + Penalty 1497.854807 = -219377.992344 nChanged 0 SP:Iteration 84F (3778.890347 sec): 3 clusters Score: Raw -220875.847152 + Penalty 1497.854807 = -219377.992344 nChanged 0 Trying to split cluster 13 (26076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3778.940924 sec): 2 clusters Score: Raw -2105224.745154 + Penalty 966.033210 = -2104258.711944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3779.017564 sec): 3 clusters Score: Raw -2088826.982076 + Penalty 1932.066420 = -2086894.915656 nChanged 12191 SP:Iteration 1F (3779.100037 sec): 3 clusters Score: Raw -2095691.796250 + Penalty 1932.066420 = -2093759.729830 nChanged 1270 SP:Iteration 2Q (3779.182581 sec): 3 clusters Score: Raw -2096196.470091 + Penalty 1932.066420 = -2094264.403672 nChanged 1332 SP:Iteration 3F (3779.264837 sec): 3 clusters Score: Raw -2096781.937613 + Penalty 1932.066420 = -2094849.871194 nChanged 1376 SP:Iteration 4F (3779.347571 sec): 3 clusters Score: Raw -2097500.307096 + Penalty 1932.066420 = -2095568.240677 nChanged 1439 SP:Iteration 5F (3779.433164 sec): 3 clusters Score: Raw -2098389.063098 + Penalty 1932.066420 = -2096456.996679 nChanged 1515 SP:Iteration 6F (3779.513477 sec): 3 clusters Score: Raw -2099423.592738 + Penalty 1932.066420 = -2097491.526318 nChanged 1528 SP:Iteration 7F (3779.595833 sec): 3 clusters Score: Raw -2100443.874827 + Penalty 1932.066420 = -2098511.808407 nChanged 1394 SP:Iteration 8F (3779.674083 sec): 3 clusters Score: Raw -2101355.371170 + Penalty 1932.066420 = -2099423.304750 nChanged 1164 SP:Iteration 9Q (3779.755592 sec): 3 clusters Score: Raw -2102003.969542 + Penalty 1932.066420 = -2100071.903123 nChanged 885 SP:Iteration 10Q (3779.837709 sec): 3 clusters Score: Raw -2102405.238092 + Penalty 1932.066420 = -2100473.171672 nChanged 678 SP:Iteration 11Q (3779.921977 sec): 3 clusters Score: Raw -2102638.332799 + Penalty 1932.066420 = -2100706.266380 nChanged 492 SP:Iteration 12Q (3779.991658 sec): 3 clusters Score: Raw -2102795.371908 + Penalty 1932.066420 = -2100863.305488 nChanged 423 SP:Iteration 13Q (3780.073202 sec): 3 clusters Score: Raw -2102929.950046 + Penalty 1932.066420 = -2100997.883627 nChanged 376 SP:Iteration 14Q (3780.162684 sec): 3 clusters Score: Raw -2103044.419016 + Penalty 1932.066420 = -2101112.352596 nChanged 356 SP:Iteration 15Q (3780.232732 sec): 3 clusters Score: Raw -2103144.178923 + Penalty 1932.066420 = -2101212.112503 nChanged 341 SP:Iteration 16Q (3780.319101 sec): 3 clusters Score: Raw -2103230.533327 + Penalty 1932.066420 = -2101298.466907 nChanged 300 SP:Iteration 17Q (3780.401172 sec): 3 clusters Score: Raw -2103289.607837 + Penalty 1932.066420 = -2101357.541418 nChanged 226 SP:Iteration 18Q (3780.482754 sec): 3 clusters Score: Raw -2103322.662881 + Penalty 1932.066420 = -2101390.596461 nChanged 170 SP:Iteration 19Q (3780.553785 sec): 3 clusters Score: Raw -2103347.058889 + Penalty 1932.066420 = -2101414.992469 nChanged 149 SP:Iteration 20F (3780.644697 sec): 3 clusters Score: Raw -2103369.161550 + Penalty 1932.066420 = -2101437.095130 nChanged 145 SP:Iteration 21Q (3780.719349 sec): 3 clusters Score: Raw -2103387.700893 + Penalty 1932.066420 = -2101455.634473 nChanged 131 SP:Iteration 22Q (3780.802501 sec): 3 clusters Score: Raw -2103405.768098 + Penalty 1932.066420 = -2101473.701678 nChanged 117 SP:Iteration 23Q (3780.888060 sec): 3 clusters Score: Raw -2103421.825799 + Penalty 1932.066420 = -2101489.759380 nChanged 104 SP:Iteration 24Q (3780.965389 sec): 3 clusters Score: Raw -2103436.540228 + Penalty 1932.066420 = -2101504.473808 nChanged 105 SP:Iteration 25Q (3781.043373 sec): 3 clusters Score: Raw -2103448.255178 + Penalty 1932.066420 = -2101516.188758 nChanged 95 SP:Iteration 26Q (3781.121214 sec): 3 clusters Score: Raw -2103457.758296 + Penalty 1932.066420 = -2101525.691877 nChanged 74 SP:Iteration 27Q (3781.200854 sec): 3 clusters Score: Raw -2103464.309445 + Penalty 1932.066420 = -2101532.243025 nChanged 70 SP:Iteration 28Q (3781.272227 sec): 3 clusters Score: Raw -2103468.843256 + Penalty 1932.066420 = -2101536.776836 nChanged 53 SP:Iteration 29Q (3781.348007 sec): 3 clusters Score: Raw -2103472.578205 + Penalty 1932.066420 = -2101540.511786 nChanged 54 SP:Iteration 30Q (3781.421374 sec): 3 clusters Score: Raw -2103476.016260 + Penalty 1932.066420 = -2101543.949840 nChanged 52 SP:Iteration 31Q (3781.512386 sec): 3 clusters Score: Raw -2103480.469101 + Penalty 1932.066420 = -2101548.402681 nChanged 64 SP:Iteration 32Q (3781.574730 sec): 3 clusters Score: Raw -2103485.612754 + Penalty 1932.066420 = -2101553.546335 nChanged 59 SP:Iteration 33Q (3781.656903 sec): 3 clusters Score: Raw -2103489.433817 + Penalty 1932.066420 = -2101557.367397 nChanged 43 SP:Iteration 34Q (3781.742168 sec): 3 clusters Score: Raw -2103492.982297 + Penalty 1932.066420 = -2101560.915877 nChanged 51 SP:Iteration 35Q (3781.827678 sec): 3 clusters Score: Raw -2103496.960793 + Penalty 1932.066420 = -2101564.894373 nChanged 46 SP:Iteration 36Q (3781.910137 sec): 3 clusters Score: Raw -2103499.994646 + Penalty 1932.066420 = -2101567.928227 nChanged 58 SP:Iteration 37Q (3781.988484 sec): 3 clusters Score: Raw -2103504.156658 + Penalty 1932.066420 = -2101572.090238 nChanged 50 SP:Iteration 38Q (3782.080064 sec): 3 clusters Score: Raw -2103507.077862 + Penalty 1932.066420 = -2101575.011442 nChanged 39 SP:Iteration 39Q (3782.142841 sec): 3 clusters Score: Raw -2103509.263169 + Penalty 1932.066420 = -2101577.196749 nChanged 36 SP:Iteration 40F (3782.227093 sec): 3 clusters Score: Raw -2103510.919689 + Penalty 1932.066420 = -2101578.853269 nChanged 30 SP:Iteration 41Q (3782.320280 sec): 3 clusters Score: Raw -2103512.227590 + Penalty 1932.066420 = -2101580.161171 nChanged 26 SP:Iteration 42Q (3782.404948 sec): 3 clusters Score: Raw -2103513.379882 + Penalty 1932.066420 = -2101581.313462 nChanged 23 SP:Iteration 43Q (3782.474884 sec): 3 clusters Score: Raw -2103514.103231 + Penalty 1932.066420 = -2101582.036812 nChanged 18 SP:Iteration 44Q (3782.566002 sec): 3 clusters Score: Raw -2103514.676292 + Penalty 1932.066420 = -2101582.609873 nChanged 9 SP:Iteration 45Q (3782.643174 sec): 3 clusters Score: Raw -2103514.896235 + Penalty 1932.066420 = -2101582.829816 nChanged 9 SP:Iteration 46Q (3782.731761 sec): 3 clusters Score: Raw -2103515.230282 + Penalty 1932.066420 = -2101583.163862 nChanged 6 SP:Iteration 47Q (3782.803560 sec): 3 clusters Score: Raw -2103515.408794 + Penalty 1932.066420 = -2101583.342374 nChanged 6 SP:Iteration 48Q (3782.898254 sec): 3 clusters Score: Raw -2103515.712853 + Penalty 1932.066420 = -2101583.646433 nChanged 9 SP:Iteration 49Q (3782.982155 sec): 3 clusters Score: Raw -2103516.056394 + Penalty 1932.066420 = -2101583.989974 nChanged 9 SP:Iteration 50Q (3783.052253 sec): 3 clusters Score: Raw -2103516.294566 + Penalty 1932.066420 = -2101584.228146 nChanged 6 SP:Iteration 51Q (3783.140893 sec): 3 clusters Score: Raw -2103516.370630 + Penalty 1932.066420 = -2101584.304210 nChanged 4 SP:Iteration 52Q (3783.216746 sec): 3 clusters Score: Raw -2103516.455303 + Penalty 1932.066420 = -2101584.388883 nChanged 5 SP:Iteration 53Q (3783.300558 sec): 3 clusters Score: Raw -2103516.555572 + Penalty 1932.066420 = -2101584.489152 nChanged 5 SP:Iteration 54Q (3783.389167 sec): 3 clusters Score: Raw -2103516.640582 + Penalty 1932.066420 = -2101584.574162 nChanged 5 SP:Iteration 55Q (3783.465274 sec): 3 clusters Score: Raw -2103516.746921 + Penalty 1932.066420 = -2101584.680501 nChanged 4 SP:Iteration 56Q (3783.526017 sec): 3 clusters Score: Raw -2103516.866277 + Penalty 1932.066420 = -2101584.799858 nChanged 2 SP:Iteration 57Q (3783.607736 sec): 3 clusters Score: Raw -2103516.939773 + Penalty 1932.066420 = -2101584.873353 nChanged 3 SP:Iteration 58Q (3783.676803 sec): 3 clusters Score: Raw -2103516.964780 + Penalty 1932.066420 = -2101584.898360 nChanged 1 SP:Iteration 59Q (3783.758154 sec): 3 clusters Score: Raw -2103516.977099 + Penalty 1932.066420 = -2101584.910679 nChanged 1 SP:Iteration 60F (3783.827538 sec): 3 clusters Score: Raw -2103517.000276 + Penalty 1932.066420 = -2101584.933857 nChanged 2 SP:Iteration 61Q (3783.900497 sec): 3 clusters Score: Raw -2103517.055189 + Penalty 1932.066420 = -2101584.988769 nChanged 2 SP:Iteration 62Q (3783.976489 sec): 3 clusters Score: Raw -2103517.120417 + Penalty 1932.066420 = -2101585.053997 nChanged 2 SP:Iteration 63Q (3784.058012 sec): 3 clusters Score: Raw -2103517.146295 + Penalty 1932.066420 = -2101585.079875 nChanged 1 SP:Iteration 64Q (3784.141933 sec): 3 clusters Score: Raw -2103517.176705 + Penalty 1932.066420 = -2101585.110285 nChanged 1 SP:Iteration 65Q (3784.223167 sec): 3 clusters Score: Raw -2103517.185440 + Penalty 1932.066420 = -2101585.119020 nChanged 1 SP:Iteration 66Q (3784.293356 sec): 3 clusters Score: Raw -2103517.189557 + Penalty 1932.066420 = -2101585.123137 nChanged 0 SP:Iteration 67F (3784.375519 sec): 3 clusters Score: Raw -2103517.189557 + Penalty 1932.066420 = -2101585.123137 nChanged 0 Trying to split cluster 14 (60776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3784.457145 sec): 2 clusters Score: Raw -5202370.461341 + Penalty 1046.420274 = -5201324.041066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3784.575458 sec): 3 clusters Score: Raw -5162849.061874 + Penalty 2092.840548 = -5160756.221326 nChanged 29134 SP:Iteration 1F (3784.688726 sec): 3 clusters Score: Raw -5180894.841576 + Penalty 2092.840548 = -5178802.001027 nChanged 3130 SP:Iteration 2F (3784.817306 sec): 3 clusters Score: Raw -5182454.728206 + Penalty 2092.840548 = -5180361.887658 nChanged 3590 SP:Iteration 3F (3784.933661 sec): 3 clusters Score: Raw -5184669.465333 + Penalty 2092.840548 = -5182576.624785 nChanged 4019 SP:Iteration 4F (3785.059907 sec): 3 clusters Score: Raw -5187557.360304 + Penalty 2092.840548 = -5185464.519756 nChanged 4215 SP:Iteration 5F (3785.179829 sec): 3 clusters Score: Raw -5190630.894634 + Penalty 2092.840548 = -5188538.054086 nChanged 3695 SP:Iteration 6F (3785.318939 sec): 3 clusters Score: Raw -5192838.362273 + Penalty 2092.840548 = -5190745.521724 nChanged 2751 SP:Iteration 7Q (3785.448874 sec): 3 clusters Score: Raw -5193991.935348 + Penalty 2092.840548 = -5191899.094800 nChanged 1890 SP:Iteration 8Q (3785.584170 sec): 3 clusters Score: Raw -5194548.292329 + Penalty 2092.840548 = -5192455.451781 nChanged 1295 SP:Iteration 9Q (3785.716984 sec): 3 clusters Score: Raw -5194846.569024 + Penalty 2092.840548 = -5192753.728476 nChanged 975 SP:Iteration 10Q (3785.850267 sec): 3 clusters Score: Raw -5195052.952598 + Penalty 2092.840548 = -5192960.112050 nChanged 819 SP:Iteration 11Q (3785.969597 sec): 3 clusters Score: Raw -5195221.507854 + Penalty 2092.840548 = -5193128.667305 nChanged 753 SP:Iteration 12Q (3786.106739 sec): 3 clusters Score: Raw -5195375.860028 + Penalty 2092.840548 = -5193283.019480 nChanged 715 SP:Iteration 13Q (3786.243180 sec): 3 clusters Score: Raw -5195532.925028 + Penalty 2092.840548 = -5193440.084480 nChanged 709 SP:Iteration 14Q (3786.368911 sec): 3 clusters Score: Raw -5195685.867132 + Penalty 2092.840548 = -5193593.026584 nChanged 674 SP:Iteration 15Q (3786.503219 sec): 3 clusters Score: Raw -5195832.505991 + Penalty 2092.840548 = -5193739.665443 nChanged 677 SP:Iteration 16Q (3786.617117 sec): 3 clusters Score: Raw -5195964.928528 + Penalty 2092.840548 = -5193872.087980 nChanged 627 SP:Iteration 17Q (3786.739678 sec): 3 clusters Score: Raw -5196073.199173 + Penalty 2092.840548 = -5193980.358625 nChanged 604 SP:Iteration 18Q (3786.867549 sec): 3 clusters Score: Raw -5196175.815480 + Penalty 2092.840548 = -5194082.974932 nChanged 599 SP:Iteration 19Q (3787.004723 sec): 3 clusters Score: Raw -5196279.789361 + Penalty 2092.840548 = -5194186.948813 nChanged 615 SP:Iteration 20F (3787.124458 sec): 3 clusters Score: Raw -5196384.299163 + Penalty 2092.840548 = -5194291.458615 nChanged 614 SP:Iteration 21Q (3787.252017 sec): 3 clusters Score: Raw -5196487.100729 + Penalty 2092.840548 = -5194394.260181 nChanged 637 SP:Iteration 22Q (3787.373030 sec): 3 clusters Score: Raw -5196603.154984 + Penalty 2092.840548 = -5194510.314436 nChanged 707 SP:Iteration 23Q (3787.502935 sec): 3 clusters Score: Raw -5196733.395239 + Penalty 2092.840548 = -5194640.554691 nChanged 712 SP:Iteration 24Q (3787.627725 sec): 3 clusters Score: Raw -5196872.399626 + Penalty 2092.840548 = -5194779.559078 nChanged 783 SP:Iteration 25Q (3787.738923 sec): 3 clusters Score: Raw -5197039.918198 + Penalty 2092.840548 = -5194947.077650 nChanged 794 SP:Iteration 26Q (3787.865264 sec): 3 clusters Score: Raw -5197217.627376 + Penalty 2092.840548 = -5195124.786828 nChanged 768 SP:Iteration 27Q (3787.984877 sec): 3 clusters Score: Raw -5197390.205339 + Penalty 2092.840548 = -5195297.364791 nChanged 770 SP:Iteration 28Q (3788.115707 sec): 3 clusters Score: Raw -5197561.656859 + Penalty 2092.840548 = -5195468.816311 nChanged 789 SP:Iteration 29Q (3788.238923 sec): 3 clusters Score: Raw -5197745.134027 + Penalty 2092.840548 = -5195652.293479 nChanged 803 SP:Iteration 30Q (3788.367806 sec): 3 clusters Score: Raw -5197940.868938 + Penalty 2092.840548 = -5195848.028390 nChanged 785 SP:Iteration 31Q (3788.492404 sec): 3 clusters Score: Raw -5198139.262030 + Penalty 2092.840548 = -5196046.421482 nChanged 819 SP:Iteration 32Q (3788.618689 sec): 3 clusters Score: Raw -5198357.292635 + Penalty 2092.840548 = -5196264.452087 nChanged 839 SP:Iteration 33Q (3788.745839 sec): 3 clusters Score: Raw -5198591.527707 + Penalty 2092.840548 = -5196498.687159 nChanged 821 SP:Iteration 34Q (3788.871686 sec): 3 clusters Score: Raw -5198834.684235 + Penalty 2092.840548 = -5196741.843687 nChanged 874 SP:Iteration 35Q (3788.992558 sec): 3 clusters Score: Raw -5199106.347074 + Penalty 2092.840548 = -5197013.506526 nChanged 826 SP:Iteration 36Q (3789.111885 sec): 3 clusters Score: Raw -5199365.535664 + Penalty 2092.840548 = -5197272.695116 nChanged 835 SP:Iteration 37Q (3789.232469 sec): 3 clusters Score: Raw -5199657.186326 + Penalty 2092.840548 = -5197564.345777 nChanged 855 SP:Iteration 38Q (3789.346460 sec): 3 clusters Score: Raw -5199986.594171 + Penalty 2092.840548 = -5197893.753623 nChanged 812 SP:Iteration 39Q (3789.458548 sec): 3 clusters Score: Raw -5200297.063180 + Penalty 2092.840548 = -5198204.222632 nChanged 720 SP:Iteration 40F (3789.584155 sec): 3 clusters Score: Raw -5200565.867486 + Penalty 2092.840548 = -5198473.026938 nChanged 691 SP:Iteration 41Q (3789.700472 sec): 3 clusters Score: Raw -5200821.328209 + Penalty 2092.840548 = -5198728.487661 nChanged 651 SP:Iteration 42Q (3789.820458 sec): 3 clusters Score: Raw -5201074.192802 + Penalty 2092.840548 = -5198981.352254 nChanged 617 SP:Iteration 43Q (3789.931953 sec): 3 clusters Score: Raw -5201328.564201 + Penalty 2092.840548 = -5199235.723653 nChanged 592 SP:Iteration 44Q (3790.056230 sec): 3 clusters Score: Raw -5201568.741798 + Penalty 2092.840548 = -5199475.901250 nChanged 492 SP:Iteration 45Q (3790.168818 sec): 3 clusters Score: Raw -5201762.625739 + Penalty 2092.840548 = -5199669.785191 nChanged 427 SP:Iteration 46Q (3790.287703 sec): 3 clusters Score: Raw -5201928.450432 + Penalty 2092.840548 = -5199835.609884 nChanged 352 SP:Iteration 47Q (3790.399596 sec): 3 clusters Score: Raw -5202068.572546 + Penalty 2092.840548 = -5199975.731998 nChanged 323 SP:Iteration 48Q (3790.509698 sec): 3 clusters Score: Raw -5202203.460581 + Penalty 2092.840548 = -5200110.620033 nChanged 256 SP:Iteration 49Q (3790.616885 sec): 3 clusters Score: Raw -5202302.869380 + Penalty 2092.840548 = -5200210.028832 nChanged 184 SP:Iteration 50Q (3790.728224 sec): 3 clusters Score: Raw -5202369.588819 + Penalty 2092.840548 = -5200276.748271 nChanged 162 SP:Iteration 51Q (3790.834657 sec): 3 clusters Score: Raw -5202424.582086 + Penalty 2092.840548 = -5200331.741538 nChanged 144 SP:Iteration 52Q (3790.951306 sec): 3 clusters Score: Raw -5202473.600388 + Penalty 2092.840548 = -5200380.759840 nChanged 113 SP:Iteration 53Q (3791.064329 sec): 3 clusters Score: Raw -5202504.454953 + Penalty 2092.840548 = -5200411.614405 nChanged 67 SP:Iteration 54Q (3791.168993 sec): 3 clusters Score: Raw -5202523.007915 + Penalty 2092.840548 = -5200430.167367 nChanged 64 SP:Iteration 55Q (3791.284080 sec): 3 clusters Score: Raw -5202541.341261 + Penalty 2092.840548 = -5200448.500712 nChanged 53 SP:Iteration 56Q (3791.382867 sec): 3 clusters Score: Raw -5202556.199716 + Penalty 2092.840548 = -5200463.359168 nChanged 52 SP:Iteration 57Q (3791.488324 sec): 3 clusters Score: Raw -5202568.816596 + Penalty 2092.840548 = -5200475.976048 nChanged 42 SP:Iteration 58Q (3791.592912 sec): 3 clusters Score: Raw -5202578.674571 + Penalty 2092.840548 = -5200485.834023 nChanged 33 SP:Iteration 59Q (3791.706723 sec): 3 clusters Score: Raw -5202587.652282 + Penalty 2092.840548 = -5200494.811734 nChanged 34 SP:Iteration 60F (3791.836993 sec): 3 clusters Score: Raw -5202601.579712 + Penalty 2092.840548 = -5200508.739164 nChanged 42 SP:Iteration 61Q (3791.945133 sec): 3 clusters Score: Raw -5202613.611049 + Penalty 2092.840548 = -5200520.770501 nChanged 30 SP:Iteration 62Q (3792.058078 sec): 3 clusters Score: Raw -5202619.954786 + Penalty 2092.840548 = -5200527.114238 nChanged 19 SP:Iteration 63Q (3792.165321 sec): 3 clusters Score: Raw -5202623.424773 + Penalty 2092.840548 = -5200530.584225 nChanged 14 SP:Iteration 64Q (3792.269912 sec): 3 clusters Score: Raw -5202625.859289 + Penalty 2092.840548 = -5200533.018741 nChanged 17 SP:Iteration 65Q (3792.369579 sec): 3 clusters Score: Raw -5202631.004216 + Penalty 2092.840548 = -5200538.163668 nChanged 24 SP:Iteration 66Q (3792.473393 sec): 3 clusters Score: Raw -5202635.709607 + Penalty 2092.840548 = -5200542.869059 nChanged 15 SP:Iteration 67Q (3792.575252 sec): 3 clusters Score: Raw -5202638.272010 + Penalty 2092.840548 = -5200545.431462 nChanged 10 SP:Iteration 68Q (3792.679110 sec): 3 clusters Score: Raw -5202640.099198 + Penalty 2092.840548 = -5200547.258650 nChanged 6 SP:Iteration 69Q (3792.776465 sec): 3 clusters Score: Raw -5202641.509628 + Penalty 2092.840548 = -5200548.669079 nChanged 6 SP:Iteration 70Q (3792.890244 sec): 3 clusters Score: Raw -5202642.328888 + Penalty 2092.840548 = -5200549.488340 nChanged 6 SP:Iteration 71Q (3792.997408 sec): 3 clusters Score: Raw -5202643.317240 + Penalty 2092.840548 = -5200550.476692 nChanged 5 SP:Iteration 72Q (3793.098931 sec): 3 clusters Score: Raw -5202644.195186 + Penalty 2092.840548 = -5200551.354638 nChanged 3 SP:Iteration 73Q (3793.199967 sec): 3 clusters Score: Raw -5202644.670753 + Penalty 2092.840548 = -5200551.830205 nChanged 4 SP:Iteration 74Q (3793.316293 sec): 3 clusters Score: Raw -5202645.485129 + Penalty 2092.840548 = -5200552.644581 nChanged 4 SP:Iteration 75Q (3793.425847 sec): 3 clusters Score: Raw -5202646.873581 + Penalty 2092.840548 = -5200554.033033 nChanged 9 SP:Iteration 76Q (3793.534639 sec): 3 clusters Score: Raw -5202649.676870 + Penalty 2092.840548 = -5200556.836322 nChanged 9 SP:Iteration 77Q (3793.639674 sec): 3 clusters Score: Raw -5202651.856967 + Penalty 2092.840548 = -5200559.016419 nChanged 10 SP:Iteration 78Q (3793.746042 sec): 3 clusters Score: Raw -5202653.551680 + Penalty 2092.840548 = -5200560.711131 nChanged 9 SP:Iteration 79Q (3793.855677 sec): 3 clusters Score: Raw -5202655.061478 + Penalty 2092.840548 = -5200562.220930 nChanged 5 SP:Iteration 80F (3793.980696 sec): 3 clusters Score: Raw -5202656.089464 + Penalty 2092.840548 = -5200563.248916 nChanged 6 SP:Iteration 81Q (3794.077588 sec): 3 clusters Score: Raw -5202656.817879 + Penalty 2092.840548 = -5200563.977331 nChanged 5 SP:Iteration 82Q (3794.189658 sec): 3 clusters Score: Raw -5202657.911973 + Penalty 2092.840548 = -5200565.071425 nChanged 7 SP:Iteration 83Q (3794.304924 sec): 3 clusters Score: Raw -5202658.831678 + Penalty 2092.840548 = -5200565.991130 nChanged 7 SP:Iteration 84Q (3794.409253 sec): 3 clusters Score: Raw -5202660.472225 + Penalty 2092.840548 = -5200567.631677 nChanged 9 SP:Iteration 85Q (3794.523882 sec): 3 clusters Score: Raw -5202662.288440 + Penalty 2092.840548 = -5200569.447892 nChanged 4 SP:Iteration 86Q (3794.634770 sec): 3 clusters Score: Raw -5202663.032691 + Penalty 2092.840548 = -5200570.192143 nChanged 2 SP:Iteration 87Q (3794.746794 sec): 3 clusters Score: Raw -5202663.368491 + Penalty 2092.840548 = -5200570.527943 nChanged 3 SP:Iteration 88Q (3794.848351 sec): 3 clusters Score: Raw -5202663.727289 + Penalty 2092.840548 = -5200570.886741 nChanged 2 SP:Iteration 89Q (3794.964160 sec): 3 clusters Score: Raw -5202663.993800 + Penalty 2092.840548 = -5200571.153252 nChanged 2 SP:Iteration 90Q (3795.073183 sec): 3 clusters Score: Raw -5202664.351373 + Penalty 2092.840548 = -5200571.510824 nChanged 0 SP:Iteration 91F (3795.194249 sec): 3 clusters Score: Raw -5202664.351373 + Penalty 2092.840548 = -5200571.510824 nChanged 0 Trying to split cluster 15 (10076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3795.239986 sec): 2 clusters Score: Raw -903282.391901 + Penalty 875.701606 = -902406.690295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3795.297673 sec): 3 clusters Score: Raw -897255.398504 + Penalty 1751.403211 = -895503.995292 nChanged 4525 SP:Iteration 1F (3795.353791 sec): 3 clusters Score: Raw -899943.435558 + Penalty 1751.403211 = -898192.032347 nChanged 677 SP:Iteration 2F (3795.415382 sec): 3 clusters Score: Raw -900356.101277 + Penalty 1751.403211 = -898604.698066 nChanged 700 SP:Iteration 3F (3795.466799 sec): 3 clusters Score: Raw -900858.819709 + Penalty 1751.403211 = -899107.416498 nChanged 755 SP:Iteration 4F (3795.532003 sec): 3 clusters Score: Raw -901419.894092 + Penalty 1751.403211 = -899668.490881 nChanged 669 SP:Iteration 5F (3795.588607 sec): 3 clusters Score: Raw -901820.183005 + Penalty 1751.403211 = -900068.779794 nChanged 518 SP:Iteration 6F (3795.634394 sec): 3 clusters Score: Raw -902094.667136 + Penalty 1751.403211 = -900343.263925 nChanged 396 SP:Iteration 7Q (3795.693651 sec): 3 clusters Score: Raw -902284.510260 + Penalty 1751.403211 = -900533.107049 nChanged 329 SP:Iteration 8Q (3795.750584 sec): 3 clusters Score: Raw -902409.326253 + Penalty 1751.403211 = -900657.923042 nChanged 273 SP:Iteration 9Q (3795.807993 sec): 3 clusters Score: Raw -902516.032128 + Penalty 1751.403211 = -900764.628917 nChanged 222 SP:Iteration 10Q (3795.877161 sec): 3 clusters Score: Raw -902603.047374 + Penalty 1751.403211 = -900851.644163 nChanged 221 SP:Iteration 11Q (3795.936265 sec): 3 clusters Score: Raw -902676.483569 + Penalty 1751.403211 = -900925.080358 nChanged 193 SP:Iteration 12Q (3795.994757 sec): 3 clusters Score: Raw -902740.211727 + Penalty 1751.403211 = -900988.808516 nChanged 181 SP:Iteration 13Q (3796.046888 sec): 3 clusters Score: Raw -902789.579795 + Penalty 1751.403211 = -901038.176584 nChanged 163 SP:Iteration 14Q (3796.118782 sec): 3 clusters Score: Raw -902831.361295 + Penalty 1751.403211 = -901079.958084 nChanged 142 SP:Iteration 15Q (3796.178222 sec): 3 clusters Score: Raw -902863.646385 + Penalty 1751.403211 = -901112.243174 nChanged 121 SP:Iteration 16Q (3796.238690 sec): 3 clusters Score: Raw -902887.355169 + Penalty 1751.403211 = -901135.951958 nChanged 98 SP:Iteration 17Q (3796.294982 sec): 3 clusters Score: Raw -902905.513307 + Penalty 1751.403211 = -901154.110096 nChanged 90 SP:Iteration 18Q (3796.357576 sec): 3 clusters Score: Raw -902922.176723 + Penalty 1751.403211 = -901170.773512 nChanged 64 SP:Iteration 19Q (3796.412927 sec): 3 clusters Score: Raw -902931.959218 + Penalty 1751.403211 = -901180.556007 nChanged 68 SP:Iteration 20F (3796.467864 sec): 3 clusters Score: Raw -902940.861337 + Penalty 1751.403211 = -901189.458126 nChanged 58 SP:Iteration 21Q (3796.518607 sec): 3 clusters Score: Raw -902949.742474 + Penalty 1751.403211 = -901198.339262 nChanged 61 SP:Iteration 22Q (3796.576261 sec): 3 clusters Score: Raw -902957.116493 + Penalty 1751.403211 = -901205.713282 nChanged 52 SP:Iteration 23Q (3796.645413 sec): 3 clusters Score: Raw -902963.405720 + Penalty 1751.403211 = -901212.002509 nChanged 53 SP:Iteration 24Q (3796.696937 sec): 3 clusters Score: Raw -902970.377359 + Penalty 1751.403211 = -901218.974148 nChanged 51 SP:Iteration 25Q (3796.754155 sec): 3 clusters Score: Raw -902978.166624 + Penalty 1751.403211 = -901226.763413 nChanged 55 SP:Iteration 26Q (3796.822013 sec): 3 clusters Score: Raw -902987.131716 + Penalty 1751.403211 = -901235.728505 nChanged 46 SP:Iteration 27Q (3796.885234 sec): 3 clusters Score: Raw -902992.548634 + Penalty 1751.403211 = -901241.145423 nChanged 39 SP:Iteration 28Q (3796.943988 sec): 3 clusters Score: Raw -902997.076184 + Penalty 1751.403211 = -901245.672973 nChanged 30 SP:Iteration 29Q (3797.001940 sec): 3 clusters Score: Raw -903002.023717 + Penalty 1751.403211 = -901250.620506 nChanged 39 SP:Iteration 30Q (3797.055375 sec): 3 clusters Score: Raw -903008.003411 + Penalty 1751.403211 = -901256.600200 nChanged 45 SP:Iteration 31Q (3797.127622 sec): 3 clusters Score: Raw -903014.216783 + Penalty 1751.403211 = -901262.813572 nChanged 39 SP:Iteration 32Q (3797.187402 sec): 3 clusters Score: Raw -903019.880890 + Penalty 1751.403211 = -901268.477679 nChanged 49 SP:Iteration 33Q (3797.241149 sec): 3 clusters Score: Raw -903025.589798 + Penalty 1751.403211 = -901274.186587 nChanged 51 SP:Iteration 34Q (3797.304446 sec): 3 clusters Score: Raw -903030.859993 + Penalty 1751.403211 = -901279.456782 nChanged 36 SP:Iteration 35Q (3797.373549 sec): 3 clusters Score: Raw -903035.191696 + Penalty 1751.403211 = -901283.788485 nChanged 52 SP:Iteration 36Q (3797.437995 sec): 3 clusters Score: Raw -903042.001695 + Penalty 1751.403211 = -901290.598484 nChanged 51 SP:Iteration 37Q (3797.501386 sec): 3 clusters Score: Raw -903049.491934 + Penalty 1751.403211 = -901298.088723 nChanged 55 SP:Iteration 38Q (3797.561248 sec): 3 clusters Score: Raw -903057.719534 + Penalty 1751.403211 = -901306.316323 nChanged 51 SP:Iteration 39Q (3797.606046 sec): 3 clusters Score: Raw -903065.691807 + Penalty 1751.403211 = -901314.288596 nChanged 53 SP:Iteration 40F (3797.665926 sec): 3 clusters Score: Raw -903073.695278 + Penalty 1751.403211 = -901322.292067 nChanged 45 SP:Iteration 41Q (3797.730964 sec): 3 clusters Score: Raw -903080.553090 + Penalty 1751.403211 = -901329.149879 nChanged 40 SP:Iteration 42Q (3797.796858 sec): 3 clusters Score: Raw -903086.160233 + Penalty 1751.403211 = -901334.757022 nChanged 44 SP:Iteration 43Q (3797.847110 sec): 3 clusters Score: Raw -903093.211592 + Penalty 1751.403211 = -901341.808381 nChanged 53 SP:Iteration 44Q (3797.907552 sec): 3 clusters Score: Raw -903104.953708 + Penalty 1751.403211 = -901353.550497 nChanged 66 SP:Iteration 45Q (3797.958423 sec): 3 clusters Score: Raw -903116.951925 + Penalty 1751.403211 = -901365.548714 nChanged 63 SP:Iteration 46Q (3798.023977 sec): 3 clusters Score: Raw -903130.029691 + Penalty 1751.403211 = -901378.626480 nChanged 56 SP:Iteration 47Q (3798.073161 sec): 3 clusters Score: Raw -903139.284436 + Penalty 1751.403211 = -901387.881224 nChanged 53 SP:Iteration 48Q (3798.127605 sec): 3 clusters Score: Raw -903148.234879 + Penalty 1751.403211 = -901396.831668 nChanged 48 SP:Iteration 49Q (3798.189311 sec): 3 clusters Score: Raw -903155.200975 + Penalty 1751.403211 = -901403.797764 nChanged 41 SP:Iteration 50Q (3798.256048 sec): 3 clusters Score: Raw -903161.844676 + Penalty 1751.403211 = -901410.441465 nChanged 46 SP:Iteration 51Q (3798.312456 sec): 3 clusters Score: Raw -903170.146194 + Penalty 1751.403211 = -901418.742983 nChanged 53 SP:Iteration 52Q (3798.370891 sec): 3 clusters Score: Raw -903179.019702 + Penalty 1751.403211 = -901427.616491 nChanged 56 SP:Iteration 53Q (3798.431957 sec): 3 clusters Score: Raw -903189.692698 + Penalty 1751.403211 = -901438.289487 nChanged 65 SP:Iteration 54Q (3798.490413 sec): 3 clusters Score: Raw -903200.361859 + Penalty 1751.403211 = -901448.958648 nChanged 64 SP:Iteration 55Q (3798.553158 sec): 3 clusters Score: Raw -903211.715086 + Penalty 1751.403211 = -901460.311875 nChanged 64 SP:Iteration 56Q (3798.614954 sec): 3 clusters Score: Raw -903223.841256 + Penalty 1751.403211 = -901472.438045 nChanged 59 SP:Iteration 57Q (3798.675083 sec): 3 clusters Score: Raw -903235.426221 + Penalty 1751.403211 = -901484.023010 nChanged 78 SP:Iteration 58Q (3798.736184 sec): 3 clusters Score: Raw -903253.987835 + Penalty 1751.403211 = -901502.584623 nChanged 82 SP:Iteration 59Q (3798.795152 sec): 3 clusters Score: Raw -903275.525093 + Penalty 1751.403211 = -901524.121882 nChanged 69 SP:Iteration 60F (3798.843205 sec): 3 clusters Score: Raw -903292.954209 + Penalty 1751.403211 = -901541.550998 nChanged 67 SP:Iteration 61Q (3798.902547 sec): 3 clusters Score: Raw -903309.142863 + Penalty 1751.403211 = -901557.739652 nChanged 71 SP:Iteration 62Q (3798.966294 sec): 3 clusters Score: Raw -903326.303309 + Penalty 1751.403211 = -901574.900098 nChanged 68 SP:Iteration 63Q (3799.021235 sec): 3 clusters Score: Raw -903345.563628 + Penalty 1751.403211 = -901594.160417 nChanged 75 SP:Iteration 64Q (3799.081783 sec): 3 clusters Score: Raw -903366.054659 + Penalty 1751.403211 = -901614.651448 nChanged 86 SP:Iteration 65Q (3799.125867 sec): 3 clusters Score: Raw -903387.712988 + Penalty 1751.403211 = -901636.309777 nChanged 73 SP:Iteration 66Q (3799.179090 sec): 3 clusters Score: Raw -903402.321456 + Penalty 1751.403211 = -901650.918245 nChanged 69 SP:Iteration 67Q (3799.245476 sec): 3 clusters Score: Raw -903417.279366 + Penalty 1751.403211 = -901665.876155 nChanged 59 SP:Iteration 68Q (3799.297385 sec): 3 clusters Score: Raw -903429.593363 + Penalty 1751.403211 = -901678.190152 nChanged 61 SP:Iteration 69Q (3799.364124 sec): 3 clusters Score: Raw -903446.408495 + Penalty 1751.403211 = -901695.005284 nChanged 72 SP:Iteration 70Q (3799.413711 sec): 3 clusters Score: Raw -903466.366007 + Penalty 1751.403211 = -901714.962796 nChanged 78 SP:Iteration 71Q (3799.469414 sec): 3 clusters Score: Raw -903491.341513 + Penalty 1751.403211 = -901739.938302 nChanged 74 SP:Iteration 72Q (3799.529789 sec): 3 clusters Score: Raw -903513.997016 + Penalty 1751.403211 = -901762.593805 nChanged 69 SP:Iteration 73Q (3799.591743 sec): 3 clusters Score: Raw -903536.537767 + Penalty 1751.403211 = -901785.134556 nChanged 63 SP:Iteration 74Q (3799.649707 sec): 3 clusters Score: Raw -903553.974804 + Penalty 1751.403211 = -901802.571593 nChanged 61 SP:Iteration 75Q (3799.702084 sec): 3 clusters Score: Raw -903570.344803 + Penalty 1751.403211 = -901818.941592 nChanged 60 SP:Iteration 76Q (3799.758180 sec): 3 clusters Score: Raw -903589.652719 + Penalty 1751.403211 = -901838.249508 nChanged 58 SP:Iteration 77Q (3799.812093 sec): 3 clusters Score: Raw -903608.178509 + Penalty 1751.403211 = -901856.775298 nChanged 57 SP:Iteration 78Q (3799.864414 sec): 3 clusters Score: Raw -903625.110367 + Penalty 1751.403211 = -901873.707156 nChanged 60 SP:Iteration 79Q (3799.933496 sec): 3 clusters Score: Raw -903644.072862 + Penalty 1751.403211 = -901892.669651 nChanged 50 SP:Iteration 80F (3799.996018 sec): 3 clusters Score: Raw -903659.154190 + Penalty 1751.403211 = -901907.750979 nChanged 47 SP:Iteration 81Q (3800.056761 sec): 3 clusters Score: Raw -903674.592780 + Penalty 1751.403211 = -901923.189569 nChanged 32 SP:Iteration 82Q (3800.112662 sec): 3 clusters Score: Raw -903683.340124 + Penalty 1751.403211 = -901931.936913 nChanged 41 SP:Iteration 83Q (3800.161541 sec): 3 clusters Score: Raw -903695.123661 + Penalty 1751.403211 = -901943.720450 nChanged 40 SP:Iteration 84Q (3800.208931 sec): 3 clusters Score: Raw -903706.701397 + Penalty 1751.403211 = -901955.298185 nChanged 43 SP:Iteration 85Q (3800.268997 sec): 3 clusters Score: Raw -903718.685855 + Penalty 1751.403211 = -901967.282644 nChanged 32 SP:Iteration 86Q (3800.334077 sec): 3 clusters Score: Raw -903726.183839 + Penalty 1751.403211 = -901974.780627 nChanged 28 SP:Iteration 87Q (3800.389442 sec): 3 clusters Score: Raw -903731.375318 + Penalty 1751.403211 = -901979.972107 nChanged 17 SP:Iteration 88Q (3800.439445 sec): 3 clusters Score: Raw -903734.762376 + Penalty 1751.403211 = -901983.359165 nChanged 15 SP:Iteration 89Q (3800.497548 sec): 3 clusters Score: Raw -903737.467756 + Penalty 1751.403211 = -901986.064545 nChanged 14 SP:Iteration 90Q (3800.551356 sec): 3 clusters Score: Raw -903740.056708 + Penalty 1751.403211 = -901988.653497 nChanged 14 SP:Iteration 91Q (3800.605630 sec): 3 clusters Score: Raw -903743.287074 + Penalty 1751.403211 = -901991.883863 nChanged 16 SP:Iteration 92Q (3800.662926 sec): 3 clusters Score: Raw -903747.126097 + Penalty 1751.403211 = -901995.722886 nChanged 12 SP:Iteration 93Q (3800.720997 sec): 3 clusters Score: Raw -903751.517991 + Penalty 1751.403211 = -902000.114780 nChanged 17 SP:Iteration 94Q (3800.775365 sec): 3 clusters Score: Raw -903757.442548 + Penalty 1751.403211 = -902006.039337 nChanged 17 SP:Iteration 95Q (3800.826046 sec): 3 clusters Score: Raw -903761.702640 + Penalty 1751.403211 = -902010.299429 nChanged 12 SP:Iteration 96Q (3800.889666 sec): 3 clusters Score: Raw -903766.362277 + Penalty 1751.403211 = -902014.959066 nChanged 13 SP:Iteration 97Q (3800.938137 sec): 3 clusters Score: Raw -903769.912637 + Penalty 1751.403211 = -902018.509426 nChanged 19 SP:Iteration 98Q (3800.996465 sec): 3 clusters Score: Raw -903774.747572 + Penalty 1751.403211 = -902023.344360 nChanged 17 SP:Iteration 99Q (3801.050725 sec): 3 clusters Score: Raw -903778.348572 + Penalty 1751.403211 = -902026.945361 nChanged 18 SP:Iteration 100F (3801.100320 sec): 3 clusters Score: Raw -903781.638185 + Penalty 1751.403211 = -902030.234974 nChanged 6 SP:Iteration 101Q (3801.151105 sec): 3 clusters Score: Raw -903782.721092 + Penalty 1751.403211 = -902031.317881 nChanged 3 SP:Iteration 102Q (3801.214420 sec): 3 clusters Score: Raw -903783.238825 + Penalty 1751.403211 = -902031.835614 nChanged 1 SP:Iteration 103Q (3801.263310 sec): 3 clusters Score: Raw -903783.347348 + Penalty 1751.403211 = -902031.944137 nChanged 0 SP:Iteration 104F (3801.325592 sec): 3 clusters Score: Raw -903783.347348 + Penalty 1751.403211 = -902031.944137 nChanged 0 Trying to split cluster 16 (6000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3801.354125 sec): 2 clusters Score: Raw -498820.032970 + Penalty 826.453901 = -497993.579069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3801.399164 sec): 3 clusters Score: Raw -495463.695257 + Penalty 1652.907802 = -493810.787455 nChanged 2626 SP:Iteration 1F (3801.453058 sec): 3 clusters Score: Raw -497170.296270 + Penalty 1652.907802 = -495517.388468 nChanged 494 SP:Iteration 2F (3801.500474 sec): 3 clusters Score: Raw -497642.169683 + Penalty 1652.907802 = -495989.261881 nChanged 488 SP:Iteration 3F (3801.555100 sec): 3 clusters Score: Raw -498067.354564 + Penalty 1652.907802 = -496414.446762 nChanged 453 SP:Iteration 4F (3801.613141 sec): 3 clusters Score: Raw -498391.559111 + Penalty 1652.907802 = -496738.651309 nChanged 369 SP:Iteration 5F (3801.653106 sec): 3 clusters Score: Raw -498602.281116 + Penalty 1652.907802 = -496949.373314 nChanged 251 SP:Iteration 6Q (3801.708748 sec): 3 clusters Score: Raw -498711.832519 + Penalty 1652.907802 = -497058.924717 nChanged 186 SP:Iteration 7Q (3801.755641 sec): 3 clusters Score: Raw -498779.916882 + Penalty 1652.907802 = -497127.009080 nChanged 134 SP:Iteration 8Q (3801.804251 sec): 3 clusters Score: Raw -498824.784319 + Penalty 1652.907802 = -497171.876517 nChanged 115 SP:Iteration 9Q (3801.866748 sec): 3 clusters Score: Raw -498864.518492 + Penalty 1652.907802 = -497211.610690 nChanged 105 SP:Iteration 10Q (3801.915900 sec): 3 clusters Score: Raw -498901.183378 + Penalty 1652.907802 = -497248.275576 nChanged 112 SP:Iteration 11Q (3801.963028 sec): 3 clusters Score: Raw -498940.671783 + Penalty 1652.907802 = -497287.763981 nChanged 116 SP:Iteration 12Q (3802.007794 sec): 3 clusters Score: Raw -498978.949884 + Penalty 1652.907802 = -497326.042082 nChanged 106 SP:Iteration 13Q (3802.068375 sec): 3 clusters Score: Raw -499014.774310 + Penalty 1652.907802 = -497361.866508 nChanged 98 SP:Iteration 14Q (3802.111107 sec): 3 clusters Score: Raw -499046.640314 + Penalty 1652.907802 = -497393.732512 nChanged 101 SP:Iteration 15Q (3802.166336 sec): 3 clusters Score: Raw -499079.793270 + Penalty 1652.907802 = -497426.885468 nChanged 79 SP:Iteration 16Q (3802.214183 sec): 3 clusters Score: Raw -499102.053772 + Penalty 1652.907802 = -497449.145970 nChanged 69 SP:Iteration 17Q (3802.266974 sec): 3 clusters Score: Raw -499123.714915 + Penalty 1652.907802 = -497470.807113 nChanged 58 SP:Iteration 18Q (3802.320114 sec): 3 clusters Score: Raw -499137.088563 + Penalty 1652.907802 = -497484.180761 nChanged 45 SP:Iteration 19Q (3802.374223 sec): 3 clusters Score: Raw -499146.954771 + Penalty 1652.907802 = -497494.046969 nChanged 29 SP:Iteration 20F (3802.424753 sec): 3 clusters Score: Raw -499151.349474 + Penalty 1652.907802 = -497498.441672 nChanged 27 SP:Iteration 21Q (3802.478049 sec): 3 clusters Score: Raw -499156.369513 + Penalty 1652.907802 = -497503.461711 nChanged 23 SP:Iteration 22Q (3802.530292 sec): 3 clusters Score: Raw -499159.533636 + Penalty 1652.907802 = -497506.625834 nChanged 17 SP:Iteration 23Q (3802.575283 sec): 3 clusters Score: Raw -499161.622586 + Penalty 1652.907802 = -497508.714784 nChanged 14 SP:Iteration 24Q (3802.628002 sec): 3 clusters Score: Raw -499163.311432 + Penalty 1652.907802 = -497510.403630 nChanged 12 SP:Iteration 25Q (3802.677559 sec): 3 clusters Score: Raw -499164.441730 + Penalty 1652.907802 = -497511.533928 nChanged 13 SP:Iteration 26Q (3802.727178 sec): 3 clusters Score: Raw -499165.674909 + Penalty 1652.907802 = -497512.767107 nChanged 8 SP:Iteration 27Q (3802.789295 sec): 3 clusters Score: Raw -499166.436893 + Penalty 1652.907802 = -497513.529091 nChanged 6 SP:Iteration 28Q (3802.840917 sec): 3 clusters Score: Raw -499167.084833 + Penalty 1652.907802 = -497514.177031 nChanged 4 SP:Iteration 29Q (3802.883147 sec): 3 clusters Score: Raw -499167.329905 + Penalty 1652.907802 = -497514.422103 nChanged 3 SP:Iteration 30Q (3802.932761 sec): 3 clusters Score: Raw -499167.554105 + Penalty 1652.907802 = -497514.646302 nChanged 3 SP:Iteration 31Q (3802.983600 sec): 3 clusters Score: Raw -499167.732546 + Penalty 1652.907802 = -497514.824744 nChanged 2 SP:Iteration 32Q (3803.033381 sec): 3 clusters Score: Raw -499167.876113 + Penalty 1652.907802 = -497514.968311 nChanged 2 SP:Iteration 33Q (3803.092297 sec): 3 clusters Score: Raw -499168.106595 + Penalty 1652.907802 = -497515.198793 nChanged 4 SP:Iteration 34Q (3803.134878 sec): 3 clusters Score: Raw -499168.589361 + Penalty 1652.907802 = -497515.681558 nChanged 2 SP:Iteration 35Q (3803.184759 sec): 3 clusters Score: Raw -499168.687161 + Penalty 1652.907802 = -497515.779359 nChanged 0 SP:Iteration 36F (3803.243310 sec): 3 clusters Score: Raw -499168.687161 + Penalty 1652.907802 = -497515.779359 nChanged 0 Trying to split cluster 17 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3803.256750 sec): 2 clusters Score: Raw -48835.740691 + Penalty 612.494057 = -48223.246635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3803.309685 sec): 3 clusters Score: Raw -48697.580151 + Penalty 1224.988114 = -47472.592037 nChanged 200 SP:Iteration 1F (3803.342524 sec): 3 clusters Score: Raw -48908.475348 + Penalty 1224.988114 = -47683.487234 nChanged 62 SP:Iteration 2F (3803.384969 sec): 3 clusters Score: Raw -48982.641968 + Penalty 1224.988114 = -47757.653854 nChanged 32 SP:Iteration 3F (3803.424204 sec): 3 clusters Score: Raw -49010.329372 + Penalty 1224.988114 = -47785.341258 nChanged 18 SP:Iteration 4Q (3803.467389 sec): 3 clusters Score: Raw -49027.682769 + Penalty 1224.988114 = -47802.694655 nChanged 14 SP:Iteration 5Q (3803.509824 sec): 3 clusters Score: Raw -49035.510217 + Penalty 1224.988114 = -47810.522103 nChanged 2 SP:Iteration 6Q (3803.553085 sec): 3 clusters Score: Raw -49037.156191 + Penalty 1224.988114 = -47812.168077 nChanged 3 SP:Iteration 7Q (3803.607655 sec): 3 clusters Score: Raw -49042.705210 + Penalty 1224.988114 = -47817.717096 nChanged 2 SP:Iteration 8Q (3803.634365 sec): 3 clusters Score: Raw -49045.506180 + Penalty 1224.988114 = -47820.518066 nChanged 0 SP:Iteration 9F (3803.688921 sec): 3 clusters Score: Raw -49045.506180 + Penalty 1224.988114 = -47820.518066 nChanged 0 Trying to split cluster 18 (1155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3803.698982 sec): 2 clusters Score: Raw -86800.758118 + Penalty 669.926284 = -86130.831833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3803.760454 sec): 3 clusters Score: Raw -86313.726885 + Penalty 1339.852568 = -84973.874317 nChanged 454 SP:Iteration 1F (3803.801809 sec): 3 clusters Score: Raw -86811.829388 + Penalty 1339.852568 = -85471.976820 nChanged 137 SP:Iteration 2F (3803.847409 sec): 3 clusters Score: Raw -87035.329781 + Penalty 1339.852568 = -85695.477213 nChanged 90 SP:Iteration 3F (3803.893109 sec): 3 clusters Score: Raw -87158.001544 + Penalty 1339.852568 = -85818.148976 nChanged 60 SP:Iteration 4F (3803.939601 sec): 3 clusters Score: Raw -87238.868191 + Penalty 1339.852568 = -85899.015623 nChanged 35 SP:Iteration 5Q (3803.981457 sec): 3 clusters Score: Raw -87295.842918 + Penalty 1339.852568 = -85955.990350 nChanged 24 SP:Iteration 6Q (3804.022260 sec): 3 clusters Score: Raw -87324.146777 + Penalty 1339.852568 = -85984.294209 nChanged 18 SP:Iteration 7Q (3804.063539 sec): 3 clusters Score: Raw -87344.673561 + Penalty 1339.852568 = -86004.820993 nChanged 14 SP:Iteration 8Q (3804.111296 sec): 3 clusters Score: Raw -87356.460108 + Penalty 1339.852568 = -86016.607540 nChanged 7 SP:Iteration 9Q (3804.164458 sec): 3 clusters Score: Raw -87363.547971 + Penalty 1339.852568 = -86023.695402 nChanged 5 SP:Iteration 10Q (3804.210078 sec): 3 clusters Score: Raw -87368.857275 + Penalty 1339.852568 = -86029.004707 nChanged 4 SP:Iteration 11Q (3804.261505 sec): 3 clusters Score: Raw -87370.599486 + Penalty 1339.852568 = -86030.746917 nChanged 2 SP:Iteration 12Q (3804.299751 sec): 3 clusters Score: Raw -87371.804851 + Penalty 1339.852568 = -86031.952282 nChanged 1 SP:Iteration 13Q (3804.360278 sec): 3 clusters Score: Raw -87372.423768 + Penalty 1339.852568 = -86032.571200 nChanged 0 SP:Iteration 14F (3804.402649 sec): 3 clusters Score: Raw -87372.423768 + Penalty 1339.852568 = -86032.571200 nChanged 0 Trying to split cluster 19 (2200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3804.420918 sec): 2 clusters Score: Raw -190689.944028 + Penalty 731.140201 = -189958.803827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3804.471518 sec): 3 clusters Score: Raw -189617.102664 + Penalty 1462.280401 = -188154.822263 nChanged 862 SP:Iteration 1F (3804.525580 sec): 3 clusters Score: Raw -190168.724542 + Penalty 1462.280401 = -188706.444141 nChanged 187 SP:Iteration 2F (3804.571293 sec): 3 clusters Score: Raw -190314.268080 + Penalty 1462.280401 = -188851.987678 nChanged 154 SP:Iteration 3F (3804.624269 sec): 3 clusters Score: Raw -190425.839768 + Penalty 1462.280401 = -188963.559366 nChanged 112 SP:Iteration 4F (3804.668636 sec): 3 clusters Score: Raw -190539.768404 + Penalty 1462.280401 = -189077.488003 nChanged 99 SP:Iteration 5Q (3804.695905 sec): 3 clusters Score: Raw -190651.631516 + Penalty 1462.280401 = -189189.351115 nChanged 101 SP:Iteration 6Q (3804.745800 sec): 3 clusters Score: Raw -190735.453754 + Penalty 1462.280401 = -189273.173352 nChanged 76 SP:Iteration 7Q (3804.796708 sec): 3 clusters Score: Raw -190796.363226 + Penalty 1462.280401 = -189334.082824 nChanged 69 SP:Iteration 8Q (3804.845506 sec): 3 clusters Score: Raw -190856.377852 + Penalty 1462.280401 = -189394.097451 nChanged 58 SP:Iteration 9Q (3804.893974 sec): 3 clusters Score: Raw -190919.254070 + Penalty 1462.280401 = -189456.973668 nChanged 59 SP:Iteration 10Q (3804.926719 sec): 3 clusters Score: Raw -190974.909592 + Penalty 1462.280401 = -189512.629191 nChanged 61 SP:Iteration 11Q (3804.985179 sec): 3 clusters Score: Raw -191024.323093 + Penalty 1462.280401 = -189562.042692 nChanged 42 SP:Iteration 12Q (3805.033114 sec): 3 clusters Score: Raw -191060.218721 + Penalty 1462.280401 = -189597.938319 nChanged 42 SP:Iteration 13Q (3805.071772 sec): 3 clusters Score: Raw -191085.476131 + Penalty 1462.280401 = -189623.195730 nChanged 26 SP:Iteration 14Q (3805.116567 sec): 3 clusters Score: Raw -191097.693267 + Penalty 1462.280401 = -189635.412866 nChanged 22 SP:Iteration 15Q (3805.155322 sec): 3 clusters Score: Raw -191107.112449 + Penalty 1462.280401 = -189644.832048 nChanged 19 SP:Iteration 16Q (3805.212093 sec): 3 clusters Score: Raw -191117.683483 + Penalty 1462.280401 = -189655.403081 nChanged 23 SP:Iteration 17Q (3805.264486 sec): 3 clusters Score: Raw -191127.757147 + Penalty 1462.280401 = -189665.476745 nChanged 20 SP:Iteration 18Q (3805.310574 sec): 3 clusters Score: Raw -191133.109209 + Penalty 1462.280401 = -189670.828808 nChanged 12 SP:Iteration 19Q (3805.362063 sec): 3 clusters Score: Raw -191136.417732 + Penalty 1462.280401 = -189674.137331 nChanged 10 SP:Iteration 20F (3805.411101 sec): 3 clusters Score: Raw -191138.844276 + Penalty 1462.280401 = -189676.563874 nChanged 7 SP:Iteration 21Q (3805.457395 sec): 3 clusters Score: Raw -191141.356007 + Penalty 1462.280401 = -189679.075605 nChanged 6 SP:Iteration 22Q (3805.499930 sec): 3 clusters Score: Raw -191144.075211 + Penalty 1462.280401 = -189681.794809 nChanged 5 SP:Iteration 23Q (3805.555999 sec): 3 clusters Score: Raw -191145.644134 + Penalty 1462.280401 = -189683.363732 nChanged 4 SP:Iteration 24Q (3805.601665 sec): 3 clusters Score: Raw -191146.513127 + Penalty 1462.280401 = -189684.232725 nChanged 1 SP:Iteration 25Q (3805.652628 sec): 3 clusters Score: Raw -191146.605876 + Penalty 1462.280401 = -189684.325475 nChanged 1 SP:Iteration 26Q (3805.705918 sec): 3 clusters Score: Raw -191146.976515 + Penalty 1462.280401 = -189684.696114 nChanged 3 SP:Iteration 27Q (3805.753656 sec): 3 clusters Score: Raw -191147.889716 + Penalty 1462.280401 = -189685.609314 nChanged 0 SP:Iteration 28F (3805.792905 sec): 3 clusters Score: Raw -191147.889716 + Penalty 1462.280401 = -189685.609314 nChanged 0 Trying to split cluster 20 (21269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3805.843920 sec): 2 clusters Score: Raw -1939841.422476 + Penalty 946.675560 = -1938894.746916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3805.920317 sec): 3 clusters Score: Raw -1926636.277469 + Penalty 1893.351120 = -1924742.926350 nChanged 9896 SP:Iteration 1F (3805.995961 sec): 3 clusters Score: Raw -1932391.510766 + Penalty 1893.351120 = -1930498.159647 nChanged 1085 SP:Iteration 2F (3806.069744 sec): 3 clusters Score: Raw -1932808.332676 + Penalty 1893.351120 = -1930914.981556 nChanged 1075 SP:Iteration 3F (3806.130669 sec): 3 clusters Score: Raw -1933273.648773 + Penalty 1893.351120 = -1931380.297653 nChanged 1170 SP:Iteration 4F (3806.200111 sec): 3 clusters Score: Raw -1933855.474376 + Penalty 1893.351120 = -1931962.123256 nChanged 1316 SP:Iteration 5F (3806.272290 sec): 3 clusters Score: Raw -1934629.608472 + Penalty 1893.351120 = -1932736.257352 nChanged 1391 SP:Iteration 6F (3806.347368 sec): 3 clusters Score: Raw -1935549.260737 + Penalty 1893.351120 = -1933655.909618 nChanged 1310 SP:Iteration 7F (3806.409099 sec): 3 clusters Score: Raw -1936521.101012 + Penalty 1893.351120 = -1934627.749892 nChanged 1223 SP:Iteration 8F (3806.483606 sec): 3 clusters Score: Raw -1937604.520725 + Penalty 1893.351120 = -1935711.169606 nChanged 1055 SP:Iteration 9Q (3806.564244 sec): 3 clusters Score: Raw -1938544.128568 + Penalty 1893.351120 = -1936650.777449 nChanged 746 SP:Iteration 10Q (3806.628747 sec): 3 clusters Score: Raw -1939174.773121 + Penalty 1893.351120 = -1937281.422001 nChanged 553 SP:Iteration 11Q (3806.707952 sec): 3 clusters Score: Raw -1939530.741411 + Penalty 1893.351120 = -1937637.390291 nChanged 371 SP:Iteration 12Q (3806.783279 sec): 3 clusters Score: Raw -1939725.139852 + Penalty 1893.351120 = -1937831.788733 nChanged 249 SP:Iteration 13Q (3806.851764 sec): 3 clusters Score: Raw -1939837.958929 + Penalty 1893.351120 = -1937944.607810 nChanged 209 SP:Iteration 14Q (3806.927013 sec): 3 clusters Score: Raw -1939930.836563 + Penalty 1893.351120 = -1938037.485443 nChanged 181 SP:Iteration 15Q (3807.001239 sec): 3 clusters Score: Raw -1940001.725484 + Penalty 1893.351120 = -1938108.374364 nChanged 157 SP:Iteration 16Q (3807.068190 sec): 3 clusters Score: Raw -1940055.854184 + Penalty 1893.351120 = -1938162.503064 nChanged 144 SP:Iteration 17Q (3807.148569 sec): 3 clusters Score: Raw -1940105.453545 + Penalty 1893.351120 = -1938212.102425 nChanged 105 SP:Iteration 18Q (3807.220694 sec): 3 clusters Score: Raw -1940137.997550 + Penalty 1893.351120 = -1938244.646430 nChanged 86 SP:Iteration 19Q (3807.291536 sec): 3 clusters Score: Raw -1940161.112876 + Penalty 1893.351120 = -1938267.761756 nChanged 65 SP:Iteration 20F (3807.361419 sec): 3 clusters Score: Raw -1940173.897387 + Penalty 1893.351120 = -1938280.546268 nChanged 61 SP:Iteration 21Q (3807.431021 sec): 3 clusters Score: Raw -1940185.226095 + Penalty 1893.351120 = -1938291.874975 nChanged 43 SP:Iteration 22Q (3807.486894 sec): 3 clusters Score: Raw -1940195.743932 + Penalty 1893.351120 = -1938302.392813 nChanged 44 SP:Iteration 23Q (3807.566508 sec): 3 clusters Score: Raw -1940205.363825 + Penalty 1893.351120 = -1938312.012705 nChanged 40 SP:Iteration 24Q (3807.631431 sec): 3 clusters Score: Raw -1940213.602175 + Penalty 1893.351120 = -1938320.251056 nChanged 35 SP:Iteration 25Q (3807.711520 sec): 3 clusters Score: Raw -1940220.822020 + Penalty 1893.351120 = -1938327.470900 nChanged 38 SP:Iteration 26Q (3807.774986 sec): 3 clusters Score: Raw -1940229.161216 + Penalty 1893.351120 = -1938335.810096 nChanged 27 SP:Iteration 27Q (3807.856846 sec): 3 clusters Score: Raw -1940235.370901 + Penalty 1893.351120 = -1938342.019781 nChanged 26 SP:Iteration 28Q (3807.930412 sec): 3 clusters Score: Raw -1940240.417964 + Penalty 1893.351120 = -1938347.066845 nChanged 28 SP:Iteration 29Q (3808.003840 sec): 3 clusters Score: Raw -1940245.044504 + Penalty 1893.351120 = -1938351.693384 nChanged 22 SP:Iteration 30Q (3808.065849 sec): 3 clusters Score: Raw -1940249.937538 + Penalty 1893.351120 = -1938356.586419 nChanged 27 SP:Iteration 31Q (3808.142988 sec): 3 clusters Score: Raw -1940256.558783 + Penalty 1893.351120 = -1938363.207663 nChanged 34 SP:Iteration 32Q (3808.211743 sec): 3 clusters Score: Raw -1940263.148981 + Penalty 1893.351120 = -1938369.797861 nChanged 29 SP:Iteration 33Q (3808.276499 sec): 3 clusters Score: Raw -1940269.930759 + Penalty 1893.351120 = -1938376.579639 nChanged 27 SP:Iteration 34Q (3808.348818 sec): 3 clusters Score: Raw -1940276.017529 + Penalty 1893.351120 = -1938382.666409 nChanged 36 SP:Iteration 35Q (3808.421901 sec): 3 clusters Score: Raw -1940286.038297 + Penalty 1893.351120 = -1938392.687177 nChanged 29 SP:Iteration 36Q (3808.498578 sec): 3 clusters Score: Raw -1940293.147701 + Penalty 1893.351120 = -1938399.796581 nChanged 24 SP:Iteration 37Q (3808.553751 sec): 3 clusters Score: Raw -1940298.960899 + Penalty 1893.351120 = -1938405.609780 nChanged 25 SP:Iteration 38Q (3808.615188 sec): 3 clusters Score: Raw -1940306.687409 + Penalty 1893.351120 = -1938413.336290 nChanged 24 SP:Iteration 39Q (3808.686433 sec): 3 clusters Score: Raw -1940313.977680 + Penalty 1893.351120 = -1938420.626560 nChanged 19 SP:Iteration 40F (3808.757202 sec): 3 clusters Score: Raw -1940318.064020 + Penalty 1893.351120 = -1938424.712901 nChanged 17 SP:Iteration 41Q (3808.826426 sec): 3 clusters Score: Raw -1940320.271485 + Penalty 1893.351120 = -1938426.920365 nChanged 9 SP:Iteration 42Q (3808.898807 sec): 3 clusters Score: Raw -1940321.271832 + Penalty 1893.351120 = -1938427.920713 nChanged 7 SP:Iteration 43Q (3808.957802 sec): 3 clusters Score: Raw -1940322.244043 + Penalty 1893.351120 = -1938428.892923 nChanged 4 SP:Iteration 44Q (3809.037927 sec): 3 clusters Score: Raw -1940322.708828 + Penalty 1893.351120 = -1938429.357708 nChanged 2 SP:Iteration 45Q (3809.098102 sec): 3 clusters Score: Raw -1940322.892648 + Penalty 1893.351120 = -1938429.541529 nChanged 3 SP:Iteration 46Q (3809.178116 sec): 3 clusters Score: Raw -1940323.179612 + Penalty 1893.351120 = -1938429.828492 nChanged 3 SP:Iteration 47Q (3809.245073 sec): 3 clusters Score: Raw -1940323.396616 + Penalty 1893.351120 = -1938430.045496 nChanged 2 SP:Iteration 48Q (3809.316286 sec): 3 clusters Score: Raw -1940323.614070 + Penalty 1893.351120 = -1938430.262951 nChanged 0 SP:Iteration 49F (3809.384115 sec): 3 clusters Score: Raw -1940323.614070 + Penalty 1893.351120 = -1938430.262951 nChanged 0 Trying to split cluster 21 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3809.410735 sec): 2 clusters Score: Raw -5501.776252 + Penalty 472.789706 = -5028.986546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3809.447998 sec): 3 clusters Score: Raw -5641.954100 + Penalty 945.579411 = -4696.374689 nChanged 32 SP:Iteration 1F (3809.496491 sec): 3 clusters Score: Raw -5811.819367 + Penalty 945.579411 = -4866.239956 nChanged 5 SP:Iteration 2Q (3809.527461 sec): 3 clusters Score: Raw -5826.911852 + Penalty 945.579411 = -4881.332441 nChanged 4 SP:Iteration 3Q (3809.574433 sec): 3 clusters Score: Raw -5838.429185 + Penalty 945.579411 = -4892.849774 nChanged 1 SP:Iteration 4Q (3809.621427 sec): 3 clusters Score: Raw -5839.700073 + Penalty 945.579411 = -4894.120661 nChanged 0 SP:Iteration 5F (3809.668338 sec): 3 clusters Score: Raw -5839.700073 + Penalty 945.579411 = -4894.120661 nChanged 0 Trying to split cluster 22 (10237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3809.706537 sec): 2 clusters Score: Raw -750940.994301 + Penalty 877.207569 = -750063.786732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3809.761783 sec): 3 clusters Score: Raw -744799.519068 + Penalty 1754.415139 = -743045.103929 nChanged 4662 SP:Iteration 1F (3809.814388 sec): 3 clusters Score: Raw -747943.173541 + Penalty 1754.415139 = -746188.758403 nChanged 938 SP:Iteration 2F (3809.871702 sec): 3 clusters Score: Raw -748789.612586 + Penalty 1754.415139 = -747035.197448 nChanged 940 SP:Iteration 3F (3809.935356 sec): 3 clusters Score: Raw -749595.343700 + Penalty 1754.415139 = -747840.928561 nChanged 786 SP:Iteration 4F (3809.986822 sec): 3 clusters Score: Raw -750193.297216 + Penalty 1754.415139 = -748438.882077 nChanged 583 SP:Iteration 5F (3810.045237 sec): 3 clusters Score: Raw -750546.753139 + Penalty 1754.415139 = -748792.338001 nChanged 416 SP:Iteration 6Q (3810.112633 sec): 3 clusters Score: Raw -750782.672371 + Penalty 1754.415139 = -749028.257232 nChanged 273 SP:Iteration 7Q (3810.168821 sec): 3 clusters Score: Raw -750930.657180 + Penalty 1754.415139 = -749176.242042 nChanged 227 SP:Iteration 8Q (3810.225884 sec): 3 clusters Score: Raw -751063.336006 + Penalty 1754.415139 = -749308.920867 nChanged 216 SP:Iteration 9Q (3810.288588 sec): 3 clusters Score: Raw -751207.235597 + Penalty 1754.415139 = -749452.820459 nChanged 192 SP:Iteration 10Q (3810.347472 sec): 3 clusters Score: Raw -751349.765397 + Penalty 1754.415139 = -749595.350258 nChanged 157 SP:Iteration 11Q (3810.401871 sec): 3 clusters Score: Raw -751479.031624 + Penalty 1754.415139 = -749724.616486 nChanged 129 SP:Iteration 12Q (3810.465305 sec): 3 clusters Score: Raw -751574.292682 + Penalty 1754.415139 = -749819.877543 nChanged 86 SP:Iteration 13Q (3810.519480 sec): 3 clusters Score: Raw -751631.724730 + Penalty 1754.415139 = -749877.309591 nChanged 70 SP:Iteration 14Q (3810.572330 sec): 3 clusters Score: Raw -751664.351087 + Penalty 1754.415139 = -749909.935949 nChanged 53 SP:Iteration 15Q (3810.634221 sec): 3 clusters Score: Raw -751687.047926 + Penalty 1754.415139 = -749932.632787 nChanged 37 SP:Iteration 16Q (3810.686994 sec): 3 clusters Score: Raw -751703.653973 + Penalty 1754.415139 = -749949.238835 nChanged 38 SP:Iteration 17Q (3810.756931 sec): 3 clusters Score: Raw -751720.221970 + Penalty 1754.415139 = -749965.806831 nChanged 26 SP:Iteration 18Q (3810.807775 sec): 3 clusters Score: Raw -751728.985209 + Penalty 1754.415139 = -749974.570070 nChanged 19 SP:Iteration 19Q (3810.870639 sec): 3 clusters Score: Raw -751733.587051 + Penalty 1754.415139 = -749979.171912 nChanged 11 SP:Iteration 20F (3810.932218 sec): 3 clusters Score: Raw -751736.777687 + Penalty 1754.415139 = -749982.362548 nChanged 16 SP:Iteration 21Q (3810.991282 sec): 3 clusters Score: Raw -751739.409862 + Penalty 1754.415139 = -749984.994724 nChanged 10 SP:Iteration 22Q (3811.040865 sec): 3 clusters Score: Raw -751741.027302 + Penalty 1754.415139 = -749986.612164 nChanged 5 SP:Iteration 23Q (3811.096766 sec): 3 clusters Score: Raw -751742.460136 + Penalty 1754.415139 = -749988.044997 nChanged 3 SP:Iteration 24Q (3811.164098 sec): 3 clusters Score: Raw -751743.373466 + Penalty 1754.415139 = -749988.958327 nChanged 3 SP:Iteration 25Q (3811.225151 sec): 3 clusters Score: Raw -751743.705894 + Penalty 1754.415139 = -749989.290756 nChanged 2 SP:Iteration 26Q (3811.287096 sec): 3 clusters Score: Raw -751744.330332 + Penalty 1754.415139 = -749989.915194 nChanged 2 SP:Iteration 27Q (3811.343611 sec): 3 clusters Score: Raw -751744.628966 + Penalty 1754.415139 = -749990.213827 nChanged 3 SP:Iteration 28Q (3811.401638 sec): 3 clusters Score: Raw -751745.210475 + Penalty 1754.415139 = -749990.795336 nChanged 5 SP:Iteration 29Q (3811.459986 sec): 3 clusters Score: Raw -751745.735183 + Penalty 1754.415139 = -749991.320045 nChanged 2 SP:Iteration 30Q (3811.519660 sec): 3 clusters Score: Raw -751745.978327 + Penalty 1754.415139 = -749991.563188 nChanged 4 SP:Iteration 31Q (3811.577789 sec): 3 clusters Score: Raw -751746.479436 + Penalty 1754.415139 = -749992.064297 nChanged 3 SP:Iteration 32Q (3811.635122 sec): 3 clusters Score: Raw -751746.981136 + Penalty 1754.415139 = -749992.565997 nChanged 5 SP:Iteration 33Q (3811.688590 sec): 3 clusters Score: Raw -751748.173701 + Penalty 1754.415139 = -749993.758563 nChanged 9 SP:Iteration 34Q (3811.758132 sec): 3 clusters Score: Raw -751749.827086 + Penalty 1754.415139 = -749995.411948 nChanged 7 SP:Iteration 35Q (3811.818412 sec): 3 clusters Score: Raw -751751.824579 + Penalty 1754.415139 = -749997.409440 nChanged 7 SP:Iteration 36Q (3811.868009 sec): 3 clusters Score: Raw -751753.902701 + Penalty 1754.415139 = -749999.487563 nChanged 9 SP:Iteration 37Q (3811.932876 sec): 3 clusters Score: Raw -751755.401011 + Penalty 1754.415139 = -750000.985872 nChanged 4 SP:Iteration 38Q (3811.983416 sec): 3 clusters Score: Raw -751755.973852 + Penalty 1754.415139 = -750001.558713 nChanged 2 SP:Iteration 39Q (3812.047824 sec): 3 clusters Score: Raw -751756.161301 + Penalty 1754.415139 = -750001.746163 nChanged 2 SP:Iteration 40F (3812.104559 sec): 3 clusters Score: Raw -751756.311220 + Penalty 1754.415139 = -750001.896081 nChanged 0 Trying to split cluster 23 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3812.129062 sec): 2 clusters Score: Raw -97844.665095 + Penalty 672.921846 = -97171.743250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3812.174511 sec): 3 clusters Score: Raw -97339.802589 + Penalty 1345.843691 = -95993.958898 nChanged 403 SP:Iteration 1F (3812.210238 sec): 3 clusters Score: Raw -97641.890814 + Penalty 1345.843691 = -96296.047123 nChanged 113 SP:Iteration 2F (3812.257397 sec): 3 clusters Score: Raw -97762.098233 + Penalty 1345.843691 = -96416.254542 nChanged 77 SP:Iteration 3F (3812.306991 sec): 3 clusters Score: Raw -97844.176455 + Penalty 1345.843691 = -96498.332764 nChanged 56 SP:Iteration 4Q (3812.353423 sec): 3 clusters Score: Raw -97899.468521 + Penalty 1345.843691 = -96553.624830 nChanged 38 SP:Iteration 5Q (3812.404731 sec): 3 clusters Score: Raw -97931.267326 + Penalty 1345.843691 = -96585.423635 nChanged 41 SP:Iteration 6Q (3812.443237 sec): 3 clusters Score: Raw -97965.736435 + Penalty 1345.843691 = -96619.892744 nChanged 33 SP:Iteration 7Q (3812.502897 sec): 3 clusters Score: Raw -97987.131385 + Penalty 1345.843691 = -96641.287694 nChanged 26 SP:Iteration 8Q (3812.548875 sec): 3 clusters Score: Raw -98004.387823 + Penalty 1345.843691 = -96658.544132 nChanged 17 SP:Iteration 9Q (3812.584539 sec): 3 clusters Score: Raw -98012.321807 + Penalty 1345.843691 = -96666.478116 nChanged 13 SP:Iteration 10Q (3812.634454 sec): 3 clusters Score: Raw -98019.966083 + Penalty 1345.843691 = -96674.122392 nChanged 8 SP:Iteration 11Q (3812.689644 sec): 3 clusters Score: Raw -98023.076752 + Penalty 1345.843691 = -96677.233061 nChanged 7 SP:Iteration 12Q (3812.732680 sec): 3 clusters Score: Raw -98027.459264 + Penalty 1345.843691 = -96681.615573 nChanged 4 SP:Iteration 13Q (3812.764315 sec): 3 clusters Score: Raw -98031.265899 + Penalty 1345.843691 = -96685.422208 nChanged 4 SP:Iteration 14Q (3812.821617 sec): 3 clusters Score: Raw -98033.811498 + Penalty 1345.843691 = -96687.967807 nChanged 1 SP:Iteration 15Q (3812.872773 sec): 3 clusters Score: Raw -98034.342576 + Penalty 1345.843691 = -96688.498885 nChanged 4 SP:Iteration 16Q (3812.904424 sec): 3 clusters Score: Raw -98036.879428 + Penalty 1345.843691 = -96691.035737 nChanged 2 SP:Iteration 17Q (3812.956972 sec): 3 clusters Score: Raw -98037.624109 + Penalty 1345.843691 = -96691.780418 nChanged 2 SP:Iteration 18Q (3813.002934 sec): 3 clusters Score: Raw -98038.623846 + Penalty 1345.843691 = -96692.780155 nChanged 0 SP:Iteration 19F (3813.035822 sec): 3 clusters Score: Raw -98038.623846 + Penalty 1345.843691 = -96692.780155 nChanged 0 Trying to split cluster 24 (5325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3813.076293 sec): 2 clusters Score: Raw -454563.008576 + Penalty 815.115959 = -453747.892617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3813.125515 sec): 3 clusters Score: Raw -451553.480563 + Penalty 1630.231918 = -449923.248645 nChanged 2278 SP:Iteration 1F (3813.183573 sec): 3 clusters Score: Raw -452816.094755 + Penalty 1630.231918 = -451185.862837 nChanged 335 SP:Iteration 2F (3813.237740 sec): 3 clusters Score: Raw -452964.864949 + Penalty 1630.231918 = -451334.633030 nChanged 290 SP:Iteration 3F (3813.291859 sec): 3 clusters Score: Raw -453107.826182 + Penalty 1630.231918 = -451477.594264 nChanged 260 SP:Iteration 4Q (3813.335947 sec): 3 clusters Score: Raw -453233.500110 + Penalty 1630.231918 = -451603.268192 nChanged 232 SP:Iteration 5Q (3813.397267 sec): 3 clusters Score: Raw -453352.318030 + Penalty 1630.231918 = -451722.086111 nChanged 229 SP:Iteration 6Q (3813.453880 sec): 3 clusters Score: Raw -453487.933340 + Penalty 1630.231918 = -451857.701422 nChanged 231 SP:Iteration 7Q (3813.501158 sec): 3 clusters Score: Raw -453626.585112 + Penalty 1630.231918 = -451996.353194 nChanged 228 SP:Iteration 8Q (3813.546288 sec): 3 clusters Score: Raw -453752.891315 + Penalty 1630.231918 = -452122.659397 nChanged 194 SP:Iteration 9Q (3813.598961 sec): 3 clusters Score: Raw -453852.468507 + Penalty 1630.231918 = -452222.236589 nChanged 165 SP:Iteration 10Q (3813.652692 sec): 3 clusters Score: Raw -453944.457736 + Penalty 1630.231918 = -452314.225817 nChanged 146 SP:Iteration 11Q (3813.698691 sec): 3 clusters Score: Raw -454021.122237 + Penalty 1630.231918 = -452390.890319 nChanged 136 SP:Iteration 12Q (3813.751274 sec): 3 clusters Score: Raw -454069.783542 + Penalty 1630.231918 = -452439.551624 nChanged 88 SP:Iteration 13Q (3813.794981 sec): 3 clusters Score: Raw -454097.846697 + Penalty 1630.231918 = -452467.614779 nChanged 70 SP:Iteration 14Q (3813.860365 sec): 3 clusters Score: Raw -454117.111828 + Penalty 1630.231918 = -452486.879910 nChanged 55 SP:Iteration 15Q (3813.902746 sec): 3 clusters Score: Raw -454137.366999 + Penalty 1630.231918 = -452507.135081 nChanged 53 SP:Iteration 16Q (3813.964437 sec): 3 clusters Score: Raw -454156.191706 + Penalty 1630.231918 = -452525.959788 nChanged 58 SP:Iteration 17Q (3814.007450 sec): 3 clusters Score: Raw -454175.225684 + Penalty 1630.231918 = -452544.993766 nChanged 46 SP:Iteration 18Q (3814.063251 sec): 3 clusters Score: Raw -454187.062064 + Penalty 1630.231918 = -452556.830146 nChanged 54 SP:Iteration 19Q (3814.105796 sec): 3 clusters Score: Raw -454203.775099 + Penalty 1630.231918 = -452573.543181 nChanged 46 SP:Iteration 20F (3814.164092 sec): 3 clusters Score: Raw -454218.551767 + Penalty 1630.231918 = -452588.319849 nChanged 43 SP:Iteration 21Q (3814.216687 sec): 3 clusters Score: Raw -454230.063995 + Penalty 1630.231918 = -452599.832077 nChanged 46 SP:Iteration 22Q (3814.261796 sec): 3 clusters Score: Raw -454240.728851 + Penalty 1630.231918 = -452610.496933 nChanged 30 SP:Iteration 23Q (3814.321440 sec): 3 clusters Score: Raw -454245.960656 + Penalty 1630.231918 = -452615.728738 nChanged 27 SP:Iteration 24Q (3814.375178 sec): 3 clusters Score: Raw -454249.814059 + Penalty 1630.231918 = -452619.582141 nChanged 18 SP:Iteration 25Q (3814.427554 sec): 3 clusters Score: Raw -454253.297241 + Penalty 1630.231918 = -452623.065323 nChanged 18 SP:Iteration 26Q (3814.481517 sec): 3 clusters Score: Raw -454255.850449 + Penalty 1630.231918 = -452625.618531 nChanged 10 SP:Iteration 27Q (3814.529666 sec): 3 clusters Score: Raw -454257.556621 + Penalty 1630.231918 = -452627.324703 nChanged 14 SP:Iteration 28Q (3814.575703 sec): 3 clusters Score: Raw -454260.141103 + Penalty 1630.231918 = -452629.909184 nChanged 11 SP:Iteration 29Q (3814.632972 sec): 3 clusters Score: Raw -454261.986524 + Penalty 1630.231918 = -452631.754606 nChanged 11 SP:Iteration 30Q (3814.686382 sec): 3 clusters Score: Raw -454263.417639 + Penalty 1630.231918 = -452633.185721 nChanged 10 SP:Iteration 31Q (3814.737170 sec): 3 clusters Score: Raw -454264.515826 + Penalty 1630.231918 = -452634.283908 nChanged 8 SP:Iteration 32Q (3814.772656 sec): 3 clusters Score: Raw -454265.142582 + Penalty 1630.231918 = -452634.910663 nChanged 8 SP:Iteration 33Q (3814.833919 sec): 3 clusters Score: Raw -454265.747782 + Penalty 1630.231918 = -452635.515864 nChanged 3 SP:Iteration 34Q (3814.880482 sec): 3 clusters Score: Raw -454266.071888 + Penalty 1630.231918 = -452635.839969 nChanged 5 SP:Iteration 35Q (3814.937818 sec): 3 clusters Score: Raw -454267.010877 + Penalty 1630.231918 = -452636.778959 nChanged 6 SP:Iteration 36Q (3814.979317 sec): 3 clusters Score: Raw -454267.902601 + Penalty 1630.231918 = -452637.670683 nChanged 5 SP:Iteration 37Q (3815.032765 sec): 3 clusters Score: Raw -454268.959194 + Penalty 1630.231918 = -452638.727275 nChanged 7 SP:Iteration 38Q (3815.090004 sec): 3 clusters Score: Raw -454270.674977 + Penalty 1630.231918 = -452640.443059 nChanged 6 SP:Iteration 39Q (3815.145506 sec): 3 clusters Score: Raw -454271.702291 + Penalty 1630.231918 = -452641.470373 nChanged 3 SP:Iteration 40F (3815.195754 sec): 3 clusters Score: Raw -454271.989331 + Penalty 1630.231918 = -452641.757413 nChanged 4 SP:Iteration 41Q (3815.250523 sec): 3 clusters Score: Raw -454272.192385 + Penalty 1630.231918 = -452641.960467 nChanged 2 SP:Iteration 42Q (3815.302678 sec): 3 clusters Score: Raw -454272.404880 + Penalty 1630.231918 = -452642.172962 nChanged 4 SP:Iteration 43Q (3815.357812 sec): 3 clusters Score: Raw -454272.705321 + Penalty 1630.231918 = -452642.473402 nChanged 2 SP:Iteration 44Q (3815.404052 sec): 3 clusters Score: Raw -454272.880618 + Penalty 1630.231918 = -452642.648700 nChanged 2 SP:Iteration 45Q (3815.461570 sec): 3 clusters Score: Raw -454273.083828 + Penalty 1630.231918 = -452642.851910 nChanged 2 SP:Iteration 46Q (3815.512483 sec): 3 clusters Score: Raw -454273.248504 + Penalty 1630.231918 = -452643.016586 nChanged 0 SP:Iteration 47F (3815.558988 sec): 3 clusters Score: Raw -454273.248504 + Penalty 1630.231918 = -452643.016586 nChanged 0 Trying to split cluster 25 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3815.584259 sec): 2 clusters Score: Raw -179758.303641 + Penalty 724.245985 = -179034.057656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3815.632571 sec): 3 clusters Score: Raw -178739.401604 + Penalty 1448.491970 = -177290.909634 nChanged 793 SP:Iteration 1F (3815.671097 sec): 3 clusters Score: Raw -179235.686302 + Penalty 1448.491970 = -177787.194333 nChanged 167 SP:Iteration 2F (3815.718864 sec): 3 clusters Score: Raw -179359.431551 + Penalty 1448.491970 = -177910.939581 nChanged 112 SP:Iteration 3F (3815.764464 sec): 3 clusters Score: Raw -179445.875549 + Penalty 1448.491970 = -177997.383579 nChanged 117 SP:Iteration 4F (3815.815409 sec): 3 clusters Score: Raw -179526.829077 + Penalty 1448.491970 = -178078.337107 nChanged 98 SP:Iteration 5Q (3815.851825 sec): 3 clusters Score: Raw -179592.405675 + Penalty 1448.491970 = -178143.913705 nChanged 73 SP:Iteration 6Q (3815.907391 sec): 3 clusters Score: Raw -179627.599998 + Penalty 1448.491970 = -178179.108029 nChanged 43 SP:Iteration 7Q (3815.947123 sec): 3 clusters Score: Raw -179648.837197 + Penalty 1448.491970 = -178200.345228 nChanged 38 SP:Iteration 8Q (3816.005390 sec): 3 clusters Score: Raw -179667.354907 + Penalty 1448.491970 = -178218.862937 nChanged 43 SP:Iteration 9Q (3816.057015 sec): 3 clusters Score: Raw -179694.392223 + Penalty 1448.491970 = -178245.900253 nChanged 51 SP:Iteration 10Q (3816.101258 sec): 3 clusters Score: Raw -179723.047259 + Penalty 1448.491970 = -178274.555289 nChanged 41 SP:Iteration 11Q (3816.140378 sec): 3 clusters Score: Raw -179745.018414 + Penalty 1448.491970 = -178296.526445 nChanged 34 SP:Iteration 12Q (3816.195428 sec): 3 clusters Score: Raw -179761.223585 + Penalty 1448.491970 = -178312.731615 nChanged 25 SP:Iteration 13Q (3816.245218 sec): 3 clusters Score: Raw -179776.418184 + Penalty 1448.491970 = -178327.926214 nChanged 21 SP:Iteration 14Q (3816.289616 sec): 3 clusters Score: Raw -179790.939926 + Penalty 1448.491970 = -178342.447957 nChanged 16 SP:Iteration 15Q (3816.332191 sec): 3 clusters Score: Raw -179803.532746 + Penalty 1448.491970 = -178355.040776 nChanged 19 SP:Iteration 16Q (3816.384470 sec): 3 clusters Score: Raw -179819.271648 + Penalty 1448.491970 = -178370.779678 nChanged 15 SP:Iteration 17Q (3816.431038 sec): 3 clusters Score: Raw -179828.091117 + Penalty 1448.491970 = -178379.599147 nChanged 12 SP:Iteration 18Q (3816.475613 sec): 3 clusters Score: Raw -179832.707640 + Penalty 1448.491970 = -178384.215670 nChanged 8 SP:Iteration 19Q (3816.519225 sec): 3 clusters Score: Raw -179836.639262 + Penalty 1448.491970 = -178388.147292 nChanged 9 SP:Iteration 20F (3816.562554 sec): 3 clusters Score: Raw -179841.818017 + Penalty 1448.491970 = -178393.326048 nChanged 9 SP:Iteration 21Q (3816.607280 sec): 3 clusters Score: Raw -179844.940486 + Penalty 1448.491970 = -178396.448516 nChanged 2 SP:Iteration 22Q (3816.658357 sec): 3 clusters Score: Raw -179846.346319 + Penalty 1448.491970 = -178397.854350 nChanged 5 SP:Iteration 23Q (3816.700869 sec): 3 clusters Score: Raw -179849.075049 + Penalty 1448.491970 = -178400.583079 nChanged 5 SP:Iteration 24Q (3816.738506 sec): 3 clusters Score: Raw -179851.115229 + Penalty 1448.491970 = -178402.623259 nChanged 4 SP:Iteration 25Q (3816.792489 sec): 3 clusters Score: Raw -179853.275402 + Penalty 1448.491970 = -178404.783433 nChanged 3 SP:Iteration 26Q (3816.838831 sec): 3 clusters Score: Raw -179854.559635 + Penalty 1448.491970 = -178406.067666 nChanged 4 SP:Iteration 27Q (3816.876347 sec): 3 clusters Score: Raw -179855.579358 + Penalty 1448.491970 = -178407.087388 nChanged 2 SP:Iteration 28Q (3816.930135 sec): 3 clusters Score: Raw -179856.360092 + Penalty 1448.491970 = -178407.868122 nChanged 3 SP:Iteration 29Q (3816.974604 sec): 3 clusters Score: Raw -179857.452194 + Penalty 1448.491970 = -178408.960224 nChanged 2 SP:Iteration 30Q (3817.025100 sec): 3 clusters Score: Raw -179858.676611 + Penalty 1448.491970 = -178410.184642 nChanged 1 SP:Iteration 31Q (3817.069983 sec): 3 clusters Score: Raw -179859.069189 + Penalty 1448.491970 = -178410.577219 nChanged 2 SP:Iteration 32Q (3817.117611 sec): 3 clusters Score: Raw -179859.637091 + Penalty 1448.491970 = -178411.145122 nChanged 2 SP:Iteration 33Q (3817.164908 sec): 3 clusters Score: Raw -179860.342787 + Penalty 1448.491970 = -178411.850818 nChanged 3 SP:Iteration 34Q (3817.212882 sec): 3 clusters Score: Raw -179862.331186 + Penalty 1448.491970 = -178413.839216 nChanged 4 SP:Iteration 35Q (3817.247586 sec): 3 clusters Score: Raw -179864.736240 + Penalty 1448.491970 = -178416.244270 nChanged 6 SP:Iteration 36Q (3817.300983 sec): 3 clusters Score: Raw -179868.801870 + Penalty 1448.491970 = -178420.309901 nChanged 5 SP:Iteration 37Q (3817.349601 sec): 3 clusters Score: Raw -179870.611344 + Penalty 1448.491970 = -178422.119374 nChanged 6 SP:Iteration 38Q (3817.387667 sec): 3 clusters Score: Raw -179873.539150 + Penalty 1448.491970 = -178425.047180 nChanged 2 SP:Iteration 39Q (3817.426331 sec): 3 clusters Score: Raw -179874.667543 + Penalty 1448.491970 = -178426.175573 nChanged 4 SP:Iteration 40F (3817.480600 sec): 3 clusters Score: Raw -179877.317066 + Penalty 1448.491970 = -178428.825096 nChanged 2 SP:Iteration 41Q (3817.518550 sec): 3 clusters Score: Raw -179877.674164 + Penalty 1448.491970 = -178429.182194 nChanged 0 SP:Iteration 42F (3817.558482 sec): 3 clusters Score: Raw -179877.674164 + Penalty 1448.491970 = -178429.182194 nChanged 0 Trying to split cluster 26 (9135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3817.603191 sec): 2 clusters Score: Raw -729815.921743 + Penalty 866.387505 = -728949.534239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3817.663389 sec): 3 clusters Score: Raw -724447.567053 + Penalty 1732.775009 = -722714.792044 nChanged 3982 SP:Iteration 1F (3817.711940 sec): 3 clusters Score: Raw -726604.160557 + Penalty 1732.775009 = -724871.385548 nChanged 551 SP:Iteration 2F (3817.772654 sec): 3 clusters Score: Raw -726847.931498 + Penalty 1732.775009 = -725115.156489 nChanged 505 SP:Iteration 3F (3817.827440 sec): 3 clusters Score: Raw -727070.635878 + Penalty 1732.775009 = -725337.860869 nChanged 480 SP:Iteration 4F (3817.897430 sec): 3 clusters Score: Raw -727285.348135 + Penalty 1732.775009 = -725552.573126 nChanged 411 SP:Iteration 5Q (3817.947902 sec): 3 clusters Score: Raw -727492.151029 + Penalty 1732.775009 = -725759.376019 nChanged 434 SP:Iteration 6Q (3818.005912 sec): 3 clusters Score: Raw -727767.840651 + Penalty 1732.775009 = -726035.065642 nChanged 465 SP:Iteration 7F (3818.062140 sec): 3 clusters Score: Raw -728059.477597 + Penalty 1732.775009 = -726326.702588 nChanged 447 SP:Iteration 8Q (3818.119581 sec): 3 clusters Score: Raw -728295.965340 + Penalty 1732.775009 = -726563.190331 nChanged 377 SP:Iteration 9Q (3818.177075 sec): 3 clusters Score: Raw -728474.957783 + Penalty 1732.775009 = -726742.182774 nChanged 320 SP:Iteration 10Q (3818.234637 sec): 3 clusters Score: Raw -728601.753512 + Penalty 1732.775009 = -726868.978503 nChanged 264 SP:Iteration 11Q (3818.294168 sec): 3 clusters Score: Raw -728698.111831 + Penalty 1732.775009 = -726965.336822 nChanged 233 SP:Iteration 12Q (3818.350825 sec): 3 clusters Score: Raw -728773.666749 + Penalty 1732.775009 = -727040.891740 nChanged 216 SP:Iteration 13Q (3818.403105 sec): 3 clusters Score: Raw -728843.050324 + Penalty 1732.775009 = -727110.275315 nChanged 199 SP:Iteration 14Q (3818.463215 sec): 3 clusters Score: Raw -728911.958008 + Penalty 1732.775009 = -727179.182999 nChanged 189 SP:Iteration 15Q (3818.522013 sec): 3 clusters Score: Raw -728974.843105 + Penalty 1732.775009 = -727242.068096 nChanged 180 SP:Iteration 16Q (3818.570646 sec): 3 clusters Score: Raw -729034.465387 + Penalty 1732.775009 = -727301.690378 nChanged 179 SP:Iteration 17Q (3818.626400 sec): 3 clusters Score: Raw -729095.243055 + Penalty 1732.775009 = -727362.468046 nChanged 164 SP:Iteration 18Q (3818.681574 sec): 3 clusters Score: Raw -729153.627866 + Penalty 1732.775009 = -727420.852857 nChanged 186 SP:Iteration 19Q (3818.746236 sec): 3 clusters Score: Raw -729219.387308 + Penalty 1732.775009 = -727486.612299 nChanged 177 SP:Iteration 20F (3818.791786 sec): 3 clusters Score: Raw -729285.544198 + Penalty 1732.775009 = -727552.769189 nChanged 162 SP:Iteration 21Q (3818.846178 sec): 3 clusters Score: Raw -729346.368908 + Penalty 1732.775009 = -727613.593899 nChanged 154 SP:Iteration 22Q (3818.910587 sec): 3 clusters Score: Raw -729396.889842 + Penalty 1732.775009 = -727664.114833 nChanged 129 SP:Iteration 23Q (3818.959146 sec): 3 clusters Score: Raw -729433.195114 + Penalty 1732.775009 = -727700.420105 nChanged 122 SP:Iteration 24Q (3819.004189 sec): 3 clusters Score: Raw -729471.693133 + Penalty 1732.775009 = -727738.918124 nChanged 114 SP:Iteration 25Q (3819.059265 sec): 3 clusters Score: Raw -729504.997440 + Penalty 1732.775009 = -727772.222431 nChanged 132 SP:Iteration 26Q (3819.115038 sec): 3 clusters Score: Raw -729546.116513 + Penalty 1732.775009 = -727813.341504 nChanged 131 SP:Iteration 27Q (3819.167202 sec): 3 clusters Score: Raw -729585.336261 + Penalty 1732.775009 = -727852.561252 nChanged 108 SP:Iteration 28Q (3819.220374 sec): 3 clusters Score: Raw -729619.949694 + Penalty 1732.775009 = -727887.174685 nChanged 103 SP:Iteration 29Q (3819.288126 sec): 3 clusters Score: Raw -729654.540378 + Penalty 1732.775009 = -727921.765369 nChanged 106 SP:Iteration 30Q (3819.343651 sec): 3 clusters Score: Raw -729687.955779 + Penalty 1732.775009 = -727955.180770 nChanged 89 SP:Iteration 31Q (3819.397599 sec): 3 clusters Score: Raw -729718.092462 + Penalty 1732.775009 = -727985.317453 nChanged 91 SP:Iteration 32Q (3819.443173 sec): 3 clusters Score: Raw -729751.552306 + Penalty 1732.775009 = -728018.777297 nChanged 92 SP:Iteration 33Q (3819.504782 sec): 3 clusters Score: Raw -729785.363490 + Penalty 1732.775009 = -728052.588481 nChanged 91 SP:Iteration 34Q (3819.563320 sec): 3 clusters Score: Raw -729819.672660 + Penalty 1732.775009 = -728086.897651 nChanged 87 SP:Iteration 35Q (3819.620971 sec): 3 clusters Score: Raw -729847.218628 + Penalty 1732.775009 = -728114.443619 nChanged 84 SP:Iteration 36Q (3819.672440 sec): 3 clusters Score: Raw -729874.427717 + Penalty 1732.775009 = -728141.652708 nChanged 75 SP:Iteration 37Q (3819.727944 sec): 3 clusters Score: Raw -729899.396600 + Penalty 1732.775009 = -728166.621591 nChanged 65 SP:Iteration 38Q (3819.775562 sec): 3 clusters Score: Raw -729922.479215 + Penalty 1732.775009 = -728189.704206 nChanged 61 SP:Iteration 39Q (3819.834355 sec): 3 clusters Score: Raw -729942.244444 + Penalty 1732.775009 = -728209.469434 nChanged 60 SP:Iteration 40F (3819.898573 sec): 3 clusters Score: Raw -729962.008882 + Penalty 1732.775009 = -728229.233873 nChanged 46 SP:Iteration 41Q (3819.959260 sec): 3 clusters Score: Raw -729982.509608 + Penalty 1732.775009 = -728249.734599 nChanged 51 SP:Iteration 42Q (3820.005619 sec): 3 clusters Score: Raw -730009.917169 + Penalty 1732.775009 = -728277.142160 nChanged 51 SP:Iteration 43Q (3820.068015 sec): 3 clusters Score: Raw -730035.825433 + Penalty 1732.775009 = -728303.050424 nChanged 50 SP:Iteration 44Q (3820.119910 sec): 3 clusters Score: Raw -730056.193494 + Penalty 1732.775009 = -728323.418485 nChanged 35 SP:Iteration 45Q (3820.180160 sec): 3 clusters Score: Raw -730068.662390 + Penalty 1732.775009 = -728335.887381 nChanged 24 SP:Iteration 46Q (3820.236101 sec): 3 clusters Score: Raw -730077.358076 + Penalty 1732.775009 = -728344.583066 nChanged 20 SP:Iteration 47Q (3820.282557 sec): 3 clusters Score: Raw -730086.538431 + Penalty 1732.775009 = -728353.763421 nChanged 25 SP:Iteration 48Q (3820.340735 sec): 3 clusters Score: Raw -730098.849011 + Penalty 1732.775009 = -728366.074002 nChanged 16 SP:Iteration 49Q (3820.407453 sec): 3 clusters Score: Raw -730103.709579 + Penalty 1732.775009 = -728370.934570 nChanged 10 SP:Iteration 50Q (3820.454881 sec): 3 clusters Score: Raw -730106.922575 + Penalty 1732.775009 = -728374.147566 nChanged 9 SP:Iteration 51Q (3820.523013 sec): 3 clusters Score: Raw -730109.706977 + Penalty 1732.775009 = -728376.931968 nChanged 3 SP:Iteration 52Q (3820.568738 sec): 3 clusters Score: Raw -730110.675585 + Penalty 1732.775009 = -728377.900576 nChanged 3 SP:Iteration 53Q (3820.625790 sec): 3 clusters Score: Raw -730111.465340 + Penalty 1732.775009 = -728378.690331 nChanged 2 SP:Iteration 54Q (3820.674174 sec): 3 clusters Score: Raw -730112.014336 + Penalty 1732.775009 = -728379.239327 nChanged 1 SP:Iteration 55Q (3820.731215 sec): 3 clusters Score: Raw -730112.354096 + Penalty 1732.775009 = -728379.579087 nChanged 3 SP:Iteration 56Q (3820.782024 sec): 3 clusters Score: Raw -730112.917389 + Penalty 1732.775009 = -728380.142379 nChanged 3 SP:Iteration 57Q (3820.835901 sec): 3 clusters Score: Raw -730113.361543 + Penalty 1732.775009 = -728380.586534 nChanged 0 SP:Iteration 58F (3820.903917 sec): 3 clusters Score: Raw -730113.361543 + Penalty 1732.775009 = -728380.586534 nChanged 0 Trying to split cluster 27 (1552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3820.928862 sec): 2 clusters Score: Raw -133985.020401 + Penalty 697.993472 = -133287.026930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3820.975587 sec): 3 clusters Score: Raw -133275.245941 + Penalty 1395.986943 = -131879.258998 nChanged 586 SP:Iteration 1F (3821.019959 sec): 3 clusters Score: Raw -133757.268300 + Penalty 1395.986943 = -132361.281357 nChanged 163 SP:Iteration 2F (3821.072476 sec): 3 clusters Score: Raw -133961.051552 + Penalty 1395.986943 = -132565.064609 nChanged 136 SP:Iteration 3F (3821.125040 sec): 3 clusters Score: Raw -134144.968217 + Penalty 1395.986943 = -132748.981274 nChanged 119 SP:Iteration 4F (3821.167923 sec): 3 clusters Score: Raw -134309.353765 + Penalty 1395.986943 = -132913.366822 nChanged 89 SP:Iteration 5F (3821.210043 sec): 3 clusters Score: Raw -134410.948646 + Penalty 1395.986943 = -133014.961703 nChanged 49 SP:Iteration 6Q (3821.263726 sec): 3 clusters Score: Raw -134464.163903 + Penalty 1395.986943 = -133068.176960 nChanged 39 SP:Iteration 7Q (3821.308976 sec): 3 clusters Score: Raw -134493.956221 + Penalty 1395.986943 = -133097.969277 nChanged 29 SP:Iteration 8Q (3821.348696 sec): 3 clusters Score: Raw -134516.846414 + Penalty 1395.986943 = -133120.859471 nChanged 22 SP:Iteration 9Q (3821.397216 sec): 3 clusters Score: Raw -134528.841892 + Penalty 1395.986943 = -133132.854949 nChanged 10 SP:Iteration 10Q (3821.436621 sec): 3 clusters Score: Raw -134533.985764 + Penalty 1395.986943 = -133137.998821 nChanged 5 SP:Iteration 11Q (3821.468872 sec): 3 clusters Score: Raw -134536.812457 + Penalty 1395.986943 = -133140.825513 nChanged 6 SP:Iteration 12Q (3821.527651 sec): 3 clusters Score: Raw -134538.354188 + Penalty 1395.986943 = -133142.367245 nChanged 2 SP:Iteration 13Q (3821.571495 sec): 3 clusters Score: Raw -134539.277756 + Penalty 1395.986943 = -133143.290813 nChanged 4 SP:Iteration 14Q (3821.616389 sec): 3 clusters Score: Raw -134542.394213 + Penalty 1395.986943 = -133146.407270 nChanged 7 SP:Iteration 15Q (3821.655139 sec): 3 clusters Score: Raw -134545.538701 + Penalty 1395.986943 = -133149.551758 nChanged 6 SP:Iteration 16Q (3821.699622 sec): 3 clusters Score: Raw -134548.156289 + Penalty 1395.986943 = -133152.169346 nChanged 3 SP:Iteration 17Q (3821.743742 sec): 3 clusters Score: Raw -134549.674462 + Penalty 1395.986943 = -133153.687519 nChanged 1 SP:Iteration 18Q (3821.797860 sec): 3 clusters Score: Raw -134550.288427 + Penalty 1395.986943 = -133154.301484 nChanged 0 SP:Iteration 19F (3821.846359 sec): 3 clusters Score: Raw -134550.288427 + Penalty 1395.986943 = -133154.301484 nChanged 0 Trying to split cluster 28 (1775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3821.871850 sec): 2 clusters Score: Raw -135909.621411 + Penalty 710.747792 = -135198.873620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3821.908222 sec): 3 clusters Score: Raw -135070.748233 + Penalty 1421.495583 = -133649.252649 nChanged 671 SP:Iteration 1F (3821.957607 sec): 3 clusters Score: Raw -135551.855453 + Penalty 1421.495583 = -134130.359870 nChanged 159 SP:Iteration 2F (3822.013659 sec): 3 clusters Score: Raw -135691.944658 + Penalty 1421.495583 = -134270.449075 nChanged 106 SP:Iteration 3F (3822.056753 sec): 3 clusters Score: Raw -135765.659222 + Penalty 1421.495583 = -134344.163639 nChanged 72 SP:Iteration 4Q (3822.100003 sec): 3 clusters Score: Raw -135829.769998 + Penalty 1421.495583 = -134408.274414 nChanged 69 SP:Iteration 5Q (3822.155186 sec): 3 clusters Score: Raw -135888.566597 + Penalty 1421.495583 = -134467.071014 nChanged 56 SP:Iteration 6Q (3822.191972 sec): 3 clusters Score: Raw -135929.052238 + Penalty 1421.495583 = -134507.556655 nChanged 42 SP:Iteration 7Q (3822.250218 sec): 3 clusters Score: Raw -135975.377469 + Penalty 1421.495583 = -134553.881886 nChanged 37 SP:Iteration 8Q (3822.293905 sec): 3 clusters Score: Raw -136030.949091 + Penalty 1421.495583 = -134609.453507 nChanged 38 SP:Iteration 9Q (3822.340979 sec): 3 clusters Score: Raw -136092.284819 + Penalty 1421.495583 = -134670.789235 nChanged 44 SP:Iteration 10Q (3822.388946 sec): 3 clusters Score: Raw -136156.609087 + Penalty 1421.495583 = -134735.113503 nChanged 45 SP:Iteration 11Q (3822.434519 sec): 3 clusters Score: Raw -136205.214335 + Penalty 1421.495583 = -134783.718752 nChanged 56 SP:Iteration 12Q (3822.483697 sec): 3 clusters Score: Raw -136249.729310 + Penalty 1421.495583 = -134828.233727 nChanged 59 SP:Iteration 13Q (3822.518704 sec): 3 clusters Score: Raw -136286.906665 + Penalty 1421.495583 = -134865.411081 nChanged 52 SP:Iteration 14Q (3822.578261 sec): 3 clusters Score: Raw -136318.934137 + Penalty 1421.495583 = -134897.438554 nChanged 41 SP:Iteration 15Q (3822.631176 sec): 3 clusters Score: Raw -136338.607287 + Penalty 1421.495583 = -134917.111704 nChanged 31 SP:Iteration 16Q (3822.680645 sec): 3 clusters Score: Raw -136349.175146 + Penalty 1421.495583 = -134927.679563 nChanged 21 SP:Iteration 17Q (3822.720016 sec): 3 clusters Score: Raw -136357.966159 + Penalty 1421.495583 = -134936.470575 nChanged 24 SP:Iteration 18Q (3822.772283 sec): 3 clusters Score: Raw -136367.053030 + Penalty 1421.495583 = -134945.557447 nChanged 22 SP:Iteration 19Q (3822.815810 sec): 3 clusters Score: Raw -136377.278038 + Penalty 1421.495583 = -134955.782454 nChanged 29 SP:Iteration 20F (3822.857751 sec): 3 clusters Score: Raw -136393.183131 + Penalty 1421.495583 = -134971.687548 nChanged 29 SP:Iteration 21Q (3822.901908 sec): 3 clusters Score: Raw -136407.789286 + Penalty 1421.495583 = -134986.293703 nChanged 26 SP:Iteration 22Q (3822.946516 sec): 3 clusters Score: Raw -136419.877471 + Penalty 1421.495583 = -134998.381888 nChanged 19 SP:Iteration 23Q (3822.991100 sec): 3 clusters Score: Raw -136425.698760 + Penalty 1421.495583 = -135004.203177 nChanged 13 SP:Iteration 24Q (3823.035988 sec): 3 clusters Score: Raw -136429.989623 + Penalty 1421.495583 = -135008.494040 nChanged 8 SP:Iteration 25Q (3823.091789 sec): 3 clusters Score: Raw -136431.971337 + Penalty 1421.495583 = -135010.475754 nChanged 5 SP:Iteration 26Q (3823.137378 sec): 3 clusters Score: Raw -136432.950283 + Penalty 1421.495583 = -135011.454700 nChanged 0 SP:Iteration 27F (3823.182682 sec): 3 clusters Score: Raw -136432.950283 + Penalty 1421.495583 = -135011.454700 nChanged 0 Trying to split cluster 29 (30302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3823.235602 sec): 2 clusters Score: Raw -2760064.770973 + Penalty 980.302055 = -2759084.468918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3823.326224 sec): 3 clusters Score: Raw -2740807.091123 + Penalty 1960.604109 = -2738846.487014 nChanged 14242 SP:Iteration 1F (3823.410167 sec): 3 clusters Score: Raw -2749195.186142 + Penalty 1960.604109 = -2747234.582033 nChanged 1684 SP:Iteration 2F (3823.503415 sec): 3 clusters Score: Raw -2750000.918836 + Penalty 1960.604109 = -2748040.314727 nChanged 2046 SP:Iteration 3F (3823.584721 sec): 3 clusters Score: Raw -2751323.070367 + Penalty 1960.604109 = -2749362.466257 nChanged 2486 SP:Iteration 4F (3823.664604 sec): 3 clusters Score: Raw -2753393.550954 + Penalty 1960.604109 = -2751432.946844 nChanged 2659 SP:Iteration 5F (3823.758506 sec): 3 clusters Score: Raw -2755869.536734 + Penalty 1960.604109 = -2753908.932625 nChanged 2149 SP:Iteration 6F (3823.845277 sec): 3 clusters Score: Raw -2758040.632817 + Penalty 1960.604109 = -2756080.028708 nChanged 1457 SP:Iteration 7Q (3823.932018 sec): 3 clusters Score: Raw -2759530.591442 + Penalty 1960.604109 = -2757569.987333 nChanged 856 SP:Iteration 8Q (3824.013975 sec): 3 clusters Score: Raw -2760138.498016 + Penalty 1960.604109 = -2758177.893907 nChanged 450 SP:Iteration 9Q (3824.107318 sec): 3 clusters Score: Raw -2760312.766140 + Penalty 1960.604109 = -2758352.162030 nChanged 225 SP:Iteration 10Q (3824.185878 sec): 3 clusters Score: Raw -2760379.133078 + Penalty 1960.604109 = -2758418.528969 nChanged 141 SP:Iteration 11Q (3824.264684 sec): 3 clusters Score: Raw -2760406.504076 + Penalty 1960.604109 = -2758445.899967 nChanged 106 SP:Iteration 12Q (3824.348686 sec): 3 clusters Score: Raw -2760428.301713 + Penalty 1960.604109 = -2758467.697604 nChanged 101 SP:Iteration 13Q (3824.431898 sec): 3 clusters Score: Raw -2760446.260315 + Penalty 1960.604109 = -2758485.656206 nChanged 78 SP:Iteration 14Q (3824.510113 sec): 3 clusters Score: Raw -2760457.483562 + Penalty 1960.604109 = -2758496.879453 nChanged 67 SP:Iteration 15Q (3824.588276 sec): 3 clusters Score: Raw -2760467.654733 + Penalty 1960.604109 = -2758507.050624 nChanged 60 SP:Iteration 16Q (3824.679173 sec): 3 clusters Score: Raw -2760476.703072 + Penalty 1960.604109 = -2758516.098962 nChanged 71 SP:Iteration 17Q (3824.762816 sec): 3 clusters Score: Raw -2760485.426085 + Penalty 1960.604109 = -2758524.821976 nChanged 65 SP:Iteration 18Q (3824.845957 sec): 3 clusters Score: Raw -2760493.579873 + Penalty 1960.604109 = -2758532.975764 nChanged 56 SP:Iteration 19Q (3824.922116 sec): 3 clusters Score: Raw -2760500.401966 + Penalty 1960.604109 = -2758539.797857 nChanged 47 SP:Iteration 20F (3825.001100 sec): 3 clusters Score: Raw -2760505.405517 + Penalty 1960.604109 = -2758544.801408 nChanged 39 SP:Iteration 21Q (3825.071842 sec): 3 clusters Score: Raw -2760509.625644 + Penalty 1960.604109 = -2758549.021535 nChanged 38 SP:Iteration 22Q (3825.146298 sec): 3 clusters Score: Raw -2760513.787406 + Penalty 1960.604109 = -2758553.183297 nChanged 37 SP:Iteration 23Q (3825.221087 sec): 3 clusters Score: Raw -2760517.496061 + Penalty 1960.604109 = -2758556.891952 nChanged 27 SP:Iteration 24Q (3825.312678 sec): 3 clusters Score: Raw -2760520.101220 + Penalty 1960.604109 = -2758559.497111 nChanged 32 SP:Iteration 25Q (3825.386873 sec): 3 clusters Score: Raw -2760522.559269 + Penalty 1960.604109 = -2758561.955160 nChanged 25 SP:Iteration 26Q (3825.471103 sec): 3 clusters Score: Raw -2760524.533401 + Penalty 1960.604109 = -2758563.929291 nChanged 25 SP:Iteration 27Q (3825.556139 sec): 3 clusters Score: Raw -2760527.162700 + Penalty 1960.604109 = -2758566.558591 nChanged 31 SP:Iteration 28Q (3825.637564 sec): 3 clusters Score: Raw -2760530.434057 + Penalty 1960.604109 = -2758569.829947 nChanged 33 SP:Iteration 29Q (3825.719519 sec): 3 clusters Score: Raw -2760532.991942 + Penalty 1960.604109 = -2758572.387833 nChanged 37 SP:Iteration 30Q (3825.802795 sec): 3 clusters Score: Raw -2760535.560058 + Penalty 1960.604109 = -2758574.955948 nChanged 26 SP:Iteration 31Q (3825.881427 sec): 3 clusters Score: Raw -2760537.628797 + Penalty 1960.604109 = -2758577.024688 nChanged 30 SP:Iteration 32Q (3825.956892 sec): 3 clusters Score: Raw -2760539.845127 + Penalty 1960.604109 = -2758579.241018 nChanged 31 SP:Iteration 33Q (3826.043398 sec): 3 clusters Score: Raw -2760542.319664 + Penalty 1960.604109 = -2758581.715555 nChanged 29 SP:Iteration 34Q (3826.132001 sec): 3 clusters Score: Raw -2760544.396448 + Penalty 1960.604109 = -2758583.792339 nChanged 21 SP:Iteration 35Q (3826.219300 sec): 3 clusters Score: Raw -2760545.923514 + Penalty 1960.604109 = -2758585.319405 nChanged 16 SP:Iteration 36Q (3826.297634 sec): 3 clusters Score: Raw -2760547.143046 + Penalty 1960.604109 = -2758586.538937 nChanged 15 SP:Iteration 37Q (3826.378165 sec): 3 clusters Score: Raw -2760548.083797 + Penalty 1960.604109 = -2758587.479688 nChanged 13 SP:Iteration 38Q (3826.468451 sec): 3 clusters Score: Raw -2760548.939413 + Penalty 1960.604109 = -2758588.335304 nChanged 11 SP:Iteration 39Q (3826.536757 sec): 3 clusters Score: Raw -2760549.783894 + Penalty 1960.604109 = -2758589.179785 nChanged 11 SP:Iteration 40F (3826.623417 sec): 3 clusters Score: Raw -2760550.680192 + Penalty 1960.604109 = -2758590.076083 nChanged 10 SP:Iteration 41Q (3826.717513 sec): 3 clusters Score: Raw -2760551.130917 + Penalty 1960.604109 = -2758590.526808 nChanged 4 SP:Iteration 42Q (3826.801492 sec): 3 clusters Score: Raw -2760551.372671 + Penalty 1960.604109 = -2758590.768561 nChanged 4 SP:Iteration 43Q (3826.885338 sec): 3 clusters Score: Raw -2760551.512586 + Penalty 1960.604109 = -2758590.908477 nChanged 3 SP:Iteration 44Q (3826.969451 sec): 3 clusters Score: Raw -2760551.661919 + Penalty 1960.604109 = -2758591.057810 nChanged 4 SP:Iteration 45Q (3827.054870 sec): 3 clusters Score: Raw -2760551.850359 + Penalty 1960.604109 = -2758591.246249 nChanged 4 SP:Iteration 46Q (3827.130125 sec): 3 clusters Score: Raw -2760552.028668 + Penalty 1960.604109 = -2758591.424559 nChanged 5 SP:Iteration 47Q (3827.217720 sec): 3 clusters Score: Raw -2760552.238584 + Penalty 1960.604109 = -2758591.634475 nChanged 1 SP:Iteration 48Q (3827.290528 sec): 3 clusters Score: Raw -2760552.266908 + Penalty 1960.604109 = -2758591.662799 nChanged 1 SP:Iteration 49Q (3827.384669 sec): 3 clusters Score: Raw -2760552.316581 + Penalty 1960.604109 = -2758591.712472 nChanged 0 SP:Iteration 50F (3827.464669 sec): 3 clusters Score: Raw -2760552.316581 + Penalty 1960.604109 = -2758591.712472 nChanged 0 Trying to split cluster 30 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3827.491547 sec): 2 clusters Score: Raw -23314.220046 + Penalty 554.584392 = -22759.635654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3827.536666 sec): 3 clusters Score: Raw -23302.142642 + Penalty 1109.168785 = -22192.973858 nChanged 92 SP:Iteration 1F (3827.574015 sec): 3 clusters Score: Raw -23425.490106 + Penalty 1109.168785 = -22316.321321 nChanged 27 SP:Iteration 2F (3827.620113 sec): 3 clusters Score: Raw -23483.252442 + Penalty 1109.168785 = -22374.083657 nChanged 20 SP:Iteration 3F (3827.669011 sec): 3 clusters Score: Raw -23561.173954 + Penalty 1109.168785 = -22452.005170 nChanged 21 SP:Iteration 4F (3827.718613 sec): 3 clusters Score: Raw -23622.215094 + Penalty 1109.168785 = -22513.046309 nChanged 12 SP:Iteration 5Q (3827.755806 sec): 3 clusters Score: Raw -23655.597738 + Penalty 1109.168785 = -22546.428953 nChanged 7 SP:Iteration 6Q (3827.810747 sec): 3 clusters Score: Raw -23673.268870 + Penalty 1109.168785 = -22564.100085 nChanged 1 SP:Iteration 7Q (3827.854890 sec): 3 clusters Score: Raw -23679.425262 + Penalty 1109.168785 = -22570.256477 nChanged 1 SP:Iteration 8Q (3827.886185 sec): 3 clusters Score: Raw -23681.085333 + Penalty 1109.168785 = -22571.916548 nChanged 1 SP:Iteration 9Q (3827.939537 sec): 3 clusters Score: Raw -23683.254735 + Penalty 1109.168785 = -22574.085950 nChanged 0 SP:Iteration 10F (3827.986744 sec): 3 clusters Score: Raw -23683.254735 + Penalty 1109.168785 = -22574.085950 nChanged 0 Trying to split cluster 31 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3828.002727 sec): 2 clusters Score: Raw -135765.624750 + Penalty 708.637195 = -135056.987555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3828.051303 sec): 3 clusters Score: Raw -134968.499255 + Penalty 1417.274390 = -133551.224865 nChanged 647 SP:Iteration 1F (3828.100430 sec): 3 clusters Score: Raw -135469.601833 + Penalty 1417.274390 = -134052.327443 nChanged 165 SP:Iteration 2F (3828.145976 sec): 3 clusters Score: Raw -135625.960852 + Penalty 1417.274390 = -134208.686462 nChanged 107 SP:Iteration 3F (3828.202068 sec): 3 clusters Score: Raw -135709.443354 + Penalty 1417.274390 = -134292.168964 nChanged 81 SP:Iteration 4Q (3828.244875 sec): 3 clusters Score: Raw -135794.251412 + Penalty 1417.274390 = -134376.977022 nChanged 75 SP:Iteration 5Q (3828.290505 sec): 3 clusters Score: Raw -135861.873422 + Penalty 1417.274390 = -134444.599032 nChanged 61 SP:Iteration 6Q (3828.351957 sec): 3 clusters Score: Raw -135927.387398 + Penalty 1417.274390 = -134510.113008 nChanged 59 SP:Iteration 7Q (3828.390797 sec): 3 clusters Score: Raw -135994.050196 + Penalty 1417.274390 = -134576.775806 nChanged 54 SP:Iteration 8Q (3828.452194 sec): 3 clusters Score: Raw -136053.079307 + Penalty 1417.274390 = -134635.804917 nChanged 51 SP:Iteration 9Q (3828.496598 sec): 3 clusters Score: Raw -136101.234334 + Penalty 1417.274390 = -134683.959944 nChanged 29 SP:Iteration 10Q (3828.549501 sec): 3 clusters Score: Raw -136121.190584 + Penalty 1417.274390 = -134703.916194 nChanged 15 SP:Iteration 11Q (3828.589286 sec): 3 clusters Score: Raw -136131.154651 + Penalty 1417.274390 = -134713.880261 nChanged 11 SP:Iteration 12Q (3828.645338 sec): 3 clusters Score: Raw -136138.309405 + Penalty 1417.274390 = -134721.035015 nChanged 16 SP:Iteration 13Q (3828.694624 sec): 3 clusters Score: Raw -136145.707207 + Penalty 1417.274390 = -134728.432817 nChanged 5 SP:Iteration 14Q (3828.735387 sec): 3 clusters Score: Raw -136148.474781 + Penalty 1417.274390 = -134731.200391 nChanged 6 SP:Iteration 15Q (3828.787662 sec): 3 clusters Score: Raw -136150.753703 + Penalty 1417.274390 = -134733.479313 nChanged 5 SP:Iteration 16Q (3828.826905 sec): 3 clusters Score: Raw -136152.710458 + Penalty 1417.274390 = -134735.436068 nChanged 2 SP:Iteration 17Q (3828.874510 sec): 3 clusters Score: Raw -136153.770230 + Penalty 1417.274390 = -134736.495840 nChanged 2 SP:Iteration 18Q (3828.928244 sec): 3 clusters Score: Raw -136154.167677 + Penalty 1417.274390 = -134736.893287 nChanged 2 SP:Iteration 19Q (3828.978113 sec): 3 clusters Score: Raw -136154.738544 + Penalty 1417.274390 = -134737.464154 nChanged 0 SP:Iteration 20F (3829.009244 sec): 3 clusters Score: Raw -136154.738544 + Penalty 1417.274390 = -134737.464154 nChanged 0 Trying to split cluster 32 (65726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3829.117237 sec): 2 clusters Score: Raw -5903122.745333 + Penalty 1053.858737 = -5902068.886596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3829.248996 sec): 3 clusters Score: Raw -5859878.798280 + Penalty 2107.717474 = -5857771.080806 nChanged 31584 SP:Iteration 1F (3829.367716 sec): 3 clusters Score: Raw -5878305.172198 + Penalty 2107.717474 = -5876197.454723 nChanged 2377 SP:Iteration 2Q (3829.506399 sec): 3 clusters Score: Raw -5879001.596909 + Penalty 2107.717474 = -5876893.879434 nChanged 2613 SP:Iteration 3Q (3829.652565 sec): 3 clusters Score: Raw -5879931.988774 + Penalty 2107.717474 = -5877824.271300 nChanged 3056 SP:Iteration 4Q (3829.790321 sec): 3 clusters Score: Raw -5881214.420012 + Penalty 2107.717474 = -5879106.702538 nChanged 3598 SP:Iteration 5F (3829.915445 sec): 3 clusters Score: Raw -5882848.287670 + Penalty 2107.717474 = -5880740.570196 nChanged 3709 SP:Iteration 6F (3830.053626 sec): 3 clusters Score: Raw -5884594.686484 + Penalty 2107.717474 = -5882486.969010 nChanged 3680 SP:Iteration 7F (3830.181331 sec): 3 clusters Score: Raw -5886305.731933 + Penalty 2107.717474 = -5884198.014458 nChanged 3422 SP:Iteration 8F (3830.316803 sec): 3 clusters Score: Raw -5887923.039765 + Penalty 2107.717474 = -5885815.322291 nChanged 3133 SP:Iteration 9Q (3830.452455 sec): 3 clusters Score: Raw -5889442.999917 + Penalty 2107.717474 = -5887335.282443 nChanged 2804 SP:Iteration 10Q (3830.591950 sec): 3 clusters Score: Raw -5890815.804213 + Penalty 2107.717474 = -5888708.086738 nChanged 2448 SP:Iteration 11Q (3830.718893 sec): 3 clusters Score: Raw -5892157.863113 + Penalty 2107.717474 = -5890050.145639 nChanged 2280 SP:Iteration 12Q (3830.860795 sec): 3 clusters Score: Raw -5893512.864876 + Penalty 2107.717474 = -5891405.147401 nChanged 2037 SP:Iteration 13Q (3830.997828 sec): 3 clusters Score: Raw -5894772.882422 + Penalty 2107.717474 = -5892665.164948 nChanged 1852 SP:Iteration 14Q (3831.131612 sec): 3 clusters Score: Raw -5895875.823495 + Penalty 2107.717474 = -5893768.106021 nChanged 1586 SP:Iteration 15Q (3831.263832 sec): 3 clusters Score: Raw -5896737.115137 + Penalty 2107.717474 = -5894629.397662 nChanged 1516 SP:Iteration 16Q (3831.390880 sec): 3 clusters Score: Raw -5897528.566518 + Penalty 2107.717474 = -5895420.849043 nChanged 1528 SP:Iteration 17Q (3831.521934 sec): 3 clusters Score: Raw -5898323.400517 + Penalty 2107.717474 = -5896215.683042 nChanged 1412 SP:Iteration 18Q (3831.644745 sec): 3 clusters Score: Raw -5899052.853698 + Penalty 2107.717474 = -5896945.136223 nChanged 1381 SP:Iteration 19Q (3831.765275 sec): 3 clusters Score: Raw -5899784.554449 + Penalty 2107.717474 = -5897676.836974 nChanged 1269 SP:Iteration 20F (3831.896992 sec): 3 clusters Score: Raw -5900466.902616 + Penalty 2107.717474 = -5898359.185142 nChanged 1172 SP:Iteration 21Q (3832.020702 sec): 3 clusters Score: Raw -5901103.264841 + Penalty 2107.717474 = -5898995.547367 nChanged 1031 SP:Iteration 22Q (3832.135579 sec): 3 clusters Score: Raw -5901651.554691 + Penalty 2107.717474 = -5899543.837217 nChanged 851 SP:Iteration 23Q (3832.248240 sec): 3 clusters Score: Raw -5902083.452858 + Penalty 2107.717474 = -5899975.735384 nChanged 695 SP:Iteration 24Q (3832.366301 sec): 3 clusters Score: Raw -5902425.791269 + Penalty 2107.717474 = -5900318.073795 nChanged 574 SP:Iteration 25Q (3832.484724 sec): 3 clusters Score: Raw -5902685.072826 + Penalty 2107.717474 = -5900577.355352 nChanged 442 SP:Iteration 26Q (3832.603353 sec): 3 clusters Score: Raw -5902866.605129 + Penalty 2107.717474 = -5900758.887654 nChanged 331 SP:Iteration 27Q (3832.730009 sec): 3 clusters Score: Raw -5902993.052833 + Penalty 2107.717474 = -5900885.335359 nChanged 280 SP:Iteration 28Q (3832.858152 sec): 3 clusters Score: Raw -5903090.426342 + Penalty 2107.717474 = -5900982.708867 nChanged 209 SP:Iteration 29Q (3832.980226 sec): 3 clusters Score: Raw -5903156.822906 + Penalty 2107.717474 = -5901049.105432 nChanged 172 SP:Iteration 30Q (3833.103599 sec): 3 clusters Score: Raw -5903207.465583 + Penalty 2107.717474 = -5901099.748109 nChanged 143 SP:Iteration 31Q (3833.227639 sec): 3 clusters Score: Raw -5903249.449698 + Penalty 2107.717474 = -5901141.732224 nChanged 129 SP:Iteration 32Q (3833.336203 sec): 3 clusters Score: Raw -5903292.730909 + Penalty 2107.717474 = -5901185.013434 nChanged 101 SP:Iteration 33Q (3833.447127 sec): 3 clusters Score: Raw -5903325.598196 + Penalty 2107.717474 = -5901217.880722 nChanged 89 SP:Iteration 34Q (3833.559534 sec): 3 clusters Score: Raw -5903357.193418 + Penalty 2107.717474 = -5901249.475944 nChanged 78 SP:Iteration 35Q (3833.673284 sec): 3 clusters Score: Raw -5903383.794714 + Penalty 2107.717474 = -5901276.077240 nChanged 68 SP:Iteration 36Q (3833.784419 sec): 3 clusters Score: Raw -5903408.697954 + Penalty 2107.717474 = -5901300.980480 nChanged 48 SP:Iteration 37Q (3833.898595 sec): 3 clusters Score: Raw -5903426.413198 + Penalty 2107.717474 = -5901318.695724 nChanged 34 SP:Iteration 38Q (3834.017377 sec): 3 clusters Score: Raw -5903437.147958 + Penalty 2107.717474 = -5901329.430484 nChanged 37 SP:Iteration 39Q (3834.137501 sec): 3 clusters Score: Raw -5903447.836337 + Penalty 2107.717474 = -5901340.118863 nChanged 39 SP:Iteration 40F (3834.273160 sec): 3 clusters Score: Raw -5903459.603702 + Penalty 2107.717474 = -5901351.886227 nChanged 25 SP:Iteration 41Q (3834.381125 sec): 3 clusters Score: Raw -5903465.829851 + Penalty 2107.717474 = -5901358.112377 nChanged 19 SP:Iteration 42Q (3834.498918 sec): 3 clusters Score: Raw -5903470.769495 + Penalty 2107.717474 = -5901363.052021 nChanged 18 SP:Iteration 43Q (3834.606352 sec): 3 clusters Score: Raw -5903474.408936 + Penalty 2107.717474 = -5901366.691462 nChanged 16 SP:Iteration 44Q (3834.712688 sec): 3 clusters Score: Raw -5903477.615926 + Penalty 2107.717474 = -5901369.898452 nChanged 16 SP:Iteration 45Q (3834.823208 sec): 3 clusters Score: Raw -5903480.773017 + Penalty 2107.717474 = -5901373.055543 nChanged 6 SP:Iteration 46Q (3834.935892 sec): 3 clusters Score: Raw -5903482.166176 + Penalty 2107.717474 = -5901374.448702 nChanged 5 SP:Iteration 47Q (3835.040093 sec): 3 clusters Score: Raw -5903483.037805 + Penalty 2107.717474 = -5901375.320330 nChanged 3 SP:Iteration 48Q (3835.141391 sec): 3 clusters Score: Raw -5903483.615024 + Penalty 2107.717474 = -5901375.897550 nChanged 2 SP:Iteration 49Q (3835.255565 sec): 3 clusters Score: Raw -5903484.028885 + Penalty 2107.717474 = -5901376.311410 nChanged 2 SP:Iteration 50Q (3835.366761 sec): 3 clusters Score: Raw -5903484.490079 + Penalty 2107.717474 = -5901376.772605 nChanged 3 SP:Iteration 51Q (3835.481377 sec): 3 clusters Score: Raw -5903485.336808 + Penalty 2107.717474 = -5901377.619334 nChanged 2 SP:Iteration 52Q (3835.591648 sec): 3 clusters Score: Raw -5903486.271937 + Penalty 2107.717474 = -5901378.554462 nChanged 4 SP:Iteration 53Q (3835.703429 sec): 3 clusters Score: Raw -5903487.037222 + Penalty 2107.717474 = -5901379.319748 nChanged 4 SP:Iteration 54Q (3835.804384 sec): 3 clusters Score: Raw -5903487.688416 + Penalty 2107.717474 = -5901379.970942 nChanged 5 SP:Iteration 55Q (3835.917692 sec): 3 clusters Score: Raw -5903488.724362 + Penalty 2107.717474 = -5901381.006888 nChanged 6 SP:Iteration 56Q (3836.031125 sec): 3 clusters Score: Raw -5903489.608889 + Penalty 2107.717474 = -5901381.891414 nChanged 2 SP:Iteration 57Q (3836.146001 sec): 3 clusters Score: Raw -5903489.919345 + Penalty 2107.717474 = -5901382.201871 nChanged 3 SP:Iteration 58Q (3836.260018 sec): 3 clusters Score: Raw -5903490.522536 + Penalty 2107.717474 = -5901382.805061 nChanged 3 SP:Iteration 59Q (3836.374486 sec): 3 clusters Score: Raw -5903491.045863 + Penalty 2107.717474 = -5901383.328389 nChanged 4 SP:Iteration 60F (3836.504680 sec): 3 clusters Score: Raw -5903491.850939 + Penalty 2107.717474 = -5901384.133464 nChanged 2 SP:Iteration 61Q (3836.619215 sec): 3 clusters Score: Raw -5903492.146910 + Penalty 2107.717474 = -5901384.429436 nChanged 2 SP:Iteration 62Q (3836.738425 sec): 3 clusters Score: Raw -5903492.565211 + Penalty 2107.717474 = -5901384.847737 nChanged 1 SP:Iteration 63Q (3836.853382 sec): 3 clusters Score: Raw -5903492.704718 + Penalty 2107.717474 = -5901384.987243 nChanged 0 SP:Iteration 64F (3836.971559 sec): 3 clusters Score: Raw -5903492.704718 + Penalty 2107.717474 = -5901384.987243 nChanged 0 Trying to split cluster 33 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3836.992308 sec): 2 clusters Score: Raw -11602.805921 + Penalty 515.370252 = -11087.435669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3837.050757 sec): 3 clusters Score: Raw -11657.324884 + Penalty 1030.740503 = -10626.584381 nChanged 69 SP:Iteration 1F (3837.097804 sec): 3 clusters Score: Raw -11861.503598 + Penalty 1030.740503 = -10830.763094 nChanged 19 SP:Iteration 2F (3837.132662 sec): 3 clusters Score: Raw -11921.766068 + Penalty 1030.740503 = -10891.025565 nChanged 7 SP:Iteration 3Q (3837.161479 sec): 3 clusters Score: Raw -11937.273805 + Penalty 1030.740503 = -10906.533302 nChanged 5 SP:Iteration 4Q (3837.200317 sec): 3 clusters Score: Raw -11950.934953 + Penalty 1030.740503 = -10920.194450 nChanged 3 SP:Iteration 5Q (3837.242925 sec): 3 clusters Score: Raw -11966.333004 + Penalty 1030.740503 = -10935.592500 nChanged 1 SP:Iteration 6Q (3837.286644 sec): 3 clusters Score: Raw -11969.913595 + Penalty 1030.740503 = -10939.173092 nChanged 1 SP:Iteration 7Q (3837.330736 sec): 3 clusters Score: Raw -11970.795371 + Penalty 1030.740503 = -10940.054868 nChanged 0 SP:Iteration 8F (3837.374493 sec): 3 clusters Score: Raw -11970.795371 + Penalty 1030.740503 = -10940.054868 nChanged 0 Trying to split cluster 34 (8931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3837.417974 sec): 2 clusters Score: Raw -809362.003676 + Penalty 864.241947 = -808497.761729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3837.470741 sec): 3 clusters Score: Raw -804046.886168 + Penalty 1728.483893 = -802318.402275 nChanged 4020 SP:Iteration 1F (3837.518980 sec): 3 clusters Score: Raw -806185.290670 + Penalty 1728.483893 = -804456.806777 nChanged 543 SP:Iteration 2F (3837.583208 sec): 3 clusters Score: Raw -806438.066608 + Penalty 1728.483893 = -804709.582715 nChanged 516 SP:Iteration 3F (3837.634681 sec): 3 clusters Score: Raw -806710.557471 + Penalty 1728.483893 = -804982.073578 nChanged 513 SP:Iteration 4F (3837.688927 sec): 3 clusters Score: Raw -806979.888544 + Penalty 1728.483893 = -805251.404650 nChanged 472 SP:Iteration 5F (3837.743824 sec): 3 clusters Score: Raw -807227.178342 + Penalty 1728.483893 = -805498.694448 nChanged 461 SP:Iteration 6F (3837.792949 sec): 3 clusters Score: Raw -807458.033697 + Penalty 1728.483893 = -805729.549804 nChanged 429 SP:Iteration 7Q (3837.852058 sec): 3 clusters Score: Raw -807692.780607 + Penalty 1728.483893 = -805964.296714 nChanged 400 SP:Iteration 8Q (3837.907226 sec): 3 clusters Score: Raw -807949.266906 + Penalty 1728.483893 = -806220.783013 nChanged 409 SP:Iteration 9Q (3837.970708 sec): 3 clusters Score: Raw -808198.454408 + Penalty 1728.483893 = -806469.970515 nChanged 359 SP:Iteration 10Q (3838.025093 sec): 3 clusters Score: Raw -808407.713713 + Penalty 1728.483893 = -806679.229820 nChanged 288 SP:Iteration 11Q (3838.072024 sec): 3 clusters Score: Raw -808561.207212 + Penalty 1728.483893 = -806832.723318 nChanged 240 SP:Iteration 12Q (3838.135459 sec): 3 clusters Score: Raw -808669.470739 + Penalty 1728.483893 = -806940.986846 nChanged 168 SP:Iteration 13Q (3838.182531 sec): 3 clusters Score: Raw -808731.298825 + Penalty 1728.483893 = -807002.814931 nChanged 126 SP:Iteration 14Q (3838.247685 sec): 3 clusters Score: Raw -808760.764350 + Penalty 1728.483893 = -807032.280456 nChanged 90 SP:Iteration 15Q (3838.304269 sec): 3 clusters Score: Raw -808778.768660 + Penalty 1728.483893 = -807050.284767 nChanged 70 SP:Iteration 16Q (3838.362115 sec): 3 clusters Score: Raw -808793.350630 + Penalty 1728.483893 = -807064.866736 nChanged 62 SP:Iteration 17Q (3838.421537 sec): 3 clusters Score: Raw -808807.183716 + Penalty 1728.483893 = -807078.699822 nChanged 55 SP:Iteration 18Q (3838.470049 sec): 3 clusters Score: Raw -808817.960509 + Penalty 1728.483893 = -807089.476615 nChanged 46 SP:Iteration 19Q (3838.536871 sec): 3 clusters Score: Raw -808825.044509 + Penalty 1728.483893 = -807096.560616 nChanged 37 SP:Iteration 20F (3838.594930 sec): 3 clusters Score: Raw -808831.929644 + Penalty 1728.483893 = -807103.445750 nChanged 43 SP:Iteration 21Q (3838.637302 sec): 3 clusters Score: Raw -808839.605118 + Penalty 1728.483893 = -807111.121224 nChanged 41 SP:Iteration 22Q (3838.707722 sec): 3 clusters Score: Raw -808847.320735 + Penalty 1728.483893 = -807118.836841 nChanged 40 SP:Iteration 23Q (3838.755056 sec): 3 clusters Score: Raw -808855.014194 + Penalty 1728.483893 = -807126.530300 nChanged 45 SP:Iteration 24Q (3838.810040 sec): 3 clusters Score: Raw -808865.618118 + Penalty 1728.483893 = -807137.134224 nChanged 50 SP:Iteration 25Q (3838.869349 sec): 3 clusters Score: Raw -808876.881460 + Penalty 1728.483893 = -807148.397567 nChanged 58 SP:Iteration 26Q (3838.920552 sec): 3 clusters Score: Raw -808887.136016 + Penalty 1728.483893 = -807158.652122 nChanged 48 SP:Iteration 27Q (3838.981324 sec): 3 clusters Score: Raw -808893.913223 + Penalty 1728.483893 = -807165.429329 nChanged 31 SP:Iteration 28Q (3839.037399 sec): 3 clusters Score: Raw -808898.861585 + Penalty 1728.483893 = -807170.377691 nChanged 35 SP:Iteration 29Q (3839.084957 sec): 3 clusters Score: Raw -808905.349368 + Penalty 1728.483893 = -807176.865474 nChanged 32 SP:Iteration 30Q (3839.141854 sec): 3 clusters Score: Raw -808910.498327 + Penalty 1728.483893 = -807182.014434 nChanged 22 SP:Iteration 31Q (3839.198579 sec): 3 clusters Score: Raw -808913.328847 + Penalty 1728.483893 = -807184.844953 nChanged 16 SP:Iteration 32Q (3839.254307 sec): 3 clusters Score: Raw -808914.841597 + Penalty 1728.483893 = -807186.357704 nChanged 19 SP:Iteration 33Q (3839.297934 sec): 3 clusters Score: Raw -808917.433819 + Penalty 1728.483893 = -807188.949925 nChanged 20 SP:Iteration 34Q (3839.357738 sec): 3 clusters Score: Raw -808920.096791 + Penalty 1728.483893 = -807191.612898 nChanged 17 SP:Iteration 35Q (3839.412379 sec): 3 clusters Score: Raw -808922.252833 + Penalty 1728.483893 = -807193.768939 nChanged 12 SP:Iteration 36Q (3839.476427 sec): 3 clusters Score: Raw -808923.624048 + Penalty 1728.483893 = -807195.140154 nChanged 15 SP:Iteration 37Q (3839.534133 sec): 3 clusters Score: Raw -808926.056840 + Penalty 1728.483893 = -807197.572946 nChanged 23 SP:Iteration 38Q (3839.593218 sec): 3 clusters Score: Raw -808930.150795 + Penalty 1728.483893 = -807201.666902 nChanged 25 SP:Iteration 39Q (3839.645073 sec): 3 clusters Score: Raw -808934.254406 + Penalty 1728.483893 = -807205.770513 nChanged 26 SP:Iteration 40F (3839.695174 sec): 3 clusters Score: Raw -808937.737376 + Penalty 1728.483893 = -807209.253482 nChanged 34 SP:Iteration 41Q (3839.758884 sec): 3 clusters Score: Raw -808944.857264 + Penalty 1728.483893 = -807216.373371 nChanged 38 SP:Iteration 42Q (3839.819733 sec): 3 clusters Score: Raw -808952.480784 + Penalty 1728.483893 = -807223.996891 nChanged 35 SP:Iteration 43Q (3839.875804 sec): 3 clusters Score: Raw -808959.032984 + Penalty 1728.483893 = -807230.549090 nChanged 43 SP:Iteration 44Q (3839.928708 sec): 3 clusters Score: Raw -808966.227959 + Penalty 1728.483893 = -807237.744066 nChanged 34 SP:Iteration 45Q (3839.983893 sec): 3 clusters Score: Raw -808971.835888 + Penalty 1728.483893 = -807243.351994 nChanged 31 SP:Iteration 46Q (3840.039530 sec): 3 clusters Score: Raw -808977.483347 + Penalty 1728.483893 = -807248.999453 nChanged 31 SP:Iteration 47Q (3840.097943 sec): 3 clusters Score: Raw -808983.774751 + Penalty 1728.483893 = -807255.290858 nChanged 36 SP:Iteration 48Q (3840.156733 sec): 3 clusters Score: Raw -808991.472109 + Penalty 1728.483893 = -807262.988216 nChanged 33 SP:Iteration 49Q (3840.218517 sec): 3 clusters Score: Raw -808997.054893 + Penalty 1728.483893 = -807268.570999 nChanged 31 SP:Iteration 50Q (3840.262286 sec): 3 clusters Score: Raw -809001.941342 + Penalty 1728.483893 = -807273.457449 nChanged 33 SP:Iteration 51Q (3840.316418 sec): 3 clusters Score: Raw -809007.522526 + Penalty 1728.483893 = -807279.038632 nChanged 39 SP:Iteration 52Q (3840.374772 sec): 3 clusters Score: Raw -809015.581335 + Penalty 1728.483893 = -807287.097442 nChanged 34 SP:Iteration 53Q (3840.435462 sec): 3 clusters Score: Raw -809023.439563 + Penalty 1728.483893 = -807294.955669 nChanged 44 SP:Iteration 54Q (3840.487112 sec): 3 clusters Score: Raw -809034.966768 + Penalty 1728.483893 = -807306.482874 nChanged 52 SP:Iteration 55Q (3840.545755 sec): 3 clusters Score: Raw -809047.427757 + Penalty 1728.483893 = -807318.943864 nChanged 49 SP:Iteration 56Q (3840.600763 sec): 3 clusters Score: Raw -809059.707297 + Penalty 1728.483893 = -807331.223404 nChanged 47 SP:Iteration 57Q (3840.659577 sec): 3 clusters Score: Raw -809068.558005 + Penalty 1728.483893 = -807340.074111 nChanged 49 SP:Iteration 58Q (3840.712631 sec): 3 clusters Score: Raw -809081.515368 + Penalty 1728.483893 = -807353.031474 nChanged 61 SP:Iteration 59Q (3840.766584 sec): 3 clusters Score: Raw -809096.308119 + Penalty 1728.483893 = -807367.824226 nChanged 53 SP:Iteration 60F (3840.814011 sec): 3 clusters Score: Raw -809107.135891 + Penalty 1728.483893 = -807378.651997 nChanged 40 SP:Iteration 61Q (3840.869926 sec): 3 clusters Score: Raw -809115.890672 + Penalty 1728.483893 = -807387.406779 nChanged 45 SP:Iteration 62Q (3840.928001 sec): 3 clusters Score: Raw -809125.955564 + Penalty 1728.483893 = -807397.471671 nChanged 40 SP:Iteration 63Q (3840.984655 sec): 3 clusters Score: Raw -809134.373199 + Penalty 1728.483893 = -807405.889305 nChanged 40 SP:Iteration 64Q (3841.044574 sec): 3 clusters Score: Raw -809144.055134 + Penalty 1728.483893 = -807415.571240 nChanged 46 SP:Iteration 65Q (3841.100995 sec): 3 clusters Score: Raw -809153.244780 + Penalty 1728.483893 = -807424.760887 nChanged 46 SP:Iteration 66Q (3841.149519 sec): 3 clusters Score: Raw -809162.913982 + Penalty 1728.483893 = -807434.430089 nChanged 37 SP:Iteration 67Q (3841.203760 sec): 3 clusters Score: Raw -809170.644831 + Penalty 1728.483893 = -807442.160937 nChanged 37 SP:Iteration 68Q (3841.262535 sec): 3 clusters Score: Raw -809179.204584 + Penalty 1728.483893 = -807450.720690 nChanged 36 SP:Iteration 69Q (3841.317017 sec): 3 clusters Score: Raw -809186.514889 + Penalty 1728.483893 = -807458.030996 nChanged 38 SP:Iteration 70Q (3841.367410 sec): 3 clusters Score: Raw -809194.482245 + Penalty 1728.483893 = -807465.998352 nChanged 39 SP:Iteration 71Q (3841.427510 sec): 3 clusters Score: Raw -809203.689374 + Penalty 1728.483893 = -807475.205480 nChanged 34 SP:Iteration 72Q (3841.475701 sec): 3 clusters Score: Raw -809213.305555 + Penalty 1728.483893 = -807484.821661 nChanged 33 SP:Iteration 73Q (3841.534385 sec): 3 clusters Score: Raw -809224.018139 + Penalty 1728.483893 = -807495.534246 nChanged 35 SP:Iteration 74Q (3841.586118 sec): 3 clusters Score: Raw -809236.216759 + Penalty 1728.483893 = -807507.732866 nChanged 40 SP:Iteration 75Q (3841.634501 sec): 3 clusters Score: Raw -809251.814694 + Penalty 1728.483893 = -807523.330801 nChanged 47 SP:Iteration 76Q (3841.698859 sec): 3 clusters Score: Raw -809267.265498 + Penalty 1728.483893 = -807538.781605 nChanged 39 SP:Iteration 77Q (3841.752560 sec): 3 clusters Score: Raw -809277.059808 + Penalty 1728.483893 = -807548.575914 nChanged 27 SP:Iteration 78Q (3841.807481 sec): 3 clusters Score: Raw -809283.649303 + Penalty 1728.483893 = -807555.165410 nChanged 38 SP:Iteration 79Q (3841.856116 sec): 3 clusters Score: Raw -809296.954467 + Penalty 1728.483893 = -807568.470574 nChanged 37 SP:Iteration 80F (3841.914909 sec): 3 clusters Score: Raw -809312.223922 + Penalty 1728.483893 = -807583.740028 nChanged 41 SP:Iteration 81Q (3841.966352 sec): 3 clusters Score: Raw -809328.730855 + Penalty 1728.483893 = -807600.246961 nChanged 45 SP:Iteration 82Q (3842.029623 sec): 3 clusters Score: Raw -809350.131851 + Penalty 1728.483893 = -807621.647958 nChanged 50 SP:Iteration 83Q (3842.083522 sec): 3 clusters Score: Raw -809380.251285 + Penalty 1728.483893 = -807651.767392 nChanged 52 SP:Iteration 84Q (3842.140203 sec): 3 clusters Score: Raw -809412.593945 + Penalty 1728.483893 = -807684.110052 nChanged 62 SP:Iteration 85Q (3842.193442 sec): 3 clusters Score: Raw -809449.962670 + Penalty 1728.483893 = -807721.478776 nChanged 63 SP:Iteration 86Q (3842.253487 sec): 3 clusters Score: Raw -809488.782932 + Penalty 1728.483893 = -807760.299038 nChanged 46 SP:Iteration 87Q (3842.304041 sec): 3 clusters Score: Raw -809517.072372 + Penalty 1728.483893 = -807788.588479 nChanged 32 SP:Iteration 88Q (3842.357283 sec): 3 clusters Score: Raw -809534.490454 + Penalty 1728.483893 = -807806.006561 nChanged 33 SP:Iteration 89Q (3842.424980 sec): 3 clusters Score: Raw -809550.701401 + Penalty 1728.483893 = -807822.217508 nChanged 26 SP:Iteration 90Q (3842.478014 sec): 3 clusters Score: Raw -809562.560974 + Penalty 1728.483893 = -807834.077080 nChanged 26 SP:Iteration 91Q (3842.534972 sec): 3 clusters Score: Raw -809575.481695 + Penalty 1728.483893 = -807846.997802 nChanged 20 SP:Iteration 92Q (3842.593804 sec): 3 clusters Score: Raw -809584.120282 + Penalty 1728.483893 = -807855.636389 nChanged 13 SP:Iteration 93Q (3842.639402 sec): 3 clusters Score: Raw -809588.442070 + Penalty 1728.483893 = -807859.958177 nChanged 9 SP:Iteration 94Q (3842.696690 sec): 3 clusters Score: Raw -809591.836755 + Penalty 1728.483893 = -807863.352862 nChanged 13 SP:Iteration 95Q (3842.761191 sec): 3 clusters Score: Raw -809598.726262 + Penalty 1728.483893 = -807870.242369 nChanged 13 SP:Iteration 96Q (3842.816002 sec): 3 clusters Score: Raw -809605.819208 + Penalty 1728.483893 = -807877.335315 nChanged 14 SP:Iteration 97Q (3842.864126 sec): 3 clusters Score: Raw -809611.222123 + Penalty 1728.483893 = -807882.738229 nChanged 13 SP:Iteration 98Q (3842.918548 sec): 3 clusters Score: Raw -809616.221997 + Penalty 1728.483893 = -807887.738103 nChanged 16 SP:Iteration 99Q (3842.980011 sec): 3 clusters Score: Raw -809621.543012 + Penalty 1728.483893 = -807893.059119 nChanged 9 SP:Iteration 100F (3843.029262 sec): 3 clusters Score: Raw -809624.521874 + Penalty 1728.483893 = -807896.037981 nChanged 8 SP:Iteration 101Q (3843.095780 sec): 3 clusters Score: Raw -809626.969227 + Penalty 1728.483893 = -807898.485334 nChanged 6 SP:Iteration 102Q (3843.143255 sec): 3 clusters Score: Raw -809628.413396 + Penalty 1728.483893 = -807899.929502 nChanged 5 SP:Iteration 103Q (3843.191083 sec): 3 clusters Score: Raw -809629.858222 + Penalty 1728.483893 = -807901.374329 nChanged 4 SP:Iteration 104Q (3843.244628 sec): 3 clusters Score: Raw -809630.905430 + Penalty 1728.483893 = -807902.421537 nChanged 4 SP:Iteration 105Q (3843.297983 sec): 3 clusters Score: Raw -809632.593018 + Penalty 1728.483893 = -807904.109125 nChanged 4 SP:Iteration 106Q (3843.356699 sec): 3 clusters Score: Raw -809633.718397 + Penalty 1728.483893 = -807905.234504 nChanged 2 SP:Iteration 107Q (3843.408569 sec): 3 clusters Score: Raw -809634.423269 + Penalty 1728.483893 = -807905.939376 nChanged 3 SP:Iteration 108Q (3843.471388 sec): 3 clusters Score: Raw -809635.165308 + Penalty 1728.483893 = -807906.681414 nChanged 1 SP:Iteration 109Q (3843.521181 sec): 3 clusters Score: Raw -809635.315835 + Penalty 1728.483893 = -807906.831941 nChanged 2 SP:Iteration 110Q (3843.566125 sec): 3 clusters Score: Raw -809635.868366 + Penalty 1728.483893 = -807907.384472 nChanged 3 SP:Iteration 111Q (3843.623466 sec): 3 clusters Score: Raw -809636.564332 + Penalty 1728.483893 = -807908.080438 nChanged 2 SP:Iteration 112Q (3843.672713 sec): 3 clusters Score: Raw -809637.319993 + Penalty 1728.483893 = -807908.836099 nChanged 1 SP:Iteration 113Q (3843.720454 sec): 3 clusters Score: Raw -809637.599002 + Penalty 1728.483893 = -807909.115108 nChanged 0 SP:Iteration 114F (3843.774850 sec): 3 clusters Score: Raw -809637.599002 + Penalty 1728.483893 = -807909.115108 nChanged 0 Trying to split cluster 35 (151408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3843.943451 sec): 2 clusters Score: Raw -13517400.221979 + Penalty 1133.134679 = -13516267.087301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3844.190306 sec): 3 clusters Score: Raw -13416520.449354 + Penalty 2266.269357 = -13414254.179997 nChanged 73646 SP:Iteration 1F (3844.433167 sec): 3 clusters Score: Raw -13461260.783517 + Penalty 2266.269357 = -13458994.514160 nChanged 5959 SP:Iteration 2Q (3844.690848 sec): 3 clusters Score: Raw -13463488.709825 + Penalty 2266.269357 = -13461222.440468 nChanged 7233 SP:Iteration 3Q (3844.947677 sec): 3 clusters Score: Raw -13467004.156738 + Penalty 2266.269357 = -13464737.887381 nChanged 8669 SP:Iteration 4F (3845.192233 sec): 3 clusters Score: Raw -13472161.351572 + Penalty 2266.269357 = -13469895.082214 nChanged 9923 SP:Iteration 5F (3845.434269 sec): 3 clusters Score: Raw -13479119.567936 + Penalty 2266.269357 = -13476853.298579 nChanged 10158 SP:Iteration 6F (3845.678206 sec): 3 clusters Score: Raw -13486916.675945 + Penalty 2266.269357 = -13484650.406587 nChanged 9171 SP:Iteration 7F (3845.913100 sec): 3 clusters Score: Raw -13493667.823303 + Penalty 2266.269357 = -13491401.553946 nChanged 7080 SP:Iteration 8Q (3846.157325 sec): 3 clusters Score: Raw -13498134.805774 + Penalty 2266.269357 = -13495868.536417 nChanged 5012 SP:Iteration 9Q (3846.402320 sec): 3 clusters Score: Raw -13500629.408355 + Penalty 2266.269357 = -13498363.138997 nChanged 3779 SP:Iteration 10Q (3846.645220 sec): 3 clusters Score: Raw -13502364.414210 + Penalty 2266.269357 = -13500098.144852 nChanged 3366 SP:Iteration 11Q (3846.876595 sec): 3 clusters Score: Raw -13504005.559612 + Penalty 2266.269357 = -13501739.290255 nChanged 3197 SP:Iteration 12Q (3847.098845 sec): 3 clusters Score: Raw -13505621.458171 + Penalty 2266.269357 = -13503355.188814 nChanged 3033 SP:Iteration 13Q (3847.343009 sec): 3 clusters Score: Raw -13507171.489017 + Penalty 2266.269357 = -13504905.219660 nChanged 2873 SP:Iteration 14Q (3847.576766 sec): 3 clusters Score: Raw -13508704.212450 + Penalty 2266.269357 = -13506437.943092 nChanged 2600 SP:Iteration 15Q (3847.819486 sec): 3 clusters Score: Raw -13510114.756341 + Penalty 2266.269357 = -13507848.486984 nChanged 2341 SP:Iteration 16Q (3848.068076 sec): 3 clusters Score: Raw -13511386.261216 + Penalty 2266.269357 = -13509119.991859 nChanged 2081 SP:Iteration 17Q (3848.300771 sec): 3 clusters Score: Raw -13512511.365620 + Penalty 2266.269357 = -13510245.096262 nChanged 1804 SP:Iteration 18Q (3848.546109 sec): 3 clusters Score: Raw -13513484.432403 + Penalty 2266.269357 = -13511218.163046 nChanged 1572 SP:Iteration 19Q (3848.764322 sec): 3 clusters Score: Raw -13514333.186377 + Penalty 2266.269357 = -13512066.917020 nChanged 1331 SP:Iteration 20F (3848.999984 sec): 3 clusters Score: Raw -13515022.794410 + Penalty 2266.269357 = -13512756.525053 nChanged 1126 SP:Iteration 21Q (3849.218421 sec): 3 clusters Score: Raw -13515581.011662 + Penalty 2266.269357 = -13513314.742305 nChanged 945 SP:Iteration 22Q (3849.444253 sec): 3 clusters Score: Raw -13516031.683280 + Penalty 2266.269357 = -13513765.413922 nChanged 801 SP:Iteration 23Q (3849.662452 sec): 3 clusters Score: Raw -13516387.476707 + Penalty 2266.269357 = -13514121.207350 nChanged 607 SP:Iteration 24Q (3849.858802 sec): 3 clusters Score: Raw -13516641.362597 + Penalty 2266.269357 = -13514375.093240 nChanged 531 SP:Iteration 25Q (3850.062170 sec): 3 clusters Score: Raw -13516853.677233 + Penalty 2266.269357 = -13514587.407876 nChanged 432 SP:Iteration 26Q (3850.281050 sec): 3 clusters Score: Raw -13517025.894643 + Penalty 2266.269357 = -13514759.625286 nChanged 366 SP:Iteration 27Q (3850.468658 sec): 3 clusters Score: Raw -13517169.381264 + Penalty 2266.269357 = -13514903.111907 nChanged 298 SP:Iteration 28Q (3850.691360 sec): 3 clusters Score: Raw -13517296.854049 + Penalty 2266.269357 = -13515030.584692 nChanged 245 SP:Iteration 29Q (3850.908074 sec): 3 clusters Score: Raw -13517400.305219 + Penalty 2266.269357 = -13515134.035862 nChanged 213 SP:Iteration 30Q (3851.140363 sec): 3 clusters Score: Raw -13517486.991140 + Penalty 2266.269357 = -13515220.721783 nChanged 172 SP:Iteration 31Q (3851.349436 sec): 3 clusters Score: Raw -13517547.677106 + Penalty 2266.269357 = -13515281.407749 nChanged 134 SP:Iteration 32Q (3851.572697 sec): 3 clusters Score: Raw -13517590.171309 + Penalty 2266.269357 = -13515323.901951 nChanged 119 SP:Iteration 33Q (3851.792794 sec): 3 clusters Score: Raw -13517625.925940 + Penalty 2266.269357 = -13515359.656582 nChanged 109 SP:Iteration 34Q (3852.003474 sec): 3 clusters Score: Raw -13517662.945486 + Penalty 2266.269357 = -13515396.676129 nChanged 94 SP:Iteration 35Q (3852.207106 sec): 3 clusters Score: Raw -13517695.200845 + Penalty 2266.269357 = -13515428.931488 nChanged 86 SP:Iteration 36Q (3852.436978 sec): 3 clusters Score: Raw -13517722.716911 + Penalty 2266.269357 = -13515456.447554 nChanged 67 SP:Iteration 37Q (3852.632270 sec): 3 clusters Score: Raw -13517740.843869 + Penalty 2266.269357 = -13515474.574512 nChanged 44 SP:Iteration 38Q (3852.814007 sec): 3 clusters Score: Raw -13517753.095715 + Penalty 2266.269357 = -13515486.826358 nChanged 42 SP:Iteration 39Q (3853.029508 sec): 3 clusters Score: Raw -13517764.982680 + Penalty 2266.269357 = -13515498.713323 nChanged 45 SP:Iteration 40F (3853.264020 sec): 3 clusters Score: Raw -13517774.348260 + Penalty 2266.269357 = -13515508.078903 nChanged 24 SP:Iteration 41Q (3853.466021 sec): 3 clusters Score: Raw -13517779.726627 + Penalty 2266.269357 = -13515513.457270 nChanged 30 SP:Iteration 42Q (3853.703013 sec): 3 clusters Score: Raw -13517785.177825 + Penalty 2266.269357 = -13515518.908468 nChanged 22 SP:Iteration 43Q (3853.907113 sec): 3 clusters Score: Raw -13517789.776290 + Penalty 2266.269357 = -13515523.506933 nChanged 14 SP:Iteration 44Q (3854.130571 sec): 3 clusters Score: Raw -13517792.369661 + Penalty 2266.269357 = -13515526.100304 nChanged 14 SP:Iteration 45Q (3854.342631 sec): 3 clusters Score: Raw -13517795.492170 + Penalty 2266.269357 = -13515529.222812 nChanged 11 SP:Iteration 46Q (3854.549055 sec): 3 clusters Score: Raw -13517797.121982 + Penalty 2266.269357 = -13515530.852625 nChanged 7 SP:Iteration 47Q (3854.783554 sec): 3 clusters Score: Raw -13517798.375234 + Penalty 2266.269357 = -13515532.105877 nChanged 5 SP:Iteration 48Q (3854.976057 sec): 3 clusters Score: Raw -13517799.374310 + Penalty 2266.269357 = -13515533.104953 nChanged 6 SP:Iteration 49Q (3855.189330 sec): 3 clusters Score: Raw -13517800.132577 + Penalty 2266.269357 = -13515533.863220 nChanged 5 SP:Iteration 50Q (3855.407166 sec): 3 clusters Score: Raw -13517800.783731 + Penalty 2266.269357 = -13515534.514374 nChanged 4 SP:Iteration 51Q (3855.627067 sec): 3 clusters Score: Raw -13517801.317156 + Penalty 2266.269357 = -13515535.047799 nChanged 5 SP:Iteration 52Q (3855.849540 sec): 3 clusters Score: Raw -13517802.163215 + Penalty 2266.269357 = -13515535.893857 nChanged 5 SP:Iteration 53Q (3856.067991 sec): 3 clusters Score: Raw -13517802.809574 + Penalty 2266.269357 = -13515536.540217 nChanged 2 SP:Iteration 54Q (3856.267003 sec): 3 clusters Score: Raw -13517803.074110 + Penalty 2266.269357 = -13515536.804753 nChanged 2 SP:Iteration 55Q (3856.459866 sec): 3 clusters Score: Raw -13517803.196823 + Penalty 2266.269357 = -13515536.927466 nChanged 1 SP:Iteration 56Q (3856.645814 sec): 3 clusters Score: Raw -13517803.782547 + Penalty 2266.269357 = -13515537.513190 nChanged 5 SP:Iteration 57Q (3856.845150 sec): 3 clusters Score: Raw -13517804.590172 + Penalty 2266.269357 = -13515538.320815 nChanged 3 SP:Iteration 58Q (3857.054184 sec): 3 clusters Score: Raw -13517805.020689 + Penalty 2266.269357 = -13515538.751332 nChanged 5 SP:Iteration 59Q (3857.261039 sec): 3 clusters Score: Raw -13517805.805186 + Penalty 2266.269357 = -13515539.535828 nChanged 5 SP:Iteration 60F (3857.508544 sec): 3 clusters Score: Raw -13517806.590485 + Penalty 2266.269357 = -13515540.321128 nChanged 5 SP:Iteration 61Q (3857.722844 sec): 3 clusters Score: Raw -13517807.089019 + Penalty 2266.269357 = -13515540.819662 nChanged 4 SP:Iteration 62Q (3857.923056 sec): 3 clusters Score: Raw -13517807.883731 + Penalty 2266.269357 = -13515541.614374 nChanged 5 SP:Iteration 63Q (3858.113510 sec): 3 clusters Score: Raw -13517808.873239 + Penalty 2266.269357 = -13515542.603882 nChanged 3 SP:Iteration 64Q (3858.317163 sec): 3 clusters Score: Raw -13517809.195552 + Penalty 2266.269357 = -13515542.926195 nChanged 3 SP:Iteration 65Q (3858.523747 sec): 3 clusters Score: Raw -13517809.702196 + Penalty 2266.269357 = -13515543.432839 nChanged 7 SP:Iteration 66Q (3858.707536 sec): 3 clusters Score: Raw -13517810.685442 + Penalty 2266.269357 = -13515544.416085 nChanged 6 SP:Iteration 67Q (3858.919901 sec): 3 clusters Score: Raw -13517811.396778 + Penalty 2266.269357 = -13515545.127421 nChanged 1 SP:Iteration 68Q (3859.130444 sec): 3 clusters Score: Raw -13517811.490351 + Penalty 2266.269357 = -13515545.220994 nChanged 1 SP:Iteration 69Q (3859.339060 sec): 3 clusters Score: Raw -13517811.546367 + Penalty 2266.269357 = -13515545.277010 nChanged 0 SP:Iteration 70F (3859.580152 sec): 3 clusters Score: Raw -13517811.546367 + Penalty 2266.269357 = -13515545.277010 nChanged 0 Trying to split cluster 36 (2395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3859.620405 sec): 2 clusters Score: Raw -217273.622202 + Penalty 739.208158 = -216534.414044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3859.666431 sec): 3 clusters Score: Raw -216044.561194 + Penalty 1478.416317 = -214566.144877 nChanged 968 SP:Iteration 1F (3859.713666 sec): 3 clusters Score: Raw -216646.521669 + Penalty 1478.416317 = -215168.105352 nChanged 216 SP:Iteration 2F (3859.760062 sec): 3 clusters Score: Raw -216821.187114 + Penalty 1478.416317 = -215342.770797 nChanged 158 SP:Iteration 3F (3859.807791 sec): 3 clusters Score: Raw -216949.546969 + Penalty 1478.416317 = -215471.130652 nChanged 133 SP:Iteration 4F (3859.845561 sec): 3 clusters Score: Raw -217061.827872 + Penalty 1478.416317 = -215583.411555 nChanged 118 SP:Iteration 5Q (3859.894164 sec): 3 clusters Score: Raw -217144.355093 + Penalty 1478.416317 = -215665.938776 nChanged 91 SP:Iteration 6Q (3859.928049 sec): 3 clusters Score: Raw -217203.010473 + Penalty 1478.416317 = -215724.594156 nChanged 73 SP:Iteration 7Q (3859.976335 sec): 3 clusters Score: Raw -217250.284833 + Penalty 1478.416317 = -215771.868516 nChanged 53 SP:Iteration 8Q (3860.020099 sec): 3 clusters Score: Raw -217286.360442 + Penalty 1478.416317 = -215807.944125 nChanged 41 SP:Iteration 9Q (3860.059866 sec): 3 clusters Score: Raw -217310.390149 + Penalty 1478.416317 = -215831.973832 nChanged 32 SP:Iteration 10Q (3860.109465 sec): 3 clusters Score: Raw -217326.752929 + Penalty 1478.416317 = -215848.336612 nChanged 27 SP:Iteration 11Q (3860.156151 sec): 3 clusters Score: Raw -217338.889490 + Penalty 1478.416317 = -215860.473173 nChanged 23 SP:Iteration 12Q (3860.203209 sec): 3 clusters Score: Raw -217345.606077 + Penalty 1478.416317 = -215867.189760 nChanged 13 SP:Iteration 13Q (3860.247622 sec): 3 clusters Score: Raw -217350.802983 + Penalty 1478.416317 = -215872.386666 nChanged 14 SP:Iteration 14Q (3860.292348 sec): 3 clusters Score: Raw -217357.861416 + Penalty 1478.416317 = -215879.445099 nChanged 24 SP:Iteration 15Q (3860.338991 sec): 3 clusters Score: Raw -217371.794841 + Penalty 1478.416317 = -215893.378524 nChanged 25 SP:Iteration 16Q (3860.386589 sec): 3 clusters Score: Raw -217384.584693 + Penalty 1478.416317 = -215906.168376 nChanged 16 SP:Iteration 17Q (3860.432603 sec): 3 clusters Score: Raw -217392.599570 + Penalty 1478.416317 = -215914.183253 nChanged 20 SP:Iteration 18Q (3860.478004 sec): 3 clusters Score: Raw -217402.527390 + Penalty 1478.416317 = -215924.111073 nChanged 15 SP:Iteration 19Q (3860.523205 sec): 3 clusters Score: Raw -217408.462222 + Penalty 1478.416317 = -215930.045905 nChanged 13 SP:Iteration 20F (3860.570720 sec): 3 clusters Score: Raw -217412.413980 + Penalty 1478.416317 = -215933.997663 nChanged 8 SP:Iteration 21Q (3860.617851 sec): 3 clusters Score: Raw -217414.225265 + Penalty 1478.416317 = -215935.808948 nChanged 4 SP:Iteration 22Q (3860.663898 sec): 3 clusters Score: Raw -217415.222325 + Penalty 1478.416317 = -215936.806008 nChanged 2 SP:Iteration 23Q (3860.708919 sec): 3 clusters Score: Raw -217415.472791 + Penalty 1478.416317 = -215937.056474 nChanged 0 SP:Iteration 24F (3860.753968 sec): 3 clusters Score: Raw -217415.472791 + Penalty 1478.416317 = -215937.056474 nChanged 0 Time taken for this iteration:3855.922440 seconds. 20->37 Clusters: Score -45186210.770844, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 532200 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 14 (1272 points): Lose 317.473458 but Gain 1252.553591 Iteration 0F (3866.319972 sec): 20 clusters Score: Raw -42039991.965950 + Penalty 23798.518221 = -42016193.447729 nChanged 505232 Iteration 1F (3871.579562 sec): 20 clusters Score: Raw -43968283.661153 + Penalty 23798.518221 = -43944485.142933 nChanged 198688 Deleting Class 11 (561 points): Lose 574.685967 but Gain 1252.553591 Iteration 2F (3876.859059 sec): 19 clusters Score: Raw -44466358.431255 + Penalty 22545.964630 = -44443812.466625 nChanged 123268 Iteration 3F (3881.790296 sec): 19 clusters Score: Raw -44668915.042229 + Penalty 22545.964630 = -44646369.077599 nChanged 68211 Iteration 4F (3886.831870 sec): 19 clusters Score: Raw -44748893.863658 + Penalty 22545.964630 = -44726347.899028 nChanged 37526 Iteration 5F (3891.831983 sec): 19 clusters Score: Raw -44785307.999996 + Penalty 22545.964630 = -44762762.035366 nChanged 22069 Deleting Class 19 (1253 points): Lose 1245.517581 but Gain 1252.553591 Iteration 6Q (3894.881908 sec): 18 clusters Score: Raw -44803169.031329 + Penalty 21293.411040 = -44781875.620290 nChanged 17062 Iteration 7Q (3897.682160 sec): 18 clusters Score: Raw -44817882.282716 + Penalty 21293.411040 = -44796588.871676 nChanged 13291 Iteration 8Q (3900.403828 sec): 18 clusters Score: Raw -44827693.797735 + Penalty 21293.411040 = -44806400.386696 nChanged 11853 Iteration 9Q (3902.992372 sec): 18 clusters Score: Raw -44835239.327718 + Penalty 21293.411040 = -44813945.916679 nChanged 10910 Iteration 10Q (3905.515684 sec): 18 clusters Score: Raw -44842213.882027 + Penalty 21293.411040 = -44820920.470987 nChanged 10702 Iteration 11Q (3907.975190 sec): 18 clusters Score: Raw -44849100.140144 + Penalty 21293.411040 = -44827806.729104 nChanged 11305 Iteration 12Q (3910.759920 sec): 18 clusters Score: Raw -44855502.611655 + Penalty 21293.411040 = -44834209.200615 nChanged 11920 Iteration 13Q (3913.317682 sec): 18 clusters Score: Raw -44861802.845348 + Penalty 21293.411040 = -44840509.434308 nChanged 12679 Iteration 14Q (3915.958762 sec): 18 clusters Score: Raw -44868745.466740 + Penalty 21293.411040 = -44847452.055701 nChanged 13489 Iteration 15Q (3918.574828 sec): 18 clusters Score: Raw -44875722.018218 + Penalty 21293.411040 = -44854428.607179 nChanged 14091 Iteration 16Q (3921.213466 sec): 18 clusters Score: Raw -44882493.806403 + Penalty 21293.411040 = -44861200.395364 nChanged 14084 Iteration 17Q (3923.858168 sec): 18 clusters Score: Raw -44888864.152868 + Penalty 21293.411040 = -44867570.741829 nChanged 13774 Iteration 18Q (3926.419695 sec): 18 clusters Score: Raw -44894692.509368 + Penalty 21293.411040 = -44873399.098329 nChanged 12994 Iteration 19Q (3929.090934 sec): 18 clusters Score: Raw -44899717.622484 + Penalty 21293.411040 = -44878424.211444 nChanged 11687 Writing temp clu file Because OldScore, -44873399.098329, is greater than current (better) Score,-44878424.211444 Compute initial score before splitting: Score: Raw -44899717.622484 + Penalty 21293.411040 = -44878424.211444 Trying to split cluster 1 (40041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3929.312769 sec): 2 clusters Score: Raw -3221737.479112 + Penalty 1006.777625 = -3220730.701487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3929.420190 sec): 3 clusters Score: Raw -3195758.055662 + Penalty 2013.555250 = -3193744.500413 nChanged 19074 SP:Iteration 1F (3929.518347 sec): 3 clusters Score: Raw -3207735.641268 + Penalty 2013.555250 = -3205722.086019 nChanged 2314 SP:Iteration 2F (3929.612343 sec): 3 clusters Score: Raw -3208791.286908 + Penalty 2013.555250 = -3206777.731658 nChanged 2318 SP:Iteration 3F (3929.716613 sec): 3 clusters Score: Raw -3209926.909141 + Penalty 2013.555250 = -3207913.353891 nChanged 2332 SP:Iteration 4F (3929.817114 sec): 3 clusters Score: Raw -3211129.446451 + Penalty 2013.555250 = -3209115.891201 nChanged 2271 SP:Iteration 5F (3929.915380 sec): 3 clusters Score: Raw -3212305.305386 + Penalty 2013.555250 = -3210291.750136 nChanged 2074 SP:Iteration 6F (3930.015622 sec): 3 clusters Score: Raw -3213361.661985 + Penalty 2013.555250 = -3211348.106736 nChanged 1852 SP:Iteration 7Q (3930.111994 sec): 3 clusters Score: Raw -3214269.682864 + Penalty 2013.555250 = -3212256.127614 nChanged 1609 SP:Iteration 8Q (3930.213391 sec): 3 clusters Score: Raw -3215038.650432 + Penalty 2013.555250 = -3213025.095182 nChanged 1462 SP:Iteration 9Q (3930.316724 sec): 3 clusters Score: Raw -3215684.116482 + Penalty 2013.555250 = -3213670.561232 nChanged 1235 SP:Iteration 10Q (3930.421874 sec): 3 clusters Score: Raw -3216127.085980 + Penalty 2013.555250 = -3214113.530731 nChanged 925 SP:Iteration 11Q (3930.523328 sec): 3 clusters Score: Raw -3216378.078561 + Penalty 2013.555250 = -3214364.523312 nChanged 651 SP:Iteration 12Q (3930.613452 sec): 3 clusters Score: Raw -3216517.353767 + Penalty 2013.555250 = -3214503.798517 nChanged 473 SP:Iteration 13Q (3930.721735 sec): 3 clusters Score: Raw -3216599.857955 + Penalty 2013.555250 = -3214586.302705 nChanged 412 SP:Iteration 14Q (3930.823956 sec): 3 clusters Score: Raw -3216658.924417 + Penalty 2013.555250 = -3214645.369167 nChanged 339 SP:Iteration 15Q (3930.916590 sec): 3 clusters Score: Raw -3216712.875698 + Penalty 2013.555250 = -3214699.320448 nChanged 326 SP:Iteration 16Q (3931.023139 sec): 3 clusters Score: Raw -3216766.902830 + Penalty 2013.555250 = -3214753.347580 nChanged 306 SP:Iteration 17Q (3931.121449 sec): 3 clusters Score: Raw -3216807.957624 + Penalty 2013.555250 = -3214794.402375 nChanged 277 SP:Iteration 18Q (3931.215130 sec): 3 clusters Score: Raw -3216843.728923 + Penalty 2013.555250 = -3214830.173673 nChanged 264 SP:Iteration 19Q (3931.306833 sec): 3 clusters Score: Raw -3216877.636274 + Penalty 2013.555250 = -3214864.081025 nChanged 266 SP:Iteration 20F (3931.403125 sec): 3 clusters Score: Raw -3216914.131068 + Penalty 2013.555250 = -3214900.575818 nChanged 272 SP:Iteration 21Q (3931.506622 sec): 3 clusters Score: Raw -3216950.677919 + Penalty 2013.555250 = -3214937.122670 nChanged 276 SP:Iteration 22Q (3931.610995 sec): 3 clusters Score: Raw -3216986.588910 + Penalty 2013.555250 = -3214973.033661 nChanged 278 SP:Iteration 23Q (3931.717417 sec): 3 clusters Score: Raw -3217023.743751 + Penalty 2013.555250 = -3215010.188501 nChanged 253 SP:Iteration 24Q (3931.823479 sec): 3 clusters Score: Raw -3217059.019533 + Penalty 2013.555250 = -3215045.464283 nChanged 291 SP:Iteration 25Q (3931.915461 sec): 3 clusters Score: Raw -3217103.595210 + Penalty 2013.555250 = -3215090.039960 nChanged 319 SP:Iteration 26Q (3932.022061 sec): 3 clusters Score: Raw -3217152.784945 + Penalty 2013.555250 = -3215139.229695 nChanged 332 SP:Iteration 27Q (3932.127147 sec): 3 clusters Score: Raw -3217209.928514 + Penalty 2013.555250 = -3215196.373265 nChanged 364 SP:Iteration 28Q (3932.234020 sec): 3 clusters Score: Raw -3217276.179431 + Penalty 2013.555250 = -3215262.624181 nChanged 385 SP:Iteration 29Q (3932.331492 sec): 3 clusters Score: Raw -3217345.959970 + Penalty 2013.555250 = -3215332.404721 nChanged 405 SP:Iteration 30Q (3932.435607 sec): 3 clusters Score: Raw -3217427.425644 + Penalty 2013.555250 = -3215413.870394 nChanged 426 SP:Iteration 31Q (3932.538633 sec): 3 clusters Score: Raw -3217519.321817 + Penalty 2013.555250 = -3215505.766567 nChanged 443 SP:Iteration 32Q (3932.637635 sec): 3 clusters Score: Raw -3217619.843576 + Penalty 2013.555250 = -3215606.288326 nChanged 481 SP:Iteration 33Q (3932.729518 sec): 3 clusters Score: Raw -3217730.340397 + Penalty 2013.555250 = -3215716.785147 nChanged 478 SP:Iteration 34Q (3932.828766 sec): 3 clusters Score: Raw -3217844.316446 + Penalty 2013.555250 = -3215830.761197 nChanged 512 SP:Iteration 35Q (3932.924957 sec): 3 clusters Score: Raw -3217976.529599 + Penalty 2013.555250 = -3215962.974349 nChanged 513 SP:Iteration 36Q (3933.008538 sec): 3 clusters Score: Raw -3218110.038527 + Penalty 2013.555250 = -3216096.483277 nChanged 516 SP:Iteration 37Q (3933.115300 sec): 3 clusters Score: Raw -3218251.158911 + Penalty 2013.555250 = -3216237.603661 nChanged 485 SP:Iteration 38Q (3933.207218 sec): 3 clusters Score: Raw -3218379.916216 + Penalty 2013.555250 = -3216366.360966 nChanged 496 SP:Iteration 39Q (3933.303404 sec): 3 clusters Score: Raw -3218524.404113 + Penalty 2013.555250 = -3216510.848864 nChanged 507 SP:Iteration 40F (3933.402093 sec): 3 clusters Score: Raw -3218672.725594 + Penalty 2013.555250 = -3216659.170344 nChanged 492 SP:Iteration 41Q (3933.498668 sec): 3 clusters Score: Raw -3218825.125106 + Penalty 2013.555250 = -3216811.569857 nChanged 497 SP:Iteration 42Q (3933.584506 sec): 3 clusters Score: Raw -3218992.731314 + Penalty 2013.555250 = -3216979.176065 nChanged 520 SP:Iteration 43Q (3933.677571 sec): 3 clusters Score: Raw -3219158.828610 + Penalty 2013.555250 = -3217145.273361 nChanged 437 SP:Iteration 44Q (3933.778871 sec): 3 clusters Score: Raw -3219291.646569 + Penalty 2013.555250 = -3217278.091320 nChanged 462 SP:Iteration 45Q (3933.872549 sec): 3 clusters Score: Raw -3219442.844615 + Penalty 2013.555250 = -3217429.289365 nChanged 472 SP:Iteration 46Q (3933.954232 sec): 3 clusters Score: Raw -3219602.984101 + Penalty 2013.555250 = -3217589.428852 nChanged 460 SP:Iteration 47Q (3934.053047 sec): 3 clusters Score: Raw -3219747.343884 + Penalty 2013.555250 = -3217733.788634 nChanged 440 SP:Iteration 48Q (3934.154903 sec): 3 clusters Score: Raw -3219885.593270 + Penalty 2013.555250 = -3217872.038020 nChanged 425 SP:Iteration 49Q (3934.255157 sec): 3 clusters Score: Raw -3220028.420344 + Penalty 2013.555250 = -3218014.865094 nChanged 401 SP:Iteration 50Q (3934.346203 sec): 3 clusters Score: Raw -3220170.110817 + Penalty 2013.555250 = -3218156.555568 nChanged 394 SP:Iteration 51Q (3934.451636 sec): 3 clusters Score: Raw -3220311.995184 + Penalty 2013.555250 = -3218298.439934 nChanged 384 SP:Iteration 52Q (3934.552882 sec): 3 clusters Score: Raw -3220457.321242 + Penalty 2013.555250 = -3218443.765993 nChanged 388 SP:Iteration 53Q (3934.647586 sec): 3 clusters Score: Raw -3220601.426781 + Penalty 2013.555250 = -3218587.871531 nChanged 337 SP:Iteration 54Q (3934.737858 sec): 3 clusters Score: Raw -3220718.836625 + Penalty 2013.555250 = -3218705.281376 nChanged 325 SP:Iteration 55Q (3934.835459 sec): 3 clusters Score: Raw -3220835.085679 + Penalty 2013.555250 = -3218821.530430 nChanged 305 SP:Iteration 56Q (3934.929297 sec): 3 clusters Score: Raw -3220947.591099 + Penalty 2013.555250 = -3218934.035850 nChanged 290 SP:Iteration 57Q (3935.012980 sec): 3 clusters Score: Raw -3221054.067787 + Penalty 2013.555250 = -3219040.512537 nChanged 264 SP:Iteration 58Q (3935.102724 sec): 3 clusters Score: Raw -3221146.365770 + Penalty 2013.555250 = -3219132.810520 nChanged 207 SP:Iteration 59Q (3935.187755 sec): 3 clusters Score: Raw -3221218.226240 + Penalty 2013.555250 = -3219204.670990 nChanged 177 SP:Iteration 60F (3935.290347 sec): 3 clusters Score: Raw -3221286.030470 + Penalty 2013.555250 = -3219272.475220 nChanged 186 SP:Iteration 61Q (3935.389091 sec): 3 clusters Score: Raw -3221348.609088 + Penalty 2013.555250 = -3219335.053838 nChanged 165 SP:Iteration 62Q (3935.485733 sec): 3 clusters Score: Raw -3221411.700654 + Penalty 2013.555250 = -3219398.145405 nChanged 185 SP:Iteration 63Q (3935.573758 sec): 3 clusters Score: Raw -3221482.193352 + Penalty 2013.555250 = -3219468.638102 nChanged 175 SP:Iteration 64Q (3935.663013 sec): 3 clusters Score: Raw -3221551.749833 + Penalty 2013.555250 = -3219538.194584 nChanged 162 SP:Iteration 65Q (3935.762743 sec): 3 clusters Score: Raw -3221623.507510 + Penalty 2013.555250 = -3219609.952260 nChanged 156 SP:Iteration 66Q (3935.858161 sec): 3 clusters Score: Raw -3221693.352773 + Penalty 2013.555250 = -3219679.797523 nChanged 133 SP:Iteration 67Q (3935.944476 sec): 3 clusters Score: Raw -3221746.037882 + Penalty 2013.555250 = -3219732.482632 nChanged 129 SP:Iteration 68Q (3936.026290 sec): 3 clusters Score: Raw -3221791.273791 + Penalty 2013.555250 = -3219777.718541 nChanged 113 SP:Iteration 69Q (3936.107795 sec): 3 clusters Score: Raw -3221833.408521 + Penalty 2013.555250 = -3219819.853271 nChanged 105 SP:Iteration 70Q (3936.199469 sec): 3 clusters Score: Raw -3221877.321758 + Penalty 2013.555250 = -3219863.766508 nChanged 80 SP:Iteration 71Q (3936.292908 sec): 3 clusters Score: Raw -3221908.955491 + Penalty 2013.555250 = -3219895.400241 nChanged 86 SP:Iteration 72Q (3936.375557 sec): 3 clusters Score: Raw -3221939.339231 + Penalty 2013.555250 = -3219925.783982 nChanged 74 SP:Iteration 73Q (3936.464263 sec): 3 clusters Score: Raw -3221970.664576 + Penalty 2013.555250 = -3219957.109326 nChanged 74 SP:Iteration 74Q (3936.546653 sec): 3 clusters Score: Raw -3222006.648060 + Penalty 2013.555250 = -3219993.092811 nChanged 61 SP:Iteration 75Q (3936.640205 sec): 3 clusters Score: Raw -3222032.982976 + Penalty 2013.555250 = -3220019.427727 nChanged 55 SP:Iteration 76Q (3936.736190 sec): 3 clusters Score: Raw -3222058.749061 + Penalty 2013.555250 = -3220045.193811 nChanged 59 SP:Iteration 77Q (3936.826540 sec): 3 clusters Score: Raw -3222089.963134 + Penalty 2013.555250 = -3220076.407885 nChanged 53 SP:Iteration 78Q (3936.906673 sec): 3 clusters Score: Raw -3222114.790287 + Penalty 2013.555250 = -3220101.235038 nChanged 37 SP:Iteration 79Q (3936.996713 sec): 3 clusters Score: Raw -3222130.202523 + Penalty 2013.555250 = -3220116.647274 nChanged 39 SP:Iteration 80F (3937.095979 sec): 3 clusters Score: Raw -3222143.906659 + Penalty 2013.555250 = -3220130.351410 nChanged 31 SP:Iteration 81Q (3937.183290 sec): 3 clusters Score: Raw -3222153.750764 + Penalty 2013.555250 = -3220140.195514 nChanged 26 SP:Iteration 82Q (3937.268996 sec): 3 clusters Score: Raw -3222161.107048 + Penalty 2013.555250 = -3220147.551798 nChanged 16 SP:Iteration 83Q (3937.350730 sec): 3 clusters Score: Raw -3222164.133617 + Penalty 2013.555250 = -3220150.578367 nChanged 8 SP:Iteration 84Q (3937.424876 sec): 3 clusters Score: Raw -3222165.483127 + Penalty 2013.555250 = -3220151.927878 nChanged 3 SP:Iteration 85Q (3937.519871 sec): 3 clusters Score: Raw -3222166.226748 + Penalty 2013.555250 = -3220152.671499 nChanged 6 SP:Iteration 86Q (3937.610173 sec): 3 clusters Score: Raw -3222167.482877 + Penalty 2013.555250 = -3220153.927628 nChanged 8 SP:Iteration 87Q (3937.703361 sec): 3 clusters Score: Raw -3222169.940451 + Penalty 2013.555250 = -3220156.385201 nChanged 14 SP:Iteration 88Q (3937.793460 sec): 3 clusters Score: Raw -3222174.833959 + Penalty 2013.555250 = -3220161.278709 nChanged 16 SP:Iteration 89Q (3937.882135 sec): 3 clusters Score: Raw -3222180.921017 + Penalty 2013.555250 = -3220167.365767 nChanged 16 SP:Iteration 90Q (3937.964412 sec): 3 clusters Score: Raw -3222184.981861 + Penalty 2013.555250 = -3220171.426611 nChanged 8 SP:Iteration 91Q (3938.059064 sec): 3 clusters Score: Raw -3222187.037803 + Penalty 2013.555250 = -3220173.482554 nChanged 7 SP:Iteration 92Q (3938.140632 sec): 3 clusters Score: Raw -3222188.781577 + Penalty 2013.555250 = -3220175.226328 nChanged 5 SP:Iteration 93Q (3938.222833 sec): 3 clusters Score: Raw -3222189.810922 + Penalty 2013.555250 = -3220176.255672 nChanged 10 SP:Iteration 94Q (3938.311803 sec): 3 clusters Score: Raw -3222193.399340 + Penalty 2013.555250 = -3220179.844090 nChanged 8 SP:Iteration 95Q (3938.390214 sec): 3 clusters Score: Raw -3222195.505681 + Penalty 2013.555250 = -3220181.950431 nChanged 7 SP:Iteration 96Q (3938.476007 sec): 3 clusters Score: Raw -3222197.585199 + Penalty 2013.555250 = -3220184.029950 nChanged 9 SP:Iteration 97Q (3938.558403 sec): 3 clusters Score: Raw -3222201.167164 + Penalty 2013.555250 = -3220187.611914 nChanged 9 SP:Iteration 98Q (3938.643411 sec): 3 clusters Score: Raw -3222203.365536 + Penalty 2013.555250 = -3220189.810286 nChanged 3 SP:Iteration 99Q (3938.738131 sec): 3 clusters Score: Raw -3222203.964476 + Penalty 2013.555250 = -3220190.409227 nChanged 4 SP:Iteration 100F (3938.834810 sec): 3 clusters Score: Raw -3222205.139086 + Penalty 2013.555250 = -3220191.583837 nChanged 3 SP:Iteration 101Q (3938.925044 sec): 3 clusters Score: Raw -3222205.954702 + Penalty 2013.555250 = -3220192.399452 nChanged 1 SP:Iteration 102Q (3939.011678 sec): 3 clusters Score: Raw -3222206.059426 + Penalty 2013.555250 = -3220192.504176 nChanged 1 SP:Iteration 103Q (3939.106682 sec): 3 clusters Score: Raw -3222206.348694 + Penalty 2013.555250 = -3220192.793445 nChanged 0 SP:Iteration 104F (3939.196670 sec): 3 clusters Score: Raw -3222206.348694 + Penalty 2013.555250 = -3220192.793445 nChanged 0 Trying to split cluster 2 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3939.227287 sec): 2 clusters Score: Raw -22495.595178 + Penalty 545.889303 = -21949.705875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3939.263028 sec): 3 clusters Score: Raw -22458.971074 + Penalty 1091.778606 = -21367.192468 nChanged 84 SP:Iteration 1F (3939.307891 sec): 3 clusters Score: Raw -22594.606836 + Penalty 1091.778606 = -21502.828230 nChanged 23 SP:Iteration 2F (3939.361801 sec): 3 clusters Score: Raw -22657.638036 + Penalty 1091.778606 = -21565.859430 nChanged 17 SP:Iteration 3F (3939.405016 sec): 3 clusters Score: Raw -22695.069597 + Penalty 1091.778606 = -21603.290991 nChanged 11 SP:Iteration 4Q (3939.439465 sec): 3 clusters Score: Raw -22714.411189 + Penalty 1091.778606 = -21622.632583 nChanged 8 SP:Iteration 5Q (3939.483136 sec): 3 clusters Score: Raw -22731.592329 + Penalty 1091.778606 = -21639.813723 nChanged 5 SP:Iteration 6Q (3939.527165 sec): 3 clusters Score: Raw -22736.575088 + Penalty 1091.778606 = -21644.796481 nChanged 5 SP:Iteration 7Q (3939.571078 sec): 3 clusters Score: Raw -22742.964714 + Penalty 1091.778606 = -21651.186108 nChanged 2 SP:Iteration 8Q (3939.614726 sec): 3 clusters Score: Raw -22744.886522 + Penalty 1091.778606 = -21653.107916 nChanged 1 SP:Iteration 9Q (3939.658310 sec): 3 clusters Score: Raw -22745.173162 + Penalty 1091.778606 = -21653.394556 nChanged 0 SP:Iteration 10F (3939.692688 sec): 3 clusters Score: Raw -22745.173162 + Penalty 1091.778606 = -21653.394556 nChanged 0 Trying to split cluster 3 (1303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3939.725492 sec): 2 clusters Score: Raw -97924.992416 + Penalty 681.380335 = -97243.612081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3939.760236 sec): 3 clusters Score: Raw -97357.716651 + Penalty 1362.760670 = -95994.955982 nChanged 475 SP:Iteration 1F (3939.805007 sec): 3 clusters Score: Raw -97733.668588 + Penalty 1362.760670 = -96370.907918 nChanged 130 SP:Iteration 2F (3939.849486 sec): 3 clusters Score: Raw -97863.082389 + Penalty 1362.760670 = -96500.321719 nChanged 83 SP:Iteration 3F (3939.894812 sec): 3 clusters Score: Raw -97958.637954 + Penalty 1362.760670 = -96595.877284 nChanged 63 SP:Iteration 4Q (3939.939029 sec): 3 clusters Score: Raw -98030.544990 + Penalty 1362.760670 = -96667.784320 nChanged 53 SP:Iteration 5Q (3939.984833 sec): 3 clusters Score: Raw -98095.042206 + Penalty 1362.760670 = -96732.281537 nChanged 52 SP:Iteration 6Q (3940.027567 sec): 3 clusters Score: Raw -98162.346215 + Penalty 1362.760670 = -96799.585545 nChanged 55 SP:Iteration 7Q (3940.073628 sec): 3 clusters Score: Raw -98249.785897 + Penalty 1362.760670 = -96887.025227 nChanged 44 SP:Iteration 8Q (3940.119663 sec): 3 clusters Score: Raw -98343.842282 + Penalty 1362.760670 = -96981.081612 nChanged 40 SP:Iteration 9Q (3940.162935 sec): 3 clusters Score: Raw -98422.265580 + Penalty 1362.760670 = -97059.504910 nChanged 33 SP:Iteration 10Q (3940.206293 sec): 3 clusters Score: Raw -98523.555494 + Penalty 1362.760670 = -97160.794825 nChanged 44 SP:Iteration 11Q (3940.250654 sec): 3 clusters Score: Raw -98666.057008 + Penalty 1362.760670 = -97303.296339 nChanged 53 SP:Iteration 12Q (3940.289688 sec): 3 clusters Score: Raw -98963.783083 + Penalty 1362.760670 = -97601.022413 nChanged 63 SP:Iteration 13Q (3940.333059 sec): 3 clusters Score: Raw -99381.859795 + Penalty 1362.760670 = -98019.099126 nChanged 37 SP:Iteration 14Q (3940.371887 sec): 3 clusters Score: Raw -99501.916916 + Penalty 1362.760670 = -98139.156247 nChanged 16 SP:Iteration 15Q (3940.416061 sec): 3 clusters Score: Raw -99554.984775 + Penalty 1362.760670 = -98192.224106 nChanged 10 SP:Iteration 16Q (3940.460912 sec): 3 clusters Score: Raw -99580.098332 + Penalty 1362.760670 = -98217.337663 nChanged 5 SP:Iteration 17Q (3940.506591 sec): 3 clusters Score: Raw -99584.835982 + Penalty 1362.760670 = -98222.075313 nChanged 2 SP:Iteration 18Q (3940.552443 sec): 3 clusters Score: Raw -99599.530326 + Penalty 1362.760670 = -98236.769656 nChanged 2 SP:Iteration 19Q (3940.597788 sec): 3 clusters Score: Raw -99613.634622 + Penalty 1362.760670 = -98250.873952 nChanged 4 SP:Iteration 20F (3940.649503 sec): 3 clusters Score: Raw -99628.588324 + Penalty 1362.760670 = -98265.827654 nChanged 3 SP:Iteration 21Q (3940.699066 sec): 3 clusters Score: Raw -99637.461534 + Penalty 1362.760670 = -98274.700865 nChanged 2 SP:Iteration 22Q (3940.746844 sec): 3 clusters Score: Raw -99639.186400 + Penalty 1362.760670 = -98276.425731 nChanged 1 SP:Iteration 23Q (3940.780681 sec): 3 clusters Score: Raw -99639.614782 + Penalty 1362.760670 = -98276.854112 nChanged 0 SP:Iteration 24F (3940.841981 sec): 3 clusters Score: Raw -99639.614782 + Penalty 1362.760670 = -98276.854112 nChanged 0 Score: Raw -44903276.145037 + Penalty 22545.964630 = -44880730.180407 Splitting cluster 3 changes total score from -44878424.211444 to -44880730.180407 So it's getting split into cluster 11. Trying to split cluster 4 (5231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3945.667437 sec): 2 clusters Score: Raw -425985.097516 + Penalty 813.423986 = -425171.673531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3945.722731 sec): 3 clusters Score: Raw -423020.055631 + Penalty 1626.847971 = -421393.207660 nChanged 2236 SP:Iteration 1F (3945.775849 sec): 3 clusters Score: Raw -424297.242818 + Penalty 1626.847971 = -422670.394847 nChanged 392 SP:Iteration 2F (3945.830380 sec): 3 clusters Score: Raw -424616.568636 + Penalty 1626.847971 = -422989.720664 nChanged 396 SP:Iteration 3F (3945.873622 sec): 3 clusters Score: Raw -425020.573084 + Penalty 1626.847971 = -423393.725113 nChanged 424 SP:Iteration 4F (3945.937438 sec): 3 clusters Score: Raw -425451.639540 + Penalty 1626.847971 = -423824.791569 nChanged 416 SP:Iteration 5F (3945.981502 sec): 3 clusters Score: Raw -425866.791201 + Penalty 1626.847971 = -424239.943230 nChanged 333 SP:Iteration 6F (3946.034500 sec): 3 clusters Score: Raw -426173.469625 + Penalty 1626.847971 = -424546.621654 nChanged 256 SP:Iteration 7Q (3946.096678 sec): 3 clusters Score: Raw -426375.342784 + Penalty 1626.847971 = -424748.494813 nChanged 210 SP:Iteration 8Q (3946.154765 sec): 3 clusters Score: Raw -426519.400164 + Penalty 1626.847971 = -424892.552193 nChanged 150 SP:Iteration 9Q (3946.205904 sec): 3 clusters Score: Raw -426599.372065 + Penalty 1626.847971 = -424972.524093 nChanged 115 SP:Iteration 10Q (3946.247015 sec): 3 clusters Score: Raw -426657.095910 + Penalty 1626.847971 = -425030.247939 nChanged 74 SP:Iteration 11Q (3946.305647 sec): 3 clusters Score: Raw -426689.242587 + Penalty 1626.847971 = -425062.394616 nChanged 63 SP:Iteration 12Q (3946.352969 sec): 3 clusters Score: Raw -426715.776362 + Penalty 1626.847971 = -425088.928390 nChanged 50 SP:Iteration 13Q (3946.405692 sec): 3 clusters Score: Raw -426734.891584 + Penalty 1626.847971 = -425108.043613 nChanged 34 SP:Iteration 14Q (3946.462100 sec): 3 clusters Score: Raw -426742.989275 + Penalty 1626.847971 = -425116.141304 nChanged 24 SP:Iteration 15Q (3946.512659 sec): 3 clusters Score: Raw -426750.969798 + Penalty 1626.847971 = -425124.121827 nChanged 25 SP:Iteration 16Q (3946.558148 sec): 3 clusters Score: Raw -426757.995507 + Penalty 1626.847971 = -425131.147536 nChanged 25 SP:Iteration 17Q (3946.610280 sec): 3 clusters Score: Raw -426762.629702 + Penalty 1626.847971 = -425135.781731 nChanged 17 SP:Iteration 18Q (3946.665201 sec): 3 clusters Score: Raw -426767.264145 + Penalty 1626.847971 = -425140.416174 nChanged 29 SP:Iteration 19Q (3946.718670 sec): 3 clusters Score: Raw -426777.339854 + Penalty 1626.847971 = -425150.491882 nChanged 27 SP:Iteration 20F (3946.769977 sec): 3 clusters Score: Raw -426785.686760 + Penalty 1626.847971 = -425158.838789 nChanged 27 SP:Iteration 21Q (3946.817135 sec): 3 clusters Score: Raw -426795.797624 + Penalty 1626.847971 = -425168.949652 nChanged 28 SP:Iteration 22Q (3946.860104 sec): 3 clusters Score: Raw -426804.402958 + Penalty 1626.847971 = -425177.554986 nChanged 18 SP:Iteration 23Q (3946.909227 sec): 3 clusters Score: Raw -426810.599221 + Penalty 1626.847971 = -425183.751250 nChanged 26 SP:Iteration 24Q (3946.964544 sec): 3 clusters Score: Raw -426817.913686 + Penalty 1626.847971 = -425191.065714 nChanged 21 SP:Iteration 25Q (3947.023869 sec): 3 clusters Score: Raw -426824.624088 + Penalty 1626.847971 = -425197.776116 nChanged 27 SP:Iteration 26Q (3947.069784 sec): 3 clusters Score: Raw -426834.151564 + Penalty 1626.847971 = -425207.303593 nChanged 28 SP:Iteration 27Q (3947.132527 sec): 3 clusters Score: Raw -426844.772203 + Penalty 1626.847971 = -425217.924231 nChanged 27 SP:Iteration 28Q (3947.182231 sec): 3 clusters Score: Raw -426853.288110 + Penalty 1626.847971 = -425226.440138 nChanged 20 SP:Iteration 29Q (3947.228800 sec): 3 clusters Score: Raw -426859.256750 + Penalty 1626.847971 = -425232.408779 nChanged 17 SP:Iteration 30Q (3947.274120 sec): 3 clusters Score: Raw -426864.829772 + Penalty 1626.847971 = -425237.981801 nChanged 22 SP:Iteration 31Q (3947.322978 sec): 3 clusters Score: Raw -426872.306762 + Penalty 1626.847971 = -425245.458791 nChanged 20 SP:Iteration 32Q (3947.376006 sec): 3 clusters Score: Raw -426881.855852 + Penalty 1626.847971 = -425255.007881 nChanged 30 SP:Iteration 33Q (3947.437752 sec): 3 clusters Score: Raw -426894.855639 + Penalty 1626.847971 = -425268.007668 nChanged 34 SP:Iteration 34Q (3947.490335 sec): 3 clusters Score: Raw -426909.869400 + Penalty 1626.847971 = -425283.021428 nChanged 27 SP:Iteration 35Q (3947.542989 sec): 3 clusters Score: Raw -426923.850101 + Penalty 1626.847971 = -425297.002130 nChanged 20 SP:Iteration 36Q (3947.596582 sec): 3 clusters Score: Raw -426932.135165 + Penalty 1626.847971 = -425305.287193 nChanged 17 SP:Iteration 37Q (3947.639275 sec): 3 clusters Score: Raw -426939.385601 + Penalty 1626.847971 = -425312.537629 nChanged 24 SP:Iteration 38Q (3947.702808 sec): 3 clusters Score: Raw -426951.445530 + Penalty 1626.847971 = -425324.597559 nChanged 23 SP:Iteration 39Q (3947.755128 sec): 3 clusters Score: Raw -426960.908195 + Penalty 1626.847971 = -425334.060224 nChanged 13 SP:Iteration 40F (3947.800630 sec): 3 clusters Score: Raw -426964.876095 + Penalty 1626.847971 = -425338.028124 nChanged 8 SP:Iteration 41Q (3947.855132 sec): 3 clusters Score: Raw -426966.624126 + Penalty 1626.847971 = -425339.776155 nChanged 5 SP:Iteration 42Q (3947.905124 sec): 3 clusters Score: Raw -426967.566813 + Penalty 1626.847971 = -425340.718842 nChanged 8 SP:Iteration 43Q (3947.959161 sec): 3 clusters Score: Raw -426969.876062 + Penalty 1626.847971 = -425343.028091 nChanged 9 SP:Iteration 44Q (3948.008898 sec): 3 clusters Score: Raw -426972.375209 + Penalty 1626.847971 = -425345.527238 nChanged 8 SP:Iteration 45Q (3948.059426 sec): 3 clusters Score: Raw -426973.712209 + Penalty 1626.847971 = -425346.864238 nChanged 5 SP:Iteration 46Q (3948.109568 sec): 3 clusters Score: Raw -426975.242040 + Penalty 1626.847971 = -425348.394069 nChanged 4 SP:Iteration 47Q (3948.154512 sec): 3 clusters Score: Raw -426975.932176 + Penalty 1626.847971 = -425349.084205 nChanged 3 SP:Iteration 48Q (3948.207316 sec): 3 clusters Score: Raw -426976.447467 + Penalty 1626.847971 = -425349.599496 nChanged 3 SP:Iteration 49Q (3948.257337 sec): 3 clusters Score: Raw -426976.848637 + Penalty 1626.847971 = -425350.000666 nChanged 5 SP:Iteration 50Q (3948.311128 sec): 3 clusters Score: Raw -426977.855523 + Penalty 1626.847971 = -425351.007552 nChanged 6 SP:Iteration 51Q (3948.369615 sec): 3 clusters Score: Raw -426978.953287 + Penalty 1626.847971 = -425352.105316 nChanged 6 SP:Iteration 52Q (3948.417617 sec): 3 clusters Score: Raw -426980.340338 + Penalty 1626.847971 = -425353.492367 nChanged 4 SP:Iteration 53Q (3948.470516 sec): 3 clusters Score: Raw -426981.354907 + Penalty 1626.847971 = -425354.506936 nChanged 2 SP:Iteration 54Q (3948.520214 sec): 3 clusters Score: Raw -426981.510182 + Penalty 1626.847971 = -425354.662211 nChanged 1 SP:Iteration 55Q (3948.573645 sec): 3 clusters Score: Raw -426981.695657 + Penalty 1626.847971 = -425354.847686 nChanged 1 SP:Iteration 56Q (3948.618480 sec): 3 clusters Score: Raw -426981.866647 + Penalty 1626.847971 = -425355.018676 nChanged 1 SP:Iteration 57Q (3948.677410 sec): 3 clusters Score: Raw -426981.944641 + Penalty 1626.847971 = -425355.096670 nChanged 2 SP:Iteration 58Q (3948.725225 sec): 3 clusters Score: Raw -426982.156734 + Penalty 1626.847971 = -425355.308763 nChanged 0 SP:Iteration 59F (3948.777750 sec): 3 clusters Score: Raw -426982.156734 + Penalty 1626.847971 = -425355.308763 nChanged 0 Score: Raw -44904273.204254 + Penalty 23798.518221 = -44880474.686034 Splitting cluster 4 changes total score from -44878424.211444 to -44880474.686034 So it's getting split into cluster 14. Trying to split cluster 5 (10513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3953.768253 sec): 2 clusters Score: Raw -767774.794531 + Penalty 879.734947 = -766895.059583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3953.819062 sec): 3 clusters Score: Raw -761619.611797 + Penalty 1759.469894 = -759860.141902 nChanged 4747 SP:Iteration 1F (3953.876015 sec): 3 clusters Score: Raw -765352.077629 + Penalty 1759.469894 = -763592.607734 nChanged 1173 SP:Iteration 2F (3953.937033 sec): 3 clusters Score: Raw -766616.383099 + Penalty 1759.469894 = -764856.913204 nChanged 951 SP:Iteration 3F (3953.995694 sec): 3 clusters Score: Raw -767456.067135 + Penalty 1759.469894 = -765696.597240 nChanged 677 SP:Iteration 4F (3954.050448 sec): 3 clusters Score: Raw -767951.263272 + Penalty 1759.469894 = -766191.793377 nChanged 457 SP:Iteration 5Q (3954.117252 sec): 3 clusters Score: Raw -768214.129809 + Penalty 1759.469894 = -766454.659914 nChanged 301 SP:Iteration 6Q (3954.183684 sec): 3 clusters Score: Raw -768337.926312 + Penalty 1759.469894 = -766578.456417 nChanged 229 SP:Iteration 7Q (3954.238736 sec): 3 clusters Score: Raw -768411.422607 + Penalty 1759.469894 = -766651.952712 nChanged 167 SP:Iteration 8Q (3954.304968 sec): 3 clusters Score: Raw -768459.302261 + Penalty 1759.469894 = -766699.832367 nChanged 143 SP:Iteration 9Q (3954.363768 sec): 3 clusters Score: Raw -768492.810949 + Penalty 1759.469894 = -766733.341055 nChanged 124 SP:Iteration 10Q (3954.418617 sec): 3 clusters Score: Raw -768525.513894 + Penalty 1759.469894 = -766766.043999 nChanged 135 SP:Iteration 11Q (3954.479519 sec): 3 clusters Score: Raw -768568.097802 + Penalty 1759.469894 = -766808.627908 nChanged 143 SP:Iteration 12Q (3954.536886 sec): 3 clusters Score: Raw -768607.047190 + Penalty 1759.469894 = -766847.577296 nChanged 122 SP:Iteration 13Q (3954.586961 sec): 3 clusters Score: Raw -768637.784564 + Penalty 1759.469894 = -766878.314670 nChanged 110 SP:Iteration 14Q (3954.647482 sec): 3 clusters Score: Raw -768669.204918 + Penalty 1759.469894 = -766909.735023 nChanged 138 SP:Iteration 15Q (3954.711505 sec): 3 clusters Score: Raw -768711.171114 + Penalty 1759.469894 = -766951.701219 nChanged 130 SP:Iteration 16Q (3954.782164 sec): 3 clusters Score: Raw -768754.494900 + Penalty 1759.469894 = -766995.025005 nChanged 140 SP:Iteration 17Q (3954.843508 sec): 3 clusters Score: Raw -768803.115951 + Penalty 1759.469894 = -767043.646057 nChanged 128 SP:Iteration 18Q (3954.900885 sec): 3 clusters Score: Raw -768844.134468 + Penalty 1759.469894 = -767084.664573 nChanged 96 SP:Iteration 19Q (3954.961869 sec): 3 clusters Score: Raw -768875.296546 + Penalty 1759.469894 = -767115.826651 nChanged 94 SP:Iteration 20F (3955.012456 sec): 3 clusters Score: Raw -768903.886177 + Penalty 1759.469894 = -767144.416282 nChanged 79 SP:Iteration 21Q (3955.082576 sec): 3 clusters Score: Raw -768925.891729 + Penalty 1759.469894 = -767166.421835 nChanged 52 SP:Iteration 22Q (3955.145139 sec): 3 clusters Score: Raw -768938.212197 + Penalty 1759.469894 = -767178.742302 nChanged 44 SP:Iteration 23Q (3955.203389 sec): 3 clusters Score: Raw -768948.646572 + Penalty 1759.469894 = -767189.176678 nChanged 30 SP:Iteration 24Q (3955.266192 sec): 3 clusters Score: Raw -768954.437296 + Penalty 1759.469894 = -767194.967402 nChanged 21 SP:Iteration 25Q (3955.325090 sec): 3 clusters Score: Raw -768957.343053 + Penalty 1759.469894 = -767197.873158 nChanged 12 SP:Iteration 26Q (3955.384742 sec): 3 clusters Score: Raw -768959.611384 + Penalty 1759.469894 = -767200.141490 nChanged 16 SP:Iteration 27Q (3955.444249 sec): 3 clusters Score: Raw -768962.560622 + Penalty 1759.469894 = -767203.090728 nChanged 17 SP:Iteration 28Q (3955.495606 sec): 3 clusters Score: Raw -768965.573990 + Penalty 1759.469894 = -767206.104095 nChanged 17 SP:Iteration 29Q (3955.550322 sec): 3 clusters Score: Raw -768970.152019 + Penalty 1759.469894 = -767210.682125 nChanged 20 SP:Iteration 30Q (3955.620787 sec): 3 clusters Score: Raw -768973.810471 + Penalty 1759.469894 = -767214.340576 nChanged 12 SP:Iteration 31Q (3955.670339 sec): 3 clusters Score: Raw -768975.457892 + Penalty 1759.469894 = -767215.987998 nChanged 7 SP:Iteration 32Q (3955.730083 sec): 3 clusters Score: Raw -768976.647803 + Penalty 1759.469894 = -767217.177909 nChanged 7 SP:Iteration 33Q (3955.789507 sec): 3 clusters Score: Raw -768977.860866 + Penalty 1759.469894 = -767218.390971 nChanged 7 SP:Iteration 34Q (3955.846934 sec): 3 clusters Score: Raw -768978.796408 + Penalty 1759.469894 = -767219.326514 nChanged 5 SP:Iteration 35Q (3955.896427 sec): 3 clusters Score: Raw -768979.395169 + Penalty 1759.469894 = -767219.925274 nChanged 3 SP:Iteration 36Q (3955.958656 sec): 3 clusters Score: Raw -768979.766831 + Penalty 1759.469894 = -767220.296937 nChanged 2 SP:Iteration 37Q (3956.017331 sec): 3 clusters Score: Raw -768980.096293 + Penalty 1759.469894 = -767220.626399 nChanged 2 SP:Iteration 38Q (3956.077298 sec): 3 clusters Score: Raw -768980.262938 + Penalty 1759.469894 = -767220.793044 nChanged 1 SP:Iteration 39Q (3956.132265 sec): 3 clusters Score: Raw -768980.348214 + Penalty 1759.469894 = -767220.878319 nChanged 1 SP:Iteration 40F (3956.189429 sec): 3 clusters Score: Raw -768980.444875 + Penalty 1759.469894 = -767220.974981 nChanged 1 SP:Iteration 41Q (3956.251851 sec): 3 clusters Score: Raw -768980.561234 + Penalty 1759.469894 = -767221.091340 nChanged 2 SP:Iteration 42Q (3956.300761 sec): 3 clusters Score: Raw -768980.777441 + Penalty 1759.469894 = -767221.307546 nChanged 0 SP:Iteration 43F (3956.371597 sec): 3 clusters Score: Raw -768980.777441 + Penalty 1759.469894 = -767221.307546 nChanged 0 Score: Raw -44905479.187165 + Penalty 25051.071811 = -44880428.115354 Splitting cluster 5 changes total score from -44878424.211444 to -44880428.115354 So it's getting split into cluster 19. Trying to split cluster 6 (32042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3961.766476 sec): 2 clusters Score: Raw -2817584.791137 + Penalty 985.606268 = -2816599.184869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3961.858383 sec): 3 clusters Score: Raw -2797120.460700 + Penalty 1971.212536 = -2795149.248164 nChanged 15108 SP:Iteration 1F (3961.938984 sec): 3 clusters Score: Raw -2805823.444223 + Penalty 1971.212536 = -2803852.231687 nChanged 1446 SP:Iteration 2Q (3962.030618 sec): 3 clusters Score: Raw -2806363.047266 + Penalty 1971.212536 = -2804391.834730 nChanged 1552 SP:Iteration 3Q (3962.111971 sec): 3 clusters Score: Raw -2807139.708328 + Penalty 1971.212536 = -2805168.495792 nChanged 1861 SP:Iteration 4F (3962.202735 sec): 3 clusters Score: Raw -2808295.757585 + Penalty 1971.212536 = -2806324.545049 nChanged 2048 SP:Iteration 5F (3962.290009 sec): 3 clusters Score: Raw -2809732.363671 + Penalty 1971.212536 = -2807761.151135 nChanged 2054 SP:Iteration 6F (3962.377989 sec): 3 clusters Score: Raw -2811144.955806 + Penalty 1971.212536 = -2809173.743270 nChanged 1932 SP:Iteration 7F (3962.463216 sec): 3 clusters Score: Raw -2812291.513165 + Penalty 1971.212536 = -2810320.300629 nChanged 1750 SP:Iteration 8F (3962.548618 sec): 3 clusters Score: Raw -2813222.434390 + Penalty 1971.212536 = -2811251.221854 nChanged 1444 SP:Iteration 9Q (3962.636173 sec): 3 clusters Score: Raw -2813931.004922 + Penalty 1971.212536 = -2811959.792386 nChanged 1203 SP:Iteration 10Q (3962.717940 sec): 3 clusters Score: Raw -2814505.213880 + Penalty 1971.212536 = -2812534.001344 nChanged 1044 SP:Iteration 11Q (3962.809781 sec): 3 clusters Score: Raw -2814971.365350 + Penalty 1971.212536 = -2813000.152814 nChanged 897 SP:Iteration 12Q (3962.889243 sec): 3 clusters Score: Raw -2815367.215694 + Penalty 1971.212536 = -2813396.003158 nChanged 838 SP:Iteration 13Q (3962.976616 sec): 3 clusters Score: Raw -2815745.089699 + Penalty 1971.212536 = -2813773.877163 nChanged 742 SP:Iteration 14Q (3963.072854 sec): 3 clusters Score: Raw -2816117.225821 + Penalty 1971.212536 = -2814146.013285 nChanged 751 SP:Iteration 15Q (3963.158858 sec): 3 clusters Score: Raw -2816593.181299 + Penalty 1971.212536 = -2814621.968763 nChanged 820 SP:Iteration 16Q (3963.241178 sec): 3 clusters Score: Raw -2817142.162076 + Penalty 1971.212536 = -2815170.949540 nChanged 798 SP:Iteration 17Q (3963.320893 sec): 3 clusters Score: Raw -2817639.588207 + Penalty 1971.212536 = -2815668.375671 nChanged 771 SP:Iteration 18Q (3963.409899 sec): 3 clusters Score: Raw -2818077.358634 + Penalty 1971.212536 = -2816106.146098 nChanged 739 SP:Iteration 19Q (3963.501370 sec): 3 clusters Score: Raw -2818474.641733 + Penalty 1971.212536 = -2816503.429197 nChanged 725 SP:Iteration 20F (3963.588176 sec): 3 clusters Score: Raw -2818860.008332 + Penalty 1971.212536 = -2816888.795796 nChanged 627 SP:Iteration 21Q (3963.663357 sec): 3 clusters Score: Raw -2819173.142223 + Penalty 1971.212536 = -2817201.929687 nChanged 559 SP:Iteration 22Q (3963.753665 sec): 3 clusters Score: Raw -2819449.986122 + Penalty 1971.212536 = -2817478.773586 nChanged 579 SP:Iteration 23Q (3963.835041 sec): 3 clusters Score: Raw -2819759.846844 + Penalty 1971.212536 = -2817788.634308 nChanged 558 SP:Iteration 24Q (3963.918698 sec): 3 clusters Score: Raw -2820089.695714 + Penalty 1971.212536 = -2818118.483178 nChanged 578 SP:Iteration 25Q (3964.005224 sec): 3 clusters Score: Raw -2820436.409941 + Penalty 1971.212536 = -2818465.197405 nChanged 538 SP:Iteration 26Q (3964.081347 sec): 3 clusters Score: Raw -2820755.634204 + Penalty 1971.212536 = -2818784.421668 nChanged 518 SP:Iteration 27Q (3964.166372 sec): 3 clusters Score: Raw -2821077.378580 + Penalty 1971.212536 = -2819106.166044 nChanged 502 SP:Iteration 28Q (3964.259005 sec): 3 clusters Score: Raw -2821406.933969 + Penalty 1971.212536 = -2819435.721433 nChanged 464 SP:Iteration 29Q (3964.340817 sec): 3 clusters Score: Raw -2821707.095288 + Penalty 1971.212536 = -2819735.882752 nChanged 407 SP:Iteration 30Q (3964.421031 sec): 3 clusters Score: Raw -2821971.133424 + Penalty 1971.212536 = -2819999.920888 nChanged 357 SP:Iteration 31Q (3964.494080 sec): 3 clusters Score: Raw -2822171.923399 + Penalty 1971.212536 = -2820200.710863 nChanged 297 SP:Iteration 32Q (3964.576651 sec): 3 clusters Score: Raw -2822326.944115 + Penalty 1971.212536 = -2820355.731579 nChanged 253 SP:Iteration 33Q (3964.643243 sec): 3 clusters Score: Raw -2822453.480633 + Penalty 1971.212536 = -2820482.268096 nChanged 208 SP:Iteration 34Q (3964.732395 sec): 3 clusters Score: Raw -2822558.430005 + Penalty 1971.212536 = -2820587.217469 nChanged 151 SP:Iteration 35Q (3964.816348 sec): 3 clusters Score: Raw -2822615.698062 + Penalty 1971.212536 = -2820644.485526 nChanged 116 SP:Iteration 36Q (3964.900722 sec): 3 clusters Score: Raw -2822646.391425 + Penalty 1971.212536 = -2820675.178889 nChanged 80 SP:Iteration 37Q (3964.985942 sec): 3 clusters Score: Raw -2822670.027725 + Penalty 1971.212536 = -2820698.815189 nChanged 55 SP:Iteration 38Q (3965.069817 sec): 3 clusters Score: Raw -2822686.054363 + Penalty 1971.212536 = -2820714.841827 nChanged 43 SP:Iteration 39Q (3965.154363 sec): 3 clusters Score: Raw -2822695.927515 + Penalty 1971.212536 = -2820724.714979 nChanged 26 SP:Iteration 40F (3965.240763 sec): 3 clusters Score: Raw -2822809.147349 + Penalty 1971.212536 = -2820837.934813 nChanged 127 SP:Iteration 41Q (3965.325495 sec): 3 clusters Score: Raw -2822922.519899 + Penalty 1971.212536 = -2820951.307363 nChanged 156 SP:Iteration 42Q (3965.409837 sec): 3 clusters Score: Raw -2823004.638727 + Penalty 1971.212536 = -2821033.426191 nChanged 134 SP:Iteration 43Q (3965.497181 sec): 3 clusters Score: Raw -2823052.643329 + Penalty 1971.212536 = -2821081.430793 nChanged 105 SP:Iteration 44Q (3965.581970 sec): 3 clusters Score: Raw -2823086.717925 + Penalty 1971.212536 = -2821115.505389 nChanged 86 SP:Iteration 45Q (3965.665404 sec): 3 clusters Score: Raw -2823112.192820 + Penalty 1971.212536 = -2821140.980284 nChanged 84 SP:Iteration 46Q (3965.750736 sec): 3 clusters Score: Raw -2823138.351027 + Penalty 1971.212536 = -2821167.138491 nChanged 67 SP:Iteration 47Q (3965.836277 sec): 3 clusters Score: Raw -2823152.529660 + Penalty 1971.212536 = -2821181.317124 nChanged 52 SP:Iteration 48Q (3965.915889 sec): 3 clusters Score: Raw -2823159.376760 + Penalty 1971.212536 = -2821188.164224 nChanged 36 SP:Iteration 49Q (3965.995364 sec): 3 clusters Score: Raw -2823162.398470 + Penalty 1971.212536 = -2821191.185934 nChanged 23 SP:Iteration 50Q (3966.084197 sec): 3 clusters Score: Raw -2823164.014654 + Penalty 1971.212536 = -2821192.802118 nChanged 20 SP:Iteration 51Q (3966.166948 sec): 3 clusters Score: Raw -2823165.314905 + Penalty 1971.212536 = -2821194.102369 nChanged 14 SP:Iteration 52Q (3966.244278 sec): 3 clusters Score: Raw -2823166.684255 + Penalty 1971.212536 = -2821195.471718 nChanged 14 SP:Iteration 53Q (3966.323872 sec): 3 clusters Score: Raw -2823167.438244 + Penalty 1971.212536 = -2821196.225708 nChanged 6 SP:Iteration 54Q (3966.407868 sec): 3 clusters Score: Raw -2823167.635677 + Penalty 1971.212536 = -2821196.423141 nChanged 4 SP:Iteration 55Q (3966.486331 sec): 3 clusters Score: Raw -2823167.791790 + Penalty 1971.212536 = -2821196.579254 nChanged 2 SP:Iteration 56Q (3966.578802 sec): 3 clusters Score: Raw -2823167.845239 + Penalty 1971.212536 = -2821196.632703 nChanged 1 SP:Iteration 57Q (3966.671166 sec): 3 clusters Score: Raw -2823167.888754 + Penalty 1971.212536 = -2821196.676218 nChanged 1 SP:Iteration 58Q (3966.752436 sec): 3 clusters Score: Raw -2823167.918404 + Penalty 1971.212536 = -2821196.705868 nChanged 0 SP:Iteration 59F (3966.833579 sec): 3 clusters Score: Raw -2823167.918404 + Penalty 1971.212536 = -2821196.705868 nChanged 0 Score: Raw -44911062.314432 + Penalty 26303.625402 = -44884758.689030 Splitting cluster 6 changes total score from -44878424.211444 to -44884758.689030 So it's getting split into cluster 21. Trying to split cluster 7 (21519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3972.268662 sec): 2 clusters Score: Raw -1847496.119942 + Penalty 947.785697 = -1846548.334245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3972.338221 sec): 3 clusters Score: Raw -1834107.165689 + Penalty 1895.571394 = -1832211.594295 nChanged 9954 SP:Iteration 1F (3972.405542 sec): 3 clusters Score: Raw -1840308.675573 + Penalty 1895.571394 = -1838413.104179 nChanged 1476 SP:Iteration 2F (3972.475104 sec): 3 clusters Score: Raw -1841210.937538 + Penalty 1895.571394 = -1839315.366145 nChanged 1532 SP:Iteration 3F (3972.540429 sec): 3 clusters Score: Raw -1842198.867256 + Penalty 1895.571394 = -1840303.295863 nChanged 1558 SP:Iteration 4F (3972.628377 sec): 3 clusters Score: Raw -1843304.212140 + Penalty 1895.571394 = -1841408.640746 nChanged 1463 SP:Iteration 5F (3972.700158 sec): 3 clusters Score: Raw -1844487.493350 + Penalty 1895.571394 = -1842591.921956 nChanged 1313 SP:Iteration 6F (3972.763429 sec): 3 clusters Score: Raw -1845699.907459 + Penalty 1895.571394 = -1843804.336066 nChanged 1024 SP:Iteration 7Q (3972.838684 sec): 3 clusters Score: Raw -1846724.038683 + Penalty 1895.571394 = -1844828.467290 nChanged 788 SP:Iteration 8Q (3972.903221 sec): 3 clusters Score: Raw -1847558.518561 + Penalty 1895.571394 = -1845662.947167 nChanged 530 SP:Iteration 9Q (3972.977147 sec): 3 clusters Score: Raw -1848077.618067 + Penalty 1895.571394 = -1846182.046674 nChanged 358 SP:Iteration 10Q (3973.056091 sec): 3 clusters Score: Raw -1848304.715177 + Penalty 1895.571394 = -1846409.143784 nChanged 245 SP:Iteration 11Q (3973.123153 sec): 3 clusters Score: Raw -1848417.850896 + Penalty 1895.571394 = -1846522.279502 nChanged 172 SP:Iteration 12Q (3973.196713 sec): 3 clusters Score: Raw -1848495.101905 + Penalty 1895.571394 = -1846599.530511 nChanged 137 SP:Iteration 13Q (3973.252006 sec): 3 clusters Score: Raw -1848544.964568 + Penalty 1895.571394 = -1846649.393174 nChanged 103 SP:Iteration 14Q (3973.336244 sec): 3 clusters Score: Raw -1848577.504076 + Penalty 1895.571394 = -1846681.932682 nChanged 85 SP:Iteration 15Q (3973.393014 sec): 3 clusters Score: Raw -1848598.426418 + Penalty 1895.571394 = -1846702.855025 nChanged 65 SP:Iteration 16Q (3973.464633 sec): 3 clusters Score: Raw -1848611.570316 + Penalty 1895.571394 = -1846715.998922 nChanged 52 SP:Iteration 17Q (3973.522507 sec): 3 clusters Score: Raw -1848623.561633 + Penalty 1895.571394 = -1846727.990239 nChanged 43 SP:Iteration 18Q (3973.591695 sec): 3 clusters Score: Raw -1848629.984275 + Penalty 1895.571394 = -1846734.412882 nChanged 30 SP:Iteration 19Q (3973.669439 sec): 3 clusters Score: Raw -1848635.258025 + Penalty 1895.571394 = -1846739.686632 nChanged 32 SP:Iteration 20F (3973.742942 sec): 3 clusters Score: Raw -1848640.926059 + Penalty 1895.571394 = -1846745.354666 nChanged 32 SP:Iteration 21Q (3973.802979 sec): 3 clusters Score: Raw -1848646.629313 + Penalty 1895.571394 = -1846751.057920 nChanged 22 SP:Iteration 22Q (3973.863855 sec): 3 clusters Score: Raw -1848651.637527 + Penalty 1895.571394 = -1846756.066134 nChanged 25 SP:Iteration 23Q (3973.932517 sec): 3 clusters Score: Raw -1848655.655558 + Penalty 1895.571394 = -1846760.084164 nChanged 16 SP:Iteration 24Q (3974.004741 sec): 3 clusters Score: Raw -1848657.560330 + Penalty 1895.571394 = -1846761.988936 nChanged 14 SP:Iteration 25Q (3974.075206 sec): 3 clusters Score: Raw -1848659.181866 + Penalty 1895.571394 = -1846763.610472 nChanged 12 SP:Iteration 26Q (3974.137990 sec): 3 clusters Score: Raw -1848660.810733 + Penalty 1895.571394 = -1846765.239339 nChanged 7 SP:Iteration 27Q (3974.213442 sec): 3 clusters Score: Raw -1848661.380257 + Penalty 1895.571394 = -1846765.808864 nChanged 7 SP:Iteration 28Q (3974.278920 sec): 3 clusters Score: Raw -1848661.946106 + Penalty 1895.571394 = -1846766.374713 nChanged 6 SP:Iteration 29Q (3974.343801 sec): 3 clusters Score: Raw -1848662.690286 + Penalty 1895.571394 = -1846767.118892 nChanged 5 SP:Iteration 30Q (3974.409237 sec): 3 clusters Score: Raw -1848663.167878 + Penalty 1895.571394 = -1846767.596485 nChanged 2 SP:Iteration 31Q (3974.476489 sec): 3 clusters Score: Raw -1848663.276901 + Penalty 1895.571394 = -1846767.705507 nChanged 2 SP:Iteration 32Q (3974.541471 sec): 3 clusters Score: Raw -1848663.363547 + Penalty 1895.571394 = -1846767.792153 nChanged 2 SP:Iteration 33Q (3974.611012 sec): 3 clusters Score: Raw -1848663.466031 + Penalty 1895.571394 = -1846767.894638 nChanged 1 SP:Iteration 34Q (3974.676274 sec): 3 clusters Score: Raw -1848663.623457 + Penalty 1895.571394 = -1846768.052063 nChanged 2 SP:Iteration 35Q (3974.745089 sec): 3 clusters Score: Raw -1848663.903306 + Penalty 1895.571394 = -1846768.331913 nChanged 1 SP:Iteration 36Q (3974.812761 sec): 3 clusters Score: Raw -1848664.030105 + Penalty 1895.571394 = -1846768.458712 nChanged 1 SP:Iteration 37Q (3974.894310 sec): 3 clusters Score: Raw -1848664.207307 + Penalty 1895.571394 = -1846768.635914 nChanged 5 SP:Iteration 38Q (3974.969290 sec): 3 clusters Score: Raw -1848664.737685 + Penalty 1895.571394 = -1846769.166292 nChanged 4 SP:Iteration 39Q (3975.036486 sec): 3 clusters Score: Raw -1848665.009856 + Penalty 1895.571394 = -1846769.438462 nChanged 4 SP:Iteration 40F (3975.108061 sec): 3 clusters Score: Raw -1848665.549676 + Penalty 1895.571394 = -1846769.978283 nChanged 4 SP:Iteration 41Q (3975.181169 sec): 3 clusters Score: Raw -1848665.947314 + Penalty 1895.571394 = -1846770.375920 nChanged 3 SP:Iteration 42Q (3975.255163 sec): 3 clusters Score: Raw -1848666.407329 + Penalty 1895.571394 = -1846770.835935 nChanged 8 SP:Iteration 43Q (3975.318919 sec): 3 clusters Score: Raw -1848667.677654 + Penalty 1895.571394 = -1846772.106260 nChanged 8 SP:Iteration 44Q (3975.379006 sec): 3 clusters Score: Raw -1848668.393983 + Penalty 1895.571394 = -1846772.822589 nChanged 8 SP:Iteration 45Q (3975.448746 sec): 3 clusters Score: Raw -1848668.979477 + Penalty 1895.571394 = -1846773.408083 nChanged 8 SP:Iteration 46Q (3975.511485 sec): 3 clusters Score: Raw -1848670.304528 + Penalty 1895.571394 = -1846774.733135 nChanged 12 SP:Iteration 47Q (3975.575541 sec): 3 clusters Score: Raw -1848671.878343 + Penalty 1895.571394 = -1846776.306949 nChanged 14 SP:Iteration 48Q (3975.644654 sec): 3 clusters Score: Raw -1848672.822183 + Penalty 1895.571394 = -1846777.250789 nChanged 7 SP:Iteration 49Q (3975.721315 sec): 3 clusters Score: Raw -1848674.000514 + Penalty 1895.571394 = -1846778.429121 nChanged 8 SP:Iteration 50Q (3975.784775 sec): 3 clusters Score: Raw -1848676.072197 + Penalty 1895.571394 = -1846780.500803 nChanged 14 SP:Iteration 51Q (3975.859597 sec): 3 clusters Score: Raw -1848677.845571 + Penalty 1895.571394 = -1846782.274177 nChanged 16 SP:Iteration 52Q (3975.923014 sec): 3 clusters Score: Raw -1848680.039964 + Penalty 1895.571394 = -1846784.468570 nChanged 14 SP:Iteration 53Q (3976.001692 sec): 3 clusters Score: Raw -1848681.748978 + Penalty 1895.571394 = -1846786.177585 nChanged 10 SP:Iteration 54Q (3976.070800 sec): 3 clusters Score: Raw -1848683.094375 + Penalty 1895.571394 = -1846787.522981 nChanged 9 SP:Iteration 55Q (3976.131485 sec): 3 clusters Score: Raw -1848684.124627 + Penalty 1895.571394 = -1846788.553233 nChanged 5 SP:Iteration 56Q (3976.200660 sec): 3 clusters Score: Raw -1848684.632625 + Penalty 1895.571394 = -1846789.061231 nChanged 6 SP:Iteration 57Q (3976.270271 sec): 3 clusters Score: Raw -1848685.180378 + Penalty 1895.571394 = -1846789.608985 nChanged 5 SP:Iteration 58Q (3976.340453 sec): 3 clusters Score: Raw -1848685.585790 + Penalty 1895.571394 = -1846790.014397 nChanged 1 SP:Iteration 59Q (3976.413372 sec): 3 clusters Score: Raw -1848685.628159 + Penalty 1895.571394 = -1846790.056765 nChanged 0 SP:Iteration 60F (3976.481897 sec): 3 clusters Score: Raw -1848685.628159 + Penalty 1895.571394 = -1846790.056765 nChanged 0 Score: Raw -44912251.822649 + Penalty 27556.178992 = -44884695.643657 Splitting cluster 7 changes total score from -44878424.211444 to -44884695.643657 So it's getting split into cluster 22. Trying to split cluster 8 (2444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3982.460668 sec): 2 clusters Score: Raw -200576.146398 + Penalty 741.132175 = -199835.014223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3982.509702 sec): 3 clusters Score: Raw -199362.123160 + Penalty 1482.264351 = -197879.858809 nChanged 972 SP:Iteration 1F (3982.551592 sec): 3 clusters Score: Raw -200065.022019 + Penalty 1482.264351 = -198582.757668 nChanged 224 SP:Iteration 2F (3982.600622 sec): 3 clusters Score: Raw -200286.610879 + Penalty 1482.264351 = -198804.346528 nChanged 200 SP:Iteration 3F (3982.642236 sec): 3 clusters Score: Raw -200507.350133 + Penalty 1482.264351 = -199025.085782 nChanged 194 SP:Iteration 4F (3982.680341 sec): 3 clusters Score: Raw -200741.783934 + Penalty 1482.264351 = -199259.519583 nChanged 185 SP:Iteration 5F (3982.739948 sec): 3 clusters Score: Raw -200974.536585 + Penalty 1482.264351 = -199492.272234 nChanged 138 SP:Iteration 6F (3982.788645 sec): 3 clusters Score: Raw -201142.654008 + Penalty 1482.264351 = -199660.389657 nChanged 92 SP:Iteration 7Q (3982.839075 sec): 3 clusters Score: Raw -201253.866125 + Penalty 1482.264351 = -199771.601774 nChanged 49 SP:Iteration 8Q (3982.880009 sec): 3 clusters Score: Raw -201301.111801 + Penalty 1482.264351 = -199818.847450 nChanged 28 SP:Iteration 9Q (3982.926048 sec): 3 clusters Score: Raw -201320.993694 + Penalty 1482.264351 = -199838.729343 nChanged 15 SP:Iteration 10Q (3982.980832 sec): 3 clusters Score: Raw -201330.642906 + Penalty 1482.264351 = -199848.378555 nChanged 9 SP:Iteration 11Q (3983.028602 sec): 3 clusters Score: Raw -201335.901233 + Penalty 1482.264351 = -199853.636882 nChanged 7 SP:Iteration 12Q (3983.071195 sec): 3 clusters Score: Raw -201337.455331 + Penalty 1482.264351 = -199855.190981 nChanged 2 SP:Iteration 13Q (3983.119591 sec): 3 clusters Score: Raw -201338.102397 + Penalty 1482.264351 = -199855.838046 nChanged 0 SP:Iteration 14F (3983.167745 sec): 3 clusters Score: Raw -201338.102397 + Penalty 1482.264351 = -199855.838046 nChanged 0 Score: Raw -44913013.778648 + Penalty 28808.732583 = -44884205.046065 Splitting cluster 8 changes total score from -44878424.211444 to -44884205.046065 So it's getting split into cluster 23. Trying to split cluster 9 (270431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3989.675580 sec): 2 clusters Score: Raw -23525191.076710 + Penalty 1188.238365 = -23524002.838345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3990.073124 sec): 3 clusters Score: Raw -23343553.108072 + Penalty 2376.476730 = -23341176.631342 nChanged 132433 SP:Iteration 1F (3990.468497 sec): 3 clusters Score: Raw -23424313.044133 + Penalty 2376.476730 = -23421936.567404 nChanged 9331 SP:Iteration 2Q (3990.890906 sec): 3 clusters Score: Raw -23426722.994795 + Penalty 2376.476730 = -23424346.518065 nChanged 9765 SP:Iteration 3Q (3991.328623 sec): 3 clusters Score: Raw -23429453.493279 + Penalty 2376.476730 = -23427077.016550 nChanged 10037 SP:Iteration 4Q (3991.751458 sec): 3 clusters Score: Raw -23432529.670270 + Penalty 2376.476730 = -23430153.193540 nChanged 10626 SP:Iteration 5Q (3992.194824 sec): 3 clusters Score: Raw -23436250.327262 + Penalty 2376.476730 = -23433873.850532 nChanged 11603 SP:Iteration 6Q (3992.621854 sec): 3 clusters Score: Raw -23441011.019966 + Penalty 2376.476730 = -23438634.543236 nChanged 12665 SP:Iteration 7Q (3993.046859 sec): 3 clusters Score: Raw -23447185.148826 + Penalty 2376.476730 = -23444808.672096 nChanged 13594 SP:Iteration 8F (3993.431875 sec): 3 clusters Score: Raw -23454470.098963 + Penalty 2376.476730 = -23452093.622234 nChanged 13974 SP:Iteration 9F (3993.828186 sec): 3 clusters Score: Raw -23461897.765885 + Penalty 2376.476730 = -23459521.289155 nChanged 12956 SP:Iteration 10Q (3994.265325 sec): 3 clusters Score: Raw -23468010.365043 + Penalty 2376.476730 = -23465633.888313 nChanged 11059 SP:Iteration 11Q (3994.680770 sec): 3 clusters Score: Raw -23472032.585426 + Penalty 2376.476730 = -23469656.108696 nChanged 7994 SP:Iteration 12Q (3995.071141 sec): 3 clusters Score: Raw -23474206.505394 + Penalty 2376.476730 = -23471830.028665 nChanged 5812 SP:Iteration 13Q (3995.478669 sec): 3 clusters Score: Raw -23475611.405670 + Penalty 2376.476730 = -23473234.928940 nChanged 4640 SP:Iteration 14Q (3995.889083 sec): 3 clusters Score: Raw -23476704.960810 + Penalty 2376.476730 = -23474328.484080 nChanged 4101 SP:Iteration 15Q (3996.293161 sec): 3 clusters Score: Raw -23477669.833636 + Penalty 2376.476730 = -23475293.356906 nChanged 3962 SP:Iteration 16Q (3996.718636 sec): 3 clusters Score: Raw -23478615.544371 + Penalty 2376.476730 = -23476239.067642 nChanged 3988 SP:Iteration 17Q (3997.142084 sec): 3 clusters Score: Raw -23479642.208266 + Penalty 2376.476730 = -23477265.731536 nChanged 4126 SP:Iteration 18Q (3997.556063 sec): 3 clusters Score: Raw -23480723.810971 + Penalty 2376.476730 = -23478347.334241 nChanged 4314 SP:Iteration 19Q (3997.937105 sec): 3 clusters Score: Raw -23481909.978477 + Penalty 2376.476730 = -23479533.501748 nChanged 4540 SP:Iteration 20F (3998.325829 sec): 3 clusters Score: Raw -23483253.308972 + Penalty 2376.476730 = -23480876.832242 nChanged 4838 SP:Iteration 21Q (3998.745439 sec): 3 clusters Score: Raw -23484796.175433 + Penalty 2376.476730 = -23482419.698703 nChanged 5225 SP:Iteration 22Q (3999.149275 sec): 3 clusters Score: Raw -23486576.861618 + Penalty 2376.476730 = -23484200.384889 nChanged 5572 SP:Iteration 23Q (3999.541756 sec): 3 clusters Score: Raw -23488683.635077 + Penalty 2376.476730 = -23486307.158348 nChanged 6017 SP:Iteration 24Q (3999.927182 sec): 3 clusters Score: Raw -23491180.140714 + Penalty 2376.476730 = -23488803.663985 nChanged 6434 SP:Iteration 25Q (4000.330886 sec): 3 clusters Score: Raw -23493998.783579 + Penalty 2376.476730 = -23491622.306849 nChanged 6872 SP:Iteration 26Q (4000.749991 sec): 3 clusters Score: Raw -23497229.832537 + Penalty 2376.476730 = -23494853.355808 nChanged 7180 SP:Iteration 27Q (4001.153460 sec): 3 clusters Score: Raw -23500750.957903 + Penalty 2376.476730 = -23498374.481174 nChanged 7166 SP:Iteration 28Q (4001.547379 sec): 3 clusters Score: Raw -23504499.421401 + Penalty 2376.476730 = -23502122.944671 nChanged 7098 SP:Iteration 29Q (4001.950111 sec): 3 clusters Score: Raw -23508505.072325 + Penalty 2376.476730 = -23506128.595595 nChanged 6797 SP:Iteration 30Q (4002.350365 sec): 3 clusters Score: Raw -23512570.966658 + Penalty 2376.476730 = -23510194.489928 nChanged 6049 SP:Iteration 31Q (4002.749065 sec): 3 clusters Score: Raw -23516304.273125 + Penalty 2376.476730 = -23513927.796396 nChanged 4831 SP:Iteration 32Q (4003.126800 sec): 3 clusters Score: Raw -23519397.828198 + Penalty 2376.476730 = -23517021.351468 nChanged 3491 SP:Iteration 33Q (4003.517827 sec): 3 clusters Score: Raw -23521992.914398 + Penalty 2376.476730 = -23519616.437669 nChanged 2271 SP:Iteration 34Q (4003.884476 sec): 3 clusters Score: Raw -23524419.552506 + Penalty 2376.476730 = -23522043.075776 nChanged 1120 SP:Iteration 35Q (4004.252679 sec): 3 clusters Score: Raw -23527251.937534 + Penalty 2376.476730 = -23524875.460804 nChanged 764 SP:Iteration 36Q (4004.578900 sec): 3 clusters Score: Raw -23532564.440467 + Penalty 2376.476730 = -23530187.963738 nChanged 1894 SP:Iteration 37Q (4004.934007 sec): 3 clusters Score: Raw -23536575.935168 + Penalty 2376.476730 = -23534199.458438 nChanged 2935 SP:Iteration 38Q (4005.276348 sec): 3 clusters Score: Raw -23539629.093197 + Penalty 2376.476730 = -23537252.616468 nChanged 3366 SP:Iteration 39Q (4005.629182 sec): 3 clusters Score: Raw -23542793.745273 + Penalty 2376.476730 = -23540417.268544 nChanged 3983 SP:Iteration 40F (4006.018483 sec): 3 clusters Score: Raw -23546527.206577 + Penalty 2376.476730 = -23544150.729847 nChanged 4896 SP:Iteration 41Q (4006.382074 sec): 3 clusters Score: Raw -23550930.689557 + Penalty 2376.476730 = -23548554.212827 nChanged 5801 SP:Iteration 42Q (4006.721546 sec): 3 clusters Score: Raw -23556160.916806 + Penalty 2376.476730 = -23553784.440076 nChanged 6854 SP:Iteration 43Q (4007.090514 sec): 3 clusters Score: Raw -23562384.579816 + Penalty 2376.476730 = -23560008.103087 nChanged 8049 SP:Iteration 44Q (4007.458589 sec): 3 clusters Score: Raw -23569551.119894 + Penalty 2376.476730 = -23567174.643164 nChanged 8825 SP:Iteration 45Q (4007.826234 sec): 3 clusters Score: Raw -23576591.763452 + Penalty 2376.476730 = -23574215.286723 nChanged 8287 SP:Iteration 46Q (4008.172149 sec): 3 clusters Score: Raw -23581915.089936 + Penalty 2376.476730 = -23579538.613206 nChanged 5849 SP:Iteration 47Q (4008.532516 sec): 3 clusters Score: Raw -23584709.100851 + Penalty 2376.476730 = -23582332.624122 nChanged 3277 SP:Iteration 48Q (4008.898487 sec): 3 clusters Score: Raw -23586035.310358 + Penalty 2376.476730 = -23583658.833628 nChanged 1869 SP:Iteration 49Q (4009.281175 sec): 3 clusters Score: Raw -23586759.532212 + Penalty 2376.476730 = -23584383.055483 nChanged 1052 SP:Iteration 50Q (4009.645600 sec): 3 clusters Score: Raw -23587136.489643 + Penalty 2376.476730 = -23584760.012913 nChanged 650 SP:Iteration 51Q (4010.009146 sec): 3 clusters Score: Raw -23587361.971189 + Penalty 2376.476730 = -23584985.494459 nChanged 423 SP:Iteration 52Q (4010.379041 sec): 3 clusters Score: Raw -23587468.712931 + Penalty 2376.476730 = -23585092.236201 nChanged 223 SP:Iteration 53Q (4010.740989 sec): 3 clusters Score: Raw -23587512.271849 + Penalty 2376.476730 = -23585135.795120 nChanged 110 SP:Iteration 54Q (4011.085707 sec): 3 clusters Score: Raw -23587533.350422 + Penalty 2376.476730 = -23585156.873693 nChanged 68 SP:Iteration 55Q (4011.448051 sec): 3 clusters Score: Raw -23587551.735377 + Penalty 2376.476730 = -23585175.258647 nChanged 53 SP:Iteration 56Q (4011.802433 sec): 3 clusters Score: Raw -23587557.606852 + Penalty 2376.476730 = -23585181.130122 nChanged 33 SP:Iteration 57Q (4012.139556 sec): 3 clusters Score: Raw -23587562.525833 + Penalty 2376.476730 = -23585186.049103 nChanged 22 SP:Iteration 58Q (4012.493866 sec): 3 clusters Score: Raw -23587565.621125 + Penalty 2376.476730 = -23585189.144395 nChanged 8 SP:Iteration 59Q (4012.837361 sec): 3 clusters Score: Raw -23587565.705361 + Penalty 2376.476730 = -23585189.228632 nChanged 8 SP:Iteration 60F (4013.217557 sec): 3 clusters Score: Raw -23594026.538856 + Penalty 2376.476730 = -23591650.062127 nChanged 9967 SP:Iteration 61Q (4013.596447 sec): 3 clusters Score: Raw -23605498.679430 + Penalty 2376.476730 = -23603122.202700 nChanged 8447 SP:Iteration 62Q (4013.967741 sec): 3 clusters Score: Raw -23616116.934535 + Penalty 2376.476730 = -23613740.457806 nChanged 6350 SP:Iteration 63Q (4014.344408 sec): 3 clusters Score: Raw -23627377.812781 + Penalty 2376.476730 = -23625001.336051 nChanged 4593 SP:Iteration 64Q (4014.711996 sec): 3 clusters Score: Raw -23640608.213953 + Penalty 2376.476730 = -23638231.737223 nChanged 2577 SP:Iteration 65Q (4015.084478 sec): 3 clusters Score: Raw -23650609.091219 + Penalty 2376.476730 = -23648232.614489 nChanged 911 SP:Iteration 66Q (4015.425775 sec): 3 clusters Score: Raw -23654867.916230 + Penalty 2376.476730 = -23652491.439501 nChanged 403 SP:Iteration 67Q (4015.746053 sec): 3 clusters Score: Raw -23657110.687962 + Penalty 2376.476730 = -23654734.211232 nChanged 209 SP:Iteration 68Q (4016.073346 sec): 3 clusters Score: Raw -23658365.576686 + Penalty 2376.476730 = -23655989.099956 nChanged 117 SP:Iteration 69Q (4016.407738 sec): 3 clusters Score: Raw -23659151.038513 + Penalty 2376.476730 = -23656774.561784 nChanged 70 SP:Iteration 70Q (4016.746430 sec): 3 clusters Score: Raw -23659550.001300 + Penalty 2376.476730 = -23657173.524570 nChanged 36 SP:Iteration 71Q (4017.080646 sec): 3 clusters Score: Raw -23659865.391553 + Penalty 2376.476730 = -23657488.914824 nChanged 29 SP:Iteration 72Q (4017.425378 sec): 3 clusters Score: Raw -23660107.413373 + Penalty 2376.476730 = -23657730.936643 nChanged 21 SP:Iteration 73Q (4017.765331 sec): 3 clusters Score: Raw -23660270.801216 + Penalty 2376.476730 = -23657894.324486 nChanged 14 SP:Iteration 74Q (4018.089773 sec): 3 clusters Score: Raw -23660363.535807 + Penalty 2376.476730 = -23657987.059077 nChanged 8 SP:Iteration 75Q (4018.424395 sec): 3 clusters Score: Raw -23660436.357395 + Penalty 2376.476730 = -23658059.880665 nChanged 6 SP:Iteration 76Q (4018.762340 sec): 3 clusters Score: Raw -23660449.292737 + Penalty 2376.476730 = -23658072.816008 nChanged 1 SP:Iteration 77Q (4019.079776 sec): 3 clusters Score: Raw -23660449.302014 + Penalty 2376.476730 = -23658072.825284 nChanged 0 SP:Iteration 78F (4019.454306 sec): 3 clusters Score: Raw -23673066.725477 + Penalty 2376.476730 = -23670690.248748 nChanged 1294 SP:Iteration 79Q (4019.774495 sec): 3 clusters Score: Raw -23683938.925558 + Penalty 2376.476730 = -23681562.448828 nChanged 43 SP:Iteration 80F (4020.163978 sec): 3 clusters Score: Raw -23683988.764617 + Penalty 2376.476730 = -23681612.287887 nChanged 0 Score: Raw -45071811.466556 + Penalty 30061.286174 = -45041750.180382 Splitting cluster 9 changes total score from -44878424.211444 to -45041750.180382 So it's getting split into cluster 24. Trying to split cluster 10 (5183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4026.644033 sec): 2 clusters Score: Raw -431946.127778 + Penalty 812.548235 = -431133.579542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4026.700999 sec): 3 clusters Score: Raw -429060.806683 + Penalty 1625.096470 = -427435.710212 nChanged 2239 SP:Iteration 1F (4026.745556 sec): 3 clusters Score: Raw -430398.606347 + Penalty 1625.096470 = -428773.509877 nChanged 414 SP:Iteration 2F (4026.810021 sec): 3 clusters Score: Raw -430665.449210 + Penalty 1625.096470 = -429040.352740 nChanged 364 SP:Iteration 3F (4026.866294 sec): 3 clusters Score: Raw -430892.032741 + Penalty 1625.096470 = -429266.936270 nChanged 299 SP:Iteration 4F (4026.918488 sec): 3 clusters Score: Raw -431089.965544 + Penalty 1625.096470 = -429464.869073 nChanged 260 SP:Iteration 5F (4026.978058 sec): 3 clusters Score: Raw -431227.799895 + Penalty 1625.096470 = -429602.703424 nChanged 212 SP:Iteration 6Q (4027.022501 sec): 3 clusters Score: Raw -431342.376389 + Penalty 1625.096470 = -429717.279918 nChanged 164 SP:Iteration 7Q (4027.076714 sec): 3 clusters Score: Raw -431433.334176 + Penalty 1625.096470 = -429808.237705 nChanged 158 SP:Iteration 8Q (4027.142870 sec): 3 clusters Score: Raw -431519.696882 + Penalty 1625.096470 = -429894.600411 nChanged 146 SP:Iteration 9Q (4027.189040 sec): 3 clusters Score: Raw -431605.415382 + Penalty 1625.096470 = -429980.318912 nChanged 144 SP:Iteration 10Q (4027.237188 sec): 3 clusters Score: Raw -431682.569276 + Penalty 1625.096470 = -430057.472805 nChanged 119 SP:Iteration 11Q (4027.280890 sec): 3 clusters Score: Raw -431747.999499 + Penalty 1625.096470 = -430122.903029 nChanged 105 SP:Iteration 12Q (4027.328154 sec): 3 clusters Score: Raw -431803.357676 + Penalty 1625.096470 = -430178.261206 nChanged 82 SP:Iteration 13Q (4027.377293 sec): 3 clusters Score: Raw -431847.834794 + Penalty 1625.096470 = -430222.738323 nChanged 71 SP:Iteration 14Q (4027.421804 sec): 3 clusters Score: Raw -431887.801531 + Penalty 1625.096470 = -430262.705061 nChanged 62 SP:Iteration 15Q (4027.476492 sec): 3 clusters Score: Raw -431925.649924 + Penalty 1625.096470 = -430300.553454 nChanged 55 SP:Iteration 16Q (4027.516056 sec): 3 clusters Score: Raw -431955.339196 + Penalty 1625.096470 = -430330.242726 nChanged 43 SP:Iteration 17Q (4027.569657 sec): 3 clusters Score: Raw -431977.647767 + Penalty 1625.096470 = -430352.551297 nChanged 35 SP:Iteration 18Q (4027.624793 sec): 3 clusters Score: Raw -432001.251052 + Penalty 1625.096470 = -430376.154581 nChanged 32 SP:Iteration 19Q (4027.668479 sec): 3 clusters Score: Raw -432024.188622 + Penalty 1625.096470 = -430399.092151 nChanged 35 SP:Iteration 20F (4027.715771 sec): 3 clusters Score: Raw -432055.438318 + Penalty 1625.096470 = -430430.341848 nChanged 24 SP:Iteration 21Q (4027.771522 sec): 3 clusters Score: Raw -432073.026608 + Penalty 1625.096470 = -430447.930137 nChanged 19 SP:Iteration 22Q (4027.814592 sec): 3 clusters Score: Raw -432086.216260 + Penalty 1625.096470 = -430461.119790 nChanged 13 SP:Iteration 23Q (4027.852772 sec): 3 clusters Score: Raw -432098.035844 + Penalty 1625.096470 = -430472.939374 nChanged 10 SP:Iteration 24Q (4027.906785 sec): 3 clusters Score: Raw -432107.491034 + Penalty 1625.096470 = -430482.394563 nChanged 6 SP:Iteration 25Q (4027.941903 sec): 3 clusters Score: Raw -432113.924053 + Penalty 1625.096470 = -430488.827582 nChanged 1 SP:Iteration 26Q (4027.983281 sec): 3 clusters Score: Raw -432114.424054 + Penalty 1625.096470 = -430489.327584 nChanged 2 SP:Iteration 27Q (4028.036350 sec): 3 clusters Score: Raw -432115.645448 + Penalty 1625.096470 = -430490.548977 nChanged 1 SP:Iteration 28Q (4028.080815 sec): 3 clusters Score: Raw -432116.077208 + Penalty 1625.096470 = -430490.980737 nChanged 0 SP:Iteration 29F (4028.133406 sec): 3 clusters Score: Raw -432116.077208 + Penalty 1625.096470 = -430490.980737 nChanged 0 Trying to split cluster 12 (1439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4028.149667 sec): 2 clusters Score: Raw -84346.475860 + Penalty 690.811852 = -83655.664008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4028.203167 sec): 3 clusters Score: Raw -84023.897696 + Penalty 1381.623704 = -82642.273991 nChanged 604 SP:Iteration 1F (4028.244249 sec): 3 clusters Score: Raw -85680.427737 + Penalty 1381.623704 = -84298.804032 nChanged 282 SP:Iteration 2F (4028.274482 sec): 3 clusters Score: Raw -87144.727730 + Penalty 1381.623704 = -85763.104025 nChanged 126 SP:Iteration 3F (4028.325734 sec): 3 clusters Score: Raw -87698.631421 + Penalty 1381.623704 = -86317.007717 nChanged 53 SP:Iteration 4Q (4028.368751 sec): 3 clusters Score: Raw -87962.276528 + Penalty 1381.623704 = -86580.652823 nChanged 31 SP:Iteration 5Q (4028.412529 sec): 3 clusters Score: Raw -88020.295040 + Penalty 1381.623704 = -86638.671335 nChanged 30 SP:Iteration 6Q (4028.456345 sec): 3 clusters Score: Raw -88058.979900 + Penalty 1381.623704 = -86677.356196 nChanged 28 SP:Iteration 7Q (4028.511256 sec): 3 clusters Score: Raw -88087.005141 + Penalty 1381.623704 = -86705.381437 nChanged 19 SP:Iteration 8Q (4028.553148 sec): 3 clusters Score: Raw -88102.863966 + Penalty 1381.623704 = -86721.240262 nChanged 9 SP:Iteration 9Q (4028.600632 sec): 3 clusters Score: Raw -88107.616454 + Penalty 1381.623704 = -86725.992750 nChanged 5 SP:Iteration 10Q (4028.643291 sec): 3 clusters Score: Raw -88110.108101 + Penalty 1381.623704 = -86728.484397 nChanged 6 SP:Iteration 11Q (4028.691743 sec): 3 clusters Score: Raw -88113.772708 + Penalty 1381.623704 = -86732.149003 nChanged 3 SP:Iteration 12Q (4028.731084 sec): 3 clusters Score: Raw -88114.516920 + Penalty 1381.623704 = -86732.893216 nChanged 2 SP:Iteration 13Q (4028.777159 sec): 3 clusters Score: Raw -88115.982159 + Penalty 1381.623704 = -86734.358454 nChanged 2 SP:Iteration 14Q (4028.827638 sec): 3 clusters Score: Raw -88118.122699 + Penalty 1381.623704 = -86736.498994 nChanged 4 SP:Iteration 15Q (4028.875265 sec): 3 clusters Score: Raw -88122.894201 + Penalty 1381.623704 = -86741.270497 nChanged 4 SP:Iteration 16Q (4028.927926 sec): 3 clusters Score: Raw -88124.187993 + Penalty 1381.623704 = -86742.564289 nChanged 2 SP:Iteration 17Q (4028.981035 sec): 3 clusters Score: Raw -88124.817645 + Penalty 1381.623704 = -86743.193940 nChanged 2 SP:Iteration 18Q (4029.021012 sec): 3 clusters Score: Raw -88125.307165 + Penalty 1381.623704 = -86743.683460 nChanged 0 SP:Iteration 19F (4029.066799 sec): 3 clusters Score: Raw -88125.307165 + Penalty 1381.623704 = -86743.683460 nChanged 0 Score: Raw -45075590.297860 + Penalty 31313.839764 = -45044276.458096 Splitting cluster 12 changes total score from -44878424.211444 to -45044276.458096 So it's getting split into cluster 25. Trying to split cluster 13 (4762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4035.349168 sec): 2 clusters Score: Raw -373225.018005 + Penalty 804.500188 = -372420.517817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4035.393322 sec): 3 clusters Score: Raw -370652.242586 + Penalty 1609.000375 = -369043.242211 nChanged 1969 SP:Iteration 1F (4035.437197 sec): 3 clusters Score: Raw -371856.296797 + Penalty 1609.000375 = -370247.296422 nChanged 357 SP:Iteration 2F (4035.484708 sec): 3 clusters Score: Raw -372099.215289 + Penalty 1609.000375 = -370490.214914 nChanged 303 SP:Iteration 3F (4035.541940 sec): 3 clusters Score: Raw -372319.730869 + Penalty 1609.000375 = -370710.730494 nChanged 312 SP:Iteration 4F (4035.584262 sec): 3 clusters Score: Raw -372529.582280 + Penalty 1609.000375 = -370920.581905 nChanged 264 SP:Iteration 5F (4035.625648 sec): 3 clusters Score: Raw -372705.285516 + Penalty 1609.000375 = -371096.285140 nChanged 240 SP:Iteration 6F (4035.680109 sec): 3 clusters Score: Raw -372852.087438 + Penalty 1609.000375 = -371243.087063 nChanged 211 SP:Iteration 7Q (4035.724350 sec): 3 clusters Score: Raw -372982.477629 + Penalty 1609.000375 = -371373.477254 nChanged 195 SP:Iteration 8Q (4035.786667 sec): 3 clusters Score: Raw -373099.867242 + Penalty 1609.000375 = -371490.866867 nChanged 168 SP:Iteration 9Q (4035.832255 sec): 3 clusters Score: Raw -373189.367432 + Penalty 1609.000375 = -371580.367057 nChanged 149 SP:Iteration 10Q (4035.886628 sec): 3 clusters Score: Raw -373281.260634 + Penalty 1609.000375 = -371672.260259 nChanged 153 SP:Iteration 11Q (4035.940715 sec): 3 clusters Score: Raw -373391.491832 + Penalty 1609.000375 = -371782.491457 nChanged 184 SP:Iteration 12Q (4035.993691 sec): 3 clusters Score: Raw -373540.969010 + Penalty 1609.000375 = -371931.968635 nChanged 198 SP:Iteration 13Q (4036.045353 sec): 3 clusters Score: Raw -373722.482863 + Penalty 1609.000375 = -372113.482488 nChanged 217 SP:Iteration 14Q (4036.095914 sec): 3 clusters Score: Raw -373954.535119 + Penalty 1609.000375 = -372345.534744 nChanged 220 SP:Iteration 15Q (4036.136441 sec): 3 clusters Score: Raw -374196.601901 + Penalty 1609.000375 = -372587.601526 nChanged 189 SP:Iteration 16Q (4036.197825 sec): 3 clusters Score: Raw -374410.401138 + Penalty 1609.000375 = -372801.400762 nChanged 149 SP:Iteration 17Q (4036.246836 sec): 3 clusters Score: Raw -374562.995231 + Penalty 1609.000375 = -372953.994856 nChanged 113 SP:Iteration 18Q (4036.290002 sec): 3 clusters Score: Raw -374685.783832 + Penalty 1609.000375 = -373076.783457 nChanged 92 SP:Iteration 19Q (4036.342241 sec): 3 clusters Score: Raw -374787.389129 + Penalty 1609.000375 = -373178.388754 nChanged 71 SP:Iteration 20F (4036.397326 sec): 3 clusters Score: Raw -374847.150398 + Penalty 1609.000375 = -373238.150023 nChanged 38 SP:Iteration 21Q (4036.446866 sec): 3 clusters Score: Raw -374866.711356 + Penalty 1609.000375 = -373257.710981 nChanged 26 SP:Iteration 22Q (4036.496911 sec): 3 clusters Score: Raw -374875.295299 + Penalty 1609.000375 = -373266.294924 nChanged 22 SP:Iteration 23Q (4036.546909 sec): 3 clusters Score: Raw -374882.248149 + Penalty 1609.000375 = -373273.247774 nChanged 14 SP:Iteration 24Q (4036.591369 sec): 3 clusters Score: Raw -374886.957684 + Penalty 1609.000375 = -373277.957309 nChanged 12 SP:Iteration 25Q (4036.643635 sec): 3 clusters Score: Raw -374889.819742 + Penalty 1609.000375 = -373280.819367 nChanged 5 SP:Iteration 26Q (4036.697696 sec): 3 clusters Score: Raw -374891.105163 + Penalty 1609.000375 = -373282.104788 nChanged 2 SP:Iteration 27Q (4036.747899 sec): 3 clusters Score: Raw -374891.365664 + Penalty 1609.000375 = -373282.365289 nChanged 1 SP:Iteration 28Q (4036.794208 sec): 3 clusters Score: Raw -374891.496251 + Penalty 1609.000375 = -373282.495876 nChanged 0 SP:Iteration 29F (4036.847369 sec): 3 clusters Score: Raw -374891.496251 + Penalty 1609.000375 = -373282.495876 nChanged 0 Score: Raw -45077256.776106 + Penalty 32566.393355 = -45044690.382751 Splitting cluster 13 changes total score from -44878424.211444 to -45044690.382751 So it's getting split into cluster 26. Trying to split cluster 15 (75732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4043.541509 sec): 2 clusters Score: Raw -6791547.311920 + Penalty 1067.320827 = -6790479.991093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4043.686890 sec): 3 clusters Score: Raw -6741835.099630 + Penalty 2134.641654 = -6739700.457977 nChanged 36466 SP:Iteration 1F (4043.826781 sec): 3 clusters Score: Raw -6764851.095899 + Penalty 2134.641654 = -6762716.454245 nChanged 5173 SP:Iteration 2F (4043.976166 sec): 3 clusters Score: Raw -6768513.921505 + Penalty 2134.641654 = -6766379.279851 nChanged 6613 SP:Iteration 3F (4044.122838 sec): 3 clusters Score: Raw -6774049.784338 + Penalty 2134.641654 = -6771915.142685 nChanged 7267 SP:Iteration 4F (4044.251833 sec): 3 clusters Score: Raw -6780721.047001 + Penalty 2134.641654 = -6778586.405347 nChanged 6276 SP:Iteration 5F (4044.404480 sec): 3 clusters Score: Raw -6786407.778377 + Penalty 2134.641654 = -6784273.136724 nChanged 4235 SP:Iteration 6F (4044.545833 sec): 3 clusters Score: Raw -6789615.973979 + Penalty 2134.641654 = -6787481.332326 nChanged 2580 SP:Iteration 7Q (4044.693372 sec): 3 clusters Score: Raw -6791146.626954 + Penalty 2134.641654 = -6789011.985300 nChanged 1611 SP:Iteration 8Q (4044.843412 sec): 3 clusters Score: Raw -6791916.965726 + Penalty 2134.641654 = -6789782.324072 nChanged 1135 SP:Iteration 9Q (4044.985802 sec): 3 clusters Score: Raw -6792384.947005 + Penalty 2134.641654 = -6790250.305351 nChanged 898 SP:Iteration 10Q (4045.144525 sec): 3 clusters Score: Raw -6792709.248104 + Penalty 2134.641654 = -6790574.606450 nChanged 753 SP:Iteration 11Q (4045.287997 sec): 3 clusters Score: Raw -6792957.734069 + Penalty 2134.641654 = -6790823.092416 nChanged 693 SP:Iteration 12Q (4045.418090 sec): 3 clusters Score: Raw -6793162.867026 + Penalty 2134.641654 = -6791028.225373 nChanged 617 SP:Iteration 13Q (4045.541287 sec): 3 clusters Score: Raw -6793330.816197 + Penalty 2134.641654 = -6791196.174544 nChanged 531 SP:Iteration 14Q (4045.680529 sec): 3 clusters Score: Raw -6793460.938962 + Penalty 2134.641654 = -6791326.297309 nChanged 452 SP:Iteration 15Q (4045.822104 sec): 3 clusters Score: Raw -6793562.563850 + Penalty 2134.641654 = -6791427.922197 nChanged 400 SP:Iteration 16Q (4045.954071 sec): 3 clusters Score: Raw -6793648.845522 + Penalty 2134.641654 = -6791514.203868 nChanged 375 SP:Iteration 17Q (4046.094558 sec): 3 clusters Score: Raw -6793723.993580 + Penalty 2134.641654 = -6791589.351927 nChanged 356 SP:Iteration 18Q (4046.235760 sec): 3 clusters Score: Raw -6793787.020719 + Penalty 2134.641654 = -6791652.379066 nChanged 310 SP:Iteration 19Q (4046.375604 sec): 3 clusters Score: Raw -6793837.303596 + Penalty 2134.641654 = -6791702.661943 nChanged 313 SP:Iteration 20F (4046.527055 sec): 3 clusters Score: Raw -6793890.592647 + Penalty 2134.641654 = -6791755.950993 nChanged 285 SP:Iteration 21Q (4046.668220 sec): 3 clusters Score: Raw -6793935.158292 + Penalty 2134.641654 = -6791800.516639 nChanged 260 SP:Iteration 22Q (4046.803732 sec): 3 clusters Score: Raw -6793973.865024 + Penalty 2134.641654 = -6791839.223370 nChanged 241 SP:Iteration 23Q (4046.943987 sec): 3 clusters Score: Raw -6794008.081068 + Penalty 2134.641654 = -6791873.439414 nChanged 216 SP:Iteration 24Q (4047.085969 sec): 3 clusters Score: Raw -6794037.107951 + Penalty 2134.641654 = -6791902.466297 nChanged 187 SP:Iteration 25Q (4047.223648 sec): 3 clusters Score: Raw -6794061.869918 + Penalty 2134.641654 = -6791927.228264 nChanged 202 SP:Iteration 26Q (4047.352765 sec): 3 clusters Score: Raw -6794090.295455 + Penalty 2134.641654 = -6791955.653802 nChanged 189 SP:Iteration 27Q (4047.487629 sec): 3 clusters Score: Raw -6794115.466075 + Penalty 2134.641654 = -6791980.824422 nChanged 159 SP:Iteration 28Q (4047.621917 sec): 3 clusters Score: Raw -6794132.980929 + Penalty 2134.641654 = -6791998.339276 nChanged 150 SP:Iteration 29Q (4047.760144 sec): 3 clusters Score: Raw -6794148.314164 + Penalty 2134.641654 = -6792013.672510 nChanged 137 SP:Iteration 30Q (4047.889317 sec): 3 clusters Score: Raw -6794160.471070 + Penalty 2134.641654 = -6792025.829417 nChanged 109 SP:Iteration 31Q (4048.027140 sec): 3 clusters Score: Raw -6794170.700234 + Penalty 2134.641654 = -6792036.058580 nChanged 106 SP:Iteration 32Q (4048.165636 sec): 3 clusters Score: Raw -6794181.469832 + Penalty 2134.641654 = -6792046.828178 nChanged 92 SP:Iteration 33Q (4048.302718 sec): 3 clusters Score: Raw -6794189.716824 + Penalty 2134.641654 = -6792055.075170 nChanged 93 SP:Iteration 34Q (4048.444766 sec): 3 clusters Score: Raw -6794198.534362 + Penalty 2134.641654 = -6792063.892708 nChanged 82 SP:Iteration 35Q (4048.580219 sec): 3 clusters Score: Raw -6794204.840200 + Penalty 2134.641654 = -6792070.198546 nChanged 75 SP:Iteration 36Q (4048.722665 sec): 3 clusters Score: Raw -6794210.600673 + Penalty 2134.641654 = -6792075.959019 nChanged 69 SP:Iteration 37Q (4048.859167 sec): 3 clusters Score: Raw -6794215.579010 + Penalty 2134.641654 = -6792080.937357 nChanged 55 SP:Iteration 38Q (4049.000398 sec): 3 clusters Score: Raw -6794219.600530 + Penalty 2134.641654 = -6792084.958876 nChanged 47 SP:Iteration 39Q (4049.123002 sec): 3 clusters Score: Raw -6794223.260418 + Penalty 2134.641654 = -6792088.618764 nChanged 46 SP:Iteration 40F (4049.276133 sec): 3 clusters Score: Raw -6794226.509058 + Penalty 2134.641654 = -6792091.867404 nChanged 45 SP:Iteration 41Q (4049.407207 sec): 3 clusters Score: Raw -6794229.459162 + Penalty 2134.641654 = -6792094.817508 nChanged 47 SP:Iteration 42Q (4049.539364 sec): 3 clusters Score: Raw -6794232.302229 + Penalty 2134.641654 = -6792097.660576 nChanged 38 SP:Iteration 43Q (4049.677991 sec): 3 clusters Score: Raw -6794234.571508 + Penalty 2134.641654 = -6792099.929854 nChanged 48 SP:Iteration 44Q (4049.810702 sec): 3 clusters Score: Raw -6794237.572181 + Penalty 2134.641654 = -6792102.930527 nChanged 37 SP:Iteration 45Q (4049.943381 sec): 3 clusters Score: Raw -6794239.801484 + Penalty 2134.641654 = -6792105.159831 nChanged 34 SP:Iteration 46Q (4050.075034 sec): 3 clusters Score: Raw -6794241.857811 + Penalty 2134.641654 = -6792107.216158 nChanged 34 SP:Iteration 47Q (4050.205567 sec): 3 clusters Score: Raw -6794244.151823 + Penalty 2134.641654 = -6792109.510169 nChanged 34 SP:Iteration 48Q (4050.341986 sec): 3 clusters Score: Raw -6794246.316908 + Penalty 2134.641654 = -6792111.675255 nChanged 38 SP:Iteration 49Q (4050.480419 sec): 3 clusters Score: Raw -6794248.361188 + Penalty 2134.641654 = -6792113.719534 nChanged 31 SP:Iteration 50Q (4050.608973 sec): 3 clusters Score: Raw -6794249.895171 + Penalty 2134.641654 = -6792115.253518 nChanged 22 SP:Iteration 51Q (4050.752655 sec): 3 clusters Score: Raw -6794250.897066 + Penalty 2134.641654 = -6792116.255413 nChanged 18 SP:Iteration 52Q (4050.899812 sec): 3 clusters Score: Raw -6794251.811312 + Penalty 2134.641654 = -6792117.169659 nChanged 18 SP:Iteration 53Q (4051.030519 sec): 3 clusters Score: Raw -6794252.417771 + Penalty 2134.641654 = -6792117.776118 nChanged 11 SP:Iteration 54Q (4051.172765 sec): 3 clusters Score: Raw -6794252.708114 + Penalty 2134.641654 = -6792118.066461 nChanged 8 SP:Iteration 55Q (4051.304329 sec): 3 clusters Score: Raw -6794253.126855 + Penalty 2134.641654 = -6792118.485201 nChanged 6 SP:Iteration 56Q (4051.445566 sec): 3 clusters Score: Raw -6794253.409488 + Penalty 2134.641654 = -6792118.767834 nChanged 9 SP:Iteration 57Q (4051.585929 sec): 3 clusters Score: Raw -6794253.761045 + Penalty 2134.641654 = -6792119.119391 nChanged 11 SP:Iteration 58Q (4051.714245 sec): 3 clusters Score: Raw -6794254.209224 + Penalty 2134.641654 = -6792119.567570 nChanged 6 SP:Iteration 59Q (4051.846034 sec): 3 clusters Score: Raw -6794254.654970 + Penalty 2134.641654 = -6792120.013316 nChanged 10 SP:Iteration 60F (4051.988078 sec): 3 clusters Score: Raw -6794255.213963 + Penalty 2134.641654 = -6792120.572309 nChanged 8 SP:Iteration 61Q (4052.114149 sec): 3 clusters Score: Raw -6794255.698526 + Penalty 2134.641654 = -6792121.056872 nChanged 7 SP:Iteration 62Q (4052.235105 sec): 3 clusters Score: Raw -6794255.979213 + Penalty 2134.641654 = -6792121.337559 nChanged 12 SP:Iteration 63Q (4052.356061 sec): 3 clusters Score: Raw -6794256.465504 + Penalty 2134.641654 = -6792121.823851 nChanged 8 SP:Iteration 64Q (4052.488080 sec): 3 clusters Score: Raw -6794256.665375 + Penalty 2134.641654 = -6792122.023722 nChanged 4 SP:Iteration 65Q (4052.611094 sec): 3 clusters Score: Raw -6794256.760684 + Penalty 2134.641654 = -6792122.119031 nChanged 4 SP:Iteration 66Q (4052.754953 sec): 3 clusters Score: Raw -6794256.828395 + Penalty 2134.641654 = -6792122.186741 nChanged 2 SP:Iteration 67Q (4052.896561 sec): 3 clusters Score: Raw -6794256.918326 + Penalty 2134.641654 = -6792122.276673 nChanged 6 SP:Iteration 68Q (4053.038360 sec): 3 clusters Score: Raw -6794257.387380 + Penalty 2134.641654 = -6792122.745727 nChanged 14 SP:Iteration 69Q (4053.161220 sec): 3 clusters Score: Raw -6794258.238769 + Penalty 2134.641654 = -6792123.597115 nChanged 11 SP:Iteration 70Q (4053.298312 sec): 3 clusters Score: Raw -6794258.842115 + Penalty 2134.641654 = -6792124.200462 nChanged 10 SP:Iteration 71Q (4053.441676 sec): 3 clusters Score: Raw -6794259.260538 + Penalty 2134.641654 = -6792124.618884 nChanged 6 SP:Iteration 72Q (4053.567224 sec): 3 clusters Score: Raw -6794259.532944 + Penalty 2134.641654 = -6792124.891290 nChanged 7 SP:Iteration 73Q (4053.704158 sec): 3 clusters Score: Raw -6794259.776057 + Penalty 2134.641654 = -6792125.134404 nChanged 5 SP:Iteration 74Q (4053.831460 sec): 3 clusters Score: Raw -6794260.016981 + Penalty 2134.641654 = -6792125.375327 nChanged 6 SP:Iteration 75Q (4053.970202 sec): 3 clusters Score: Raw -6794260.263665 + Penalty 2134.641654 = -6792125.622011 nChanged 6 SP:Iteration 76Q (4054.093334 sec): 3 clusters Score: Raw -6794260.467612 + Penalty 2134.641654 = -6792125.825959 nChanged 5 SP:Iteration 77Q (4054.225325 sec): 3 clusters Score: Raw -6794260.635793 + Penalty 2134.641654 = -6792125.994139 nChanged 4 SP:Iteration 78Q (4054.362467 sec): 3 clusters Score: Raw -6794260.712467 + Penalty 2134.641654 = -6792126.070813 nChanged 6 SP:Iteration 79Q (4054.491447 sec): 3 clusters Score: Raw -6794260.835423 + Penalty 2134.641654 = -6792126.193769 nChanged 2 SP:Iteration 80F (4054.640222 sec): 3 clusters Score: Raw -6794260.898950 + Penalty 2134.641654 = -6792126.257296 nChanged 1 SP:Iteration 81Q (4054.778806 sec): 3 clusters Score: Raw -6794260.951616 + Penalty 2134.641654 = -6792126.309962 nChanged 0 SP:Iteration 82F (4054.915118 sec): 3 clusters Score: Raw -6794260.951616 + Penalty 2134.641654 = -6792126.309962 nChanged 0 Score: Raw -45079970.415803 + Penalty 33818.946945 = -45046151.468858 Splitting cluster 15 changes total score from -44878424.211444 to -45046151.468858 So it's getting split into cluster 27. Trying to split cluster 16 (1133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4062.284184 sec): 2 clusters Score: Raw -89135.356733 + Penalty 668.099305 = -88467.257428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4062.326959 sec): 3 clusters Score: Raw -88656.938996 + Penalty 1336.198610 = -87320.740386 nChanged 439 SP:Iteration 1F (4062.364374 sec): 3 clusters Score: Raw -89001.705630 + Penalty 1336.198610 = -87665.507020 nChanged 108 SP:Iteration 2F (4062.410895 sec): 3 clusters Score: Raw -89123.056951 + Penalty 1336.198610 = -87786.858342 nChanged 80 SP:Iteration 3F (4062.454290 sec): 3 clusters Score: Raw -89210.758890 + Penalty 1336.198610 = -87874.560281 nChanged 46 SP:Iteration 4Q (4062.503708 sec): 3 clusters Score: Raw -89244.163946 + Penalty 1336.198610 = -87907.965337 nChanged 33 SP:Iteration 5Q (4062.547941 sec): 3 clusters Score: Raw -89275.330321 + Penalty 1336.198610 = -87939.131712 nChanged 21 SP:Iteration 6Q (4062.584872 sec): 3 clusters Score: Raw -89290.917284 + Penalty 1336.198610 = -87954.718674 nChanged 15 SP:Iteration 7Q (4062.635612 sec): 3 clusters Score: Raw -89300.005855 + Penalty 1336.198610 = -87963.807246 nChanged 8 SP:Iteration 8Q (4062.677573 sec): 3 clusters Score: Raw -89306.382728 + Penalty 1336.198610 = -87970.184119 nChanged 12 SP:Iteration 9Q (4062.722749 sec): 3 clusters Score: Raw -89312.791755 + Penalty 1336.198610 = -87976.593146 nChanged 10 SP:Iteration 10Q (4062.773405 sec): 3 clusters Score: Raw -89317.262914 + Penalty 1336.198610 = -87981.064304 nChanged 6 SP:Iteration 11Q (4062.826604 sec): 3 clusters Score: Raw -89319.401395 + Penalty 1336.198610 = -87983.202786 nChanged 4 SP:Iteration 12Q (4062.868961 sec): 3 clusters Score: Raw -89320.436979 + Penalty 1336.198610 = -87984.238369 nChanged 3 SP:Iteration 13Q (4062.917237 sec): 3 clusters Score: Raw -89321.488569 + Penalty 1336.198610 = -87985.289959 nChanged 5 SP:Iteration 14Q (4062.953006 sec): 3 clusters Score: Raw -89325.806173 + Penalty 1336.198610 = -87989.607563 nChanged 5 SP:Iteration 15Q (4063.006249 sec): 3 clusters Score: Raw -89328.546532 + Penalty 1336.198610 = -87992.347922 nChanged 5 SP:Iteration 16Q (4063.054675 sec): 3 clusters Score: Raw -89330.717157 + Penalty 1336.198610 = -87994.518548 nChanged 2 SP:Iteration 17Q (4063.093395 sec): 3 clusters Score: Raw -89331.976027 + Penalty 1336.198610 = -87995.777418 nChanged 2 SP:Iteration 18Q (4063.147134 sec): 3 clusters Score: Raw -89333.212603 + Penalty 1336.198610 = -87997.013993 nChanged 3 SP:Iteration 19Q (4063.184966 sec): 3 clusters Score: Raw -89333.920717 + Penalty 1336.198610 = -87997.722107 nChanged 1 SP:Iteration 20F (4063.229777 sec): 3 clusters Score: Raw -89334.234090 + Penalty 1336.198610 = -87998.035481 nChanged 1 SP:Iteration 21Q (4063.277833 sec): 3 clusters Score: Raw -89334.480853 + Penalty 1336.198610 = -87998.282244 nChanged 0 SP:Iteration 22F (4063.323539 sec): 3 clusters Score: Raw -89334.480853 + Penalty 1336.198610 = -87998.282244 nChanged 0 Trying to split cluster 17 (52810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4063.413748 sec): 2 clusters Score: Raw -4538620.005521 + Penalty 1033.073305 = -4537586.932216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4063.529879 sec): 3 clusters Score: Raw -4504404.637673 + Penalty 2066.146611 = -4502338.491062 nChanged 25169 SP:Iteration 1F (4063.644774 sec): 3 clusters Score: Raw -4519293.282482 + Penalty 2066.146611 = -4517227.135872 nChanged 2904 SP:Iteration 2F (4063.751827 sec): 3 clusters Score: Raw -4520759.170707 + Penalty 2066.146611 = -4518693.024097 nChanged 3352 SP:Iteration 3F (4063.865682 sec): 3 clusters Score: Raw -4522900.371629 + Penalty 2066.146611 = -4520834.225018 nChanged 3919 SP:Iteration 4F (4063.984003 sec): 3 clusters Score: Raw -4525602.331450 + Penalty 2066.146611 = -4523536.184840 nChanged 3975 SP:Iteration 5F (4064.091936 sec): 3 clusters Score: Raw -4528476.407063 + Penalty 2066.146611 = -4526410.260452 nChanged 3513 SP:Iteration 6F (4064.201907 sec): 3 clusters Score: Raw -4531093.523605 + Penalty 2066.146611 = -4529027.376994 nChanged 2856 SP:Iteration 7F (4064.318443 sec): 3 clusters Score: Raw -4533018.388014 + Penalty 2066.146611 = -4530952.241404 nChanged 2172 SP:Iteration 8Q (4064.428273 sec): 3 clusters Score: Raw -4534258.330029 + Penalty 2066.146611 = -4532192.183418 nChanged 1672 SP:Iteration 9Q (4064.550309 sec): 3 clusters Score: Raw -4535126.505290 + Penalty 2066.146611 = -4533060.358679 nChanged 1221 SP:Iteration 10Q (4064.662638 sec): 3 clusters Score: Raw -4535655.512607 + Penalty 2066.146611 = -4533589.365996 nChanged 972 SP:Iteration 11Q (4064.776160 sec): 3 clusters Score: Raw -4535996.515748 + Penalty 2066.146611 = -4533930.369138 nChanged 759 SP:Iteration 12Q (4064.880249 sec): 3 clusters Score: Raw -4536237.815908 + Penalty 2066.146611 = -4534171.669298 nChanged 669 SP:Iteration 13Q (4064.984664 sec): 3 clusters Score: Raw -4536427.152932 + Penalty 2066.146611 = -4534361.006321 nChanged 637 SP:Iteration 14Q (4065.092874 sec): 3 clusters Score: Raw -4536605.684477 + Penalty 2066.146611 = -4534539.537867 nChanged 579 SP:Iteration 15Q (4065.214781 sec): 3 clusters Score: Raw -4536776.623133 + Penalty 2066.146611 = -4534710.476523 nChanged 606 SP:Iteration 16Q (4065.323219 sec): 3 clusters Score: Raw -4536974.786628 + Penalty 2066.146611 = -4534908.640018 nChanged 586 SP:Iteration 17Q (4065.438084 sec): 3 clusters Score: Raw -4537186.128157 + Penalty 2066.146611 = -4535119.981546 nChanged 564 SP:Iteration 18Q (4065.546578 sec): 3 clusters Score: Raw -4537395.375516 + Penalty 2066.146611 = -4535329.228905 nChanged 542 SP:Iteration 19Q (4065.663438 sec): 3 clusters Score: Raw -4537612.194024 + Penalty 2066.146611 = -4535546.047413 nChanged 531 SP:Iteration 20F (4065.774923 sec): 3 clusters Score: Raw -4537816.680312 + Penalty 2066.146611 = -4535750.533701 nChanged 483 SP:Iteration 21Q (4065.892721 sec): 3 clusters Score: Raw -4537985.981311 + Penalty 2066.146611 = -4535919.834701 nChanged 439 SP:Iteration 22Q (4066.004318 sec): 3 clusters Score: Raw -4538135.857932 + Penalty 2066.146611 = -4536069.711321 nChanged 398 SP:Iteration 23Q (4066.117438 sec): 3 clusters Score: Raw -4538264.830195 + Penalty 2066.146611 = -4536198.683585 nChanged 367 SP:Iteration 24Q (4066.220313 sec): 3 clusters Score: Raw -4538373.464373 + Penalty 2066.146611 = -4536307.317762 nChanged 314 SP:Iteration 25Q (4066.334998 sec): 3 clusters Score: Raw -4538449.731561 + Penalty 2066.146611 = -4536383.584950 nChanged 274 SP:Iteration 26Q (4066.446054 sec): 3 clusters Score: Raw -4538506.912450 + Penalty 2066.146611 = -4536440.765839 nChanged 255 SP:Iteration 27Q (4066.552082 sec): 3 clusters Score: Raw -4538553.096841 + Penalty 2066.146611 = -4536486.950230 nChanged 220 SP:Iteration 28Q (4066.657893 sec): 3 clusters Score: Raw -4538588.344271 + Penalty 2066.146611 = -4536522.197660 nChanged 204 SP:Iteration 29Q (4066.770553 sec): 3 clusters Score: Raw -4538618.284006 + Penalty 2066.146611 = -4536552.137395 nChanged 204 SP:Iteration 30Q (4066.872839 sec): 3 clusters Score: Raw -4538645.416682 + Penalty 2066.146611 = -4536579.270071 nChanged 173 SP:Iteration 31Q (4066.980424 sec): 3 clusters Score: Raw -4538669.189386 + Penalty 2066.146611 = -4536603.042775 nChanged 184 SP:Iteration 32Q (4067.088175 sec): 3 clusters Score: Raw -4538693.979334 + Penalty 2066.146611 = -4536627.832723 nChanged 179 SP:Iteration 33Q (4067.191595 sec): 3 clusters Score: Raw -4538717.310355 + Penalty 2066.146611 = -4536651.163744 nChanged 172 SP:Iteration 34Q (4067.281636 sec): 3 clusters Score: Raw -4538740.259089 + Penalty 2066.146611 = -4536674.112479 nChanged 170 SP:Iteration 35Q (4067.398328 sec): 3 clusters Score: Raw -4538762.889738 + Penalty 2066.146611 = -4536696.743127 nChanged 157 SP:Iteration 36Q (4067.512454 sec): 3 clusters Score: Raw -4538782.494900 + Penalty 2066.146611 = -4536716.348289 nChanged 146 SP:Iteration 37Q (4067.624147 sec): 3 clusters Score: Raw -4538798.194079 + Penalty 2066.146611 = -4536732.047468 nChanged 142 SP:Iteration 38Q (4067.731956 sec): 3 clusters Score: Raw -4538814.850405 + Penalty 2066.146611 = -4536748.703794 nChanged 147 SP:Iteration 39Q (4067.839409 sec): 3 clusters Score: Raw -4538832.236289 + Penalty 2066.146611 = -4536766.089679 nChanged 134 SP:Iteration 40F (4067.948045 sec): 3 clusters Score: Raw -4538846.855299 + Penalty 2066.146611 = -4536780.708689 nChanged 121 SP:Iteration 41Q (4068.048987 sec): 3 clusters Score: Raw -4538859.521114 + Penalty 2066.146611 = -4536793.374503 nChanged 101 SP:Iteration 42Q (4068.150402 sec): 3 clusters Score: Raw -4538869.825536 + Penalty 2066.146611 = -4536803.678926 nChanged 103 SP:Iteration 43Q (4068.251888 sec): 3 clusters Score: Raw -4538880.378699 + Penalty 2066.146611 = -4536814.232088 nChanged 114 SP:Iteration 44Q (4068.362226 sec): 3 clusters Score: Raw -4538893.468243 + Penalty 2066.146611 = -4536827.321633 nChanged 107 SP:Iteration 45Q (4068.471634 sec): 3 clusters Score: Raw -4538906.835125 + Penalty 2066.146611 = -4536840.688514 nChanged 111 SP:Iteration 46Q (4068.579662 sec): 3 clusters Score: Raw -4538920.754190 + Penalty 2066.146611 = -4536854.607579 nChanged 106 SP:Iteration 47Q (4068.690612 sec): 3 clusters Score: Raw -4538931.927702 + Penalty 2066.146611 = -4536865.781091 nChanged 88 SP:Iteration 48Q (4068.796539 sec): 3 clusters Score: Raw -4538940.825486 + Penalty 2066.146611 = -4536874.678875 nChanged 86 SP:Iteration 49Q (4068.902436 sec): 3 clusters Score: Raw -4538950.039227 + Penalty 2066.146611 = -4536883.892616 nChanged 90 SP:Iteration 50Q (4069.013114 sec): 3 clusters Score: Raw -4538961.744331 + Penalty 2066.146611 = -4536895.597720 nChanged 114 SP:Iteration 51Q (4069.119804 sec): 3 clusters Score: Raw -4538978.159087 + Penalty 2066.146611 = -4536912.012476 nChanged 110 SP:Iteration 52Q (4069.217868 sec): 3 clusters Score: Raw -4538991.309120 + Penalty 2066.146611 = -4536925.162509 nChanged 112 SP:Iteration 53Q (4069.333398 sec): 3 clusters Score: Raw -4539005.833051 + Penalty 2066.146611 = -4536939.686440 nChanged 97 SP:Iteration 54Q (4069.437861 sec): 3 clusters Score: Raw -4539017.391800 + Penalty 2066.146611 = -4536951.245189 nChanged 85 SP:Iteration 55Q (4069.560500 sec): 3 clusters Score: Raw -4539027.146312 + Penalty 2066.146611 = -4536960.999702 nChanged 83 SP:Iteration 56Q (4069.660359 sec): 3 clusters Score: Raw -4539035.899156 + Penalty 2066.146611 = -4536969.752545 nChanged 76 SP:Iteration 57Q (4069.760378 sec): 3 clusters Score: Raw -4539043.450415 + Penalty 2066.146611 = -4536977.303805 nChanged 76 SP:Iteration 58Q (4069.859978 sec): 3 clusters Score: Raw -4539051.270260 + Penalty 2066.146611 = -4536985.123649 nChanged 82 SP:Iteration 59Q (4069.960434 sec): 3 clusters Score: Raw -4539059.029666 + Penalty 2066.146611 = -4536992.883055 nChanged 56 SP:Iteration 60F (4070.069468 sec): 3 clusters Score: Raw -4539063.425295 + Penalty 2066.146611 = -4536997.278684 nChanged 46 SP:Iteration 61Q (4070.171798 sec): 3 clusters Score: Raw -4539066.868701 + Penalty 2066.146611 = -4537000.722090 nChanged 40 SP:Iteration 62Q (4070.291825 sec): 3 clusters Score: Raw -4539069.801957 + Penalty 2066.146611 = -4537003.655347 nChanged 33 SP:Iteration 63Q (4070.392255 sec): 3 clusters Score: Raw -4539071.641925 + Penalty 2066.146611 = -4537005.495314 nChanged 25 SP:Iteration 64Q (4070.502289 sec): 3 clusters Score: Raw -4539072.992495 + Penalty 2066.146611 = -4537006.845884 nChanged 21 SP:Iteration 65Q (4070.605108 sec): 3 clusters Score: Raw -4539074.209933 + Penalty 2066.146611 = -4537008.063322 nChanged 27 SP:Iteration 66Q (4070.721187 sec): 3 clusters Score: Raw -4539075.998605 + Penalty 2066.146611 = -4537009.851994 nChanged 29 SP:Iteration 67Q (4070.821783 sec): 3 clusters Score: Raw -4539077.492510 + Penalty 2066.146611 = -4537011.345899 nChanged 23 SP:Iteration 68Q (4070.932788 sec): 3 clusters Score: Raw -4539078.649367 + Penalty 2066.146611 = -4537012.502756 nChanged 16 SP:Iteration 69Q (4071.047978 sec): 3 clusters Score: Raw -4539079.494700 + Penalty 2066.146611 = -4537013.348090 nChanged 15 SP:Iteration 70Q (4071.152999 sec): 3 clusters Score: Raw -4539080.294450 + Penalty 2066.146611 = -4537014.147839 nChanged 20 SP:Iteration 71Q (4071.268891 sec): 3 clusters Score: Raw -4539081.273892 + Penalty 2066.146611 = -4537015.127282 nChanged 18 SP:Iteration 72Q (4071.373865 sec): 3 clusters Score: Raw -4539082.248818 + Penalty 2066.146611 = -4537016.102207 nChanged 16 SP:Iteration 73Q (4071.479639 sec): 3 clusters Score: Raw -4539082.930197 + Penalty 2066.146611 = -4537016.783586 nChanged 19 SP:Iteration 74Q (4071.595279 sec): 3 clusters Score: Raw -4539083.838658 + Penalty 2066.146611 = -4537017.692047 nChanged 15 SP:Iteration 75Q (4071.688728 sec): 3 clusters Score: Raw -4539084.410137 + Penalty 2066.146611 = -4537018.263526 nChanged 11 SP:Iteration 76Q (4071.801943 sec): 3 clusters Score: Raw -4539085.085497 + Penalty 2066.146611 = -4537018.938886 nChanged 14 SP:Iteration 77Q (4071.911441 sec): 3 clusters Score: Raw -4539086.026798 + Penalty 2066.146611 = -4537019.880187 nChanged 19 SP:Iteration 78Q (4072.014272 sec): 3 clusters Score: Raw -4539087.066192 + Penalty 2066.146611 = -4537020.919582 nChanged 12 SP:Iteration 79Q (4072.122817 sec): 3 clusters Score: Raw -4539087.553868 + Penalty 2066.146611 = -4537021.407257 nChanged 10 SP:Iteration 80F (4072.224732 sec): 3 clusters Score: Raw -4539088.035799 + Penalty 2066.146611 = -4537021.889188 nChanged 9 SP:Iteration 81Q (4072.333408 sec): 3 clusters Score: Raw -4539088.445182 + Penalty 2066.146611 = -4537022.298572 nChanged 8 SP:Iteration 82Q (4072.434794 sec): 3 clusters Score: Raw -4539088.680389 + Penalty 2066.146611 = -4537022.533778 nChanged 4 SP:Iteration 83Q (4072.547324 sec): 3 clusters Score: Raw -4539088.787178 + Penalty 2066.146611 = -4537022.640567 nChanged 5 SP:Iteration 84Q (4072.652813 sec): 3 clusters Score: Raw -4539088.888943 + Penalty 2066.146611 = -4537022.742333 nChanged 4 SP:Iteration 85Q (4072.768791 sec): 3 clusters Score: Raw -4539089.001853 + Penalty 2066.146611 = -4537022.855243 nChanged 4 SP:Iteration 86Q (4072.873102 sec): 3 clusters Score: Raw -4539089.099205 + Penalty 2066.146611 = -4537022.952594 nChanged 3 SP:Iteration 87Q (4072.975990 sec): 3 clusters Score: Raw -4539089.170576 + Penalty 2066.146611 = -4537023.023966 nChanged 2 SP:Iteration 88Q (4073.086296 sec): 3 clusters Score: Raw -4539089.231099 + Penalty 2066.146611 = -4537023.084488 nChanged 3 SP:Iteration 89Q (4073.188336 sec): 3 clusters Score: Raw -4539089.350392 + Penalty 2066.146611 = -4537023.203781 nChanged 4 SP:Iteration 90Q (4073.291942 sec): 3 clusters Score: Raw -4539089.610203 + Penalty 2066.146611 = -4537023.463592 nChanged 10 SP:Iteration 91Q (4073.408821 sec): 3 clusters Score: Raw -4539090.091997 + Penalty 2066.146611 = -4537023.945386 nChanged 11 SP:Iteration 92Q (4073.516744 sec): 3 clusters Score: Raw -4539090.507608 + Penalty 2066.146611 = -4537024.360997 nChanged 12 SP:Iteration 93Q (4073.622698 sec): 3 clusters Score: Raw -4539090.975521 + Penalty 2066.146611 = -4537024.828911 nChanged 13 SP:Iteration 94Q (4073.735109 sec): 3 clusters Score: Raw -4539091.538664 + Penalty 2066.146611 = -4537025.392053 nChanged 9 SP:Iteration 95Q (4073.847473 sec): 3 clusters Score: Raw -4539091.976563 + Penalty 2066.146611 = -4537025.829953 nChanged 8 SP:Iteration 96Q (4073.965715 sec): 3 clusters Score: Raw -4539092.208691 + Penalty 2066.146611 = -4537026.062080 nChanged 2 SP:Iteration 97Q (4074.073886 sec): 3 clusters Score: Raw -4539092.241709 + Penalty 2066.146611 = -4537026.095098 nChanged 0 SP:Iteration 98F (4074.177448 sec): 3 clusters Score: Raw -4539092.241709 + Penalty 2066.146611 = -4537026.095098 nChanged 0 Trying to split cluster 18 (3942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4074.201949 sec): 2 clusters Score: Raw -303665.005364 + Penalty 786.547131 = -302878.458233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4074.258670 sec): 3 clusters Score: Raw -301721.303685 + Penalty 1573.094263 = -300148.209422 nChanged 1699 SP:Iteration 1F (4074.292574 sec): 3 clusters Score: Raw -304383.855552 + Penalty 1573.094263 = -302810.761290 nChanged 701 SP:Iteration 2F (4074.350585 sec): 3 clusters Score: Raw -306356.547983 + Penalty 1573.094263 = -304783.453720 nChanged 400 SP:Iteration 3F (4074.395790 sec): 3 clusters Score: Raw -307226.088885 + Penalty 1573.094263 = -305652.994623 nChanged 183 SP:Iteration 4Q (4074.441896 sec): 3 clusters Score: Raw -307439.714507 + Penalty 1573.094263 = -305866.620244 nChanged 91 SP:Iteration 5Q (4074.484309 sec): 3 clusters Score: Raw -307498.613612 + Penalty 1573.094263 = -305925.519349 nChanged 48 SP:Iteration 6Q (4074.534232 sec): 3 clusters Score: Raw -307516.671520 + Penalty 1573.094263 = -305943.577257 nChanged 28 SP:Iteration 7Q (4074.568669 sec): 3 clusters Score: Raw -307524.952533 + Penalty 1573.094263 = -305951.858271 nChanged 23 SP:Iteration 8Q (4074.610397 sec): 3 clusters Score: Raw -307534.299253 + Penalty 1573.094263 = -305961.204990 nChanged 25 SP:Iteration 9Q (4074.646989 sec): 3 clusters Score: Raw -307543.459770 + Penalty 1573.094263 = -305970.365508 nChanged 23 SP:Iteration 10Q (4074.693293 sec): 3 clusters Score: Raw -307549.889431 + Penalty 1573.094263 = -305976.795169 nChanged 12 SP:Iteration 11Q (4074.733855 sec): 3 clusters Score: Raw -307554.403145 + Penalty 1573.094263 = -305981.308882 nChanged 12 SP:Iteration 12Q (4074.779003 sec): 3 clusters Score: Raw -307557.626321 + Penalty 1573.094263 = -305984.532059 nChanged 10 SP:Iteration 13Q (4074.829782 sec): 3 clusters Score: Raw -307559.522193 + Penalty 1573.094263 = -305986.427930 nChanged 10 SP:Iteration 14Q (4074.879833 sec): 3 clusters Score: Raw -307562.959602 + Penalty 1573.094263 = -305989.865340 nChanged 14 SP:Iteration 15Q (4074.922009 sec): 3 clusters Score: Raw -307567.708260 + Penalty 1573.094263 = -305994.613997 nChanged 12 SP:Iteration 16Q (4074.969023 sec): 3 clusters Score: Raw -307570.179136 + Penalty 1573.094263 = -305997.084873 nChanged 5 SP:Iteration 17Q (4075.025347 sec): 3 clusters Score: Raw -307570.977276 + Penalty 1573.094263 = -305997.883014 nChanged 2 SP:Iteration 18Q (4075.079547 sec): 3 clusters Score: Raw -307571.149802 + Penalty 1573.094263 = -305998.055540 nChanged 1 SP:Iteration 19Q (4075.129736 sec): 3 clusters Score: Raw -307571.200688 + Penalty 1573.094263 = -305998.106425 nChanged 0 SP:Iteration 20F (4075.173324 sec): 3 clusters Score: Raw -307571.200688 + Penalty 1573.094263 = -305998.106425 nChanged 0 Score: Raw -45083876.611126 + Penalty 35071.500536 = -45048805.110591 Splitting cluster 18 changes total score from -44878424.211444 to -45048805.110591 So it's getting split into cluster 28. Trying to split cluster 20 (3164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4082.438058 sec): 2 clusters Score: Raw -265526.938659 + Penalty 765.661271 = -264761.277387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4082.489086 sec): 3 clusters Score: Raw -263882.805518 + Penalty 1531.322542 = -262351.482975 nChanged 1329 SP:Iteration 1F (4082.528319 sec): 3 clusters Score: Raw -264931.120402 + Penalty 1531.322542 = -263399.797860 nChanged 335 SP:Iteration 2F (4082.573488 sec): 3 clusters Score: Raw -265368.358859 + Penalty 1531.322542 = -263837.036317 nChanged 279 SP:Iteration 3F (4082.620160 sec): 3 clusters Score: Raw -265707.145598 + Penalty 1531.322542 = -264175.823055 nChanged 229 SP:Iteration 4F (4082.668578 sec): 3 clusters Score: Raw -265977.237670 + Penalty 1531.322542 = -264445.915128 nChanged 195 SP:Iteration 5F (4082.719935 sec): 3 clusters Score: Raw -266192.698343 + Penalty 1531.322542 = -264661.375801 nChanged 156 SP:Iteration 6Q (4082.759080 sec): 3 clusters Score: Raw -266375.880505 + Penalty 1531.322542 = -264844.557963 nChanged 134 SP:Iteration 7Q (4082.802248 sec): 3 clusters Score: Raw -266508.970511 + Penalty 1531.322542 = -264977.647969 nChanged 101 SP:Iteration 8Q (4082.843487 sec): 3 clusters Score: Raw -266644.610308 + Penalty 1531.322542 = -265113.287766 nChanged 100 SP:Iteration 9Q (4082.879980 sec): 3 clusters Score: Raw -266811.832926 + Penalty 1531.322542 = -265280.510383 nChanged 80 SP:Iteration 10Q (4082.933059 sec): 3 clusters Score: Raw -266911.834723 + Penalty 1531.322542 = -265380.512181 nChanged 53 SP:Iteration 11Q (4082.975987 sec): 3 clusters Score: Raw -266970.876935 + Penalty 1531.322542 = -265439.554392 nChanged 53 SP:Iteration 12Q (4083.017168 sec): 3 clusters Score: Raw -267028.534353 + Penalty 1531.322542 = -265497.211811 nChanged 37 SP:Iteration 13Q (4083.058819 sec): 3 clusters Score: Raw -267065.825169 + Penalty 1531.322542 = -265534.502627 nChanged 30 SP:Iteration 14Q (4083.099663 sec): 3 clusters Score: Raw -267115.209729 + Penalty 1531.322542 = -265583.887186 nChanged 39 SP:Iteration 15Q (4083.135414 sec): 3 clusters Score: Raw -267220.662924 + Penalty 1531.322542 = -265689.340381 nChanged 63 SP:Iteration 16Q (4083.178456 sec): 3 clusters Score: Raw -267677.089876 + Penalty 1531.322542 = -266145.767334 nChanged 37 SP:Iteration 17Q (4083.219591 sec): 3 clusters Score: Raw -268036.516595 + Penalty 1531.322542 = -266505.194053 nChanged 3 SP:Iteration 18Q (4083.251789 sec): 3 clusters Score: Raw -268037.247883 + Penalty 1531.322542 = -266505.925340 nChanged 0 SP:Iteration 19F (4083.298788 sec): 3 clusters Score: Raw -268037.247883 + Penalty 1531.322542 = -266505.925340 nChanged 0 Score: Raw -45086386.920350 + Penalty 36324.054126 = -45050062.866224 Splitting cluster 20 changes total score from -44878424.211444 to -45050062.866224 So it's getting split into cluster 29. Deleting Class 11 (193 points): Lose 960.862632 but Gain 1252.553591 Iteration 20F (4098.288795 sec): 29 clusters Score: Raw -45115672.933646 + Penalty 35071.500536 = -45080601.433111 nChanged 29592 Iteration 21F (4105.455705 sec): 29 clusters Score: Raw -45138211.461006 + Penalty 35071.500536 = -45103139.960470 nChanged 17169 Iteration 22Q (4109.342943 sec): 29 clusters Score: Raw -45148330.420429 + Penalty 35071.500536 = -45113258.919894 nChanged 13386 Iteration 23Q (4113.067660 sec): 29 clusters Score: Raw -45154725.382965 + Penalty 35071.500536 = -45119653.882429 nChanged 11155 Iteration 24Q (4116.931978 sec): 29 clusters Score: Raw -45159287.135325 + Penalty 35071.500536 = -45124215.634789 nChanged 9991 Iteration 25Q (4120.612361 sec): 29 clusters Score: Raw -45163054.812478 + Penalty 35071.500536 = -45127983.311942 nChanged 9262 Iteration 26Q (4124.443743 sec): 29 clusters Score: Raw -45166384.870676 + Penalty 35071.500536 = -45131313.370140 nChanged 8792 Iteration 27Q (4128.188982 sec): 29 clusters Score: Raw -45169384.185222 + Penalty 35071.500536 = -45134312.684686 nChanged 8294 Iteration 28Q (4132.015832 sec): 29 clusters Score: Raw -45172075.057795 + Penalty 35071.500536 = -45137003.557259 nChanged 7847 Iteration 29Q (4135.661355 sec): 29 clusters Score: Raw -45174380.054157 + Penalty 35071.500536 = -45139308.553621 nChanged 7285 Iteration 30Q (4139.280780 sec): 29 clusters Score: Raw -45176320.765430 + Penalty 35071.500536 = -45141249.264894 nChanged 6623 Iteration 31Q (4143.012195 sec): 29 clusters Score: Raw -45177894.865595 + Penalty 35071.500536 = -45142823.365060 nChanged 6025 Iteration 32Q (4146.607270 sec): 29 clusters Score: Raw -45179197.383873 + Penalty 35071.500536 = -45144125.883337 nChanged 5416 Iteration 33Q (4150.411150 sec): 29 clusters Score: Raw -45180348.646056 + Penalty 35071.500536 = -45145277.145520 nChanged 5098 Iteration 34Q (4153.990336 sec): 29 clusters Score: Raw -45181410.626898 + Penalty 35071.500536 = -45146339.126362 nChanged 4792 Iteration 35Q (4157.476361 sec): 29 clusters Score: Raw -45182298.102775 + Penalty 35071.500536 = -45147226.602239 nChanged 4387 Iteration 36Q (4160.873357 sec): 29 clusters Score: Raw -45183050.248603 + Penalty 35071.500536 = -45147978.748067 nChanged 4106 Iteration 37Q (4164.335481 sec): 29 clusters Score: Raw -45183709.841679 + Penalty 35071.500536 = -45148638.341143 nChanged 3808 Iteration 38Q (4168.014612 sec): 29 clusters Score: Raw -45184308.974102 + Penalty 35071.500536 = -45149237.473566 nChanged 3710 Iteration 39Q (4171.593704 sec): 29 clusters Score: Raw -45184859.500256 + Penalty 35071.500536 = -45149787.999720 nChanged 3534 Iteration 40F (4178.738826 sec): 29 clusters Score: Raw -45185816.011051 + Penalty 35071.500536 = -45150744.510515 nChanged 3642 Iteration 41Q (4182.554769 sec): 29 clusters Score: Raw -45186788.334771 + Penalty 35071.500536 = -45151716.834235 nChanged 3582 Iteration 42Q (4186.148119 sec): 29 clusters Score: Raw -45187460.890341 + Penalty 35071.500536 = -45152389.389805 nChanged 3526 Iteration 43Q (4189.831172 sec): 29 clusters Score: Raw -45188026.813309 + Penalty 35071.500536 = -45152955.312774 nChanged 3309 Iteration 44Q (4193.209764 sec): 29 clusters Score: Raw -45188544.957159 + Penalty 35071.500536 = -45153473.456624 nChanged 3333 Iteration 45Q (4196.949918 sec): 29 clusters Score: Raw -45189077.236099 + Penalty 35071.500536 = -45154005.735563 nChanged 3249 Iteration 46Q (4200.580211 sec): 29 clusters Score: Raw -45189587.356356 + Penalty 35071.500536 = -45154515.855820 nChanged 3225 Iteration 47Q (4204.218885 sec): 29 clusters Score: Raw -45190097.466450 + Penalty 35071.500536 = -45155025.965914 nChanged 3143 Iteration 48Q (4207.776730 sec): 29 clusters Score: Raw -45190609.851078 + Penalty 35071.500536 = -45155538.350542 nChanged 3233 Iteration 49Q (4211.577800 sec): 29 clusters Score: Raw -45191150.982626 + Penalty 35071.500536 = -45156079.482090 nChanged 3260 Iteration 50Q (4215.223608 sec): 29 clusters Score: Raw -45191713.188113 + Penalty 35071.500536 = -45156641.687577 nChanged 3332 Iteration 51Q (4218.824797 sec): 29 clusters Score: Raw -45192292.815300 + Penalty 35071.500536 = -45157221.314764 nChanged 3229 Iteration 52Q (4222.529785 sec): 29 clusters Score: Raw -45192845.276071 + Penalty 35071.500536 = -45157773.775535 nChanged 3236 Iteration 53Q (4226.189624 sec): 29 clusters Score: Raw -45193379.901178 + Penalty 35071.500536 = -45158308.400642 nChanged 3123 Iteration 54Q (4229.949142 sec): 29 clusters Score: Raw -45193906.466179 + Penalty 35071.500536 = -45158834.965643 nChanged 3120 Iteration 55Q (4233.464826 sec): 29 clusters Score: Raw -45194434.904871 + Penalty 35071.500536 = -45159363.404335 nChanged 3156 Iteration 56Q (4237.128223 sec): 29 clusters Score: Raw -45194982.953489 + Penalty 35071.500536 = -45159911.452954 nChanged 3194 Iteration 57Q (4240.779479 sec): 29 clusters Score: Raw -45195524.075365 + Penalty 35071.500536 = -45160452.574829 nChanged 3136 Iteration 58Q (4244.469116 sec): 29 clusters Score: Raw -45196020.234221 + Penalty 35071.500536 = -45160948.733685 nChanged 3042 Writing temp clu file Because OldScore, -45160452.574829, is greater than current (better) Score,-45160948.733685 Compute initial score before splitting: Score: Raw -45196020.234221 + Penalty 35071.500536 = -45160948.733685 Trying to split cluster 1 (36353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4244.687839 sec): 2 clusters Score: Raw -2964143.662485 + Penalty 997.598041 = -2963146.064444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4244.776258 sec): 3 clusters Score: Raw -2940801.919893 + Penalty 1995.196082 = -2938806.723811 nChanged 17154 SP:Iteration 1F (4244.867373 sec): 3 clusters Score: Raw -2951113.227973 + Penalty 1995.196082 = -2949118.031891 nChanged 2239 SP:Iteration 2F (4244.967437 sec): 3 clusters Score: Raw -2952244.408656 + Penalty 1995.196082 = -2950249.212574 nChanged 2676 SP:Iteration 3F (4245.049986 sec): 3 clusters Score: Raw -2953914.967961 + Penalty 1995.196082 = -2951919.771879 nChanged 2890 SP:Iteration 4F (4245.152681 sec): 3 clusters Score: Raw -2956109.224418 + Penalty 1995.196082 = -2954114.028336 nChanged 2889 SP:Iteration 5F (4245.247431 sec): 3 clusters Score: Raw -2958676.748241 + Penalty 1995.196082 = -2956681.552159 nChanged 2483 SP:Iteration 6F (4245.340506 sec): 3 clusters Score: Raw -2961081.764614 + Penalty 1995.196082 = -2959086.568532 nChanged 1721 SP:Iteration 7Q (4245.434883 sec): 3 clusters Score: Raw -2962861.326289 + Penalty 1995.196082 = -2960866.130207 nChanged 884 SP:Iteration 8Q (4245.528984 sec): 3 clusters Score: Raw -2963750.043015 + Penalty 1995.196082 = -2961754.846933 nChanged 330 SP:Iteration 9Q (4245.615735 sec): 3 clusters Score: Raw -2964064.715536 + Penalty 1995.196082 = -2962069.519454 nChanged 105 SP:Iteration 10Q (4245.699702 sec): 3 clusters Score: Raw -2964178.456372 + Penalty 1995.196082 = -2962183.260290 nChanged 36 SP:Iteration 11Q (4245.776637 sec): 3 clusters Score: Raw -2964218.949233 + Penalty 1995.196082 = -2962223.753151 nChanged 15 SP:Iteration 12Q (4245.866849 sec): 3 clusters Score: Raw -2964236.094837 + Penalty 1995.196082 = -2962240.898755 nChanged 8 SP:Iteration 13Q (4245.950367 sec): 3 clusters Score: Raw -2964248.639227 + Penalty 1995.196082 = -2962253.443145 nChanged 8 SP:Iteration 14Q (4246.030905 sec): 3 clusters Score: Raw -2964259.500561 + Penalty 1995.196082 = -2962264.304479 nChanged 8 SP:Iteration 15Q (4246.118437 sec): 3 clusters Score: Raw -2964269.985802 + Penalty 1995.196082 = -2962274.789720 nChanged 5 SP:Iteration 16Q (4246.209375 sec): 3 clusters Score: Raw -2964276.726950 + Penalty 1995.196082 = -2962281.530868 nChanged 1 SP:Iteration 17Q (4246.288674 sec): 3 clusters Score: Raw -2964277.035445 + Penalty 1995.196082 = -2962281.839363 nChanged 0 SP:Iteration 18F (4246.382740 sec): 3 clusters Score: Raw -2964277.035445 + Penalty 1995.196082 = -2962281.839363 nChanged 0 Trying to split cluster 2 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4246.405626 sec): 2 clusters Score: Raw -24816.246550 + Penalty 554.584392 = -24261.662158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4246.442301 sec): 3 clusters Score: Raw -24929.627921 + Penalty 1109.168785 = -23820.459136 nChanged 110 SP:Iteration 1F (4246.486110 sec): 3 clusters Score: Raw -25201.096784 + Penalty 1109.168785 = -24091.927999 nChanged 28 SP:Iteration 2F (4246.532108 sec): 3 clusters Score: Raw -25278.292283 + Penalty 1109.168785 = -24169.123498 nChanged 11 SP:Iteration 3Q (4246.573334 sec): 3 clusters Score: Raw -25298.461883 + Penalty 1109.168785 = -24189.293098 nChanged 4 SP:Iteration 4Q (4246.614320 sec): 3 clusters Score: Raw -25306.215752 + Penalty 1109.168785 = -24197.046967 nChanged 0 SP:Iteration 5F (4246.667163 sec): 3 clusters Score: Raw -25306.215752 + Penalty 1109.168785 = -24197.046967 nChanged 0 Trying to split cluster 3 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4246.691448 sec): 2 clusters Score: Raw -69414.461918 + Penalty 654.026232 = -68760.435686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4246.718589 sec): 3 clusters Score: Raw -69076.169357 + Penalty 1308.052464 = -67768.116893 nChanged 350 SP:Iteration 1F (4246.760754 sec): 3 clusters Score: Raw -69447.013806 + Penalty 1308.052464 = -68138.961342 nChanged 87 SP:Iteration 2F (4246.803762 sec): 3 clusters Score: Raw -69567.278528 + Penalty 1308.052464 = -68259.226065 nChanged 58 SP:Iteration 3F (4246.846692 sec): 3 clusters Score: Raw -69633.784698 + Penalty 1308.052464 = -68325.732234 nChanged 36 SP:Iteration 4Q (4246.889706 sec): 3 clusters Score: Raw -69673.653391 + Penalty 1308.052464 = -68365.600927 nChanged 26 SP:Iteration 5Q (4246.940952 sec): 3 clusters Score: Raw -69701.657759 + Penalty 1308.052464 = -68393.605295 nChanged 21 SP:Iteration 6Q (4246.984018 sec): 3 clusters Score: Raw -69738.351868 + Penalty 1308.052464 = -68430.299404 nChanged 26 SP:Iteration 7Q (4247.031775 sec): 3 clusters Score: Raw -69786.738138 + Penalty 1308.052464 = -68478.685675 nChanged 24 SP:Iteration 8Q (4247.076737 sec): 3 clusters Score: Raw -69827.644791 + Penalty 1308.052464 = -68519.592327 nChanged 21 SP:Iteration 9Q (4247.117573 sec): 3 clusters Score: Raw -69845.654904 + Penalty 1308.052464 = -68537.602440 nChanged 18 SP:Iteration 10Q (4247.159253 sec): 3 clusters Score: Raw -69859.120931 + Penalty 1308.052464 = -68551.068467 nChanged 7 SP:Iteration 11Q (4247.204433 sec): 3 clusters Score: Raw -69862.137618 + Penalty 1308.052464 = -68554.085154 nChanged 6 SP:Iteration 12Q (4247.250161 sec): 3 clusters Score: Raw -69864.426893 + Penalty 1308.052464 = -68556.374429 nChanged 5 SP:Iteration 13Q (4247.295154 sec): 3 clusters Score: Raw -69866.349982 + Penalty 1308.052464 = -68558.297518 nChanged 2 SP:Iteration 14Q (4247.338179 sec): 3 clusters Score: Raw -69868.729653 + Penalty 1308.052464 = -68560.677189 nChanged 5 SP:Iteration 15Q (4247.381973 sec): 3 clusters Score: Raw -69872.549840 + Penalty 1308.052464 = -68564.497377 nChanged 7 SP:Iteration 16Q (4247.415211 sec): 3 clusters Score: Raw -69879.983361 + Penalty 1308.052464 = -68571.930897 nChanged 6 SP:Iteration 17Q (4247.450685 sec): 3 clusters Score: Raw -69884.719273 + Penalty 1308.052464 = -68576.666809 nChanged 7 SP:Iteration 18Q (4247.493570 sec): 3 clusters Score: Raw -69889.429476 + Penalty 1308.052464 = -68581.377012 nChanged 9 SP:Iteration 19Q (4247.543708 sec): 3 clusters Score: Raw -69894.526999 + Penalty 1308.052464 = -68586.474535 nChanged 7 SP:Iteration 20F (4247.571750 sec): 3 clusters Score: Raw -69898.139942 + Penalty 1308.052464 = -68590.087478 nChanged 7 SP:Iteration 21Q (4247.614542 sec): 3 clusters Score: Raw -69905.704411 + Penalty 1308.052464 = -68597.651947 nChanged 11 SP:Iteration 22Q (4247.654642 sec): 3 clusters Score: Raw -69913.995461 + Penalty 1308.052464 = -68605.942997 nChanged 15 SP:Iteration 23Q (4247.697515 sec): 3 clusters Score: Raw -69924.397353 + Penalty 1308.052464 = -68616.344889 nChanged 9 SP:Iteration 24Q (4247.736770 sec): 3 clusters Score: Raw -69931.729113 + Penalty 1308.052464 = -68623.676649 nChanged 8 SP:Iteration 25Q (4247.780462 sec): 3 clusters Score: Raw -69945.931362 + Penalty 1308.052464 = -68637.878898 nChanged 14 SP:Iteration 26Q (4247.833593 sec): 3 clusters Score: Raw -69956.282936 + Penalty 1308.052464 = -68648.230472 nChanged 11 SP:Iteration 27Q (4247.856630 sec): 3 clusters Score: Raw -69963.553775 + Penalty 1308.052464 = -68655.501311 nChanged 8 SP:Iteration 28Q (4247.900327 sec): 3 clusters Score: Raw -69972.836381 + Penalty 1308.052464 = -68664.783917 nChanged 8 SP:Iteration 29Q (4247.943892 sec): 3 clusters Score: Raw -69976.736496 + Penalty 1308.052464 = -68668.684032 nChanged 5 SP:Iteration 30Q (4247.987737 sec): 3 clusters Score: Raw -69979.379173 + Penalty 1308.052464 = -68671.326709 nChanged 5 SP:Iteration 31Q (4248.031636 sec): 3 clusters Score: Raw -69981.711136 + Penalty 1308.052464 = -68673.658672 nChanged 4 SP:Iteration 32Q (4248.075401 sec): 3 clusters Score: Raw -69985.561183 + Penalty 1308.052464 = -68677.508719 nChanged 5 SP:Iteration 33Q (4248.119154 sec): 3 clusters Score: Raw -69988.059888 + Penalty 1308.052464 = -68680.007424 nChanged 2 SP:Iteration 34Q (4248.172155 sec): 3 clusters Score: Raw -69991.915581 + Penalty 1308.052464 = -68683.863117 nChanged 5 SP:Iteration 35Q (4248.205243 sec): 3 clusters Score: Raw -69996.759675 + Penalty 1308.052464 = -68688.707211 nChanged 6 SP:Iteration 36Q (4248.248207 sec): 3 clusters Score: Raw -69999.591508 + Penalty 1308.052464 = -68691.539044 nChanged 2 SP:Iteration 37Q (4248.292239 sec): 3 clusters Score: Raw -70000.668504 + Penalty 1308.052464 = -68692.616041 nChanged 2 SP:Iteration 38Q (4248.335183 sec): 3 clusters Score: Raw -70001.484536 + Penalty 1308.052464 = -68693.432072 nChanged 1 SP:Iteration 39Q (4248.368424 sec): 3 clusters Score: Raw -70002.488435 + Penalty 1308.052464 = -68694.435971 nChanged 0 SP:Iteration 40F (4248.415394 sec): 3 clusters Score: Raw -70002.488435 + Penalty 1308.052464 = -68694.435971 nChanged 0 Trying to split cluster 4 (2737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4248.442717 sec): 2 clusters Score: Raw -236767.582372 + Penalty 751.888682 = -236015.693689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4248.492386 sec): 3 clusters Score: Raw -235338.924269 + Penalty 1503.777365 = -233835.146904 nChanged 1143 SP:Iteration 1F (4248.542726 sec): 3 clusters Score: Raw -235957.763742 + Penalty 1503.777365 = -234453.986378 nChanged 188 SP:Iteration 2F (4248.591296 sec): 3 clusters Score: Raw -236051.400332 + Penalty 1503.777365 = -234547.622967 nChanged 138 SP:Iteration 3F (4248.641352 sec): 3 clusters Score: Raw -236128.813964 + Penalty 1503.777365 = -234625.036600 nChanged 140 SP:Iteration 4F (4248.696596 sec): 3 clusters Score: Raw -236211.420372 + Penalty 1503.777365 = -234707.643007 nChanged 131 SP:Iteration 5Q (4248.733022 sec): 3 clusters Score: Raw -236282.016072 + Penalty 1503.777365 = -234778.238707 nChanged 111 SP:Iteration 6Q (4248.792515 sec): 3 clusters Score: Raw -236335.758463 + Penalty 1503.777365 = -234831.981098 nChanged 88 SP:Iteration 7Q (4248.831247 sec): 3 clusters Score: Raw -236376.762443 + Penalty 1503.777365 = -234872.985079 nChanged 66 SP:Iteration 8Q (4248.877980 sec): 3 clusters Score: Raw -236409.743337 + Penalty 1503.777365 = -234905.965972 nChanged 78 SP:Iteration 9Q (4248.926327 sec): 3 clusters Score: Raw -236455.423590 + Penalty 1503.777365 = -234951.646225 nChanged 84 SP:Iteration 10Q (4248.977015 sec): 3 clusters Score: Raw -236503.668108 + Penalty 1503.777365 = -234999.890743 nChanged 98 SP:Iteration 11Q (4249.035017 sec): 3 clusters Score: Raw -236569.259749 + Penalty 1503.777365 = -235065.482384 nChanged 95 SP:Iteration 12Q (4249.065164 sec): 3 clusters Score: Raw -236630.502131 + Penalty 1503.777365 = -235126.724766 nChanged 80 SP:Iteration 13Q (4249.109883 sec): 3 clusters Score: Raw -236680.208882 + Penalty 1503.777365 = -235176.431517 nChanged 74 SP:Iteration 14Q (4249.160435 sec): 3 clusters Score: Raw -236731.422601 + Penalty 1503.777365 = -235227.645236 nChanged 72 SP:Iteration 15Q (4249.212465 sec): 3 clusters Score: Raw -236782.191039 + Penalty 1503.777365 = -235278.413675 nChanged 62 SP:Iteration 16Q (4249.268375 sec): 3 clusters Score: Raw -236825.215223 + Penalty 1503.777365 = -235321.437858 nChanged 46 SP:Iteration 17Q (4249.318793 sec): 3 clusters Score: Raw -236858.354350 + Penalty 1503.777365 = -235354.576985 nChanged 41 SP:Iteration 18Q (4249.362719 sec): 3 clusters Score: Raw -236888.114380 + Penalty 1503.777365 = -235384.337015 nChanged 28 SP:Iteration 19Q (4249.413213 sec): 3 clusters Score: Raw -236910.263525 + Penalty 1503.777365 = -235406.486160 nChanged 23 SP:Iteration 20F (4249.449349 sec): 3 clusters Score: Raw -236927.535764 + Penalty 1503.777365 = -235423.758399 nChanged 21 SP:Iteration 21Q (4249.492880 sec): 3 clusters Score: Raw -236943.771149 + Penalty 1503.777365 = -235439.993784 nChanged 18 SP:Iteration 22Q (4249.542192 sec): 3 clusters Score: Raw -236954.198056 + Penalty 1503.777365 = -235450.420692 nChanged 9 SP:Iteration 23Q (4249.592383 sec): 3 clusters Score: Raw -236960.543997 + Penalty 1503.777365 = -235456.766632 nChanged 6 SP:Iteration 24Q (4249.642703 sec): 3 clusters Score: Raw -236965.313706 + Penalty 1503.777365 = -235461.536341 nChanged 1 SP:Iteration 25Q (4249.692288 sec): 3 clusters Score: Raw -236966.222104 + Penalty 1503.777365 = -235462.444740 nChanged 2 SP:Iteration 26Q (4249.741741 sec): 3 clusters Score: Raw -236966.836178 + Penalty 1503.777365 = -235463.058813 nChanged 1 SP:Iteration 27Q (4249.790346 sec): 3 clusters Score: Raw -236967.002661 + Penalty 1503.777365 = -235463.225296 nChanged 0 SP:Iteration 28F (4249.845210 sec): 3 clusters Score: Raw -236967.002661 + Penalty 1503.777365 = -235463.225296 nChanged 0 Trying to split cluster 5 (11831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4249.885387 sec): 2 clusters Score: Raw -907999.414488 + Penalty 890.955456 = -907108.459032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4249.948388 sec): 3 clusters Score: Raw -900943.085903 + Penalty 1781.910912 = -899161.174991 nChanged 5346 SP:Iteration 1F (4250.002385 sec): 3 clusters Score: Raw -904140.548242 + Penalty 1781.910912 = -902358.637330 nChanged 831 SP:Iteration 2F (4250.057022 sec): 3 clusters Score: Raw -904668.525126 + Penalty 1781.910912 = -902886.614214 nChanged 835 SP:Iteration 3F (4250.115287 sec): 3 clusters Score: Raw -905208.686355 + Penalty 1781.910912 = -903426.775443 nChanged 818 SP:Iteration 4F (4250.175034 sec): 3 clusters Score: Raw -905708.065982 + Penalty 1781.910912 = -903926.155070 nChanged 692 SP:Iteration 5F (4250.237294 sec): 3 clusters Score: Raw -906074.714582 + Penalty 1781.910912 = -904292.803670 nChanged 565 SP:Iteration 6Q (4250.286274 sec): 3 clusters Score: Raw -906386.983404 + Penalty 1781.910912 = -904605.072492 nChanged 477 SP:Iteration 7Q (4250.349580 sec): 3 clusters Score: Raw -906687.099116 + Penalty 1781.910912 = -904905.188204 nChanged 402 SP:Iteration 8Q (4250.401891 sec): 3 clusters Score: Raw -906952.531224 + Penalty 1781.910912 = -905170.620312 nChanged 369 SP:Iteration 9Q (4250.471518 sec): 3 clusters Score: Raw -907220.594923 + Penalty 1781.910912 = -905438.684011 nChanged 357 SP:Iteration 10Q (4250.521650 sec): 3 clusters Score: Raw -907450.209264 + Penalty 1781.910912 = -905668.298352 nChanged 306 SP:Iteration 11Q (4250.589610 sec): 3 clusters Score: Raw -907625.729331 + Penalty 1781.910912 = -905843.818419 nChanged 254 SP:Iteration 12Q (4250.652394 sec): 3 clusters Score: Raw -907748.108929 + Penalty 1781.910912 = -905966.198017 nChanged 216 SP:Iteration 13Q (4250.710020 sec): 3 clusters Score: Raw -907839.599966 + Penalty 1781.910912 = -906057.689054 nChanged 184 SP:Iteration 14Q (4250.760052 sec): 3 clusters Score: Raw -907921.527179 + Penalty 1781.910912 = -906139.616267 nChanged 162 SP:Iteration 15Q (4250.829807 sec): 3 clusters Score: Raw -907982.264658 + Penalty 1781.910912 = -906200.353746 nChanged 131 SP:Iteration 16Q (4250.892457 sec): 3 clusters Score: Raw -908029.036086 + Penalty 1781.910912 = -906247.125174 nChanged 124 SP:Iteration 17Q (4250.943885 sec): 3 clusters Score: Raw -908073.037191 + Penalty 1781.910912 = -906291.126279 nChanged 104 SP:Iteration 18Q (4251.004585 sec): 3 clusters Score: Raw -908106.372055 + Penalty 1781.910912 = -906324.461143 nChanged 100 SP:Iteration 19Q (4251.077706 sec): 3 clusters Score: Raw -908138.866779 + Penalty 1781.910912 = -906356.955867 nChanged 91 SP:Iteration 20F (4251.135085 sec): 3 clusters Score: Raw -908165.100303 + Penalty 1781.910912 = -906383.189391 nChanged 87 SP:Iteration 21Q (4251.195250 sec): 3 clusters Score: Raw -908191.006275 + Penalty 1781.910912 = -906409.095363 nChanged 82 SP:Iteration 22Q (4251.244739 sec): 3 clusters Score: Raw -908216.357787 + Penalty 1781.910912 = -906434.446875 nChanged 76 SP:Iteration 23Q (4251.308844 sec): 3 clusters Score: Raw -908237.882593 + Penalty 1781.910912 = -906455.971681 nChanged 64 SP:Iteration 24Q (4251.376064 sec): 3 clusters Score: Raw -908254.709259 + Penalty 1781.910912 = -906472.798347 nChanged 53 SP:Iteration 25Q (4251.427359 sec): 3 clusters Score: Raw -908269.271007 + Penalty 1781.910912 = -906487.360095 nChanged 54 SP:Iteration 26Q (4251.490395 sec): 3 clusters Score: Raw -908281.427063 + Penalty 1781.910912 = -906499.516151 nChanged 42 SP:Iteration 27Q (4251.561575 sec): 3 clusters Score: Raw -908289.487836 + Penalty 1781.910912 = -906507.576924 nChanged 32 SP:Iteration 28Q (4251.622434 sec): 3 clusters Score: Raw -908295.276017 + Penalty 1781.910912 = -906513.365105 nChanged 32 SP:Iteration 29Q (4251.679175 sec): 3 clusters Score: Raw -908300.490569 + Penalty 1781.910912 = -906518.579657 nChanged 25 SP:Iteration 30Q (4251.749403 sec): 3 clusters Score: Raw -908303.110041 + Penalty 1781.910912 = -906521.199129 nChanged 18 SP:Iteration 31Q (4251.806870 sec): 3 clusters Score: Raw -908305.198239 + Penalty 1781.910912 = -906523.287327 nChanged 19 SP:Iteration 32Q (4251.857229 sec): 3 clusters Score: Raw -908307.871275 + Penalty 1781.910912 = -906525.960363 nChanged 12 SP:Iteration 33Q (4251.924458 sec): 3 clusters Score: Raw -908310.049688 + Penalty 1781.910912 = -906528.138776 nChanged 14 SP:Iteration 34Q (4251.977676 sec): 3 clusters Score: Raw -908312.324036 + Penalty 1781.910912 = -906530.413124 nChanged 14 SP:Iteration 35Q (4252.031866 sec): 3 clusters Score: Raw -908314.323905 + Penalty 1781.910912 = -906532.412993 nChanged 7 SP:Iteration 36Q (4252.092881 sec): 3 clusters Score: Raw -908315.094735 + Penalty 1781.910912 = -906533.183823 nChanged 13 SP:Iteration 37Q (4252.159329 sec): 3 clusters Score: Raw -908316.902654 + Penalty 1781.910912 = -906534.991742 nChanged 16 SP:Iteration 38Q (4252.208924 sec): 3 clusters Score: Raw -908318.866156 + Penalty 1781.910912 = -906536.955244 nChanged 17 SP:Iteration 39Q (4252.276356 sec): 3 clusters Score: Raw -908321.070002 + Penalty 1781.910912 = -906539.159090 nChanged 9 SP:Iteration 40F (4252.324371 sec): 3 clusters Score: Raw -908322.332724 + Penalty 1781.910912 = -906540.421812 nChanged 13 SP:Iteration 41Q (4252.382578 sec): 3 clusters Score: Raw -908324.481961 + Penalty 1781.910912 = -906542.571049 nChanged 17 SP:Iteration 42Q (4252.439588 sec): 3 clusters Score: Raw -908327.736107 + Penalty 1781.910912 = -906545.825195 nChanged 14 SP:Iteration 43Q (4252.500961 sec): 3 clusters Score: Raw -908331.047644 + Penalty 1781.910912 = -906549.136732 nChanged 13 SP:Iteration 44Q (4252.564768 sec): 3 clusters Score: Raw -908333.886702 + Penalty 1781.910912 = -906551.975790 nChanged 17 SP:Iteration 45Q (4252.620597 sec): 3 clusters Score: Raw -908337.516184 + Penalty 1781.910912 = -906555.605272 nChanged 19 SP:Iteration 46Q (4252.675005 sec): 3 clusters Score: Raw -908341.571922 + Penalty 1781.910912 = -906559.661010 nChanged 21 SP:Iteration 47Q (4252.733913 sec): 3 clusters Score: Raw -908345.114396 + Penalty 1781.910912 = -906563.203484 nChanged 21 SP:Iteration 48Q (4252.791771 sec): 3 clusters Score: Raw -908350.410199 + Penalty 1781.910912 = -906568.499287 nChanged 21 SP:Iteration 49Q (4252.854624 sec): 3 clusters Score: Raw -908354.421297 + Penalty 1781.910912 = -906572.510385 nChanged 14 SP:Iteration 50Q (4252.928262 sec): 3 clusters Score: Raw -908358.077502 + Penalty 1781.910912 = -906576.166590 nChanged 11 SP:Iteration 51Q (4252.989883 sec): 3 clusters Score: Raw -908361.223060 + Penalty 1781.910912 = -906579.312148 nChanged 11 SP:Iteration 52Q (4253.051680 sec): 3 clusters Score: Raw -908363.075181 + Penalty 1781.910912 = -906581.164269 nChanged 7 SP:Iteration 53Q (4253.109192 sec): 3 clusters Score: Raw -908365.309813 + Penalty 1781.910912 = -906583.398901 nChanged 14 SP:Iteration 54Q (4253.173256 sec): 3 clusters Score: Raw -908369.046152 + Penalty 1781.910912 = -906587.135240 nChanged 14 SP:Iteration 55Q (4253.233522 sec): 3 clusters Score: Raw -908371.728197 + Penalty 1781.910912 = -906589.817285 nChanged 13 SP:Iteration 56Q (4253.284845 sec): 3 clusters Score: Raw -908373.959154 + Penalty 1781.910912 = -906592.048242 nChanged 10 SP:Iteration 57Q (4253.350489 sec): 3 clusters Score: Raw -908377.046653 + Penalty 1781.910912 = -906595.135741 nChanged 11 SP:Iteration 58Q (4253.411738 sec): 3 clusters Score: Raw -908379.159663 + Penalty 1781.910912 = -906597.248751 nChanged 8 SP:Iteration 59Q (4253.471346 sec): 3 clusters Score: Raw -908380.421840 + Penalty 1781.910912 = -906598.510928 nChanged 4 SP:Iteration 60F (4253.529971 sec): 3 clusters Score: Raw -908381.321132 + Penalty 1781.910912 = -906599.410220 nChanged 5 SP:Iteration 61Q (4253.590938 sec): 3 clusters Score: Raw -908382.178323 + Penalty 1781.910912 = -906600.267411 nChanged 6 SP:Iteration 62Q (4253.644907 sec): 3 clusters Score: Raw -908384.089080 + Penalty 1781.910912 = -906602.178168 nChanged 7 SP:Iteration 63Q (4253.692846 sec): 3 clusters Score: Raw -908385.665297 + Penalty 1781.910912 = -906603.754385 nChanged 8 SP:Iteration 64Q (4253.749375 sec): 3 clusters Score: Raw -908387.969694 + Penalty 1781.910912 = -906606.058782 nChanged 6 SP:Iteration 65Q (4253.811579 sec): 3 clusters Score: Raw -908389.475570 + Penalty 1781.910912 = -906607.564658 nChanged 3 SP:Iteration 66Q (4253.869126 sec): 3 clusters Score: Raw -908390.011521 + Penalty 1781.910912 = -906608.100609 nChanged 2 SP:Iteration 67Q (4253.935722 sec): 3 clusters Score: Raw -908390.560804 + Penalty 1781.910912 = -906608.649892 nChanged 1 SP:Iteration 68Q (4253.996557 sec): 3 clusters Score: Raw -908390.711488 + Penalty 1781.910912 = -906608.800576 nChanged 1 SP:Iteration 69Q (4254.049978 sec): 3 clusters Score: Raw -908390.881263 + Penalty 1781.910912 = -906608.970351 nChanged 0 SP:Iteration 70F (4254.101396 sec): 3 clusters Score: Raw -908390.881263 + Penalty 1781.910912 = -906608.970351 nChanged 0 Trying to split cluster 6 (14909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4254.140068 sec): 2 clusters Score: Raw -1336921.683300 + Penalty 912.923432 = -1336008.759868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4254.198973 sec): 3 clusters Score: Raw -1327861.254301 + Penalty 1825.846864 = -1326035.407437 nChanged 6811 SP:Iteration 1F (4254.262790 sec): 3 clusters Score: Raw -1331874.713109 + Penalty 1825.846864 = -1330048.866245 nChanged 1064 SP:Iteration 2F (4254.328520 sec): 3 clusters Score: Raw -1332627.616063 + Penalty 1825.846864 = -1330801.769199 nChanged 1177 SP:Iteration 3F (4254.397509 sec): 3 clusters Score: Raw -1333642.187941 + Penalty 1825.846864 = -1331816.341077 nChanged 1237 SP:Iteration 4F (4254.460491 sec): 3 clusters Score: Raw -1334925.768065 + Penalty 1825.846864 = -1333099.921201 nChanged 1167 SP:Iteration 5F (4254.523688 sec): 3 clusters Score: Raw -1336291.901513 + Penalty 1825.846864 = -1334466.054649 nChanged 1022 SP:Iteration 6F (4254.590912 sec): 3 clusters Score: Raw -1337530.070987 + Penalty 1825.846864 = -1335704.224123 nChanged 791 SP:Iteration 7F (4254.658374 sec): 3 clusters Score: Raw -1338375.687227 + Penalty 1825.846864 = -1336549.840363 nChanged 490 SP:Iteration 8Q (4254.725671 sec): 3 clusters Score: Raw -1338800.301281 + Penalty 1825.846864 = -1336974.454418 nChanged 315 SP:Iteration 9Q (4254.781641 sec): 3 clusters Score: Raw -1338953.948580 + Penalty 1825.846864 = -1337128.101716 nChanged 178 SP:Iteration 10Q (4254.853724 sec): 3 clusters Score: Raw -1339020.675157 + Penalty 1825.846864 = -1337194.828293 nChanged 121 SP:Iteration 11Q (4254.907611 sec): 3 clusters Score: Raw -1339051.176018 + Penalty 1825.846864 = -1337225.329154 nChanged 71 SP:Iteration 12Q (4254.968298 sec): 3 clusters Score: Raw -1339066.057847 + Penalty 1825.846864 = -1337240.210983 nChanged 56 SP:Iteration 13Q (4255.038218 sec): 3 clusters Score: Raw -1339076.183015 + Penalty 1825.846864 = -1337250.336151 nChanged 58 SP:Iteration 14Q (4255.097912 sec): 3 clusters Score: Raw -1339085.171688 + Penalty 1825.846864 = -1337259.324824 nChanged 46 SP:Iteration 15Q (4255.171280 sec): 3 clusters Score: Raw -1339092.379552 + Penalty 1825.846864 = -1337266.532688 nChanged 41 SP:Iteration 16Q (4255.230777 sec): 3 clusters Score: Raw -1339096.841013 + Penalty 1825.846864 = -1337270.994149 nChanged 22 SP:Iteration 17Q (4255.298693 sec): 3 clusters Score: Raw -1339098.880850 + Penalty 1825.846864 = -1337273.033986 nChanged 25 SP:Iteration 18Q (4255.364909 sec): 3 clusters Score: Raw -1339101.178567 + Penalty 1825.846864 = -1337275.331703 nChanged 17 SP:Iteration 19Q (4255.428366 sec): 3 clusters Score: Raw -1339102.554920 + Penalty 1825.846864 = -1337276.708056 nChanged 13 SP:Iteration 20F (4255.491139 sec): 3 clusters Score: Raw -1339103.608666 + Penalty 1825.846864 = -1337277.761802 nChanged 8 SP:Iteration 21Q (4255.550349 sec): 3 clusters Score: Raw -1339104.071225 + Penalty 1825.846864 = -1337278.224361 nChanged 7 SP:Iteration 22Q (4255.606642 sec): 3 clusters Score: Raw -1339104.709838 + Penalty 1825.846864 = -1337278.862974 nChanged 8 SP:Iteration 23Q (4255.679522 sec): 3 clusters Score: Raw -1339105.239558 + Penalty 1825.846864 = -1337279.392694 nChanged 9 SP:Iteration 24Q (4255.747570 sec): 3 clusters Score: Raw -1339105.855412 + Penalty 1825.846864 = -1337280.008548 nChanged 6 SP:Iteration 25Q (4255.813936 sec): 3 clusters Score: Raw -1339106.268355 + Penalty 1825.846864 = -1337280.421491 nChanged 4 SP:Iteration 26Q (4255.874818 sec): 3 clusters Score: Raw -1339106.565549 + Penalty 1825.846864 = -1337280.718685 nChanged 4 SP:Iteration 27Q (4255.936481 sec): 3 clusters Score: Raw -1339106.778112 + Penalty 1825.846864 = -1337280.931248 nChanged 0 SP:Iteration 28F (4255.997997 sec): 3 clusters Score: Raw -1339106.778112 + Penalty 1825.846864 = -1337280.931248 nChanged 0 Score: Raw -45198447.638018 + Penalty 36324.054126 = -45162123.583892 Splitting cluster 6 changes total score from -45160948.733685 to -45162123.583892 So it's getting split into cluster 11. Trying to split cluster 7 (29148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4263.806437 sec): 2 clusters Score: Raw -2527597.123568 + Penalty 976.613450 = -2526620.510118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4263.888300 sec): 3 clusters Score: Raw -2509061.975565 + Penalty 1953.226900 = -2507108.748665 nChanged 13728 SP:Iteration 1F (4263.976396 sec): 3 clusters Score: Raw -2517152.242415 + Penalty 1953.226900 = -2515199.015515 nChanged 1642 SP:Iteration 2F (4264.057862 sec): 3 clusters Score: Raw -2517928.203453 + Penalty 1953.226900 = -2515974.976553 nChanged 1759 SP:Iteration 3F (4264.130671 sec): 3 clusters Score: Raw -2518909.015668 + Penalty 1953.226900 = -2516955.788768 nChanged 1920 SP:Iteration 4F (4264.223486 sec): 3 clusters Score: Raw -2520173.318530 + Penalty 1953.226900 = -2518220.091630 nChanged 2004 SP:Iteration 5F (4264.299892 sec): 3 clusters Score: Raw -2521542.495116 + Penalty 1953.226900 = -2519589.268216 nChanged 1916 SP:Iteration 6F (4264.388155 sec): 3 clusters Score: Raw -2522807.067363 + Penalty 1953.226900 = -2520853.840463 nChanged 1650 SP:Iteration 7F (4264.468407 sec): 3 clusters Score: Raw -2523826.526149 + Penalty 1953.226900 = -2521873.299249 nChanged 1351 SP:Iteration 8Q (4264.558054 sec): 3 clusters Score: Raw -2524496.883120 + Penalty 1953.226900 = -2522543.656220 nChanged 1000 SP:Iteration 9Q (4264.641804 sec): 3 clusters Score: Raw -2524888.383005 + Penalty 1953.226900 = -2522935.156105 nChanged 754 SP:Iteration 10Q (4264.722165 sec): 3 clusters Score: Raw -2525150.604625 + Penalty 1953.226900 = -2523197.377725 nChanged 626 SP:Iteration 11Q (4264.812470 sec): 3 clusters Score: Raw -2525359.628684 + Penalty 1953.226900 = -2523406.401784 nChanged 510 SP:Iteration 12Q (4264.896752 sec): 3 clusters Score: Raw -2525506.769204 + Penalty 1953.226900 = -2523553.542304 nChanged 436 SP:Iteration 13Q (4264.982165 sec): 3 clusters Score: Raw -2525610.842029 + Penalty 1953.226900 = -2523657.615129 nChanged 381 SP:Iteration 14Q (4265.071189 sec): 3 clusters Score: Raw -2525698.802202 + Penalty 1953.226900 = -2523745.575302 nChanged 337 SP:Iteration 15Q (4265.155986 sec): 3 clusters Score: Raw -2525761.780047 + Penalty 1953.226900 = -2523808.553147 nChanged 264 SP:Iteration 16Q (4265.241914 sec): 3 clusters Score: Raw -2525807.742370 + Penalty 1953.226900 = -2523854.515470 nChanged 219 SP:Iteration 17Q (4265.331811 sec): 3 clusters Score: Raw -2525840.235313 + Penalty 1953.226900 = -2523887.008413 nChanged 202 SP:Iteration 18Q (4265.430217 sec): 3 clusters Score: Raw -2525866.944100 + Penalty 1953.226900 = -2523913.717200 nChanged 156 SP:Iteration 19Q (4265.522801 sec): 3 clusters Score: Raw -2525882.443565 + Penalty 1953.226900 = -2523929.216665 nChanged 125 SP:Iteration 20F (4265.594272 sec): 3 clusters Score: Raw -2525892.906692 + Penalty 1953.226900 = -2523939.679792 nChanged 98 SP:Iteration 21Q (4265.682031 sec): 3 clusters Score: Raw -2525901.275161 + Penalty 1953.226900 = -2523948.048261 nChanged 96 SP:Iteration 22Q (4265.771011 sec): 3 clusters Score: Raw -2525908.488540 + Penalty 1953.226900 = -2523955.261640 nChanged 80 SP:Iteration 23Q (4265.842470 sec): 3 clusters Score: Raw -2525915.492519 + Penalty 1953.226900 = -2523962.265619 nChanged 81 SP:Iteration 24Q (4265.919043 sec): 3 clusters Score: Raw -2525923.118428 + Penalty 1953.226900 = -2523969.891528 nChanged 93 SP:Iteration 25Q (4266.000506 sec): 3 clusters Score: Raw -2525933.670245 + Penalty 1953.226900 = -2523980.443345 nChanged 99 SP:Iteration 26Q (4266.085672 sec): 3 clusters Score: Raw -2525943.022898 + Penalty 1953.226900 = -2523989.795998 nChanged 85 SP:Iteration 27Q (4266.169307 sec): 3 clusters Score: Raw -2525950.385225 + Penalty 1953.226900 = -2523997.158325 nChanged 83 SP:Iteration 28Q (4266.249798 sec): 3 clusters Score: Raw -2525958.351119 + Penalty 1953.226900 = -2524005.124219 nChanged 90 SP:Iteration 29Q (4266.325963 sec): 3 clusters Score: Raw -2525967.118378 + Penalty 1953.226900 = -2524013.891478 nChanged 80 SP:Iteration 30Q (4266.406007 sec): 3 clusters Score: Raw -2525974.375454 + Penalty 1953.226900 = -2524021.148554 nChanged 85 SP:Iteration 31Q (4266.488457 sec): 3 clusters Score: Raw -2525982.147176 + Penalty 1953.226900 = -2524028.920276 nChanged 76 SP:Iteration 32Q (4266.570683 sec): 3 clusters Score: Raw -2525987.534251 + Penalty 1953.226900 = -2524034.307351 nChanged 69 SP:Iteration 33Q (4266.650031 sec): 3 clusters Score: Raw -2525992.723645 + Penalty 1953.226900 = -2524039.496745 nChanged 67 SP:Iteration 34Q (4266.736231 sec): 3 clusters Score: Raw -2525997.172560 + Penalty 1953.226900 = -2524043.945660 nChanged 60 SP:Iteration 35Q (4266.813142 sec): 3 clusters Score: Raw -2526000.998947 + Penalty 1953.226900 = -2524047.772047 nChanged 61 SP:Iteration 36Q (4266.907094 sec): 3 clusters Score: Raw -2526004.533629 + Penalty 1953.226900 = -2524051.306729 nChanged 49 SP:Iteration 37Q (4266.990435 sec): 3 clusters Score: Raw -2526007.032509 + Penalty 1953.226900 = -2524053.805609 nChanged 44 SP:Iteration 38Q (4267.090279 sec): 3 clusters Score: Raw -2526009.064639 + Penalty 1953.226900 = -2524055.837739 nChanged 47 SP:Iteration 39Q (4267.179119 sec): 3 clusters Score: Raw -2526011.142775 + Penalty 1953.226900 = -2524057.915875 nChanged 40 SP:Iteration 40F (4267.261072 sec): 3 clusters Score: Raw -2526012.967670 + Penalty 1953.226900 = -2524059.740770 nChanged 43 SP:Iteration 41Q (4267.349214 sec): 3 clusters Score: Raw -2526015.120801 + Penalty 1953.226900 = -2524061.893901 nChanged 51 SP:Iteration 42Q (4267.432687 sec): 3 clusters Score: Raw -2526017.285744 + Penalty 1953.226900 = -2524064.058844 nChanged 29 SP:Iteration 43Q (4267.514865 sec): 3 clusters Score: Raw -2526018.540370 + Penalty 1953.226900 = -2524065.313470 nChanged 36 SP:Iteration 44Q (4267.601005 sec): 3 clusters Score: Raw -2526020.009408 + Penalty 1953.226900 = -2524066.782508 nChanged 34 SP:Iteration 45Q (4267.681796 sec): 3 clusters Score: Raw -2526021.201828 + Penalty 1953.226900 = -2524067.974928 nChanged 28 SP:Iteration 46Q (4267.761748 sec): 3 clusters Score: Raw -2526022.156984 + Penalty 1953.226900 = -2524068.930084 nChanged 27 SP:Iteration 47Q (4267.841777 sec): 3 clusters Score: Raw -2526023.405211 + Penalty 1953.226900 = -2524070.178311 nChanged 32 SP:Iteration 48Q (4267.933251 sec): 3 clusters Score: Raw -2526024.824563 + Penalty 1953.226900 = -2524071.597663 nChanged 30 SP:Iteration 49Q (4268.012393 sec): 3 clusters Score: Raw -2526026.146477 + Penalty 1953.226900 = -2524072.919577 nChanged 34 SP:Iteration 50Q (4268.095610 sec): 3 clusters Score: Raw -2526027.586117 + Penalty 1953.226900 = -2524074.359217 nChanged 30 SP:Iteration 51Q (4268.185378 sec): 3 clusters Score: Raw -2526028.942063 + Penalty 1953.226900 = -2524075.715163 nChanged 34 SP:Iteration 52Q (4268.259656 sec): 3 clusters Score: Raw -2526030.369832 + Penalty 1953.226900 = -2524077.142932 nChanged 32 SP:Iteration 53Q (4268.347379 sec): 3 clusters Score: Raw -2526031.666219 + Penalty 1953.226900 = -2524078.439319 nChanged 38 SP:Iteration 54Q (4268.417481 sec): 3 clusters Score: Raw -2526033.270626 + Penalty 1953.226900 = -2524080.043726 nChanged 36 SP:Iteration 55Q (4268.513273 sec): 3 clusters Score: Raw -2526034.729966 + Penalty 1953.226900 = -2524081.503066 nChanged 33 SP:Iteration 56Q (4268.602588 sec): 3 clusters Score: Raw -2526035.999894 + Penalty 1953.226900 = -2524082.772994 nChanged 25 SP:Iteration 57Q (4268.685398 sec): 3 clusters Score: Raw -2526037.168921 + Penalty 1953.226900 = -2524083.942021 nChanged 31 SP:Iteration 58Q (4268.773968 sec): 3 clusters Score: Raw -2526038.484246 + Penalty 1953.226900 = -2524085.257346 nChanged 33 SP:Iteration 59Q (4268.847870 sec): 3 clusters Score: Raw -2526040.271484 + Penalty 1953.226900 = -2524087.044584 nChanged 35 SP:Iteration 60F (4268.930565 sec): 3 clusters Score: Raw -2526042.303234 + Penalty 1953.226900 = -2524089.076334 nChanged 38 SP:Iteration 61Q (4269.013975 sec): 3 clusters Score: Raw -2526044.810881 + Penalty 1953.226900 = -2524091.583982 nChanged 39 SP:Iteration 62Q (4269.096182 sec): 3 clusters Score: Raw -2526047.125033 + Penalty 1953.226900 = -2524093.898133 nChanged 40 SP:Iteration 63Q (4269.186168 sec): 3 clusters Score: Raw -2526049.938795 + Penalty 1953.226900 = -2524096.711895 nChanged 37 SP:Iteration 64Q (4269.266609 sec): 3 clusters Score: Raw -2526051.837146 + Penalty 1953.226900 = -2524098.610246 nChanged 34 SP:Iteration 65Q (4269.340817 sec): 3 clusters Score: Raw -2526053.455910 + Penalty 1953.226900 = -2524100.229010 nChanged 43 SP:Iteration 66Q (4269.420603 sec): 3 clusters Score: Raw -2526055.280208 + Penalty 1953.226900 = -2524102.053308 nChanged 50 SP:Iteration 67Q (4269.513487 sec): 3 clusters Score: Raw -2526057.779429 + Penalty 1953.226900 = -2524104.552529 nChanged 46 SP:Iteration 68Q (4269.601030 sec): 3 clusters Score: Raw -2526059.576260 + Penalty 1953.226900 = -2524106.349360 nChanged 36 SP:Iteration 69Q (4269.688411 sec): 3 clusters Score: Raw -2526061.247033 + Penalty 1953.226900 = -2524108.020133 nChanged 40 SP:Iteration 70Q (4269.769983 sec): 3 clusters Score: Raw -2526062.954257 + Penalty 1953.226900 = -2524109.727357 nChanged 34 SP:Iteration 71Q (4269.865595 sec): 3 clusters Score: Raw -2526064.612853 + Penalty 1953.226900 = -2524111.385953 nChanged 37 SP:Iteration 72Q (4269.961190 sec): 3 clusters Score: Raw -2526066.261031 + Penalty 1953.226900 = -2524113.034131 nChanged 41 SP:Iteration 73Q (4270.048791 sec): 3 clusters Score: Raw -2526068.434018 + Penalty 1953.226900 = -2524115.207118 nChanged 32 SP:Iteration 74Q (4270.140835 sec): 3 clusters Score: Raw -2526069.939606 + Penalty 1953.226900 = -2524116.712706 nChanged 32 SP:Iteration 75Q (4270.232268 sec): 3 clusters Score: Raw -2526071.700394 + Penalty 1953.226900 = -2524118.473494 nChanged 39 SP:Iteration 76Q (4270.314105 sec): 3 clusters Score: Raw -2526073.533708 + Penalty 1953.226900 = -2524120.306808 nChanged 35 SP:Iteration 77Q (4270.394059 sec): 3 clusters Score: Raw -2526074.991154 + Penalty 1953.226900 = -2524121.764254 nChanged 34 SP:Iteration 78Q (4270.482907 sec): 3 clusters Score: Raw -2526076.683968 + Penalty 1953.226900 = -2524123.457068 nChanged 43 SP:Iteration 79Q (4270.565508 sec): 3 clusters Score: Raw -2526079.624516 + Penalty 1953.226900 = -2524126.397616 nChanged 58 SP:Iteration 80F (4270.651370 sec): 3 clusters Score: Raw -2526083.228728 + Penalty 1953.226900 = -2524130.001828 nChanged 58 SP:Iteration 81Q (4270.742024 sec): 3 clusters Score: Raw -2526088.055541 + Penalty 1953.226900 = -2524134.828641 nChanged 80 SP:Iteration 82Q (4270.820797 sec): 3 clusters Score: Raw -2526094.484747 + Penalty 1953.226900 = -2524141.257847 nChanged 72 SP:Iteration 83Q (4270.911262 sec): 3 clusters Score: Raw -2526100.528771 + Penalty 1953.226900 = -2524147.301872 nChanged 78 SP:Iteration 84Q (4271.005567 sec): 3 clusters Score: Raw -2526106.417518 + Penalty 1953.226900 = -2524153.190618 nChanged 71 SP:Iteration 85Q (4271.098340 sec): 3 clusters Score: Raw -2526112.167413 + Penalty 1953.226900 = -2524158.940513 nChanged 77 SP:Iteration 86Q (4271.186397 sec): 3 clusters Score: Raw -2526119.172170 + Penalty 1953.226900 = -2524165.945270 nChanged 83 SP:Iteration 87Q (4271.273583 sec): 3 clusters Score: Raw -2526127.347241 + Penalty 1953.226900 = -2524174.120341 nChanged 80 SP:Iteration 88Q (4271.358052 sec): 3 clusters Score: Raw -2526135.866882 + Penalty 1953.226900 = -2524182.639982 nChanged 78 SP:Iteration 89Q (4271.435865 sec): 3 clusters Score: Raw -2526143.513091 + Penalty 1953.226900 = -2524190.286191 nChanged 84 SP:Iteration 90Q (4271.528648 sec): 3 clusters Score: Raw -2526153.421481 + Penalty 1953.226900 = -2524200.194581 nChanged 88 SP:Iteration 91Q (4271.617196 sec): 3 clusters Score: Raw -2526164.031026 + Penalty 1953.226900 = -2524210.804126 nChanged 98 SP:Iteration 92Q (4271.696816 sec): 3 clusters Score: Raw -2526177.169246 + Penalty 1953.226900 = -2524223.942346 nChanged 92 SP:Iteration 93Q (4271.785804 sec): 3 clusters Score: Raw -2526189.651079 + Penalty 1953.226900 = -2524236.424179 nChanged 91 SP:Iteration 94Q (4271.873594 sec): 3 clusters Score: Raw -2526200.630602 + Penalty 1953.226900 = -2524247.403702 nChanged 99 SP:Iteration 95Q (4271.953945 sec): 3 clusters Score: Raw -2526215.925249 + Penalty 1953.226900 = -2524262.698349 nChanged 134 SP:Iteration 96Q (4272.049768 sec): 3 clusters Score: Raw -2526235.412544 + Penalty 1953.226900 = -2524282.185644 nChanged 137 SP:Iteration 97Q (4272.126646 sec): 3 clusters Score: Raw -2526259.429174 + Penalty 1953.226900 = -2524306.202274 nChanged 152 SP:Iteration 98Q (4272.218714 sec): 3 clusters Score: Raw -2526287.682831 + Penalty 1953.226900 = -2524334.455931 nChanged 163 SP:Iteration 99Q (4272.305168 sec): 3 clusters Score: Raw -2526316.778010 + Penalty 1953.226900 = -2524363.551110 nChanged 182 SP:Iteration 100F (4272.388602 sec): 3 clusters Score: Raw -2526348.141431 + Penalty 1953.226900 = -2524394.914532 nChanged 194 SP:Iteration 101Q (4272.472596 sec): 3 clusters Score: Raw -2526384.478969 + Penalty 1953.226900 = -2524431.252069 nChanged 198 SP:Iteration 102Q (4272.562893 sec): 3 clusters Score: Raw -2526422.056967 + Penalty 1953.226900 = -2524468.830067 nChanged 222 SP:Iteration 103Q (4272.647066 sec): 3 clusters Score: Raw -2526471.406266 + Penalty 1953.226900 = -2524518.179366 nChanged 239 SP:Iteration 104Q (4272.727425 sec): 3 clusters Score: Raw -2526530.540663 + Penalty 1953.226900 = -2524577.313763 nChanged 269 SP:Iteration 105Q (4272.817994 sec): 3 clusters Score: Raw -2526594.535756 + Penalty 1953.226900 = -2524641.308856 nChanged 273 SP:Iteration 106Q (4272.888113 sec): 3 clusters Score: Raw -2526659.531160 + Penalty 1953.226900 = -2524706.304260 nChanged 276 SP:Iteration 107Q (4272.964335 sec): 3 clusters Score: Raw -2526727.135994 + Penalty 1953.226900 = -2524773.909094 nChanged 277 SP:Iteration 108Q (4273.054687 sec): 3 clusters Score: Raw -2526795.974460 + Penalty 1953.226900 = -2524842.747560 nChanged 285 SP:Iteration 109Q (4273.137931 sec): 3 clusters Score: Raw -2526864.166528 + Penalty 1953.226900 = -2524910.939628 nChanged 304 SP:Iteration 110Q (4273.211097 sec): 3 clusters Score: Raw -2526932.172051 + Penalty 1953.226900 = -2524978.945151 nChanged 317 SP:Iteration 111Q (4273.294082 sec): 3 clusters Score: Raw -2526999.680577 + Penalty 1953.226900 = -2525046.453677 nChanged 294 SP:Iteration 112Q (4273.373281 sec): 3 clusters Score: Raw -2527062.177080 + Penalty 1953.226900 = -2525108.950180 nChanged 283 SP:Iteration 113Q (4273.463832 sec): 3 clusters Score: Raw -2527126.704307 + Penalty 1953.226900 = -2525173.477407 nChanged 307 SP:Iteration 114Q (4273.546925 sec): 3 clusters Score: Raw -2527190.673726 + Penalty 1953.226900 = -2525237.446826 nChanged 305 SP:Iteration 115Q (4273.619376 sec): 3 clusters Score: Raw -2527254.454465 + Penalty 1953.226900 = -2525301.227565 nChanged 325 SP:Iteration 116Q (4273.703152 sec): 3 clusters Score: Raw -2527336.647380 + Penalty 1953.226900 = -2525383.420480 nChanged 335 SP:Iteration 117Q (4273.790733 sec): 3 clusters Score: Raw -2527425.023518 + Penalty 1953.226900 = -2525471.796618 nChanged 326 SP:Iteration 118Q (4273.872574 sec): 3 clusters Score: Raw -2527506.076184 + Penalty 1953.226900 = -2525552.849284 nChanged 316 SP:Iteration 119Q (4273.958060 sec): 3 clusters Score: Raw -2527581.676014 + Penalty 1953.226900 = -2525628.449114 nChanged 314 SP:Iteration 120F (4274.040649 sec): 3 clusters Score: Raw -2527661.683480 + Penalty 1953.226900 = -2525708.456580 nChanged 292 SP:Iteration 121Q (4274.126689 sec): 3 clusters Score: Raw -2527731.465680 + Penalty 1953.226900 = -2525778.238780 nChanged 280 SP:Iteration 122Q (4274.211112 sec): 3 clusters Score: Raw -2527791.985114 + Penalty 1953.226900 = -2525838.758214 nChanged 250 SP:Iteration 123Q (4274.295910 sec): 3 clusters Score: Raw -2527841.969864 + Penalty 1953.226900 = -2525888.742964 nChanged 237 SP:Iteration 124Q (4274.392397 sec): 3 clusters Score: Raw -2527890.012942 + Penalty 1953.226900 = -2525936.786042 nChanged 242 SP:Iteration 125Q (4274.478846 sec): 3 clusters Score: Raw -2527940.457617 + Penalty 1953.226900 = -2525987.230717 nChanged 212 SP:Iteration 126Q (4274.566877 sec): 3 clusters Score: Raw -2527982.181886 + Penalty 1953.226900 = -2526028.954986 nChanged 213 SP:Iteration 127Q (4274.644449 sec): 3 clusters Score: Raw -2528024.512945 + Penalty 1953.226900 = -2526071.286045 nChanged 175 SP:Iteration 128Q (4274.731365 sec): 3 clusters Score: Raw -2528055.587313 + Penalty 1953.226900 = -2526102.360413 nChanged 176 SP:Iteration 129Q (4274.817382 sec): 3 clusters Score: Raw -2528088.308866 + Penalty 1953.226900 = -2526135.081967 nChanged 173 SP:Iteration 130Q (4274.896033 sec): 3 clusters Score: Raw -2528122.703574 + Penalty 1953.226900 = -2526169.476674 nChanged 166 SP:Iteration 131Q (4274.970624 sec): 3 clusters Score: Raw -2528152.845787 + Penalty 1953.226900 = -2526199.618887 nChanged 150 SP:Iteration 132Q (4275.057461 sec): 3 clusters Score: Raw -2528181.247252 + Penalty 1953.226900 = -2526228.020352 nChanged 147 SP:Iteration 133Q (4275.139333 sec): 3 clusters Score: Raw -2528207.618683 + Penalty 1953.226900 = -2526254.391783 nChanged 138 SP:Iteration 134Q (4275.229020 sec): 3 clusters Score: Raw -2528232.697624 + Penalty 1953.226900 = -2526279.470724 nChanged 123 SP:Iteration 135Q (4275.308274 sec): 3 clusters Score: Raw -2528254.249832 + Penalty 1953.226900 = -2526301.022932 nChanged 123 SP:Iteration 136Q (4275.389441 sec): 3 clusters Score: Raw -2528274.006784 + Penalty 1953.226900 = -2526320.779884 nChanged 102 SP:Iteration 137Q (4275.459052 sec): 3 clusters Score: Raw -2528289.091913 + Penalty 1953.226900 = -2526335.865013 nChanged 79 SP:Iteration 138Q (4275.542378 sec): 3 clusters Score: Raw -2528301.477200 + Penalty 1953.226900 = -2526348.250300 nChanged 79 SP:Iteration 139Q (4275.620444 sec): 3 clusters Score: Raw -2528313.612756 + Penalty 1953.226900 = -2526360.385856 nChanged 89 SP:Iteration 140F (4275.703957 sec): 3 clusters Score: Raw -2528327.362903 + Penalty 1953.226900 = -2526374.136004 nChanged 78 SP:Iteration 141Q (4275.787026 sec): 3 clusters Score: Raw -2528339.378288 + Penalty 1953.226900 = -2526386.151388 nChanged 67 SP:Iteration 142Q (4275.865705 sec): 3 clusters Score: Raw -2528350.131683 + Penalty 1953.226900 = -2526396.904783 nChanged 70 SP:Iteration 143Q (4275.951092 sec): 3 clusters Score: Raw -2528360.606283 + Penalty 1953.226900 = -2526407.379383 nChanged 60 SP:Iteration 144Q (4276.041979 sec): 3 clusters Score: Raw -2528368.312291 + Penalty 1953.226900 = -2526415.085391 nChanged 54 SP:Iteration 145Q (4276.129033 sec): 3 clusters Score: Raw -2528377.125101 + Penalty 1953.226900 = -2526423.898201 nChanged 50 SP:Iteration 146Q (4276.216048 sec): 3 clusters Score: Raw -2528383.669202 + Penalty 1953.226900 = -2526430.442302 nChanged 45 SP:Iteration 147Q (4276.302766 sec): 3 clusters Score: Raw -2528389.020547 + Penalty 1953.226900 = -2526435.793647 nChanged 40 SP:Iteration 148Q (4276.387541 sec): 3 clusters Score: Raw -2528393.383029 + Penalty 1953.226900 = -2526440.156129 nChanged 34 SP:Iteration 149Q (4276.472464 sec): 3 clusters Score: Raw -2528397.164812 + Penalty 1953.226900 = -2526443.937912 nChanged 28 SP:Iteration 150Q (4276.557376 sec): 3 clusters Score: Raw -2528400.040131 + Penalty 1953.226900 = -2526446.813231 nChanged 24 SP:Iteration 151Q (4276.642147 sec): 3 clusters Score: Raw -2528402.008197 + Penalty 1953.226900 = -2526448.781297 nChanged 15 SP:Iteration 152Q (4276.727207 sec): 3 clusters Score: Raw -2528403.376437 + Penalty 1953.226900 = -2526450.149537 nChanged 17 SP:Iteration 153Q (4276.810433 sec): 3 clusters Score: Raw -2528404.884247 + Penalty 1953.226900 = -2526451.657347 nChanged 13 SP:Iteration 154Q (4276.879471 sec): 3 clusters Score: Raw -2528406.081926 + Penalty 1953.226900 = -2526452.855026 nChanged 14 SP:Iteration 155Q (4276.967534 sec): 3 clusters Score: Raw -2528407.661303 + Penalty 1953.226900 = -2526454.434403 nChanged 21 SP:Iteration 156Q (4277.035357 sec): 3 clusters Score: Raw -2528410.195266 + Penalty 1953.226900 = -2526456.968366 nChanged 16 SP:Iteration 157Q (4277.119123 sec): 3 clusters Score: Raw -2528411.777951 + Penalty 1953.226900 = -2526458.551051 nChanged 10 SP:Iteration 158Q (4277.190685 sec): 3 clusters Score: Raw -2528412.982596 + Penalty 1953.226900 = -2526459.755696 nChanged 18 SP:Iteration 159Q (4277.266748 sec): 3 clusters Score: Raw -2528414.644779 + Penalty 1953.226900 = -2526461.417879 nChanged 13 SP:Iteration 160F (4277.343447 sec): 3 clusters Score: Raw -2528415.935156 + Penalty 1953.226900 = -2526462.708256 nChanged 14 SP:Iteration 161Q (4277.428543 sec): 3 clusters Score: Raw -2528416.882049 + Penalty 1953.226900 = -2526463.655149 nChanged 13 SP:Iteration 162Q (4277.514990 sec): 3 clusters Score: Raw -2528417.818881 + Penalty 1953.226900 = -2526464.591981 nChanged 11 SP:Iteration 163Q (4277.600059 sec): 3 clusters Score: Raw -2528418.786344 + Penalty 1953.226900 = -2526465.559444 nChanged 10 SP:Iteration 164Q (4277.686446 sec): 3 clusters Score: Raw -2528419.909263 + Penalty 1953.226900 = -2526466.682363 nChanged 14 SP:Iteration 165Q (4277.776336 sec): 3 clusters Score: Raw -2528421.062858 + Penalty 1953.226900 = -2526467.835958 nChanged 8 SP:Iteration 166Q (4277.857076 sec): 3 clusters Score: Raw -2528421.590278 + Penalty 1953.226900 = -2526468.363378 nChanged 2 SP:Iteration 167Q (4277.927779 sec): 3 clusters Score: Raw -2528421.717072 + Penalty 1953.226900 = -2526468.490172 nChanged 1 SP:Iteration 168Q (4278.017945 sec): 3 clusters Score: Raw -2528421.761169 + Penalty 1953.226900 = -2526468.534269 nChanged 1 SP:Iteration 169Q (4278.101869 sec): 3 clusters Score: Raw -2528421.892056 + Penalty 1953.226900 = -2526468.665156 nChanged 3 SP:Iteration 170Q (4278.185914 sec): 3 clusters Score: Raw -2528422.092514 + Penalty 1953.226900 = -2526468.865614 nChanged 1 SP:Iteration 171Q (4278.266812 sec): 3 clusters Score: Raw -2528422.165120 + Penalty 1953.226900 = -2526468.938220 nChanged 2 SP:Iteration 172Q (4278.351976 sec): 3 clusters Score: Raw -2528422.275011 + Penalty 1953.226900 = -2526469.048111 nChanged 3 SP:Iteration 173Q (4278.427080 sec): 3 clusters Score: Raw -2528422.432787 + Penalty 1953.226900 = -2526469.205887 nChanged 2 SP:Iteration 174Q (4278.515133 sec): 3 clusters Score: Raw -2528422.593358 + Penalty 1953.226900 = -2526469.366458 nChanged 1 SP:Iteration 175Q (4278.591948 sec): 3 clusters Score: Raw -2528422.676030 + Penalty 1953.226900 = -2526469.449130 nChanged 1 SP:Iteration 176Q (4278.672452 sec): 3 clusters Score: Raw -2528422.710758 + Penalty 1953.226900 = -2526469.483858 nChanged 0 SP:Iteration 177F (4278.761319 sec): 3 clusters Score: Raw -2528422.710758 + Penalty 1953.226900 = -2526469.483858 nChanged 0 Trying to split cluster 8 (1409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4278.777795 sec): 2 clusters Score: Raw -122333.888603 + Penalty 688.810374 = -121645.078229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4278.830373 sec): 3 clusters Score: Raw -121710.691046 + Penalty 1377.620747 = -120333.070299 nChanged 526 SP:Iteration 1F (4278.874525 sec): 3 clusters Score: Raw -122059.785543 + Penalty 1377.620747 = -120682.164796 nChanged 104 SP:Iteration 2F (4278.932233 sec): 3 clusters Score: Raw -122118.888565 + Penalty 1377.620747 = -120741.267818 nChanged 63 SP:Iteration 3Q (4278.966643 sec): 3 clusters Score: Raw -122154.938193 + Penalty 1377.620747 = -120777.317445 nChanged 49 SP:Iteration 4Q (4279.006915 sec): 3 clusters Score: Raw -122186.919010 + Penalty 1377.620747 = -120809.298263 nChanged 40 SP:Iteration 5Q (4279.054369 sec): 3 clusters Score: Raw -122207.546923 + Penalty 1377.620747 = -120829.926176 nChanged 32 SP:Iteration 6Q (4279.093436 sec): 3 clusters Score: Raw -122227.888265 + Penalty 1377.620747 = -120850.267517 nChanged 26 SP:Iteration 7Q (4279.147794 sec): 3 clusters Score: Raw -122245.090242 + Penalty 1377.620747 = -120867.469494 nChanged 24 SP:Iteration 8Q (4279.183456 sec): 3 clusters Score: Raw -122265.402176 + Penalty 1377.620747 = -120887.781429 nChanged 28 SP:Iteration 9Q (4279.220710 sec): 3 clusters Score: Raw -122278.229285 + Penalty 1377.620747 = -120900.608538 nChanged 18 SP:Iteration 10Q (4279.270893 sec): 3 clusters Score: Raw -122287.096234 + Penalty 1377.620747 = -120909.475487 nChanged 14 SP:Iteration 11Q (4279.313272 sec): 3 clusters Score: Raw -122296.595384 + Penalty 1377.620747 = -120918.974637 nChanged 15 SP:Iteration 12Q (4279.357973 sec): 3 clusters Score: Raw -122302.143775 + Penalty 1377.620747 = -120924.523028 nChanged 7 SP:Iteration 13Q (4279.418683 sec): 3 clusters Score: Raw -122304.895230 + Penalty 1377.620747 = -120927.274483 nChanged 5 SP:Iteration 14Q (4279.460750 sec): 3 clusters Score: Raw -122306.724175 + Penalty 1377.620747 = -120929.103427 nChanged 6 SP:Iteration 15Q (4279.501851 sec): 3 clusters Score: Raw -122308.897220 + Penalty 1377.620747 = -120931.276472 nChanged 5 SP:Iteration 16Q (4279.554060 sec): 3 clusters Score: Raw -122310.432486 + Penalty 1377.620747 = -120932.811739 nChanged 5 SP:Iteration 17Q (4279.599478 sec): 3 clusters Score: Raw -122312.613327 + Penalty 1377.620747 = -120934.992580 nChanged 9 SP:Iteration 18Q (4279.640892 sec): 3 clusters Score: Raw -122314.906327 + Penalty 1377.620747 = -120937.285579 nChanged 2 SP:Iteration 19Q (4279.692682 sec): 3 clusters Score: Raw -122315.430470 + Penalty 1377.620747 = -120937.809723 nChanged 3 SP:Iteration 20F (4279.739006 sec): 3 clusters Score: Raw -122316.674707 + Penalty 1377.620747 = -120939.053960 nChanged 3 SP:Iteration 21Q (4279.792103 sec): 3 clusters Score: Raw -122318.108145 + Penalty 1377.620747 = -120940.487398 nChanged 4 SP:Iteration 22Q (4279.838785 sec): 3 clusters Score: Raw -122320.045910 + Penalty 1377.620747 = -120942.425163 nChanged 4 SP:Iteration 23Q (4279.880487 sec): 3 clusters Score: Raw -122321.159422 + Penalty 1377.620747 = -120943.538675 nChanged 4 SP:Iteration 24Q (4279.916705 sec): 3 clusters Score: Raw -122322.858007 + Penalty 1377.620747 = -120945.237260 nChanged 4 SP:Iteration 25Q (4279.958673 sec): 3 clusters Score: Raw -122325.982663 + Penalty 1377.620747 = -120948.361916 nChanged 4 SP:Iteration 26Q (4280.007505 sec): 3 clusters Score: Raw -122328.025380 + Penalty 1377.620747 = -120950.404633 nChanged 6 SP:Iteration 27Q (4280.056022 sec): 3 clusters Score: Raw -122330.672484 + Penalty 1377.620747 = -120953.051736 nChanged 7 SP:Iteration 28Q (4280.103092 sec): 3 clusters Score: Raw -122333.062730 + Penalty 1377.620747 = -120955.441983 nChanged 5 SP:Iteration 29Q (4280.155306 sec): 3 clusters Score: Raw -122334.422124 + Penalty 1377.620747 = -120956.801377 nChanged 3 SP:Iteration 30Q (4280.201854 sec): 3 clusters Score: Raw -122335.406496 + Penalty 1377.620747 = -120957.785748 nChanged 2 SP:Iteration 31Q (4280.247665 sec): 3 clusters Score: Raw -122336.006242 + Penalty 1377.620747 = -120958.385495 nChanged 1 SP:Iteration 32Q (4280.285834 sec): 3 clusters Score: Raw -122336.881435 + Penalty 1377.620747 = -120959.260687 nChanged 4 SP:Iteration 33Q (4280.331052 sec): 3 clusters Score: Raw -122338.273037 + Penalty 1377.620747 = -120960.652290 nChanged 2 SP:Iteration 34Q (4280.378229 sec): 3 clusters Score: Raw -122339.305352 + Penalty 1377.620747 = -120961.684604 nChanged 2 SP:Iteration 35Q (4280.425109 sec): 3 clusters Score: Raw -122340.360709 + Penalty 1377.620747 = -120962.739962 nChanged 1 SP:Iteration 36Q (4280.477563 sec): 3 clusters Score: Raw -122340.597313 + Penalty 1377.620747 = -120962.976566 nChanged 0 SP:Iteration 37F (4280.513397 sec): 3 clusters Score: Raw -122340.597313 + Penalty 1377.620747 = -120962.976566 nChanged 0 Trying to split cluster 9 (149342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4280.695663 sec): 2 clusters Score: Raw -13299337.187842 + Penalty 1131.829454 = -13298205.358388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4280.935282 sec): 3 clusters Score: Raw -13200019.862265 + Penalty 2263.658909 = -13197756.203356 nChanged 72593 SP:Iteration 1F (4281.174667 sec): 3 clusters Score: Raw -13244526.529592 + Penalty 2263.658909 = -13242262.870684 nChanged 6235 SP:Iteration 2Q (4281.444811 sec): 3 clusters Score: Raw -13246863.708758 + Penalty 2263.658909 = -13244600.049850 nChanged 6935 SP:Iteration 3Q (4281.693427 sec): 3 clusters Score: Raw -13249741.511410 + Penalty 2263.658909 = -13247477.852501 nChanged 7632 SP:Iteration 4F (4281.921209 sec): 3 clusters Score: Raw -13253098.402458 + Penalty 2263.658909 = -13250834.743549 nChanged 8107 SP:Iteration 5F (4282.130891 sec): 3 clusters Score: Raw -13256848.085993 + Penalty 2263.658909 = -13254584.427084 nChanged 8067 SP:Iteration 6F (4282.370084 sec): 3 clusters Score: Raw -13260930.904963 + Penalty 2263.658909 = -13258667.246054 nChanged 8085 SP:Iteration 7F (4282.610711 sec): 3 clusters Score: Raw -13265601.478689 + Penalty 2263.658909 = -13263337.819780 nChanged 7750 SP:Iteration 8F (4282.840351 sec): 3 clusters Score: Raw -13270480.218684 + Penalty 2263.658909 = -13268216.559775 nChanged 6794 SP:Iteration 9Q (4283.087774 sec): 3 clusters Score: Raw -13274333.404222 + Penalty 2263.658909 = -13272069.745313 nChanged 5163 SP:Iteration 10Q (4283.336217 sec): 3 clusters Score: Raw -13276497.053478 + Penalty 2263.658909 = -13274233.394569 nChanged 3652 SP:Iteration 11Q (4283.576292 sec): 3 clusters Score: Raw -13277690.468461 + Penalty 2263.658909 = -13275426.809552 nChanged 3050 SP:Iteration 12Q (4283.831458 sec): 3 clusters Score: Raw -13278632.649968 + Penalty 2263.658909 = -13276368.991060 nChanged 2989 SP:Iteration 13Q (4284.076057 sec): 3 clusters Score: Raw -13279576.696269 + Penalty 2263.658909 = -13277313.037361 nChanged 3147 SP:Iteration 14Q (4284.322432 sec): 3 clusters Score: Raw -13280654.796502 + Penalty 2263.658909 = -13278391.137594 nChanged 3232 SP:Iteration 15Q (4284.557138 sec): 3 clusters Score: Raw -13281882.344811 + Penalty 2263.658909 = -13279618.685902 nChanged 3382 SP:Iteration 16Q (4284.795296 sec): 3 clusters Score: Raw -13283317.499459 + Penalty 2263.658909 = -13281053.840550 nChanged 3439 SP:Iteration 17Q (4285.024524 sec): 3 clusters Score: Raw -13284933.026627 + Penalty 2263.658909 = -13282669.367718 nChanged 3459 SP:Iteration 18Q (4285.232589 sec): 3 clusters Score: Raw -13286744.556294 + Penalty 2263.658909 = -13284480.897385 nChanged 3371 SP:Iteration 19Q (4285.461897 sec): 3 clusters Score: Raw -13288633.546586 + Penalty 2263.658909 = -13286369.887677 nChanged 3169 SP:Iteration 20F (4285.700438 sec): 3 clusters Score: Raw -13290555.973623 + Penalty 2263.658909 = -13288292.314714 nChanged 2885 SP:Iteration 21Q (4285.951613 sec): 3 clusters Score: Raw -13292458.700625 + Penalty 2263.658909 = -13290195.041716 nChanged 2505 SP:Iteration 22Q (4286.170379 sec): 3 clusters Score: Raw -13294151.091230 + Penalty 2263.658909 = -13291887.432322 nChanged 2106 SP:Iteration 23Q (4286.398111 sec): 3 clusters Score: Raw -13295500.145035 + Penalty 2263.658909 = -13293236.486126 nChanged 1753 SP:Iteration 24Q (4286.615529 sec): 3 clusters Score: Raw -13296462.546787 + Penalty 2263.658909 = -13294198.887878 nChanged 1495 SP:Iteration 25Q (4286.845134 sec): 3 clusters Score: Raw -13297182.163115 + Penalty 2263.658909 = -13294918.504207 nChanged 1359 SP:Iteration 26Q (4287.068666 sec): 3 clusters Score: Raw -13297723.318353 + Penalty 2263.658909 = -13295459.659445 nChanged 1247 SP:Iteration 27Q (4287.282208 sec): 3 clusters Score: Raw -13298171.688565 + Penalty 2263.658909 = -13295908.029656 nChanged 1080 SP:Iteration 28Q (4287.506417 sec): 3 clusters Score: Raw -13298540.180152 + Penalty 2263.658909 = -13296276.521243 nChanged 958 SP:Iteration 29Q (4287.711403 sec): 3 clusters Score: Raw -13298865.553422 + Penalty 2263.658909 = -13296601.894513 nChanged 930 SP:Iteration 30Q (4287.928229 sec): 3 clusters Score: Raw -13299211.652401 + Penalty 2263.658909 = -13296947.993492 nChanged 865 SP:Iteration 31Q (4288.137506 sec): 3 clusters Score: Raw -13299549.107654 + Penalty 2263.658909 = -13297285.448746 nChanged 803 SP:Iteration 32Q (4288.346392 sec): 3 clusters Score: Raw -13299869.195015 + Penalty 2263.658909 = -13297605.536106 nChanged 726 SP:Iteration 33Q (4288.550808 sec): 3 clusters Score: Raw -13300166.519927 + Penalty 2263.658909 = -13297902.861018 nChanged 610 SP:Iteration 34Q (4288.745319 sec): 3 clusters Score: Raw -13300408.684667 + Penalty 2263.658909 = -13298145.025758 nChanged 532 SP:Iteration 35Q (4288.937504 sec): 3 clusters Score: Raw -13300607.033649 + Penalty 2263.658909 = -13298343.374740 nChanged 471 SP:Iteration 36Q (4289.140947 sec): 3 clusters Score: Raw -13300777.587022 + Penalty 2263.658909 = -13298513.928113 nChanged 420 SP:Iteration 37Q (4289.342853 sec): 3 clusters Score: Raw -13300926.009668 + Penalty 2263.658909 = -13298662.350759 nChanged 353 SP:Iteration 38Q (4289.559040 sec): 3 clusters Score: Raw -13301042.753508 + Penalty 2263.658909 = -13298779.094599 nChanged 333 SP:Iteration 39Q (4289.767730 sec): 3 clusters Score: Raw -13301133.176755 + Penalty 2263.658909 = -13298869.517847 nChanged 259 SP:Iteration 40F (4290.013165 sec): 3 clusters Score: Raw -13301201.767864 + Penalty 2263.658909 = -13298938.108955 nChanged 202 SP:Iteration 41Q (4290.219328 sec): 3 clusters Score: Raw -13301244.280676 + Penalty 2263.658909 = -13298980.621767 nChanged 166 SP:Iteration 42Q (4290.433045 sec): 3 clusters Score: Raw -13301272.784429 + Penalty 2263.658909 = -13299009.125520 nChanged 151 SP:Iteration 43Q (4290.619814 sec): 3 clusters Score: Raw -13301297.461712 + Penalty 2263.658909 = -13299033.802803 nChanged 125 SP:Iteration 44Q (4290.814831 sec): 3 clusters Score: Raw -13301316.030255 + Penalty 2263.658909 = -13299052.371346 nChanged 104 SP:Iteration 45Q (4291.014629 sec): 3 clusters Score: Raw -13301331.364648 + Penalty 2263.658909 = -13299067.705740 nChanged 80 SP:Iteration 46Q (4291.213626 sec): 3 clusters Score: Raw -13301339.594724 + Penalty 2263.658909 = -13299075.935815 nChanged 61 SP:Iteration 47Q (4291.406485 sec): 3 clusters Score: Raw -13301345.782035 + Penalty 2263.658909 = -13299082.123126 nChanged 53 SP:Iteration 48Q (4291.605235 sec): 3 clusters Score: Raw -13301351.380071 + Penalty 2263.658909 = -13299087.721162 nChanged 60 SP:Iteration 49Q (4291.815401 sec): 3 clusters Score: Raw -13301356.368709 + Penalty 2263.658909 = -13299092.709800 nChanged 44 SP:Iteration 50Q (4292.008386 sec): 3 clusters Score: Raw -13301360.136361 + Penalty 2263.658909 = -13299096.477452 nChanged 50 SP:Iteration 51Q (4292.206753 sec): 3 clusters Score: Raw -13301364.799665 + Penalty 2263.658909 = -13299101.140757 nChanged 45 SP:Iteration 52Q (4292.405583 sec): 3 clusters Score: Raw -13301368.610597 + Penalty 2263.658909 = -13299104.951688 nChanged 42 SP:Iteration 53Q (4292.612973 sec): 3 clusters Score: Raw -13301372.556822 + Penalty 2263.658909 = -13299108.897913 nChanged 43 SP:Iteration 54Q (4292.805227 sec): 3 clusters Score: Raw -13301376.768408 + Penalty 2263.658909 = -13299113.109499 nChanged 38 SP:Iteration 55Q (4293.019365 sec): 3 clusters Score: Raw -13301380.121964 + Penalty 2263.658909 = -13299116.463055 nChanged 31 SP:Iteration 56Q (4293.242008 sec): 3 clusters Score: Raw -13301382.531546 + Penalty 2263.658909 = -13299118.872637 nChanged 30 SP:Iteration 57Q (4293.436806 sec): 3 clusters Score: Raw -13301384.444983 + Penalty 2263.658909 = -13299120.786075 nChanged 32 SP:Iteration 58Q (4293.643198 sec): 3 clusters Score: Raw -13301386.590574 + Penalty 2263.658909 = -13299122.931666 nChanged 31 SP:Iteration 59Q (4293.834016 sec): 3 clusters Score: Raw -13301388.396079 + Penalty 2263.658909 = -13299124.737171 nChanged 22 SP:Iteration 60F (4294.076918 sec): 3 clusters Score: Raw -13301389.591051 + Penalty 2263.658909 = -13299125.932142 nChanged 18 SP:Iteration 61Q (4294.261624 sec): 3 clusters Score: Raw -13301390.631773 + Penalty 2263.658909 = -13299126.972865 nChanged 13 SP:Iteration 62Q (4294.463680 sec): 3 clusters Score: Raw -13301391.421675 + Penalty 2263.658909 = -13299127.762766 nChanged 10 SP:Iteration 63Q (4294.657104 sec): 3 clusters Score: Raw -13301391.898059 + Penalty 2263.658909 = -13299128.239150 nChanged 10 SP:Iteration 64Q (4294.857745 sec): 3 clusters Score: Raw -13301392.216959 + Penalty 2263.658909 = -13299128.558050 nChanged 13 SP:Iteration 65Q (4295.054757 sec): 3 clusters Score: Raw -13301393.006215 + Penalty 2263.658909 = -13299129.347306 nChanged 12 SP:Iteration 66Q (4295.246257 sec): 3 clusters Score: Raw -13301393.464910 + Penalty 2263.658909 = -13299129.806002 nChanged 6 SP:Iteration 67Q (4295.442007 sec): 3 clusters Score: Raw -13301393.717841 + Penalty 2263.658909 = -13299130.058933 nChanged 3 SP:Iteration 68Q (4295.633501 sec): 3 clusters Score: Raw -13301393.905945 + Penalty 2263.658909 = -13299130.247037 nChanged 4 SP:Iteration 69Q (4295.832046 sec): 3 clusters Score: Raw -13301394.034103 + Penalty 2263.658909 = -13299130.375194 nChanged 7 SP:Iteration 70Q (4296.036524 sec): 3 clusters Score: Raw -13301394.369125 + Penalty 2263.658909 = -13299130.710216 nChanged 7 SP:Iteration 71Q (4296.233632 sec): 3 clusters Score: Raw -13301394.537652 + Penalty 2263.658909 = -13299130.878743 nChanged 1 SP:Iteration 72Q (4296.448825 sec): 3 clusters Score: Raw -13301394.587655 + Penalty 2263.658909 = -13299130.928746 nChanged 1 SP:Iteration 73Q (4296.657112 sec): 3 clusters Score: Raw -13301394.617964 + Penalty 2263.658909 = -13299130.959056 nChanged 1 SP:Iteration 74Q (4296.868442 sec): 3 clusters Score: Raw -13301394.640132 + Penalty 2263.658909 = -13299130.981223 nChanged 3 SP:Iteration 75Q (4297.075093 sec): 3 clusters Score: Raw -13301394.819154 + Penalty 2263.658909 = -13299131.160245 nChanged 6 SP:Iteration 76Q (4297.263271 sec): 3 clusters Score: Raw -13301395.113020 + Penalty 2263.658909 = -13299131.454111 nChanged 9 SP:Iteration 77Q (4297.465272 sec): 3 clusters Score: Raw -13301395.426888 + Penalty 2263.658909 = -13299131.767979 nChanged 1 SP:Iteration 78Q (4297.667143 sec): 3 clusters Score: Raw -13301395.455201 + Penalty 2263.658909 = -13299131.796293 nChanged 1 SP:Iteration 79Q (4297.864995 sec): 3 clusters Score: Raw -13301395.489304 + Penalty 2263.658909 = -13299131.830396 nChanged 2 SP:Iteration 80F (4298.096527 sec): 3 clusters Score: Raw -13301395.509265 + Penalty 2263.658909 = -13299131.850356 nChanged 0 Score: Raw -45200505.959439 + Penalty 37576.607717 = -45162929.351722 Splitting cluster 9 changes total score from -45160948.733685 to -45162929.351722 So it's getting split into cluster 30. Trying to split cluster 10 (4033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4306.258957 sec): 2 clusters Score: Raw -334484.058031 + Penalty 788.715251 = -333695.342781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4306.313695 sec): 3 clusters Score: Raw -332223.803263 + Penalty 1577.430501 = -330646.372762 nChanged 1712 SP:Iteration 1F (4306.356133 sec): 3 clusters Score: Raw -333181.309143 + Penalty 1577.430501 = -331603.878642 nChanged 289 SP:Iteration 2F (4306.404336 sec): 3 clusters Score: Raw -333384.609247 + Penalty 1577.430501 = -331807.178746 nChanged 285 SP:Iteration 3F (4306.467321 sec): 3 clusters Score: Raw -333633.475450 + Penalty 1577.430501 = -332056.044949 nChanged 317 SP:Iteration 4F (4306.501010 sec): 3 clusters Score: Raw -333897.366363 + Penalty 1577.430501 = -332319.935862 nChanged 289 SP:Iteration 5F (4306.547036 sec): 3 clusters Score: Raw -334119.516866 + Penalty 1577.430501 = -332542.086365 nChanged 250 SP:Iteration 6F (4306.590635 sec): 3 clusters Score: Raw -334276.862210 + Penalty 1577.430501 = -332699.431709 nChanged 177 SP:Iteration 7Q (4306.636921 sec): 3 clusters Score: Raw -334368.109840 + Penalty 1577.430501 = -332790.679339 nChanged 123 SP:Iteration 8Q (4306.692567 sec): 3 clusters Score: Raw -334420.420042 + Penalty 1577.430501 = -332842.989541 nChanged 92 SP:Iteration 9Q (4306.739283 sec): 3 clusters Score: Raw -334459.640102 + Penalty 1577.430501 = -332882.209601 nChanged 71 SP:Iteration 10Q (4306.777659 sec): 3 clusters Score: Raw -334486.480696 + Penalty 1577.430501 = -332909.050195 nChanged 67 SP:Iteration 11Q (4306.836245 sec): 3 clusters Score: Raw -334510.725925 + Penalty 1577.430501 = -332933.295424 nChanged 61 SP:Iteration 12Q (4306.875148 sec): 3 clusters Score: Raw -334537.346810 + Penalty 1577.430501 = -332959.916309 nChanged 71 SP:Iteration 13Q (4306.925273 sec): 3 clusters Score: Raw -334575.192789 + Penalty 1577.430501 = -332997.762288 nChanged 78 SP:Iteration 14Q (4306.974726 sec): 3 clusters Score: Raw -334612.492892 + Penalty 1577.430501 = -333035.062391 nChanged 75 SP:Iteration 15Q (4307.020166 sec): 3 clusters Score: Raw -334643.491204 + Penalty 1577.430501 = -333066.060703 nChanged 55 SP:Iteration 16Q (4307.070218 sec): 3 clusters Score: Raw -334663.464690 + Penalty 1577.430501 = -333086.034189 nChanged 50 SP:Iteration 17Q (4307.117170 sec): 3 clusters Score: Raw -334683.219459 + Penalty 1577.430501 = -333105.788958 nChanged 50 SP:Iteration 18Q (4307.165921 sec): 3 clusters Score: Raw -334705.092435 + Penalty 1577.430501 = -333127.661934 nChanged 53 SP:Iteration 19Q (4307.210546 sec): 3 clusters Score: Raw -334731.032069 + Penalty 1577.430501 = -333153.601568 nChanged 50 SP:Iteration 20F (4307.256301 sec): 3 clusters Score: Raw -334750.140341 + Penalty 1577.430501 = -333172.709840 nChanged 47 SP:Iteration 21Q (4307.304549 sec): 3 clusters Score: Raw -334763.355586 + Penalty 1577.430501 = -333185.925085 nChanged 24 SP:Iteration 22Q (4307.362817 sec): 3 clusters Score: Raw -334771.298267 + Penalty 1577.430501 = -333193.867766 nChanged 28 SP:Iteration 23Q (4307.400836 sec): 3 clusters Score: Raw -334781.705275 + Penalty 1577.430501 = -333204.274774 nChanged 32 SP:Iteration 24Q (4307.439456 sec): 3 clusters Score: Raw -334798.154247 + Penalty 1577.430501 = -333220.723746 nChanged 38 SP:Iteration 25Q (4307.488243 sec): 3 clusters Score: Raw -334811.648983 + Penalty 1577.430501 = -333234.218482 nChanged 33 SP:Iteration 26Q (4307.537495 sec): 3 clusters Score: Raw -334819.532651 + Penalty 1577.430501 = -333242.102150 nChanged 16 SP:Iteration 27Q (4307.590111 sec): 3 clusters Score: Raw -334822.525359 + Penalty 1577.430501 = -333245.094857 nChanged 13 SP:Iteration 28Q (4307.642568 sec): 3 clusters Score: Raw -334826.439058 + Penalty 1577.430501 = -333249.008557 nChanged 10 SP:Iteration 29Q (4307.697222 sec): 3 clusters Score: Raw -334828.510205 + Penalty 1577.430501 = -333251.079704 nChanged 10 SP:Iteration 30Q (4307.749582 sec): 3 clusters Score: Raw -334830.632980 + Penalty 1577.430501 = -333253.202479 nChanged 9 SP:Iteration 31Q (4307.791360 sec): 3 clusters Score: Raw -334833.156184 + Penalty 1577.430501 = -333255.725683 nChanged 9 SP:Iteration 32Q (4307.847369 sec): 3 clusters Score: Raw -334836.637697 + Penalty 1577.430501 = -333259.207196 nChanged 10 SP:Iteration 33Q (4307.894723 sec): 3 clusters Score: Raw -334838.575102 + Penalty 1577.430501 = -333261.144601 nChanged 5 SP:Iteration 34Q (4307.951079 sec): 3 clusters Score: Raw -334839.443036 + Penalty 1577.430501 = -333262.012535 nChanged 9 SP:Iteration 35Q (4307.998506 sec): 3 clusters Score: Raw -334842.559528 + Penalty 1577.430501 = -333265.129027 nChanged 12 SP:Iteration 36Q (4308.041432 sec): 3 clusters Score: Raw -334845.975703 + Penalty 1577.430501 = -333268.545202 nChanged 10 SP:Iteration 37Q (4308.095357 sec): 3 clusters Score: Raw -334847.957955 + Penalty 1577.430501 = -333270.527453 nChanged 9 SP:Iteration 38Q (4308.148609 sec): 3 clusters Score: Raw -334849.968786 + Penalty 1577.430501 = -333272.538285 nChanged 8 SP:Iteration 39Q (4308.206241 sec): 3 clusters Score: Raw -334853.599900 + Penalty 1577.430501 = -333276.169398 nChanged 12 SP:Iteration 40F (4308.244836 sec): 3 clusters Score: Raw -334857.470221 + Penalty 1577.430501 = -333280.039720 nChanged 9 SP:Iteration 41Q (4308.302421 sec): 3 clusters Score: Raw -334859.816319 + Penalty 1577.430501 = -333282.385818 nChanged 8 SP:Iteration 42Q (4308.342756 sec): 3 clusters Score: Raw -334861.257913 + Penalty 1577.430501 = -333283.827412 nChanged 7 SP:Iteration 43Q (4308.399272 sec): 3 clusters Score: Raw -334862.662858 + Penalty 1577.430501 = -333285.232357 nChanged 7 SP:Iteration 44Q (4308.441509 sec): 3 clusters Score: Raw -334864.503011 + Penalty 1577.430501 = -333287.072510 nChanged 4 SP:Iteration 45Q (4308.492649 sec): 3 clusters Score: Raw -334865.590186 + Penalty 1577.430501 = -333288.159685 nChanged 4 SP:Iteration 46Q (4308.546718 sec): 3 clusters Score: Raw -334866.168997 + Penalty 1577.430501 = -333288.738496 nChanged 2 SP:Iteration 47Q (4308.596669 sec): 3 clusters Score: Raw -334866.302237 + Penalty 1577.430501 = -333288.871736 nChanged 0 SP:Iteration 48F (4308.643996 sec): 3 clusters Score: Raw -334866.302237 + Penalty 1577.430501 = -333288.871736 nChanged 0 Trying to split cluster 12 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4308.675808 sec): 2 clusters Score: Raw -16182.445892 + Penalty 554.307020 = -15628.138871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4308.716766 sec): 3 clusters Score: Raw -16320.939630 + Penalty 1108.614040 = -15212.325590 nChanged 110 SP:Iteration 1F (4308.763272 sec): 3 clusters Score: Raw -16713.812008 + Penalty 1108.614040 = -15605.197968 nChanged 41 SP:Iteration 2F (4308.796985 sec): 3 clusters Score: Raw -16902.319079 + Penalty 1108.614040 = -15793.705039 nChanged 13 SP:Iteration 3Q (4308.853964 sec): 3 clusters Score: Raw -16978.246999 + Penalty 1108.614040 = -15869.632959 nChanged 4 SP:Iteration 4Q (4308.900850 sec): 3 clusters Score: Raw -17000.169821 + Penalty 1108.614040 = -15891.555781 nChanged 3 SP:Iteration 5Q (4308.925711 sec): 3 clusters Score: Raw -17018.009669 + Penalty 1108.614040 = -15909.395629 nChanged 2 SP:Iteration 6Q (4308.968390 sec): 3 clusters Score: Raw -17055.402003 + Penalty 1108.614040 = -15946.787963 nChanged 1 SP:Iteration 7Q (4309.013246 sec): 3 clusters Score: Raw -17056.729504 + Penalty 1108.614040 = -15948.115464 nChanged 1 SP:Iteration 8Q (4309.055109 sec): 3 clusters Score: Raw -17062.554986 + Penalty 1108.614040 = -15953.940946 nChanged 1 SP:Iteration 9Q (4309.102707 sec): 3 clusters Score: Raw -17064.252759 + Penalty 1108.614040 = -15955.638718 nChanged 2 SP:Iteration 10Q (4309.139756 sec): 3 clusters Score: Raw -17076.408408 + Penalty 1108.614040 = -15967.794368 nChanged 0 SP:Iteration 11F (4309.183867 sec): 3 clusters Score: Raw -17076.408408 + Penalty 1108.614040 = -15967.794368 nChanged 0 Score: Raw -45201399.921956 + Penalty 38829.161308 = -45162570.760648 Splitting cluster 12 changes total score from -45160948.733685 to -45162570.760648 So it's getting split into cluster 31. Trying to split cluster 13 (1115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4317.476685 sec): 2 clusters Score: Raw -91095.152280 + Penalty 666.577920 = -90428.574360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4317.514536 sec): 3 clusters Score: Raw -90642.748036 + Penalty 1333.155840 = -89309.592196 nChanged 410 SP:Iteration 1F (4317.571553 sec): 3 clusters Score: Raw -90902.303095 + Penalty 1333.155840 = -89569.147255 nChanged 86 SP:Iteration 2F (4317.614516 sec): 3 clusters Score: Raw -90971.314460 + Penalty 1333.155840 = -89638.158620 nChanged 74 SP:Iteration 3F (4317.661682 sec): 3 clusters Score: Raw -91048.668117 + Penalty 1333.155840 = -89715.512277 nChanged 65 SP:Iteration 4F (4317.703182 sec): 3 clusters Score: Raw -91112.931225 + Penalty 1333.155840 = -89779.775385 nChanged 45 SP:Iteration 5Q (4317.760178 sec): 3 clusters Score: Raw -91155.199236 + Penalty 1333.155840 = -89822.043396 nChanged 44 SP:Iteration 6Q (4317.801828 sec): 3 clusters Score: Raw -91200.270366 + Penalty 1333.155840 = -89867.114526 nChanged 36 SP:Iteration 7Q (4317.849229 sec): 3 clusters Score: Raw -91231.866062 + Penalty 1333.155840 = -89898.710222 nChanged 32 SP:Iteration 8Q (4317.898436 sec): 3 clusters Score: Raw -91262.391154 + Penalty 1333.155840 = -89929.235314 nChanged 24 SP:Iteration 9Q (4317.946000 sec): 3 clusters Score: Raw -91286.423087 + Penalty 1333.155840 = -89953.267247 nChanged 26 SP:Iteration 10Q (4317.981561 sec): 3 clusters Score: Raw -91315.214994 + Penalty 1333.155840 = -89982.059154 nChanged 21 SP:Iteration 11Q (4318.027432 sec): 3 clusters Score: Raw -91331.022398 + Penalty 1333.155840 = -89997.866558 nChanged 21 SP:Iteration 12Q (4318.073667 sec): 3 clusters Score: Raw -91369.480115 + Penalty 1333.155840 = -90036.324275 nChanged 21 SP:Iteration 13Q (4318.121587 sec): 3 clusters Score: Raw -91388.530898 + Penalty 1333.155840 = -90055.375058 nChanged 19 SP:Iteration 14Q (4318.167193 sec): 3 clusters Score: Raw -91403.888225 + Penalty 1333.155840 = -90070.732385 nChanged 10 SP:Iteration 15Q (4318.214634 sec): 3 clusters Score: Raw -91413.523943 + Penalty 1333.155840 = -90080.368103 nChanged 5 SP:Iteration 16Q (4318.265189 sec): 3 clusters Score: Raw -91419.208442 + Penalty 1333.155840 = -90086.052602 nChanged 8 SP:Iteration 17Q (4318.313542 sec): 3 clusters Score: Raw -91439.127947 + Penalty 1333.155840 = -90105.972107 nChanged 4 SP:Iteration 18Q (4318.355294 sec): 3 clusters Score: Raw -91445.217353 + Penalty 1333.155840 = -90112.061513 nChanged 5 SP:Iteration 19Q (4318.408228 sec): 3 clusters Score: Raw -91449.363384 + Penalty 1333.155840 = -90116.207544 nChanged 8 SP:Iteration 20F (4318.455353 sec): 3 clusters Score: Raw -91456.000140 + Penalty 1333.155840 = -90122.844300 nChanged 6 SP:Iteration 21Q (4318.496225 sec): 3 clusters Score: Raw -91461.774928 + Penalty 1333.155840 = -90128.619088 nChanged 2 SP:Iteration 22Q (4318.552756 sec): 3 clusters Score: Raw -91462.999448 + Penalty 1333.155840 = -90129.843608 nChanged 1 SP:Iteration 23Q (4318.602015 sec): 3 clusters Score: Raw -91463.674168 + Penalty 1333.155840 = -90130.518328 nChanged 0 SP:Iteration 24F (4318.638256 sec): 3 clusters Score: Raw -91463.674168 + Penalty 1333.155840 = -90130.518328 nChanged 0 Trying to split cluster 14 (14998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4318.683764 sec): 2 clusters Score: Raw -1279254.914177 + Penalty 913.488853 = -1278341.425324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4318.742082 sec): 3 clusters Score: Raw -1270178.480058 + Penalty 1826.977706 = -1268351.502352 nChanged 6835 SP:Iteration 1F (4318.801154 sec): 3 clusters Score: Raw -1274053.438322 + Penalty 1826.977706 = -1272226.460616 nChanged 933 SP:Iteration 2F (4318.872948 sec): 3 clusters Score: Raw -1274476.262722 + Penalty 1826.977706 = -1272649.285015 nChanged 913 SP:Iteration 3F (4318.941085 sec): 3 clusters Score: Raw -1275001.429630 + Penalty 1826.977706 = -1273174.451923 nChanged 1042 SP:Iteration 4F (4319.007577 sec): 3 clusters Score: Raw -1275864.645931 + Penalty 1826.977706 = -1274037.668225 nChanged 1167 SP:Iteration 5F (4319.057877 sec): 3 clusters Score: Raw -1277114.162618 + Penalty 1826.977706 = -1275287.184912 nChanged 1275 SP:Iteration 6F (4319.123442 sec): 3 clusters Score: Raw -1278495.790152 + Penalty 1826.977706 = -1276668.812445 nChanged 1121 SP:Iteration 7F (4319.198437 sec): 3 clusters Score: Raw -1279621.073101 + Penalty 1826.977706 = -1277794.095394 nChanged 874 SP:Iteration 8F (4319.252471 sec): 3 clusters Score: Raw -1280383.062703 + Penalty 1826.977706 = -1278556.084997 nChanged 635 SP:Iteration 9Q (4319.323216 sec): 3 clusters Score: Raw -1280818.001925 + Penalty 1826.977706 = -1278991.024218 nChanged 459 SP:Iteration 10Q (4319.389252 sec): 3 clusters Score: Raw -1281086.598278 + Penalty 1826.977706 = -1279259.620572 nChanged 346 SP:Iteration 11Q (4319.453704 sec): 3 clusters Score: Raw -1281257.309777 + Penalty 1826.977706 = -1279430.332071 nChanged 256 SP:Iteration 12Q (4319.513486 sec): 3 clusters Score: Raw -1281357.569792 + Penalty 1826.977706 = -1279530.592086 nChanged 174 SP:Iteration 13Q (4319.589110 sec): 3 clusters Score: Raw -1281409.440704 + Penalty 1826.977706 = -1279582.462998 nChanged 124 SP:Iteration 14Q (4319.659810 sec): 3 clusters Score: Raw -1281444.832790 + Penalty 1826.977706 = -1279617.855084 nChanged 108 SP:Iteration 15Q (4319.718462 sec): 3 clusters Score: Raw -1281475.702387 + Penalty 1826.977706 = -1279648.724681 nChanged 86 SP:Iteration 16Q (4319.788671 sec): 3 clusters Score: Raw -1281499.060515 + Penalty 1826.977706 = -1279672.082808 nChanged 70 SP:Iteration 17Q (4319.845514 sec): 3 clusters Score: Raw -1281518.918782 + Penalty 1826.977706 = -1279691.941076 nChanged 59 SP:Iteration 18Q (4319.919920 sec): 3 clusters Score: Raw -1281534.838223 + Penalty 1826.977706 = -1279707.860517 nChanged 55 SP:Iteration 19Q (4319.988965 sec): 3 clusters Score: Raw -1281544.837763 + Penalty 1826.977706 = -1279717.860057 nChanged 40 SP:Iteration 20F (4320.054478 sec): 3 clusters Score: Raw -1281550.790117 + Penalty 1826.977706 = -1279723.812411 nChanged 33 SP:Iteration 21Q (4320.112490 sec): 3 clusters Score: Raw -1281556.527015 + Penalty 1826.977706 = -1279729.549309 nChanged 33 SP:Iteration 22Q (4320.186870 sec): 3 clusters Score: Raw -1281560.355758 + Penalty 1826.977706 = -1279733.378051 nChanged 19 SP:Iteration 23Q (4320.245763 sec): 3 clusters Score: Raw -1281561.925176 + Penalty 1826.977706 = -1279734.947469 nChanged 16 SP:Iteration 24Q (4320.319334 sec): 3 clusters Score: Raw -1281563.887924 + Penalty 1826.977706 = -1279736.910218 nChanged 20 SP:Iteration 25Q (4320.386614 sec): 3 clusters Score: Raw -1281567.819830 + Penalty 1826.977706 = -1279740.842124 nChanged 19 SP:Iteration 26Q (4320.451583 sec): 3 clusters Score: Raw -1281571.524295 + Penalty 1826.977706 = -1279744.546589 nChanged 20 SP:Iteration 27Q (4320.514234 sec): 3 clusters Score: Raw -1281577.802477 + Penalty 1826.977706 = -1279750.824770 nChanged 19 SP:Iteration 28Q (4320.581202 sec): 3 clusters Score: Raw -1281581.048377 + Penalty 1826.977706 = -1279754.070671 nChanged 11 SP:Iteration 29Q (4320.639346 sec): 3 clusters Score: Raw -1281582.599885 + Penalty 1826.977706 = -1279755.622179 nChanged 9 SP:Iteration 30Q (4320.717488 sec): 3 clusters Score: Raw -1281584.337814 + Penalty 1826.977706 = -1279757.360108 nChanged 17 SP:Iteration 31Q (4320.784532 sec): 3 clusters Score: Raw -1281588.258850 + Penalty 1826.977706 = -1279761.281144 nChanged 19 SP:Iteration 32Q (4320.841787 sec): 3 clusters Score: Raw -1281594.079439 + Penalty 1826.977706 = -1279767.101733 nChanged 25 SP:Iteration 33Q (4320.916858 sec): 3 clusters Score: Raw -1281602.451969 + Penalty 1826.977706 = -1279775.474263 nChanged 34 SP:Iteration 34Q (4320.972037 sec): 3 clusters Score: Raw -1281618.549563 + Penalty 1826.977706 = -1279791.571857 nChanged 41 SP:Iteration 35Q (4321.048992 sec): 3 clusters Score: Raw -1281649.713940 + Penalty 1826.977706 = -1279822.736234 nChanged 54 SP:Iteration 36Q (4321.113424 sec): 3 clusters Score: Raw -1281689.933359 + Penalty 1826.977706 = -1279862.955653 nChanged 61 SP:Iteration 37Q (4321.173355 sec): 3 clusters Score: Raw -1281716.901559 + Penalty 1826.977706 = -1279889.923853 nChanged 65 SP:Iteration 38Q (4321.229957 sec): 3 clusters Score: Raw -1281739.206626 + Penalty 1826.977706 = -1279912.228919 nChanged 48 SP:Iteration 39Q (4321.300933 sec): 3 clusters Score: Raw -1281750.669325 + Penalty 1826.977706 = -1279923.691619 nChanged 49 SP:Iteration 40F (4321.367534 sec): 3 clusters Score: Raw -1281761.250944 + Penalty 1826.977706 = -1279934.273238 nChanged 32 SP:Iteration 41Q (4321.430873 sec): 3 clusters Score: Raw -1281769.162510 + Penalty 1826.977706 = -1279942.184804 nChanged 32 SP:Iteration 42Q (4321.497220 sec): 3 clusters Score: Raw -1281774.703971 + Penalty 1826.977706 = -1279947.726265 nChanged 26 SP:Iteration 43Q (4321.565812 sec): 3 clusters Score: Raw -1281777.766799 + Penalty 1826.977706 = -1279950.789093 nChanged 15 SP:Iteration 44Q (4321.631221 sec): 3 clusters Score: Raw -1281779.657116 + Penalty 1826.977706 = -1279952.679410 nChanged 14 SP:Iteration 45Q (4321.693393 sec): 3 clusters Score: Raw -1281781.659041 + Penalty 1826.977706 = -1279954.681335 nChanged 14 SP:Iteration 46Q (4321.753461 sec): 3 clusters Score: Raw -1281782.935115 + Penalty 1826.977706 = -1279955.957409 nChanged 5 SP:Iteration 47Q (4321.817316 sec): 3 clusters Score: Raw -1281783.226047 + Penalty 1826.977706 = -1279956.248340 nChanged 3 SP:Iteration 48Q (4321.880364 sec): 3 clusters Score: Raw -1281783.666419 + Penalty 1826.977706 = -1279956.688713 nChanged 3 SP:Iteration 49Q (4321.940091 sec): 3 clusters Score: Raw -1281784.008261 + Penalty 1826.977706 = -1279957.030555 nChanged 2 SP:Iteration 50Q (4322.002312 sec): 3 clusters Score: Raw -1281784.116247 + Penalty 1826.977706 = -1279957.138541 nChanged 1 SP:Iteration 51Q (4322.080517 sec): 3 clusters Score: Raw -1281784.159243 + Penalty 1826.977706 = -1279957.181537 nChanged 0 SP:Iteration 52F (4322.139846 sec): 3 clusters Score: Raw -1281784.159243 + Penalty 1826.977706 = -1279957.181537 nChanged 0 Score: Raw -45203929.167022 + Penalty 40081.714898 = -45163847.452124 Splitting cluster 14 changes total score from -45160948.733685 to -45163847.452124 So it's getting split into cluster 32. Trying to split cluster 15 (6031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4330.674998 sec): 2 clusters Score: Raw -540572.201791 + Penalty 826.943471 = -539745.258321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4330.730307 sec): 3 clusters Score: Raw -537180.321957 + Penalty 1653.886942 = -535526.435016 nChanged 2615 SP:Iteration 1F (4330.784589 sec): 3 clusters Score: Raw -538713.309119 + Penalty 1653.886942 = -537059.422177 nChanged 451 SP:Iteration 2F (4330.834276 sec): 3 clusters Score: Raw -538958.407546 + Penalty 1653.886942 = -537304.520604 nChanged 321 SP:Iteration 3F (4330.886716 sec): 3 clusters Score: Raw -539122.625746 + Penalty 1653.886942 = -537468.738804 nChanged 273 SP:Iteration 4Q (4330.925640 sec): 3 clusters Score: Raw -539249.123319 + Penalty 1653.886942 = -537595.236378 nChanged 262 SP:Iteration 5Q (4330.981875 sec): 3 clusters Score: Raw -539379.980039 + Penalty 1653.886942 = -537726.093097 nChanged 246 SP:Iteration 6Q (4331.034379 sec): 3 clusters Score: Raw -539527.506551 + Penalty 1653.886942 = -537873.619609 nChanged 255 SP:Iteration 7Q (4331.090450 sec): 3 clusters Score: Raw -539690.513086 + Penalty 1653.886942 = -538036.626144 nChanged 239 SP:Iteration 8Q (4331.146414 sec): 3 clusters Score: Raw -539836.848619 + Penalty 1653.886942 = -538182.961678 nChanged 213 SP:Iteration 9Q (4331.197588 sec): 3 clusters Score: Raw -539966.631057 + Penalty 1653.886942 = -538312.744116 nChanged 187 SP:Iteration 10Q (4331.252199 sec): 3 clusters Score: Raw -540084.554665 + Penalty 1653.886942 = -538430.667723 nChanged 183 SP:Iteration 11Q (4331.307469 sec): 3 clusters Score: Raw -540195.655366 + Penalty 1653.886942 = -538541.768424 nChanged 146 SP:Iteration 12Q (4331.359995 sec): 3 clusters Score: Raw -540277.868496 + Penalty 1653.886942 = -538623.981554 nChanged 129 SP:Iteration 13Q (4331.415358 sec): 3 clusters Score: Raw -540350.302723 + Penalty 1653.886942 = -538696.415781 nChanged 109 SP:Iteration 14Q (4331.466412 sec): 3 clusters Score: Raw -540405.594464 + Penalty 1653.886942 = -538751.707523 nChanged 77 SP:Iteration 15Q (4331.525317 sec): 3 clusters Score: Raw -540445.363994 + Penalty 1653.886942 = -538791.477052 nChanged 81 SP:Iteration 16Q (4331.572325 sec): 3 clusters Score: Raw -540490.383321 + Penalty 1653.886942 = -538836.496380 nChanged 74 SP:Iteration 17Q (4331.619937 sec): 3 clusters Score: Raw -540527.349329 + Penalty 1653.886942 = -538873.462387 nChanged 57 SP:Iteration 18Q (4331.677269 sec): 3 clusters Score: Raw -540555.920198 + Penalty 1653.886942 = -538902.033257 nChanged 44 SP:Iteration 19Q (4331.721871 sec): 3 clusters Score: Raw -540576.542034 + Penalty 1653.886942 = -538922.655092 nChanged 30 SP:Iteration 20F (4331.764765 sec): 3 clusters Score: Raw -540586.960844 + Penalty 1653.886942 = -538933.073902 nChanged 21 SP:Iteration 21Q (4331.827445 sec): 3 clusters Score: Raw -540595.852417 + Penalty 1653.886942 = -538941.965475 nChanged 20 SP:Iteration 22Q (4331.876565 sec): 3 clusters Score: Raw -540606.085433 + Penalty 1653.886942 = -538952.198492 nChanged 19 SP:Iteration 23Q (4331.928721 sec): 3 clusters Score: Raw -540613.669734 + Penalty 1653.886942 = -538959.782792 nChanged 14 SP:Iteration 24Q (4331.978812 sec): 3 clusters Score: Raw -540620.102188 + Penalty 1653.886942 = -538966.215247 nChanged 18 SP:Iteration 25Q (4332.029933 sec): 3 clusters Score: Raw -540627.885883 + Penalty 1653.886942 = -538973.998941 nChanged 15 SP:Iteration 26Q (4332.070536 sec): 3 clusters Score: Raw -540634.119313 + Penalty 1653.886942 = -538980.232372 nChanged 13 SP:Iteration 27Q (4332.122423 sec): 3 clusters Score: Raw -540641.649716 + Penalty 1653.886942 = -538987.762774 nChanged 14 SP:Iteration 28Q (4332.179989 sec): 3 clusters Score: Raw -540648.309754 + Penalty 1653.886942 = -538994.422812 nChanged 13 SP:Iteration 29Q (4332.233064 sec): 3 clusters Score: Raw -540655.583949 + Penalty 1653.886942 = -539001.697007 nChanged 8 SP:Iteration 30Q (4332.281521 sec): 3 clusters Score: Raw -540658.947284 + Penalty 1653.886942 = -539005.060342 nChanged 7 SP:Iteration 31Q (4332.329982 sec): 3 clusters Score: Raw -540662.197429 + Penalty 1653.886942 = -539008.310488 nChanged 8 SP:Iteration 32Q (4332.389208 sec): 3 clusters Score: Raw -540665.398952 + Penalty 1653.886942 = -539011.512010 nChanged 6 SP:Iteration 33Q (4332.434691 sec): 3 clusters Score: Raw -540668.426259 + Penalty 1653.886942 = -539014.539317 nChanged 10 SP:Iteration 34Q (4332.488058 sec): 3 clusters Score: Raw -540674.400383 + Penalty 1653.886942 = -539020.513441 nChanged 6 SP:Iteration 35Q (4332.540007 sec): 3 clusters Score: Raw -540677.592479 + Penalty 1653.886942 = -539023.705538 nChanged 5 SP:Iteration 36Q (4332.593770 sec): 3 clusters Score: Raw -540681.753693 + Penalty 1653.886942 = -539027.866751 nChanged 8 SP:Iteration 37Q (4332.648879 sec): 3 clusters Score: Raw -540687.905315 + Penalty 1653.886942 = -539034.018374 nChanged 4 SP:Iteration 38Q (4332.707074 sec): 3 clusters Score: Raw -540690.118817 + Penalty 1653.886942 = -539036.231875 nChanged 3 SP:Iteration 39Q (4332.751375 sec): 3 clusters Score: Raw -540691.946945 + Penalty 1653.886942 = -539038.060004 nChanged 6 SP:Iteration 40F (4332.810168 sec): 3 clusters Score: Raw -540696.497832 + Penalty 1653.886942 = -539042.610890 nChanged 6 SP:Iteration 41Q (4332.858877 sec): 3 clusters Score: Raw -540699.489989 + Penalty 1653.886942 = -539045.603048 nChanged 3 SP:Iteration 42Q (4332.913250 sec): 3 clusters Score: Raw -540701.215876 + Penalty 1653.886942 = -539047.328934 nChanged 5 SP:Iteration 43Q (4332.957658 sec): 3 clusters Score: Raw -540703.759722 + Penalty 1653.886942 = -539049.872781 nChanged 2 SP:Iteration 44Q (4332.990305 sec): 3 clusters Score: Raw -540704.840721 + Penalty 1653.886942 = -539050.953780 nChanged 2 SP:Iteration 45Q (4333.044295 sec): 3 clusters Score: Raw -540705.965382 + Penalty 1653.886942 = -539052.078441 nChanged 1 SP:Iteration 46Q (4333.096005 sec): 3 clusters Score: Raw -540706.110218 + Penalty 1653.886942 = -539052.223277 nChanged 0 SP:Iteration 47F (4333.151021 sec): 3 clusters Score: Raw -540706.110218 + Penalty 1653.886942 = -539052.223277 nChanged 0 Trying to split cluster 16 (1640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4333.166278 sec): 2 clusters Score: Raw -130689.391052 + Penalty 703.232894 = -129986.158158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4333.222834 sec): 3 clusters Score: Raw -129955.057035 + Penalty 1406.465789 = -128548.591246 nChanged 618 SP:Iteration 1F (4333.263717 sec): 3 clusters Score: Raw -130326.154722 + Penalty 1406.465789 = -128919.688933 nChanged 128 SP:Iteration 2F (4333.320053 sec): 3 clusters Score: Raw -130406.912506 + Penalty 1406.465789 = -129000.446717 nChanged 93 SP:Iteration 3F (4333.358858 sec): 3 clusters Score: Raw -130473.156974 + Penalty 1406.465789 = -129066.691185 nChanged 80 SP:Iteration 4Q (4333.398066 sec): 3 clusters Score: Raw -130531.222069 + Penalty 1406.465789 = -129124.756280 nChanged 60 SP:Iteration 5Q (4333.442164 sec): 3 clusters Score: Raw -130571.616842 + Penalty 1406.465789 = -129165.151053 nChanged 43 SP:Iteration 6Q (4333.490263 sec): 3 clusters Score: Raw -130605.855503 + Penalty 1406.465789 = -129199.389714 nChanged 48 SP:Iteration 7Q (4333.533564 sec): 3 clusters Score: Raw -130635.265670 + Penalty 1406.465789 = -129228.799881 nChanged 33 SP:Iteration 8Q (4333.572366 sec): 3 clusters Score: Raw -130648.835692 + Penalty 1406.465789 = -129242.369903 nChanged 16 SP:Iteration 9Q (4333.628244 sec): 3 clusters Score: Raw -130661.668787 + Penalty 1406.465789 = -129255.202998 nChanged 26 SP:Iteration 10Q (4333.675956 sec): 3 clusters Score: Raw -130675.972856 + Penalty 1406.465789 = -129269.507067 nChanged 20 SP:Iteration 11Q (4333.710558 sec): 3 clusters Score: Raw -130682.981743 + Penalty 1406.465789 = -129276.515954 nChanged 12 SP:Iteration 12Q (4333.755832 sec): 3 clusters Score: Raw -130689.236189 + Penalty 1406.465789 = -129282.770400 nChanged 12 SP:Iteration 13Q (4333.805717 sec): 3 clusters Score: Raw -130698.874132 + Penalty 1406.465789 = -129292.408344 nChanged 18 SP:Iteration 14Q (4333.849354 sec): 3 clusters Score: Raw -130708.403542 + Penalty 1406.465789 = -129301.937753 nChanged 18 SP:Iteration 15Q (4333.894814 sec): 3 clusters Score: Raw -130716.157133 + Penalty 1406.465789 = -129309.691344 nChanged 18 SP:Iteration 16Q (4333.939490 sec): 3 clusters Score: Raw -130725.101009 + Penalty 1406.465789 = -129318.635220 nChanged 12 SP:Iteration 17Q (4333.982381 sec): 3 clusters Score: Raw -130731.788199 + Penalty 1406.465789 = -129325.322410 nChanged 12 SP:Iteration 18Q (4334.036445 sec): 3 clusters Score: Raw -130736.588936 + Penalty 1406.465789 = -129330.123147 nChanged 14 SP:Iteration 19Q (4334.075941 sec): 3 clusters Score: Raw -130742.551240 + Penalty 1406.465789 = -129336.085451 nChanged 13 SP:Iteration 20F (4334.121428 sec): 3 clusters Score: Raw -130747.752625 + Penalty 1406.465789 = -129341.286836 nChanged 9 SP:Iteration 21Q (4334.179842 sec): 3 clusters Score: Raw -130751.214826 + Penalty 1406.465789 = -129344.749037 nChanged 8 SP:Iteration 22Q (4334.225579 sec): 3 clusters Score: Raw -130754.368815 + Penalty 1406.465789 = -129347.903026 nChanged 6 SP:Iteration 23Q (4334.265597 sec): 3 clusters Score: Raw -130756.021850 + Penalty 1406.465789 = -129349.556061 nChanged 4 SP:Iteration 24Q (4334.310858 sec): 3 clusters Score: Raw -130757.635104 + Penalty 1406.465789 = -129351.169315 nChanged 4 SP:Iteration 25Q (4334.359750 sec): 3 clusters Score: Raw -130759.816808 + Penalty 1406.465789 = -129353.351019 nChanged 6 SP:Iteration 26Q (4334.410924 sec): 3 clusters Score: Raw -130764.364420 + Penalty 1406.465789 = -129357.898631 nChanged 8 SP:Iteration 27Q (4334.458707 sec): 3 clusters Score: Raw -130768.392774 + Penalty 1406.465789 = -129361.926985 nChanged 8 SP:Iteration 28Q (4334.507977 sec): 3 clusters Score: Raw -130771.333118 + Penalty 1406.465789 = -129364.867329 nChanged 7 SP:Iteration 29Q (4334.562767 sec): 3 clusters Score: Raw -130775.171706 + Penalty 1406.465789 = -129368.705917 nChanged 5 SP:Iteration 30Q (4334.602720 sec): 3 clusters Score: Raw -130777.359135 + Penalty 1406.465789 = -129370.893346 nChanged 3 SP:Iteration 31Q (4334.649696 sec): 3 clusters Score: Raw -130778.765507 + Penalty 1406.465789 = -129372.299718 nChanged 6 SP:Iteration 32Q (4334.700333 sec): 3 clusters Score: Raw -130782.446557 + Penalty 1406.465789 = -129375.980768 nChanged 5 SP:Iteration 33Q (4334.748628 sec): 3 clusters Score: Raw -130784.373024 + Penalty 1406.465789 = -129377.907235 nChanged 10 SP:Iteration 34Q (4334.794666 sec): 3 clusters Score: Raw -130788.447069 + Penalty 1406.465789 = -129381.981280 nChanged 5 SP:Iteration 35Q (4334.842360 sec): 3 clusters Score: Raw -130792.286610 + Penalty 1406.465789 = -129385.820821 nChanged 5 SP:Iteration 36Q (4334.897960 sec): 3 clusters Score: Raw -130796.523326 + Penalty 1406.465789 = -129390.057537 nChanged 9 SP:Iteration 37Q (4334.939455 sec): 3 clusters Score: Raw -130802.830234 + Penalty 1406.465789 = -129396.364445 nChanged 8 SP:Iteration 38Q (4334.996185 sec): 3 clusters Score: Raw -130807.952244 + Penalty 1406.465789 = -129401.486455 nChanged 12 SP:Iteration 39Q (4335.039495 sec): 3 clusters Score: Raw -130815.597148 + Penalty 1406.465789 = -129409.131359 nChanged 9 SP:Iteration 40F (4335.076480 sec): 3 clusters Score: Raw -130822.040605 + Penalty 1406.465789 = -129415.574816 nChanged 8 SP:Iteration 41Q (4335.122751 sec): 3 clusters Score: Raw -130825.122138 + Penalty 1406.465789 = -129418.656349 nChanged 6 SP:Iteration 42Q (4335.162848 sec): 3 clusters Score: Raw -130829.317434 + Penalty 1406.465789 = -129422.851645 nChanged 5 SP:Iteration 43Q (4335.214086 sec): 3 clusters Score: Raw -130832.651094 + Penalty 1406.465789 = -129426.185305 nChanged 2 SP:Iteration 44Q (4335.255870 sec): 3 clusters Score: Raw -130833.254449 + Penalty 1406.465789 = -129426.788660 nChanged 0 SP:Iteration 45F (4335.311320 sec): 3 clusters Score: Raw -130833.254449 + Penalty 1406.465789 = -129426.788660 nChanged 0 Trying to split cluster 17 (60065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4335.399168 sec): 2 clusters Score: Raw -5149973.676338 + Penalty 1045.302346 = -5148928.373992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4335.517514 sec): 3 clusters Score: Raw -5110940.111633 + Penalty 2090.604692 = -5108849.506941 nChanged 28784 SP:Iteration 1F (4335.635874 sec): 3 clusters Score: Raw -5127535.415739 + Penalty 2090.604692 = -5125444.811047 nChanged 2098 SP:Iteration 2Q (4335.769121 sec): 3 clusters Score: Raw -5128050.043933 + Penalty 2090.604692 = -5125959.439241 nChanged 2168 SP:Iteration 3Q (4335.903861 sec): 3 clusters Score: Raw -5128672.907754 + Penalty 2090.604692 = -5126582.303062 nChanged 2435 SP:Iteration 4Q (4336.034559 sec): 3 clusters Score: Raw -5129537.264842 + Penalty 2090.604692 = -5127446.660150 nChanged 2637 SP:Iteration 5Q (4336.164374 sec): 3 clusters Score: Raw -5130730.546045 + Penalty 2090.604692 = -5128639.941354 nChanged 3007 SP:Iteration 6F (4336.284107 sec): 3 clusters Score: Raw -5132467.443437 + Penalty 2090.604692 = -5130376.838745 nChanged 3339 SP:Iteration 7F (4336.415365 sec): 3 clusters Score: Raw -5134825.309901 + Penalty 2090.604692 = -5132734.705209 nChanged 3721 SP:Iteration 8F (4336.535183 sec): 3 clusters Score: Raw -5137816.458066 + Penalty 2090.604692 = -5135725.853374 nChanged 3603 SP:Iteration 9F (4336.660580 sec): 3 clusters Score: Raw -5140628.670854 + Penalty 2090.604692 = -5138538.066162 nChanged 3063 SP:Iteration 10F (4336.782889 sec): 3 clusters Score: Raw -5142457.962907 + Penalty 2090.604692 = -5140367.358215 nChanged 2063 SP:Iteration 11Q (4336.902174 sec): 3 clusters Score: Raw -5143302.821904 + Penalty 2090.604692 = -5141212.217212 nChanged 1351 SP:Iteration 12Q (4337.028627 sec): 3 clusters Score: Raw -5143760.824055 + Penalty 2090.604692 = -5141670.219364 nChanged 1112 SP:Iteration 13Q (4337.158072 sec): 3 clusters Score: Raw -5144173.293446 + Penalty 2090.604692 = -5142082.688755 nChanged 1093 SP:Iteration 14Q (4337.289915 sec): 3 clusters Score: Raw -5144585.765308 + Penalty 2090.604692 = -5142495.160616 nChanged 1064 SP:Iteration 15Q (4337.418440 sec): 3 clusters Score: Raw -5145002.171026 + Penalty 2090.604692 = -5142911.566334 nChanged 1011 SP:Iteration 16Q (4337.539253 sec): 3 clusters Score: Raw -5145382.832824 + Penalty 2090.604692 = -5143292.228132 nChanged 992 SP:Iteration 17Q (4337.668772 sec): 3 clusters Score: Raw -5145783.942266 + Penalty 2090.604692 = -5143693.337574 nChanged 999 SP:Iteration 18Q (4337.791331 sec): 3 clusters Score: Raw -5146194.034944 + Penalty 2090.604692 = -5144103.430252 nChanged 950 SP:Iteration 19Q (4337.910307 sec): 3 clusters Score: Raw -5146605.574007 + Penalty 2090.604692 = -5144514.969315 nChanged 948 SP:Iteration 20F (4338.029880 sec): 3 clusters Score: Raw -5147012.092454 + Penalty 2090.604692 = -5144921.487762 nChanged 865 SP:Iteration 21Q (4338.147067 sec): 3 clusters Score: Raw -5147386.552192 + Penalty 2090.604692 = -5145295.947500 nChanged 832 SP:Iteration 22Q (4338.271062 sec): 3 clusters Score: Raw -5147774.544496 + Penalty 2090.604692 = -5145683.939804 nChanged 771 SP:Iteration 23Q (4338.378728 sec): 3 clusters Score: Raw -5148149.111353 + Penalty 2090.604692 = -5146058.506661 nChanged 700 SP:Iteration 24Q (4338.493569 sec): 3 clusters Score: Raw -5148498.690172 + Penalty 2090.604692 = -5146408.085480 nChanged 636 SP:Iteration 25Q (4338.604647 sec): 3 clusters Score: Raw -5148826.994420 + Penalty 2090.604692 = -5146736.389728 nChanged 564 SP:Iteration 26Q (4338.708742 sec): 3 clusters Score: Raw -5149101.554162 + Penalty 2090.604692 = -5147010.949470 nChanged 488 SP:Iteration 27Q (4338.821754 sec): 3 clusters Score: Raw -5149318.524558 + Penalty 2090.604692 = -5147227.919867 nChanged 440 SP:Iteration 28Q (4338.933348 sec): 3 clusters Score: Raw -5149498.372285 + Penalty 2090.604692 = -5147407.767594 nChanged 360 SP:Iteration 29Q (4339.039118 sec): 3 clusters Score: Raw -5149636.998476 + Penalty 2090.604692 = -5147546.393784 nChanged 312 SP:Iteration 30Q (4339.149022 sec): 3 clusters Score: Raw -5149750.368630 + Penalty 2090.604692 = -5147659.763938 nChanged 251 SP:Iteration 31Q (4339.247406 sec): 3 clusters Score: Raw -5149828.782257 + Penalty 2090.604692 = -5147738.177565 nChanged 218 SP:Iteration 32Q (4339.352533 sec): 3 clusters Score: Raw -5149890.825462 + Penalty 2090.604692 = -5147800.220771 nChanged 200 SP:Iteration 33Q (4339.452377 sec): 3 clusters Score: Raw -5149947.212690 + Penalty 2090.604692 = -5147856.607998 nChanged 184 SP:Iteration 34Q (4339.559053 sec): 3 clusters Score: Raw -5149997.189254 + Penalty 2090.604692 = -5147906.584562 nChanged 151 SP:Iteration 35Q (4339.668187 sec): 3 clusters Score: Raw -5150046.141585 + Penalty 2090.604692 = -5147955.536893 nChanged 131 SP:Iteration 36Q (4339.782921 sec): 3 clusters Score: Raw -5150084.825758 + Penalty 2090.604692 = -5147994.221066 nChanged 115 SP:Iteration 37Q (4339.890333 sec): 3 clusters Score: Raw -5150126.473226 + Penalty 2090.604692 = -5148035.868535 nChanged 103 SP:Iteration 38Q (4339.997443 sec): 3 clusters Score: Raw -5150171.542275 + Penalty 2090.604692 = -5148080.937584 nChanged 100 SP:Iteration 39Q (4340.103614 sec): 3 clusters Score: Raw -5150212.906527 + Penalty 2090.604692 = -5148122.301835 nChanged 97 SP:Iteration 40F (4340.233962 sec): 3 clusters Score: Raw -5150251.660378 + Penalty 2090.604692 = -5148161.055686 nChanged 84 SP:Iteration 41Q (4340.353046 sec): 3 clusters Score: Raw -5150285.013536 + Penalty 2090.604692 = -5148194.408844 nChanged 68 SP:Iteration 42Q (4340.456892 sec): 3 clusters Score: Raw -5150310.234761 + Penalty 2090.604692 = -5148219.630069 nChanged 63 SP:Iteration 43Q (4340.581554 sec): 3 clusters Score: Raw -5150333.941160 + Penalty 2090.604692 = -5148243.336469 nChanged 52 SP:Iteration 44Q (4340.695466 sec): 3 clusters Score: Raw -5150353.558298 + Penalty 2090.604692 = -5148262.953606 nChanged 48 SP:Iteration 45Q (4340.798014 sec): 3 clusters Score: Raw -5150366.204849 + Penalty 2090.604692 = -5148275.600157 nChanged 39 SP:Iteration 46Q (4340.901200 sec): 3 clusters Score: Raw -5150378.659431 + Penalty 2090.604692 = -5148288.054739 nChanged 46 SP:Iteration 47Q (4341.002362 sec): 3 clusters Score: Raw -5150387.379841 + Penalty 2090.604692 = -5148296.775149 nChanged 27 SP:Iteration 48Q (4341.114058 sec): 3 clusters Score: Raw -5150392.469396 + Penalty 2090.604692 = -5148301.864704 nChanged 19 SP:Iteration 49Q (4341.222560 sec): 3 clusters Score: Raw -5150396.082481 + Penalty 2090.604692 = -5148305.477789 nChanged 21 SP:Iteration 50Q (4341.331628 sec): 3 clusters Score: Raw -5150398.687932 + Penalty 2090.604692 = -5148308.083240 nChanged 11 SP:Iteration 51Q (4341.444419 sec): 3 clusters Score: Raw -5150401.130009 + Penalty 2090.604692 = -5148310.525317 nChanged 17 SP:Iteration 52Q (4341.546896 sec): 3 clusters Score: Raw -5150404.197043 + Penalty 2090.604692 = -5148313.592351 nChanged 15 SP:Iteration 53Q (4341.648841 sec): 3 clusters Score: Raw -5150406.096013 + Penalty 2090.604692 = -5148315.491321 nChanged 13 SP:Iteration 54Q (4341.772216 sec): 3 clusters Score: Raw -5150407.812797 + Penalty 2090.604692 = -5148317.208105 nChanged 13 SP:Iteration 55Q (4341.882674 sec): 3 clusters Score: Raw -5150410.528742 + Penalty 2090.604692 = -5148319.924050 nChanged 9 SP:Iteration 56Q (4341.990787 sec): 3 clusters Score: Raw -5150412.108952 + Penalty 2090.604692 = -5148321.504260 nChanged 5 SP:Iteration 57Q (4342.095157 sec): 3 clusters Score: Raw -5150412.843664 + Penalty 2090.604692 = -5148322.238972 nChanged 7 SP:Iteration 58Q (4342.207126 sec): 3 clusters Score: Raw -5150413.916756 + Penalty 2090.604692 = -5148323.312065 nChanged 4 SP:Iteration 59Q (4342.315007 sec): 3 clusters Score: Raw -5150414.887624 + Penalty 2090.604692 = -5148324.282932 nChanged 10 SP:Iteration 60F (4342.435274 sec): 3 clusters Score: Raw -5150417.215838 + Penalty 2090.604692 = -5148326.611147 nChanged 8 SP:Iteration 61Q (4342.543085 sec): 3 clusters Score: Raw -5150419.235677 + Penalty 2090.604692 = -5148328.630985 nChanged 13 SP:Iteration 62Q (4342.650339 sec): 3 clusters Score: Raw -5150421.616566 + Penalty 2090.604692 = -5148331.011874 nChanged 10 SP:Iteration 63Q (4342.761110 sec): 3 clusters Score: Raw -5150423.737963 + Penalty 2090.604692 = -5148333.133272 nChanged 9 SP:Iteration 64Q (4342.869545 sec): 3 clusters Score: Raw -5150426.017286 + Penalty 2090.604692 = -5148335.412594 nChanged 11 SP:Iteration 65Q (4342.968981 sec): 3 clusters Score: Raw -5150427.990271 + Penalty 2090.604692 = -5148337.385579 nChanged 11 SP:Iteration 66Q (4343.080541 sec): 3 clusters Score: Raw -5150429.526616 + Penalty 2090.604692 = -5148338.921924 nChanged 6 SP:Iteration 67Q (4343.187638 sec): 3 clusters Score: Raw -5150430.181289 + Penalty 2090.604692 = -5148339.576598 nChanged 4 SP:Iteration 68Q (4343.283464 sec): 3 clusters Score: Raw -5150430.495315 + Penalty 2090.604692 = -5148339.890623 nChanged 0 SP:Iteration 69F (4343.399923 sec): 3 clusters Score: Raw -5150430.495315 + Penalty 2090.604692 = -5148339.890623 nChanged 0 Trying to split cluster 18 (3384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4343.437114 sec): 2 clusters Score: Raw -274647.905354 + Penalty 772.047303 = -273875.858051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4343.487762 sec): 3 clusters Score: Raw -272863.155632 + Penalty 1544.094607 = -271319.061025 nChanged 1376 SP:Iteration 1F (4343.532011 sec): 3 clusters Score: Raw -273671.315849 + Penalty 1544.094607 = -272127.221242 nChanged 250 SP:Iteration 2F (4343.582395 sec): 3 clusters Score: Raw -273819.137335 + Penalty 1544.094607 = -272275.042728 nChanged 203 SP:Iteration 3F (4343.640859 sec): 3 clusters Score: Raw -273953.835785 + Penalty 1544.094607 = -272409.741179 nChanged 188 SP:Iteration 4F (4343.681907 sec): 3 clusters Score: Raw -274086.537556 + Penalty 1544.094607 = -272542.442949 nChanged 170 SP:Iteration 5F (4343.737839 sec): 3 clusters Score: Raw -274214.354330 + Penalty 1544.094607 = -272670.259723 nChanged 149 SP:Iteration 6Q (4343.788676 sec): 3 clusters Score: Raw -274331.198708 + Penalty 1544.094607 = -272787.104101 nChanged 130 SP:Iteration 7Q (4343.834293 sec): 3 clusters Score: Raw -274451.283224 + Penalty 1544.094607 = -272907.188617 nChanged 95 SP:Iteration 8Q (4343.887359 sec): 3 clusters Score: Raw -274531.251047 + Penalty 1544.094607 = -272987.156440 nChanged 72 SP:Iteration 9Q (4343.940216 sec): 3 clusters Score: Raw -274587.544587 + Penalty 1544.094607 = -273043.449980 nChanged 42 SP:Iteration 10Q (4343.983121 sec): 3 clusters Score: Raw -274622.662244 + Penalty 1544.094607 = -273078.567637 nChanged 36 SP:Iteration 11Q (4344.030048 sec): 3 clusters Score: Raw -274661.619425 + Penalty 1544.094607 = -273117.524818 nChanged 32 SP:Iteration 12Q (4344.083272 sec): 3 clusters Score: Raw -274687.799309 + Penalty 1544.094607 = -273143.704702 nChanged 22 SP:Iteration 13Q (4344.134175 sec): 3 clusters Score: Raw -274705.976328 + Penalty 1544.094607 = -273161.881721 nChanged 16 SP:Iteration 14Q (4344.177792 sec): 3 clusters Score: Raw -274716.109205 + Penalty 1544.094607 = -273172.014599 nChanged 9 SP:Iteration 15Q (4344.226673 sec): 3 clusters Score: Raw -274722.057408 + Penalty 1544.094607 = -273177.962801 nChanged 11 SP:Iteration 16Q (4344.277173 sec): 3 clusters Score: Raw -274731.566752 + Penalty 1544.094607 = -273187.472145 nChanged 11 SP:Iteration 17Q (4344.325849 sec): 3 clusters Score: Raw -274741.677919 + Penalty 1544.094607 = -273197.583312 nChanged 11 SP:Iteration 18Q (4344.373724 sec): 3 clusters Score: Raw -274757.182421 + Penalty 1544.094607 = -273213.087814 nChanged 14 SP:Iteration 19Q (4344.426892 sec): 3 clusters Score: Raw -274770.415108 + Penalty 1544.094607 = -273226.320501 nChanged 13 SP:Iteration 20F (4344.478815 sec): 3 clusters Score: Raw -274783.163681 + Penalty 1544.094607 = -273239.069074 nChanged 10 SP:Iteration 21Q (4344.518695 sec): 3 clusters Score: Raw -274793.503274 + Penalty 1544.094607 = -273249.408667 nChanged 13 SP:Iteration 22Q (4344.577338 sec): 3 clusters Score: Raw -274803.816322 + Penalty 1544.094607 = -273259.721715 nChanged 12 SP:Iteration 23Q (4344.613724 sec): 3 clusters Score: Raw -274815.966593 + Penalty 1544.094607 = -273271.871986 nChanged 10 SP:Iteration 24Q (4344.666790 sec): 3 clusters Score: Raw -274821.962824 + Penalty 1544.094607 = -273277.868217 nChanged 11 SP:Iteration 25Q (4344.716179 sec): 3 clusters Score: Raw -274827.708809 + Penalty 1544.094607 = -273283.614202 nChanged 7 SP:Iteration 26Q (4344.748381 sec): 3 clusters Score: Raw -274833.969086 + Penalty 1544.094607 = -273289.874479 nChanged 12 SP:Iteration 27Q (4344.806918 sec): 3 clusters Score: Raw -274840.219531 + Penalty 1544.094607 = -273296.124924 nChanged 7 SP:Iteration 28Q (4344.854253 sec): 3 clusters Score: Raw -274842.949143 + Penalty 1544.094607 = -273298.854536 nChanged 5 SP:Iteration 29Q (4344.900865 sec): 3 clusters Score: Raw -274845.669820 + Penalty 1544.094607 = -273301.575213 nChanged 4 SP:Iteration 30Q (4344.943234 sec): 3 clusters Score: Raw -274849.314047 + Penalty 1544.094607 = -273305.219440 nChanged 5 SP:Iteration 31Q (4344.992281 sec): 3 clusters Score: Raw -274853.886857 + Penalty 1544.094607 = -273309.792250 nChanged 5 SP:Iteration 32Q (4345.040927 sec): 3 clusters Score: Raw -274858.432908 + Penalty 1544.094607 = -273314.338301 nChanged 6 SP:Iteration 33Q (4345.087892 sec): 3 clusters Score: Raw -274861.120814 + Penalty 1544.094607 = -273317.026207 nChanged 5 SP:Iteration 34Q (4345.143363 sec): 3 clusters Score: Raw -274863.591119 + Penalty 1544.094607 = -273319.496512 nChanged 6 SP:Iteration 35Q (4345.183408 sec): 3 clusters Score: Raw -274866.790112 + Penalty 1544.094607 = -273322.695505 nChanged 3 SP:Iteration 36Q (4345.227707 sec): 3 clusters Score: Raw -274867.921849 + Penalty 1544.094607 = -273323.827242 nChanged 3 SP:Iteration 37Q (4345.272930 sec): 3 clusters Score: Raw -274871.076768 + Penalty 1544.094607 = -273326.982161 nChanged 4 SP:Iteration 38Q (4345.318306 sec): 3 clusters Score: Raw -274872.713344 + Penalty 1544.094607 = -273328.618737 nChanged 0 SP:Iteration 39F (4345.364097 sec): 3 clusters Score: Raw -274872.713344 + Penalty 1544.094607 = -273328.618737 nChanged 0 Trying to split cluster 19 (3710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4345.401182 sec): 2 clusters Score: Raw -261225.440979 + Penalty 780.784780 = -260444.656199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4345.440857 sec): 3 clusters Score: Raw -259301.179888 + Penalty 1561.569560 = -257739.610329 nChanged 1559 SP:Iteration 1F (4345.486350 sec): 3 clusters Score: Raw -260553.429504 + Penalty 1561.569560 = -258991.859944 nChanged 424 SP:Iteration 2F (4345.532486 sec): 3 clusters Score: Raw -261154.119082 + Penalty 1561.569560 = -259592.549522 nChanged 340 SP:Iteration 3F (4345.577933 sec): 3 clusters Score: Raw -261631.757177 + Penalty 1561.569560 = -260070.187617 nChanged 281 SP:Iteration 4F (4345.623325 sec): 3 clusters Score: Raw -261974.279328 + Penalty 1561.569560 = -260412.709769 nChanged 223 SP:Iteration 5F (4345.668724 sec): 3 clusters Score: Raw -262242.618288 + Penalty 1561.569560 = -260681.048729 nChanged 172 SP:Iteration 6Q (4345.716185 sec): 3 clusters Score: Raw -262477.756270 + Penalty 1561.569560 = -260916.186711 nChanged 147 SP:Iteration 7Q (4345.774572 sec): 3 clusters Score: Raw -262705.029498 + Penalty 1561.569560 = -261143.459938 nChanged 129 SP:Iteration 8Q (4345.812861 sec): 3 clusters Score: Raw -262930.146839 + Penalty 1561.569560 = -261368.577279 nChanged 106 SP:Iteration 9Q (4345.857634 sec): 3 clusters Score: Raw -263216.748756 + Penalty 1561.569560 = -261655.179197 nChanged 68 SP:Iteration 10Q (4345.902086 sec): 3 clusters Score: Raw -263519.441118 + Penalty 1561.569560 = -261957.871559 nChanged 42 SP:Iteration 11Q (4345.947260 sec): 3 clusters Score: Raw -263613.960631 + Penalty 1561.569560 = -262052.391071 nChanged 23 SP:Iteration 12Q (4346.003246 sec): 3 clusters Score: Raw -263637.032407 + Penalty 1561.569560 = -262075.462848 nChanged 9 SP:Iteration 13Q (4346.042154 sec): 3 clusters Score: Raw -263644.187958 + Penalty 1561.569560 = -262082.618399 nChanged 6 SP:Iteration 14Q (4346.090377 sec): 3 clusters Score: Raw -263651.112834 + Penalty 1561.569560 = -262089.543275 nChanged 0 SP:Iteration 15F (4346.129399 sec): 3 clusters Score: Raw -263651.112834 + Penalty 1561.569560 = -262089.543275 nChanged 0 Score: Raw -45206354.838878 + Penalty 41334.268489 = -45165020.570389 Splitting cluster 19 changes total score from -45160948.733685 to -45165020.570389 So it's getting split into cluster 33. Trying to split cluster 20 (1334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4354.904519 sec): 2 clusters Score: Raw -115299.434240 + Penalty 683.614037 = -114615.820204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4354.953326 sec): 3 clusters Score: Raw -114709.605525 + Penalty 1367.228073 = -113342.377452 nChanged 484 SP:Iteration 1F (4355.001341 sec): 3 clusters Score: Raw -115012.526565 + Penalty 1367.228073 = -113645.298492 nChanged 113 SP:Iteration 2F (4355.049750 sec): 3 clusters Score: Raw -115101.934563 + Penalty 1367.228073 = -113734.706490 nChanged 84 SP:Iteration 3F (4355.097082 sec): 3 clusters Score: Raw -115169.125078 + Penalty 1367.228073 = -113801.897005 nChanged 49 SP:Iteration 4Q (4355.141765 sec): 3 clusters Score: Raw -115212.353848 + Penalty 1367.228073 = -113845.125775 nChanged 47 SP:Iteration 5Q (4355.177982 sec): 3 clusters Score: Raw -115264.451662 + Penalty 1367.228073 = -113897.223589 nChanged 57 SP:Iteration 6Q (4355.221802 sec): 3 clusters Score: Raw -115322.904240 + Penalty 1367.228073 = -113955.676167 nChanged 49 SP:Iteration 7Q (4355.270063 sec): 3 clusters Score: Raw -115395.617123 + Penalty 1367.228073 = -114028.389050 nChanged 63 SP:Iteration 8Q (4355.320834 sec): 3 clusters Score: Raw -115482.172540 + Penalty 1367.228073 = -114114.944467 nChanged 58 SP:Iteration 9Q (4355.372689 sec): 3 clusters Score: Raw -115546.401589 + Penalty 1367.228073 = -114179.173516 nChanged 41 SP:Iteration 10Q (4355.405545 sec): 3 clusters Score: Raw -115590.155670 + Penalty 1367.228073 = -114222.927597 nChanged 27 SP:Iteration 11Q (4355.452812 sec): 3 clusters Score: Raw -115615.199350 + Penalty 1367.228073 = -114247.971277 nChanged 23 SP:Iteration 12Q (4355.499019 sec): 3 clusters Score: Raw -115632.433325 + Penalty 1367.228073 = -114265.205252 nChanged 16 SP:Iteration 13Q (4355.547014 sec): 3 clusters Score: Raw -115646.847673 + Penalty 1367.228073 = -114279.619600 nChanged 14 SP:Iteration 14Q (4355.599745 sec): 3 clusters Score: Raw -115659.066712 + Penalty 1367.228073 = -114291.838639 nChanged 11 SP:Iteration 15Q (4355.637138 sec): 3 clusters Score: Raw -115664.155659 + Penalty 1367.228073 = -114296.927586 nChanged 6 SP:Iteration 16Q (4355.683682 sec): 3 clusters Score: Raw -115667.492269 + Penalty 1367.228073 = -114300.264196 nChanged 5 SP:Iteration 17Q (4355.723283 sec): 3 clusters Score: Raw -115670.864363 + Penalty 1367.228073 = -114303.636290 nChanged 3 SP:Iteration 18Q (4355.764391 sec): 3 clusters Score: Raw -115672.209471 + Penalty 1367.228073 = -114304.981398 nChanged 2 SP:Iteration 19Q (4355.811782 sec): 3 clusters Score: Raw -115672.918084 + Penalty 1367.228073 = -114305.690011 nChanged 0 SP:Iteration 20F (4355.851030 sec): 3 clusters Score: Raw -115672.918084 + Penalty 1367.228073 = -114305.690011 nChanged 0 Trying to split cluster 21 (23651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4355.901201 sec): 2 clusters Score: Raw -2096139.011618 + Penalty 956.760264 = -2095182.251354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4355.960006 sec): 3 clusters Score: Raw -2081221.626758 + Penalty 1913.520529 = -2079308.106229 nChanged 11052 SP:Iteration 1F (4356.042815 sec): 3 clusters Score: Raw -2087674.272148 + Penalty 1913.520529 = -2085760.751619 nChanged 1257 SP:Iteration 2F (4356.120652 sec): 3 clusters Score: Raw -2088271.876081 + Penalty 1913.520529 = -2086358.355553 nChanged 1395 SP:Iteration 3F (4356.202842 sec): 3 clusters Score: Raw -2089066.659556 + Penalty 1913.520529 = -2087153.139027 nChanged 1480 SP:Iteration 4F (4356.277568 sec): 3 clusters Score: Raw -2090048.536950 + Penalty 1913.520529 = -2088135.016422 nChanged 1558 SP:Iteration 5F (4356.351655 sec): 3 clusters Score: Raw -2091164.887593 + Penalty 1913.520529 = -2089251.367064 nChanged 1495 SP:Iteration 6F (4356.434850 sec): 3 clusters Score: Raw -2092155.949666 + Penalty 1913.520529 = -2090242.429138 nChanged 1263 SP:Iteration 7F (4356.512410 sec): 3 clusters Score: Raw -2092878.670680 + Penalty 1913.520529 = -2090965.150151 nChanged 1024 SP:Iteration 8Q (4356.593410 sec): 3 clusters Score: Raw -2093361.643178 + Penalty 1913.520529 = -2091448.122650 nChanged 757 SP:Iteration 9Q (4356.668313 sec): 3 clusters Score: Raw -2093647.910355 + Penalty 1913.520529 = -2091734.389827 nChanged 540 SP:Iteration 10Q (4356.744723 sec): 3 clusters Score: Raw -2093796.936798 + Penalty 1913.520529 = -2091883.416269 nChanged 404 SP:Iteration 11Q (4356.816961 sec): 3 clusters Score: Raw -2093887.956863 + Penalty 1913.520529 = -2091974.436335 nChanged 261 SP:Iteration 12Q (4356.886750 sec): 3 clusters Score: Raw -2093939.808124 + Penalty 1913.520529 = -2092026.287595 nChanged 237 SP:Iteration 13Q (4356.960140 sec): 3 clusters Score: Raw -2093987.499702 + Penalty 1913.520529 = -2092073.979173 nChanged 198 SP:Iteration 14Q (4357.040469 sec): 3 clusters Score: Raw -2094023.832257 + Penalty 1913.520529 = -2092110.311728 nChanged 171 SP:Iteration 15Q (4357.121136 sec): 3 clusters Score: Raw -2094054.159982 + Penalty 1913.520529 = -2092140.639454 nChanged 166 SP:Iteration 16Q (4357.199425 sec): 3 clusters Score: Raw -2094080.838002 + Penalty 1913.520529 = -2092167.317474 nChanged 148 SP:Iteration 17Q (4357.273379 sec): 3 clusters Score: Raw -2094103.322047 + Penalty 1913.520529 = -2092189.801519 nChanged 146 SP:Iteration 18Q (4357.333355 sec): 3 clusters Score: Raw -2094124.810838 + Penalty 1913.520529 = -2092211.290310 nChanged 136 SP:Iteration 19Q (4357.411694 sec): 3 clusters Score: Raw -2094148.888742 + Penalty 1913.520529 = -2092235.368213 nChanged 147 SP:Iteration 20F (4357.496980 sec): 3 clusters Score: Raw -2094171.300920 + Penalty 1913.520529 = -2092257.780391 nChanged 135 SP:Iteration 21Q (4357.570804 sec): 3 clusters Score: Raw -2094190.412898 + Penalty 1913.520529 = -2092276.892370 nChanged 127 SP:Iteration 22Q (4357.649179 sec): 3 clusters Score: Raw -2094208.098623 + Penalty 1913.520529 = -2092294.578094 nChanged 109 SP:Iteration 23Q (4357.731308 sec): 3 clusters Score: Raw -2094224.154767 + Penalty 1913.520529 = -2092310.634239 nChanged 131 SP:Iteration 24Q (4357.808809 sec): 3 clusters Score: Raw -2094243.250918 + Penalty 1913.520529 = -2092329.730390 nChanged 140 SP:Iteration 25Q (4357.885135 sec): 3 clusters Score: Raw -2094266.942264 + Penalty 1913.520529 = -2092353.421736 nChanged 161 SP:Iteration 26Q (4357.953332 sec): 3 clusters Score: Raw -2094296.266644 + Penalty 1913.520529 = -2092382.746116 nChanged 180 SP:Iteration 27Q (4358.032667 sec): 3 clusters Score: Raw -2094326.283429 + Penalty 1913.520529 = -2092412.762901 nChanged 153 SP:Iteration 28Q (4358.112510 sec): 3 clusters Score: Raw -2094349.299430 + Penalty 1913.520529 = -2092435.778901 nChanged 124 SP:Iteration 29Q (4358.184635 sec): 3 clusters Score: Raw -2094369.992628 + Penalty 1913.520529 = -2092456.472100 nChanged 139 SP:Iteration 30Q (4358.266259 sec): 3 clusters Score: Raw -2094392.537602 + Penalty 1913.520529 = -2092479.017073 nChanged 134 SP:Iteration 31Q (4358.336582 sec): 3 clusters Score: Raw -2094412.442955 + Penalty 1913.520529 = -2092498.922427 nChanged 122 SP:Iteration 32Q (4358.416913 sec): 3 clusters Score: Raw -2094427.307954 + Penalty 1913.520529 = -2092513.787426 nChanged 107 SP:Iteration 33Q (4358.490976 sec): 3 clusters Score: Raw -2094439.455296 + Penalty 1913.520529 = -2092525.934767 nChanged 108 SP:Iteration 34Q (4358.553048 sec): 3 clusters Score: Raw -2094454.077555 + Penalty 1913.520529 = -2092540.557026 nChanged 106 SP:Iteration 35Q (4358.620900 sec): 3 clusters Score: Raw -2094469.592592 + Penalty 1913.520529 = -2092556.072063 nChanged 113 SP:Iteration 36Q (4358.702466 sec): 3 clusters Score: Raw -2094483.053661 + Penalty 1913.520529 = -2092569.533132 nChanged 116 SP:Iteration 37Q (4358.770493 sec): 3 clusters Score: Raw -2094497.923748 + Penalty 1913.520529 = -2092584.403220 nChanged 115 SP:Iteration 38Q (4358.846499 sec): 3 clusters Score: Raw -2094516.436007 + Penalty 1913.520529 = -2092602.915478 nChanged 123 SP:Iteration 39Q (4358.927590 sec): 3 clusters Score: Raw -2094536.619271 + Penalty 1913.520529 = -2092623.098742 nChanged 146 SP:Iteration 40F (4359.001586 sec): 3 clusters Score: Raw -2094560.240998 + Penalty 1913.520529 = -2092646.720469 nChanged 152 SP:Iteration 41Q (4359.065626 sec): 3 clusters Score: Raw -2094585.944717 + Penalty 1913.520529 = -2092672.424188 nChanged 146 SP:Iteration 42Q (4359.145894 sec): 3 clusters Score: Raw -2094610.243824 + Penalty 1913.520529 = -2092696.723296 nChanged 143 SP:Iteration 43Q (4359.222939 sec): 3 clusters Score: Raw -2094631.639731 + Penalty 1913.520529 = -2092718.119202 nChanged 159 SP:Iteration 44Q (4359.292497 sec): 3 clusters Score: Raw -2094656.989976 + Penalty 1913.520529 = -2092743.469448 nChanged 167 SP:Iteration 45Q (4359.362703 sec): 3 clusters Score: Raw -2094683.370958 + Penalty 1913.520529 = -2092769.850430 nChanged 176 SP:Iteration 46Q (4359.439860 sec): 3 clusters Score: Raw -2094714.191208 + Penalty 1913.520529 = -2092800.670679 nChanged 184 SP:Iteration 47Q (4359.527254 sec): 3 clusters Score: Raw -2094748.063799 + Penalty 1913.520529 = -2092834.543270 nChanged 193 SP:Iteration 48Q (4359.611293 sec): 3 clusters Score: Raw -2094784.043644 + Penalty 1913.520529 = -2092870.523116 nChanged 192 SP:Iteration 49Q (4359.693440 sec): 3 clusters Score: Raw -2094818.498543 + Penalty 1913.520529 = -2092904.978015 nChanged 207 SP:Iteration 50Q (4359.772978 sec): 3 clusters Score: Raw -2094855.963746 + Penalty 1913.520529 = -2092942.443217 nChanged 212 SP:Iteration 51Q (4359.842398 sec): 3 clusters Score: Raw -2094897.072566 + Penalty 1913.520529 = -2092983.552038 nChanged 198 SP:Iteration 52Q (4359.915161 sec): 3 clusters Score: Raw -2094939.460806 + Penalty 1913.520529 = -2093025.940278 nChanged 193 SP:Iteration 53Q (4359.985874 sec): 3 clusters Score: Raw -2094978.625964 + Penalty 1913.520529 = -2093065.105435 nChanged 186 SP:Iteration 54Q (4360.059693 sec): 3 clusters Score: Raw -2095015.688285 + Penalty 1913.520529 = -2093102.167756 nChanged 179 SP:Iteration 55Q (4360.136930 sec): 3 clusters Score: Raw -2095049.032376 + Penalty 1913.520529 = -2093135.511847 nChanged 147 SP:Iteration 56Q (4360.204671 sec): 3 clusters Score: Raw -2095077.841083 + Penalty 1913.520529 = -2093164.320554 nChanged 183 SP:Iteration 57Q (4360.286410 sec): 3 clusters Score: Raw -2095118.973996 + Penalty 1913.520529 = -2093205.453468 nChanged 192 SP:Iteration 58Q (4360.341343 sec): 3 clusters Score: Raw -2095162.268755 + Penalty 1913.520529 = -2093248.748227 nChanged 190 SP:Iteration 59Q (4360.412438 sec): 3 clusters Score: Raw -2095204.053308 + Penalty 1913.520529 = -2093290.532780 nChanged 207 SP:Iteration 60F (4360.485590 sec): 3 clusters Score: Raw -2095249.069388 + Penalty 1913.520529 = -2093335.548860 nChanged 211 SP:Iteration 61Q (4360.558808 sec): 3 clusters Score: Raw -2095298.235188 + Penalty 1913.520529 = -2093384.714659 nChanged 218 SP:Iteration 62Q (4360.631754 sec): 3 clusters Score: Raw -2095352.027995 + Penalty 1913.520529 = -2093438.507467 nChanged 224 SP:Iteration 63Q (4360.705916 sec): 3 clusters Score: Raw -2095411.441834 + Penalty 1913.520529 = -2093497.921305 nChanged 198 SP:Iteration 64Q (4360.783270 sec): 3 clusters Score: Raw -2095457.742310 + Penalty 1913.520529 = -2093544.221782 nChanged 175 SP:Iteration 65Q (4360.858517 sec): 3 clusters Score: Raw -2095498.621276 + Penalty 1913.520529 = -2093585.100748 nChanged 169 SP:Iteration 66Q (4360.926125 sec): 3 clusters Score: Raw -2095536.386893 + Penalty 1913.520529 = -2093622.866365 nChanged 161 SP:Iteration 67Q (4361.006356 sec): 3 clusters Score: Raw -2095572.511713 + Penalty 1913.520529 = -2093658.991184 nChanged 165 SP:Iteration 68Q (4361.082078 sec): 3 clusters Score: Raw -2095606.105896 + Penalty 1913.520529 = -2093692.585368 nChanged 150 SP:Iteration 69Q (4361.150291 sec): 3 clusters Score: Raw -2095634.311080 + Penalty 1913.520529 = -2093720.790551 nChanged 137 SP:Iteration 70Q (4361.223208 sec): 3 clusters Score: Raw -2095662.043259 + Penalty 1913.520529 = -2093748.522731 nChanged 138 SP:Iteration 71Q (4361.299136 sec): 3 clusters Score: Raw -2095687.939616 + Penalty 1913.520529 = -2093774.419088 nChanged 142 SP:Iteration 72Q (4361.364967 sec): 3 clusters Score: Raw -2095718.704929 + Penalty 1913.520529 = -2093805.184401 nChanged 156 SP:Iteration 73Q (4361.433465 sec): 3 clusters Score: Raw -2095752.794330 + Penalty 1913.520529 = -2093839.273802 nChanged 142 SP:Iteration 74Q (4361.503656 sec): 3 clusters Score: Raw -2095782.693828 + Penalty 1913.520529 = -2093869.173299 nChanged 133 SP:Iteration 75Q (4361.586611 sec): 3 clusters Score: Raw -2095812.266941 + Penalty 1913.520529 = -2093898.746413 nChanged 118 SP:Iteration 76Q (4361.652835 sec): 3 clusters Score: Raw -2095837.356950 + Penalty 1913.520529 = -2093923.836422 nChanged 113 SP:Iteration 77Q (4361.717172 sec): 3 clusters Score: Raw -2095859.057802 + Penalty 1913.520529 = -2093945.537274 nChanged 105 SP:Iteration 78Q (4361.794936 sec): 3 clusters Score: Raw -2095876.842207 + Penalty 1913.520529 = -2093963.321679 nChanged 102 SP:Iteration 79Q (4361.869528 sec): 3 clusters Score: Raw -2095896.592022 + Penalty 1913.520529 = -2093983.071494 nChanged 119 SP:Iteration 80F (4361.945805 sec): 3 clusters Score: Raw -2095921.511401 + Penalty 1913.520529 = -2094007.990872 nChanged 117 SP:Iteration 81Q (4362.008019 sec): 3 clusters Score: Raw -2095946.889474 + Penalty 1913.520529 = -2094033.368945 nChanged 124 SP:Iteration 82Q (4362.086269 sec): 3 clusters Score: Raw -2095979.165315 + Penalty 1913.520529 = -2094065.644787 nChanged 108 SP:Iteration 83Q (4362.164837 sec): 3 clusters Score: Raw -2096003.317198 + Penalty 1913.520529 = -2094089.796669 nChanged 95 SP:Iteration 84Q (4362.238794 sec): 3 clusters Score: Raw -2096022.006133 + Penalty 1913.520529 = -2094108.485604 nChanged 92 SP:Iteration 85Q (4362.312285 sec): 3 clusters Score: Raw -2096043.907162 + Penalty 1913.520529 = -2094130.386633 nChanged 92 SP:Iteration 86Q (4362.378955 sec): 3 clusters Score: Raw -2096064.586848 + Penalty 1913.520529 = -2094151.066319 nChanged 89 SP:Iteration 87Q (4362.456954 sec): 3 clusters Score: Raw -2096084.469918 + Penalty 1913.520529 = -2094170.949390 nChanged 91 SP:Iteration 88Q (4362.521813 sec): 3 clusters Score: Raw -2096104.378042 + Penalty 1913.520529 = -2094190.857513 nChanged 91 SP:Iteration 89Q (4362.591493 sec): 3 clusters Score: Raw -2096122.921088 + Penalty 1913.520529 = -2094209.400559 nChanged 72 SP:Iteration 90Q (4362.664605 sec): 3 clusters Score: Raw -2096138.592056 + Penalty 1913.520529 = -2094225.071527 nChanged 70 SP:Iteration 91Q (4362.733930 sec): 3 clusters Score: Raw -2096154.937070 + Penalty 1913.520529 = -2094241.416541 nChanged 61 SP:Iteration 92Q (4362.801794 sec): 3 clusters Score: Raw -2096168.234332 + Penalty 1913.520529 = -2094254.713804 nChanged 50 SP:Iteration 93Q (4362.867029 sec): 3 clusters Score: Raw -2096178.522484 + Penalty 1913.520529 = -2094265.001956 nChanged 48 SP:Iteration 94Q (4362.941888 sec): 3 clusters Score: Raw -2096191.399900 + Penalty 1913.520529 = -2094277.879371 nChanged 55 SP:Iteration 95Q (4363.012722 sec): 3 clusters Score: Raw -2096203.565757 + Penalty 1913.520529 = -2094290.045228 nChanged 59 SP:Iteration 96Q (4363.084308 sec): 3 clusters Score: Raw -2096214.393801 + Penalty 1913.520529 = -2094300.873272 nChanged 56 SP:Iteration 97Q (4363.151338 sec): 3 clusters Score: Raw -2096226.938568 + Penalty 1913.520529 = -2094313.418039 nChanged 55 SP:Iteration 98Q (4363.211853 sec): 3 clusters Score: Raw -2096236.916594 + Penalty 1913.520529 = -2094323.396066 nChanged 41 SP:Iteration 99Q (4363.282790 sec): 3 clusters Score: Raw -2096244.429951 + Penalty 1913.520529 = -2094330.909422 nChanged 48 SP:Iteration 100F (4363.368094 sec): 3 clusters Score: Raw -2096254.009667 + Penalty 1913.520529 = -2094340.489138 nChanged 34 SP:Iteration 101Q (4363.440046 sec): 3 clusters Score: Raw -2096260.086769 + Penalty 1913.520529 = -2094346.566240 nChanged 31 SP:Iteration 102Q (4363.508313 sec): 3 clusters Score: Raw -2096264.671838 + Penalty 1913.520529 = -2094351.151310 nChanged 25 SP:Iteration 103Q (4363.582650 sec): 3 clusters Score: Raw -2096268.865563 + Penalty 1913.520529 = -2094355.345034 nChanged 26 SP:Iteration 104Q (4363.652808 sec): 3 clusters Score: Raw -2096272.904934 + Penalty 1913.520529 = -2094359.384406 nChanged 27 SP:Iteration 105Q (4363.724607 sec): 3 clusters Score: Raw -2096276.904913 + Penalty 1913.520529 = -2094363.384384 nChanged 18 SP:Iteration 106Q (4363.800697 sec): 3 clusters Score: Raw -2096279.809921 + Penalty 1913.520529 = -2094366.289392 nChanged 19 SP:Iteration 107Q (4363.872308 sec): 3 clusters Score: Raw -2096283.998483 + Penalty 1913.520529 = -2094370.477955 nChanged 21 SP:Iteration 108Q (4363.941463 sec): 3 clusters Score: Raw -2096288.922707 + Penalty 1913.520529 = -2094375.402179 nChanged 24 SP:Iteration 109Q (4364.011162 sec): 3 clusters Score: Raw -2096293.256600 + Penalty 1913.520529 = -2094379.736072 nChanged 18 SP:Iteration 110Q (4364.075977 sec): 3 clusters Score: Raw -2096296.217501 + Penalty 1913.520529 = -2094382.696972 nChanged 14 SP:Iteration 111Q (4364.155374 sec): 3 clusters Score: Raw -2096298.261806 + Penalty 1913.520529 = -2094384.741278 nChanged 12 SP:Iteration 112Q (4364.228576 sec): 3 clusters Score: Raw -2096299.893199 + Penalty 1913.520529 = -2094386.372670 nChanged 11 SP:Iteration 113Q (4364.289018 sec): 3 clusters Score: Raw -2096301.632326 + Penalty 1913.520529 = -2094388.111797 nChanged 11 SP:Iteration 114Q (4364.354770 sec): 3 clusters Score: Raw -2096303.253560 + Penalty 1913.520529 = -2094389.733032 nChanged 12 SP:Iteration 115Q (4364.424967 sec): 3 clusters Score: Raw -2096305.266770 + Penalty 1913.520529 = -2094391.746241 nChanged 9 SP:Iteration 116Q (4364.498369 sec): 3 clusters Score: Raw -2096306.426725 + Penalty 1913.520529 = -2094392.906197 nChanged 14 SP:Iteration 117Q (4364.557909 sec): 3 clusters Score: Raw -2096308.731688 + Penalty 1913.520529 = -2094395.211159 nChanged 17 SP:Iteration 118Q (4364.624633 sec): 3 clusters Score: Raw -2096311.033386 + Penalty 1913.520529 = -2094397.512857 nChanged 21 SP:Iteration 119Q (4364.691227 sec): 3 clusters Score: Raw -2096315.648658 + Penalty 1913.520529 = -2094402.128130 nChanged 19 SP:Iteration 120F (4364.762199 sec): 3 clusters Score: Raw -2096318.633139 + Penalty 1913.520529 = -2094405.112611 nChanged 13 SP:Iteration 121Q (4364.834072 sec): 3 clusters Score: Raw -2096320.670371 + Penalty 1913.520529 = -2094407.149843 nChanged 15 SP:Iteration 122Q (4364.900792 sec): 3 clusters Score: Raw -2096323.131614 + Penalty 1913.520529 = -2094409.611085 nChanged 10 SP:Iteration 123Q (4364.970735 sec): 3 clusters Score: Raw -2096324.898643 + Penalty 1913.520529 = -2094411.378115 nChanged 15 SP:Iteration 124Q (4365.043582 sec): 3 clusters Score: Raw -2096327.510808 + Penalty 1913.520529 = -2094413.990279 nChanged 15 SP:Iteration 125Q (4365.106438 sec): 3 clusters Score: Raw -2096330.309092 + Penalty 1913.520529 = -2094416.788563 nChanged 14 SP:Iteration 126Q (4365.169903 sec): 3 clusters Score: Raw -2096332.702504 + Penalty 1913.520529 = -2094419.181976 nChanged 9 SP:Iteration 127Q (4365.236734 sec): 3 clusters Score: Raw -2096334.166932 + Penalty 1913.520529 = -2094420.646404 nChanged 7 SP:Iteration 128Q (4365.310910 sec): 3 clusters Score: Raw -2096335.402835 + Penalty 1913.520529 = -2094421.882306 nChanged 4 SP:Iteration 129Q (4365.379468 sec): 3 clusters Score: Raw -2096336.393338 + Penalty 1913.520529 = -2094422.872810 nChanged 4 SP:Iteration 130Q (4365.451799 sec): 3 clusters Score: Raw -2096336.816965 + Penalty 1913.520529 = -2094423.296436 nChanged 4 SP:Iteration 131Q (4365.515084 sec): 3 clusters Score: Raw -2096337.259878 + Penalty 1913.520529 = -2094423.739350 nChanged 2 SP:Iteration 132Q (4365.583599 sec): 3 clusters Score: Raw -2096337.470695 + Penalty 1913.520529 = -2094423.950166 nChanged 1 SP:Iteration 133Q (4365.651684 sec): 3 clusters Score: Raw -2096337.557572 + Penalty 1913.520529 = -2094424.037043 nChanged 0 SP:Iteration 134F (4365.723946 sec): 3 clusters Score: Raw -2096337.557572 + Penalty 1913.520529 = -2094424.037043 nChanged 0 Trying to split cluster 22 (1641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4365.760760 sec): 2 clusters Score: Raw -144982.378237 + Penalty 703.290804 = -144279.087433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4365.810552 sec): 3 clusters Score: Raw -144199.756201 + Penalty 1406.581607 = -142793.174593 nChanged 610 SP:Iteration 1F (4365.849916 sec): 3 clusters Score: Raw -144554.918348 + Penalty 1406.581607 = -143148.336741 nChanged 132 SP:Iteration 2F (4365.892256 sec): 3 clusters Score: Raw -144642.696911 + Penalty 1406.581607 = -143236.115303 nChanged 94 SP:Iteration 3F (4365.944825 sec): 3 clusters Score: Raw -144709.391181 + Penalty 1406.581607 = -143302.809574 nChanged 70 SP:Iteration 4Q (4365.995026 sec): 3 clusters Score: Raw -144747.470862 + Penalty 1406.581607 = -143340.889254 nChanged 44 SP:Iteration 5Q (4366.041652 sec): 3 clusters Score: Raw -144766.965032 + Penalty 1406.581607 = -143360.383424 nChanged 24 SP:Iteration 6Q (4366.089756 sec): 3 clusters Score: Raw -144773.803370 + Penalty 1406.581607 = -143367.221763 nChanged 17 SP:Iteration 7Q (4366.125490 sec): 3 clusters Score: Raw -144781.504852 + Penalty 1406.581607 = -143374.923245 nChanged 21 SP:Iteration 8Q (4366.174312 sec): 3 clusters Score: Raw -144791.268724 + Penalty 1406.581607 = -143384.687117 nChanged 17 SP:Iteration 9Q (4366.221023 sec): 3 clusters Score: Raw -144799.666464 + Penalty 1406.581607 = -143393.084857 nChanged 19 SP:Iteration 10Q (4366.264145 sec): 3 clusters Score: Raw -144808.051571 + Penalty 1406.581607 = -143401.469964 nChanged 16 SP:Iteration 11Q (4366.306745 sec): 3 clusters Score: Raw -144815.730038 + Penalty 1406.581607 = -143409.148431 nChanged 12 SP:Iteration 12Q (4366.359600 sec): 3 clusters Score: Raw -144821.112057 + Penalty 1406.581607 = -143414.530450 nChanged 13 SP:Iteration 13Q (4366.402234 sec): 3 clusters Score: Raw -144826.402528 + Penalty 1406.581607 = -143419.820921 nChanged 13 SP:Iteration 14Q (4366.455290 sec): 3 clusters Score: Raw -144833.598389 + Penalty 1406.581607 = -143427.016782 nChanged 20 SP:Iteration 15Q (4366.498574 sec): 3 clusters Score: Raw -144844.470783 + Penalty 1406.581607 = -143437.889176 nChanged 20 SP:Iteration 16Q (4366.544005 sec): 3 clusters Score: Raw -144858.455376 + Penalty 1406.581607 = -143451.873769 nChanged 26 SP:Iteration 17Q (4366.584100 sec): 3 clusters Score: Raw -144874.544701 + Penalty 1406.581607 = -143467.963094 nChanged 26 SP:Iteration 18Q (4366.626680 sec): 3 clusters Score: Raw -144888.874518 + Penalty 1406.581607 = -143482.292911 nChanged 16 SP:Iteration 19Q (4366.674008 sec): 3 clusters Score: Raw -144897.712670 + Penalty 1406.581607 = -143491.131063 nChanged 23 SP:Iteration 20F (4366.716388 sec): 3 clusters Score: Raw -144909.168770 + Penalty 1406.581607 = -143502.587162 nChanged 25 SP:Iteration 21Q (4366.756943 sec): 3 clusters Score: Raw -144925.208661 + Penalty 1406.581607 = -143518.627054 nChanged 22 SP:Iteration 22Q (4366.810750 sec): 3 clusters Score: Raw -144937.580768 + Penalty 1406.581607 = -143530.999161 nChanged 17 SP:Iteration 23Q (4366.850596 sec): 3 clusters Score: Raw -144944.744697 + Penalty 1406.581607 = -143538.163090 nChanged 11 SP:Iteration 24Q (4366.901333 sec): 3 clusters Score: Raw -144949.099664 + Penalty 1406.581607 = -143542.518057 nChanged 6 SP:Iteration 25Q (4366.942864 sec): 3 clusters Score: Raw -144951.716412 + Penalty 1406.581607 = -143545.134805 nChanged 12 SP:Iteration 26Q (4366.998134 sec): 3 clusters Score: Raw -144957.436198 + Penalty 1406.581607 = -143550.854591 nChanged 10 SP:Iteration 27Q (4367.040056 sec): 3 clusters Score: Raw -144962.021803 + Penalty 1406.581607 = -143555.440196 nChanged 8 SP:Iteration 28Q (4367.091080 sec): 3 clusters Score: Raw -144966.174065 + Penalty 1406.581607 = -143559.592458 nChanged 7 SP:Iteration 29Q (4367.148468 sec): 3 clusters Score: Raw -144969.261780 + Penalty 1406.581607 = -143562.680172 nChanged 7 SP:Iteration 30Q (4367.200475 sec): 3 clusters Score: Raw -144972.375280 + Penalty 1406.581607 = -143565.793673 nChanged 11 SP:Iteration 31Q (4367.241204 sec): 3 clusters Score: Raw -144978.845894 + Penalty 1406.581607 = -143572.264287 nChanged 13 SP:Iteration 32Q (4367.288534 sec): 3 clusters Score: Raw -144986.212354 + Penalty 1406.581607 = -143579.630747 nChanged 10 SP:Iteration 33Q (4367.334285 sec): 3 clusters Score: Raw -144992.638823 + Penalty 1406.581607 = -143586.057216 nChanged 13 SP:Iteration 34Q (4367.383755 sec): 3 clusters Score: Raw -144998.166190 + Penalty 1406.581607 = -143591.584582 nChanged 12 SP:Iteration 35Q (4367.421031 sec): 3 clusters Score: Raw -145004.901715 + Penalty 1406.581607 = -143598.320107 nChanged 13 SP:Iteration 36Q (4367.469600 sec): 3 clusters Score: Raw -145013.996519 + Penalty 1406.581607 = -143607.414911 nChanged 12 SP:Iteration 37Q (4367.517307 sec): 3 clusters Score: Raw -145021.958883 + Penalty 1406.581607 = -143615.377276 nChanged 14 SP:Iteration 38Q (4367.564616 sec): 3 clusters Score: Raw -145031.744388 + Penalty 1406.581607 = -143625.162781 nChanged 14 SP:Iteration 39Q (4367.608969 sec): 3 clusters Score: Raw -145038.951816 + Penalty 1406.581607 = -143632.370209 nChanged 17 SP:Iteration 40F (4367.651680 sec): 3 clusters Score: Raw -145046.852472 + Penalty 1406.581607 = -143640.270864 nChanged 14 SP:Iteration 41Q (4367.695291 sec): 3 clusters Score: Raw -145053.199705 + Penalty 1406.581607 = -143646.618097 nChanged 11 SP:Iteration 42Q (4367.743878 sec): 3 clusters Score: Raw -145056.921491 + Penalty 1406.581607 = -143650.339884 nChanged 10 SP:Iteration 43Q (4367.793836 sec): 3 clusters Score: Raw -145060.735642 + Penalty 1406.581607 = -143654.154035 nChanged 8 SP:Iteration 44Q (4367.842836 sec): 3 clusters Score: Raw -145063.146279 + Penalty 1406.581607 = -143656.564672 nChanged 7 SP:Iteration 45Q (4367.878903 sec): 3 clusters Score: Raw -145068.208282 + Penalty 1406.581607 = -143661.626675 nChanged 5 SP:Iteration 46Q (4367.921071 sec): 3 clusters Score: Raw -145070.620489 + Penalty 1406.581607 = -143664.038882 nChanged 5 SP:Iteration 47Q (4367.974186 sec): 3 clusters Score: Raw -145072.481305 + Penalty 1406.581607 = -143665.899698 nChanged 7 SP:Iteration 48Q (4368.016014 sec): 3 clusters Score: Raw -145074.526044 + Penalty 1406.581607 = -143667.944437 nChanged 2 SP:Iteration 49Q (4368.063190 sec): 3 clusters Score: Raw -145075.050919 + Penalty 1406.581607 = -143668.469312 nChanged 2 SP:Iteration 50Q (4368.121555 sec): 3 clusters Score: Raw -145075.435023 + Penalty 1406.581607 = -143668.853416 nChanged 1 SP:Iteration 51Q (4368.159452 sec): 3 clusters Score: Raw -145075.736347 + Penalty 1406.581607 = -143669.154740 nChanged 0 SP:Iteration 52F (4368.204780 sec): 3 clusters Score: Raw -145075.736347 + Penalty 1406.581607 = -143669.154740 nChanged 0 Trying to split cluster 23 (2411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4368.223201 sec): 2 clusters Score: Raw -200502.230952 + Penalty 739.840703 = -199762.390249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4368.279486 sec): 3 clusters Score: Raw -199276.959451 + Penalty 1479.681407 = -197797.278044 nChanged 986 SP:Iteration 1F (4368.334322 sec): 3 clusters Score: Raw -199858.089639 + Penalty 1479.681407 = -198378.408232 nChanged 168 SP:Iteration 2F (4368.385109 sec): 3 clusters Score: Raw -199953.761811 + Penalty 1479.681407 = -198474.080404 nChanged 110 SP:Iteration 3Q (4368.433125 sec): 3 clusters Score: Raw -200017.072952 + Penalty 1479.681407 = -198537.391545 nChanged 97 SP:Iteration 4Q (4368.481305 sec): 3 clusters Score: Raw -200071.212886 + Penalty 1479.681407 = -198591.531479 nChanged 82 SP:Iteration 5Q (4368.524488 sec): 3 clusters Score: Raw -200114.590106 + Penalty 1479.681407 = -198634.908699 nChanged 68 SP:Iteration 6Q (4368.570535 sec): 3 clusters Score: Raw -200147.114012 + Penalty 1479.681407 = -198667.432605 nChanged 62 SP:Iteration 7Q (4368.618906 sec): 3 clusters Score: Raw -200184.710656 + Penalty 1479.681407 = -198705.029249 nChanged 59 SP:Iteration 8Q (4368.661713 sec): 3 clusters Score: Raw -200222.159608 + Penalty 1479.681407 = -198742.478201 nChanged 65 SP:Iteration 9Q (4368.712517 sec): 3 clusters Score: Raw -200254.555591 + Penalty 1479.681407 = -198774.874184 nChanged 58 SP:Iteration 10Q (4368.762492 sec): 3 clusters Score: Raw -200282.841450 + Penalty 1479.681407 = -198803.160043 nChanged 48 SP:Iteration 11Q (4368.810964 sec): 3 clusters Score: Raw -200314.070036 + Penalty 1479.681407 = -198834.388630 nChanged 50 SP:Iteration 12Q (4368.855765 sec): 3 clusters Score: Raw -200344.770128 + Penalty 1479.681407 = -198865.088722 nChanged 44 SP:Iteration 13Q (4368.906705 sec): 3 clusters Score: Raw -200368.954270 + Penalty 1479.681407 = -198889.272863 nChanged 35 SP:Iteration 14Q (4368.951800 sec): 3 clusters Score: Raw -200389.724018 + Penalty 1479.681407 = -198910.042611 nChanged 44 SP:Iteration 15Q (4368.999047 sec): 3 clusters Score: Raw -200411.164285 + Penalty 1479.681407 = -198931.482878 nChanged 46 SP:Iteration 16Q (4369.044446 sec): 3 clusters Score: Raw -200438.850881 + Penalty 1479.681407 = -198959.169474 nChanged 41 SP:Iteration 17Q (4369.093107 sec): 3 clusters Score: Raw -200463.412763 + Penalty 1479.681407 = -198983.731356 nChanged 44 SP:Iteration 18Q (4369.138875 sec): 3 clusters Score: Raw -200487.572941 + Penalty 1479.681407 = -199007.891534 nChanged 50 SP:Iteration 19Q (4369.181315 sec): 3 clusters Score: Raw -200519.179110 + Penalty 1479.681407 = -199039.497704 nChanged 43 SP:Iteration 20F (4369.211956 sec): 3 clusters Score: Raw -200546.777168 + Penalty 1479.681407 = -199067.095761 nChanged 43 SP:Iteration 21Q (4369.248191 sec): 3 clusters Score: Raw -200575.212276 + Penalty 1479.681407 = -199095.530869 nChanged 34 SP:Iteration 22Q (4369.282294 sec): 3 clusters Score: Raw -200600.615873 + Penalty 1479.681407 = -199120.934466 nChanged 21 SP:Iteration 23Q (4369.333808 sec): 3 clusters Score: Raw -200614.612471 + Penalty 1479.681407 = -199134.931064 nChanged 16 SP:Iteration 24Q (4369.381756 sec): 3 clusters Score: Raw -200622.755344 + Penalty 1479.681407 = -199143.073938 nChanged 9 SP:Iteration 25Q (4369.434137 sec): 3 clusters Score: Raw -200627.454286 + Penalty 1479.681407 = -199147.772879 nChanged 12 SP:Iteration 26Q (4369.468712 sec): 3 clusters Score: Raw -200634.908299 + Penalty 1479.681407 = -199155.226892 nChanged 8 SP:Iteration 27Q (4369.514705 sec): 3 clusters Score: Raw -200638.898543 + Penalty 1479.681407 = -199159.217136 nChanged 6 SP:Iteration 28Q (4369.554717 sec): 3 clusters Score: Raw -200641.176135 + Penalty 1479.681407 = -199161.494728 nChanged 6 SP:Iteration 29Q (4369.605080 sec): 3 clusters Score: Raw -200645.077698 + Penalty 1479.681407 = -199165.396291 nChanged 8 SP:Iteration 30Q (4369.637709 sec): 3 clusters Score: Raw -200647.663867 + Penalty 1479.681407 = -199167.982460 nChanged 6 SP:Iteration 31Q (4369.678797 sec): 3 clusters Score: Raw -200650.002167 + Penalty 1479.681407 = -199170.320761 nChanged 7 SP:Iteration 32Q (4369.725145 sec): 3 clusters Score: Raw -200653.468610 + Penalty 1479.681407 = -199173.787203 nChanged 3 SP:Iteration 33Q (4369.775407 sec): 3 clusters Score: Raw -200654.799657 + Penalty 1479.681407 = -199175.118250 nChanged 5 SP:Iteration 34Q (4369.813868 sec): 3 clusters Score: Raw -200657.963895 + Penalty 1479.681407 = -199178.282489 nChanged 6 SP:Iteration 35Q (4369.865585 sec): 3 clusters Score: Raw -200660.779190 + Penalty 1479.681407 = -199181.097783 nChanged 5 SP:Iteration 36Q (4369.895226 sec): 3 clusters Score: Raw -200665.809366 + Penalty 1479.681407 = -199186.127959 nChanged 5 SP:Iteration 37Q (4369.946668 sec): 3 clusters Score: Raw -200669.930254 + Penalty 1479.681407 = -199190.248847 nChanged 4 SP:Iteration 38Q (4369.987964 sec): 3 clusters Score: Raw -200672.778556 + Penalty 1479.681407 = -199193.097149 nChanged 8 SP:Iteration 39Q (4370.025314 sec): 3 clusters Score: Raw -200676.497713 + Penalty 1479.681407 = -199196.816306 nChanged 4 SP:Iteration 40F (4370.085641 sec): 3 clusters Score: Raw -200679.400365 + Penalty 1479.681407 = -199199.718958 nChanged 5 SP:Iteration 41Q (4370.117783 sec): 3 clusters Score: Raw -200682.522874 + Penalty 1479.681407 = -199202.841468 nChanged 2 SP:Iteration 42Q (4370.159880 sec): 3 clusters Score: Raw -200683.083497 + Penalty 1479.681407 = -199203.402090 nChanged 1 SP:Iteration 43Q (4370.217316 sec): 3 clusters Score: Raw -200683.292258 + Penalty 1479.681407 = -199203.610852 nChanged 1 SP:Iteration 44Q (4370.254898 sec): 3 clusters Score: Raw -200683.373251 + Penalty 1479.681407 = -199203.691844 nChanged 0 SP:Iteration 45F (4370.299221 sec): 3 clusters Score: Raw -200683.373251 + Penalty 1479.681407 = -199203.691844 nChanged 0 Trying to split cluster 24 (98711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4370.425816 sec): 2 clusters Score: Raw -8802125.403527 + Penalty 1092.495408 = -8801032.908119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4370.593619 sec): 3 clusters Score: Raw -8737196.273147 + Penalty 2184.990817 = -8735011.282330 nChanged 47645 SP:Iteration 1F (4370.759751 sec): 3 clusters Score: Raw -8765294.373483 + Penalty 2184.990817 = -8763109.382666 nChanged 3930 SP:Iteration 2Q (4370.936493 sec): 3 clusters Score: Raw -8766660.152287 + Penalty 2184.990817 = -8764475.161470 nChanged 4664 SP:Iteration 3Q (4371.109207 sec): 3 clusters Score: Raw -8768985.357814 + Penalty 2184.990817 = -8766800.366997 nChanged 5814 SP:Iteration 4F (4371.267934 sec): 3 clusters Score: Raw -8773182.446912 + Penalty 2184.990817 = -8770997.456095 nChanged 7223 SP:Iteration 5F (4371.435351 sec): 3 clusters Score: Raw -8779714.615864 + Penalty 2184.990817 = -8777529.625047 nChanged 7735 SP:Iteration 6F (4371.604009 sec): 3 clusters Score: Raw -8786647.589337 + Penalty 2184.990817 = -8784462.598520 nChanged 6629 SP:Iteration 7F (4371.766544 sec): 3 clusters Score: Raw -8791140.113330 + Penalty 2184.990817 = -8788955.122513 nChanged 4588 SP:Iteration 8Q (4371.932708 sec): 3 clusters Score: Raw -8793390.911543 + Penalty 2184.990817 = -8791205.920726 nChanged 3085 SP:Iteration 9Q (4372.109464 sec): 3 clusters Score: Raw -8794728.949931 + Penalty 2184.990817 = -8792543.959114 nChanged 2524 SP:Iteration 10Q (4372.268068 sec): 3 clusters Score: Raw -8795846.461787 + Penalty 2184.990817 = -8793661.470970 nChanged 2301 SP:Iteration 11Q (4372.445331 sec): 3 clusters Score: Raw -8796840.150184 + Penalty 2184.990817 = -8794655.159367 nChanged 2054 SP:Iteration 12Q (4372.619423 sec): 3 clusters Score: Raw -8797772.098621 + Penalty 2184.990817 = -8795587.107804 nChanged 2016 SP:Iteration 13Q (4372.783041 sec): 3 clusters Score: Raw -8798686.457052 + Penalty 2184.990817 = -8796501.466235 nChanged 1898 SP:Iteration 14Q (4372.957536 sec): 3 clusters Score: Raw -8799540.112486 + Penalty 2184.990817 = -8797355.121670 nChanged 1692 SP:Iteration 15Q (4373.113292 sec): 3 clusters Score: Raw -8800245.077451 + Penalty 2184.990817 = -8798060.086634 nChanged 1579 SP:Iteration 16Q (4373.281896 sec): 3 clusters Score: Raw -8800871.926641 + Penalty 2184.990817 = -8798686.935824 nChanged 1434 SP:Iteration 17Q (4373.443916 sec): 3 clusters Score: Raw -8801381.693744 + Penalty 2184.990817 = -8799196.702927 nChanged 1329 SP:Iteration 18Q (4373.603587 sec): 3 clusters Score: Raw -8801795.934223 + Penalty 2184.990817 = -8799610.943406 nChanged 1160 SP:Iteration 19Q (4373.768798 sec): 3 clusters Score: Raw -8802126.643581 + Penalty 2184.990817 = -8799941.652764 nChanged 1092 SP:Iteration 20F (4373.930210 sec): 3 clusters Score: Raw -8802430.570317 + Penalty 2184.990817 = -8800245.579500 nChanged 999 SP:Iteration 21Q (4374.094187 sec): 3 clusters Score: Raw -8802680.034702 + Penalty 2184.990817 = -8800495.043885 nChanged 881 SP:Iteration 22Q (4374.261381 sec): 3 clusters Score: Raw -8802879.461448 + Penalty 2184.990817 = -8800694.470631 nChanged 771 SP:Iteration 23Q (4374.427469 sec): 3 clusters Score: Raw -8803033.536331 + Penalty 2184.990817 = -8800848.545514 nChanged 679 SP:Iteration 24Q (4374.593028 sec): 3 clusters Score: Raw -8803154.541756 + Penalty 2184.990817 = -8800969.550939 nChanged 628 SP:Iteration 25Q (4374.747693 sec): 3 clusters Score: Raw -8803260.606788 + Penalty 2184.990817 = -8801075.615971 nChanged 607 SP:Iteration 26Q (4374.914028 sec): 3 clusters Score: Raw -8803361.594049 + Penalty 2184.990817 = -8801176.603232 nChanged 582 SP:Iteration 27Q (4375.081158 sec): 3 clusters Score: Raw -8803448.761249 + Penalty 2184.990817 = -8801263.770432 nChanged 538 SP:Iteration 28Q (4375.232591 sec): 3 clusters Score: Raw -8803523.730597 + Penalty 2184.990817 = -8801338.739780 nChanged 492 SP:Iteration 29Q (4375.389110 sec): 3 clusters Score: Raw -8803586.913763 + Penalty 2184.990817 = -8801401.922946 nChanged 455 SP:Iteration 30Q (4375.565523 sec): 3 clusters Score: Raw -8803642.951217 + Penalty 2184.990817 = -8801457.960400 nChanged 424 SP:Iteration 31Q (4375.725305 sec): 3 clusters Score: Raw -8803691.005234 + Penalty 2184.990817 = -8801506.014417 nChanged 361 SP:Iteration 32Q (4375.890385 sec): 3 clusters Score: Raw -8803726.908020 + Penalty 2184.990817 = -8801541.917203 nChanged 323 SP:Iteration 33Q (4376.047432 sec): 3 clusters Score: Raw -8803756.108097 + Penalty 2184.990817 = -8801571.117280 nChanged 321 SP:Iteration 34Q (4376.220401 sec): 3 clusters Score: Raw -8803786.932224 + Penalty 2184.990817 = -8801601.941407 nChanged 327 SP:Iteration 35Q (4376.388363 sec): 3 clusters Score: Raw -8803816.487818 + Penalty 2184.990817 = -8801631.497001 nChanged 294 SP:Iteration 36Q (4376.549099 sec): 3 clusters Score: Raw -8803841.092885 + Penalty 2184.990817 = -8801656.102068 nChanged 265 SP:Iteration 37Q (4376.708946 sec): 3 clusters Score: Raw -8803863.035212 + Penalty 2184.990817 = -8801678.044395 nChanged 274 SP:Iteration 38Q (4376.863938 sec): 3 clusters Score: Raw -8803884.732165 + Penalty 2184.990817 = -8801699.741348 nChanged 252 SP:Iteration 39Q (4377.033025 sec): 3 clusters Score: Raw -8803902.719144 + Penalty 2184.990817 = -8801717.728327 nChanged 236 SP:Iteration 40F (4377.196595 sec): 3 clusters Score: Raw -8803916.901791 + Penalty 2184.990817 = -8801731.910974 nChanged 209 SP:Iteration 41Q (4377.359036 sec): 3 clusters Score: Raw -8803928.696778 + Penalty 2184.990817 = -8801743.705961 nChanged 192 SP:Iteration 42Q (4377.521555 sec): 3 clusters Score: Raw -8803939.713883 + Penalty 2184.990817 = -8801754.723066 nChanged 192 SP:Iteration 43Q (4377.676351 sec): 3 clusters Score: Raw -8803951.508372 + Penalty 2184.990817 = -8801766.517555 nChanged 168 SP:Iteration 44Q (4377.840434 sec): 3 clusters Score: Raw -8803961.382794 + Penalty 2184.990817 = -8801776.391977 nChanged 168 SP:Iteration 45Q (4378.003054 sec): 3 clusters Score: Raw -8803970.259913 + Penalty 2184.990817 = -8801785.269096 nChanged 139 SP:Iteration 46Q (4378.165788 sec): 3 clusters Score: Raw -8803976.423496 + Penalty 2184.990817 = -8801791.432679 nChanged 141 SP:Iteration 47Q (4378.324454 sec): 3 clusters Score: Raw -8803983.021184 + Penalty 2184.990817 = -8801798.030367 nChanged 127 SP:Iteration 48Q (4378.483835 sec): 3 clusters Score: Raw -8803988.171315 + Penalty 2184.990817 = -8801803.180498 nChanged 105 SP:Iteration 49Q (4378.642784 sec): 3 clusters Score: Raw -8803991.820397 + Penalty 2184.990817 = -8801806.829580 nChanged 88 SP:Iteration 50Q (4378.798905 sec): 3 clusters Score: Raw -8803994.638997 + Penalty 2184.990817 = -8801809.648180 nChanged 68 SP:Iteration 51Q (4378.952860 sec): 3 clusters Score: Raw -8803996.697358 + Penalty 2184.990817 = -8801811.706541 nChanged 64 SP:Iteration 52Q (4379.122312 sec): 3 clusters Score: Raw -8803998.176984 + Penalty 2184.990817 = -8801813.186167 nChanged 48 SP:Iteration 53Q (4379.281768 sec): 3 clusters Score: Raw -8803999.343252 + Penalty 2184.990817 = -8801814.352435 nChanged 45 SP:Iteration 54Q (4379.447113 sec): 3 clusters Score: Raw -8804000.490966 + Penalty 2184.990817 = -8801815.500149 nChanged 40 SP:Iteration 55Q (4379.604224 sec): 3 clusters Score: Raw -8804001.548540 + Penalty 2184.990817 = -8801816.557723 nChanged 48 SP:Iteration 56Q (4379.774026 sec): 3 clusters Score: Raw -8804003.023999 + Penalty 2184.990817 = -8801818.033182 nChanged 58 SP:Iteration 57Q (4379.920123 sec): 3 clusters Score: Raw -8804005.382801 + Penalty 2184.990817 = -8801820.391984 nChanged 62 SP:Iteration 58Q (4380.082407 sec): 3 clusters Score: Raw -8804007.490820 + Penalty 2184.990817 = -8801822.500003 nChanged 49 SP:Iteration 59Q (4380.236642 sec): 3 clusters Score: Raw -8804008.868598 + Penalty 2184.990817 = -8801823.877781 nChanged 51 SP:Iteration 60F (4380.408116 sec): 3 clusters Score: Raw -8804010.767558 + Penalty 2184.990817 = -8801825.776741 nChanged 64 SP:Iteration 61Q (4380.566977 sec): 3 clusters Score: Raw -8804013.257015 + Penalty 2184.990817 = -8801828.266198 nChanged 74 SP:Iteration 62Q (4380.726269 sec): 3 clusters Score: Raw -8804016.039932 + Penalty 2184.990817 = -8801831.049115 nChanged 77 SP:Iteration 63Q (4380.903650 sec): 3 clusters Score: Raw -8804018.632511 + Penalty 2184.990817 = -8801833.641694 nChanged 76 SP:Iteration 64Q (4381.071441 sec): 3 clusters Score: Raw -8804021.289174 + Penalty 2184.990817 = -8801836.298357 nChanged 62 SP:Iteration 65Q (4381.226874 sec): 3 clusters Score: Raw -8804023.395108 + Penalty 2184.990817 = -8801838.404291 nChanged 65 SP:Iteration 66Q (4381.397421 sec): 3 clusters Score: Raw -8804025.753485 + Penalty 2184.990817 = -8801840.762668 nChanged 54 SP:Iteration 67Q (4381.541852 sec): 3 clusters Score: Raw -8804027.524178 + Penalty 2184.990817 = -8801842.533361 nChanged 56 SP:Iteration 68Q (4381.699868 sec): 3 clusters Score: Raw -8804028.874247 + Penalty 2184.990817 = -8801843.883431 nChanged 37 SP:Iteration 69Q (4381.855188 sec): 3 clusters Score: Raw -8804029.700851 + Penalty 2184.990817 = -8801844.710034 nChanged 30 SP:Iteration 70Q (4382.002755 sec): 3 clusters Score: Raw -8804030.258541 + Penalty 2184.990817 = -8801845.267724 nChanged 33 SP:Iteration 71Q (4382.167700 sec): 3 clusters Score: Raw -8804031.061710 + Penalty 2184.990817 = -8801846.070893 nChanged 25 SP:Iteration 72Q (4382.323338 sec): 3 clusters Score: Raw -8804031.648202 + Penalty 2184.990817 = -8801846.657385 nChanged 23 SP:Iteration 73Q (4382.478070 sec): 3 clusters Score: Raw -8804032.102219 + Penalty 2184.990817 = -8801847.111402 nChanged 21 SP:Iteration 74Q (4382.643662 sec): 3 clusters Score: Raw -8804032.556415 + Penalty 2184.990817 = -8801847.565598 nChanged 28 SP:Iteration 75Q (4382.798905 sec): 3 clusters Score: Raw -8804033.219017 + Penalty 2184.990817 = -8801848.228200 nChanged 24 SP:Iteration 76Q (4382.981864 sec): 3 clusters Score: Raw -8804033.816164 + Penalty 2184.990817 = -8801848.825348 nChanged 23 SP:Iteration 77Q (4383.148308 sec): 3 clusters Score: Raw -8804034.229406 + Penalty 2184.990817 = -8801849.238589 nChanged 22 SP:Iteration 78Q (4383.318598 sec): 3 clusters Score: Raw -8804034.657262 + Penalty 2184.990817 = -8801849.666445 nChanged 28 SP:Iteration 79Q (4383.488033 sec): 3 clusters Score: Raw -8804035.227418 + Penalty 2184.990817 = -8801850.236601 nChanged 19 SP:Iteration 80F (4383.652898 sec): 3 clusters Score: Raw -8804035.463032 + Penalty 2184.990817 = -8801850.472215 nChanged 17 SP:Iteration 81Q (4383.814075 sec): 3 clusters Score: Raw -8804035.746217 + Penalty 2184.990817 = -8801850.755400 nChanged 13 SP:Iteration 82Q (4383.970923 sec): 3 clusters Score: Raw -8804035.973994 + Penalty 2184.990817 = -8801850.983177 nChanged 14 SP:Iteration 83Q (4384.132920 sec): 3 clusters Score: Raw -8804036.292998 + Penalty 2184.990817 = -8801851.302181 nChanged 16 SP:Iteration 84Q (4384.290112 sec): 3 clusters Score: Raw -8804036.515025 + Penalty 2184.990817 = -8801851.524208 nChanged 8 SP:Iteration 85Q (4384.452628 sec): 3 clusters Score: Raw -8804036.696625 + Penalty 2184.990817 = -8801851.705808 nChanged 12 SP:Iteration 86Q (4384.607382 sec): 3 clusters Score: Raw -8804036.891541 + Penalty 2184.990817 = -8801851.900724 nChanged 12 SP:Iteration 87Q (4384.765675 sec): 3 clusters Score: Raw -8804037.123902 + Penalty 2184.990817 = -8801852.133085 nChanged 15 SP:Iteration 88Q (4384.934281 sec): 3 clusters Score: Raw -8804037.431058 + Penalty 2184.990817 = -8801852.440241 nChanged 17 SP:Iteration 89Q (4385.094040 sec): 3 clusters Score: Raw -8804037.803474 + Penalty 2184.990817 = -8801852.812657 nChanged 15 SP:Iteration 90Q (4385.258742 sec): 3 clusters Score: Raw -8804038.081529 + Penalty 2184.990817 = -8801853.090713 nChanged 16 SP:Iteration 91Q (4385.416962 sec): 3 clusters Score: Raw -8804038.476708 + Penalty 2184.990817 = -8801853.485891 nChanged 22 SP:Iteration 92Q (4385.567847 sec): 3 clusters Score: Raw -8804038.959244 + Penalty 2184.990817 = -8801853.968427 nChanged 26 SP:Iteration 93Q (4385.735329 sec): 3 clusters Score: Raw -8804039.593059 + Penalty 2184.990817 = -8801854.602242 nChanged 22 SP:Iteration 94Q (4385.899272 sec): 3 clusters Score: Raw -8804040.062707 + Penalty 2184.990817 = -8801855.071890 nChanged 19 SP:Iteration 95Q (4386.067632 sec): 3 clusters Score: Raw -8804040.420341 + Penalty 2184.990817 = -8801855.429524 nChanged 18 SP:Iteration 96Q (4386.230137 sec): 3 clusters Score: Raw -8804040.691132 + Penalty 2184.990817 = -8801855.700315 nChanged 10 SP:Iteration 97Q (4386.403212 sec): 3 clusters Score: Raw -8804040.849920 + Penalty 2184.990817 = -8801855.859103 nChanged 13 SP:Iteration 98Q (4386.563211 sec): 3 clusters Score: Raw -8804041.097091 + Penalty 2184.990817 = -8801856.106274 nChanged 14 SP:Iteration 99Q (4386.716939 sec): 3 clusters Score: Raw -8804041.287140 + Penalty 2184.990817 = -8801856.296323 nChanged 12 SP:Iteration 100F (4386.889248 sec): 3 clusters Score: Raw -8804041.435871 + Penalty 2184.990817 = -8801856.445054 nChanged 8 SP:Iteration 101Q (4387.042157 sec): 3 clusters Score: Raw -8804041.541643 + Penalty 2184.990817 = -8801856.550826 nChanged 8 SP:Iteration 102Q (4387.209116 sec): 3 clusters Score: Raw -8804041.621569 + Penalty 2184.990817 = -8801856.630752 nChanged 6 SP:Iteration 103Q (4387.363664 sec): 3 clusters Score: Raw -8804041.691327 + Penalty 2184.990817 = -8801856.700510 nChanged 7 SP:Iteration 104Q (4387.515945 sec): 3 clusters Score: Raw -8804041.802925 + Penalty 2184.990817 = -8801856.812109 nChanged 5 SP:Iteration 105Q (4387.679125 sec): 3 clusters Score: Raw -8804041.865873 + Penalty 2184.990817 = -8801856.875056 nChanged 5 SP:Iteration 106Q (4387.838461 sec): 3 clusters Score: Raw -8804041.914131 + Penalty 2184.990817 = -8801856.923314 nChanged 5 SP:Iteration 107Q (4387.987960 sec): 3 clusters Score: Raw -8804041.973394 + Penalty 2184.990817 = -8801856.982577 nChanged 4 SP:Iteration 108Q (4388.153248 sec): 3 clusters Score: Raw -8804042.015557 + Penalty 2184.990817 = -8801857.024740 nChanged 3 SP:Iteration 109Q (4388.306972 sec): 3 clusters Score: Raw -8804042.029295 + Penalty 2184.990817 = -8801857.038478 nChanged 1 SP:Iteration 110Q (4388.458933 sec): 3 clusters Score: Raw -8804042.044857 + Penalty 2184.990817 = -8801857.054041 nChanged 4 SP:Iteration 111Q (4388.627064 sec): 3 clusters Score: Raw -8804042.067212 + Penalty 2184.990817 = -8801857.076395 nChanged 6 SP:Iteration 112Q (4388.790401 sec): 3 clusters Score: Raw -8804042.123630 + Penalty 2184.990817 = -8801857.132814 nChanged 8 SP:Iteration 113Q (4388.948255 sec): 3 clusters Score: Raw -8804042.205051 + Penalty 2184.990817 = -8801857.214234 nChanged 4 SP:Iteration 114Q (4389.117214 sec): 3 clusters Score: Raw -8804042.246164 + Penalty 2184.990817 = -8801857.255347 nChanged 8 SP:Iteration 115Q (4389.272540 sec): 3 clusters Score: Raw -8804042.368390 + Penalty 2184.990817 = -8801857.377573 nChanged 8 SP:Iteration 116Q (4389.434813 sec): 3 clusters Score: Raw -8804042.500251 + Penalty 2184.990817 = -8801857.509434 nChanged 8 SP:Iteration 117Q (4389.596610 sec): 3 clusters Score: Raw -8804042.647635 + Penalty 2184.990817 = -8801857.656818 nChanged 12 SP:Iteration 118Q (4389.761081 sec): 3 clusters Score: Raw -8804042.829151 + Penalty 2184.990817 = -8801857.838334 nChanged 10 SP:Iteration 119Q (4389.919371 sec): 3 clusters Score: Raw -8804042.951762 + Penalty 2184.990817 = -8801857.960945 nChanged 9 SP:Iteration 120F (4390.092687 sec): 3 clusters Score: Raw -8804043.076043 + Penalty 2184.990817 = -8801858.085226 nChanged 11 SP:Iteration 121Q (4390.259262 sec): 3 clusters Score: Raw -8804043.202980 + Penalty 2184.990817 = -8801858.212163 nChanged 10 SP:Iteration 122Q (4390.417382 sec): 3 clusters Score: Raw -8804043.372728 + Penalty 2184.990817 = -8801858.381911 nChanged 10 SP:Iteration 123Q (4390.580429 sec): 3 clusters Score: Raw -8804043.524675 + Penalty 2184.990817 = -8801858.533858 nChanged 14 SP:Iteration 124Q (4390.741933 sec): 3 clusters Score: Raw -8804043.856380 + Penalty 2184.990817 = -8801858.865563 nChanged 17 SP:Iteration 125Q (4390.898685 sec): 3 clusters Score: Raw -8804044.044394 + Penalty 2184.990817 = -8801859.053577 nChanged 9 SP:Iteration 126Q (4391.065193 sec): 3 clusters Score: Raw -8804044.154419 + Penalty 2184.990817 = -8801859.163602 nChanged 10 SP:Iteration 127Q (4391.217000 sec): 3 clusters Score: Raw -8804044.245351 + Penalty 2184.990817 = -8801859.254534 nChanged 5 SP:Iteration 128Q (4391.382155 sec): 3 clusters Score: Raw -8804044.319179 + Penalty 2184.990817 = -8801859.328362 nChanged 4 SP:Iteration 129Q (4391.528746 sec): 3 clusters Score: Raw -8804044.369164 + Penalty 2184.990817 = -8801859.378347 nChanged 4 SP:Iteration 130Q (4391.700159 sec): 3 clusters Score: Raw -8804044.393763 + Penalty 2184.990817 = -8801859.402946 nChanged 4 SP:Iteration 131Q (4391.852966 sec): 3 clusters Score: Raw -8804044.435634 + Penalty 2184.990817 = -8801859.444817 nChanged 5 SP:Iteration 132Q (4392.008472 sec): 3 clusters Score: Raw -8804044.506120 + Penalty 2184.990817 = -8801859.515303 nChanged 4 SP:Iteration 133Q (4392.164098 sec): 3 clusters Score: Raw -8804044.548835 + Penalty 2184.990817 = -8801859.558018 nChanged 3 SP:Iteration 134Q (4392.325876 sec): 3 clusters Score: Raw -8804044.567016 + Penalty 2184.990817 = -8801859.576199 nChanged 4 SP:Iteration 135Q (4392.491423 sec): 3 clusters Score: Raw -8804044.619872 + Penalty 2184.990817 = -8801859.629055 nChanged 4 SP:Iteration 136Q (4392.657289 sec): 3 clusters Score: Raw -8804044.643832 + Penalty 2184.990817 = -8801859.653015 nChanged 3 SP:Iteration 137Q (4392.817730 sec): 3 clusters Score: Raw -8804044.696418 + Penalty 2184.990817 = -8801859.705601 nChanged 6 SP:Iteration 138Q (4392.979172 sec): 3 clusters Score: Raw -8804044.779039 + Penalty 2184.990817 = -8801859.788222 nChanged 3 SP:Iteration 139Q (4393.133796 sec): 3 clusters Score: Raw -8804044.810150 + Penalty 2184.990817 = -8801859.819333 nChanged 3 SP:Iteration 140F (4393.298959 sec): 3 clusters Score: Raw -8804044.850035 + Penalty 2184.990817 = -8801859.859218 nChanged 2 SP:Iteration 141Q (4393.460028 sec): 3 clusters Score: Raw -8804044.867673 + Penalty 2184.990817 = -8801859.876856 nChanged 1 SP:Iteration 142Q (4393.622708 sec): 3 clusters Score: Raw -8804044.873792 + Penalty 2184.990817 = -8801859.882975 nChanged 1 SP:Iteration 143Q (4393.783038 sec): 3 clusters Score: Raw -8804044.881369 + Penalty 2184.990817 = -8801859.890552 nChanged 0 SP:Iteration 144F (4393.953573 sec): 3 clusters Score: Raw -8804044.881369 + Penalty 2184.990817 = -8801859.890552 nChanged 0 Score: Raw -45208274.316719 + Penalty 42586.822079 = -45165687.494640 Splitting cluster 24 changes total score from -45160948.733685 to -45165687.494640 So it's getting split into cluster 34. Trying to split cluster 25 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4402.483262 sec): 2 clusters Score: Raw -46633.476030 + Penalty 628.653283 = -46004.822747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4402.539136 sec): 3 clusters Score: Raw -46446.660391 + Penalty 1257.306566 = -45189.353825 nChanged 260 SP:Iteration 1F (4402.583079 sec): 3 clusters Score: Raw -46838.859041 + Penalty 1257.306566 = -45581.552475 nChanged 112 SP:Iteration 2F (4402.631030 sec): 3 clusters Score: Raw -47160.820023 + Penalty 1257.306566 = -45903.513457 nChanged 84 SP:Iteration 3F (4402.666340 sec): 3 clusters Score: Raw -47437.644119 + Penalty 1257.306566 = -46180.337553 nChanged 54 SP:Iteration 4F (4402.703567 sec): 3 clusters Score: Raw -47576.552395 + Penalty 1257.306566 = -46319.245830 nChanged 32 SP:Iteration 5Q (4402.745731 sec): 3 clusters Score: Raw -47664.585848 + Penalty 1257.306566 = -46407.279282 nChanged 27 SP:Iteration 6Q (4402.794294 sec): 3 clusters Score: Raw -47720.371546 + Penalty 1257.306566 = -46463.064980 nChanged 19 SP:Iteration 7Q (4402.843646 sec): 3 clusters Score: Raw -47738.178391 + Penalty 1257.306566 = -46480.871825 nChanged 15 SP:Iteration 8Q (4402.888431 sec): 3 clusters Score: Raw -47757.130380 + Penalty 1257.306566 = -46499.823814 nChanged 16 SP:Iteration 9Q (4402.935025 sec): 3 clusters Score: Raw -47786.895888 + Penalty 1257.306566 = -46529.589322 nChanged 17 SP:Iteration 10Q (4402.967313 sec): 3 clusters Score: Raw -47816.737303 + Penalty 1257.306566 = -46559.430737 nChanged 14 SP:Iteration 11Q (4403.026088 sec): 3 clusters Score: Raw -47843.032225 + Penalty 1257.306566 = -46585.725659 nChanged 9 SP:Iteration 12Q (4403.061894 sec): 3 clusters Score: Raw -47859.821470 + Penalty 1257.306566 = -46602.514904 nChanged 7 SP:Iteration 13Q (4403.116066 sec): 3 clusters Score: Raw -47879.803946 + Penalty 1257.306566 = -46622.497380 nChanged 9 SP:Iteration 14Q (4403.166451 sec): 3 clusters Score: Raw -47898.091116 + Penalty 1257.306566 = -46640.784551 nChanged 6 SP:Iteration 15Q (4403.212445 sec): 3 clusters Score: Raw -47911.033163 + Penalty 1257.306566 = -46653.726597 nChanged 4 SP:Iteration 16Q (4403.246015 sec): 3 clusters Score: Raw -47919.128457 + Penalty 1257.306566 = -46661.821891 nChanged 2 SP:Iteration 17Q (4403.300049 sec): 3 clusters Score: Raw -47921.360040 + Penalty 1257.306566 = -46664.053474 nChanged 2 SP:Iteration 18Q (4403.336633 sec): 3 clusters Score: Raw -47923.306037 + Penalty 1257.306566 = -46665.999471 nChanged 0 SP:Iteration 19F (4403.377486 sec): 3 clusters Score: Raw -47928.104647 + Penalty 1257.306566 = -46670.798081 nChanged 2 SP:Iteration 20F (4403.423367 sec): 3 clusters Score: Raw -47944.563101 + Penalty 1257.306566 = -46687.256535 nChanged 3 SP:Iteration 21Q (4403.475868 sec): 3 clusters Score: Raw -47951.303912 + Penalty 1257.306566 = -46693.997347 nChanged 3 SP:Iteration 22Q (4403.518125 sec): 3 clusters Score: Raw -47952.262264 + Penalty 1257.306566 = -46694.955698 nChanged 0 SP:Iteration 23F (4403.561319 sec): 3 clusters Score: Raw -47952.262264 + Penalty 1257.306566 = -46694.955698 nChanged 0 Score: Raw -45209593.102953 + Penalty 43839.375670 = -45165753.727283 Splitting cluster 25 changes total score from -45160948.733685 to -45165753.727283 So it's getting split into cluster 35. Trying to split cluster 26 (4061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4412.564961 sec): 2 clusters Score: Raw -311912.357899 + Penalty 789.372530 = -311122.985369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4412.608903 sec): 3 clusters Score: Raw -309688.200005 + Penalty 1578.745060 = -308109.454945 nChanged 1762 SP:Iteration 1F (4412.656310 sec): 3 clusters Score: Raw -310695.183291 + Penalty 1578.745060 = -309116.438231 nChanged 306 SP:Iteration 2F (4412.708104 sec): 3 clusters Score: Raw -310840.261521 + Penalty 1578.745060 = -309261.516461 nChanged 225 SP:Iteration 3F (4412.761227 sec): 3 clusters Score: Raw -310944.945309 + Penalty 1578.745060 = -309366.200249 nChanged 164 SP:Iteration 4Q (4412.798174 sec): 3 clusters Score: Raw -311020.620733 + Penalty 1578.745060 = -309441.875672 nChanged 141 SP:Iteration 5Q (4412.849735 sec): 3 clusters Score: Raw -311077.867622 + Penalty 1578.745060 = -309499.122562 nChanged 113 SP:Iteration 6Q (4412.894565 sec): 3 clusters Score: Raw -311127.607040 + Penalty 1578.745060 = -309548.861980 nChanged 109 SP:Iteration 7Q (4412.938717 sec): 3 clusters Score: Raw -311179.941750 + Penalty 1578.745060 = -309601.196690 nChanged 117 SP:Iteration 8Q (4412.993062 sec): 3 clusters Score: Raw -311229.936967 + Penalty 1578.745060 = -309651.191907 nChanged 109 SP:Iteration 9Q (4413.042107 sec): 3 clusters Score: Raw -311284.608935 + Penalty 1578.745060 = -309705.863875 nChanged 109 SP:Iteration 10Q (4413.089093 sec): 3 clusters Score: Raw -311348.298814 + Penalty 1578.745060 = -309769.553754 nChanged 111 SP:Iteration 11Q (4413.154923 sec): 3 clusters Score: Raw -311423.211638 + Penalty 1578.745060 = -309844.466578 nChanged 142 SP:Iteration 12Q (4413.197621 sec): 3 clusters Score: Raw -311523.240674 + Penalty 1578.745060 = -309944.495613 nChanged 151 SP:Iteration 13Q (4413.259049 sec): 3 clusters Score: Raw -311633.072944 + Penalty 1578.745060 = -310054.327884 nChanged 153 SP:Iteration 14Q (4413.312826 sec): 3 clusters Score: Raw -311737.263505 + Penalty 1578.745060 = -310158.518444 nChanged 118 SP:Iteration 15Q (4413.363275 sec): 3 clusters Score: Raw -311812.635583 + Penalty 1578.745060 = -310233.890523 nChanged 112 SP:Iteration 16Q (4413.418833 sec): 3 clusters Score: Raw -311876.598291 + Penalty 1578.745060 = -310297.853231 nChanged 82 SP:Iteration 17Q (4413.464484 sec): 3 clusters Score: Raw -311910.054475 + Penalty 1578.745060 = -310331.309414 nChanged 62 SP:Iteration 18Q (4413.524617 sec): 3 clusters Score: Raw -311935.461454 + Penalty 1578.745060 = -310356.716393 nChanged 49 SP:Iteration 19Q (4413.571280 sec): 3 clusters Score: Raw -311955.613525 + Penalty 1578.745060 = -310376.868464 nChanged 35 SP:Iteration 20F (4413.616314 sec): 3 clusters Score: Raw -311968.330650 + Penalty 1578.745060 = -310389.585589 nChanged 37 SP:Iteration 21Q (4413.671483 sec): 3 clusters Score: Raw -311985.972902 + Penalty 1578.745060 = -310407.227841 nChanged 48 SP:Iteration 22Q (4413.705674 sec): 3 clusters Score: Raw -312009.702547 + Penalty 1578.745060 = -310430.957487 nChanged 42 SP:Iteration 23Q (4413.753139 sec): 3 clusters Score: Raw -312026.368139 + Penalty 1578.745060 = -310447.623078 nChanged 32 SP:Iteration 24Q (4413.808990 sec): 3 clusters Score: Raw -312038.315256 + Penalty 1578.745060 = -310459.570196 nChanged 26 SP:Iteration 25Q (4413.856892 sec): 3 clusters Score: Raw -312046.812953 + Penalty 1578.745060 = -310468.067893 nChanged 30 SP:Iteration 26Q (4413.904002 sec): 3 clusters Score: Raw -312056.209770 + Penalty 1578.745060 = -310477.464710 nChanged 29 SP:Iteration 27Q (4413.958008 sec): 3 clusters Score: Raw -312066.994207 + Penalty 1578.745060 = -310488.249147 nChanged 31 SP:Iteration 28Q (4413.998710 sec): 3 clusters Score: Raw -312079.897651 + Penalty 1578.745060 = -310501.152591 nChanged 24 SP:Iteration 29Q (4414.053612 sec): 3 clusters Score: Raw -312089.547614 + Penalty 1578.745060 = -310510.802554 nChanged 23 SP:Iteration 30Q (4414.115049 sec): 3 clusters Score: Raw -312099.951280 + Penalty 1578.745060 = -310521.206220 nChanged 28 SP:Iteration 31Q (4414.173275 sec): 3 clusters Score: Raw -312111.018344 + Penalty 1578.745060 = -310532.273283 nChanged 17 SP:Iteration 32Q (4414.226180 sec): 3 clusters Score: Raw -312115.658441 + Penalty 1578.745060 = -310536.913381 nChanged 14 SP:Iteration 33Q (4414.268662 sec): 3 clusters Score: Raw -312119.686236 + Penalty 1578.745060 = -310540.941175 nChanged 10 SP:Iteration 34Q (4414.319369 sec): 3 clusters Score: Raw -312121.611236 + Penalty 1578.745060 = -310542.866176 nChanged 2 SP:Iteration 35Q (4414.372018 sec): 3 clusters Score: Raw -312121.822756 + Penalty 1578.745060 = -310543.077696 nChanged 1 SP:Iteration 36Q (4414.426790 sec): 3 clusters Score: Raw -312121.914663 + Penalty 1578.745060 = -310543.169602 nChanged 2 SP:Iteration 37Q (4414.480782 sec): 3 clusters Score: Raw -312122.199421 + Penalty 1578.745060 = -310543.454361 nChanged 3 SP:Iteration 38Q (4414.530076 sec): 3 clusters Score: Raw -312123.139001 + Penalty 1578.745060 = -310544.393940 nChanged 6 SP:Iteration 39Q (4414.581186 sec): 3 clusters Score: Raw -312125.350858 + Penalty 1578.745060 = -310546.605798 nChanged 10 SP:Iteration 40F (4414.637371 sec): 3 clusters Score: Raw -312128.390859 + Penalty 1578.745060 = -310549.645798 nChanged 6 SP:Iteration 41Q (4414.693292 sec): 3 clusters Score: Raw -312129.551356 + Penalty 1578.745060 = -310550.806295 nChanged 1 SP:Iteration 42Q (4414.743471 sec): 3 clusters Score: Raw -312129.658375 + Penalty 1578.745060 = -310550.913315 nChanged 0 SP:Iteration 43F (4414.785178 sec): 3 clusters Score: Raw -312129.658375 + Penalty 1578.745060 = -310550.913315 nChanged 0 Trying to split cluster 27 (53530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4414.875209 sec): 2 clusters Score: Raw -4845815.688644 + Penalty 1034.359765 = -4844781.328879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4414.984586 sec): 3 clusters Score: Raw -4810872.995779 + Penalty 2068.719529 = -4808804.276249 nChanged 25674 SP:Iteration 1F (4415.090495 sec): 3 clusters Score: Raw -4825944.215079 + Penalty 2068.719529 = -4823875.495550 nChanged 2217 SP:Iteration 2Q (4415.206805 sec): 3 clusters Score: Raw -4826650.726634 + Penalty 2068.719529 = -4824582.007104 nChanged 2367 SP:Iteration 3Q (4415.342149 sec): 3 clusters Score: Raw -4827561.650537 + Penalty 2068.719529 = -4825492.931007 nChanged 2639 SP:Iteration 4Q (4415.456274 sec): 3 clusters Score: Raw -4828809.478078 + Penalty 2068.719529 = -4826740.758548 nChanged 2994 SP:Iteration 5F (4415.567561 sec): 3 clusters Score: Raw -4830516.302276 + Penalty 2068.719529 = -4828447.582746 nChanged 3249 SP:Iteration 6F (4415.681343 sec): 3 clusters Score: Raw -4832719.237589 + Penalty 2068.719529 = -4830650.518059 nChanged 3265 SP:Iteration 7F (4415.788138 sec): 3 clusters Score: Raw -4835069.718235 + Penalty 2068.719529 = -4833000.998705 nChanged 3063 SP:Iteration 8F (4415.910097 sec): 3 clusters Score: Raw -4837318.961984 + Penalty 2068.719529 = -4835250.242455 nChanged 2526 SP:Iteration 9Q (4416.029427 sec): 3 clusters Score: Raw -4838991.427098 + Penalty 2068.719529 = -4836922.707569 nChanged 1907 SP:Iteration 10Q (4416.136641 sec): 3 clusters Score: Raw -4840052.346312 + Penalty 2068.719529 = -4837983.626783 nChanged 1418 SP:Iteration 11Q (4416.251046 sec): 3 clusters Score: Raw -4840717.554272 + Penalty 2068.719529 = -4838648.834743 nChanged 1132 SP:Iteration 12Q (4416.374706 sec): 3 clusters Score: Raw -4841240.034003 + Penalty 2068.719529 = -4839171.314474 nChanged 1017 SP:Iteration 13Q (4416.482530 sec): 3 clusters Score: Raw -4841715.302764 + Penalty 2068.719529 = -4839646.583234 nChanged 955 SP:Iteration 14Q (4416.590281 sec): 3 clusters Score: Raw -4842201.078989 + Penalty 2068.719529 = -4840132.359459 nChanged 872 SP:Iteration 15Q (4416.701375 sec): 3 clusters Score: Raw -4842625.568379 + Penalty 2068.719529 = -4840556.848850 nChanged 839 SP:Iteration 16Q (4416.811395 sec): 3 clusters Score: Raw -4843022.464017 + Penalty 2068.719529 = -4840953.744488 nChanged 737 SP:Iteration 17Q (4416.922993 sec): 3 clusters Score: Raw -4843394.043018 + Penalty 2068.719529 = -4841325.323489 nChanged 685 SP:Iteration 18Q (4417.029562 sec): 3 clusters Score: Raw -4843756.200242 + Penalty 2068.719529 = -4841687.480712 nChanged 627 SP:Iteration 19Q (4417.138596 sec): 3 clusters Score: Raw -4844091.679089 + Penalty 2068.719529 = -4842022.959559 nChanged 545 SP:Iteration 20F (4417.250602 sec): 3 clusters Score: Raw -4844390.527156 + Penalty 2068.719529 = -4842321.807627 nChanged 523 SP:Iteration 21Q (4417.354976 sec): 3 clusters Score: Raw -4844696.050202 + Penalty 2068.719529 = -4842627.330673 nChanged 445 SP:Iteration 22Q (4417.454337 sec): 3 clusters Score: Raw -4844956.315021 + Penalty 2068.719529 = -4842887.595491 nChanged 396 SP:Iteration 23Q (4417.562003 sec): 3 clusters Score: Raw -4845171.033653 + Penalty 2068.719529 = -4843102.314123 nChanged 316 SP:Iteration 24Q (4417.663815 sec): 3 clusters Score: Raw -4845341.458075 + Penalty 2068.719529 = -4843272.738545 nChanged 259 SP:Iteration 25Q (4417.759652 sec): 3 clusters Score: Raw -4845473.803118 + Penalty 2068.719529 = -4843405.083588 nChanged 220 SP:Iteration 26Q (4417.852739 sec): 3 clusters Score: Raw -4845586.287657 + Penalty 2068.719529 = -4843517.568127 nChanged 187 SP:Iteration 27Q (4417.948968 sec): 3 clusters Score: Raw -4845680.346700 + Penalty 2068.719529 = -4843611.627170 nChanged 145 SP:Iteration 28Q (4418.042900 sec): 3 clusters Score: Raw -4845748.320181 + Penalty 2068.719529 = -4843679.600652 nChanged 114 SP:Iteration 29Q (4418.127128 sec): 3 clusters Score: Raw -4845797.660523 + Penalty 2068.719529 = -4843728.940993 nChanged 100 SP:Iteration 30Q (4418.229862 sec): 3 clusters Score: Raw -4845845.726222 + Penalty 2068.719529 = -4843777.006692 nChanged 96 SP:Iteration 31Q (4418.328295 sec): 3 clusters Score: Raw -4845892.422200 + Penalty 2068.719529 = -4843823.702670 nChanged 91 SP:Iteration 32Q (4418.431135 sec): 3 clusters Score: Raw -4845933.017169 + Penalty 2068.719529 = -4843864.297640 nChanged 68 SP:Iteration 33Q (4418.533090 sec): 3 clusters Score: Raw -4845963.194848 + Penalty 2068.719529 = -4843894.475318 nChanged 63 SP:Iteration 34Q (4418.630074 sec): 3 clusters Score: Raw -4845988.858485 + Penalty 2068.719529 = -4843920.138956 nChanged 55 SP:Iteration 35Q (4418.735097 sec): 3 clusters Score: Raw -4846009.897712 + Penalty 2068.719529 = -4843941.178183 nChanged 48 SP:Iteration 36Q (4418.836338 sec): 3 clusters Score: Raw -4846023.919508 + Penalty 2068.719529 = -4843955.199978 nChanged 36 SP:Iteration 37Q (4418.934059 sec): 3 clusters Score: Raw -4846034.207563 + Penalty 2068.719529 = -4843965.488033 nChanged 27 SP:Iteration 38Q (4419.040583 sec): 3 clusters Score: Raw -4846041.444992 + Penalty 2068.719529 = -4843972.725463 nChanged 23 SP:Iteration 39Q (4419.142880 sec): 3 clusters Score: Raw -4846050.091225 + Penalty 2068.719529 = -4843981.371695 nChanged 28 SP:Iteration 40F (4419.246057 sec): 3 clusters Score: Raw -4846065.743279 + Penalty 2068.719529 = -4843997.023750 nChanged 35 SP:Iteration 41Q (4419.349960 sec): 3 clusters Score: Raw -4846086.188096 + Penalty 2068.719529 = -4844017.468567 nChanged 45 SP:Iteration 42Q (4419.444566 sec): 3 clusters Score: Raw -4846103.814035 + Penalty 2068.719529 = -4844035.094506 nChanged 35 SP:Iteration 43Q (4419.545373 sec): 3 clusters Score: Raw -4846119.169703 + Penalty 2068.719529 = -4844050.450173 nChanged 44 SP:Iteration 44Q (4419.645812 sec): 3 clusters Score: Raw -4846136.808857 + Penalty 2068.719529 = -4844068.089327 nChanged 26 SP:Iteration 45Q (4419.735022 sec): 3 clusters Score: Raw -4846145.550612 + Penalty 2068.719529 = -4844076.831083 nChanged 25 SP:Iteration 46Q (4419.845875 sec): 3 clusters Score: Raw -4846153.474049 + Penalty 2068.719529 = -4844084.754520 nChanged 15 SP:Iteration 47Q (4419.947198 sec): 3 clusters Score: Raw -4846158.741676 + Penalty 2068.719529 = -4844090.022146 nChanged 14 SP:Iteration 48Q (4420.045124 sec): 3 clusters Score: Raw -4846163.136967 + Penalty 2068.719529 = -4844094.417438 nChanged 14 SP:Iteration 49Q (4420.148796 sec): 3 clusters Score: Raw -4846167.180432 + Penalty 2068.719529 = -4844098.460902 nChanged 10 SP:Iteration 50Q (4420.249329 sec): 3 clusters Score: Raw -4846170.045223 + Penalty 2068.719529 = -4844101.325693 nChanged 10 SP:Iteration 51Q (4420.343458 sec): 3 clusters Score: Raw -4846172.321465 + Penalty 2068.719529 = -4844103.601936 nChanged 8 SP:Iteration 52Q (4420.435006 sec): 3 clusters Score: Raw -4846174.222457 + Penalty 2068.719529 = -4844105.502927 nChanged 7 SP:Iteration 53Q (4420.531599 sec): 3 clusters Score: Raw -4846175.678908 + Penalty 2068.719529 = -4844106.959379 nChanged 6 SP:Iteration 54Q (4420.633705 sec): 3 clusters Score: Raw -4846177.411244 + Penalty 2068.719529 = -4844108.691714 nChanged 5 SP:Iteration 55Q (4420.729627 sec): 3 clusters Score: Raw -4846178.520253 + Penalty 2068.719529 = -4844109.800724 nChanged 5 SP:Iteration 56Q (4420.829136 sec): 3 clusters Score: Raw -4846179.791381 + Penalty 2068.719529 = -4844111.071851 nChanged 2 SP:Iteration 57Q (4420.935800 sec): 3 clusters Score: Raw -4846180.286293 + Penalty 2068.719529 = -4844111.566764 nChanged 0 SP:Iteration 58F (4421.043231 sec): 3 clusters Score: Raw -4846181.278773 + Penalty 2068.719529 = -4844112.559244 nChanged 1 SP:Iteration 59Q (4421.145214 sec): 3 clusters Score: Raw -4846181.540717 + Penalty 2068.719529 = -4844112.821187 nChanged 3 SP:Iteration 60F (4421.240529 sec): 3 clusters Score: Raw -4846182.354160 + Penalty 2068.719529 = -4844113.634631 nChanged 4 SP:Iteration 61Q (4421.332296 sec): 3 clusters Score: Raw -4846183.068715 + Penalty 2068.719529 = -4844114.349186 nChanged 5 SP:Iteration 62Q (4421.439457 sec): 3 clusters Score: Raw -4846183.872406 + Penalty 2068.719529 = -4844115.152877 nChanged 3 SP:Iteration 63Q (4421.546531 sec): 3 clusters Score: Raw -4846184.325535 + Penalty 2068.719529 = -4844115.606006 nChanged 1 SP:Iteration 64Q (4421.645847 sec): 3 clusters Score: Raw -4846184.548057 + Penalty 2068.719529 = -4844115.828528 nChanged 3 SP:Iteration 65Q (4421.738137 sec): 3 clusters Score: Raw -4846185.500056 + Penalty 2068.719529 = -4844116.780527 nChanged 1 SP:Iteration 66Q (4421.838180 sec): 3 clusters Score: Raw -4846185.799411 + Penalty 2068.719529 = -4844117.079881 nChanged 1 SP:Iteration 67Q (4421.930081 sec): 3 clusters Score: Raw -4846185.999619 + Penalty 2068.719529 = -4844117.280090 nChanged 0 SP:Iteration 68F (4422.043239 sec): 3 clusters Score: Raw -4846185.999619 + Penalty 2068.719529 = -4844117.280090 nChanged 0 Trying to split cluster 28 (1932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4422.063747 sec): 2 clusters Score: Raw -146278.837096 + Penalty 718.799546 = -145560.037550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4422.103128 sec): 3 clusters Score: Raw -145389.457044 + Penalty 1437.599093 = -143951.857952 nChanged 787 SP:Iteration 1F (4422.151667 sec): 3 clusters Score: Raw -146015.362683 + Penalty 1437.599093 = -144577.763590 nChanged 193 SP:Iteration 2F (4422.188183 sec): 3 clusters Score: Raw -146219.861554 + Penalty 1437.599093 = -144782.262461 nChanged 153 SP:Iteration 3F (4422.226803 sec): 3 clusters Score: Raw -146348.138180 + Penalty 1437.599093 = -144910.539087 nChanged 89 SP:Iteration 4Q (4422.266144 sec): 3 clusters Score: Raw -146415.200909 + Penalty 1437.599093 = -144977.601816 nChanged 79 SP:Iteration 5Q (4422.311334 sec): 3 clusters Score: Raw -146477.725210 + Penalty 1437.599093 = -145040.126118 nChanged 55 SP:Iteration 6Q (4422.353071 sec): 3 clusters Score: Raw -146512.681829 + Penalty 1437.599093 = -145075.082736 nChanged 43 SP:Iteration 7Q (4422.398333 sec): 3 clusters Score: Raw -146542.023000 + Penalty 1437.599093 = -145104.423907 nChanged 38 SP:Iteration 8Q (4422.448622 sec): 3 clusters Score: Raw -146565.282259 + Penalty 1437.599093 = -145127.683166 nChanged 33 SP:Iteration 9Q (4422.492656 sec): 3 clusters Score: Raw -146581.049687 + Penalty 1437.599093 = -145143.450594 nChanged 24 SP:Iteration 10Q (4422.534645 sec): 3 clusters Score: Raw -146593.458249 + Penalty 1437.599093 = -145155.859157 nChanged 21 SP:Iteration 11Q (4422.586597 sec): 3 clusters Score: Raw -146601.083718 + Penalty 1437.599093 = -145163.484625 nChanged 11 SP:Iteration 12Q (4422.616361 sec): 3 clusters Score: Raw -146606.451573 + Penalty 1437.599093 = -145168.852480 nChanged 11 SP:Iteration 13Q (4422.661968 sec): 3 clusters Score: Raw -146610.339693 + Penalty 1437.599093 = -145172.740600 nChanged 10 SP:Iteration 14Q (4422.715821 sec): 3 clusters Score: Raw -146617.091212 + Penalty 1437.599093 = -145179.492120 nChanged 7 SP:Iteration 15Q (4422.752239 sec): 3 clusters Score: Raw -146619.895631 + Penalty 1437.599093 = -145182.296538 nChanged 5 SP:Iteration 16Q (4422.796336 sec): 3 clusters Score: Raw -146623.365287 + Penalty 1437.599093 = -145185.766194 nChanged 7 SP:Iteration 17Q (4422.841007 sec): 3 clusters Score: Raw -146625.449452 + Penalty 1437.599093 = -145187.850360 nChanged 7 SP:Iteration 18Q (4422.878763 sec): 3 clusters Score: Raw -146627.408808 + Penalty 1437.599093 = -145189.809715 nChanged 1 SP:Iteration 19Q (4422.923166 sec): 3 clusters Score: Raw -146627.529612 + Penalty 1437.599093 = -145189.930519 nChanged 1 SP:Iteration 20F (4422.968223 sec): 3 clusters Score: Raw -146627.860307 + Penalty 1437.599093 = -145190.261214 nChanged 1 SP:Iteration 21Q (4423.008445 sec): 3 clusters Score: Raw -146628.226124 + Penalty 1437.599093 = -145190.627031 nChanged 0 SP:Iteration 22F (4423.055628 sec): 3 clusters Score: Raw -146628.226124 + Penalty 1437.599093 = -145190.627031 nChanged 0 Trying to split cluster 29 (1717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4423.080849 sec): 2 clusters Score: Raw -146219.718362 + Penalty 707.591717 = -145512.126645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4423.127568 sec): 3 clusters Score: Raw -145460.057880 + Penalty 1415.183434 = -144044.874446 nChanged 654 SP:Iteration 1F (4423.178584 sec): 3 clusters Score: Raw -146037.047971 + Penalty 1415.183434 = -144621.864538 nChanged 206 SP:Iteration 2F (4423.223032 sec): 3 clusters Score: Raw -146322.069765 + Penalty 1415.183434 = -144906.886332 nChanged 159 SP:Iteration 3F (4423.274697 sec): 3 clusters Score: Raw -146530.899527 + Penalty 1415.183434 = -145115.716094 nChanged 103 SP:Iteration 4F (4423.312980 sec): 3 clusters Score: Raw -146646.229365 + Penalty 1415.183434 = -145231.045932 nChanged 63 SP:Iteration 5Q (4423.359697 sec): 3 clusters Score: Raw -146691.656334 + Penalty 1415.183434 = -145276.472900 nChanged 26 SP:Iteration 6Q (4423.416489 sec): 3 clusters Score: Raw -146708.132591 + Penalty 1415.183434 = -145292.949158 nChanged 25 SP:Iteration 7Q (4423.455557 sec): 3 clusters Score: Raw -146723.947735 + Penalty 1415.183434 = -145308.764302 nChanged 22 SP:Iteration 8Q (4423.505543 sec): 3 clusters Score: Raw -146737.198026 + Penalty 1415.183434 = -145322.014593 nChanged 12 SP:Iteration 9Q (4423.537429 sec): 3 clusters Score: Raw -146744.306586 + Penalty 1415.183434 = -145329.123153 nChanged 11 SP:Iteration 10Q (4423.581414 sec): 3 clusters Score: Raw -146749.320965 + Penalty 1415.183434 = -145334.137532 nChanged 8 SP:Iteration 11Q (4423.638260 sec): 3 clusters Score: Raw -146752.166614 + Penalty 1415.183434 = -145336.983181 nChanged 0 SP:Iteration 12F (4423.688882 sec): 3 clusters Score: Raw -146752.166614 + Penalty 1415.183434 = -145336.983181 nChanged 0 Iteration 59Q (4430.603467 sec): 36 clusters Score: Raw -45211793.799373 + Penalty 43839.375670 = -45167954.423703 nChanged 5116 Iteration 60F (4440.003381 sec): 36 clusters Score: Raw -45214518.734610 + Penalty 43839.375670 = -45170679.358940 nChanged 6091 Iteration 61Q (4444.605616 sec): 36 clusters Score: Raw -45216062.022662 + Penalty 43839.375670 = -45172222.646992 nChanged 4437 Iteration 62Q (4449.053926 sec): 36 clusters Score: Raw -45216917.747867 + Penalty 43839.375670 = -45173078.372197 nChanged 3862 Iteration 63Q (4453.712413 sec): 36 clusters Score: Raw -45217555.251634 + Penalty 43839.375670 = -45173715.875964 nChanged 3555 Iteration 64Q (4458.327918 sec): 36 clusters Score: Raw -45218055.689924 + Penalty 43839.375670 = -45174216.314254 nChanged 3234 Iteration 65Q (4461.800305 sec): 36 clusters Score: Raw -45218477.748017 + Penalty 43839.375670 = -45174638.372348 nChanged 2953 Iteration 66Q (4466.415764 sec): 36 clusters Score: Raw -45218831.773404 + Penalty 43839.375670 = -45174992.397734 nChanged 2717 Iteration 67Q (4470.771805 sec): 36 clusters Score: Raw -45219135.272551 + Penalty 43839.375670 = -45175295.896881 nChanged 2506 Iteration 68Q (4475.300373 sec): 36 clusters Score: Raw -45219407.360999 + Penalty 43839.375670 = -45175567.985329 nChanged 2427 Iteration 69Q (4479.949181 sec): 36 clusters Score: Raw -45219660.114335 + Penalty 43839.375670 = -45175820.738665 nChanged 2295 Iteration 70Q (4484.471184 sec): 36 clusters Score: Raw -45219883.825046 + Penalty 43839.375670 = -45176044.449377 nChanged 2186 Iteration 71Q (4489.011742 sec): 36 clusters Score: Raw -45220087.000911 + Penalty 43839.375670 = -45176247.625241 nChanged 2040 Iteration 72Q (4493.593627 sec): 36 clusters Score: Raw -45220277.989830 + Penalty 43839.375670 = -45176438.614161 nChanged 1866 Iteration 73Q (4498.181344 sec): 36 clusters Score: Raw -45220435.199081 + Penalty 43839.375670 = -45176595.823411 nChanged 1783 Iteration 74Q (4502.746751 sec): 36 clusters Score: Raw -45220585.268074 + Penalty 43839.375670 = -45176745.892404 nChanged 1698 Iteration 75Q (4507.223903 sec): 36 clusters Score: Raw -45220721.251418 + Penalty 43839.375670 = -45176881.875748 nChanged 1517 Iteration 76Q (4512.114333 sec): 36 clusters Score: Raw -45220836.026751 + Penalty 43839.375670 = -45176996.651081 nChanged 1492 Iteration 77Q (4516.759811 sec): 36 clusters Score: Raw -45220949.227307 + Penalty 43839.375670 = -45177109.851637 nChanged 1408 Iteration 78Q (4521.373994 sec): 36 clusters Score: Raw -45221050.848952 + Penalty 43839.375670 = -45177211.473283 nChanged 1353 Iteration 79Q (4526.193821 sec): 36 clusters Score: Raw -45221146.002844 + Penalty 43839.375670 = -45177306.627174 nChanged 1334 Iteration 80F (4535.762466 sec): 36 clusters Score: Raw -45221288.889597 + Penalty 43839.375670 = -45177449.513928 nChanged 1264 Iteration 81Q (4540.508108 sec): 36 clusters Score: Raw -45221488.906938 + Penalty 43839.375670 = -45177649.531268 nChanged 1282 Iteration 82Q (4545.207963 sec): 36 clusters Score: Raw -45221595.013462 + Penalty 43839.375670 = -45177755.637793 nChanged 1312 Iteration 83Q (4550.023018 sec): 36 clusters Score: Raw -45221700.477365 + Penalty 43839.375670 = -45177861.101695 nChanged 1307 Iteration 84Q (4554.531819 sec): 36 clusters Score: Raw -45221807.686051 + Penalty 43839.375670 = -45177968.310381 nChanged 1279 Iteration 85Q (4558.929282 sec): 36 clusters Score: Raw -45221918.148184 + Penalty 43839.375670 = -45178078.772514 nChanged 1323 Iteration 86Q (4563.533504 sec): 36 clusters Score: Raw -45222037.942337 + Penalty 43839.375670 = -45178198.566667 nChanged 1328 Iteration 87Q (4568.312169 sec): 36 clusters Score: Raw -45222149.511105 + Penalty 43839.375670 = -45178310.135436 nChanged 1300 Iteration 88Q (4572.907007 sec): 36 clusters Score: Raw -45222252.577743 + Penalty 43839.375670 = -45178413.202073 nChanged 1312 Iteration 89Q (4577.279508 sec): 36 clusters Score: Raw -45222356.868398 + Penalty 43839.375670 = -45178517.492729 nChanged 1317 Iteration 90Q (4582.051271 sec): 36 clusters Score: Raw -45222453.066794 + Penalty 43839.375670 = -45178613.691124 nChanged 1248 Iteration 91Q (4586.764311 sec): 36 clusters Score: Raw -45222537.169957 + Penalty 43839.375670 = -45178697.794287 nChanged 1217 Iteration 92Q (4591.350462 sec): 36 clusters Score: Raw -45222616.455754 + Penalty 43839.375670 = -45178777.080084 nChanged 1194 Iteration 93Q (4596.168696 sec): 36 clusters Score: Raw -45222690.885360 + Penalty 43839.375670 = -45178851.509691 nChanged 1195 Iteration 94Q (4601.042833 sec): 36 clusters Score: Raw -45222764.674307 + Penalty 43839.375670 = -45178925.298637 nChanged 1143 Iteration 95Q (4605.663596 sec): 36 clusters Score: Raw -45222840.755688 + Penalty 43839.375670 = -45179001.380019 nChanged 1113 Iteration 96Q (4610.284607 sec): 36 clusters Score: Raw -45222919.362139 + Penalty 43839.375670 = -45179079.986469 nChanged 1127 Iteration 97Q (4614.922196 sec): 36 clusters Score: Raw -45222995.150889 + Penalty 43839.375670 = -45179155.775219 nChanged 1096 Iteration 98Q (4619.543764 sec): 36 clusters Score: Raw -45223067.190310 + Penalty 43839.375670 = -45179227.814640 nChanged 1084 Writing temp clu file Because OldScore, -45179155.775219, is greater than current (better) Score,-45179227.814640 Compute initial score before splitting: Score: Raw -45223067.190310 + Penalty 43839.375670 = -45179227.814640 Trying to split cluster 1 (35651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4619.719113 sec): 2 clusters Score: Raw -2949587.862455 + Penalty 995.745585 = -2948592.116869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4619.809881 sec): 3 clusters Score: Raw -2926782.040259 + Penalty 1991.491170 = -2924790.549089 nChanged 16895 SP:Iteration 1F (4619.892879 sec): 3 clusters Score: Raw -2936607.923139 + Penalty 1991.491170 = -2934616.431969 nChanged 1627 SP:Iteration 2Q (4619.989388 sec): 3 clusters Score: Raw -2937232.380786 + Penalty 1991.491170 = -2935240.889615 nChanged 1827 SP:Iteration 3F (4620.080271 sec): 3 clusters Score: Raw -2938089.760180 + Penalty 1991.491170 = -2936098.269009 nChanged 2086 SP:Iteration 4F (4620.170013 sec): 3 clusters Score: Raw -2939345.398872 + Penalty 1991.491170 = -2937353.907701 nChanged 2326 SP:Iteration 5F (4620.261574 sec): 3 clusters Score: Raw -2940957.433535 + Penalty 1991.491170 = -2938965.942365 nChanged 2338 SP:Iteration 6F (4620.345670 sec): 3 clusters Score: Raw -2942698.818634 + Penalty 1991.491170 = -2940707.327464 nChanged 2128 SP:Iteration 7F (4620.430949 sec): 3 clusters Score: Raw -2944105.174347 + Penalty 1991.491170 = -2942113.683177 nChanged 1625 SP:Iteration 8Q (4620.533473 sec): 3 clusters Score: Raw -2944923.178200 + Penalty 1991.491170 = -2942931.687029 nChanged 1127 SP:Iteration 9Q (4620.619659 sec): 3 clusters Score: Raw -2945311.828093 + Penalty 1991.491170 = -2943320.336923 nChanged 770 SP:Iteration 10Q (4620.714962 sec): 3 clusters Score: Raw -2945529.532610 + Penalty 1991.491170 = -2943538.041439 nChanged 594 SP:Iteration 11Q (4620.806035 sec): 3 clusters Score: Raw -2945690.557301 + Penalty 1991.491170 = -2943699.066131 nChanged 576 SP:Iteration 12Q (4620.888466 sec): 3 clusters Score: Raw -2945877.400370 + Penalty 1991.491170 = -2943885.909199 nChanged 615 SP:Iteration 13Q (4620.983278 sec): 3 clusters Score: Raw -2946085.783040 + Penalty 1991.491170 = -2944094.291869 nChanged 645 SP:Iteration 14Q (4621.072722 sec): 3 clusters Score: Raw -2946321.905830 + Penalty 1991.491170 = -2944330.414660 nChanged 635 SP:Iteration 15Q (4621.167569 sec): 3 clusters Score: Raw -2946558.285554 + Penalty 1991.491170 = -2944566.794384 nChanged 649 SP:Iteration 16Q (4621.245166 sec): 3 clusters Score: Raw -2946818.832444 + Penalty 1991.491170 = -2944827.341274 nChanged 625 SP:Iteration 17Q (4621.343885 sec): 3 clusters Score: Raw -2947069.052680 + Penalty 1991.491170 = -2945077.561510 nChanged 577 SP:Iteration 18Q (4621.430332 sec): 3 clusters Score: Raw -2947297.220315 + Penalty 1991.491170 = -2945305.729145 nChanged 561 SP:Iteration 19Q (4621.508184 sec): 3 clusters Score: Raw -2947532.867840 + Penalty 1991.491170 = -2945541.376670 nChanged 489 SP:Iteration 20F (4621.591258 sec): 3 clusters Score: Raw -2947718.865247 + Penalty 1991.491170 = -2945727.374076 nChanged 475 SP:Iteration 21Q (4621.685819 sec): 3 clusters Score: Raw -2947886.329944 + Penalty 1991.491170 = -2945894.838773 nChanged 418 SP:Iteration 22Q (4621.769894 sec): 3 clusters Score: Raw -2948033.798708 + Penalty 1991.491170 = -2946042.307538 nChanged 413 SP:Iteration 23Q (4621.844285 sec): 3 clusters Score: Raw -2948180.964286 + Penalty 1991.491170 = -2946189.473116 nChanged 389 SP:Iteration 24Q (4621.938087 sec): 3 clusters Score: Raw -2948308.133678 + Penalty 1991.491170 = -2946316.642508 nChanged 364 SP:Iteration 25Q (4622.016147 sec): 3 clusters Score: Raw -2948426.911398 + Penalty 1991.491170 = -2946435.420227 nChanged 347 SP:Iteration 26Q (4622.106906 sec): 3 clusters Score: Raw -2948540.708048 + Penalty 1991.491170 = -2946549.216877 nChanged 332 SP:Iteration 27Q (4622.190706 sec): 3 clusters Score: Raw -2948648.721526 + Penalty 1991.491170 = -2946657.230355 nChanged 327 SP:Iteration 28Q (4622.279181 sec): 3 clusters Score: Raw -2948752.588040 + Penalty 1991.491170 = -2946761.096869 nChanged 300 SP:Iteration 29Q (4622.359126 sec): 3 clusters Score: Raw -2948842.773117 + Penalty 1991.491170 = -2946851.281946 nChanged 294 SP:Iteration 30Q (4622.441481 sec): 3 clusters Score: Raw -2948936.043165 + Penalty 1991.491170 = -2946944.551994 nChanged 289 SP:Iteration 31Q (4622.528501 sec): 3 clusters Score: Raw -2949034.441765 + Penalty 1991.491170 = -2947042.950595 nChanged 260 SP:Iteration 32Q (4622.619656 sec): 3 clusters Score: Raw -2949118.378781 + Penalty 1991.491170 = -2947126.887611 nChanged 236 SP:Iteration 33Q (4622.703628 sec): 3 clusters Score: Raw -2949187.620807 + Penalty 1991.491170 = -2947196.129637 nChanged 213 SP:Iteration 34Q (4622.798757 sec): 3 clusters Score: Raw -2949248.760212 + Penalty 1991.491170 = -2947257.269041 nChanged 183 SP:Iteration 35Q (4622.877498 sec): 3 clusters Score: Raw -2949303.208097 + Penalty 1991.491170 = -2947311.716926 nChanged 189 SP:Iteration 36Q (4622.963504 sec): 3 clusters Score: Raw -2949362.271651 + Penalty 1991.491170 = -2947370.780480 nChanged 179 SP:Iteration 37Q (4623.050354 sec): 3 clusters Score: Raw -2949413.055989 + Penalty 1991.491170 = -2947421.564819 nChanged 161 SP:Iteration 38Q (4623.135191 sec): 3 clusters Score: Raw -2949465.158133 + Penalty 1991.491170 = -2947473.666962 nChanged 152 SP:Iteration 39Q (4623.222764 sec): 3 clusters Score: Raw -2949515.368222 + Penalty 1991.491170 = -2947523.877052 nChanged 142 SP:Iteration 40F (4623.312538 sec): 3 clusters Score: Raw -2949556.532420 + Penalty 1991.491170 = -2947565.041249 nChanged 119 SP:Iteration 41Q (4623.389088 sec): 3 clusters Score: Raw -2949589.723819 + Penalty 1991.491170 = -2947598.232648 nChanged 102 SP:Iteration 42Q (4623.480219 sec): 3 clusters Score: Raw -2949619.982784 + Penalty 1991.491170 = -2947628.491613 nChanged 109 SP:Iteration 43Q (4623.559999 sec): 3 clusters Score: Raw -2949656.444634 + Penalty 1991.491170 = -2947664.953463 nChanged 107 SP:Iteration 44Q (4623.639930 sec): 3 clusters Score: Raw -2949696.483472 + Penalty 1991.491170 = -2947704.992302 nChanged 99 SP:Iteration 45Q (4623.730396 sec): 3 clusters Score: Raw -2949726.664835 + Penalty 1991.491170 = -2947735.173665 nChanged 83 SP:Iteration 46Q (4623.812446 sec): 3 clusters Score: Raw -2949752.534297 + Penalty 1991.491170 = -2947761.043126 nChanged 63 SP:Iteration 47Q (4623.889976 sec): 3 clusters Score: Raw -2949770.208040 + Penalty 1991.491170 = -2947778.716870 nChanged 58 SP:Iteration 48Q (4623.984768 sec): 3 clusters Score: Raw -2949783.318942 + Penalty 1991.491170 = -2947791.827772 nChanged 40 SP:Iteration 49Q (4624.063879 sec): 3 clusters Score: Raw -2949791.739148 + Penalty 1991.491170 = -2947800.247978 nChanged 34 SP:Iteration 50Q (4624.148448 sec): 3 clusters Score: Raw -2949801.546782 + Penalty 1991.491170 = -2947810.055612 nChanged 36 SP:Iteration 51Q (4624.228697 sec): 3 clusters Score: Raw -2949810.407129 + Penalty 1991.491170 = -2947818.915959 nChanged 34 SP:Iteration 52Q (4624.328098 sec): 3 clusters Score: Raw -2949820.213315 + Penalty 1991.491170 = -2947828.722144 nChanged 34 SP:Iteration 53Q (4624.419799 sec): 3 clusters Score: Raw -2949829.519370 + Penalty 1991.491170 = -2947838.028200 nChanged 35 SP:Iteration 54Q (4624.507978 sec): 3 clusters Score: Raw -2949837.553805 + Penalty 1991.491170 = -2947846.062635 nChanged 23 SP:Iteration 55Q (4624.594163 sec): 3 clusters Score: Raw -2949842.944018 + Penalty 1991.491170 = -2947851.452847 nChanged 19 SP:Iteration 56Q (4624.674342 sec): 3 clusters Score: Raw -2949847.160725 + Penalty 1991.491170 = -2947855.669554 nChanged 18 SP:Iteration 57Q (4624.762671 sec): 3 clusters Score: Raw -2949852.333720 + Penalty 1991.491170 = -2947860.842550 nChanged 28 SP:Iteration 58Q (4624.841400 sec): 3 clusters Score: Raw -2949860.406354 + Penalty 1991.491170 = -2947868.915184 nChanged 13 SP:Iteration 59Q (4624.925693 sec): 3 clusters Score: Raw -2949862.884706 + Penalty 1991.491170 = -2947871.393535 nChanged 13 SP:Iteration 60F (4625.015389 sec): 3 clusters Score: Raw -2949865.021247 + Penalty 1991.491170 = -2947873.530077 nChanged 17 SP:Iteration 61Q (4625.102304 sec): 3 clusters Score: Raw -2949868.012467 + Penalty 1991.491170 = -2947876.521296 nChanged 9 SP:Iteration 62Q (4625.178536 sec): 3 clusters Score: Raw -2949869.707728 + Penalty 1991.491170 = -2947878.216558 nChanged 9 SP:Iteration 63Q (4625.253590 sec): 3 clusters Score: Raw -2949872.226237 + Penalty 1991.491170 = -2947880.735066 nChanged 6 SP:Iteration 64Q (4625.329378 sec): 3 clusters Score: Raw -2949873.005734 + Penalty 1991.491170 = -2947881.514564 nChanged 2 SP:Iteration 65Q (4625.416710 sec): 3 clusters Score: Raw -2949873.590401 + Penalty 1991.491170 = -2947882.099230 nChanged 4 SP:Iteration 66Q (4625.502064 sec): 3 clusters Score: Raw -2949874.572816 + Penalty 1991.491170 = -2947883.081646 nChanged 7 SP:Iteration 67Q (4625.585131 sec): 3 clusters Score: Raw -2949876.122452 + Penalty 1991.491170 = -2947884.631282 nChanged 7 SP:Iteration 68Q (4625.663887 sec): 3 clusters Score: Raw -2949877.345085 + Penalty 1991.491170 = -2947885.853914 nChanged 6 SP:Iteration 69Q (4625.746845 sec): 3 clusters Score: Raw -2949878.361139 + Penalty 1991.491170 = -2947886.869968 nChanged 8 SP:Iteration 70Q (4625.827813 sec): 3 clusters Score: Raw -2949879.804722 + Penalty 1991.491170 = -2947888.313552 nChanged 4 SP:Iteration 71Q (4625.906946 sec): 3 clusters Score: Raw -2949880.715963 + Penalty 1991.491170 = -2947889.224792 nChanged 5 SP:Iteration 72Q (4625.988978 sec): 3 clusters Score: Raw -2949881.455325 + Penalty 1991.491170 = -2947889.964155 nChanged 5 SP:Iteration 73Q (4626.069349 sec): 3 clusters Score: Raw -2949882.291224 + Penalty 1991.491170 = -2947890.800053 nChanged 5 SP:Iteration 74Q (4626.157301 sec): 3 clusters Score: Raw -2949883.460966 + Penalty 1991.491170 = -2947891.969796 nChanged 4 SP:Iteration 75Q (4626.236143 sec): 3 clusters Score: Raw -2949884.349625 + Penalty 1991.491170 = -2947892.858455 nChanged 4 SP:Iteration 76Q (4626.321513 sec): 3 clusters Score: Raw -2949885.106361 + Penalty 1991.491170 = -2947893.615190 nChanged 5 SP:Iteration 77Q (4626.404757 sec): 3 clusters Score: Raw -2949886.116388 + Penalty 1991.491170 = -2947894.625217 nChanged 3 SP:Iteration 78Q (4626.494597 sec): 3 clusters Score: Raw -2949886.470934 + Penalty 1991.491170 = -2947894.979764 nChanged 2 SP:Iteration 79Q (4626.577521 sec): 3 clusters Score: Raw -2949887.006671 + Penalty 1991.491170 = -2947895.515500 nChanged 3 SP:Iteration 80F (4626.669612 sec): 3 clusters Score: Raw -2949887.739042 + Penalty 1991.491170 = -2947896.247872 nChanged 4 SP:Iteration 81Q (4626.754607 sec): 3 clusters Score: Raw -2949888.419198 + Penalty 1991.491170 = -2947896.928028 nChanged 1 SP:Iteration 82Q (4626.838846 sec): 3 clusters Score: Raw -2949888.469354 + Penalty 1991.491170 = -2947896.978184 nChanged 1 SP:Iteration 83Q (4626.922150 sec): 3 clusters Score: Raw -2949888.527695 + Penalty 1991.491170 = -2947897.036525 nChanged 0 SP:Iteration 84F (4627.013235 sec): 3 clusters Score: Raw -2949888.527695 + Penalty 1991.491170 = -2947897.036525 nChanged 0 Trying to split cluster 2 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4627.043044 sec): 2 clusters Score: Raw -23820.756972 + Penalty 551.201246 = -23269.555726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4627.093067 sec): 3 clusters Score: Raw -23776.507181 + Penalty 1102.402491 = -22674.104690 nChanged 89 SP:Iteration 1F (4627.139925 sec): 3 clusters Score: Raw -23934.526693 + Penalty 1102.402491 = -22832.124202 nChanged 33 SP:Iteration 2F (4627.177741 sec): 3 clusters Score: Raw -23996.481235 + Penalty 1102.402491 = -22894.078744 nChanged 16 SP:Iteration 3Q (4627.222752 sec): 3 clusters Score: Raw -24025.025673 + Penalty 1102.402491 = -22922.623181 nChanged 8 SP:Iteration 4Q (4627.274095 sec): 3 clusters Score: Raw -24039.427366 + Penalty 1102.402491 = -22937.024874 nChanged 11 SP:Iteration 5Q (4627.314463 sec): 3 clusters Score: Raw -24061.047005 + Penalty 1102.402491 = -22958.644514 nChanged 6 SP:Iteration 6Q (4627.361138 sec): 3 clusters Score: Raw -24112.344058 + Penalty 1102.402491 = -23009.941566 nChanged 8 SP:Iteration 7Q (4627.406011 sec): 3 clusters Score: Raw -24142.024620 + Penalty 1102.402491 = -23039.622128 nChanged 9 SP:Iteration 8Q (4627.447930 sec): 3 clusters Score: Raw -24162.145155 + Penalty 1102.402491 = -23059.742663 nChanged 5 SP:Iteration 9Q (4627.493366 sec): 3 clusters Score: Raw -24172.953271 + Penalty 1102.402491 = -23070.550780 nChanged 4 SP:Iteration 10Q (4627.531399 sec): 3 clusters Score: Raw -24179.458703 + Penalty 1102.402491 = -23077.056211 nChanged 1 SP:Iteration 11Q (4627.576432 sec): 3 clusters Score: Raw -24180.272221 + Penalty 1102.402491 = -23077.869730 nChanged 0 SP:Iteration 12F (4627.627478 sec): 3 clusters Score: Raw -24180.272221 + Penalty 1102.402491 = -23077.869730 nChanged 0 Trying to split cluster 3 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4627.658215 sec): 2 clusters Score: Raw -65472.894744 + Penalty 648.418703 = -64824.476041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4627.694595 sec): 3 clusters Score: Raw -65137.333280 + Penalty 1296.837407 = -63840.495873 nChanged 311 SP:Iteration 1F (4627.740578 sec): 3 clusters Score: Raw -65440.825258 + Penalty 1296.837407 = -64143.987851 nChanged 92 SP:Iteration 2F (4627.777962 sec): 3 clusters Score: Raw -65543.503310 + Penalty 1296.837407 = -64246.665904 nChanged 50 SP:Iteration 3F (4627.824445 sec): 3 clusters Score: Raw -65594.027094 + Penalty 1296.837407 = -64297.189687 nChanged 32 SP:Iteration 4Q (4627.870911 sec): 3 clusters Score: Raw -65623.632935 + Penalty 1296.837407 = -64326.795528 nChanged 30 SP:Iteration 5Q (4627.919706 sec): 3 clusters Score: Raw -65659.658902 + Penalty 1296.837407 = -64362.821496 nChanged 33 SP:Iteration 6Q (4627.965641 sec): 3 clusters Score: Raw -65710.777043 + Penalty 1296.837407 = -64413.939636 nChanged 35 SP:Iteration 7Q (4628.017539 sec): 3 clusters Score: Raw -65749.867118 + Penalty 1296.837407 = -64453.029711 nChanged 28 SP:Iteration 8Q (4628.063788 sec): 3 clusters Score: Raw -65782.678832 + Penalty 1296.837407 = -64485.841425 nChanged 21 SP:Iteration 9Q (4628.111652 sec): 3 clusters Score: Raw -65806.506510 + Penalty 1296.837407 = -64509.669103 nChanged 15 SP:Iteration 10Q (4628.159287 sec): 3 clusters Score: Raw -65815.954063 + Penalty 1296.837407 = -64519.116656 nChanged 5 SP:Iteration 11Q (4628.197910 sec): 3 clusters Score: Raw -65819.722220 + Penalty 1296.837407 = -64522.884813 nChanged 3 SP:Iteration 12Q (4628.244970 sec): 3 clusters Score: Raw -65824.570002 + Penalty 1296.837407 = -64527.732595 nChanged 5 SP:Iteration 13Q (4628.286778 sec): 3 clusters Score: Raw -65828.676825 + Penalty 1296.837407 = -64531.839418 nChanged 5 SP:Iteration 14Q (4628.335474 sec): 3 clusters Score: Raw -65831.048279 + Penalty 1296.837407 = -64534.210872 nChanged 1 SP:Iteration 15Q (4628.384885 sec): 3 clusters Score: Raw -65831.319634 + Penalty 1296.837407 = -64534.482227 nChanged 0 SP:Iteration 16F (4628.427897 sec): 3 clusters Score: Raw -65831.319634 + Penalty 1296.837407 = -64534.482227 nChanged 0 Trying to split cluster 4 (2147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4628.455286 sec): 2 clusters Score: Raw -184288.815580 + Penalty 728.823546 = -183559.992034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4628.503017 sec): 3 clusters Score: Raw -183246.874958 + Penalty 1457.647092 = -181789.227866 nChanged 831 SP:Iteration 1F (4628.556136 sec): 3 clusters Score: Raw -183737.136079 + Penalty 1457.647092 = -182279.488987 nChanged 156 SP:Iteration 2F (4628.606712 sec): 3 clusters Score: Raw -183830.630344 + Penalty 1457.647092 = -182372.983252 nChanged 99 SP:Iteration 3Q (4628.656600 sec): 3 clusters Score: Raw -183879.977482 + Penalty 1457.647092 = -182422.330390 nChanged 80 SP:Iteration 4Q (4628.700703 sec): 3 clusters Score: Raw -183920.763397 + Penalty 1457.647092 = -182463.116305 nChanged 59 SP:Iteration 5Q (4628.754023 sec): 3 clusters Score: Raw -183949.642197 + Penalty 1457.647092 = -182491.995106 nChanged 58 SP:Iteration 6Q (4628.796862 sec): 3 clusters Score: Raw -183980.580911 + Penalty 1457.647092 = -182522.933819 nChanged 52 SP:Iteration 7Q (4628.852406 sec): 3 clusters Score: Raw -184016.889728 + Penalty 1457.647092 = -182559.242636 nChanged 66 SP:Iteration 8Q (4628.895997 sec): 3 clusters Score: Raw -184066.444851 + Penalty 1457.647092 = -182608.797759 nChanged 66 SP:Iteration 9Q (4628.938294 sec): 3 clusters Score: Raw -184117.971557 + Penalty 1457.647092 = -182660.324466 nChanged 69 SP:Iteration 10Q (4628.979080 sec): 3 clusters Score: Raw -184166.490693 + Penalty 1457.647092 = -182708.843601 nChanged 64 SP:Iteration 11Q (4629.025230 sec): 3 clusters Score: Raw -184220.585050 + Penalty 1457.647092 = -182762.937959 nChanged 57 SP:Iteration 12Q (4629.069573 sec): 3 clusters Score: Raw -184270.807484 + Penalty 1457.647092 = -182813.160392 nChanged 67 SP:Iteration 13Q (4629.113930 sec): 3 clusters Score: Raw -184335.582797 + Penalty 1457.647092 = -182877.935705 nChanged 65 SP:Iteration 14Q (4629.161427 sec): 3 clusters Score: Raw -184385.835079 + Penalty 1457.647092 = -182928.187987 nChanged 46 SP:Iteration 15Q (4629.215470 sec): 3 clusters Score: Raw -184427.652174 + Penalty 1457.647092 = -182970.005082 nChanged 57 SP:Iteration 16Q (4629.261345 sec): 3 clusters Score: Raw -184482.238072 + Penalty 1457.647092 = -183024.590981 nChanged 49 SP:Iteration 17Q (4629.300303 sec): 3 clusters Score: Raw -184515.508249 + Penalty 1457.647092 = -183057.861158 nChanged 33 SP:Iteration 18Q (4629.357209 sec): 3 clusters Score: Raw -184534.278016 + Penalty 1457.647092 = -183076.630924 nChanged 21 SP:Iteration 19Q (4629.392777 sec): 3 clusters Score: Raw -184545.127410 + Penalty 1457.647092 = -183087.480318 nChanged 13 SP:Iteration 20F (4629.428123 sec): 3 clusters Score: Raw -184551.453886 + Penalty 1457.647092 = -183093.806795 nChanged 6 SP:Iteration 21Q (4629.483655 sec): 3 clusters Score: Raw -184553.452177 + Penalty 1457.647092 = -183095.805085 nChanged 5 SP:Iteration 22Q (4629.519435 sec): 3 clusters Score: Raw -184554.719925 + Penalty 1457.647092 = -183097.072833 nChanged 3 SP:Iteration 23Q (4629.575857 sec): 3 clusters Score: Raw -184555.035436 + Penalty 1457.647092 = -183097.388345 nChanged 2 SP:Iteration 24Q (4629.627019 sec): 3 clusters Score: Raw -184555.578716 + Penalty 1457.647092 = -183097.931624 nChanged 3 SP:Iteration 25Q (4629.670017 sec): 3 clusters Score: Raw -184556.807534 + Penalty 1457.647092 = -183099.160442 nChanged 3 SP:Iteration 26Q (4629.719789 sec): 3 clusters Score: Raw -184557.310278 + Penalty 1457.647092 = -183099.663187 nChanged 2 SP:Iteration 27Q (4629.759011 sec): 3 clusters Score: Raw -184557.816483 + Penalty 1457.647092 = -183100.169391 nChanged 0 SP:Iteration 28F (4629.808961 sec): 3 clusters Score: Raw -184557.816483 + Penalty 1457.647092 = -183100.169391 nChanged 0 Trying to split cluster 5 (13627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4629.859618 sec): 2 clusters Score: Raw -1064901.744686 + Penalty 904.381798 = -1063997.362888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4629.919002 sec): 3 clusters Score: Raw -1056607.357509 + Penalty 1808.763596 = -1054798.593914 nChanged 6199 SP:Iteration 1F (4629.976606 sec): 3 clusters Score: Raw -1060013.809269 + Penalty 1808.763596 = -1058205.045673 nChanged 737 SP:Iteration 2F (4630.035000 sec): 3 clusters Score: Raw -1060332.834913 + Penalty 1808.763596 = -1058524.071317 nChanged 732 SP:Iteration 3F (4630.109214 sec): 3 clusters Score: Raw -1060679.880971 + Penalty 1808.763596 = -1058871.117376 nChanged 694 SP:Iteration 4F (4630.162755 sec): 3 clusters Score: Raw -1061050.299750 + Penalty 1808.763596 = -1059241.536155 nChanged 751 SP:Iteration 5F (4630.214161 sec): 3 clusters Score: Raw -1061478.174439 + Penalty 1808.763596 = -1059669.410843 nChanged 757 SP:Iteration 6F (4630.274356 sec): 3 clusters Score: Raw -1061959.411750 + Penalty 1808.763596 = -1060150.648154 nChanged 752 SP:Iteration 7F (4630.335813 sec): 3 clusters Score: Raw -1062414.900581 + Penalty 1808.763596 = -1060606.136986 nChanged 673 SP:Iteration 8Q (4630.398406 sec): 3 clusters Score: Raw -1062774.274617 + Penalty 1808.763596 = -1060965.511021 nChanged 549 SP:Iteration 9Q (4630.467423 sec): 3 clusters Score: Raw -1063051.167858 + Penalty 1808.763596 = -1061242.404262 nChanged 458 SP:Iteration 10Q (4630.513405 sec): 3 clusters Score: Raw -1063255.823954 + Penalty 1808.763596 = -1061447.060358 nChanged 359 SP:Iteration 11Q (4630.552755 sec): 3 clusters Score: Raw -1063383.894849 + Penalty 1808.763596 = -1061575.131253 nChanged 245 SP:Iteration 12Q (4630.629906 sec): 3 clusters Score: Raw -1063461.323174 + Penalty 1808.763596 = -1061652.559578 nChanged 208 SP:Iteration 13Q (4630.686433 sec): 3 clusters Score: Raw -1063520.188144 + Penalty 1808.763596 = -1061711.424548 nChanged 198 SP:Iteration 14Q (4630.758847 sec): 3 clusters Score: Raw -1063570.738819 + Penalty 1808.763596 = -1061761.975224 nChanged 164 SP:Iteration 15Q (4630.806944 sec): 3 clusters Score: Raw -1063612.293726 + Penalty 1808.763596 = -1061803.530131 nChanged 152 SP:Iteration 16Q (4630.878747 sec): 3 clusters Score: Raw -1063651.256692 + Penalty 1808.763596 = -1061842.493096 nChanged 145 SP:Iteration 17Q (4630.944453 sec): 3 clusters Score: Raw -1063691.345507 + Penalty 1808.763596 = -1061882.581911 nChanged 149 SP:Iteration 18Q (4631.011737 sec): 3 clusters Score: Raw -1063733.336006 + Penalty 1808.763596 = -1061924.572411 nChanged 162 SP:Iteration 19Q (4631.076701 sec): 3 clusters Score: Raw -1063780.122772 + Penalty 1808.763596 = -1061971.359177 nChanged 165 SP:Iteration 20F (4631.133457 sec): 3 clusters Score: Raw -1063824.611062 + Penalty 1808.763596 = -1062015.847466 nChanged 169 SP:Iteration 21Q (4631.205217 sec): 3 clusters Score: Raw -1063868.176217 + Penalty 1808.763596 = -1062059.412622 nChanged 170 SP:Iteration 22Q (4631.263327 sec): 3 clusters Score: Raw -1063913.353188 + Penalty 1808.763596 = -1062104.589593 nChanged 149 SP:Iteration 23Q (4631.333556 sec): 3 clusters Score: Raw -1063950.038808 + Penalty 1808.763596 = -1062141.275212 nChanged 136 SP:Iteration 24Q (4631.396779 sec): 3 clusters Score: Raw -1063982.805639 + Penalty 1808.763596 = -1062174.042044 nChanged 145 SP:Iteration 25Q (4631.457775 sec): 3 clusters Score: Raw -1064015.945646 + Penalty 1808.763596 = -1062207.182050 nChanged 134 SP:Iteration 26Q (4631.515534 sec): 3 clusters Score: Raw -1064050.871589 + Penalty 1808.763596 = -1062242.107993 nChanged 160 SP:Iteration 27Q (4631.579073 sec): 3 clusters Score: Raw -1064092.787223 + Penalty 1808.763596 = -1062284.023627 nChanged 142 SP:Iteration 28Q (4631.646129 sec): 3 clusters Score: Raw -1064127.576081 + Penalty 1808.763596 = -1062318.812485 nChanged 140 SP:Iteration 29Q (4631.712058 sec): 3 clusters Score: Raw -1064164.577496 + Penalty 1808.763596 = -1062355.813900 nChanged 148 SP:Iteration 30Q (4631.766416 sec): 3 clusters Score: Raw -1064209.339694 + Penalty 1808.763596 = -1062400.576099 nChanged 141 SP:Iteration 31Q (4631.820809 sec): 3 clusters Score: Raw -1064254.925595 + Penalty 1808.763596 = -1062446.161999 nChanged 167 SP:Iteration 32Q (4631.882699 sec): 3 clusters Score: Raw -1064316.870382 + Penalty 1808.763596 = -1062508.106786 nChanged 187 SP:Iteration 33Q (4631.955848 sec): 3 clusters Score: Raw -1064398.309654 + Penalty 1808.763596 = -1062589.546059 nChanged 199 SP:Iteration 34Q (4632.008460 sec): 3 clusters Score: Raw -1064500.927629 + Penalty 1808.763596 = -1062692.164034 nChanged 201 SP:Iteration 35Q (4632.074485 sec): 3 clusters Score: Raw -1064607.491456 + Penalty 1808.763596 = -1062798.727861 nChanged 182 SP:Iteration 36Q (4632.138261 sec): 3 clusters Score: Raw -1064709.724442 + Penalty 1808.763596 = -1062900.960847 nChanged 182 SP:Iteration 37Q (4632.203453 sec): 3 clusters Score: Raw -1064827.363028 + Penalty 1808.763596 = -1063018.599433 nChanged 155 SP:Iteration 38Q (4632.264799 sec): 3 clusters Score: Raw -1064934.728441 + Penalty 1808.763596 = -1063125.964845 nChanged 152 SP:Iteration 39Q (4632.330047 sec): 3 clusters Score: Raw -1065035.519527 + Penalty 1808.763596 = -1063226.755931 nChanged 124 SP:Iteration 40F (4632.389485 sec): 3 clusters Score: Raw -1065127.204228 + Penalty 1808.763596 = -1063318.440632 nChanged 109 SP:Iteration 41Q (4632.449320 sec): 3 clusters Score: Raw -1065207.395156 + Penalty 1808.763596 = -1063398.631561 nChanged 83 SP:Iteration 42Q (4632.503402 sec): 3 clusters Score: Raw -1065257.593845 + Penalty 1808.763596 = -1063448.830250 nChanged 63 SP:Iteration 43Q (4632.567551 sec): 3 clusters Score: Raw -1065285.240714 + Penalty 1808.763596 = -1063476.477118 nChanged 52 SP:Iteration 44Q (4632.629305 sec): 3 clusters Score: Raw -1065307.515647 + Penalty 1808.763596 = -1063498.752052 nChanged 36 SP:Iteration 45Q (4632.692594 sec): 3 clusters Score: Raw -1065318.304491 + Penalty 1808.763596 = -1063509.540895 nChanged 26 SP:Iteration 46Q (4632.758589 sec): 3 clusters Score: Raw -1065324.993760 + Penalty 1808.763596 = -1063516.230165 nChanged 18 SP:Iteration 47Q (4632.820273 sec): 3 clusters Score: Raw -1065330.241377 + Penalty 1808.763596 = -1063521.477781 nChanged 20 SP:Iteration 48Q (4632.881239 sec): 3 clusters Score: Raw -1065335.288740 + Penalty 1808.763596 = -1063526.525145 nChanged 11 SP:Iteration 49Q (4632.933726 sec): 3 clusters Score: Raw -1065337.646354 + Penalty 1808.763596 = -1063528.882758 nChanged 15 SP:Iteration 50Q (4633.002253 sec): 3 clusters Score: Raw -1065340.739926 + Penalty 1808.763596 = -1063531.976331 nChanged 11 SP:Iteration 51Q (4633.058836 sec): 3 clusters Score: Raw -1065342.988266 + Penalty 1808.763596 = -1063534.224670 nChanged 9 SP:Iteration 52Q (4633.121471 sec): 3 clusters Score: Raw -1065345.098146 + Penalty 1808.763596 = -1063536.334550 nChanged 9 SP:Iteration 53Q (4633.173157 sec): 3 clusters Score: Raw -1065347.114779 + Penalty 1808.763596 = -1063538.351183 nChanged 7 SP:Iteration 54Q (4633.241091 sec): 3 clusters Score: Raw -1065348.896883 + Penalty 1808.763596 = -1063540.133287 nChanged 6 SP:Iteration 55Q (4633.295445 sec): 3 clusters Score: Raw -1065350.551303 + Penalty 1808.763596 = -1063541.787708 nChanged 4 SP:Iteration 56Q (4633.354104 sec): 3 clusters Score: Raw -1065351.518871 + Penalty 1808.763596 = -1063542.755275 nChanged 5 SP:Iteration 57Q (4633.412055 sec): 3 clusters Score: Raw -1065352.327850 + Penalty 1808.763596 = -1063543.564255 nChanged 3 SP:Iteration 58Q (4633.471646 sec): 3 clusters Score: Raw -1065353.038515 + Penalty 1808.763596 = -1063544.274919 nChanged 3 SP:Iteration 59Q (4633.540431 sec): 3 clusters Score: Raw -1065353.437503 + Penalty 1808.763596 = -1063544.673908 nChanged 2 SP:Iteration 60F (4633.597442 sec): 3 clusters Score: Raw -1065353.808438 + Penalty 1808.763596 = -1063545.044843 nChanged 5 SP:Iteration 61Q (4633.648974 sec): 3 clusters Score: Raw -1065354.781810 + Penalty 1808.763596 = -1063546.018214 nChanged 6 SP:Iteration 62Q (4633.715724 sec): 3 clusters Score: Raw -1065355.661988 + Penalty 1808.763596 = -1063546.898392 nChanged 3 SP:Iteration 63Q (4633.766142 sec): 3 clusters Score: Raw -1065356.077451 + Penalty 1808.763596 = -1063547.313856 nChanged 2 SP:Iteration 64Q (4633.834269 sec): 3 clusters Score: Raw -1065356.328030 + Penalty 1808.763596 = -1063547.564435 nChanged 2 SP:Iteration 65Q (4633.894032 sec): 3 clusters Score: Raw -1065356.669951 + Penalty 1808.763596 = -1063547.906356 nChanged 3 SP:Iteration 66Q (4633.952718 sec): 3 clusters Score: Raw -1065357.865490 + Penalty 1808.763596 = -1063549.101895 nChanged 2 SP:Iteration 67Q (4634.014461 sec): 3 clusters Score: Raw -1065358.462233 + Penalty 1808.763596 = -1063549.698637 nChanged 2 SP:Iteration 68Q (4634.060529 sec): 3 clusters Score: Raw -1065358.764061 + Penalty 1808.763596 = -1063550.000465 nChanged 1 SP:Iteration 69Q (4634.116823 sec): 3 clusters Score: Raw -1065359.016981 + Penalty 1808.763596 = -1063550.253385 nChanged 0 SP:Iteration 70F (4634.182463 sec): 3 clusters Score: Raw -1065359.016981 + Penalty 1808.763596 = -1063550.253385 nChanged 0 Trying to split cluster 6 (8441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4634.222051 sec): 2 clusters Score: Raw -765987.716023 + Penalty 858.881326 = -765128.834697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4634.267455 sec): 3 clusters Score: Raw -761007.907558 + Penalty 1717.762652 = -759290.144906 nChanged 3761 SP:Iteration 1F (4634.324914 sec): 3 clusters Score: Raw -762973.133951 + Penalty 1717.762652 = -761255.371299 nChanged 496 SP:Iteration 2F (4634.381618 sec): 3 clusters Score: Raw -763185.384887 + Penalty 1717.762652 = -761467.622235 nChanged 458 SP:Iteration 3F (4634.434870 sec): 3 clusters Score: Raw -763416.252431 + Penalty 1717.762652 = -761698.489779 nChanged 509 SP:Iteration 4F (4634.489269 sec): 3 clusters Score: Raw -763690.178012 + Penalty 1717.762652 = -761972.415360 nChanged 495 SP:Iteration 5F (4634.545080 sec): 3 clusters Score: Raw -764034.094301 + Penalty 1717.762652 = -762316.331649 nChanged 540 SP:Iteration 6F (4634.600261 sec): 3 clusters Score: Raw -764428.198563 + Penalty 1717.762652 = -762710.435910 nChanged 510 SP:Iteration 7F (4634.646996 sec): 3 clusters Score: Raw -764857.894307 + Penalty 1717.762652 = -763140.131655 nChanged 468 SP:Iteration 8F (4634.696341 sec): 3 clusters Score: Raw -765272.628837 + Penalty 1717.762652 = -763554.866185 nChanged 347 SP:Iteration 9Q (4634.758988 sec): 3 clusters Score: Raw -765617.363161 + Penalty 1717.762652 = -763899.600509 nChanged 222 SP:Iteration 10Q (4634.803892 sec): 3 clusters Score: Raw -765768.546211 + Penalty 1717.762652 = -764050.783559 nChanged 144 SP:Iteration 11Q (4634.855390 sec): 3 clusters Score: Raw -765832.121661 + Penalty 1717.762652 = -764114.359008 nChanged 111 SP:Iteration 12Q (4634.907787 sec): 3 clusters Score: Raw -765875.214015 + Penalty 1717.762652 = -764157.451363 nChanged 85 SP:Iteration 13Q (4634.961273 sec): 3 clusters Score: Raw -765905.233540 + Penalty 1717.762652 = -764187.470888 nChanged 58 SP:Iteration 14Q (4635.016672 sec): 3 clusters Score: Raw -765926.086325 + Penalty 1717.762652 = -764208.323673 nChanged 52 SP:Iteration 15Q (4635.064784 sec): 3 clusters Score: Raw -765942.066917 + Penalty 1717.762652 = -764224.304265 nChanged 42 SP:Iteration 16Q (4635.128285 sec): 3 clusters Score: Raw -765953.310360 + Penalty 1717.762652 = -764235.547708 nChanged 28 SP:Iteration 17Q (4635.172308 sec): 3 clusters Score: Raw -765960.615688 + Penalty 1717.762652 = -764242.853036 nChanged 28 SP:Iteration 18Q (4635.234695 sec): 3 clusters Score: Raw -765968.174826 + Penalty 1717.762652 = -764250.412174 nChanged 26 SP:Iteration 19Q (4635.278212 sec): 3 clusters Score: Raw -765974.631529 + Penalty 1717.762652 = -764256.868877 nChanged 22 SP:Iteration 20F (4635.341542 sec): 3 clusters Score: Raw -765980.203672 + Penalty 1717.762652 = -764262.441020 nChanged 24 SP:Iteration 21Q (4635.394711 sec): 3 clusters Score: Raw -765985.729162 + Penalty 1717.762652 = -764267.966510 nChanged 17 SP:Iteration 22Q (4635.438610 sec): 3 clusters Score: Raw -765988.744473 + Penalty 1717.762652 = -764270.981820 nChanged 14 SP:Iteration 23Q (4635.488738 sec): 3 clusters Score: Raw -765991.707229 + Penalty 1717.762652 = -764273.944577 nChanged 18 SP:Iteration 24Q (4635.550434 sec): 3 clusters Score: Raw -765995.552357 + Penalty 1717.762652 = -764277.789704 nChanged 14 SP:Iteration 25Q (4635.592313 sec): 3 clusters Score: Raw -765998.325702 + Penalty 1717.762652 = -764280.563049 nChanged 17 SP:Iteration 26Q (4635.643981 sec): 3 clusters Score: Raw -766000.869481 + Penalty 1717.762652 = -764283.106829 nChanged 9 SP:Iteration 27Q (4635.689515 sec): 3 clusters Score: Raw -766002.938026 + Penalty 1717.762652 = -764285.175374 nChanged 8 SP:Iteration 28Q (4635.748660 sec): 3 clusters Score: Raw -766004.576944 + Penalty 1717.762652 = -764286.814292 nChanged 6 SP:Iteration 29Q (4635.801173 sec): 3 clusters Score: Raw -766005.331414 + Penalty 1717.762652 = -764287.568762 nChanged 4 SP:Iteration 30Q (4635.847410 sec): 3 clusters Score: Raw -766005.826764 + Penalty 1717.762652 = -764288.064112 nChanged 5 SP:Iteration 31Q (4635.907549 sec): 3 clusters Score: Raw -766006.676353 + Penalty 1717.762652 = -764288.913701 nChanged 4 SP:Iteration 32Q (4635.953997 sec): 3 clusters Score: Raw -766007.048455 + Penalty 1717.762652 = -764289.285802 nChanged 2 SP:Iteration 33Q (4636.019920 sec): 3 clusters Score: Raw -766007.392294 + Penalty 1717.762652 = -764289.629642 nChanged 3 SP:Iteration 34Q (4636.072754 sec): 3 clusters Score: Raw -766007.673624 + Penalty 1717.762652 = -764289.910972 nChanged 2 SP:Iteration 35Q (4636.123356 sec): 3 clusters Score: Raw -766007.864984 + Penalty 1717.762652 = -764290.102332 nChanged 2 SP:Iteration 36Q (4636.176285 sec): 3 clusters Score: Raw -766008.019926 + Penalty 1717.762652 = -764290.257274 nChanged 3 SP:Iteration 37Q (4636.211741 sec): 3 clusters Score: Raw -766008.547297 + Penalty 1717.762652 = -764290.784644 nChanged 4 SP:Iteration 38Q (4636.267222 sec): 3 clusters Score: Raw -766009.007011 + Penalty 1717.762652 = -764291.244358 nChanged 3 SP:Iteration 39Q (4636.320603 sec): 3 clusters Score: Raw -766009.497678 + Penalty 1717.762652 = -764291.735026 nChanged 3 SP:Iteration 40F (4636.372129 sec): 3 clusters Score: Raw -766010.139547 + Penalty 1717.762652 = -764292.376895 nChanged 3 SP:Iteration 41Q (4636.428037 sec): 3 clusters Score: Raw -766010.476577 + Penalty 1717.762652 = -764292.713925 nChanged 4 SP:Iteration 42Q (4636.482444 sec): 3 clusters Score: Raw -766010.906721 + Penalty 1717.762652 = -764293.144069 nChanged 1 SP:Iteration 43Q (4636.542409 sec): 3 clusters Score: Raw -766011.048963 + Penalty 1717.762652 = -764293.286311 nChanged 2 SP:Iteration 44Q (4636.602285 sec): 3 clusters Score: Raw -766011.543357 + Penalty 1717.762652 = -764293.780705 nChanged 4 SP:Iteration 45Q (4636.646547 sec): 3 clusters Score: Raw -766012.149358 + Penalty 1717.762652 = -764294.386706 nChanged 5 SP:Iteration 46Q (4636.704212 sec): 3 clusters Score: Raw -766012.882042 + Penalty 1717.762652 = -764295.119389 nChanged 10 SP:Iteration 47Q (4636.748645 sec): 3 clusters Score: Raw -766014.187330 + Penalty 1717.762652 = -764296.424678 nChanged 3 SP:Iteration 48Q (4636.797428 sec): 3 clusters Score: Raw -766014.626181 + Penalty 1717.762652 = -764296.863529 nChanged 5 SP:Iteration 49Q (4636.856979 sec): 3 clusters Score: Raw -766015.556675 + Penalty 1717.762652 = -764297.794023 nChanged 8 SP:Iteration 50Q (4636.909100 sec): 3 clusters Score: Raw -766017.042316 + Penalty 1717.762652 = -764299.279664 nChanged 6 SP:Iteration 51Q (4636.968268 sec): 3 clusters Score: Raw -766017.822610 + Penalty 1717.762652 = -764300.059958 nChanged 0 SP:Iteration 52F (4637.022395 sec): 3 clusters Score: Raw -766017.822610 + Penalty 1717.762652 = -764300.059958 nChanged 0 Trying to split cluster 7 (33586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4637.074901 sec): 2 clusters Score: Raw -2929575.975675 + Penalty 990.077136 = -2928585.898539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4637.161183 sec): 3 clusters Score: Raw -2908130.166358 + Penalty 1980.154273 = -2906150.012085 nChanged 15868 SP:Iteration 1F (4637.238258 sec): 3 clusters Score: Raw -2917701.043520 + Penalty 1980.154273 = -2915720.889247 nChanged 1872 SP:Iteration 2F (4637.333596 sec): 3 clusters Score: Raw -2918637.838900 + Penalty 1980.154273 = -2916657.684628 nChanged 2060 SP:Iteration 3F (4637.425362 sec): 3 clusters Score: Raw -2919864.782909 + Penalty 1980.154273 = -2917884.628636 nChanged 2249 SP:Iteration 4F (4637.508327 sec): 3 clusters Score: Raw -2921388.987265 + Penalty 1980.154273 = -2919408.832992 nChanged 2345 SP:Iteration 5F (4637.592061 sec): 3 clusters Score: Raw -2923092.783258 + Penalty 1980.154273 = -2921112.628986 nChanged 2137 SP:Iteration 6F (4637.679870 sec): 3 clusters Score: Raw -2924533.605436 + Penalty 1980.154273 = -2922553.451164 nChanged 1706 SP:Iteration 7F (4637.773676 sec): 3 clusters Score: Raw -2925503.864281 + Penalty 1980.154273 = -2923523.710009 nChanged 1217 SP:Iteration 8Q (4637.862853 sec): 3 clusters Score: Raw -2926086.793991 + Penalty 1980.154273 = -2924106.639719 nChanged 890 SP:Iteration 9Q (4637.955563 sec): 3 clusters Score: Raw -2926454.082909 + Penalty 1980.154273 = -2924473.928636 nChanged 731 SP:Iteration 10Q (4638.044593 sec): 3 clusters Score: Raw -2926753.490613 + Penalty 1980.154273 = -2924773.336341 nChanged 642 SP:Iteration 11Q (4638.137555 sec): 3 clusters Score: Raw -2927004.394287 + Penalty 1980.154273 = -2925024.240015 nChanged 576 SP:Iteration 12Q (4638.229217 sec): 3 clusters Score: Raw -2927236.063213 + Penalty 1980.154273 = -2925255.908940 nChanged 550 SP:Iteration 13Q (4638.325826 sec): 3 clusters Score: Raw -2927443.240346 + Penalty 1980.154273 = -2925463.086073 nChanged 509 SP:Iteration 14Q (4638.413589 sec): 3 clusters Score: Raw -2927622.251985 + Penalty 1980.154273 = -2925642.097712 nChanged 501 SP:Iteration 15Q (4638.509149 sec): 3 clusters Score: Raw -2927783.663017 + Penalty 1980.154273 = -2925803.508744 nChanged 479 SP:Iteration 16Q (4638.598815 sec): 3 clusters Score: Raw -2927938.129719 + Penalty 1980.154273 = -2925957.975446 nChanged 452 SP:Iteration 17Q (4638.692237 sec): 3 clusters Score: Raw -2928083.675612 + Penalty 1980.154273 = -2926103.521340 nChanged 438 SP:Iteration 18Q (4638.788100 sec): 3 clusters Score: Raw -2928220.783462 + Penalty 1980.154273 = -2926240.629189 nChanged 440 SP:Iteration 19Q (4638.887184 sec): 3 clusters Score: Raw -2928353.244839 + Penalty 1980.154273 = -2926373.090566 nChanged 388 SP:Iteration 20F (4638.980913 sec): 3 clusters Score: Raw -2928468.094767 + Penalty 1980.154273 = -2926487.940495 nChanged 375 SP:Iteration 21Q (4639.074803 sec): 3 clusters Score: Raw -2928575.714942 + Penalty 1980.154273 = -2926595.560670 nChanged 342 SP:Iteration 22Q (4639.168095 sec): 3 clusters Score: Raw -2928676.588386 + Penalty 1980.154273 = -2926696.434113 nChanged 325 SP:Iteration 23Q (4639.259073 sec): 3 clusters Score: Raw -2928766.849073 + Penalty 1980.154273 = -2926786.694800 nChanged 297 SP:Iteration 24Q (4639.347386 sec): 3 clusters Score: Raw -2928844.796770 + Penalty 1980.154273 = -2926864.642497 nChanged 285 SP:Iteration 25Q (4639.439084 sec): 3 clusters Score: Raw -2928921.448317 + Penalty 1980.154273 = -2926941.294045 nChanged 264 SP:Iteration 26Q (4639.524050 sec): 3 clusters Score: Raw -2928992.505494 + Penalty 1980.154273 = -2927012.351221 nChanged 246 SP:Iteration 27Q (4639.623854 sec): 3 clusters Score: Raw -2929059.855659 + Penalty 1980.154273 = -2927079.701387 nChanged 241 SP:Iteration 28Q (4639.710780 sec): 3 clusters Score: Raw -2929114.555859 + Penalty 1980.154273 = -2927134.401586 nChanged 211 SP:Iteration 29Q (4639.800405 sec): 3 clusters Score: Raw -2929160.138460 + Penalty 1980.154273 = -2927179.984187 nChanged 179 SP:Iteration 30Q (4639.891877 sec): 3 clusters Score: Raw -2929198.578143 + Penalty 1980.154273 = -2927218.423870 nChanged 164 SP:Iteration 31Q (4639.981987 sec): 3 clusters Score: Raw -2929232.328092 + Penalty 1980.154273 = -2927252.173820 nChanged 157 SP:Iteration 32Q (4640.071924 sec): 3 clusters Score: Raw -2929265.261986 + Penalty 1980.154273 = -2927285.107713 nChanged 148 SP:Iteration 33Q (4640.170655 sec): 3 clusters Score: Raw -2929299.063437 + Penalty 1980.154273 = -2927318.909165 nChanged 147 SP:Iteration 34Q (4640.249287 sec): 3 clusters Score: Raw -2929331.320905 + Penalty 1980.154273 = -2927351.166632 nChanged 149 SP:Iteration 35Q (4640.339046 sec): 3 clusters Score: Raw -2929368.237979 + Penalty 1980.154273 = -2927388.083706 nChanged 137 SP:Iteration 36Q (4640.426192 sec): 3 clusters Score: Raw -2929403.084740 + Penalty 1980.154273 = -2927422.930467 nChanged 151 SP:Iteration 37Q (4640.524918 sec): 3 clusters Score: Raw -2929441.540655 + Penalty 1980.154273 = -2927461.386383 nChanged 125 SP:Iteration 38Q (4640.619154 sec): 3 clusters Score: Raw -2929470.733290 + Penalty 1980.154273 = -2927490.579017 nChanged 122 SP:Iteration 39Q (4640.697047 sec): 3 clusters Score: Raw -2929498.711370 + Penalty 1980.154273 = -2927518.557097 nChanged 115 SP:Iteration 40F (4640.792095 sec): 3 clusters Score: Raw -2929525.092243 + Penalty 1980.154273 = -2927544.937971 nChanged 101 SP:Iteration 41Q (4640.877395 sec): 3 clusters Score: Raw -2929546.626249 + Penalty 1980.154273 = -2927566.471976 nChanged 96 SP:Iteration 42Q (4640.958412 sec): 3 clusters Score: Raw -2929566.667127 + Penalty 1980.154273 = -2927586.512854 nChanged 87 SP:Iteration 43Q (4641.055570 sec): 3 clusters Score: Raw -2929586.760568 + Penalty 1980.154273 = -2927606.606295 nChanged 89 SP:Iteration 44Q (4641.145375 sec): 3 clusters Score: Raw -2929606.874840 + Penalty 1980.154273 = -2927626.720568 nChanged 76 SP:Iteration 45Q (4641.223611 sec): 3 clusters Score: Raw -2929621.449089 + Penalty 1980.154273 = -2927641.294817 nChanged 67 SP:Iteration 46Q (4641.315033 sec): 3 clusters Score: Raw -2929632.984370 + Penalty 1980.154273 = -2927652.830098 nChanged 58 SP:Iteration 47Q (4641.397478 sec): 3 clusters Score: Raw -2929643.433055 + Penalty 1980.154273 = -2927663.278783 nChanged 56 SP:Iteration 48Q (4641.483338 sec): 3 clusters Score: Raw -2929654.406077 + Penalty 1980.154273 = -2927674.251804 nChanged 54 SP:Iteration 49Q (4641.572569 sec): 3 clusters Score: Raw -2929663.556950 + Penalty 1980.154273 = -2927683.402677 nChanged 47 SP:Iteration 50Q (4641.658785 sec): 3 clusters Score: Raw -2929671.012965 + Penalty 1980.154273 = -2927690.858692 nChanged 44 SP:Iteration 51Q (4641.744410 sec): 3 clusters Score: Raw -2929678.346101 + Penalty 1980.154273 = -2927698.191828 nChanged 39 SP:Iteration 52Q (4641.819769 sec): 3 clusters Score: Raw -2929686.806299 + Penalty 1980.154273 = -2927706.652027 nChanged 56 SP:Iteration 53Q (4641.902734 sec): 3 clusters Score: Raw -2929699.756454 + Penalty 1980.154273 = -2927719.602181 nChanged 53 SP:Iteration 54Q (4641.981473 sec): 3 clusters Score: Raw -2929714.886045 + Penalty 1980.154273 = -2927734.731772 nChanged 50 SP:Iteration 55Q (4642.070222 sec): 3 clusters Score: Raw -2929729.316869 + Penalty 1980.154273 = -2927749.162596 nChanged 59 SP:Iteration 56Q (4642.165006 sec): 3 clusters Score: Raw -2929745.915354 + Penalty 1980.154273 = -2927765.761081 nChanged 45 SP:Iteration 57Q (4642.240934 sec): 3 clusters Score: Raw -2929758.030074 + Penalty 1980.154273 = -2927777.875801 nChanged 35 SP:Iteration 58Q (4642.317852 sec): 3 clusters Score: Raw -2929765.721976 + Penalty 1980.154273 = -2927785.567703 nChanged 36 SP:Iteration 59Q (4642.401115 sec): 3 clusters Score: Raw -2929773.924292 + Penalty 1980.154273 = -2927793.770019 nChanged 34 SP:Iteration 60F (4642.495538 sec): 3 clusters Score: Raw -2929781.445470 + Penalty 1980.154273 = -2927801.291198 nChanged 25 SP:Iteration 61Q (4642.569902 sec): 3 clusters Score: Raw -2929785.990917 + Penalty 1980.154273 = -2927805.836644 nChanged 22 SP:Iteration 62Q (4642.665243 sec): 3 clusters Score: Raw -2929789.083393 + Penalty 1980.154273 = -2927808.929120 nChanged 20 SP:Iteration 63Q (4642.754160 sec): 3 clusters Score: Raw -2929792.251207 + Penalty 1980.154273 = -2927812.096934 nChanged 12 SP:Iteration 64Q (4642.841211 sec): 3 clusters Score: Raw -2929794.851282 + Penalty 1980.154273 = -2927814.697010 nChanged 12 SP:Iteration 65Q (4642.920059 sec): 3 clusters Score: Raw -2929797.897906 + Penalty 1980.154273 = -2927817.743634 nChanged 16 SP:Iteration 66Q (4643.006879 sec): 3 clusters Score: Raw -2929800.599116 + Penalty 1980.154273 = -2927820.444843 nChanged 9 SP:Iteration 67Q (4643.094971 sec): 3 clusters Score: Raw -2929801.895809 + Penalty 1980.154273 = -2927821.741537 nChanged 8 SP:Iteration 68Q (4643.189686 sec): 3 clusters Score: Raw -2929802.831631 + Penalty 1980.154273 = -2927822.677358 nChanged 3 SP:Iteration 69Q (4643.279226 sec): 3 clusters Score: Raw -2929803.330882 + Penalty 1980.154273 = -2927823.176609 nChanged 3 SP:Iteration 70Q (4643.372185 sec): 3 clusters Score: Raw -2929803.651060 + Penalty 1980.154273 = -2927823.496787 nChanged 0 SP:Iteration 71F (4643.462141 sec): 3 clusters Score: Raw -2929803.651060 + Penalty 1980.154273 = -2927823.496787 nChanged 0 Trying to split cluster 8 (1498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4643.490675 sec): 2 clusters Score: Raw -130646.540551 + Penalty 694.629186 = -129951.911366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4643.533374 sec): 3 clusters Score: Raw -129957.232341 + Penalty 1389.258371 = -128567.973970 nChanged 576 SP:Iteration 1F (4643.582049 sec): 3 clusters Score: Raw -130320.386152 + Penalty 1389.258371 = -128931.127780 nChanged 133 SP:Iteration 2F (4643.632951 sec): 3 clusters Score: Raw -130422.986998 + Penalty 1389.258371 = -129033.728626 nChanged 96 SP:Iteration 3F (4643.673450 sec): 3 clusters Score: Raw -130496.609005 + Penalty 1389.258371 = -129107.350634 nChanged 70 SP:Iteration 4Q (4643.715500 sec): 3 clusters Score: Raw -130540.692714 + Penalty 1389.258371 = -129151.434343 nChanged 47 SP:Iteration 5Q (4643.766353 sec): 3 clusters Score: Raw -130571.198918 + Penalty 1389.258371 = -129181.940547 nChanged 36 SP:Iteration 6Q (4643.815941 sec): 3 clusters Score: Raw -130600.421485 + Penalty 1389.258371 = -129211.163113 nChanged 39 SP:Iteration 7Q (4643.864832 sec): 3 clusters Score: Raw -130625.139909 + Penalty 1389.258371 = -129235.881538 nChanged 32 SP:Iteration 8Q (4643.919795 sec): 3 clusters Score: Raw -130644.612928 + Penalty 1389.258371 = -129255.354556 nChanged 26 SP:Iteration 9Q (4643.967502 sec): 3 clusters Score: Raw -130663.123058 + Penalty 1389.258371 = -129273.864686 nChanged 32 SP:Iteration 10Q (4644.013645 sec): 3 clusters Score: Raw -130683.720845 + Penalty 1389.258371 = -129294.462474 nChanged 27 SP:Iteration 11Q (4644.058726 sec): 3 clusters Score: Raw -130700.656998 + Penalty 1389.258371 = -129311.398627 nChanged 24 SP:Iteration 12Q (4644.094175 sec): 3 clusters Score: Raw -130713.588754 + Penalty 1389.258371 = -129324.330383 nChanged 17 SP:Iteration 13Q (4644.138263 sec): 3 clusters Score: Raw -130722.158853 + Penalty 1389.258371 = -129332.900482 nChanged 18 SP:Iteration 14Q (4644.186779 sec): 3 clusters Score: Raw -130736.371269 + Penalty 1389.258371 = -129347.112898 nChanged 16 SP:Iteration 15Q (4644.240095 sec): 3 clusters Score: Raw -130743.551963 + Penalty 1389.258371 = -129354.293592 nChanged 8 SP:Iteration 16Q (4644.277279 sec): 3 clusters Score: Raw -130746.594028 + Penalty 1389.258371 = -129357.335657 nChanged 8 SP:Iteration 17Q (4644.322815 sec): 3 clusters Score: Raw -130749.565568 + Penalty 1389.258371 = -129360.307197 nChanged 6 SP:Iteration 18Q (4644.383789 sec): 3 clusters Score: Raw -130752.934359 + Penalty 1389.258371 = -129363.675987 nChanged 9 SP:Iteration 19Q (4644.421665 sec): 3 clusters Score: Raw -130757.523548 + Penalty 1389.258371 = -129368.265177 nChanged 8 SP:Iteration 20F (4644.479795 sec): 3 clusters Score: Raw -130761.074471 + Penalty 1389.258371 = -129371.816100 nChanged 6 SP:Iteration 21Q (4644.514747 sec): 3 clusters Score: Raw -130763.158210 + Penalty 1389.258371 = -129373.899839 nChanged 5 SP:Iteration 22Q (4644.558672 sec): 3 clusters Score: Raw -130764.624231 + Penalty 1389.258371 = -129375.365860 nChanged 0 SP:Iteration 23F (4644.602656 sec): 3 clusters Score: Raw -130764.624231 + Penalty 1389.258371 = -129375.365860 nChanged 0 Trying to split cluster 9 (5761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4644.641328 sec): 2 clusters Score: Raw -518935.925131 + Penalty 822.592303 = -518113.332827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4644.694262 sec): 3 clusters Score: Raw -515597.272871 + Penalty 1645.184606 = -513952.088264 nChanged 2538 SP:Iteration 1F (4644.745851 sec): 3 clusters Score: Raw -517057.582349 + Penalty 1645.184606 = -515412.397742 nChanged 429 SP:Iteration 2F (4644.785935 sec): 3 clusters Score: Raw -517293.875775 + Penalty 1645.184606 = -515648.691168 nChanged 355 SP:Iteration 3F (4644.848161 sec): 3 clusters Score: Raw -517524.088572 + Penalty 1645.184606 = -515878.903965 nChanged 334 SP:Iteration 4F (4644.898638 sec): 3 clusters Score: Raw -517741.207803 + Penalty 1645.184606 = -516096.023196 nChanged 317 SP:Iteration 5F (4644.955615 sec): 3 clusters Score: Raw -517933.242603 + Penalty 1645.184606 = -516288.057997 nChanged 300 SP:Iteration 6F (4645.007097 sec): 3 clusters Score: Raw -518136.633488 + Penalty 1645.184606 = -516491.448882 nChanged 291 SP:Iteration 7F (4645.052689 sec): 3 clusters Score: Raw -518324.355244 + Penalty 1645.184606 = -516679.170637 nChanged 234 SP:Iteration 8Q (4645.100147 sec): 3 clusters Score: Raw -518469.599797 + Penalty 1645.184606 = -516824.415191 nChanged 195 SP:Iteration 9Q (4645.156751 sec): 3 clusters Score: Raw -518566.061636 + Penalty 1645.184606 = -516920.877029 nChanged 152 SP:Iteration 10Q (4645.206468 sec): 3 clusters Score: Raw -518623.476131 + Penalty 1645.184606 = -516978.291525 nChanged 127 SP:Iteration 11Q (4645.268041 sec): 3 clusters Score: Raw -518672.310002 + Penalty 1645.184606 = -517027.125395 nChanged 97 SP:Iteration 12Q (4645.309222 sec): 3 clusters Score: Raw -518702.641738 + Penalty 1645.184606 = -517057.457132 nChanged 79 SP:Iteration 13Q (4645.366913 sec): 3 clusters Score: Raw -518724.790901 + Penalty 1645.184606 = -517079.606294 nChanged 65 SP:Iteration 14Q (4645.420209 sec): 3 clusters Score: Raw -518742.765104 + Penalty 1645.184606 = -517097.580498 nChanged 63 SP:Iteration 15Q (4645.470692 sec): 3 clusters Score: Raw -518758.531789 + Penalty 1645.184606 = -517113.347182 nChanged 62 SP:Iteration 16Q (4645.512843 sec): 3 clusters Score: Raw -518774.850067 + Penalty 1645.184606 = -517129.665460 nChanged 64 SP:Iteration 17Q (4645.567121 sec): 3 clusters Score: Raw -518793.285688 + Penalty 1645.184606 = -517148.101081 nChanged 59 SP:Iteration 18Q (4645.628518 sec): 3 clusters Score: Raw -518810.322663 + Penalty 1645.184606 = -517165.138057 nChanged 59 SP:Iteration 19Q (4645.686253 sec): 3 clusters Score: Raw -518826.167438 + Penalty 1645.184606 = -517180.982831 nChanged 54 SP:Iteration 20F (4645.732382 sec): 3 clusters Score: Raw -518838.325047 + Penalty 1645.184606 = -517193.140440 nChanged 48 SP:Iteration 21Q (4645.787276 sec): 3 clusters Score: Raw -518849.215571 + Penalty 1645.184606 = -517204.030964 nChanged 43 SP:Iteration 22Q (4645.848443 sec): 3 clusters Score: Raw -518856.862056 + Penalty 1645.184606 = -517211.677450 nChanged 31 SP:Iteration 23Q (4645.902192 sec): 3 clusters Score: Raw -518863.736628 + Penalty 1645.184606 = -517218.552021 nChanged 36 SP:Iteration 24Q (4645.958540 sec): 3 clusters Score: Raw -518871.710770 + Penalty 1645.184606 = -517226.526163 nChanged 33 SP:Iteration 25Q (4645.997106 sec): 3 clusters Score: Raw -518878.061440 + Penalty 1645.184606 = -517232.876833 nChanged 31 SP:Iteration 26Q (4646.052098 sec): 3 clusters Score: Raw -518883.154777 + Penalty 1645.184606 = -517237.970170 nChanged 27 SP:Iteration 27Q (4646.104223 sec): 3 clusters Score: Raw -518888.769262 + Penalty 1645.184606 = -517243.584655 nChanged 24 SP:Iteration 28Q (4646.153746 sec): 3 clusters Score: Raw -518892.995797 + Penalty 1645.184606 = -517247.811190 nChanged 21 SP:Iteration 29Q (4646.209698 sec): 3 clusters Score: Raw -518896.178638 + Penalty 1645.184606 = -517250.994032 nChanged 14 SP:Iteration 30Q (4646.252498 sec): 3 clusters Score: Raw -518898.306799 + Penalty 1645.184606 = -517253.122192 nChanged 12 SP:Iteration 31Q (4646.312589 sec): 3 clusters Score: Raw -518900.443446 + Penalty 1645.184606 = -517255.258840 nChanged 13 SP:Iteration 32Q (4646.363517 sec): 3 clusters Score: Raw -518902.087885 + Penalty 1645.184606 = -517256.903278 nChanged 11 SP:Iteration 33Q (4646.416768 sec): 3 clusters Score: Raw -518903.263391 + Penalty 1645.184606 = -517258.078784 nChanged 13 SP:Iteration 34Q (4646.473396 sec): 3 clusters Score: Raw -518904.976478 + Penalty 1645.184606 = -517259.791872 nChanged 12 SP:Iteration 35Q (4646.529143 sec): 3 clusters Score: Raw -518906.289995 + Penalty 1645.184606 = -517261.105388 nChanged 11 SP:Iteration 36Q (4646.580815 sec): 3 clusters Score: Raw -518907.415082 + Penalty 1645.184606 = -517262.230475 nChanged 10 SP:Iteration 37Q (4646.637163 sec): 3 clusters Score: Raw -518908.638194 + Penalty 1645.184606 = -517263.453587 nChanged 9 SP:Iteration 38Q (4646.693153 sec): 3 clusters Score: Raw -518910.101032 + Penalty 1645.184606 = -517264.916425 nChanged 8 SP:Iteration 39Q (4646.743758 sec): 3 clusters Score: Raw -518911.780461 + Penalty 1645.184606 = -517266.595854 nChanged 11 SP:Iteration 40F (4646.789940 sec): 3 clusters Score: Raw -518913.792369 + Penalty 1645.184606 = -517268.607763 nChanged 12 SP:Iteration 41Q (4646.849580 sec): 3 clusters Score: Raw -518915.639586 + Penalty 1645.184606 = -517270.454979 nChanged 6 SP:Iteration 42Q (4646.899948 sec): 3 clusters Score: Raw -518916.073533 + Penalty 1645.184606 = -517270.888927 nChanged 5 SP:Iteration 43Q (4646.958311 sec): 3 clusters Score: Raw -518916.619560 + Penalty 1645.184606 = -517271.434953 nChanged 3 SP:Iteration 44Q (4647.001522 sec): 3 clusters Score: Raw -518916.830078 + Penalty 1645.184606 = -517271.645471 nChanged 1 SP:Iteration 45Q (4647.052500 sec): 3 clusters Score: Raw -518916.872897 + Penalty 1645.184606 = -517271.688290 nChanged 1 SP:Iteration 46Q (4647.106796 sec): 3 clusters Score: Raw -518917.034305 + Penalty 1645.184606 = -517271.849699 nChanged 2 SP:Iteration 47Q (4647.157407 sec): 3 clusters Score: Raw -518917.522103 + Penalty 1645.184606 = -517272.337497 nChanged 1 SP:Iteration 48Q (4647.208809 sec): 3 clusters Score: Raw -518917.592612 + Penalty 1645.184606 = -517272.408006 nChanged 0 SP:Iteration 49F (4647.262820 sec): 3 clusters Score: Raw -518917.592612 + Penalty 1645.184606 = -517272.408006 nChanged 0 Trying to split cluster 10 (3959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4647.288360 sec): 2 clusters Score: Raw -326622.771474 + Penalty 786.955941 = -325835.815533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4647.342395 sec): 3 clusters Score: Raw -324527.481127 + Penalty 1573.911882 = -322953.569245 nChanged 1630 SP:Iteration 1F (4647.388864 sec): 3 clusters Score: Raw -325550.504695 + Penalty 1573.911882 = -323976.592813 nChanged 313 SP:Iteration 2F (4647.440492 sec): 3 clusters Score: Raw -325774.500566 + Penalty 1573.911882 = -324200.588684 nChanged 286 SP:Iteration 3F (4647.480654 sec): 3 clusters Score: Raw -325964.560680 + Penalty 1573.911882 = -324390.648798 nChanged 235 SP:Iteration 4F (4647.537600 sec): 3 clusters Score: Raw -326116.996187 + Penalty 1573.911882 = -324543.084306 nChanged 209 SP:Iteration 5F (4647.587852 sec): 3 clusters Score: Raw -326248.449914 + Penalty 1573.911882 = -324674.538032 nChanged 171 SP:Iteration 6Q (4647.640123 sec): 3 clusters Score: Raw -326340.337836 + Penalty 1573.911882 = -324766.425954 nChanged 149 SP:Iteration 7Q (4647.681870 sec): 3 clusters Score: Raw -326418.695263 + Penalty 1573.911882 = -324844.783381 nChanged 114 SP:Iteration 8Q (4647.739798 sec): 3 clusters Score: Raw -326466.850955 + Penalty 1573.911882 = -324892.939073 nChanged 82 SP:Iteration 9Q (4647.783132 sec): 3 clusters Score: Raw -326494.540229 + Penalty 1573.911882 = -324920.628347 nChanged 62 SP:Iteration 10Q (4647.846258 sec): 3 clusters Score: Raw -326517.316216 + Penalty 1573.911882 = -324943.404334 nChanged 66 SP:Iteration 11Q (4647.903939 sec): 3 clusters Score: Raw -326543.287855 + Penalty 1573.911882 = -324969.375973 nChanged 52 SP:Iteration 12Q (4647.954060 sec): 3 clusters Score: Raw -326563.265200 + Penalty 1573.911882 = -324989.353318 nChanged 52 SP:Iteration 13Q (4648.001402 sec): 3 clusters Score: Raw -326583.842280 + Penalty 1573.911882 = -325009.930398 nChanged 50 SP:Iteration 14Q (4648.060205 sec): 3 clusters Score: Raw -326603.496512 + Penalty 1573.911882 = -325029.584630 nChanged 46 SP:Iteration 15Q (4648.111909 sec): 3 clusters Score: Raw -326621.062458 + Penalty 1573.911882 = -325047.150576 nChanged 46 SP:Iteration 16Q (4648.164169 sec): 3 clusters Score: Raw -326639.844466 + Penalty 1573.911882 = -325065.932584 nChanged 59 SP:Iteration 17Q (4648.213200 sec): 3 clusters Score: Raw -326665.160404 + Penalty 1573.911882 = -325091.248522 nChanged 61 SP:Iteration 18Q (4648.253663 sec): 3 clusters Score: Raw -326692.042823 + Penalty 1573.911882 = -325118.130941 nChanged 50 SP:Iteration 19Q (4648.296892 sec): 3 clusters Score: Raw -326716.435515 + Penalty 1573.911882 = -325142.523633 nChanged 44 SP:Iteration 20F (4648.352334 sec): 3 clusters Score: Raw -326736.645448 + Penalty 1573.911882 = -325162.733566 nChanged 49 SP:Iteration 21Q (4648.407349 sec): 3 clusters Score: Raw -326760.957976 + Penalty 1573.911882 = -325187.046094 nChanged 50 SP:Iteration 22Q (4648.458630 sec): 3 clusters Score: Raw -326788.843877 + Penalty 1573.911882 = -325214.931995 nChanged 55 SP:Iteration 23Q (4648.501876 sec): 3 clusters Score: Raw -326823.422755 + Penalty 1573.911882 = -325249.510873 nChanged 59 SP:Iteration 24Q (4648.565234 sec): 3 clusters Score: Raw -326856.144719 + Penalty 1573.911882 = -325282.232837 nChanged 57 SP:Iteration 25Q (4648.611943 sec): 3 clusters Score: Raw -326886.336581 + Penalty 1573.911882 = -325312.424699 nChanged 52 SP:Iteration 26Q (4648.667616 sec): 3 clusters Score: Raw -326921.112243 + Penalty 1573.911882 = -325347.200361 nChanged 41 SP:Iteration 27Q (4648.721475 sec): 3 clusters Score: Raw -326946.366433 + Penalty 1573.911882 = -325372.454551 nChanged 44 SP:Iteration 28Q (4648.769816 sec): 3 clusters Score: Raw -326970.519893 + Penalty 1573.911882 = -325396.608011 nChanged 40 SP:Iteration 29Q (4648.822564 sec): 3 clusters Score: Raw -326994.746199 + Penalty 1573.911882 = -325420.834317 nChanged 35 SP:Iteration 30Q (4648.872465 sec): 3 clusters Score: Raw -327009.251771 + Penalty 1573.911882 = -325435.339889 nChanged 21 SP:Iteration 31Q (4648.919026 sec): 3 clusters Score: Raw -327017.908403 + Penalty 1573.911882 = -325443.996521 nChanged 19 SP:Iteration 32Q (4648.961399 sec): 3 clusters Score: Raw -327025.158688 + Penalty 1573.911882 = -325451.246806 nChanged 13 SP:Iteration 33Q (4649.002425 sec): 3 clusters Score: Raw -327029.926880 + Penalty 1573.911882 = -325456.014998 nChanged 15 SP:Iteration 34Q (4649.058001 sec): 3 clusters Score: Raw -327033.315780 + Penalty 1573.911882 = -325459.403898 nChanged 9 SP:Iteration 35Q (4649.101229 sec): 3 clusters Score: Raw -327036.204142 + Penalty 1573.911882 = -325462.292260 nChanged 10 SP:Iteration 36Q (4649.140436 sec): 3 clusters Score: Raw -327039.825101 + Penalty 1573.911882 = -325465.913219 nChanged 9 SP:Iteration 37Q (4649.191443 sec): 3 clusters Score: Raw -327042.507180 + Penalty 1573.911882 = -325468.595298 nChanged 8 SP:Iteration 38Q (4649.242300 sec): 3 clusters Score: Raw -327045.298004 + Penalty 1573.911882 = -325471.386122 nChanged 5 SP:Iteration 39Q (4649.293316 sec): 3 clusters Score: Raw -327046.661533 + Penalty 1573.911882 = -325472.749651 nChanged 2 SP:Iteration 40F (4649.347511 sec): 3 clusters Score: Raw -327047.342606 + Penalty 1573.911882 = -325473.430724 nChanged 3 SP:Iteration 41Q (4649.384493 sec): 3 clusters Score: Raw -327048.100994 + Penalty 1573.911882 = -325474.189112 nChanged 3 SP:Iteration 42Q (4649.444630 sec): 3 clusters Score: Raw -327049.126808 + Penalty 1573.911882 = -325475.214926 nChanged 5 SP:Iteration 43Q (4649.481497 sec): 3 clusters Score: Raw -327050.852020 + Penalty 1573.911882 = -325476.940138 nChanged 3 SP:Iteration 44Q (4649.530741 sec): 3 clusters Score: Raw -327051.271180 + Penalty 1573.911882 = -325477.359298 nChanged 1 SP:Iteration 45Q (4649.594570 sec): 3 clusters Score: Raw -327051.577991 + Penalty 1573.911882 = -325477.666109 nChanged 2 SP:Iteration 46Q (4649.636999 sec): 3 clusters Score: Raw -327052.463410 + Penalty 1573.911882 = -325478.551528 nChanged 4 SP:Iteration 47Q (4649.689582 sec): 3 clusters Score: Raw -327053.891570 + Penalty 1573.911882 = -325479.979688 nChanged 10 SP:Iteration 48Q (4649.753329 sec): 3 clusters Score: Raw -327057.334268 + Penalty 1573.911882 = -325483.422386 nChanged 14 SP:Iteration 49Q (4649.794117 sec): 3 clusters Score: Raw -327063.641233 + Penalty 1573.911882 = -325489.729351 nChanged 11 SP:Iteration 50Q (4649.843404 sec): 3 clusters Score: Raw -327068.320173 + Penalty 1573.911882 = -325494.408291 nChanged 12 SP:Iteration 51Q (4649.906923 sec): 3 clusters Score: Raw -327073.306114 + Penalty 1573.911882 = -325499.394232 nChanged 13 SP:Iteration 52Q (4649.946550 sec): 3 clusters Score: Raw -327077.611344 + Penalty 1573.911882 = -325503.699462 nChanged 6 SP:Iteration 53Q (4649.996424 sec): 3 clusters Score: Raw -327080.105392 + Penalty 1573.911882 = -325506.193510 nChanged 10 SP:Iteration 54Q (4650.053518 sec): 3 clusters Score: Raw -327083.689018 + Penalty 1573.911882 = -325509.777136 nChanged 10 SP:Iteration 55Q (4650.107553 sec): 3 clusters Score: Raw -327088.718245 + Penalty 1573.911882 = -325514.806363 nChanged 5 SP:Iteration 56Q (4650.150040 sec): 3 clusters Score: Raw -327090.369749 + Penalty 1573.911882 = -325516.457867 nChanged 4 SP:Iteration 57Q (4650.198604 sec): 3 clusters Score: Raw -327091.630585 + Penalty 1573.911882 = -325517.718703 nChanged 1 SP:Iteration 58Q (4650.252914 sec): 3 clusters Score: Raw -327091.805016 + Penalty 1573.911882 = -325517.893134 nChanged 0 SP:Iteration 59F (4650.292572 sec): 3 clusters Score: Raw -327091.805016 + Penalty 1573.911882 = -325517.893134 nChanged 0 Trying to split cluster 11 (4817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4650.321354 sec): 2 clusters Score: Raw -435767.753226 + Penalty 805.591128 = -434962.162098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4650.367100 sec): 3 clusters Score: Raw -433093.810788 + Penalty 1611.182255 = -431482.628533 nChanged 2061 SP:Iteration 1F (4650.424517 sec): 3 clusters Score: Raw -434198.562012 + Penalty 1611.182255 = -432587.379757 nChanged 340 SP:Iteration 2F (4650.477654 sec): 3 clusters Score: Raw -434345.889186 + Penalty 1611.182255 = -432734.706930 nChanged 249 SP:Iteration 3F (4650.525182 sec): 3 clusters Score: Raw -434464.968307 + Penalty 1611.182255 = -432853.786052 nChanged 200 SP:Iteration 4Q (4650.565488 sec): 3 clusters Score: Raw -434559.846856 + Penalty 1611.182255 = -432948.664601 nChanged 187 SP:Iteration 5Q (4650.603104 sec): 3 clusters Score: Raw -434652.064382 + Penalty 1611.182255 = -433040.882126 nChanged 191 SP:Iteration 6Q (4650.652537 sec): 3 clusters Score: Raw -434768.682472 + Penalty 1611.182255 = -433157.500217 nChanged 203 SP:Iteration 7Q (4650.711887 sec): 3 clusters Score: Raw -434897.139462 + Penalty 1611.182255 = -433285.957207 nChanged 214 SP:Iteration 8Q (4650.752643 sec): 3 clusters Score: Raw -435040.689383 + Penalty 1611.182255 = -433429.507128 nChanged 183 SP:Iteration 9Q (4650.813851 sec): 3 clusters Score: Raw -435168.119389 + Penalty 1611.182255 = -433556.937134 nChanged 160 SP:Iteration 10Q (4650.853550 sec): 3 clusters Score: Raw -435292.284358 + Penalty 1611.182255 = -433681.102103 nChanged 164 SP:Iteration 11Q (4650.904035 sec): 3 clusters Score: Raw -435411.725533 + Penalty 1611.182255 = -433800.543278 nChanged 147 SP:Iteration 12Q (4650.952024 sec): 3 clusters Score: Raw -435520.520979 + Penalty 1611.182255 = -433909.338724 nChanged 111 SP:Iteration 13Q (4650.999513 sec): 3 clusters Score: Raw -435589.157663 + Penalty 1611.182255 = -433977.975408 nChanged 90 SP:Iteration 14Q (4651.047158 sec): 3 clusters Score: Raw -435649.493063 + Penalty 1611.182255 = -434038.310808 nChanged 78 SP:Iteration 15Q (4651.096489 sec): 3 clusters Score: Raw -435693.529191 + Penalty 1611.182255 = -434082.346935 nChanged 67 SP:Iteration 16Q (4651.144920 sec): 3 clusters Score: Raw -435729.236940 + Penalty 1611.182255 = -434118.054685 nChanged 52 SP:Iteration 17Q (4651.193726 sec): 3 clusters Score: Raw -435755.370248 + Penalty 1611.182255 = -434144.187993 nChanged 39 SP:Iteration 18Q (4651.243008 sec): 3 clusters Score: Raw -435773.624456 + Penalty 1611.182255 = -434162.442201 nChanged 34 SP:Iteration 19Q (4651.289715 sec): 3 clusters Score: Raw -435786.270940 + Penalty 1611.182255 = -434175.088684 nChanged 26 SP:Iteration 20F (4651.340991 sec): 3 clusters Score: Raw -435797.432453 + Penalty 1611.182255 = -434186.250197 nChanged 22 SP:Iteration 21Q (4651.384155 sec): 3 clusters Score: Raw -435805.601521 + Penalty 1611.182255 = -434194.419266 nChanged 20 SP:Iteration 22Q (4651.424831 sec): 3 clusters Score: Raw -435812.340880 + Penalty 1611.182255 = -434201.158625 nChanged 13 SP:Iteration 23Q (4651.469862 sec): 3 clusters Score: Raw -435817.940289 + Penalty 1611.182255 = -434206.758034 nChanged 17 SP:Iteration 24Q (4651.517190 sec): 3 clusters Score: Raw -435825.531433 + Penalty 1611.182255 = -434214.349178 nChanged 15 SP:Iteration 25Q (4651.563561 sec): 3 clusters Score: Raw -435831.426865 + Penalty 1611.182255 = -434220.244609 nChanged 10 SP:Iteration 26Q (4651.620727 sec): 3 clusters Score: Raw -435834.415626 + Penalty 1611.182255 = -434223.233371 nChanged 7 SP:Iteration 27Q (4651.669733 sec): 3 clusters Score: Raw -435836.080986 + Penalty 1611.182255 = -434224.898731 nChanged 6 SP:Iteration 28Q (4651.718948 sec): 3 clusters Score: Raw -435837.403796 + Penalty 1611.182255 = -434226.221541 nChanged 5 SP:Iteration 29Q (4651.770605 sec): 3 clusters Score: Raw -435839.296729 + Penalty 1611.182255 = -434228.114473 nChanged 9 SP:Iteration 30Q (4651.814442 sec): 3 clusters Score: Raw -435843.420855 + Penalty 1611.182255 = -434232.238600 nChanged 13 SP:Iteration 31Q (4651.873051 sec): 3 clusters Score: Raw -435848.233145 + Penalty 1611.182255 = -434237.050890 nChanged 4 SP:Iteration 32Q (4651.923415 sec): 3 clusters Score: Raw -435848.955478 + Penalty 1611.182255 = -434237.773223 nChanged 2 SP:Iteration 33Q (4651.963745 sec): 3 clusters Score: Raw -435849.994492 + Penalty 1611.182255 = -434238.812236 nChanged 2 SP:Iteration 34Q (4652.007290 sec): 3 clusters Score: Raw -435850.766160 + Penalty 1611.182255 = -434239.583905 nChanged 2 SP:Iteration 35Q (4652.057787 sec): 3 clusters Score: Raw -435851.142861 + Penalty 1611.182255 = -434239.960605 nChanged 0 SP:Iteration 36F (4652.106217 sec): 3 clusters Score: Raw -435851.142861 + Penalty 1611.182255 = -434239.960605 nChanged 0 Trying to split cluster 12 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4652.127883 sec): 2 clusters Score: Raw -5440.202366 + Penalty 470.803570 = -4969.398796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4652.166076 sec): 3 clusters Score: Raw -5593.713493 + Penalty 941.607141 = -4652.106352 nChanged 27 SP:Iteration 1F (4652.207322 sec): 3 clusters Score: Raw -5672.840019 + Penalty 941.607141 = -4731.232878 nChanged 4 SP:Iteration 2Q (4652.241348 sec): 3 clusters Score: Raw -5690.046943 + Penalty 941.607141 = -4748.439802 nChanged 3 SP:Iteration 3Q (4652.288036 sec): 3 clusters Score: Raw -5705.732994 + Penalty 941.607141 = -4764.125853 nChanged 1 SP:Iteration 4Q (4652.343507 sec): 3 clusters Score: Raw -5714.730088 + Penalty 941.607141 = -4773.122947 nChanged 1 SP:Iteration 5Q (4652.388443 sec): 3 clusters Score: Raw -5716.883583 + Penalty 941.607141 = -4775.276442 nChanged 0 SP:Iteration 6F (4652.430831 sec): 3 clusters Score: Raw -5716.883583 + Penalty 941.607141 = -4775.276442 nChanged 0 Trying to split cluster 13 (1173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4652.447807 sec): 2 clusters Score: Raw -95812.048748 + Penalty 671.395386 = -95140.653363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4652.498485 sec): 3 clusters Score: Raw -95339.933004 + Penalty 1342.790771 = -93997.142232 nChanged 444 SP:Iteration 1F (4652.547682 sec): 3 clusters Score: Raw -95682.192845 + Penalty 1342.790771 = -94339.402073 nChanged 105 SP:Iteration 2F (4652.591439 sec): 3 clusters Score: Raw -95782.554958 + Penalty 1342.790771 = -94439.764187 nChanged 66 SP:Iteration 3F (4652.627168 sec): 3 clusters Score: Raw -95853.695855 + Penalty 1342.790771 = -94510.905084 nChanged 44 SP:Iteration 4Q (4652.684219 sec): 3 clusters Score: Raw -95908.171844 + Penalty 1342.790771 = -94565.381072 nChanged 48 SP:Iteration 5Q (4652.725121 sec): 3 clusters Score: Raw -95953.255481 + Penalty 1342.790771 = -94610.464710 nChanged 33 SP:Iteration 6Q (4652.779202 sec): 3 clusters Score: Raw -95979.313625 + Penalty 1342.790771 = -94636.522854 nChanged 28 SP:Iteration 7Q (4652.810322 sec): 3 clusters Score: Raw -95995.596777 + Penalty 1342.790771 = -94652.806005 nChanged 25 SP:Iteration 8Q (4652.869524 sec): 3 clusters Score: Raw -96011.959630 + Penalty 1342.790771 = -94669.168858 nChanged 19 SP:Iteration 9Q (4652.910997 sec): 3 clusters Score: Raw -96019.195359 + Penalty 1342.790771 = -94676.404588 nChanged 6 SP:Iteration 10Q (4652.959501 sec): 3 clusters Score: Raw -96021.645216 + Penalty 1342.790771 = -94678.854445 nChanged 8 SP:Iteration 11Q (4652.999186 sec): 3 clusters Score: Raw -96024.232396 + Penalty 1342.790771 = -94681.441625 nChanged 4 SP:Iteration 12Q (4653.048905 sec): 3 clusters Score: Raw -96025.710407 + Penalty 1342.790771 = -94682.919635 nChanged 4 SP:Iteration 13Q (4653.095120 sec): 3 clusters Score: Raw -96027.287849 + Penalty 1342.790771 = -94684.497078 nChanged 3 SP:Iteration 14Q (4653.132000 sec): 3 clusters Score: Raw -96028.924142 + Penalty 1342.790771 = -94686.133371 nChanged 2 SP:Iteration 15Q (4653.185204 sec): 3 clusters Score: Raw -96029.407448 + Penalty 1342.790771 = -94686.616677 nChanged 5 SP:Iteration 16Q (4653.231336 sec): 3 clusters Score: Raw -96031.402630 + Penalty 1342.790771 = -94688.611859 nChanged 5 SP:Iteration 17Q (4653.275100 sec): 3 clusters Score: Raw -96032.609177 + Penalty 1342.790771 = -94689.818406 nChanged 6 SP:Iteration 18Q (4653.321585 sec): 3 clusters Score: Raw -96035.735290 + Penalty 1342.790771 = -94692.944519 nChanged 4 SP:Iteration 19Q (4653.372157 sec): 3 clusters Score: Raw -96037.158871 + Penalty 1342.790771 = -94694.368100 nChanged 6 SP:Iteration 20F (4653.400531 sec): 3 clusters Score: Raw -96040.031942 + Penalty 1342.790771 = -94697.241171 nChanged 7 SP:Iteration 21Q (4653.456222 sec): 3 clusters Score: Raw -96044.296448 + Penalty 1342.790771 = -94701.505677 nChanged 4 SP:Iteration 22Q (4653.492895 sec): 3 clusters Score: Raw -96045.994592 + Penalty 1342.790771 = -94703.203821 nChanged 3 SP:Iteration 23Q (4653.542222 sec): 3 clusters Score: Raw -96047.826584 + Penalty 1342.790771 = -94705.035812 nChanged 2 SP:Iteration 24Q (4653.597954 sec): 3 clusters Score: Raw -96048.375386 + Penalty 1342.790771 = -94705.584614 nChanged 2 SP:Iteration 25Q (4653.646113 sec): 3 clusters Score: Raw -96048.861215 + Penalty 1342.790771 = -94706.070444 nChanged 0 SP:Iteration 26F (4653.695615 sec): 3 clusters Score: Raw -96048.861215 + Penalty 1342.790771 = -94706.070444 nChanged 0 Trying to split cluster 14 (17277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4653.740206 sec): 2 clusters Score: Raw -1509182.904757 + Penalty 926.927485 = -1508255.977273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4653.809848 sec): 3 clusters Score: Raw -1498516.475257 + Penalty 1853.854969 = -1496662.620288 nChanged 7972 SP:Iteration 1F (4653.873009 sec): 3 clusters Score: Raw -1502933.087022 + Penalty 1853.854969 = -1501079.232053 nChanged 828 SP:Iteration 2Q (4653.936881 sec): 3 clusters Score: Raw -1503219.692247 + Penalty 1853.854969 = -1501365.837278 nChanged 777 SP:Iteration 3Q (4654.016822 sec): 3 clusters Score: Raw -1503518.131738 + Penalty 1853.854969 = -1501664.276769 nChanged 811 SP:Iteration 4Q (4654.079153 sec): 3 clusters Score: Raw -1503893.140201 + Penalty 1853.854969 = -1502039.285232 nChanged 936 SP:Iteration 5F (4654.152734 sec): 3 clusters Score: Raw -1504444.335335 + Penalty 1853.854969 = -1502590.480366 nChanged 1110 SP:Iteration 6F (4654.212314 sec): 3 clusters Score: Raw -1505275.280971 + Penalty 1853.854969 = -1503421.426002 nChanged 1248 SP:Iteration 7F (4654.287324 sec): 3 clusters Score: Raw -1506332.189873 + Penalty 1853.854969 = -1504478.334904 nChanged 1189 SP:Iteration 8F (4654.351017 sec): 3 clusters Score: Raw -1507362.274679 + Penalty 1853.854969 = -1505508.419709 nChanged 904 SP:Iteration 9F (4654.416114 sec): 3 clusters Score: Raw -1508169.207386 + Penalty 1853.854969 = -1506315.352417 nChanged 607 SP:Iteration 10Q (4654.487686 sec): 3 clusters Score: Raw -1508715.496071 + Penalty 1853.854969 = -1506861.641102 nChanged 380 SP:Iteration 11Q (4654.547751 sec): 3 clusters Score: Raw -1509083.776321 + Penalty 1853.854969 = -1507229.921352 nChanged 187 SP:Iteration 12Q (4654.621102 sec): 3 clusters Score: Raw -1509294.882013 + Penalty 1853.854969 = -1507441.027043 nChanged 90 SP:Iteration 13Q (4654.687609 sec): 3 clusters Score: Raw -1509429.751637 + Penalty 1853.854969 = -1507575.896668 nChanged 52 SP:Iteration 14Q (4654.753492 sec): 3 clusters Score: Raw -1509495.187699 + Penalty 1853.854969 = -1507641.332730 nChanged 44 SP:Iteration 15Q (4654.811855 sec): 3 clusters Score: Raw -1509551.299219 + Penalty 1853.854969 = -1507697.444250 nChanged 45 SP:Iteration 16Q (4654.883867 sec): 3 clusters Score: Raw -1509598.432982 + Penalty 1853.854969 = -1507744.578013 nChanged 32 SP:Iteration 17Q (4654.952498 sec): 3 clusters Score: Raw -1509623.331277 + Penalty 1853.854969 = -1507769.476308 nChanged 28 SP:Iteration 18Q (4655.014544 sec): 3 clusters Score: Raw -1509650.288083 + Penalty 1853.854969 = -1507796.433114 nChanged 31 SP:Iteration 19Q (4655.082258 sec): 3 clusters Score: Raw -1509675.167770 + Penalty 1853.854969 = -1507821.312801 nChanged 28 SP:Iteration 20F (4655.141471 sec): 3 clusters Score: Raw -1509710.589066 + Penalty 1853.854969 = -1507856.734097 nChanged 34 SP:Iteration 21Q (4655.202725 sec): 3 clusters Score: Raw -1509740.298149 + Penalty 1853.854969 = -1507886.443180 nChanged 30 SP:Iteration 22Q (4655.262909 sec): 3 clusters Score: Raw -1509763.648355 + Penalty 1853.854969 = -1507909.793386 nChanged 24 SP:Iteration 23Q (4655.319034 sec): 3 clusters Score: Raw -1509782.597337 + Penalty 1853.854969 = -1507928.742368 nChanged 25 SP:Iteration 24Q (4655.382104 sec): 3 clusters Score: Raw -1509799.521888 + Penalty 1853.854969 = -1507945.666919 nChanged 23 SP:Iteration 25Q (4655.435399 sec): 3 clusters Score: Raw -1509813.515239 + Penalty 1853.854969 = -1507959.660270 nChanged 16 SP:Iteration 26Q (4655.497762 sec): 3 clusters Score: Raw -1509824.938280 + Penalty 1853.854969 = -1507971.083311 nChanged 17 SP:Iteration 27Q (4655.549530 sec): 3 clusters Score: Raw -1509836.595981 + Penalty 1853.854969 = -1507982.741012 nChanged 14 SP:Iteration 28Q (4655.612091 sec): 3 clusters Score: Raw -1509842.824642 + Penalty 1853.854969 = -1507988.969673 nChanged 10 SP:Iteration 29Q (4655.677109 sec): 3 clusters Score: Raw -1509850.581513 + Penalty 1853.854969 = -1507996.726544 nChanged 16 SP:Iteration 30Q (4655.729722 sec): 3 clusters Score: Raw -1509861.615300 + Penalty 1853.854969 = -1508007.760331 nChanged 15 SP:Iteration 31Q (4655.796126 sec): 3 clusters Score: Raw -1509868.798123 + Penalty 1853.854969 = -1508014.943154 nChanged 7 SP:Iteration 32Q (4655.851864 sec): 3 clusters Score: Raw -1509871.659513 + Penalty 1853.854969 = -1508017.804544 nChanged 7 SP:Iteration 33Q (4655.915657 sec): 3 clusters Score: Raw -1509874.576545 + Penalty 1853.854969 = -1508020.721576 nChanged 7 SP:Iteration 34Q (4655.976166 sec): 3 clusters Score: Raw -1509877.751659 + Penalty 1853.854969 = -1508023.896690 nChanged 9 SP:Iteration 35Q (4656.035308 sec): 3 clusters Score: Raw -1509880.995196 + Penalty 1853.854969 = -1508027.140227 nChanged 5 SP:Iteration 36Q (4656.102768 sec): 3 clusters Score: Raw -1509882.971525 + Penalty 1853.854969 = -1508029.116556 nChanged 3 SP:Iteration 37Q (4656.163035 sec): 3 clusters Score: Raw -1509883.601514 + Penalty 1853.854969 = -1508029.746545 nChanged 2 SP:Iteration 38Q (4656.230099 sec): 3 clusters Score: Raw -1509884.184151 + Penalty 1853.854969 = -1508030.329181 nChanged 3 SP:Iteration 39Q (4656.300257 sec): 3 clusters Score: Raw -1509886.087629 + Penalty 1853.854969 = -1508032.232660 nChanged 3 SP:Iteration 40F (4656.359424 sec): 3 clusters Score: Raw -1509890.333620 + Penalty 1853.854969 = -1508036.478651 nChanged 7 SP:Iteration 41Q (4656.418685 sec): 3 clusters Score: Raw -1509894.928963 + Penalty 1853.854969 = -1508041.073994 nChanged 7 SP:Iteration 42Q (4656.482117 sec): 3 clusters Score: Raw -1509898.389445 + Penalty 1853.854969 = -1508044.534475 nChanged 3 SP:Iteration 43Q (4656.545306 sec): 3 clusters Score: Raw -1509899.772779 + Penalty 1853.854969 = -1508045.917810 nChanged 1 SP:Iteration 44Q (4656.606457 sec): 3 clusters Score: Raw -1509899.933927 + Penalty 1853.854969 = -1508046.078958 nChanged 0 SP:Iteration 45F (4656.674746 sec): 3 clusters Score: Raw -1509899.933927 + Penalty 1853.854969 = -1508046.078958 nChanged 0 Trying to split cluster 15 (4713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4656.706571 sec): 2 clusters Score: Raw -422417.870031 + Penalty 803.517593 = -421614.352438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4656.758611 sec): 3 clusters Score: Raw -419766.759089 + Penalty 1607.035186 = -418159.723903 nChanged 2010 SP:Iteration 1F (4656.804880 sec): 3 clusters Score: Raw -420920.427065 + Penalty 1607.035186 = -419313.391879 nChanged 344 SP:Iteration 2F (4656.849668 sec): 3 clusters Score: Raw -421108.662973 + Penalty 1607.035186 = -419501.627787 nChanged 288 SP:Iteration 3F (4656.898768 sec): 3 clusters Score: Raw -421274.266825 + Penalty 1607.035186 = -419667.231639 nChanged 241 SP:Iteration 4F (4656.950659 sec): 3 clusters Score: Raw -421420.775856 + Penalty 1607.035186 = -419813.740669 nChanged 256 SP:Iteration 5F (4657.003799 sec): 3 clusters Score: Raw -421585.747560 + Penalty 1607.035186 = -419978.712374 nChanged 252 SP:Iteration 6F (4657.052918 sec): 3 clusters Score: Raw -421742.597408 + Penalty 1607.035186 = -420135.562222 nChanged 217 SP:Iteration 7Q (4657.102254 sec): 3 clusters Score: Raw -421884.333570 + Penalty 1607.035186 = -420277.298384 nChanged 184 SP:Iteration 8Q (4657.162848 sec): 3 clusters Score: Raw -421993.721903 + Penalty 1607.035186 = -420386.686717 nChanged 143 SP:Iteration 9Q (4657.205108 sec): 3 clusters Score: Raw -422083.598821 + Penalty 1607.035186 = -420476.563635 nChanged 112 SP:Iteration 10Q (4657.261848 sec): 3 clusters Score: Raw -422154.736098 + Penalty 1607.035186 = -420547.700912 nChanged 101 SP:Iteration 11Q (4657.306304 sec): 3 clusters Score: Raw -422233.542453 + Penalty 1607.035186 = -420626.507267 nChanged 88 SP:Iteration 12Q (4657.357916 sec): 3 clusters Score: Raw -422297.093524 + Penalty 1607.035186 = -420690.058338 nChanged 77 SP:Iteration 13Q (4657.396098 sec): 3 clusters Score: Raw -422336.753676 + Penalty 1607.035186 = -420729.718490 nChanged 49 SP:Iteration 14Q (4657.450100 sec): 3 clusters Score: Raw -422357.716090 + Penalty 1607.035186 = -420750.680904 nChanged 46 SP:Iteration 15Q (4657.494839 sec): 3 clusters Score: Raw -422380.511645 + Penalty 1607.035186 = -420773.476458 nChanged 42 SP:Iteration 16Q (4657.548411 sec): 3 clusters Score: Raw -422399.470570 + Penalty 1607.035186 = -420792.435384 nChanged 29 SP:Iteration 17Q (4657.595849 sec): 3 clusters Score: Raw -422412.816702 + Penalty 1607.035186 = -420805.781516 nChanged 34 SP:Iteration 18Q (4657.655675 sec): 3 clusters Score: Raw -422430.125446 + Penalty 1607.035186 = -420823.090260 nChanged 34 SP:Iteration 19Q (4657.699970 sec): 3 clusters Score: Raw -422443.863363 + Penalty 1607.035186 = -420836.828177 nChanged 40 SP:Iteration 20F (4657.751943 sec): 3 clusters Score: Raw -422460.675141 + Penalty 1607.035186 = -420853.639955 nChanged 36 SP:Iteration 21Q (4657.798778 sec): 3 clusters Score: Raw -422476.423385 + Penalty 1607.035186 = -420869.388199 nChanged 32 SP:Iteration 22Q (4657.858000 sec): 3 clusters Score: Raw -422490.830092 + Penalty 1607.035186 = -420883.794906 nChanged 31 SP:Iteration 23Q (4657.902200 sec): 3 clusters Score: Raw -422506.363973 + Penalty 1607.035186 = -420899.328787 nChanged 26 SP:Iteration 24Q (4657.956922 sec): 3 clusters Score: Raw -422515.534209 + Penalty 1607.035186 = -420908.499022 nChanged 19 SP:Iteration 25Q (4658.002537 sec): 3 clusters Score: Raw -422521.474471 + Penalty 1607.035186 = -420914.439285 nChanged 18 SP:Iteration 26Q (4658.058664 sec): 3 clusters Score: Raw -422527.394060 + Penalty 1607.035186 = -420920.358874 nChanged 11 SP:Iteration 27Q (4658.110901 sec): 3 clusters Score: Raw -422532.907844 + Penalty 1607.035186 = -420925.872658 nChanged 14 SP:Iteration 28Q (4658.150062 sec): 3 clusters Score: Raw -422536.524684 + Penalty 1607.035186 = -420929.489498 nChanged 9 SP:Iteration 29Q (4658.201502 sec): 3 clusters Score: Raw -422541.240216 + Penalty 1607.035186 = -420934.205030 nChanged 11 SP:Iteration 30Q (4658.263439 sec): 3 clusters Score: Raw -422546.153058 + Penalty 1607.035186 = -420939.117872 nChanged 11 SP:Iteration 31Q (4658.310863 sec): 3 clusters Score: Raw -422551.183370 + Penalty 1607.035186 = -420944.148184 nChanged 17 SP:Iteration 32Q (4658.358502 sec): 3 clusters Score: Raw -422559.157459 + Penalty 1607.035186 = -420952.122273 nChanged 12 SP:Iteration 33Q (4658.409347 sec): 3 clusters Score: Raw -422565.648256 + Penalty 1607.035186 = -420958.613070 nChanged 9 SP:Iteration 34Q (4658.460144 sec): 3 clusters Score: Raw -422569.801994 + Penalty 1607.035186 = -420962.766808 nChanged 10 SP:Iteration 35Q (4658.518597 sec): 3 clusters Score: Raw -422573.769349 + Penalty 1607.035186 = -420966.734163 nChanged 5 SP:Iteration 36Q (4658.556260 sec): 3 clusters Score: Raw -422575.609305 + Penalty 1607.035186 = -420968.574119 nChanged 9 SP:Iteration 37Q (4658.615216 sec): 3 clusters Score: Raw -422579.798658 + Penalty 1607.035186 = -420972.763472 nChanged 10 SP:Iteration 38Q (4658.662629 sec): 3 clusters Score: Raw -422581.923134 + Penalty 1607.035186 = -420974.887948 nChanged 4 SP:Iteration 39Q (4658.707327 sec): 3 clusters Score: Raw -422582.954977 + Penalty 1607.035186 = -420975.919791 nChanged 7 SP:Iteration 40F (4658.763212 sec): 3 clusters Score: Raw -422585.944185 + Penalty 1607.035186 = -420978.908999 nChanged 4 SP:Iteration 41Q (4658.812526 sec): 3 clusters Score: Raw -422587.424083 + Penalty 1607.035186 = -420980.388897 nChanged 3 SP:Iteration 42Q (4658.869941 sec): 3 clusters Score: Raw -422588.757559 + Penalty 1607.035186 = -420981.722373 nChanged 1 SP:Iteration 43Q (4658.912936 sec): 3 clusters Score: Raw -422589.288160 + Penalty 1607.035186 = -420982.252974 nChanged 1 SP:Iteration 44Q (4658.972508 sec): 3 clusters Score: Raw -422589.358558 + Penalty 1607.035186 = -420982.323371 nChanged 0 SP:Iteration 45F (4659.025906 sec): 3 clusters Score: Raw -422589.358558 + Penalty 1607.035186 = -420982.323371 nChanged 0 Trying to split cluster 16 (2162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4659.053626 sec): 2 clusters Score: Raw -171744.118078 + Penalty 729.484955 = -171014.633123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4659.095311 sec): 3 clusters Score: Raw -170684.583684 + Penalty 1458.969910 = -169225.613774 nChanged 854 SP:Iteration 1F (4659.146018 sec): 3 clusters Score: Raw -171214.780289 + Penalty 1458.969910 = -169755.810379 nChanged 204 SP:Iteration 2F (4659.185077 sec): 3 clusters Score: Raw -171376.712709 + Penalty 1458.969910 = -169917.742799 nChanged 155 SP:Iteration 3F (4659.234674 sec): 3 clusters Score: Raw -171484.851147 + Penalty 1458.969910 = -170025.881237 nChanged 119 SP:Iteration 4F (4659.278622 sec): 3 clusters Score: Raw -171568.007830 + Penalty 1458.969910 = -170109.037921 nChanged 95 SP:Iteration 5Q (4659.324479 sec): 3 clusters Score: Raw -171630.436356 + Penalty 1458.969910 = -170171.466447 nChanged 74 SP:Iteration 6Q (4659.371368 sec): 3 clusters Score: Raw -171682.229532 + Penalty 1458.969910 = -170223.259622 nChanged 61 SP:Iteration 7Q (4659.427379 sec): 3 clusters Score: Raw -171723.777056 + Penalty 1458.969910 = -170264.807146 nChanged 60 SP:Iteration 8Q (4659.476569 sec): 3 clusters Score: Raw -171754.194348 + Penalty 1458.969910 = -170295.224438 nChanged 38 SP:Iteration 9Q (4659.515065 sec): 3 clusters Score: Raw -171768.845083 + Penalty 1458.969910 = -170309.875174 nChanged 21 SP:Iteration 10Q (4659.568265 sec): 3 clusters Score: Raw -171778.240149 + Penalty 1458.969910 = -170319.270240 nChanged 27 SP:Iteration 11Q (4659.615107 sec): 3 clusters Score: Raw -171786.533618 + Penalty 1458.969910 = -170327.563709 nChanged 15 SP:Iteration 12Q (4659.651404 sec): 3 clusters Score: Raw -171791.382223 + Penalty 1458.969910 = -170332.412313 nChanged 13 SP:Iteration 13Q (4659.698346 sec): 3 clusters Score: Raw -171794.766644 + Penalty 1458.969910 = -170335.796734 nChanged 8 SP:Iteration 14Q (4659.741458 sec): 3 clusters Score: Raw -171796.643146 + Penalty 1458.969910 = -170337.673236 nChanged 9 SP:Iteration 15Q (4659.786698 sec): 3 clusters Score: Raw -171798.821886 + Penalty 1458.969910 = -170339.851976 nChanged 1 SP:Iteration 16Q (4659.834267 sec): 3 clusters Score: Raw -171799.459538 + Penalty 1458.969910 = -170340.489628 nChanged 1 SP:Iteration 17Q (4659.879318 sec): 3 clusters Score: Raw -171799.670284 + Penalty 1458.969910 = -170340.700374 nChanged 2 SP:Iteration 18Q (4659.926061 sec): 3 clusters Score: Raw -171800.065570 + Penalty 1458.969910 = -170341.095660 nChanged 2 SP:Iteration 19Q (4659.960410 sec): 3 clusters Score: Raw -171800.680684 + Penalty 1458.969910 = -170341.710774 nChanged 4 SP:Iteration 20F (4660.008978 sec): 3 clusters Score: Raw -171802.717254 + Penalty 1458.969910 = -170343.747344 nChanged 5 SP:Iteration 21Q (4660.063744 sec): 3 clusters Score: Raw -171804.529008 + Penalty 1458.969910 = -170345.559099 nChanged 3 SP:Iteration 22Q (4660.115576 sec): 3 clusters Score: Raw -171807.316713 + Penalty 1458.969910 = -170348.346803 nChanged 6 SP:Iteration 23Q (4660.167621 sec): 3 clusters Score: Raw -171809.394276 + Penalty 1458.969910 = -170350.424366 nChanged 6 SP:Iteration 24Q (4660.212699 sec): 3 clusters Score: Raw -171810.366026 + Penalty 1458.969910 = -170351.396116 nChanged 1 SP:Iteration 25Q (4660.257133 sec): 3 clusters Score: Raw -171810.466197 + Penalty 1458.969910 = -170351.496288 nChanged 1 SP:Iteration 26Q (4660.308660 sec): 3 clusters Score: Raw -171810.674685 + Penalty 1458.969910 = -170351.704775 nChanged 0 SP:Iteration 27F (4660.353782 sec): 3 clusters Score: Raw -171810.674685 + Penalty 1458.969910 = -170351.704775 nChanged 0 Trying to split cluster 17 (55162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4660.439371 sec): 2 clusters Score: Raw -4739574.942273 + Penalty 1037.212811 = -4738537.729462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4660.554972 sec): 3 clusters Score: Raw -4703720.445949 + Penalty 2074.425622 = -4701646.020327 nChanged 26425 SP:Iteration 1F (4660.674212 sec): 3 clusters Score: Raw -4719803.412775 + Penalty 2074.425622 = -4717728.987153 nChanged 2564 SP:Iteration 2Q (4660.794924 sec): 3 clusters Score: Raw -4720757.473882 + Penalty 2074.425622 = -4718683.048260 nChanged 2791 SP:Iteration 3F (4660.908591 sec): 3 clusters Score: Raw -4722031.395360 + Penalty 2074.425622 = -4719956.969738 nChanged 3190 SP:Iteration 4F (4661.019864 sec): 3 clusters Score: Raw -4723736.129014 + Penalty 2074.425622 = -4721661.703392 nChanged 3533 SP:Iteration 5F (4661.143021 sec): 3 clusters Score: Raw -4725970.326533 + Penalty 2074.425622 = -4723895.900911 nChanged 3612 SP:Iteration 6F (4661.257392 sec): 3 clusters Score: Raw -4728675.842413 + Penalty 2074.425622 = -4726601.416791 nChanged 3471 SP:Iteration 7F (4661.373887 sec): 3 clusters Score: Raw -4731569.710053 + Penalty 2074.425622 = -4729495.284431 nChanged 2977 SP:Iteration 8F (4661.480706 sec): 3 clusters Score: Raw -4734193.501951 + Penalty 2074.425622 = -4732119.076329 nChanged 2249 SP:Iteration 9Q (4661.596940 sec): 3 clusters Score: Raw -4736113.757321 + Penalty 2074.425622 = -4734039.331699 nChanged 1563 SP:Iteration 10Q (4661.713426 sec): 3 clusters Score: Raw -4737344.207471 + Penalty 2074.425622 = -4735269.781849 nChanged 1055 SP:Iteration 11Q (4661.830334 sec): 3 clusters Score: Raw -4738044.448839 + Penalty 2074.425622 = -4735970.023217 nChanged 771 SP:Iteration 12Q (4661.938854 sec): 3 clusters Score: Raw -4738504.138795 + Penalty 2074.425622 = -4736429.713173 nChanged 603 SP:Iteration 13Q (4662.035181 sec): 3 clusters Score: Raw -4738853.655536 + Penalty 2074.425622 = -4736779.229914 nChanged 449 SP:Iteration 14Q (4662.151337 sec): 3 clusters Score: Raw -4739094.403759 + Penalty 2074.425622 = -4737019.978137 nChanged 358 SP:Iteration 15Q (4662.265586 sec): 3 clusters Score: Raw -4739273.468760 + Penalty 2074.425622 = -4737199.043138 nChanged 266 SP:Iteration 16Q (4662.356307 sec): 3 clusters Score: Raw -4739399.766652 + Penalty 2074.425622 = -4737325.341030 nChanged 200 SP:Iteration 17Q (4662.459699 sec): 3 clusters Score: Raw -4739500.958902 + Penalty 2074.425622 = -4737426.533280 nChanged 172 SP:Iteration 18Q (4662.558716 sec): 3 clusters Score: Raw -4739590.104761 + Penalty 2074.425622 = -4737515.679139 nChanged 153 SP:Iteration 19Q (4662.665863 sec): 3 clusters Score: Raw -4739659.521937 + Penalty 2074.425622 = -4737585.096315 nChanged 102 SP:Iteration 20F (4662.776822 sec): 3 clusters Score: Raw -4739705.905001 + Penalty 2074.425622 = -4737631.479379 nChanged 74 SP:Iteration 21Q (4662.890125 sec): 3 clusters Score: Raw -4739743.485957 + Penalty 2074.425622 = -4737669.060335 nChanged 56 SP:Iteration 22Q (4662.997728 sec): 3 clusters Score: Raw -4739778.783298 + Penalty 2074.425622 = -4737704.357676 nChanged 37 SP:Iteration 23Q (4663.097165 sec): 3 clusters Score: Raw -4739803.750898 + Penalty 2074.425622 = -4737729.325276 nChanged 44 SP:Iteration 24Q (4663.214047 sec): 3 clusters Score: Raw -4739824.571483 + Penalty 2074.425622 = -4737750.145861 nChanged 41 SP:Iteration 25Q (4663.320662 sec): 3 clusters Score: Raw -4739842.641919 + Penalty 2074.425622 = -4737768.216297 nChanged 39 SP:Iteration 26Q (4663.422933 sec): 3 clusters Score: Raw -4739854.837723 + Penalty 2074.425622 = -4737780.412101 nChanged 18 SP:Iteration 27Q (4663.520112 sec): 3 clusters Score: Raw -4739861.992215 + Penalty 2074.425622 = -4737787.566593 nChanged 19 SP:Iteration 28Q (4663.626890 sec): 3 clusters Score: Raw -4739869.563426 + Penalty 2074.425622 = -4737795.137804 nChanged 20 SP:Iteration 29Q (4663.729241 sec): 3 clusters Score: Raw -4739877.505026 + Penalty 2074.425622 = -4737803.079404 nChanged 22 SP:Iteration 30Q (4663.836012 sec): 3 clusters Score: Raw -4739886.067178 + Penalty 2074.425622 = -4737811.641556 nChanged 15 SP:Iteration 31Q (4663.932871 sec): 3 clusters Score: Raw -4739892.310983 + Penalty 2074.425622 = -4737817.885361 nChanged 21 SP:Iteration 32Q (4664.037924 sec): 3 clusters Score: Raw -4739900.022109 + Penalty 2074.425622 = -4737825.596487 nChanged 24 SP:Iteration 33Q (4664.139575 sec): 3 clusters Score: Raw -4739907.917660 + Penalty 2074.425622 = -4737833.492039 nChanged 17 SP:Iteration 34Q (4664.244212 sec): 3 clusters Score: Raw -4739911.795472 + Penalty 2074.425622 = -4737837.369850 nChanged 12 SP:Iteration 35Q (4664.348377 sec): 3 clusters Score: Raw -4739917.030582 + Penalty 2074.425622 = -4737842.604960 nChanged 9 SP:Iteration 36Q (4664.446895 sec): 3 clusters Score: Raw -4739925.810869 + Penalty 2074.425622 = -4737851.385247 nChanged 21 SP:Iteration 37Q (4664.545813 sec): 3 clusters Score: Raw -4739936.408497 + Penalty 2074.425622 = -4737861.982875 nChanged 27 SP:Iteration 38Q (4664.647230 sec): 3 clusters Score: Raw -4739952.241244 + Penalty 2074.425622 = -4737877.815622 nChanged 30 SP:Iteration 39Q (4664.748229 sec): 3 clusters Score: Raw -4739964.435805 + Penalty 2074.425622 = -4737890.010183 nChanged 26 SP:Iteration 40F (4664.861727 sec): 3 clusters Score: Raw -4739974.023163 + Penalty 2074.425622 = -4737899.597541 nChanged 26 SP:Iteration 41Q (4664.966058 sec): 3 clusters Score: Raw -4739986.209019 + Penalty 2074.425622 = -4737911.783397 nChanged 27 SP:Iteration 42Q (4665.063971 sec): 3 clusters Score: Raw -4739998.241585 + Penalty 2074.425622 = -4737923.815963 nChanged 30 SP:Iteration 43Q (4665.152836 sec): 3 clusters Score: Raw -4740010.116065 + Penalty 2074.425622 = -4737935.690443 nChanged 24 SP:Iteration 44Q (4665.266769 sec): 3 clusters Score: Raw -4740017.356026 + Penalty 2074.425622 = -4737942.930404 nChanged 16 SP:Iteration 45Q (4665.362186 sec): 3 clusters Score: Raw -4740021.356800 + Penalty 2074.425622 = -4737946.931178 nChanged 8 SP:Iteration 46Q (4665.477549 sec): 3 clusters Score: Raw -4740022.856854 + Penalty 2074.425622 = -4737948.431232 nChanged 5 SP:Iteration 47Q (4665.582131 sec): 3 clusters Score: Raw -4740024.445023 + Penalty 2074.425622 = -4737950.019401 nChanged 7 SP:Iteration 48Q (4665.687171 sec): 3 clusters Score: Raw -4740025.311540 + Penalty 2074.425622 = -4737950.885918 nChanged 5 SP:Iteration 49Q (4665.794373 sec): 3 clusters Score: Raw -4740026.552032 + Penalty 2074.425622 = -4737952.126410 nChanged 8 SP:Iteration 50Q (4665.901616 sec): 3 clusters Score: Raw -4740030.199769 + Penalty 2074.425622 = -4737955.774147 nChanged 12 SP:Iteration 51Q (4666.010564 sec): 3 clusters Score: Raw -4740033.516105 + Penalty 2074.425622 = -4737959.090483 nChanged 10 SP:Iteration 52Q (4666.114334 sec): 3 clusters Score: Raw -4740035.667500 + Penalty 2074.425622 = -4737961.241878 nChanged 8 SP:Iteration 53Q (4666.215631 sec): 3 clusters Score: Raw -4740037.909196 + Penalty 2074.425622 = -4737963.483574 nChanged 8 SP:Iteration 54Q (4666.314256 sec): 3 clusters Score: Raw -4740039.393766 + Penalty 2074.425622 = -4737964.968144 nChanged 2 SP:Iteration 55Q (4666.422204 sec): 3 clusters Score: Raw -4740039.661056 + Penalty 2074.425622 = -4737965.235434 nChanged 2 SP:Iteration 56Q (4666.524214 sec): 3 clusters Score: Raw -4740039.894458 + Penalty 2074.425622 = -4737965.468836 nChanged 0 SP:Iteration 57F (4666.632974 sec): 3 clusters Score: Raw -4740039.894458 + Penalty 2074.425622 = -4737965.468836 nChanged 0 Trying to split cluster 18 (3453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4666.670284 sec): 2 clusters Score: Raw -279742.158751 + Penalty 773.964876 = -278968.193875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4666.718944 sec): 3 clusters Score: Raw -277940.012811 + Penalty 1547.929753 = -276392.083058 nChanged 1445 SP:Iteration 1F (4666.770473 sec): 3 clusters Score: Raw -278799.012337 + Penalty 1547.929753 = -277251.082585 nChanged 303 SP:Iteration 2F (4666.808345 sec): 3 clusters Score: Raw -279086.133307 + Penalty 1547.929753 = -277538.203555 nChanged 289 SP:Iteration 3F (4666.871017 sec): 3 clusters Score: Raw -279485.549702 + Penalty 1547.929753 = -277937.619949 nChanged 217 SP:Iteration 4F (4666.918728 sec): 3 clusters Score: Raw -279870.264524 + Penalty 1547.929753 = -278322.334772 nChanged 172 SP:Iteration 5Q (4666.970921 sec): 3 clusters Score: Raw -280067.449481 + Penalty 1547.929753 = -278519.519729 nChanged 157 SP:Iteration 6Q (4667.026070 sec): 3 clusters Score: Raw -280193.581238 + Penalty 1547.929753 = -278645.651485 nChanged 124 SP:Iteration 7Q (4667.063506 sec): 3 clusters Score: Raw -280287.143207 + Penalty 1547.929753 = -278739.213455 nChanged 111 SP:Iteration 8Q (4667.129294 sec): 3 clusters Score: Raw -280367.295488 + Penalty 1547.929753 = -278819.365735 nChanged 88 SP:Iteration 9Q (4667.175726 sec): 3 clusters Score: Raw -280437.689018 + Penalty 1547.929753 = -278889.759265 nChanged 103 SP:Iteration 10Q (4667.223485 sec): 3 clusters Score: Raw -280554.685574 + Penalty 1547.929753 = -279006.755822 nChanged 117 SP:Iteration 11Q (4667.275785 sec): 3 clusters Score: Raw -280732.288015 + Penalty 1547.929753 = -279184.358263 nChanged 115 SP:Iteration 12Q (4667.322275 sec): 3 clusters Score: Raw -281054.644620 + Penalty 1547.929753 = -279506.714867 nChanged 90 SP:Iteration 13Q (4667.374551 sec): 3 clusters Score: Raw -281369.244974 + Penalty 1547.929753 = -279821.315221 nChanged 21 SP:Iteration 14Q (4667.413477 sec): 3 clusters Score: Raw -281406.980054 + Penalty 1547.929753 = -279859.050302 nChanged 6 SP:Iteration 15Q (4667.467401 sec): 3 clusters Score: Raw -281410.911717 + Penalty 1547.929753 = -279862.981964 nChanged 2 SP:Iteration 16Q (4667.520561 sec): 3 clusters Score: Raw -281412.079462 + Penalty 1547.929753 = -279864.149710 nChanged 2 SP:Iteration 17Q (4667.567304 sec): 3 clusters Score: Raw -281413.206337 + Penalty 1547.929753 = -279865.276585 nChanged 1 SP:Iteration 18Q (4667.609087 sec): 3 clusters Score: Raw -281413.981054 + Penalty 1547.929753 = -279866.051302 nChanged 1 SP:Iteration 19Q (4667.662227 sec): 3 clusters Score: Raw -281414.682291 + Penalty 1547.929753 = -279866.752538 nChanged 0 SP:Iteration 20F (4667.675190 sec): 3 clusters Score: Raw -281414.682291 + Penalty 1547.929753 = -279866.752538 nChanged 0 Score: Raw -45224783.487126 + Penalty 45091.929260 = -45179691.557866 Splitting cluster 18 changes total score from -45179227.814640 to -45179691.557866 So it's getting split into cluster 36. Trying to split cluster 19 (3657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4677.214612 sec): 2 clusters Score: Raw -259407.645384 + Penalty 779.417850 = -258628.227534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4677.265534 sec): 3 clusters Score: Raw -257459.428030 + Penalty 1558.835699 = -255900.592331 nChanged 1551 SP:Iteration 1F (4677.312275 sec): 3 clusters Score: Raw -258467.901281 + Penalty 1558.835699 = -256909.065582 nChanged 333 SP:Iteration 2F (4677.367005 sec): 3 clusters Score: Raw -258715.827711 + Penalty 1558.835699 = -257156.992011 nChanged 271 SP:Iteration 3F (4677.425232 sec): 3 clusters Score: Raw -258932.442211 + Penalty 1558.835699 = -257373.606511 nChanged 222 SP:Iteration 4F (4677.472575 sec): 3 clusters Score: Raw -259125.400290 + Penalty 1558.835699 = -257566.564590 nChanged 193 SP:Iteration 5F (4677.521737 sec): 3 clusters Score: Raw -259267.793106 + Penalty 1558.835699 = -257708.957407 nChanged 136 SP:Iteration 6Q (4677.569608 sec): 3 clusters Score: Raw -259359.680855 + Penalty 1558.835699 = -257800.845155 nChanged 109 SP:Iteration 7Q (4677.633499 sec): 3 clusters Score: Raw -259439.641880 + Penalty 1558.835699 = -257880.806180 nChanged 109 SP:Iteration 8Q (4677.682093 sec): 3 clusters Score: Raw -259512.752101 + Penalty 1558.835699 = -257953.916401 nChanged 78 SP:Iteration 9Q (4677.734045 sec): 3 clusters Score: Raw -259572.142122 + Penalty 1558.835699 = -258013.306422 nChanged 57 SP:Iteration 10Q (4677.785210 sec): 3 clusters Score: Raw -259613.148820 + Penalty 1558.835699 = -258054.313120 nChanged 50 SP:Iteration 11Q (4677.833534 sec): 3 clusters Score: Raw -259648.517945 + Penalty 1558.835699 = -258089.682246 nChanged 32 SP:Iteration 12Q (4677.871837 sec): 3 clusters Score: Raw -259669.984247 + Penalty 1558.835699 = -258111.148548 nChanged 17 SP:Iteration 13Q (4677.933804 sec): 3 clusters Score: Raw -259679.531187 + Penalty 1558.835699 = -258120.695487 nChanged 18 SP:Iteration 14Q (4677.977859 sec): 3 clusters Score: Raw -259687.921493 + Penalty 1558.835699 = -258129.085793 nChanged 10 SP:Iteration 15Q (4678.035875 sec): 3 clusters Score: Raw -259692.625717 + Penalty 1558.835699 = -258133.790018 nChanged 9 SP:Iteration 16Q (4678.081924 sec): 3 clusters Score: Raw -259698.571829 + Penalty 1558.835699 = -258139.736129 nChanged 10 SP:Iteration 17Q (4678.135916 sec): 3 clusters Score: Raw -259704.207314 + Penalty 1558.835699 = -258145.371614 nChanged 8 SP:Iteration 18Q (4678.181003 sec): 3 clusters Score: Raw -259713.462511 + Penalty 1558.835699 = -258154.626811 nChanged 13 SP:Iteration 19Q (4678.228700 sec): 3 clusters Score: Raw -259721.512477 + Penalty 1558.835699 = -258162.676777 nChanged 10 SP:Iteration 20F (4678.282677 sec): 3 clusters Score: Raw -259725.794611 + Penalty 1558.835699 = -258166.958911 nChanged 6 SP:Iteration 21Q (4678.329260 sec): 3 clusters Score: Raw -259730.050796 + Penalty 1558.835699 = -258171.215096 nChanged 5 SP:Iteration 22Q (4678.386102 sec): 3 clusters Score: Raw -259732.974127 + Penalty 1558.835699 = -258174.138427 nChanged 4 SP:Iteration 23Q (4678.439317 sec): 3 clusters Score: Raw -259735.791958 + Penalty 1558.835699 = -258176.956259 nChanged 3 SP:Iteration 24Q (4678.483648 sec): 3 clusters Score: Raw -259737.639041 + Penalty 1558.835699 = -258178.803341 nChanged 1 SP:Iteration 25Q (4678.542572 sec): 3 clusters Score: Raw -259737.983146 + Penalty 1558.835699 = -258179.147447 nChanged 1 SP:Iteration 26Q (4678.592928 sec): 3 clusters Score: Raw -259738.673962 + Penalty 1558.835699 = -258179.838262 nChanged 0 SP:Iteration 27F (4678.645707 sec): 3 clusters Score: Raw -259738.673962 + Penalty 1558.835699 = -258179.838262 nChanged 0 Trying to split cluster 20 (1434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4678.671072 sec): 2 clusters Score: Raw -123722.377122 + Penalty 690.481187 = -123031.895935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4678.717205 sec): 3 clusters Score: Raw -123062.417083 + Penalty 1380.962374 = -121681.454709 nChanged 545 SP:Iteration 1F (4678.771746 sec): 3 clusters Score: Raw -123435.448348 + Penalty 1380.962374 = -122054.485974 nChanged 127 SP:Iteration 2F (4678.816434 sec): 3 clusters Score: Raw -123542.791273 + Penalty 1380.962374 = -122161.828899 nChanged 92 SP:Iteration 3F (4678.847532 sec): 3 clusters Score: Raw -123637.370519 + Penalty 1380.962374 = -122256.408145 nChanged 59 SP:Iteration 4Q (4678.907841 sec): 3 clusters Score: Raw -123699.965008 + Penalty 1380.962374 = -122319.002634 nChanged 54 SP:Iteration 5Q (4678.956613 sec): 3 clusters Score: Raw -123752.646448 + Penalty 1380.962374 = -122371.684074 nChanged 54 SP:Iteration 6Q (4679.007145 sec): 3 clusters Score: Raw -123788.738060 + Penalty 1380.962374 = -122407.775686 nChanged 48 SP:Iteration 7Q (4679.051680 sec): 3 clusters Score: Raw -123818.563681 + Penalty 1380.962374 = -122437.601307 nChanged 31 SP:Iteration 8Q (4679.102652 sec): 3 clusters Score: Raw -123850.819789 + Penalty 1380.962374 = -122469.857415 nChanged 31 SP:Iteration 9Q (4679.156798 sec): 3 clusters Score: Raw -123878.968216 + Penalty 1380.962374 = -122498.005842 nChanged 27 SP:Iteration 10Q (4679.202900 sec): 3 clusters Score: Raw -123900.955416 + Penalty 1380.962374 = -122519.993042 nChanged 23 SP:Iteration 11Q (4679.245538 sec): 3 clusters Score: Raw -123919.203173 + Penalty 1380.962374 = -122538.240799 nChanged 25 SP:Iteration 12Q (4679.302049 sec): 3 clusters Score: Raw -123931.202624 + Penalty 1380.962374 = -122550.240250 nChanged 19 SP:Iteration 13Q (4679.339830 sec): 3 clusters Score: Raw -123940.685994 + Penalty 1380.962374 = -122559.723620 nChanged 14 SP:Iteration 14Q (4679.388980 sec): 3 clusters Score: Raw -123947.755200 + Penalty 1380.962374 = -122566.792826 nChanged 19 SP:Iteration 15Q (4679.438017 sec): 3 clusters Score: Raw -123956.298876 + Penalty 1380.962374 = -122575.336502 nChanged 12 SP:Iteration 16Q (4679.485602 sec): 3 clusters Score: Raw -123962.175690 + Penalty 1380.962374 = -122581.213316 nChanged 10 SP:Iteration 17Q (4679.532738 sec): 3 clusters Score: Raw -123966.315431 + Penalty 1380.962374 = -122585.353057 nChanged 15 SP:Iteration 18Q (4679.585425 sec): 3 clusters Score: Raw -123977.346340 + Penalty 1380.962374 = -122596.383966 nChanged 16 SP:Iteration 19Q (4679.638745 sec): 3 clusters Score: Raw -123985.978897 + Penalty 1380.962374 = -122605.016523 nChanged 13 SP:Iteration 20F (4679.677027 sec): 3 clusters Score: Raw -123990.815831 + Penalty 1380.962374 = -122609.853457 nChanged 9 SP:Iteration 21Q (4679.733530 sec): 3 clusters Score: Raw -123993.472592 + Penalty 1380.962374 = -122612.510218 nChanged 5 SP:Iteration 22Q (4679.770127 sec): 3 clusters Score: Raw -123994.691511 + Penalty 1380.962374 = -122613.729137 nChanged 3 SP:Iteration 23Q (4679.821096 sec): 3 clusters Score: Raw -123995.908825 + Penalty 1380.962374 = -122614.946451 nChanged 5 SP:Iteration 24Q (4679.861825 sec): 3 clusters Score: Raw -123997.722841 + Penalty 1380.962374 = -122616.760467 nChanged 6 SP:Iteration 25Q (4679.913286 sec): 3 clusters Score: Raw -123998.982218 + Penalty 1380.962374 = -122618.019844 nChanged 3 SP:Iteration 26Q (4679.972070 sec): 3 clusters Score: Raw -123999.751239 + Penalty 1380.962374 = -122618.788865 nChanged 3 SP:Iteration 27Q (4680.015499 sec): 3 clusters Score: Raw -124002.094356 + Penalty 1380.962374 = -122621.131982 nChanged 4 SP:Iteration 28Q (4680.045309 sec): 3 clusters Score: Raw -124003.391006 + Penalty 1380.962374 = -122622.428632 nChanged 1 SP:Iteration 29Q (4680.095497 sec): 3 clusters Score: Raw -124003.686099 + Penalty 1380.962374 = -122622.723725 nChanged 1 SP:Iteration 30Q (4680.136030 sec): 3 clusters Score: Raw -124003.880954 + Penalty 1380.962374 = -122622.918580 nChanged 1 SP:Iteration 31Q (4680.182113 sec): 3 clusters Score: Raw -124004.366812 + Penalty 1380.962374 = -122623.404438 nChanged 1 SP:Iteration 32Q (4680.221839 sec): 3 clusters Score: Raw -124005.164965 + Penalty 1380.962374 = -122624.202591 nChanged 2 SP:Iteration 33Q (4680.280848 sec): 3 clusters Score: Raw -124005.751343 + Penalty 1380.962374 = -122624.788969 nChanged 2 SP:Iteration 34Q (4680.331558 sec): 3 clusters Score: Raw -124006.253369 + Penalty 1380.962374 = -122625.290995 nChanged 1 SP:Iteration 35Q (4680.380405 sec): 3 clusters Score: Raw -124007.401681 + Penalty 1380.962374 = -122626.439307 nChanged 1 SP:Iteration 36Q (4680.425065 sec): 3 clusters Score: Raw -124007.878118 + Penalty 1380.962374 = -122626.915744 nChanged 1 SP:Iteration 37Q (4680.452763 sec): 3 clusters Score: Raw -124008.503802 + Penalty 1380.962374 = -122627.541428 nChanged 2 SP:Iteration 38Q (4680.511229 sec): 3 clusters Score: Raw -124009.684318 + Penalty 1380.962374 = -122628.721944 nChanged 3 SP:Iteration 39Q (4680.552785 sec): 3 clusters Score: Raw -124012.979454 + Penalty 1380.962374 = -122632.017080 nChanged 1 SP:Iteration 40F (4680.609484 sec): 3 clusters Score: Raw -124013.518889 + Penalty 1380.962374 = -122632.556515 nChanged 3 SP:Iteration 41Q (4680.650763 sec): 3 clusters Score: Raw -124014.761969 + Penalty 1380.962374 = -122633.799595 nChanged 2 SP:Iteration 42Q (4680.702558 sec): 3 clusters Score: Raw -124016.042197 + Penalty 1380.962374 = -122635.079823 nChanged 3 SP:Iteration 43Q (4680.747103 sec): 3 clusters Score: Raw -124016.551218 + Penalty 1380.962374 = -122635.588844 nChanged 0 SP:Iteration 44F (4680.807216 sec): 3 clusters Score: Raw -124016.551218 + Penalty 1380.962374 = -122635.588844 nChanged 0 Trying to split cluster 21 (23675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4680.857636 sec): 2 clusters Score: Raw -2098458.222307 + Penalty 956.856617 = -2097501.365690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4680.939527 sec): 3 clusters Score: Raw -2083498.249742 + Penalty 1913.713234 = -2081584.536507 nChanged 11058 SP:Iteration 1F (4681.017415 sec): 3 clusters Score: Raw -2089709.180756 + Penalty 1913.713234 = -2087795.467522 nChanged 996 SP:Iteration 2Q (4681.096721 sec): 3 clusters Score: Raw -2090014.253946 + Penalty 1913.713234 = -2088100.540712 nChanged 1012 SP:Iteration 3Q (4681.172223 sec): 3 clusters Score: Raw -2090340.171371 + Penalty 1913.713234 = -2088426.458137 nChanged 1057 SP:Iteration 4Q (4681.248184 sec): 3 clusters Score: Raw -2090736.514059 + Penalty 1913.713234 = -2088822.800825 nChanged 1129 SP:Iteration 5Q (4681.327288 sec): 3 clusters Score: Raw -2091249.482461 + Penalty 1913.713234 = -2089335.769227 nChanged 1316 SP:Iteration 6F (4681.392918 sec): 3 clusters Score: Raw -2092032.007385 + Penalty 1913.713234 = -2090118.294150 nChanged 1444 SP:Iteration 7F (4681.476762 sec): 3 clusters Score: Raw -2093058.653484 + Penalty 1913.713234 = -2091144.940249 nChanged 1475 SP:Iteration 8F (4681.548430 sec): 3 clusters Score: Raw -2094230.260590 + Penalty 1913.713234 = -2092316.547356 nChanged 1289 SP:Iteration 9F (4681.628626 sec): 3 clusters Score: Raw -2095269.307688 + Penalty 1913.713234 = -2093355.594454 nChanged 1018 SP:Iteration 10Q (4681.721121 sec): 3 clusters Score: Raw -2095981.911004 + Penalty 1913.713234 = -2094068.197770 nChanged 724 SP:Iteration 11Q (4681.800697 sec): 3 clusters Score: Raw -2096418.392032 + Penalty 1913.713234 = -2094504.678797 nChanged 507 SP:Iteration 12Q (4681.863265 sec): 3 clusters Score: Raw -2096695.278263 + Penalty 1913.713234 = -2094781.565029 nChanged 434 SP:Iteration 13Q (4681.948704 sec): 3 clusters Score: Raw -2096943.237328 + Penalty 1913.713234 = -2095029.524093 nChanged 379 SP:Iteration 14Q (4682.026066 sec): 3 clusters Score: Raw -2097172.858853 + Penalty 1913.713234 = -2095259.145618 nChanged 396 SP:Iteration 15Q (4682.093363 sec): 3 clusters Score: Raw -2097408.756416 + Penalty 1913.713234 = -2095495.043181 nChanged 322 SP:Iteration 16Q (4682.176651 sec): 3 clusters Score: Raw -2097588.185254 + Penalty 1913.713234 = -2095674.472019 nChanged 321 SP:Iteration 17Q (4682.252329 sec): 3 clusters Score: Raw -2097759.205864 + Penalty 1913.713234 = -2095845.492630 nChanged 291 SP:Iteration 18Q (4682.333150 sec): 3 clusters Score: Raw -2097927.077122 + Penalty 1913.713234 = -2096013.363887 nChanged 286 SP:Iteration 19Q (4682.411772 sec): 3 clusters Score: Raw -2098076.677269 + Penalty 1913.713234 = -2096162.964035 nChanged 219 SP:Iteration 20F (4682.492907 sec): 3 clusters Score: Raw -2098170.069251 + Penalty 1913.713234 = -2096256.356016 nChanged 170 SP:Iteration 21Q (4682.568410 sec): 3 clusters Score: Raw -2098234.277135 + Penalty 1913.713234 = -2096320.563900 nChanged 137 SP:Iteration 22Q (4682.637886 sec): 3 clusters Score: Raw -2098276.932451 + Penalty 1913.713234 = -2096363.219216 nChanged 120 SP:Iteration 23Q (4682.714445 sec): 3 clusters Score: Raw -2098312.049825 + Penalty 1913.713234 = -2096398.336590 nChanged 106 SP:Iteration 24Q (4682.787734 sec): 3 clusters Score: Raw -2098339.443515 + Penalty 1913.713234 = -2096425.730280 nChanged 99 SP:Iteration 25Q (4682.848958 sec): 3 clusters Score: Raw -2098363.553120 + Penalty 1913.713234 = -2096449.839886 nChanged 85 SP:Iteration 26Q (4682.918217 sec): 3 clusters Score: Raw -2098383.180264 + Penalty 1913.713234 = -2096469.467029 nChanged 73 SP:Iteration 27Q (4683.003465 sec): 3 clusters Score: Raw -2098399.270315 + Penalty 1913.713234 = -2096485.557080 nChanged 69 SP:Iteration 28Q (4683.081223 sec): 3 clusters Score: Raw -2098414.618722 + Penalty 1913.713234 = -2096500.905487 nChanged 64 SP:Iteration 29Q (4683.154748 sec): 3 clusters Score: Raw -2098428.387647 + Penalty 1913.713234 = -2096514.674413 nChanged 64 SP:Iteration 30Q (4683.215859 sec): 3 clusters Score: Raw -2098442.059982 + Penalty 1913.713234 = -2096528.346747 nChanged 58 SP:Iteration 31Q (4683.291618 sec): 3 clusters Score: Raw -2098451.994515 + Penalty 1913.713234 = -2096538.281280 nChanged 41 SP:Iteration 32Q (4683.378125 sec): 3 clusters Score: Raw -2098459.262747 + Penalty 1913.713234 = -2096545.549513 nChanged 40 SP:Iteration 33Q (4683.444489 sec): 3 clusters Score: Raw -2098465.986911 + Penalty 1913.713234 = -2096552.273676 nChanged 32 SP:Iteration 34Q (4683.527331 sec): 3 clusters Score: Raw -2098472.027086 + Penalty 1913.713234 = -2096558.313852 nChanged 32 SP:Iteration 35Q (4683.604848 sec): 3 clusters Score: Raw -2098478.816767 + Penalty 1913.713234 = -2096565.103532 nChanged 31 SP:Iteration 36Q (4683.678694 sec): 3 clusters Score: Raw -2098484.544640 + Penalty 1913.713234 = -2096570.831406 nChanged 25 SP:Iteration 37Q (4683.738224 sec): 3 clusters Score: Raw -2098489.312607 + Penalty 1913.713234 = -2096575.599373 nChanged 37 SP:Iteration 38Q (4683.812035 sec): 3 clusters Score: Raw -2098497.180485 + Penalty 1913.713234 = -2096583.467250 nChanged 42 SP:Iteration 39Q (4683.883152 sec): 3 clusters Score: Raw -2098505.848283 + Penalty 1913.713234 = -2096592.135048 nChanged 31 SP:Iteration 40F (4683.959006 sec): 3 clusters Score: Raw -2098510.515353 + Penalty 1913.713234 = -2096596.802119 nChanged 25 SP:Iteration 41Q (4684.034933 sec): 3 clusters Score: Raw -2098515.881863 + Penalty 1913.713234 = -2096602.168628 nChanged 35 SP:Iteration 42Q (4684.111777 sec): 3 clusters Score: Raw -2098524.429612 + Penalty 1913.713234 = -2096610.716378 nChanged 41 SP:Iteration 43Q (4684.182985 sec): 3 clusters Score: Raw -2098535.061227 + Penalty 1913.713234 = -2096621.347992 nChanged 32 SP:Iteration 44Q (4684.254000 sec): 3 clusters Score: Raw -2098541.702398 + Penalty 1913.713234 = -2096627.989163 nChanged 34 SP:Iteration 45Q (4684.325479 sec): 3 clusters Score: Raw -2098547.157400 + Penalty 1913.713234 = -2096633.444166 nChanged 22 SP:Iteration 46Q (4684.393921 sec): 3 clusters Score: Raw -2098551.028472 + Penalty 1913.713234 = -2096637.315238 nChanged 22 SP:Iteration 47Q (4684.458309 sec): 3 clusters Score: Raw -2098555.148788 + Penalty 1913.713234 = -2096641.435554 nChanged 16 SP:Iteration 48Q (4684.533722 sec): 3 clusters Score: Raw -2098557.515317 + Penalty 1913.713234 = -2096643.802083 nChanged 15 SP:Iteration 49Q (4684.598743 sec): 3 clusters Score: Raw -2098560.694279 + Penalty 1913.713234 = -2096646.981045 nChanged 14 SP:Iteration 50Q (4684.672051 sec): 3 clusters Score: Raw -2098563.515562 + Penalty 1913.713234 = -2096649.802327 nChanged 14 SP:Iteration 51Q (4684.740698 sec): 3 clusters Score: Raw -2098566.346438 + Penalty 1913.713234 = -2096652.633204 nChanged 13 SP:Iteration 52Q (4684.816590 sec): 3 clusters Score: Raw -2098568.305352 + Penalty 1913.713234 = -2096654.592118 nChanged 14 SP:Iteration 53Q (4684.892328 sec): 3 clusters Score: Raw -2098570.188997 + Penalty 1913.713234 = -2096656.475763 nChanged 7 SP:Iteration 54Q (4684.964734 sec): 3 clusters Score: Raw -2098571.444002 + Penalty 1913.713234 = -2096657.730767 nChanged 8 SP:Iteration 55Q (4685.041647 sec): 3 clusters Score: Raw -2098572.880498 + Penalty 1913.713234 = -2096659.167263 nChanged 9 SP:Iteration 56Q (4685.115660 sec): 3 clusters Score: Raw -2098574.444594 + Penalty 1913.713234 = -2096660.731360 nChanged 10 SP:Iteration 57Q (4685.194040 sec): 3 clusters Score: Raw -2098575.741854 + Penalty 1913.713234 = -2096662.028620 nChanged 8 SP:Iteration 58Q (4685.269624 sec): 3 clusters Score: Raw -2098576.819960 + Penalty 1913.713234 = -2096663.106725 nChanged 4 SP:Iteration 59Q (4685.339573 sec): 3 clusters Score: Raw -2098577.415176 + Penalty 1913.713234 = -2096663.701942 nChanged 6 SP:Iteration 60F (4685.418811 sec): 3 clusters Score: Raw -2098578.364968 + Penalty 1913.713234 = -2096664.651733 nChanged 5 SP:Iteration 61Q (4685.497930 sec): 3 clusters Score: Raw -2098579.197665 + Penalty 1913.713234 = -2096665.484431 nChanged 4 SP:Iteration 62Q (4685.583626 sec): 3 clusters Score: Raw -2098580.089457 + Penalty 1913.713234 = -2096666.376222 nChanged 4 SP:Iteration 63Q (4685.659121 sec): 3 clusters Score: Raw -2098580.701618 + Penalty 1913.713234 = -2096666.988384 nChanged 6 SP:Iteration 64Q (4685.734284 sec): 3 clusters Score: Raw -2098581.537363 + Penalty 1913.713234 = -2096667.824129 nChanged 5 SP:Iteration 65Q (4685.809779 sec): 3 clusters Score: Raw -2098582.051297 + Penalty 1913.713234 = -2096668.338063 nChanged 5 SP:Iteration 66Q (4685.884061 sec): 3 clusters Score: Raw -2098582.718545 + Penalty 1913.713234 = -2096669.005310 nChanged 8 SP:Iteration 67Q (4685.959686 sec): 3 clusters Score: Raw -2098583.986206 + Penalty 1913.713234 = -2096670.272971 nChanged 9 SP:Iteration 68Q (4686.030066 sec): 3 clusters Score: Raw -2098585.502555 + Penalty 1913.713234 = -2096671.789321 nChanged 9 SP:Iteration 69Q (4686.102583 sec): 3 clusters Score: Raw -2098587.872572 + Penalty 1913.713234 = -2096674.159337 nChanged 8 SP:Iteration 70Q (4686.152938 sec): 3 clusters Score: Raw -2098588.931202 + Penalty 1913.713234 = -2096675.217968 nChanged 4 SP:Iteration 71Q (4686.232260 sec): 3 clusters Score: Raw -2098589.795151 + Penalty 1913.713234 = -2096676.081917 nChanged 5 SP:Iteration 72Q (4686.314582 sec): 3 clusters Score: Raw -2098590.755082 + Penalty 1913.713234 = -2096677.041847 nChanged 6 SP:Iteration 73Q (4686.392949 sec): 3 clusters Score: Raw -2098591.574138 + Penalty 1913.713234 = -2096677.860904 nChanged 6 SP:Iteration 74Q (4686.462793 sec): 3 clusters Score: Raw -2098592.387865 + Penalty 1913.713234 = -2096678.674630 nChanged 3 SP:Iteration 75Q (4686.546097 sec): 3 clusters Score: Raw -2098593.286313 + Penalty 1913.713234 = -2096679.573078 nChanged 3 SP:Iteration 76Q (4686.620814 sec): 3 clusters Score: Raw -2098593.906164 + Penalty 1913.713234 = -2096680.192929 nChanged 5 SP:Iteration 77Q (4686.692761 sec): 3 clusters Score: Raw -2098595.069429 + Penalty 1913.713234 = -2096681.356195 nChanged 4 SP:Iteration 78Q (4686.765426 sec): 3 clusters Score: Raw -2098595.665644 + Penalty 1913.713234 = -2096681.952410 nChanged 4 SP:Iteration 79Q (4686.828135 sec): 3 clusters Score: Raw -2098596.505604 + Penalty 1913.713234 = -2096682.792369 nChanged 5 SP:Iteration 80F (4686.907536 sec): 3 clusters Score: Raw -2098597.306938 + Penalty 1913.713234 = -2096683.593703 nChanged 3 SP:Iteration 81Q (4686.973380 sec): 3 clusters Score: Raw -2098597.638907 + Penalty 1913.713234 = -2096683.925673 nChanged 1 SP:Iteration 82Q (4687.044703 sec): 3 clusters Score: Raw -2098597.679336 + Penalty 1913.713234 = -2096683.966102 nChanged 0 SP:Iteration 83F (4687.104540 sec): 3 clusters Score: Raw -2098597.679336 + Penalty 1913.713234 = -2096683.966102 nChanged 0 Trying to split cluster 22 (1737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4687.126727 sec): 2 clusters Score: Raw -153830.314511 + Penalty 708.691903 = -153121.622608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4687.169077 sec): 3 clusters Score: Raw -153014.943538 + Penalty 1417.383806 = -151597.559733 nChanged 622 SP:Iteration 1F (4687.221703 sec): 3 clusters Score: Raw -153414.623650 + Penalty 1417.383806 = -151997.239844 nChanged 130 SP:Iteration 2F (4687.255646 sec): 3 clusters Score: Raw -153498.177060 + Penalty 1417.383806 = -152080.793254 nChanged 86 SP:Iteration 3Q (4687.310778 sec): 3 clusters Score: Raw -153545.033735 + Penalty 1417.383806 = -152127.649930 nChanged 65 SP:Iteration 4Q (4687.338578 sec): 3 clusters Score: Raw -153581.198347 + Penalty 1417.383806 = -152163.814541 nChanged 54 SP:Iteration 5Q (4687.390741 sec): 3 clusters Score: Raw -153615.542460 + Penalty 1417.383806 = -152198.158654 nChanged 56 SP:Iteration 6Q (4687.431288 sec): 3 clusters Score: Raw -153655.376157 + Penalty 1417.383806 = -152237.992352 nChanged 45 SP:Iteration 7Q (4687.475338 sec): 3 clusters Score: Raw -153686.706771 + Penalty 1417.383806 = -152269.322965 nChanged 38 SP:Iteration 8Q (4687.525265 sec): 3 clusters Score: Raw -153707.267253 + Penalty 1417.383806 = -152289.883448 nChanged 24 SP:Iteration 9Q (4687.564571 sec): 3 clusters Score: Raw -153723.907393 + Penalty 1417.383806 = -152306.523587 nChanged 28 SP:Iteration 10Q (4687.619831 sec): 3 clusters Score: Raw -153742.670746 + Penalty 1417.383806 = -152325.286940 nChanged 24 SP:Iteration 11Q (4687.650255 sec): 3 clusters Score: Raw -153755.121672 + Penalty 1417.383806 = -152337.737866 nChanged 16 SP:Iteration 12Q (4687.700850 sec): 3 clusters Score: Raw -153763.614948 + Penalty 1417.383806 = -152346.231142 nChanged 16 SP:Iteration 13Q (4687.751389 sec): 3 clusters Score: Raw -153771.131358 + Penalty 1417.383806 = -152353.747552 nChanged 20 SP:Iteration 14Q (4687.802058 sec): 3 clusters Score: Raw -153782.853047 + Penalty 1417.383806 = -152365.469242 nChanged 18 SP:Iteration 15Q (4687.845531 sec): 3 clusters Score: Raw -153793.341057 + Penalty 1417.383806 = -152375.957251 nChanged 13 SP:Iteration 16Q (4687.896191 sec): 3 clusters Score: Raw -153799.885356 + Penalty 1417.383806 = -152382.501550 nChanged 10 SP:Iteration 17Q (4687.947467 sec): 3 clusters Score: Raw -153806.236734 + Penalty 1417.383806 = -152388.852928 nChanged 14 SP:Iteration 18Q (4688.009920 sec): 3 clusters Score: Raw -153813.113293 + Penalty 1417.383806 = -152395.729488 nChanged 10 SP:Iteration 19Q (4688.047610 sec): 3 clusters Score: Raw -153816.387451 + Penalty 1417.383806 = -152399.003645 nChanged 9 SP:Iteration 20F (4688.095137 sec): 3 clusters Score: Raw -153821.032903 + Penalty 1417.383806 = -152403.649097 nChanged 12 SP:Iteration 21Q (4688.131139 sec): 3 clusters Score: Raw -153827.050631 + Penalty 1417.383806 = -152409.666826 nChanged 9 SP:Iteration 22Q (4688.182164 sec): 3 clusters Score: Raw -153832.901203 + Penalty 1417.383806 = -152415.517398 nChanged 11 SP:Iteration 23Q (4688.234528 sec): 3 clusters Score: Raw -153841.113914 + Penalty 1417.383806 = -152423.730109 nChanged 13 SP:Iteration 24Q (4688.286409 sec): 3 clusters Score: Raw -153852.342979 + Penalty 1417.383806 = -152434.959173 nChanged 19 SP:Iteration 25Q (4688.338320 sec): 3 clusters Score: Raw -153863.773276 + Penalty 1417.383806 = -152446.389471 nChanged 15 SP:Iteration 26Q (4688.388563 sec): 3 clusters Score: Raw -153873.346427 + Penalty 1417.383806 = -152455.962621 nChanged 14 SP:Iteration 27Q (4688.439416 sec): 3 clusters Score: Raw -153881.478854 + Penalty 1417.383806 = -152464.095048 nChanged 19 SP:Iteration 28Q (4688.490452 sec): 3 clusters Score: Raw -153891.768617 + Penalty 1417.383806 = -152474.384811 nChanged 10 SP:Iteration 29Q (4688.541208 sec): 3 clusters Score: Raw -153899.536241 + Penalty 1417.383806 = -152482.152435 nChanged 11 SP:Iteration 30Q (4688.591908 sec): 3 clusters Score: Raw -153905.280011 + Penalty 1417.383806 = -152487.896205 nChanged 8 SP:Iteration 31Q (4688.633248 sec): 3 clusters Score: Raw -153908.608412 + Penalty 1417.383806 = -152491.224607 nChanged 5 SP:Iteration 32Q (4688.684646 sec): 3 clusters Score: Raw -153911.799654 + Penalty 1417.383806 = -152494.415848 nChanged 3 SP:Iteration 33Q (4688.735626 sec): 3 clusters Score: Raw -153914.630189 + Penalty 1417.383806 = -152497.246384 nChanged 2 SP:Iteration 34Q (4688.785668 sec): 3 clusters Score: Raw -153916.219929 + Penalty 1417.383806 = -152498.836124 nChanged 2 SP:Iteration 35Q (4688.835667 sec): 3 clusters Score: Raw -153916.510249 + Penalty 1417.383806 = -152499.126443 nChanged 1 SP:Iteration 36Q (4688.877040 sec): 3 clusters Score: Raw -153917.108406 + Penalty 1417.383806 = -152499.724600 nChanged 1 SP:Iteration 37Q (4688.927381 sec): 3 clusters Score: Raw -153917.772225 + Penalty 1417.383806 = -152500.388419 nChanged 0 SP:Iteration 38F (4688.977647 sec): 3 clusters Score: Raw -153917.772225 + Penalty 1417.383806 = -152500.388419 nChanged 0 Trying to split cluster 23 (2488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4688.993590 sec): 2 clusters Score: Raw -206983.430301 + Penalty 742.827273 = -206240.603028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4689.045346 sec): 3 clusters Score: Raw -205709.432296 + Penalty 1485.654546 = -204223.777750 nChanged 975 SP:Iteration 1F (4689.096290 sec): 3 clusters Score: Raw -206294.714110 + Penalty 1485.654546 = -204809.059564 nChanged 196 SP:Iteration 2F (4689.142007 sec): 3 clusters Score: Raw -206405.249010 + Penalty 1485.654546 = -204919.594464 nChanged 143 SP:Iteration 3F (4689.185424 sec): 3 clusters Score: Raw -206481.942852 + Penalty 1485.654546 = -204996.288306 nChanged 105 SP:Iteration 4Q (4689.236342 sec): 3 clusters Score: Raw -206541.620656 + Penalty 1485.654546 = -205055.966110 nChanged 100 SP:Iteration 5Q (4689.282772 sec): 3 clusters Score: Raw -206598.689514 + Penalty 1485.654546 = -205113.034968 nChanged 105 SP:Iteration 6Q (4689.333921 sec): 3 clusters Score: Raw -206652.235172 + Penalty 1485.654546 = -205166.580626 nChanged 75 SP:Iteration 7Q (4689.384889 sec): 3 clusters Score: Raw -206694.452348 + Penalty 1485.654546 = -205208.797802 nChanged 74 SP:Iteration 8Q (4689.436025 sec): 3 clusters Score: Raw -206729.709076 + Penalty 1485.654546 = -205244.054529 nChanged 55 SP:Iteration 9Q (4689.487075 sec): 3 clusters Score: Raw -206755.314584 + Penalty 1485.654546 = -205269.660038 nChanged 43 SP:Iteration 10Q (4689.534425 sec): 3 clusters Score: Raw -206778.913501 + Penalty 1485.654546 = -205293.258955 nChanged 43 SP:Iteration 11Q (4689.585419 sec): 3 clusters Score: Raw -206798.309646 + Penalty 1485.654546 = -205312.655100 nChanged 26 SP:Iteration 12Q (4689.636568 sec): 3 clusters Score: Raw -206808.951699 + Penalty 1485.654546 = -205323.297153 nChanged 23 SP:Iteration 13Q (4689.687609 sec): 3 clusters Score: Raw -206818.146912 + Penalty 1485.654546 = -205332.492366 nChanged 19 SP:Iteration 14Q (4689.738715 sec): 3 clusters Score: Raw -206824.554091 + Penalty 1485.654546 = -205338.899545 nChanged 15 SP:Iteration 15Q (4689.786094 sec): 3 clusters Score: Raw -206830.257474 + Penalty 1485.654546 = -205344.602928 nChanged 15 SP:Iteration 16Q (4689.837329 sec): 3 clusters Score: Raw -206838.704298 + Penalty 1485.654546 = -205353.049752 nChanged 26 SP:Iteration 17Q (4689.900305 sec): 3 clusters Score: Raw -206852.901447 + Penalty 1485.654546 = -205367.246900 nChanged 21 SP:Iteration 18Q (4689.933900 sec): 3 clusters Score: Raw -206863.214026 + Penalty 1485.654546 = -205377.559480 nChanged 21 SP:Iteration 19Q (4689.986729 sec): 3 clusters Score: Raw -206873.957440 + Penalty 1485.654546 = -205388.302894 nChanged 27 SP:Iteration 20F (4690.024549 sec): 3 clusters Score: Raw -206888.762511 + Penalty 1485.654546 = -205403.107964 nChanged 30 SP:Iteration 21Q (4690.083825 sec): 3 clusters Score: Raw -206907.480810 + Penalty 1485.654546 = -205421.826263 nChanged 23 SP:Iteration 22Q (4690.123647 sec): 3 clusters Score: Raw -206917.157739 + Penalty 1485.654546 = -205431.503193 nChanged 21 SP:Iteration 23Q (4690.167421 sec): 3 clusters Score: Raw -206926.556595 + Penalty 1485.654546 = -205440.902048 nChanged 23 SP:Iteration 24Q (4690.216401 sec): 3 clusters Score: Raw -206936.566367 + Penalty 1485.654546 = -205450.911821 nChanged 22 SP:Iteration 25Q (4690.263396 sec): 3 clusters Score: Raw -206945.552267 + Penalty 1485.654546 = -205459.897721 nChanged 18 SP:Iteration 26Q (4690.305447 sec): 3 clusters Score: Raw -206954.947695 + Penalty 1485.654546 = -205469.293149 nChanged 10 SP:Iteration 27Q (4690.342987 sec): 3 clusters Score: Raw -206961.986602 + Penalty 1485.654546 = -205476.332056 nChanged 14 SP:Iteration 28Q (4690.394899 sec): 3 clusters Score: Raw -206968.419617 + Penalty 1485.654546 = -205482.765070 nChanged 10 SP:Iteration 29Q (4690.436329 sec): 3 clusters Score: Raw -206971.850963 + Penalty 1485.654546 = -205486.196417 nChanged 9 SP:Iteration 30Q (4690.497563 sec): 3 clusters Score: Raw -206975.039711 + Penalty 1485.654546 = -205489.385165 nChanged 4 SP:Iteration 31Q (4690.547162 sec): 3 clusters Score: Raw -206976.356103 + Penalty 1485.654546 = -205490.701556 nChanged 7 SP:Iteration 32Q (4690.589147 sec): 3 clusters Score: Raw -206979.069336 + Penalty 1485.654546 = -205493.414790 nChanged 5 SP:Iteration 33Q (4690.649678 sec): 3 clusters Score: Raw -206980.902162 + Penalty 1485.654546 = -205495.247616 nChanged 3 SP:Iteration 34Q (4690.689619 sec): 3 clusters Score: Raw -206982.034511 + Penalty 1485.654546 = -205496.379965 nChanged 6 SP:Iteration 35Q (4690.739633 sec): 3 clusters Score: Raw -206984.687416 + Penalty 1485.654546 = -205499.032870 nChanged 8 SP:Iteration 36Q (4690.786742 sec): 3 clusters Score: Raw -206987.251496 + Penalty 1485.654546 = -205501.596950 nChanged 11 SP:Iteration 37Q (4690.843504 sec): 3 clusters Score: Raw -206991.760746 + Penalty 1485.654546 = -205506.106200 nChanged 8 SP:Iteration 38Q (4690.888864 sec): 3 clusters Score: Raw -206995.863373 + Penalty 1485.654546 = -205510.208826 nChanged 5 SP:Iteration 39Q (4690.928039 sec): 3 clusters Score: Raw -206997.859657 + Penalty 1485.654546 = -205512.205111 nChanged 5 SP:Iteration 40F (4690.970462 sec): 3 clusters Score: Raw -206999.389852 + Penalty 1485.654546 = -205513.735305 nChanged 5 SP:Iteration 41Q (4691.014979 sec): 3 clusters Score: Raw -207001.871144 + Penalty 1485.654546 = -205516.216598 nChanged 7 SP:Iteration 42Q (4691.062459 sec): 3 clusters Score: Raw -207003.682626 + Penalty 1485.654546 = -205518.028080 nChanged 6 SP:Iteration 43Q (4691.106379 sec): 3 clusters Score: Raw -207007.197851 + Penalty 1485.654546 = -205521.543305 nChanged 8 SP:Iteration 44Q (4691.158891 sec): 3 clusters Score: Raw -207010.555556 + Penalty 1485.654546 = -205524.901010 nChanged 9 SP:Iteration 45Q (4691.203420 sec): 3 clusters Score: Raw -207014.847282 + Penalty 1485.654546 = -205529.192736 nChanged 9 SP:Iteration 46Q (4691.247374 sec): 3 clusters Score: Raw -207019.556354 + Penalty 1485.654546 = -205533.901808 nChanged 7 SP:Iteration 47Q (4691.291165 sec): 3 clusters Score: Raw -207022.912671 + Penalty 1485.654546 = -205537.258125 nChanged 2 SP:Iteration 48Q (4691.336907 sec): 3 clusters Score: Raw -207023.668580 + Penalty 1485.654546 = -205538.014034 nChanged 2 SP:Iteration 49Q (4691.385345 sec): 3 clusters Score: Raw -207024.081817 + Penalty 1485.654546 = -205538.427271 nChanged 2 SP:Iteration 50Q (4691.424296 sec): 3 clusters Score: Raw -207025.367930 + Penalty 1485.654546 = -205539.713384 nChanged 3 SP:Iteration 51Q (4691.481967 sec): 3 clusters Score: Raw -207026.567359 + Penalty 1485.654546 = -205540.912813 nChanged 2 SP:Iteration 52Q (4691.528459 sec): 3 clusters Score: Raw -207027.733963 + Penalty 1485.654546 = -205542.079417 nChanged 4 SP:Iteration 53Q (4691.563235 sec): 3 clusters Score: Raw -207029.782218 + Penalty 1485.654546 = -205544.127672 nChanged 5 SP:Iteration 54Q (4691.609504 sec): 3 clusters Score: Raw -207031.825179 + Penalty 1485.654546 = -205546.170633 nChanged 8 SP:Iteration 55Q (4691.659416 sec): 3 clusters Score: Raw -207034.806272 + Penalty 1485.654546 = -205549.151725 nChanged 8 SP:Iteration 56Q (4691.708404 sec): 3 clusters Score: Raw -207036.942479 + Penalty 1485.654546 = -205551.287933 nChanged 7 SP:Iteration 57Q (4691.761895 sec): 3 clusters Score: Raw -207039.481019 + Penalty 1485.654546 = -205553.826473 nChanged 11 SP:Iteration 58Q (4691.794600 sec): 3 clusters Score: Raw -207045.701672 + Penalty 1485.654546 = -205560.047125 nChanged 10 SP:Iteration 59Q (4691.837683 sec): 3 clusters Score: Raw -207049.265557 + Penalty 1485.654546 = -205563.611011 nChanged 12 SP:Iteration 60F (4691.888409 sec): 3 clusters Score: Raw -207054.617326 + Penalty 1485.654546 = -205568.962780 nChanged 5 SP:Iteration 61Q (4691.942862 sec): 3 clusters Score: Raw -207056.884761 + Penalty 1485.654546 = -205571.230214 nChanged 5 SP:Iteration 62Q (4691.996911 sec): 3 clusters Score: Raw -207058.730340 + Penalty 1485.654546 = -205573.075794 nChanged 4 SP:Iteration 63Q (4692.035123 sec): 3 clusters Score: Raw -207060.442813 + Penalty 1485.654546 = -205574.788267 nChanged 4 SP:Iteration 64Q (4692.092316 sec): 3 clusters Score: Raw -207062.716401 + Penalty 1485.654546 = -205577.061854 nChanged 5 SP:Iteration 65Q (4692.140789 sec): 3 clusters Score: Raw -207069.333863 + Penalty 1485.654546 = -205583.679316 nChanged 10 SP:Iteration 66Q (4692.174260 sec): 3 clusters Score: Raw -207074.175695 + Penalty 1485.654546 = -205588.521149 nChanged 8 SP:Iteration 67Q (4692.230378 sec): 3 clusters Score: Raw -207080.426533 + Penalty 1485.654546 = -205594.771987 nChanged 11 SP:Iteration 68Q (4692.276015 sec): 3 clusters Score: Raw -207087.043771 + Penalty 1485.654546 = -205601.389225 nChanged 6 SP:Iteration 69Q (4692.326473 sec): 3 clusters Score: Raw -207089.784071 + Penalty 1485.654546 = -205604.129525 nChanged 7 SP:Iteration 70Q (4692.377323 sec): 3 clusters Score: Raw -207093.121674 + Penalty 1485.654546 = -205607.467128 nChanged 5 SP:Iteration 71Q (4692.420179 sec): 3 clusters Score: Raw -207095.253002 + Penalty 1485.654546 = -205609.598455 nChanged 5 SP:Iteration 72Q (4692.469682 sec): 3 clusters Score: Raw -207097.224435 + Penalty 1485.654546 = -205611.569889 nChanged 2 SP:Iteration 73Q (4692.521460 sec): 3 clusters Score: Raw -207097.794100 + Penalty 1485.654546 = -205612.139553 nChanged 0 SP:Iteration 74F (4692.563838 sec): 3 clusters Score: Raw -207097.794100 + Penalty 1485.654546 = -205612.139553 nChanged 0 Trying to split cluster 24 (17360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4692.609446 sec): 2 clusters Score: Raw -1584509.295642 + Penalty 927.382779 = -1583581.912863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4692.681677 sec): 3 clusters Score: Raw -1573883.269518 + Penalty 1854.765558 = -1572028.503961 nChanged 7971 SP:Iteration 1F (4692.755341 sec): 3 clusters Score: Raw -1578231.539570 + Penalty 1854.765558 = -1576376.774012 nChanged 863 SP:Iteration 2Q (4692.829775 sec): 3 clusters Score: Raw -1578636.238163 + Penalty 1854.765558 = -1576781.472605 nChanged 939 SP:Iteration 3F (4692.896328 sec): 3 clusters Score: Raw -1579169.530689 + Penalty 1854.765558 = -1577314.765131 nChanged 1061 SP:Iteration 4F (4692.966073 sec): 3 clusters Score: Raw -1579901.537022 + Penalty 1854.765558 = -1578046.771464 nChanged 1155 SP:Iteration 5F (4693.033916 sec): 3 clusters Score: Raw -1580702.753467 + Penalty 1854.765558 = -1578847.987909 nChanged 1165 SP:Iteration 6F (4693.104683 sec): 3 clusters Score: Raw -1581592.882533 + Penalty 1854.765558 = -1579738.116976 nChanged 1129 SP:Iteration 7F (4693.174472 sec): 3 clusters Score: Raw -1582502.643432 + Penalty 1854.765558 = -1580647.877874 nChanged 944 SP:Iteration 8F (4693.243760 sec): 3 clusters Score: Raw -1583122.339407 + Penalty 1854.765558 = -1581267.573849 nChanged 619 SP:Iteration 9Q (4693.314215 sec): 3 clusters Score: Raw -1583434.150092 + Penalty 1854.765558 = -1581579.384534 nChanged 414 SP:Iteration 10Q (4693.385019 sec): 3 clusters Score: Raw -1583623.144736 + Penalty 1854.765558 = -1581768.379179 nChanged 323 SP:Iteration 11Q (4693.454900 sec): 3 clusters Score: Raw -1583770.121229 + Penalty 1854.765558 = -1581915.355671 nChanged 273 SP:Iteration 12Q (4693.525867 sec): 3 clusters Score: Raw -1583873.904304 + Penalty 1854.765558 = -1582019.138746 nChanged 228 SP:Iteration 13Q (4693.600677 sec): 3 clusters Score: Raw -1583957.176518 + Penalty 1854.765558 = -1582102.410960 nChanged 210 SP:Iteration 14Q (4693.663473 sec): 3 clusters Score: Raw -1584028.328207 + Penalty 1854.765558 = -1582173.562650 nChanged 212 SP:Iteration 15Q (4693.731975 sec): 3 clusters Score: Raw -1584103.675368 + Penalty 1854.765558 = -1582248.909811 nChanged 206 SP:Iteration 16Q (4693.801175 sec): 3 clusters Score: Raw -1584170.719158 + Penalty 1854.765558 = -1582315.953600 nChanged 190 SP:Iteration 17Q (4693.871694 sec): 3 clusters Score: Raw -1584232.290834 + Penalty 1854.765558 = -1582377.525276 nChanged 198 SP:Iteration 18Q (4693.937692 sec): 3 clusters Score: Raw -1584300.036200 + Penalty 1854.765558 = -1582445.270642 nChanged 191 SP:Iteration 19Q (4694.004794 sec): 3 clusters Score: Raw -1584359.649896 + Penalty 1854.765558 = -1582504.884338 nChanged 179 SP:Iteration 20F (4694.077079 sec): 3 clusters Score: Raw -1584412.964393 + Penalty 1854.765558 = -1582558.198836 nChanged 162 SP:Iteration 21Q (4694.147132 sec): 3 clusters Score: Raw -1584455.669521 + Penalty 1854.765558 = -1582600.903963 nChanged 146 SP:Iteration 22Q (4694.211077 sec): 3 clusters Score: Raw -1584487.968432 + Penalty 1854.765558 = -1582633.202874 nChanged 133 SP:Iteration 23Q (4694.271761 sec): 3 clusters Score: Raw -1584517.061916 + Penalty 1854.765558 = -1582662.296358 nChanged 123 SP:Iteration 24Q (4694.347756 sec): 3 clusters Score: Raw -1584542.978684 + Penalty 1854.765558 = -1582688.213126 nChanged 112 SP:Iteration 25Q (4694.415894 sec): 3 clusters Score: Raw -1584569.688016 + Penalty 1854.765558 = -1582714.922458 nChanged 115 SP:Iteration 26Q (4694.486953 sec): 3 clusters Score: Raw -1584596.655768 + Penalty 1854.765558 = -1582741.890210 nChanged 122 SP:Iteration 27Q (4694.538228 sec): 3 clusters Score: Raw -1584624.942992 + Penalty 1854.765558 = -1582770.177434 nChanged 109 SP:Iteration 28Q (4694.606911 sec): 3 clusters Score: Raw -1584646.744316 + Penalty 1854.765558 = -1582791.978758 nChanged 80 SP:Iteration 29Q (4694.676630 sec): 3 clusters Score: Raw -1584661.544648 + Penalty 1854.765558 = -1582806.779091 nChanged 84 SP:Iteration 30Q (4694.731324 sec): 3 clusters Score: Raw -1584679.472951 + Penalty 1854.765558 = -1582824.707393 nChanged 87 SP:Iteration 31Q (4694.800068 sec): 3 clusters Score: Raw -1584695.039298 + Penalty 1854.765558 = -1582840.273741 nChanged 68 SP:Iteration 32Q (4694.871372 sec): 3 clusters Score: Raw -1584705.734287 + Penalty 1854.765558 = -1582850.968729 nChanged 70 SP:Iteration 33Q (4694.937191 sec): 3 clusters Score: Raw -1584717.511237 + Penalty 1854.765558 = -1582862.745679 nChanged 73 SP:Iteration 34Q (4695.002165 sec): 3 clusters Score: Raw -1584731.220594 + Penalty 1854.765558 = -1582876.455036 nChanged 74 SP:Iteration 35Q (4695.057960 sec): 3 clusters Score: Raw -1584746.408786 + Penalty 1854.765558 = -1582891.643229 nChanged 69 SP:Iteration 36Q (4695.121267 sec): 3 clusters Score: Raw -1584759.289725 + Penalty 1854.765558 = -1582904.524167 nChanged 68 SP:Iteration 37Q (4695.193098 sec): 3 clusters Score: Raw -1584771.793870 + Penalty 1854.765558 = -1582917.028312 nChanged 54 SP:Iteration 38Q (4695.254479 sec): 3 clusters Score: Raw -1584780.911994 + Penalty 1854.765558 = -1582926.146436 nChanged 53 SP:Iteration 39Q (4695.331680 sec): 3 clusters Score: Raw -1584791.054904 + Penalty 1854.765558 = -1582936.289346 nChanged 49 SP:Iteration 40F (4695.402524 sec): 3 clusters Score: Raw -1584800.252247 + Penalty 1854.765558 = -1582945.486689 nChanged 39 SP:Iteration 41Q (4695.462684 sec): 3 clusters Score: Raw -1584806.650539 + Penalty 1854.765558 = -1582951.884981 nChanged 44 SP:Iteration 42Q (4695.537576 sec): 3 clusters Score: Raw -1584813.451872 + Penalty 1854.765558 = -1582958.686314 nChanged 54 SP:Iteration 43Q (4695.600588 sec): 3 clusters Score: Raw -1584822.089348 + Penalty 1854.765558 = -1582967.323790 nChanged 54 SP:Iteration 44Q (4695.654263 sec): 3 clusters Score: Raw -1584831.941149 + Penalty 1854.765558 = -1582977.175591 nChanged 53 SP:Iteration 45Q (4695.712366 sec): 3 clusters Score: Raw -1584841.996091 + Penalty 1854.765558 = -1582987.230533 nChanged 55 SP:Iteration 46Q (4695.775781 sec): 3 clusters Score: Raw -1584851.953868 + Penalty 1854.765558 = -1582997.188311 nChanged 46 SP:Iteration 47Q (4695.840573 sec): 3 clusters Score: Raw -1584860.471708 + Penalty 1854.765558 = -1583005.706150 nChanged 43 SP:Iteration 48Q (4695.911605 sec): 3 clusters Score: Raw -1584868.890717 + Penalty 1854.765558 = -1583014.125159 nChanged 54 SP:Iteration 49Q (4695.984552 sec): 3 clusters Score: Raw -1584878.175779 + Penalty 1854.765558 = -1583023.410221 nChanged 41 SP:Iteration 50Q (4696.052339 sec): 3 clusters Score: Raw -1584885.706117 + Penalty 1854.765558 = -1583030.940559 nChanged 38 SP:Iteration 51Q (4696.122410 sec): 3 clusters Score: Raw -1584892.023267 + Penalty 1854.765558 = -1583037.257710 nChanged 39 SP:Iteration 52Q (4696.176351 sec): 3 clusters Score: Raw -1584897.532254 + Penalty 1854.765558 = -1583042.766697 nChanged 35 SP:Iteration 53Q (4696.243547 sec): 3 clusters Score: Raw -1584904.617121 + Penalty 1854.765558 = -1583049.851563 nChanged 32 SP:Iteration 54Q (4696.310997 sec): 3 clusters Score: Raw -1584908.593576 + Penalty 1854.765558 = -1583053.828018 nChanged 18 SP:Iteration 55Q (4696.388026 sec): 3 clusters Score: Raw -1584910.991363 + Penalty 1854.765558 = -1583056.225805 nChanged 22 SP:Iteration 56Q (4696.435992 sec): 3 clusters Score: Raw -1584914.211242 + Penalty 1854.765558 = -1583059.445684 nChanged 20 SP:Iteration 57Q (4696.500966 sec): 3 clusters Score: Raw -1584917.746555 + Penalty 1854.765558 = -1583062.980997 nChanged 29 SP:Iteration 58Q (4696.561474 sec): 3 clusters Score: Raw -1584921.886734 + Penalty 1854.765558 = -1583067.121176 nChanged 31 SP:Iteration 59Q (4696.625164 sec): 3 clusters Score: Raw -1584927.792089 + Penalty 1854.765558 = -1583073.026531 nChanged 30 SP:Iteration 60F (4696.696838 sec): 3 clusters Score: Raw -1584934.688303 + Penalty 1854.765558 = -1583079.922745 nChanged 26 SP:Iteration 61Q (4696.763695 sec): 3 clusters Score: Raw -1584938.756384 + Penalty 1854.765558 = -1583083.990826 nChanged 19 SP:Iteration 62Q (4696.826455 sec): 3 clusters Score: Raw -1584941.089745 + Penalty 1854.765558 = -1583086.324188 nChanged 17 SP:Iteration 63Q (4696.899879 sec): 3 clusters Score: Raw -1584942.954965 + Penalty 1854.765558 = -1583088.189408 nChanged 9 SP:Iteration 64Q (4696.951468 sec): 3 clusters Score: Raw -1584943.983944 + Penalty 1854.765558 = -1583089.218386 nChanged 13 SP:Iteration 65Q (4697.007555 sec): 3 clusters Score: Raw -1584945.934640 + Penalty 1854.765558 = -1583091.169082 nChanged 12 SP:Iteration 66Q (4697.074909 sec): 3 clusters Score: Raw -1584946.996055 + Penalty 1854.765558 = -1583092.230497 nChanged 8 SP:Iteration 67Q (4697.142219 sec): 3 clusters Score: Raw -1584947.581790 + Penalty 1854.765558 = -1583092.816233 nChanged 6 SP:Iteration 68Q (4697.209708 sec): 3 clusters Score: Raw -1584948.280851 + Penalty 1854.765558 = -1583093.515293 nChanged 4 SP:Iteration 69Q (4697.286544 sec): 3 clusters Score: Raw -1584948.654879 + Penalty 1854.765558 = -1583093.889322 nChanged 4 SP:Iteration 70Q (4697.339455 sec): 3 clusters Score: Raw -1584948.885569 + Penalty 1854.765558 = -1583094.120011 nChanged 4 SP:Iteration 71Q (4697.406900 sec): 3 clusters Score: Raw -1584949.505689 + Penalty 1854.765558 = -1583094.740131 nChanged 9 SP:Iteration 72Q (4697.474864 sec): 3 clusters Score: Raw -1584950.690798 + Penalty 1854.765558 = -1583095.925240 nChanged 13 SP:Iteration 73Q (4697.551817 sec): 3 clusters Score: Raw -1584952.173015 + Penalty 1854.765558 = -1583097.407457 nChanged 9 SP:Iteration 74Q (4697.610110 sec): 3 clusters Score: Raw -1584953.419594 + Penalty 1854.765558 = -1583098.654036 nChanged 7 SP:Iteration 75Q (4697.682927 sec): 3 clusters Score: Raw -1584954.649285 + Penalty 1854.765558 = -1583099.883727 nChanged 8 SP:Iteration 76Q (4697.733649 sec): 3 clusters Score: Raw -1584955.600329 + Penalty 1854.765558 = -1583100.834771 nChanged 8 SP:Iteration 77Q (4697.802778 sec): 3 clusters Score: Raw -1584956.496951 + Penalty 1854.765558 = -1583101.731393 nChanged 8 SP:Iteration 78Q (4697.871910 sec): 3 clusters Score: Raw -1584957.375661 + Penalty 1854.765558 = -1583102.610103 nChanged 5 SP:Iteration 79Q (4697.935137 sec): 3 clusters Score: Raw -1584957.851627 + Penalty 1854.765558 = -1583103.086069 nChanged 5 SP:Iteration 80F (4698.005067 sec): 3 clusters Score: Raw -1584958.130730 + Penalty 1854.765558 = -1583103.365172 nChanged 6 SP:Iteration 81Q (4698.079999 sec): 3 clusters Score: Raw -1584958.540655 + Penalty 1854.765558 = -1583103.775097 nChanged 8 SP:Iteration 82Q (4698.147263 sec): 3 clusters Score: Raw -1584959.615125 + Penalty 1854.765558 = -1583104.849567 nChanged 7 SP:Iteration 83Q (4698.213209 sec): 3 clusters Score: Raw -1584960.718610 + Penalty 1854.765558 = -1583105.953052 nChanged 11 SP:Iteration 84Q (4698.276344 sec): 3 clusters Score: Raw -1584961.990780 + Penalty 1854.765558 = -1583107.225222 nChanged 6 SP:Iteration 85Q (4698.330661 sec): 3 clusters Score: Raw -1584962.400049 + Penalty 1854.765558 = -1583107.634491 nChanged 6 SP:Iteration 86Q (4698.400339 sec): 3 clusters Score: Raw -1584962.864878 + Penalty 1854.765558 = -1583108.099320 nChanged 5 SP:Iteration 87Q (4698.467838 sec): 3 clusters Score: Raw -1584963.421358 + Penalty 1854.765558 = -1583108.655800 nChanged 9 SP:Iteration 88Q (4698.545548 sec): 3 clusters Score: Raw -1584964.466238 + Penalty 1854.765558 = -1583109.700680 nChanged 8 SP:Iteration 89Q (4698.606640 sec): 3 clusters Score: Raw -1584965.743306 + Penalty 1854.765558 = -1583110.977749 nChanged 4 SP:Iteration 90Q (4698.675329 sec): 3 clusters Score: Raw -1584966.098915 + Penalty 1854.765558 = -1583111.333357 nChanged 2 SP:Iteration 91Q (4698.752107 sec): 3 clusters Score: Raw -1584966.270406 + Penalty 1854.765558 = -1583111.504848 nChanged 3 SP:Iteration 92Q (4698.814114 sec): 3 clusters Score: Raw -1584966.448960 + Penalty 1854.765558 = -1583111.683402 nChanged 1 SP:Iteration 93Q (4698.870040 sec): 3 clusters Score: Raw -1584966.561124 + Penalty 1854.765558 = -1583111.795566 nChanged 0 SP:Iteration 94F (4698.949017 sec): 3 clusters Score: Raw -1584966.561124 + Penalty 1854.765558 = -1583111.795566 nChanged 0 Trying to split cluster 25 (667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4698.963796 sec): 2 clusters Score: Raw -43619.509890 + Penalty 617.765054 = -43001.744835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4699.012665 sec): 3 clusters Score: Raw -43445.914354 + Penalty 1235.530109 = -42210.384246 nChanged 208 SP:Iteration 1F (4699.060917 sec): 3 clusters Score: Raw -43744.333905 + Penalty 1235.530109 = -42508.803797 nChanged 61 SP:Iteration 2F (4699.116874 sec): 3 clusters Score: Raw -43850.702753 + Penalty 1235.530109 = -42615.172644 nChanged 36 SP:Iteration 3F (4699.152947 sec): 3 clusters Score: Raw -43904.009554 + Penalty 1235.530109 = -42668.479445 nChanged 18 SP:Iteration 4Q (4699.184260 sec): 3 clusters Score: Raw -43930.872147 + Penalty 1235.530109 = -42695.342039 nChanged 17 SP:Iteration 5Q (4699.236867 sec): 3 clusters Score: Raw -43946.514117 + Penalty 1235.530109 = -42710.984008 nChanged 4 SP:Iteration 6Q (4699.276442 sec): 3 clusters Score: Raw -43950.300140 + Penalty 1235.530109 = -42714.770031 nChanged 1 SP:Iteration 7Q (4699.313692 sec): 3 clusters Score: Raw -43955.086713 + Penalty 1235.530109 = -42719.556604 nChanged 5 SP:Iteration 8Q (4699.356682 sec): 3 clusters Score: Raw -43963.832123 + Penalty 1235.530109 = -42728.302014 nChanged 4 SP:Iteration 9Q (4699.397770 sec): 3 clusters Score: Raw -43969.440005 + Penalty 1235.530109 = -42733.909897 nChanged 4 SP:Iteration 10Q (4699.440731 sec): 3 clusters Score: Raw -43972.719070 + Penalty 1235.530109 = -42737.188961 nChanged 4 SP:Iteration 11Q (4699.485448 sec): 3 clusters Score: Raw -43976.654257 + Penalty 1235.530109 = -42741.124149 nChanged 3 SP:Iteration 12Q (4699.520148 sec): 3 clusters Score: Raw -43980.147403 + Penalty 1235.530109 = -42744.617294 nChanged 4 SP:Iteration 13Q (4699.557267 sec): 3 clusters Score: Raw -43988.162209 + Penalty 1235.530109 = -42752.632100 nChanged 6 SP:Iteration 14Q (4699.597274 sec): 3 clusters Score: Raw -43994.976030 + Penalty 1235.530109 = -42759.445921 nChanged 4 SP:Iteration 15Q (4699.639918 sec): 3 clusters Score: Raw -43997.855004 + Penalty 1235.530109 = -42762.324895 nChanged 2 SP:Iteration 16Q (4699.689718 sec): 3 clusters Score: Raw -43998.973885 + Penalty 1235.530109 = -42763.443776 nChanged 1 SP:Iteration 17Q (4699.737814 sec): 3 clusters Score: Raw -43999.821012 + Penalty 1235.530109 = -42764.290903 nChanged 0 SP:Iteration 18F (4699.785335 sec): 3 clusters Score: Raw -43999.821012 + Penalty 1235.530109 = -42764.290903 nChanged 0 Trying to split cluster 26 (7415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4699.816975 sec): 2 clusters Score: Raw -569553.390369 + Penalty 846.569724 = -568706.820645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4699.879430 sec): 3 clusters Score: Raw -565266.011345 + Penalty 1693.139448 = -563572.871897 nChanged 3266 SP:Iteration 1F (4699.921982 sec): 3 clusters Score: Raw -567059.528067 + Penalty 1693.139448 = -565366.388618 nChanged 519 SP:Iteration 2F (4699.984710 sec): 3 clusters Score: Raw -567346.233164 + Penalty 1693.139448 = -565653.093716 nChanged 459 SP:Iteration 3F (4700.029062 sec): 3 clusters Score: Raw -567608.795709 + Penalty 1693.139448 = -565915.656261 nChanged 416 SP:Iteration 4F (4700.091865 sec): 3 clusters Score: Raw -567855.707237 + Penalty 1693.139448 = -566162.567788 nChanged 423 SP:Iteration 5F (4700.132521 sec): 3 clusters Score: Raw -568140.490903 + Penalty 1693.139448 = -566447.351454 nChanged 422 SP:Iteration 6F (4700.176905 sec): 3 clusters Score: Raw -568442.047481 + Penalty 1693.139448 = -566748.908032 nChanged 352 SP:Iteration 7Q (4700.230618 sec): 3 clusters Score: Raw -568721.951433 + Penalty 1693.139448 = -567028.811984 nChanged 310 SP:Iteration 8Q (4700.286053 sec): 3 clusters Score: Raw -568955.317034 + Penalty 1693.139448 = -567262.177585 nChanged 244 SP:Iteration 9Q (4700.339087 sec): 3 clusters Score: Raw -569151.773794 + Penalty 1693.139448 = -567458.634346 nChanged 183 SP:Iteration 10Q (4700.394478 sec): 3 clusters Score: Raw -569276.041811 + Penalty 1693.139448 = -567582.902363 nChanged 136 SP:Iteration 11Q (4700.453502 sec): 3 clusters Score: Raw -569362.048036 + Penalty 1693.139448 = -567668.908588 nChanged 99 SP:Iteration 12Q (4700.501633 sec): 3 clusters Score: Raw -569419.612472 + Penalty 1693.139448 = -567726.473024 nChanged 93 SP:Iteration 13Q (4700.559911 sec): 3 clusters Score: Raw -569483.865535 + Penalty 1693.139448 = -567790.726087 nChanged 85 SP:Iteration 14Q (4700.618167 sec): 3 clusters Score: Raw -569530.984316 + Penalty 1693.139448 = -567837.844867 nChanged 59 SP:Iteration 15Q (4700.676849 sec): 3 clusters Score: Raw -569568.171146 + Penalty 1693.139448 = -567875.031698 nChanged 70 SP:Iteration 16Q (4700.735743 sec): 3 clusters Score: Raw -569606.897643 + Penalty 1693.139448 = -567913.758195 nChanged 63 SP:Iteration 17Q (4700.794352 sec): 3 clusters Score: Raw -569648.112381 + Penalty 1693.139448 = -567954.972933 nChanged 59 SP:Iteration 18Q (4700.849654 sec): 3 clusters Score: Raw -569688.423239 + Penalty 1693.139448 = -567995.283790 nChanged 55 SP:Iteration 19Q (4700.915607 sec): 3 clusters Score: Raw -569719.542487 + Penalty 1693.139448 = -568026.403039 nChanged 45 SP:Iteration 20F (4700.963974 sec): 3 clusters Score: Raw -569749.576677 + Penalty 1693.139448 = -568056.437228 nChanged 49 SP:Iteration 21Q (4701.023703 sec): 3 clusters Score: Raw -569785.008012 + Penalty 1693.139448 = -568091.868564 nChanged 48 SP:Iteration 22Q (4701.078140 sec): 3 clusters Score: Raw -569820.933555 + Penalty 1693.139448 = -568127.794107 nChanged 38 SP:Iteration 23Q (4701.133600 sec): 3 clusters Score: Raw -569854.840221 + Penalty 1693.139448 = -568161.700773 nChanged 36 SP:Iteration 24Q (4701.184998 sec): 3 clusters Score: Raw -569890.150886 + Penalty 1693.139448 = -568197.011438 nChanged 34 SP:Iteration 25Q (4701.237071 sec): 3 clusters Score: Raw -569928.372640 + Penalty 1693.139448 = -568235.233192 nChanged 26 SP:Iteration 26Q (4701.289574 sec): 3 clusters Score: Raw -569955.238736 + Penalty 1693.139448 = -568262.099288 nChanged 25 SP:Iteration 27Q (4701.345860 sec): 3 clusters Score: Raw -569970.213917 + Penalty 1693.139448 = -568277.074469 nChanged 19 SP:Iteration 28Q (4701.401953 sec): 3 clusters Score: Raw -569984.717242 + Penalty 1693.139448 = -568291.577793 nChanged 14 SP:Iteration 29Q (4701.467509 sec): 3 clusters Score: Raw -569998.635059 + Penalty 1693.139448 = -568305.495610 nChanged 15 SP:Iteration 30Q (4701.512205 sec): 3 clusters Score: Raw -570007.971095 + Penalty 1693.139448 = -568314.831647 nChanged 16 SP:Iteration 31Q (4701.567558 sec): 3 clusters Score: Raw -570015.763488 + Penalty 1693.139448 = -568322.624039 nChanged 13 SP:Iteration 32Q (4701.620135 sec): 3 clusters Score: Raw -570023.850513 + Penalty 1693.139448 = -568330.711064 nChanged 8 SP:Iteration 33Q (4701.672834 sec): 3 clusters Score: Raw -570027.128524 + Penalty 1693.139448 = -568333.989076 nChanged 4 SP:Iteration 34Q (4701.728417 sec): 3 clusters Score: Raw -570029.321479 + Penalty 1693.139448 = -568336.182031 nChanged 3 SP:Iteration 35Q (4701.778680 sec): 3 clusters Score: Raw -570030.994086 + Penalty 1693.139448 = -568337.854637 nChanged 6 SP:Iteration 36Q (4701.835253 sec): 3 clusters Score: Raw -570034.427030 + Penalty 1693.139448 = -568341.287582 nChanged 7 SP:Iteration 37Q (4701.890418 sec): 3 clusters Score: Raw -570037.369898 + Penalty 1693.139448 = -568344.230450 nChanged 3 SP:Iteration 38Q (4701.943949 sec): 3 clusters Score: Raw -570038.029480 + Penalty 1693.139448 = -568344.890031 nChanged 1 SP:Iteration 39Q (4701.999436 sec): 3 clusters Score: Raw -570038.653666 + Penalty 1693.139448 = -568345.514217 nChanged 2 SP:Iteration 40F (4702.057295 sec): 3 clusters Score: Raw -570040.656677 + Penalty 1693.139448 = -568347.517229 nChanged 4 SP:Iteration 41Q (4702.113722 sec): 3 clusters Score: Raw -570041.791775 + Penalty 1693.139448 = -568348.652327 nChanged 3 SP:Iteration 42Q (4702.169147 sec): 3 clusters Score: Raw -570044.084341 + Penalty 1693.139448 = -568350.944893 nChanged 5 SP:Iteration 43Q (4702.224982 sec): 3 clusters Score: Raw -570048.721475 + Penalty 1693.139448 = -568355.582027 nChanged 10 SP:Iteration 44Q (4702.280527 sec): 3 clusters Score: Raw -570057.176134 + Penalty 1693.139448 = -568364.036686 nChanged 12 SP:Iteration 45Q (4702.336217 sec): 3 clusters Score: Raw -570064.656602 + Penalty 1693.139448 = -568371.517154 nChanged 5 SP:Iteration 46Q (4702.392276 sec): 3 clusters Score: Raw -570067.947007 + Penalty 1693.139448 = -568374.807559 nChanged 10 SP:Iteration 47Q (4702.457128 sec): 3 clusters Score: Raw -570076.918303 + Penalty 1693.139448 = -568383.778855 nChanged 7 SP:Iteration 48Q (4702.503177 sec): 3 clusters Score: Raw -570081.759122 + Penalty 1693.139448 = -568388.619673 nChanged 10 SP:Iteration 49Q (4702.550191 sec): 3 clusters Score: Raw -570090.017308 + Penalty 1693.139448 = -568396.877859 nChanged 10 SP:Iteration 50Q (4702.609722 sec): 3 clusters Score: Raw -570097.340594 + Penalty 1693.139448 = -568404.201146 nChanged 8 SP:Iteration 51Q (4702.660615 sec): 3 clusters Score: Raw -570103.167842 + Penalty 1693.139448 = -568410.028394 nChanged 8 SP:Iteration 52Q (4702.714762 sec): 3 clusters Score: Raw -570106.621471 + Penalty 1693.139448 = -568413.482022 nChanged 1 SP:Iteration 53Q (4702.766216 sec): 3 clusters Score: Raw -570108.426421 + Penalty 1693.139448 = -568415.286972 nChanged 4 SP:Iteration 54Q (4702.820323 sec): 3 clusters Score: Raw -570109.792530 + Penalty 1693.139448 = -568416.653081 nChanged 0 SP:Iteration 55F (4702.879319 sec): 3 clusters Score: Raw -570109.792530 + Penalty 1693.139448 = -568416.653081 nChanged 0 Trying to split cluster 27 (38680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4702.942249 sec): 2 clusters Score: Raw -3514045.541478 + Penalty 1003.492405 = -3513042.049073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4703.041508 sec): 3 clusters Score: Raw -3489417.366794 + Penalty 2006.984810 = -3487410.381984 nChanged 18336 SP:Iteration 1F (4703.129849 sec): 3 clusters Score: Raw -3500079.395364 + Penalty 2006.984810 = -3498072.410554 nChanged 1720 SP:Iteration 2Q (4703.227611 sec): 3 clusters Score: Raw -3500667.396774 + Penalty 2006.984810 = -3498660.411963 nChanged 1727 SP:Iteration 3Q (4703.329417 sec): 3 clusters Score: Raw -3501354.422602 + Penalty 2006.984810 = -3499347.437792 nChanged 1871 SP:Iteration 4Q (4703.447366 sec): 3 clusters Score: Raw -3502201.993380 + Penalty 2006.984810 = -3500195.008569 nChanged 1996 SP:Iteration 5F (4703.534789 sec): 3 clusters Score: Raw -3503299.124217 + Penalty 2006.984810 = -3501292.139406 nChanged 2115 SP:Iteration 6F (4703.640224 sec): 3 clusters Score: Raw -3504630.935279 + Penalty 2006.984810 = -3502623.950468 nChanged 2243 SP:Iteration 7F (4703.730361 sec): 3 clusters Score: Raw -3506197.187892 + Penalty 2006.984810 = -3504190.203082 nChanged 2293 SP:Iteration 8F (4703.830989 sec): 3 clusters Score: Raw -3507751.135351 + Penalty 2006.984810 = -3505744.150541 nChanged 1929 SP:Iteration 9Q (4703.938031 sec): 3 clusters Score: Raw -3508711.173594 + Penalty 2006.984810 = -3506704.188784 nChanged 1328 SP:Iteration 10Q (4704.044625 sec): 3 clusters Score: Raw -3509201.278111 + Penalty 2006.984810 = -3507194.293300 nChanged 937 SP:Iteration 11Q (4704.150630 sec): 3 clusters Score: Raw -3509490.371938 + Penalty 2006.984810 = -3507483.387128 nChanged 732 SP:Iteration 12Q (4704.269193 sec): 3 clusters Score: Raw -3509696.479560 + Penalty 2006.984810 = -3507689.494750 nChanged 613 SP:Iteration 13Q (4704.361594 sec): 3 clusters Score: Raw -3509869.288568 + Penalty 2006.984810 = -3507862.303758 nChanged 576 SP:Iteration 14Q (4704.467879 sec): 3 clusters Score: Raw -3510031.245382 + Penalty 2006.984810 = -3508024.260572 nChanged 552 SP:Iteration 15Q (4704.578627 sec): 3 clusters Score: Raw -3510171.265848 + Penalty 2006.984810 = -3508164.281038 nChanged 512 SP:Iteration 16Q (4704.667936 sec): 3 clusters Score: Raw -3510304.826582 + Penalty 2006.984810 = -3508297.841771 nChanged 535 SP:Iteration 17Q (4704.773806 sec): 3 clusters Score: Raw -3510444.132693 + Penalty 2006.984810 = -3508437.147883 nChanged 527 SP:Iteration 18Q (4704.864381 sec): 3 clusters Score: Raw -3510578.819950 + Penalty 2006.984810 = -3508571.835139 nChanged 509 SP:Iteration 19Q (4704.967265 sec): 3 clusters Score: Raw -3510695.043319 + Penalty 2006.984810 = -3508688.058508 nChanged 474 SP:Iteration 20F (4705.073221 sec): 3 clusters Score: Raw -3510804.855533 + Penalty 2006.984810 = -3508797.870722 nChanged 452 SP:Iteration 21Q (4705.160434 sec): 3 clusters Score: Raw -3510908.353894 + Penalty 2006.984810 = -3508901.369084 nChanged 425 SP:Iteration 22Q (4705.265408 sec): 3 clusters Score: Raw -3511004.374316 + Penalty 2006.984810 = -3508997.389506 nChanged 459 SP:Iteration 23Q (4705.370640 sec): 3 clusters Score: Raw -3511107.288506 + Penalty 2006.984810 = -3509100.303695 nChanged 439 SP:Iteration 24Q (4705.467537 sec): 3 clusters Score: Raw -3511204.871552 + Penalty 2006.984810 = -3509197.886741 nChanged 416 SP:Iteration 25Q (4705.559613 sec): 3 clusters Score: Raw -3511292.692518 + Penalty 2006.984810 = -3509285.707708 nChanged 384 SP:Iteration 26Q (4705.663327 sec): 3 clusters Score: Raw -3511368.096706 + Penalty 2006.984810 = -3509361.111896 nChanged 387 SP:Iteration 27Q (4705.767333 sec): 3 clusters Score: Raw -3511446.852797 + Penalty 2006.984810 = -3509439.867986 nChanged 385 SP:Iteration 28Q (4705.867656 sec): 3 clusters Score: Raw -3511529.759849 + Penalty 2006.984810 = -3509522.775039 nChanged 402 SP:Iteration 29Q (4705.964302 sec): 3 clusters Score: Raw -3511620.191216 + Penalty 2006.984810 = -3509613.206405 nChanged 404 SP:Iteration 30Q (4706.056311 sec): 3 clusters Score: Raw -3511717.268374 + Penalty 2006.984810 = -3509710.283564 nChanged 391 SP:Iteration 31Q (4706.144957 sec): 3 clusters Score: Raw -3511805.827315 + Penalty 2006.984810 = -3509798.842505 nChanged 375 SP:Iteration 32Q (4706.233557 sec): 3 clusters Score: Raw -3511894.003145 + Penalty 2006.984810 = -3509887.018335 nChanged 370 SP:Iteration 33Q (4706.333273 sec): 3 clusters Score: Raw -3511978.549418 + Penalty 2006.984810 = -3509971.564607 nChanged 376 SP:Iteration 34Q (4706.427296 sec): 3 clusters Score: Raw -3512065.750400 + Penalty 2006.984810 = -3510058.765590 nChanged 355 SP:Iteration 35Q (4706.526648 sec): 3 clusters Score: Raw -3512146.897064 + Penalty 2006.984810 = -3510139.912254 nChanged 360 SP:Iteration 36Q (4706.622460 sec): 3 clusters Score: Raw -3512227.271984 + Penalty 2006.984810 = -3510220.287173 nChanged 332 SP:Iteration 37Q (4706.713648 sec): 3 clusters Score: Raw -3512298.735636 + Penalty 2006.984810 = -3510291.750825 nChanged 310 SP:Iteration 38Q (4706.812862 sec): 3 clusters Score: Raw -3512368.644019 + Penalty 2006.984810 = -3510361.659208 nChanged 302 SP:Iteration 39Q (4706.900176 sec): 3 clusters Score: Raw -3512426.218252 + Penalty 2006.984810 = -3510419.233442 nChanged 308 SP:Iteration 40F (4706.997797 sec): 3 clusters Score: Raw -3512489.961517 + Penalty 2006.984810 = -3510482.976707 nChanged 304 SP:Iteration 41Q (4707.080003 sec): 3 clusters Score: Raw -3512549.185259 + Penalty 2006.984810 = -3510542.200448 nChanged 293 SP:Iteration 42Q (4707.161748 sec): 3 clusters Score: Raw -3512602.310185 + Penalty 2006.984810 = -3510595.325375 nChanged 282 SP:Iteration 43Q (4707.232367 sec): 3 clusters Score: Raw -3512649.572421 + Penalty 2006.984810 = -3510642.587610 nChanged 257 SP:Iteration 44Q (4707.311131 sec): 3 clusters Score: Raw -3512689.519658 + Penalty 2006.984810 = -3510682.534847 nChanged 232 SP:Iteration 45Q (4707.381045 sec): 3 clusters Score: Raw -3512722.230448 + Penalty 2006.984810 = -3510715.245638 nChanged 211 SP:Iteration 46Q (4707.479951 sec): 3 clusters Score: Raw -3512749.900418 + Penalty 2006.984810 = -3510742.915607 nChanged 203 SP:Iteration 47Q (4707.590348 sec): 3 clusters Score: Raw -3512774.782870 + Penalty 2006.984810 = -3510767.798060 nChanged 193 SP:Iteration 48Q (4707.694499 sec): 3 clusters Score: Raw -3512798.126896 + Penalty 2006.984810 = -3510791.142086 nChanged 187 SP:Iteration 49Q (4707.786619 sec): 3 clusters Score: Raw -3512821.109199 + Penalty 2006.984810 = -3510814.124389 nChanged 195 SP:Iteration 50Q (4707.891679 sec): 3 clusters Score: Raw -3512844.813288 + Penalty 2006.984810 = -3510837.828478 nChanged 186 SP:Iteration 51Q (4707.991943 sec): 3 clusters Score: Raw -3512867.703163 + Penalty 2006.984810 = -3510860.718352 nChanged 189 SP:Iteration 52Q (4708.082947 sec): 3 clusters Score: Raw -3512891.710289 + Penalty 2006.984810 = -3510884.725479 nChanged 194 SP:Iteration 53Q (4708.180110 sec): 3 clusters Score: Raw -3512916.053159 + Penalty 2006.984810 = -3510909.068348 nChanged 217 SP:Iteration 54Q (4708.277067 sec): 3 clusters Score: Raw -3512947.212526 + Penalty 2006.984810 = -3510940.227716 nChanged 240 SP:Iteration 55Q (4708.386096 sec): 3 clusters Score: Raw -3512983.391624 + Penalty 2006.984810 = -3510976.406814 nChanged 229 SP:Iteration 56Q (4708.488879 sec): 3 clusters Score: Raw -3513018.332810 + Penalty 2006.984810 = -3511011.347999 nChanged 222 SP:Iteration 57Q (4708.590703 sec): 3 clusters Score: Raw -3513051.057010 + Penalty 2006.984810 = -3511044.072199 nChanged 219 SP:Iteration 58Q (4708.687100 sec): 3 clusters Score: Raw -3513083.394438 + Penalty 2006.984810 = -3511076.409628 nChanged 203 SP:Iteration 59Q (4708.784016 sec): 3 clusters Score: Raw -3513116.931771 + Penalty 2006.984810 = -3511109.946961 nChanged 233 SP:Iteration 60F (4708.882966 sec): 3 clusters Score: Raw -3513154.756137 + Penalty 2006.984810 = -3511147.771326 nChanged 239 SP:Iteration 61Q (4708.973741 sec): 3 clusters Score: Raw -3513195.178255 + Penalty 2006.984810 = -3511188.193445 nChanged 256 SP:Iteration 62Q (4709.069298 sec): 3 clusters Score: Raw -3513236.765210 + Penalty 2006.984810 = -3511229.780400 nChanged 210 SP:Iteration 63Q (4709.173614 sec): 3 clusters Score: Raw -3513264.808999 + Penalty 2006.984810 = -3511257.824188 nChanged 195 SP:Iteration 64Q (4709.266234 sec): 3 clusters Score: Raw -3513290.663183 + Penalty 2006.984810 = -3511283.678373 nChanged 187 SP:Iteration 65Q (4709.369209 sec): 3 clusters Score: Raw -3513314.439916 + Penalty 2006.984810 = -3511307.455106 nChanged 200 SP:Iteration 66Q (4709.464446 sec): 3 clusters Score: Raw -3513338.803766 + Penalty 2006.984810 = -3511331.818955 nChanged 175 SP:Iteration 67Q (4709.552362 sec): 3 clusters Score: Raw -3513360.401289 + Penalty 2006.984810 = -3511353.416479 nChanged 182 SP:Iteration 68Q (4709.657358 sec): 3 clusters Score: Raw -3513382.457777 + Penalty 2006.984810 = -3511375.472967 nChanged 166 SP:Iteration 69Q (4709.749171 sec): 3 clusters Score: Raw -3513403.823370 + Penalty 2006.984810 = -3511396.838560 nChanged 180 SP:Iteration 70Q (4709.844989 sec): 3 clusters Score: Raw -3513430.574231 + Penalty 2006.984810 = -3511423.589421 nChanged 202 SP:Iteration 71Q (4709.937739 sec): 3 clusters Score: Raw -3513461.124777 + Penalty 2006.984810 = -3511454.139966 nChanged 201 SP:Iteration 72Q (4710.032522 sec): 3 clusters Score: Raw -3513493.129701 + Penalty 2006.984810 = -3511486.144891 nChanged 198 SP:Iteration 73Q (4710.126072 sec): 3 clusters Score: Raw -3513523.827326 + Penalty 2006.984810 = -3511516.842516 nChanged 189 SP:Iteration 74Q (4710.222480 sec): 3 clusters Score: Raw -3513556.037210 + Penalty 2006.984810 = -3511549.052399 nChanged 186 SP:Iteration 75Q (4710.315680 sec): 3 clusters Score: Raw -3513585.679145 + Penalty 2006.984810 = -3511578.694335 nChanged 188 SP:Iteration 76Q (4710.409335 sec): 3 clusters Score: Raw -3513614.434153 + Penalty 2006.984810 = -3511607.449343 nChanged 180 SP:Iteration 77Q (4710.509307 sec): 3 clusters Score: Raw -3513641.234854 + Penalty 2006.984810 = -3511634.250044 nChanged 189 SP:Iteration 78Q (4710.604985 sec): 3 clusters Score: Raw -3513668.346730 + Penalty 2006.984810 = -3511661.361919 nChanged 173 SP:Iteration 79Q (4710.700077 sec): 3 clusters Score: Raw -3513694.515128 + Penalty 2006.984810 = -3511687.530317 nChanged 187 SP:Iteration 80F (4710.794653 sec): 3 clusters Score: Raw -3513728.429948 + Penalty 2006.984810 = -3511721.445138 nChanged 200 SP:Iteration 81Q (4710.890438 sec): 3 clusters Score: Raw -3513767.481072 + Penalty 2006.984810 = -3511760.496262 nChanged 194 SP:Iteration 82Q (4710.977994 sec): 3 clusters Score: Raw -3513802.604080 + Penalty 2006.984810 = -3511795.619269 nChanged 177 SP:Iteration 83Q (4711.070715 sec): 3 clusters Score: Raw -3513832.667624 + Penalty 2006.984810 = -3511825.682814 nChanged 163 SP:Iteration 84Q (4711.168492 sec): 3 clusters Score: Raw -3513857.511541 + Penalty 2006.984810 = -3511850.526731 nChanged 148 SP:Iteration 85Q (4711.262860 sec): 3 clusters Score: Raw -3513879.991053 + Penalty 2006.984810 = -3511873.006243 nChanged 151 SP:Iteration 86Q (4711.360500 sec): 3 clusters Score: Raw -3513903.932459 + Penalty 2006.984810 = -3511896.947649 nChanged 132 SP:Iteration 87Q (4711.449226 sec): 3 clusters Score: Raw -3513925.937801 + Penalty 2006.984810 = -3511918.952991 nChanged 171 SP:Iteration 88Q (4711.535540 sec): 3 clusters Score: Raw -3513956.610862 + Penalty 2006.984810 = -3511949.626051 nChanged 156 SP:Iteration 89Q (4711.639787 sec): 3 clusters Score: Raw -3513983.424976 + Penalty 2006.984810 = -3511976.440165 nChanged 144 SP:Iteration 90Q (4711.735565 sec): 3 clusters Score: Raw -3514008.478485 + Penalty 2006.984810 = -3512001.493674 nChanged 134 SP:Iteration 91Q (4711.827730 sec): 3 clusters Score: Raw -3514029.405977 + Penalty 2006.984810 = -3512022.421166 nChanged 137 SP:Iteration 92Q (4711.920966 sec): 3 clusters Score: Raw -3514050.843049 + Penalty 2006.984810 = -3512043.858239 nChanged 113 SP:Iteration 93Q (4712.029572 sec): 3 clusters Score: Raw -3514067.052479 + Penalty 2006.984810 = -3512060.067668 nChanged 115 SP:Iteration 94Q (4712.125917 sec): 3 clusters Score: Raw -3514083.981340 + Penalty 2006.984810 = -3512076.996530 nChanged 111 SP:Iteration 95Q (4712.193530 sec): 3 clusters Score: Raw -3514101.761289 + Penalty 2006.984810 = -3512094.776478 nChanged 122 SP:Iteration 96Q (4712.289330 sec): 3 clusters Score: Raw -3514120.434167 + Penalty 2006.984810 = -3512113.449356 nChanged 121 SP:Iteration 97Q (4712.388248 sec): 3 clusters Score: Raw -3514140.593065 + Penalty 2006.984810 = -3512133.608255 nChanged 107 SP:Iteration 98Q (4712.474591 sec): 3 clusters Score: Raw -3514157.461744 + Penalty 2006.984810 = -3512150.476933 nChanged 112 SP:Iteration 99Q (4712.570675 sec): 3 clusters Score: Raw -3514176.641810 + Penalty 2006.984810 = -3512169.657000 nChanged 116 SP:Iteration 100F (4712.671600 sec): 3 clusters Score: Raw -3514195.420510 + Penalty 2006.984810 = -3512188.435700 nChanged 102 SP:Iteration 101Q (4712.754639 sec): 3 clusters Score: Raw -3514212.271597 + Penalty 2006.984810 = -3512205.286787 nChanged 112 SP:Iteration 102Q (4712.835810 sec): 3 clusters Score: Raw -3514231.169469 + Penalty 2006.984810 = -3512224.184659 nChanged 109 SP:Iteration 103Q (4712.934347 sec): 3 clusters Score: Raw -3514249.624987 + Penalty 2006.984810 = -3512242.640177 nChanged 89 SP:Iteration 104Q (4713.027811 sec): 3 clusters Score: Raw -3514262.989498 + Penalty 2006.984810 = -3512256.004688 nChanged 88 SP:Iteration 105Q (4713.123328 sec): 3 clusters Score: Raw -3514276.497158 + Penalty 2006.984810 = -3512269.512348 nChanged 83 SP:Iteration 106Q (4713.217812 sec): 3 clusters Score: Raw -3514290.386490 + Penalty 2006.984810 = -3512283.401679 nChanged 98 SP:Iteration 107Q (4713.278777 sec): 3 clusters Score: Raw -3514306.384937 + Penalty 2006.984810 = -3512299.400127 nChanged 100 SP:Iteration 108Q (4713.371277 sec): 3 clusters Score: Raw -3514322.043959 + Penalty 2006.984810 = -3512315.059148 nChanged 84 SP:Iteration 109Q (4713.441970 sec): 3 clusters Score: Raw -3514335.090677 + Penalty 2006.984810 = -3512328.105866 nChanged 79 SP:Iteration 110Q (4713.535419 sec): 3 clusters Score: Raw -3514347.402393 + Penalty 2006.984810 = -3512340.417583 nChanged 74 SP:Iteration 111Q (4713.622135 sec): 3 clusters Score: Raw -3514360.262326 + Penalty 2006.984810 = -3512353.277515 nChanged 88 SP:Iteration 112Q (4713.720153 sec): 3 clusters Score: Raw -3514376.337286 + Penalty 2006.984810 = -3512369.352476 nChanged 82 SP:Iteration 113Q (4713.807122 sec): 3 clusters Score: Raw -3514390.308979 + Penalty 2006.984810 = -3512383.324168 nChanged 64 SP:Iteration 114Q (4713.895989 sec): 3 clusters Score: Raw -3514399.421458 + Penalty 2006.984810 = -3512392.436648 nChanged 57 SP:Iteration 115Q (4713.985814 sec): 3 clusters Score: Raw -3514407.123485 + Penalty 2006.984810 = -3512400.138675 nChanged 51 SP:Iteration 116Q (4714.074570 sec): 3 clusters Score: Raw -3514414.236812 + Penalty 2006.984810 = -3512407.252001 nChanged 42 SP:Iteration 117Q (4714.153060 sec): 3 clusters Score: Raw -3514420.815360 + Penalty 2006.984810 = -3512413.830549 nChanged 35 SP:Iteration 118Q (4714.235841 sec): 3 clusters Score: Raw -3514425.134378 + Penalty 2006.984810 = -3512418.149568 nChanged 31 SP:Iteration 119Q (4714.325309 sec): 3 clusters Score: Raw -3514428.233197 + Penalty 2006.984810 = -3512421.248386 nChanged 29 SP:Iteration 120F (4714.422667 sec): 3 clusters Score: Raw -3514432.158813 + Penalty 2006.984810 = -3512425.174002 nChanged 37 SP:Iteration 121Q (4714.511109 sec): 3 clusters Score: Raw -3514436.570912 + Penalty 2006.984810 = -3512429.586102 nChanged 19 SP:Iteration 122Q (4714.602920 sec): 3 clusters Score: Raw -3514438.853785 + Penalty 2006.984810 = -3512431.868975 nChanged 23 SP:Iteration 123Q (4714.685331 sec): 3 clusters Score: Raw -3514441.111572 + Penalty 2006.984810 = -3512434.126762 nChanged 25 SP:Iteration 124Q (4714.772245 sec): 3 clusters Score: Raw -3514443.227488 + Penalty 2006.984810 = -3512436.242677 nChanged 21 SP:Iteration 125Q (4714.866185 sec): 3 clusters Score: Raw -3514445.142305 + Penalty 2006.984810 = -3512438.157494 nChanged 19 SP:Iteration 126Q (4714.925605 sec): 3 clusters Score: Raw -3514446.590822 + Penalty 2006.984810 = -3512439.606012 nChanged 13 SP:Iteration 127Q (4715.023829 sec): 3 clusters Score: Raw -3514447.782571 + Penalty 2006.984810 = -3512440.797761 nChanged 12 SP:Iteration 128Q (4715.112225 sec): 3 clusters Score: Raw -3514448.875328 + Penalty 2006.984810 = -3512441.890518 nChanged 6 SP:Iteration 129Q (4715.207189 sec): 3 clusters Score: Raw -3514449.556133 + Penalty 2006.984810 = -3512442.571323 nChanged 5 SP:Iteration 130Q (4715.293244 sec): 3 clusters Score: Raw -3514449.785903 + Penalty 2006.984810 = -3512442.801092 nChanged 6 SP:Iteration 131Q (4715.373593 sec): 3 clusters Score: Raw -3514450.125110 + Penalty 2006.984810 = -3512443.140300 nChanged 5 SP:Iteration 132Q (4715.467641 sec): 3 clusters Score: Raw -3514450.418187 + Penalty 2006.984810 = -3512443.433377 nChanged 5 SP:Iteration 133Q (4715.557533 sec): 3 clusters Score: Raw -3514450.850373 + Penalty 2006.984810 = -3512443.865562 nChanged 7 SP:Iteration 134Q (4715.657651 sec): 3 clusters Score: Raw -3514451.314314 + Penalty 2006.984810 = -3512444.329503 nChanged 4 SP:Iteration 135Q (4715.754331 sec): 3 clusters Score: Raw -3514451.575480 + Penalty 2006.984810 = -3512444.590670 nChanged 6 SP:Iteration 136Q (4715.843896 sec): 3 clusters Score: Raw -3514452.058980 + Penalty 2006.984810 = -3512445.074170 nChanged 9 SP:Iteration 137Q (4715.918768 sec): 3 clusters Score: Raw -3514452.878757 + Penalty 2006.984810 = -3512445.893947 nChanged 13 SP:Iteration 138Q (4716.012502 sec): 3 clusters Score: Raw -3514453.579341 + Penalty 2006.984810 = -3512446.594530 nChanged 4 SP:Iteration 139Q (4716.094423 sec): 3 clusters Score: Raw -3514453.830692 + Penalty 2006.984810 = -3512446.845882 nChanged 2 SP:Iteration 140F (4716.183721 sec): 3 clusters Score: Raw -3514454.042213 + Penalty 2006.984810 = -3512447.057403 nChanged 3 SP:Iteration 141Q (4716.272729 sec): 3 clusters Score: Raw -3514454.164227 + Penalty 2006.984810 = -3512447.179417 nChanged 1 SP:Iteration 142Q (4716.369394 sec): 3 clusters Score: Raw -3514454.222086 + Penalty 2006.984810 = -3512447.237275 nChanged 1 SP:Iteration 143Q (4716.452525 sec): 3 clusters Score: Raw -3514454.249094 + Penalty 2006.984810 = -3512447.264283 nChanged 0 SP:Iteration 144F (4716.555992 sec): 3 clusters Score: Raw -3514454.249094 + Penalty 2006.984810 = -3512447.264283 nChanged 0 Trying to split cluster 28 (1797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4716.580222 sec): 2 clusters Score: Raw -137185.989405 + Penalty 711.918019 = -136474.071386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4716.619707 sec): 3 clusters Score: Raw -136300.301569 + Penalty 1423.836038 = -134876.465531 nChanged 719 SP:Iteration 1F (4716.664462 sec): 3 clusters Score: Raw -136833.646527 + Penalty 1423.836038 = -135409.810488 nChanged 186 SP:Iteration 2F (4716.713466 sec): 3 clusters Score: Raw -137045.619913 + Penalty 1423.836038 = -135621.783874 nChanged 148 SP:Iteration 3F (4716.755102 sec): 3 clusters Score: Raw -137206.824045 + Penalty 1423.836038 = -135782.988007 nChanged 112 SP:Iteration 4F (4716.762514 sec): 3 clusters Score: Raw -137339.261614 + Penalty 1423.836038 = -135915.425576 nChanged 75 SP:Iteration 5Q (4716.769408 sec): 3 clusters Score: Raw -137445.671454 + Penalty 1423.836038 = -136021.835415 nChanged 50 SP:Iteration 6Q (4716.776251 sec): 3 clusters Score: Raw -137507.035272 + Penalty 1423.836038 = -136083.199233 nChanged 46 SP:Iteration 7Q (4716.783042 sec): 3 clusters Score: Raw -137554.138863 + Penalty 1423.836038 = -136130.302825 nChanged 38 SP:Iteration 8Q (4716.789807 sec): 3 clusters Score: Raw -137595.431743 + Penalty 1423.836038 = -136171.595705 nChanged 38 SP:Iteration 9Q (4716.796554 sec): 3 clusters Score: Raw -137632.240168 + Penalty 1423.836038 = -136208.404129 nChanged 26 SP:Iteration 10Q (4716.803334 sec): 3 clusters Score: Raw -137651.643782 + Penalty 1423.836038 = -136227.807744 nChanged 19 SP:Iteration 11Q (4716.810109 sec): 3 clusters Score: Raw -137664.152121 + Penalty 1423.836038 = -136240.316083 nChanged 12 SP:Iteration 12Q (4716.816867 sec): 3 clusters Score: Raw -137672.411583 + Penalty 1423.836038 = -136248.575545 nChanged 7 SP:Iteration 13Q (4716.823636 sec): 3 clusters Score: Raw -137678.513474 + Penalty 1423.836038 = -136254.677436 nChanged 11 SP:Iteration 14Q (4716.830315 sec): 3 clusters Score: Raw -137686.176161 + Penalty 1423.836038 = -136262.340122 nChanged 4 SP:Iteration 15Q (4716.837094 sec): 3 clusters Score: Raw -137691.519765 + Penalty 1423.836038 = -136267.683726 nChanged 4 SP:Iteration 16Q (4716.843756 sec): 3 clusters Score: Raw -137693.794718 + Penalty 1423.836038 = -136269.958680 nChanged 3 SP:Iteration 17Q (4716.850464 sec): 3 clusters Score: Raw -137695.124173 + Penalty 1423.836038 = -136271.288135 nChanged 5 SP:Iteration 18Q (4716.857211 sec): 3 clusters Score: Raw -137700.200447 + Penalty 1423.836038 = -136276.364408 nChanged 6 SP:Iteration 19Q (4716.863947 sec): 3 clusters Score: Raw -137708.524348 + Penalty 1423.836038 = -136284.688309 nChanged 11 SP:Iteration 20F (4716.873720 sec): 3 clusters Score: Raw -137725.738652 + Penalty 1423.836038 = -136301.902613 nChanged 11 SP:Iteration 21Q (4716.880431 sec): 3 clusters Score: Raw -137734.411042 + Penalty 1423.836038 = -136310.575003 nChanged 8 SP:Iteration 22Q (4716.904279 sec): 3 clusters Score: Raw -137743.148909 + Penalty 1423.836038 = -136319.312871 nChanged 8 SP:Iteration 23Q (4716.944685 sec): 3 clusters Score: Raw -137754.448266 + Penalty 1423.836038 = -136330.612228 nChanged 4 SP:Iteration 24Q (4716.989228 sec): 3 clusters Score: Raw -137758.320709 + Penalty 1423.836038 = -136334.484670 nChanged 3 SP:Iteration 25Q (4717.040468 sec): 3 clusters Score: Raw -137759.622883 + Penalty 1423.836038 = -136335.786844 nChanged 2 SP:Iteration 26Q (4717.088301 sec): 3 clusters Score: Raw -137762.176831 + Penalty 1423.836038 = -136338.340793 nChanged 4 SP:Iteration 27Q (4717.137965 sec): 3 clusters Score: Raw -137765.586940 + Penalty 1423.836038 = -136341.750901 nChanged 7 SP:Iteration 28Q (4717.174037 sec): 3 clusters Score: Raw -137779.795823 + Penalty 1423.836038 = -136355.959784 nChanged 10 SP:Iteration 29Q (4717.221778 sec): 3 clusters Score: Raw -137800.187207 + Penalty 1423.836038 = -136376.351168 nChanged 8 SP:Iteration 30Q (4717.262474 sec): 3 clusters Score: Raw -137811.360001 + Penalty 1423.836038 = -136387.523962 nChanged 2 SP:Iteration 31Q (4717.309847 sec): 3 clusters Score: Raw -137812.517497 + Penalty 1423.836038 = -136388.681458 nChanged 2 SP:Iteration 32Q (4717.355948 sec): 3 clusters Score: Raw -137813.683789 + Penalty 1423.836038 = -136389.847751 nChanged 3 SP:Iteration 33Q (4717.406204 sec): 3 clusters Score: Raw -137817.372245 + Penalty 1423.836038 = -136393.536207 nChanged 2 SP:Iteration 34Q (4717.456305 sec): 3 clusters Score: Raw -137818.766386 + Penalty 1423.836038 = -136394.930347 nChanged 1 SP:Iteration 35Q (4717.498435 sec): 3 clusters Score: Raw -137819.611058 + Penalty 1423.836038 = -136395.775020 nChanged 0 SP:Iteration 36F (4717.548873 sec): 3 clusters Score: Raw -137819.611058 + Penalty 1423.836038 = -136395.775020 nChanged 0 Trying to split cluster 29 (1735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4717.568884 sec): 2 clusters Score: Raw -147800.090790 + Penalty 708.582456 = -147091.508334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4717.619675 sec): 3 clusters Score: Raw -147072.426642 + Penalty 1417.164912 = -145655.261730 nChanged 692 SP:Iteration 1F (4717.670954 sec): 3 clusters Score: Raw -147790.001533 + Penalty 1417.164912 = -146372.836622 nChanged 215 SP:Iteration 2F (4717.718720 sec): 3 clusters Score: Raw -148072.400253 + Penalty 1417.164912 = -146655.235341 nChanged 131 SP:Iteration 3F (4717.760808 sec): 3 clusters Score: Raw -148213.901791 + Penalty 1417.164912 = -146796.736879 nChanged 77 SP:Iteration 4Q (4717.801068 sec): 3 clusters Score: Raw -148299.297036 + Penalty 1417.164912 = -146882.132124 nChanged 44 SP:Iteration 5Q (4717.850850 sec): 3 clusters Score: Raw -148332.003896 + Penalty 1417.164912 = -146914.838984 nChanged 23 SP:Iteration 6Q (4717.896769 sec): 3 clusters Score: Raw -148349.998975 + Penalty 1417.164912 = -146932.834064 nChanged 14 SP:Iteration 7Q (4717.960287 sec): 3 clusters Score: Raw -148358.838468 + Penalty 1417.164912 = -146941.673556 nChanged 11 SP:Iteration 8Q (4717.989880 sec): 3 clusters Score: Raw -148363.191201 + Penalty 1417.164912 = -146946.026290 nChanged 7 SP:Iteration 9Q (4718.041275 sec): 3 clusters Score: Raw -148366.002281 + Penalty 1417.164912 = -146948.837369 nChanged 5 SP:Iteration 10Q (4718.090781 sec): 3 clusters Score: Raw -148367.986574 + Penalty 1417.164912 = -146950.821662 nChanged 2 SP:Iteration 11Q (4718.130224 sec): 3 clusters Score: Raw -148368.715788 + Penalty 1417.164912 = -146951.550877 nChanged 0 SP:Iteration 12F (4718.180434 sec): 3 clusters Score: Raw -148368.715788 + Penalty 1417.164912 = -146951.550877 nChanged 0 Trying to split cluster 30 (155817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4718.350971 sec): 2 clusters Score: Raw -13893814.169335 + Penalty 1135.861564 = -13892678.307771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4718.595237 sec): 3 clusters Score: Raw -13789786.280051 + Penalty 2271.723129 = -13787514.556922 nChanged 75872 SP:Iteration 1F (4718.822458 sec): 3 clusters Score: Raw -13837259.131827 + Penalty 2271.723129 = -13834987.408698 nChanged 7818 SP:Iteration 2F (4719.049919 sec): 3 clusters Score: Raw -13840818.109430 + Penalty 2271.723129 = -13838546.386301 nChanged 9279 SP:Iteration 3F (4719.285036 sec): 3 clusters Score: Raw -13846279.404430 + Penalty 2271.723129 = -13844007.681301 nChanged 10755 SP:Iteration 4F (4719.520890 sec): 3 clusters Score: Raw -13854214.221267 + Penalty 2271.723129 = -13851942.498138 nChanged 11338 SP:Iteration 5F (4719.743024 sec): 3 clusters Score: Raw -13863954.927388 + Penalty 2271.723129 = -13861683.204259 nChanged 10175 SP:Iteration 6F (4719.979994 sec): 3 clusters Score: Raw -13873116.930429 + Penalty 2271.723129 = -13870845.207300 nChanged 7665 SP:Iteration 7Q (4720.226065 sec): 3 clusters Score: Raw -13880001.852638 + Penalty 2271.723129 = -13877730.129509 nChanged 5373 SP:Iteration 8Q (4720.456924 sec): 3 clusters Score: Raw -13884501.152504 + Penalty 2271.723129 = -13882229.429375 nChanged 3778 SP:Iteration 9Q (4720.699441 sec): 3 clusters Score: Raw -13887322.510534 + Penalty 2271.723129 = -13885050.787405 nChanged 2760 SP:Iteration 10Q (4720.940206 sec): 3 clusters Score: Raw -13889211.898200 + Penalty 2271.723129 = -13886940.175071 nChanged 2207 SP:Iteration 11Q (4721.167506 sec): 3 clusters Score: Raw -13890665.587953 + Penalty 2271.723129 = -13888393.864824 nChanged 1699 SP:Iteration 12Q (4721.389937 sec): 3 clusters Score: Raw -13891731.441435 + Penalty 2271.723129 = -13889459.718306 nChanged 1265 SP:Iteration 13Q (4721.609929 sec): 3 clusters Score: Raw -13892488.201173 + Penalty 2271.723129 = -13890216.478044 nChanged 957 SP:Iteration 14Q (4721.810658 sec): 3 clusters Score: Raw -13893032.321859 + Penalty 2271.723129 = -13890760.598730 nChanged 663 SP:Iteration 15Q (4721.990460 sec): 3 clusters Score: Raw -13893402.806548 + Penalty 2271.723129 = -13891131.083419 nChanged 452 SP:Iteration 16Q (4722.196439 sec): 3 clusters Score: Raw -13893645.273372 + Penalty 2271.723129 = -13891373.550243 nChanged 296 SP:Iteration 17Q (4722.400968 sec): 3 clusters Score: Raw -13893788.434307 + Penalty 2271.723129 = -13891516.711178 nChanged 213 SP:Iteration 18Q (4722.616010 sec): 3 clusters Score: Raw -13893887.744198 + Penalty 2271.723129 = -13891616.021069 nChanged 157 SP:Iteration 19Q (4722.807388 sec): 3 clusters Score: Raw -13893951.884068 + Penalty 2271.723129 = -13891680.160939 nChanged 113 SP:Iteration 20F (4723.048847 sec): 3 clusters Score: Raw -13893992.477948 + Penalty 2271.723129 = -13891720.754819 nChanged 74 SP:Iteration 21Q (4723.246089 sec): 3 clusters Score: Raw -13894021.697292 + Penalty 2271.723129 = -13891749.974163 nChanged 58 SP:Iteration 22Q (4723.449886 sec): 3 clusters Score: Raw -13894045.561931 + Penalty 2271.723129 = -13891773.838802 nChanged 54 SP:Iteration 23Q (4723.610146 sec): 3 clusters Score: Raw -13894066.819636 + Penalty 2271.723129 = -13891795.096507 nChanged 46 SP:Iteration 24Q (4723.832506 sec): 3 clusters Score: Raw -13894084.852148 + Penalty 2271.723129 = -13891813.129019 nChanged 35 SP:Iteration 25Q (4724.041171 sec): 3 clusters Score: Raw -13894098.301475 + Penalty 2271.723129 = -13891826.578346 nChanged 30 SP:Iteration 26Q (4724.247533 sec): 3 clusters Score: Raw -13894108.332979 + Penalty 2271.723129 = -13891836.609850 nChanged 24 SP:Iteration 27Q (4724.458396 sec): 3 clusters Score: Raw -13894114.615818 + Penalty 2271.723129 = -13891842.892689 nChanged 20 SP:Iteration 28Q (4724.659553 sec): 3 clusters Score: Raw -13894120.663284 + Penalty 2271.723129 = -13891848.940155 nChanged 16 SP:Iteration 29Q (4724.870502 sec): 3 clusters Score: Raw -13894125.498943 + Penalty 2271.723129 = -13891853.775814 nChanged 16 SP:Iteration 30Q (4725.072709 sec): 3 clusters Score: Raw -13894129.092806 + Penalty 2271.723129 = -13891857.369677 nChanged 10 SP:Iteration 31Q (4725.265529 sec): 3 clusters Score: Raw -13894130.982025 + Penalty 2271.723129 = -13891859.258896 nChanged 5 SP:Iteration 32Q (4725.467135 sec): 3 clusters Score: Raw -13894132.800439 + Penalty 2271.723129 = -13891861.077310 nChanged 10 SP:Iteration 33Q (4725.674459 sec): 3 clusters Score: Raw -13894135.187716 + Penalty 2271.723129 = -13891863.464587 nChanged 7 SP:Iteration 34Q (4725.872883 sec): 3 clusters Score: Raw -13894136.986368 + Penalty 2271.723129 = -13891865.263239 nChanged 11 SP:Iteration 35Q (4726.082256 sec): 3 clusters Score: Raw -13894140.000317 + Penalty 2271.723129 = -13891868.277188 nChanged 11 SP:Iteration 36Q (4726.289858 sec): 3 clusters Score: Raw -13894143.167107 + Penalty 2271.723129 = -13891871.443978 nChanged 11 SP:Iteration 37Q (4726.487787 sec): 3 clusters Score: Raw -13894146.456942 + Penalty 2271.723129 = -13891874.733813 nChanged 9 SP:Iteration 38Q (4726.686324 sec): 3 clusters Score: Raw -13894149.358929 + Penalty 2271.723129 = -13891877.635800 nChanged 10 SP:Iteration 39Q (4726.870762 sec): 3 clusters Score: Raw -13894152.912776 + Penalty 2271.723129 = -13891881.189647 nChanged 11 SP:Iteration 40F (4727.092931 sec): 3 clusters Score: Raw -13894156.398446 + Penalty 2271.723129 = -13891884.675317 nChanged 6 SP:Iteration 41Q (4727.283531 sec): 3 clusters Score: Raw -13894158.858827 + Penalty 2271.723129 = -13891887.135699 nChanged 7 SP:Iteration 42Q (4727.452388 sec): 3 clusters Score: Raw -13894160.281310 + Penalty 2271.723129 = -13891888.558181 nChanged 6 SP:Iteration 43Q (4727.658144 sec): 3 clusters Score: Raw -13894162.164649 + Penalty 2271.723129 = -13891890.441520 nChanged 6 SP:Iteration 44Q (4727.865836 sec): 3 clusters Score: Raw -13894163.519148 + Penalty 2271.723129 = -13891891.796019 nChanged 3 SP:Iteration 45Q (4728.070053 sec): 3 clusters Score: Raw -13894164.569045 + Penalty 2271.723129 = -13891892.845916 nChanged 3 SP:Iteration 46Q (4728.274491 sec): 3 clusters Score: Raw -13894165.364371 + Penalty 2271.723129 = -13891893.641242 nChanged 1 SP:Iteration 47Q (4728.478391 sec): 3 clusters Score: Raw -13894165.539330 + Penalty 2271.723129 = -13891893.816201 nChanged 2 SP:Iteration 48Q (4728.685523 sec): 3 clusters Score: Raw -13894165.654215 + Penalty 2271.723129 = -13891893.931086 nChanged 1 SP:Iteration 49Q (4728.875434 sec): 3 clusters Score: Raw -13894165.713623 + Penalty 2271.723129 = -13891893.990494 nChanged 0 SP:Iteration 50F (4729.111909 sec): 3 clusters Score: Raw -13894165.713623 + Penalty 2271.723129 = -13891893.990494 nChanged 0 Trying to split cluster 31 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4729.148955 sec): 2 clusters Score: Raw -13422.063320 + Penalty 525.295763 = -12896.767557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4729.191840 sec): 3 clusters Score: Raw -13470.780081 + Penalty 1050.591527 = -12420.188554 nChanged 58 SP:Iteration 1F (4729.226119 sec): 3 clusters Score: Raw -13618.855955 + Penalty 1050.591527 = -12568.264428 nChanged 18 SP:Iteration 2F (4729.269544 sec): 3 clusters Score: Raw -13664.120069 + Penalty 1050.591527 = -12613.528543 nChanged 8 SP:Iteration 3Q (4729.312266 sec): 3 clusters Score: Raw -13685.205352 + Penalty 1050.591527 = -12634.613825 nChanged 5 SP:Iteration 4Q (4729.361344 sec): 3 clusters Score: Raw -13697.409556 + Penalty 1050.591527 = -12646.818029 nChanged 4 SP:Iteration 5Q (4729.410617 sec): 3 clusters Score: Raw -13718.606426 + Penalty 1050.591527 = -12668.014899 nChanged 7 SP:Iteration 6Q (4729.459668 sec): 3 clusters Score: Raw -13738.140746 + Penalty 1050.591527 = -12687.549219 nChanged 3 SP:Iteration 7Q (4729.500849 sec): 3 clusters Score: Raw -13750.774628 + Penalty 1050.591527 = -12700.183101 nChanged 2 SP:Iteration 8Q (4729.546160 sec): 3 clusters Score: Raw -13759.036250 + Penalty 1050.591527 = -12708.444724 nChanged 0 SP:Iteration 9F (4729.596572 sec): 3 clusters Score: Raw -13759.036250 + Penalty 1050.591527 = -12708.444724 nChanged 0 Trying to split cluster 32 (3606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4729.634978 sec): 2 clusters Score: Raw -306925.576664 + Penalty 778.083668 = -306147.492995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4729.675567 sec): 3 clusters Score: Raw -305046.740078 + Penalty 1556.167337 = -303490.572741 nChanged 1498 SP:Iteration 1F (4729.724623 sec): 3 clusters Score: Raw -305894.510249 + Penalty 1556.167337 = -304338.342913 nChanged 274 SP:Iteration 2F (4729.774791 sec): 3 clusters Score: Raw -306063.760190 + Penalty 1556.167337 = -304507.592854 nChanged 224 SP:Iteration 3F (4729.827802 sec): 3 clusters Score: Raw -306214.545577 + Penalty 1556.167337 = -304658.378241 nChanged 211 SP:Iteration 4F (4729.882768 sec): 3 clusters Score: Raw -306365.846665 + Penalty 1556.167337 = -304809.679329 nChanged 187 SP:Iteration 5F (4729.936640 sec): 3 clusters Score: Raw -306495.046123 + Penalty 1556.167337 = -304938.878786 nChanged 175 SP:Iteration 6Q (4729.988630 sec): 3 clusters Score: Raw -306613.956320 + Penalty 1556.167337 = -305057.788983 nChanged 163 SP:Iteration 7Q (4730.041273 sec): 3 clusters Score: Raw -306725.435120 + Penalty 1556.167337 = -305169.267783 nChanged 140 SP:Iteration 8Q (4730.094467 sec): 3 clusters Score: Raw -306823.758184 + Penalty 1556.167337 = -305267.590847 nChanged 109 SP:Iteration 9Q (4730.144034 sec): 3 clusters Score: Raw -306897.020033 + Penalty 1556.167337 = -305340.852697 nChanged 94 SP:Iteration 10Q (4730.196186 sec): 3 clusters Score: Raw -306958.770348 + Penalty 1556.167337 = -305402.603012 nChanged 89 SP:Iteration 11Q (4730.248401 sec): 3 clusters Score: Raw -307005.840821 + Penalty 1556.167337 = -305449.673484 nChanged 75 SP:Iteration 12Q (4730.301231 sec): 3 clusters Score: Raw -307045.372466 + Penalty 1556.167337 = -305489.205129 nChanged 64 SP:Iteration 13Q (4730.342297 sec): 3 clusters Score: Raw -307086.863675 + Penalty 1556.167337 = -305530.696339 nChanged 58 SP:Iteration 14Q (4730.395141 sec): 3 clusters Score: Raw -307113.387300 + Penalty 1556.167337 = -305557.219963 nChanged 47 SP:Iteration 15Q (4730.448190 sec): 3 clusters Score: Raw -307140.360477 + Penalty 1556.167337 = -305584.193140 nChanged 38 SP:Iteration 16Q (4730.504951 sec): 3 clusters Score: Raw -307159.446895 + Penalty 1556.167337 = -305603.279559 nChanged 35 SP:Iteration 17Q (4730.546726 sec): 3 clusters Score: Raw -307181.502538 + Penalty 1556.167337 = -305625.335202 nChanged 34 SP:Iteration 18Q (4730.596383 sec): 3 clusters Score: Raw -307200.494179 + Penalty 1556.167337 = -305644.326842 nChanged 28 SP:Iteration 19Q (4730.638088 sec): 3 clusters Score: Raw -307217.772273 + Penalty 1556.167337 = -305661.604936 nChanged 22 SP:Iteration 20F (4730.690117 sec): 3 clusters Score: Raw -307228.795448 + Penalty 1556.167337 = -305672.628111 nChanged 21 SP:Iteration 21Q (4730.742004 sec): 3 clusters Score: Raw -307236.430173 + Penalty 1556.167337 = -305680.262837 nChanged 18 SP:Iteration 22Q (4730.793700 sec): 3 clusters Score: Raw -307242.912972 + Penalty 1556.167337 = -305686.745635 nChanged 12 SP:Iteration 23Q (4730.845327 sec): 3 clusters Score: Raw -307249.154163 + Penalty 1556.167337 = -305692.986826 nChanged 18 SP:Iteration 24Q (4730.897262 sec): 3 clusters Score: Raw -307257.695508 + Penalty 1556.167337 = -305701.528171 nChanged 12 SP:Iteration 25Q (4730.960748 sec): 3 clusters Score: Raw -307262.125447 + Penalty 1556.167337 = -305705.958111 nChanged 13 SP:Iteration 26Q (4730.994092 sec): 3 clusters Score: Raw -307268.660237 + Penalty 1556.167337 = -305712.492900 nChanged 12 SP:Iteration 27Q (4731.047112 sec): 3 clusters Score: Raw -307274.071555 + Penalty 1556.167337 = -305717.904218 nChanged 9 SP:Iteration 28Q (4731.100212 sec): 3 clusters Score: Raw -307277.378675 + Penalty 1556.167337 = -305721.211339 nChanged 9 SP:Iteration 29Q (4731.152320 sec): 3 clusters Score: Raw -307279.423894 + Penalty 1556.167337 = -305723.256557 nChanged 8 SP:Iteration 30Q (4731.204473 sec): 3 clusters Score: Raw -307281.755158 + Penalty 1556.167337 = -305725.587822 nChanged 7 SP:Iteration 31Q (4731.257811 sec): 3 clusters Score: Raw -307283.562938 + Penalty 1556.167337 = -305727.395601 nChanged 9 SP:Iteration 32Q (4731.308405 sec): 3 clusters Score: Raw -307285.338584 + Penalty 1556.167337 = -305729.171247 nChanged 7 SP:Iteration 33Q (4731.360245 sec): 3 clusters Score: Raw -307286.990579 + Penalty 1556.167337 = -305730.823242 nChanged 1 SP:Iteration 34Q (4731.420899 sec): 3 clusters Score: Raw -307287.133353 + Penalty 1556.167337 = -305730.966016 nChanged 1 SP:Iteration 35Q (4731.470073 sec): 3 clusters Score: Raw -307287.280511 + Penalty 1556.167337 = -305731.113175 nChanged 0 SP:Iteration 36F (4731.503750 sec): 3 clusters Score: Raw -307287.280511 + Penalty 1556.167337 = -305731.113175 nChanged 0 Trying to split cluster 33 (1483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4731.528152 sec): 2 clusters Score: Raw -116441.560845 + Penalty 693.673123 = -115747.887722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4731.572338 sec): 3 clusters Score: Raw -115791.834606 + Penalty 1387.346245 = -114404.488361 nChanged 568 SP:Iteration 1F (4731.613153 sec): 3 clusters Score: Raw -116216.635979 + Penalty 1387.346245 = -114829.289734 nChanged 143 SP:Iteration 2F (4731.619273 sec): 3 clusters Score: Raw -116377.247482 + Penalty 1387.346245 = -114989.901237 nChanged 106 SP:Iteration 3F (4731.625031 sec): 3 clusters Score: Raw -116470.252338 + Penalty 1387.346245 = -115082.906093 nChanged 59 SP:Iteration 4Q (4731.630760 sec): 3 clusters Score: Raw -116547.422376 + Penalty 1387.346245 = -115160.076131 nChanged 53 SP:Iteration 5Q (4731.636380 sec): 3 clusters Score: Raw -116621.189010 + Penalty 1387.346245 = -115233.842765 nChanged 47 SP:Iteration 6Q (4731.642007 sec): 3 clusters Score: Raw -116685.984959 + Penalty 1387.346245 = -115298.638714 nChanged 32 SP:Iteration 7Q (4731.647593 sec): 3 clusters Score: Raw -116714.819665 + Penalty 1387.346245 = -115327.473420 nChanged 21 SP:Iteration 8Q (4731.655086 sec): 3 clusters Score: Raw -116736.377099 + Penalty 1387.346245 = -115349.030854 nChanged 13 SP:Iteration 9Q (4731.661115 sec): 3 clusters Score: Raw -116750.427527 + Penalty 1387.346245 = -115363.081282 nChanged 19 SP:Iteration 10Q (4731.679214 sec): 3 clusters Score: Raw -116771.138732 + Penalty 1387.346245 = -115383.792487 nChanged 25 SP:Iteration 11Q (4731.685168 sec): 3 clusters Score: Raw -116789.357513 + Penalty 1387.346245 = -115402.011268 nChanged 24 SP:Iteration 12Q (4731.690727 sec): 3 clusters Score: Raw -116821.882007 + Penalty 1387.346245 = -115434.535762 nChanged 34 SP:Iteration 13Q (4731.696256 sec): 3 clusters Score: Raw -116857.750474 + Penalty 1387.346245 = -115470.404229 nChanged 30 SP:Iteration 14Q (4731.701779 sec): 3 clusters Score: Raw -116896.642359 + Penalty 1387.346245 = -115509.296114 nChanged 35 SP:Iteration 15Q (4731.707295 sec): 3 clusters Score: Raw -116924.526416 + Penalty 1387.346245 = -115537.180171 nChanged 22 SP:Iteration 16Q (4731.712860 sec): 3 clusters Score: Raw -116938.388500 + Penalty 1387.346245 = -115551.042255 nChanged 12 SP:Iteration 17Q (4731.718392 sec): 3 clusters Score: Raw -116943.794376 + Penalty 1387.346245 = -115556.448131 nChanged 7 SP:Iteration 18Q (4731.723838 sec): 3 clusters Score: Raw -116950.069336 + Penalty 1387.346245 = -115562.723091 nChanged 8 SP:Iteration 19Q (4731.729362 sec): 3 clusters Score: Raw -116953.442014 + Penalty 1387.346245 = -115566.095769 nChanged 4 SP:Iteration 20F (4731.735060 sec): 3 clusters Score: Raw -116956.073526 + Penalty 1387.346245 = -115568.727281 nChanged 5 SP:Iteration 21Q (4731.740575 sec): 3 clusters Score: Raw -116962.037483 + Penalty 1387.346245 = -115574.691238 nChanged 4 SP:Iteration 22Q (4731.746135 sec): 3 clusters Score: Raw -116964.063705 + Penalty 1387.346245 = -115576.717460 nChanged 4 SP:Iteration 23Q (4731.751651 sec): 3 clusters Score: Raw -116966.021431 + Penalty 1387.346245 = -115578.675186 nChanged 2 SP:Iteration 24Q (4731.757165 sec): 3 clusters Score: Raw -116966.794772 + Penalty 1387.346245 = -115579.448527 nChanged 1 SP:Iteration 25Q (4731.762668 sec): 3 clusters Score: Raw -116967.085742 + Penalty 1387.346245 = -115579.739497 nChanged 0 SP:Iteration 26F (4731.768379 sec): 3 clusters Score: Raw -116967.085742 + Penalty 1387.346245 = -115579.739497 nChanged 0 Trying to split cluster 34 (75263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4731.880332 sec): 2 clusters Score: Raw -6742598.130010 + Penalty 1066.730673 = -6741531.399338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4732.028668 sec): 3 clusters Score: Raw -6693141.018654 + Penalty 2133.461346 = -6691007.557308 nChanged 36034 SP:Iteration 1F (4732.166377 sec): 3 clusters Score: Raw -6714523.618676 + Penalty 2133.461346 = -6712390.157331 nChanged 3225 SP:Iteration 2Q (4732.327601 sec): 3 clusters Score: Raw -6715844.813788 + Penalty 2133.461346 = -6713711.352442 nChanged 3796 SP:Iteration 3F (4732.472107 sec): 3 clusters Score: Raw -6717822.030158 + Penalty 2133.461346 = -6715688.568813 nChanged 4425 SP:Iteration 4F (4732.617953 sec): 3 clusters Score: Raw -6720716.130154 + Penalty 2133.461346 = -6718582.668808 nChanged 4841 SP:Iteration 5F (4732.755314 sec): 3 clusters Score: Raw -6724495.630014 + Penalty 2133.461346 = -6722362.168668 nChanged 4795 SP:Iteration 6F (4732.909534 sec): 3 clusters Score: Raw -6728457.372096 + Penalty 2133.461346 = -6726323.910750 nChanged 4330 SP:Iteration 7F (4733.067068 sec): 3 clusters Score: Raw -6731744.494940 + Penalty 2133.461346 = -6729611.033594 nChanged 3408 SP:Iteration 8Q (4733.214236 sec): 3 clusters Score: Raw -6734053.781735 + Penalty 2133.461346 = -6731920.320389 nChanged 2786 SP:Iteration 9Q (4733.350944 sec): 3 clusters Score: Raw -6735805.794754 + Penalty 2133.461346 = -6733672.333408 nChanged 2243 SP:Iteration 10Q (4733.495606 sec): 3 clusters Score: Raw -6737164.593977 + Penalty 2133.461346 = -6735031.132631 nChanged 1952 SP:Iteration 11Q (4733.635996 sec): 3 clusters Score: Raw -6738312.761305 + Penalty 2133.461346 = -6736179.299960 nChanged 1630 SP:Iteration 12Q (4733.781071 sec): 3 clusters Score: Raw -6739245.366184 + Penalty 2133.461346 = -6737111.904839 nChanged 1437 SP:Iteration 13Q (4733.903906 sec): 3 clusters Score: Raw -6740105.000411 + Penalty 2133.461346 = -6737971.539065 nChanged 1272 SP:Iteration 14Q (4734.027102 sec): 3 clusters Score: Raw -6740890.476028 + Penalty 2133.461346 = -6738757.014682 nChanged 1023 SP:Iteration 15Q (4734.156951 sec): 3 clusters Score: Raw -6741537.263418 + Penalty 2133.461346 = -6739403.802073 nChanged 758 SP:Iteration 16Q (4734.291447 sec): 3 clusters Score: Raw -6741990.373673 + Penalty 2133.461346 = -6739856.912327 nChanged 542 SP:Iteration 17Q (4734.416952 sec): 3 clusters Score: Raw -6742299.173687 + Penalty 2133.461346 = -6740165.712341 nChanged 351 SP:Iteration 18Q (4734.538283 sec): 3 clusters Score: Raw -6742496.195861 + Penalty 2133.461346 = -6740362.734516 nChanged 257 SP:Iteration 19Q (4734.651740 sec): 3 clusters Score: Raw -6742636.506896 + Penalty 2133.461346 = -6740503.045550 nChanged 162 SP:Iteration 20F (4734.787540 sec): 3 clusters Score: Raw -6742737.670268 + Penalty 2133.461346 = -6740604.208922 nChanged 118 SP:Iteration 21Q (4734.907995 sec): 3 clusters Score: Raw -6742809.588409 + Penalty 2133.461346 = -6740676.127063 nChanged 88 SP:Iteration 22Q (4735.030207 sec): 3 clusters Score: Raw -6742868.196273 + Penalty 2133.461346 = -6740734.734927 nChanged 62 SP:Iteration 23Q (4735.147930 sec): 3 clusters Score: Raw -6742900.221923 + Penalty 2133.461346 = -6740766.760577 nChanged 39 SP:Iteration 24Q (4735.267166 sec): 3 clusters Score: Raw -6742919.384053 + Penalty 2133.461346 = -6740785.922707 nChanged 27 SP:Iteration 25Q (4735.391648 sec): 3 clusters Score: Raw -6742932.576766 + Penalty 2133.461346 = -6740799.115420 nChanged 18 SP:Iteration 26Q (4735.510676 sec): 3 clusters Score: Raw -6742939.209695 + Penalty 2133.461346 = -6740805.748349 nChanged 19 SP:Iteration 27Q (4735.634230 sec): 3 clusters Score: Raw -6742948.690591 + Penalty 2133.461346 = -6740815.229245 nChanged 14 SP:Iteration 28Q (4735.758142 sec): 3 clusters Score: Raw -6742954.941416 + Penalty 2133.461346 = -6740821.480070 nChanged 14 SP:Iteration 29Q (4735.880888 sec): 3 clusters Score: Raw -6742962.600325 + Penalty 2133.461346 = -6740829.138979 nChanged 18 SP:Iteration 30Q (4736.001945 sec): 3 clusters Score: Raw -6742969.768981 + Penalty 2133.461346 = -6740836.307636 nChanged 13 SP:Iteration 31Q (4736.103318 sec): 3 clusters Score: Raw -6742977.060721 + Penalty 2133.461346 = -6740843.599375 nChanged 8 SP:Iteration 32Q (4736.222054 sec): 3 clusters Score: Raw -6742979.649469 + Penalty 2133.461346 = -6740846.188123 nChanged 11 SP:Iteration 33Q (4736.347007 sec): 3 clusters Score: Raw -6742984.211379 + Penalty 2133.461346 = -6740850.750034 nChanged 11 SP:Iteration 34Q (4736.465275 sec): 3 clusters Score: Raw -6742987.622360 + Penalty 2133.461346 = -6740854.161014 nChanged 10 SP:Iteration 35Q (4736.599544 sec): 3 clusters Score: Raw -6742990.946121 + Penalty 2133.461346 = -6740857.484775 nChanged 13 SP:Iteration 36Q (4736.719686 sec): 3 clusters Score: Raw -6742994.660648 + Penalty 2133.461346 = -6740861.199303 nChanged 5 SP:Iteration 37Q (4736.846716 sec): 3 clusters Score: Raw -6742995.702843 + Penalty 2133.461346 = -6740862.241497 nChanged 4 SP:Iteration 38Q (4736.960722 sec): 3 clusters Score: Raw -6742996.831695 + Penalty 2133.461346 = -6740863.370349 nChanged 2 SP:Iteration 39Q (4737.090296 sec): 3 clusters Score: Raw -6742998.076009 + Penalty 2133.461346 = -6740864.614664 nChanged 2 SP:Iteration 40F (4737.227668 sec): 3 clusters Score: Raw -6742998.627005 + Penalty 2133.461346 = -6740865.165660 nChanged 2 SP:Iteration 41Q (4737.347101 sec): 3 clusters Score: Raw -6742999.282781 + Penalty 2133.461346 = -6740865.821435 nChanged 5 SP:Iteration 42Q (4737.464926 sec): 3 clusters Score: Raw -6743001.405595 + Penalty 2133.461346 = -6740867.944249 nChanged 3 SP:Iteration 43Q (4737.585499 sec): 3 clusters Score: Raw -6743001.927911 + Penalty 2133.461346 = -6740868.466565 nChanged 1 SP:Iteration 44Q (4737.698837 sec): 3 clusters Score: Raw -6743002.078568 + Penalty 2133.461346 = -6740868.617222 nChanged 0 SP:Iteration 45F (4737.837691 sec): 3 clusters Score: Raw -6743002.078568 + Penalty 2133.461346 = -6740868.617222 nChanged 0 Trying to split cluster 35 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4737.856696 sec): 2 clusters Score: Raw -17139.305088 + Penalty 528.629439 = -16610.675650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4737.905557 sec): 3 clusters Score: Raw -17176.373739 + Penalty 1057.258877 = -16119.114862 nChanged 74 SP:Iteration 1F (4737.945526 sec): 3 clusters Score: Raw -17259.312831 + Penalty 1057.258877 = -16202.053954 nChanged 22 SP:Iteration 2F (4737.994493 sec): 3 clusters Score: Raw -17312.007490 + Penalty 1057.258877 = -16254.748613 nChanged 13 SP:Iteration 3Q (4738.043780 sec): 3 clusters Score: Raw -17337.669410 + Penalty 1057.258877 = -16280.410532 nChanged 15 SP:Iteration 4F (4738.088939 sec): 3 clusters Score: Raw -17362.416495 + Penalty 1057.258877 = -16305.157618 nChanged 9 SP:Iteration 5Q (4738.137733 sec): 3 clusters Score: Raw -17387.836605 + Penalty 1057.258877 = -16330.577728 nChanged 8 SP:Iteration 6Q (4738.186569 sec): 3 clusters Score: Raw -17409.040883 + Penalty 1057.258877 = -16351.782005 nChanged 10 SP:Iteration 7Q (4738.235470 sec): 3 clusters Score: Raw -17428.704360 + Penalty 1057.258877 = -16371.445482 nChanged 8 SP:Iteration 8Q (4738.281160 sec): 3 clusters Score: Raw -17449.513745 + Penalty 1057.258877 = -16392.254868 nChanged 6 SP:Iteration 9Q (4738.329970 sec): 3 clusters Score: Raw -17490.462816 + Penalty 1057.258877 = -16433.203938 nChanged 3 SP:Iteration 10Q (4738.377350 sec): 3 clusters Score: Raw -17503.761739 + Penalty 1057.258877 = -16446.502862 nChanged 1 SP:Iteration 11Q (4738.424510 sec): 3 clusters Score: Raw -17504.385681 + Penalty 1057.258877 = -16447.126804 nChanged 0 SP:Iteration 12F (4738.485640 sec): 3 clusters Score: Raw -17504.385681 + Penalty 1057.258877 = -16447.126804 nChanged 0 Iteration 99Q (4743.294703 sec): 37 clusters Score: Raw -45225045.876995 + Penalty 45091.929260 = -45179953.947735 nChanged 1311 Iteration 100F (4753.029851 sec): 37 clusters Score: Raw -45225485.475464 + Penalty 45091.929260 = -45180393.546204 nChanged 1365 Iteration 101Q (4757.701209 sec): 37 clusters Score: Raw -45225786.646689 + Penalty 45091.929260 = -45180694.717429 nChanged 1302 Iteration 102Q (4762.672748 sec): 37 clusters Score: Raw -45225973.350342 + Penalty 45091.929260 = -45180881.421081 nChanged 1195 Iteration 103Q (4767.756672 sec): 37 clusters Score: Raw -45226119.232998 + Penalty 45091.929260 = -45181027.303738 nChanged 1095 Iteration 104Q (4772.511199 sec): 37 clusters Score: Raw -45226233.449014 + Penalty 45091.929260 = -45181141.519754 nChanged 1035 Iteration 105Q (4777.373673 sec): 37 clusters Score: Raw -45226327.310738 + Penalty 45091.929260 = -45181235.381478 nChanged 1029 Iteration 106Q (4782.205709 sec): 37 clusters Score: Raw -45226400.919641 + Penalty 45091.929260 = -45181308.990381 nChanged 989 Iteration 107Q (4786.847712 sec): 37 clusters Score: Raw -45226467.670888 + Penalty 45091.929260 = -45181375.741628 nChanged 996 Iteration 108Q (4791.621159 sec): 37 clusters Score: Raw -45226535.671051 + Penalty 45091.929260 = -45181443.741791 nChanged 967 Iteration 109Q (4796.572680 sec): 37 clusters Score: Raw -45226599.870686 + Penalty 45091.929260 = -45181507.941426 nChanged 935 Iteration 110Q (4801.433220 sec): 37 clusters Score: Raw -45226660.242292 + Penalty 45091.929260 = -45181568.313032 nChanged 914 Iteration 111Q (4806.206603 sec): 37 clusters Score: Raw -45226716.861267 + Penalty 45091.929260 = -45181624.932006 nChanged 872 Iteration 112Q (4810.906975 sec): 37 clusters Score: Raw -45226771.998165 + Penalty 45091.929260 = -45181680.068905 nChanged 824 Iteration 113Q (4815.782177 sec): 37 clusters Score: Raw -45226825.330636 + Penalty 45091.929260 = -45181733.401376 nChanged 842 Iteration 114Q (4820.524016 sec): 37 clusters Score: Raw -45226880.191801 + Penalty 45091.929260 = -45181788.262540 nChanged 793 Iteration 115Q (4825.275704 sec): 37 clusters Score: Raw -45226933.107399 + Penalty 45091.929260 = -45181841.178139 nChanged 813 Iteration 116Q (4830.052316 sec): 37 clusters Score: Raw -45226990.521553 + Penalty 45091.929260 = -45181898.592293 nChanged 826 Iteration 117Q (4834.816521 sec): 37 clusters Score: Raw -45227053.686246 + Penalty 45091.929260 = -45181961.756986 nChanged 841 Iteration 118Q (4839.769998 sec): 37 clusters Score: Raw -45227123.042271 + Penalty 45091.929260 = -45182031.113011 nChanged 839 Iteration 119Q (4844.538181 sec): 37 clusters Score: Raw -45227194.063862 + Penalty 45091.929260 = -45182102.134602 nChanged 850 Iteration 120F (4854.379792 sec): 37 clusters Score: Raw -45227265.664219 + Penalty 45091.929260 = -45182173.734959 nChanged 867 Iteration 121Q (4859.027659 sec): 37 clusters Score: Raw -45227340.623329 + Penalty 45091.929260 = -45182248.694068 nChanged 905 Iteration 122Q (4863.856013 sec): 37 clusters Score: Raw -45227422.681208 + Penalty 45091.929260 = -45182330.751948 nChanged 913 Iteration 123Q (4868.656716 sec): 37 clusters Score: Raw -45227506.267826 + Penalty 45091.929260 = -45182414.338565 nChanged 889 Iteration 124Q (4873.502652 sec): 37 clusters Score: Raw -45227593.889494 + Penalty 45091.929260 = -45182501.960234 nChanged 953 Iteration 125Q (4878.617595 sec): 37 clusters Score: Raw -45227693.608221 + Penalty 45091.929260 = -45182601.678961 nChanged 958 Iteration 126Q (4883.803329 sec): 37 clusters Score: Raw -45227802.889543 + Penalty 45091.929260 = -45182710.960283 nChanged 1021 Iteration 127Q (4888.934606 sec): 37 clusters Score: Raw -45227934.971063 + Penalty 45091.929260 = -45182843.041803 nChanged 1074 Iteration 128Q (4894.005251 sec): 37 clusters Score: Raw -45228086.332056 + Penalty 45091.929260 = -45182994.402796 nChanged 1137 Iteration 129Q (4899.131118 sec): 37 clusters Score: Raw -45228241.155288 + Penalty 45091.929260 = -45183149.226028 nChanged 1145 Iteration 130Q (4904.162909 sec): 37 clusters Score: Raw -45228410.474783 + Penalty 45091.929260 = -45183318.545523 nChanged 1170 Iteration 131Q (4909.380872 sec): 37 clusters Score: Raw -45228591.504679 + Penalty 45091.929260 = -45183499.575418 nChanged 1152 Iteration 132Q (4914.414697 sec): 37 clusters Score: Raw -45228770.633047 + Penalty 45091.929260 = -45183678.703786 nChanged 1145 Iteration 133Q (4919.595548 sec): 37 clusters Score: Raw -45228931.784317 + Penalty 45091.929260 = -45183839.855057 nChanged 1128 Iteration 134Q (4924.742918 sec): 37 clusters Score: Raw -45229080.535938 + Penalty 45091.929260 = -45183988.606677 nChanged 1137 Iteration 135Q (4929.880615 sec): 37 clusters Score: Raw -45229229.161854 + Penalty 45091.929260 = -45184137.232594 nChanged 1030 Iteration 136Q (4935.011842 sec): 37 clusters Score: Raw -45229366.563690 + Penalty 45091.929260 = -45184274.634430 nChanged 1037 Iteration 137Q (4940.069122 sec): 37 clusters Score: Raw -45229481.804712 + Penalty 45091.929260 = -45184389.875452 nChanged 1015 Iteration 138Q (4945.188911 sec): 37 clusters Score: Raw -45229582.766409 + Penalty 45091.929260 = -45184490.837149 nChanged 939 Writing temp clu file Because OldScore, -45184389.875452, is greater than current (better) Score,-45184490.837149 Compute initial score before splitting: Score: Raw -45229582.766409 + Penalty 45091.929260 = -45184490.837149 Trying to split cluster 1 (36338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4945.344356 sec): 2 clusters Score: Raw -3032169.302001 + Penalty 997.558834 = -3031171.743167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4945.431243 sec): 3 clusters Score: Raw -3008911.474221 + Penalty 1995.117668 = -3006916.356553 nChanged 17098 SP:Iteration 1F (4945.525325 sec): 3 clusters Score: Raw -3019261.050010 + Penalty 1995.117668 = -3017265.932342 nChanged 1755 SP:Iteration 2Q (4945.604981 sec): 3 clusters Score: Raw -3020064.890535 + Penalty 1995.117668 = -3018069.772867 nChanged 2006 SP:Iteration 3F (4945.687948 sec): 3 clusters Score: Raw -3021183.013492 + Penalty 1995.117668 = -3019187.895824 nChanged 2277 SP:Iteration 4F (4945.774738 sec): 3 clusters Score: Raw -3022762.382009 + Penalty 1995.117668 = -3020767.264342 nChanged 2545 SP:Iteration 5F (4945.860826 sec): 3 clusters Score: Raw -3024891.073631 + Penalty 1995.117668 = -3022895.955963 nChanged 2486 SP:Iteration 6F (4945.953942 sec): 3 clusters Score: Raw -3027106.209717 + Penalty 1995.117668 = -3025111.092049 nChanged 1986 SP:Iteration 7F (4946.038528 sec): 3 clusters Score: Raw -3028901.942710 + Penalty 1995.117668 = -3026906.825043 nChanged 1414 SP:Iteration 8Q (4946.119278 sec): 3 clusters Score: Raw -3030037.071419 + Penalty 1995.117668 = -3028041.953751 nChanged 1007 SP:Iteration 9Q (4946.208192 sec): 3 clusters Score: Raw -3030756.475033 + Penalty 1995.117668 = -3028761.357365 nChanged 725 SP:Iteration 10Q (4946.283534 sec): 3 clusters Score: Raw -3031225.676940 + Penalty 1995.117668 = -3029230.559272 nChanged 532 SP:Iteration 11Q (4946.378151 sec): 3 clusters Score: Raw -3031544.898331 + Penalty 1995.117668 = -3029549.780663 nChanged 407 SP:Iteration 12Q (4946.462106 sec): 3 clusters Score: Raw -3031794.709765 + Penalty 1995.117668 = -3029799.592097 nChanged 317 SP:Iteration 13Q (4946.549047 sec): 3 clusters Score: Raw -3031983.909270 + Penalty 1995.117668 = -3029988.791602 nChanged 210 SP:Iteration 14Q (4946.629997 sec): 3 clusters Score: Raw -3032099.783516 + Penalty 1995.117668 = -3030104.665848 nChanged 182 SP:Iteration 15Q (4946.713003 sec): 3 clusters Score: Raw -3032194.309491 + Penalty 1995.117668 = -3030199.191823 nChanged 143 SP:Iteration 16Q (4946.788078 sec): 3 clusters Score: Raw -3032259.527648 + Penalty 1995.117668 = -3030264.409980 nChanged 110 SP:Iteration 17Q (4946.867266 sec): 3 clusters Score: Raw -3032306.242982 + Penalty 1995.117668 = -3030311.125314 nChanged 82 SP:Iteration 18Q (4946.953797 sec): 3 clusters Score: Raw -3032342.163215 + Penalty 1995.117668 = -3030347.045547 nChanged 78 SP:Iteration 19Q (4947.026192 sec): 3 clusters Score: Raw -3032372.101368 + Penalty 1995.117668 = -3030376.983700 nChanged 62 SP:Iteration 20F (4947.117706 sec): 3 clusters Score: Raw -3032399.052466 + Penalty 1995.117668 = -3030403.934799 nChanged 40 SP:Iteration 21Q (4947.201380 sec): 3 clusters Score: Raw -3032414.908328 + Penalty 1995.117668 = -3030419.790660 nChanged 34 SP:Iteration 22Q (4947.267481 sec): 3 clusters Score: Raw -3032427.261145 + Penalty 1995.117668 = -3030432.143477 nChanged 31 SP:Iteration 23Q (4947.348549 sec): 3 clusters Score: Raw -3032439.043423 + Penalty 1995.117668 = -3030443.925755 nChanged 30 SP:Iteration 24Q (4947.419813 sec): 3 clusters Score: Raw -3032449.246011 + Penalty 1995.117668 = -3030454.128344 nChanged 19 SP:Iteration 25Q (4947.510480 sec): 3 clusters Score: Raw -3032455.963933 + Penalty 1995.117668 = -3030460.846266 nChanged 21 SP:Iteration 26Q (4947.586798 sec): 3 clusters Score: Raw -3032462.767758 + Penalty 1995.117668 = -3030467.650090 nChanged 20 SP:Iteration 27Q (4947.680482 sec): 3 clusters Score: Raw -3032468.489462 + Penalty 1995.117668 = -3030473.371794 nChanged 18 SP:Iteration 28Q (4947.756748 sec): 3 clusters Score: Raw -3032474.599329 + Penalty 1995.117668 = -3030479.481661 nChanged 12 SP:Iteration 29Q (4947.837449 sec): 3 clusters Score: Raw -3032478.632240 + Penalty 1995.117668 = -3030483.514572 nChanged 18 SP:Iteration 30Q (4947.917619 sec): 3 clusters Score: Raw -3032483.687920 + Penalty 1995.117668 = -3030488.570252 nChanged 13 SP:Iteration 31Q (4948.003550 sec): 3 clusters Score: Raw -3032487.482143 + Penalty 1995.117668 = -3030492.364476 nChanged 7 SP:Iteration 32Q (4948.080071 sec): 3 clusters Score: Raw -3032489.071757 + Penalty 1995.117668 = -3030493.954089 nChanged 7 SP:Iteration 33Q (4948.160202 sec): 3 clusters Score: Raw -3032490.495683 + Penalty 1995.117668 = -3030495.378015 nChanged 3 SP:Iteration 34Q (4948.231774 sec): 3 clusters Score: Raw -3032490.969950 + Penalty 1995.117668 = -3030495.852283 nChanged 3 SP:Iteration 35Q (4948.305365 sec): 3 clusters Score: Raw -3032491.647268 + Penalty 1995.117668 = -3030496.529600 nChanged 4 SP:Iteration 36Q (4948.387608 sec): 3 clusters Score: Raw -3032492.431697 + Penalty 1995.117668 = -3030497.314029 nChanged 3 SP:Iteration 37Q (4948.456405 sec): 3 clusters Score: Raw -3032492.958438 + Penalty 1995.117668 = -3030497.840770 nChanged 0 SP:Iteration 38F (4948.539808 sec): 3 clusters Score: Raw -3032492.958438 + Penalty 1995.117668 = -3030497.840770 nChanged 0 Trying to split cluster 2 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4948.560479 sec): 2 clusters Score: Raw -24786.360882 + Penalty 555.136720 = -24231.224163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4948.609660 sec): 3 clusters Score: Raw -24742.852551 + Penalty 1110.273439 = -23632.579112 nChanged 95 SP:Iteration 1F (4948.653099 sec): 3 clusters Score: Raw -24917.377244 + Penalty 1110.273439 = -23807.103804 nChanged 31 SP:Iteration 2F (4948.691064 sec): 3 clusters Score: Raw -24967.367554 + Penalty 1110.273439 = -23857.094115 nChanged 15 SP:Iteration 3Q (4948.724939 sec): 3 clusters Score: Raw -24995.171363 + Penalty 1110.273439 = -23884.897924 nChanged 12 SP:Iteration 4Q (4948.770984 sec): 3 clusters Score: Raw -25011.302131 + Penalty 1110.273439 = -23901.028691 nChanged 8 SP:Iteration 5Q (4948.821316 sec): 3 clusters Score: Raw -25019.240751 + Penalty 1110.273439 = -23908.967312 nChanged 3 SP:Iteration 6Q (4948.870264 sec): 3 clusters Score: Raw -25022.755437 + Penalty 1110.273439 = -23912.481998 nChanged 4 SP:Iteration 7Q (4948.919379 sec): 3 clusters Score: Raw -25032.352601 + Penalty 1110.273439 = -23922.079161 nChanged 5 SP:Iteration 8Q (4948.963416 sec): 3 clusters Score: Raw -25091.450421 + Penalty 1110.273439 = -23981.176982 nChanged 6 SP:Iteration 9Q (4949.012171 sec): 3 clusters Score: Raw -25115.871566 + Penalty 1110.273439 = -24005.598127 nChanged 3 SP:Iteration 10Q (4949.059847 sec): 3 clusters Score: Raw -25128.012292 + Penalty 1110.273439 = -24017.738853 nChanged 6 SP:Iteration 11Q (4949.108629 sec): 3 clusters Score: Raw -25141.146549 + Penalty 1110.273439 = -24030.873109 nChanged 6 SP:Iteration 12Q (4949.155391 sec): 3 clusters Score: Raw -25151.419251 + Penalty 1110.273439 = -24041.145811 nChanged 2 SP:Iteration 13Q (4949.197552 sec): 3 clusters Score: Raw -25153.138624 + Penalty 1110.273439 = -24042.865185 nChanged 0 SP:Iteration 14F (4949.234781 sec): 3 clusters Score: Raw -25153.138624 + Penalty 1110.273439 = -24042.865185 nChanged 0 Trying to split cluster 3 (857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4949.254092 sec): 2 clusters Score: Raw -60447.258759 + Penalty 641.576602 = -59805.682157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4949.303709 sec): 3 clusters Score: Raw -60129.728167 + Penalty 1283.153205 = -58846.574963 nChanged 314 SP:Iteration 1F (4949.351771 sec): 3 clusters Score: Raw -60341.640257 + Penalty 1283.153205 = -59058.487053 nChanged 66 SP:Iteration 2F (4949.401469 sec): 3 clusters Score: Raw -60396.011640 + Penalty 1283.153205 = -59112.858436 nChanged 42 SP:Iteration 3Q (4949.450785 sec): 3 clusters Score: Raw -60444.411688 + Penalty 1283.153205 = -59161.258483 nChanged 41 SP:Iteration 4Q (4949.494114 sec): 3 clusters Score: Raw -60485.577862 + Penalty 1283.153205 = -59202.424658 nChanged 32 SP:Iteration 5Q (4949.531815 sec): 3 clusters Score: Raw -60533.906678 + Penalty 1283.153205 = -59250.753474 nChanged 28 SP:Iteration 6Q (4949.571303 sec): 3 clusters Score: Raw -60565.753627 + Penalty 1283.153205 = -59282.600423 nChanged 23 SP:Iteration 7Q (4949.623160 sec): 3 clusters Score: Raw -60594.354103 + Penalty 1283.153205 = -59311.200898 nChanged 29 SP:Iteration 8Q (4949.670228 sec): 3 clusters Score: Raw -60634.166355 + Penalty 1283.153205 = -59351.013150 nChanged 34 SP:Iteration 9Q (4949.722214 sec): 3 clusters Score: Raw -60678.665041 + Penalty 1283.153205 = -59395.511836 nChanged 30 SP:Iteration 10Q (4949.760252 sec): 3 clusters Score: Raw -60712.718894 + Penalty 1283.153205 = -59429.565690 nChanged 16 SP:Iteration 11Q (4949.810544 sec): 3 clusters Score: Raw -60745.512334 + Penalty 1283.153205 = -59462.359130 nChanged 14 SP:Iteration 12Q (4949.859984 sec): 3 clusters Score: Raw -60758.841394 + Penalty 1283.153205 = -59475.688190 nChanged 10 SP:Iteration 13Q (4949.906922 sec): 3 clusters Score: Raw -60769.551662 + Penalty 1283.153205 = -59486.398457 nChanged 12 SP:Iteration 14Q (4949.952604 sec): 3 clusters Score: Raw -60784.595193 + Penalty 1283.153205 = -59501.441988 nChanged 11 SP:Iteration 15Q (4950.002844 sec): 3 clusters Score: Raw -60798.088401 + Penalty 1283.153205 = -59514.935196 nChanged 10 SP:Iteration 16Q (4950.052660 sec): 3 clusters Score: Raw -60807.142000 + Penalty 1283.153205 = -59523.988795 nChanged 7 SP:Iteration 17Q (4950.097181 sec): 3 clusters Score: Raw -60811.878427 + Penalty 1283.153205 = -59528.725222 nChanged 3 SP:Iteration 18Q (4950.146758 sec): 3 clusters Score: Raw -60814.117113 + Penalty 1283.153205 = -59530.963909 nChanged 5 SP:Iteration 19Q (4950.178501 sec): 3 clusters Score: Raw -60815.950552 + Penalty 1283.153205 = -59532.797348 nChanged 3 SP:Iteration 20F (4950.224467 sec): 3 clusters Score: Raw -60819.843976 + Penalty 1283.153205 = -59536.690771 nChanged 4 SP:Iteration 21Q (4950.269491 sec): 3 clusters Score: Raw -60824.798207 + Penalty 1283.153205 = -59541.645003 nChanged 2 SP:Iteration 22Q (4950.307673 sec): 3 clusters Score: Raw -60826.754375 + Penalty 1283.153205 = -59543.601171 nChanged 4 SP:Iteration 23Q (4950.357388 sec): 3 clusters Score: Raw -60830.539802 + Penalty 1283.153205 = -59547.386597 nChanged 2 SP:Iteration 24Q (4950.399636 sec): 3 clusters Score: Raw -60831.685363 + Penalty 1283.153205 = -59548.532158 nChanged 2 SP:Iteration 25Q (4950.442973 sec): 3 clusters Score: Raw -60832.998215 + Penalty 1283.153205 = -59549.845011 nChanged 0 SP:Iteration 26F (4950.483385 sec): 3 clusters Score: Raw -60832.998215 + Penalty 1283.153205 = -59549.845011 nChanged 0 Trying to split cluster 4 (2785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4950.511059 sec): 2 clusters Score: Raw -251472.261920 + Penalty 753.540299 = -250718.721620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4950.562272 sec): 3 clusters Score: Raw -250074.024247 + Penalty 1507.080599 = -248566.943648 nChanged 1135 SP:Iteration 1F (4950.613823 sec): 3 clusters Score: Raw -250700.564099 + Penalty 1507.080599 = -249193.483500 nChanged 191 SP:Iteration 2F (4950.657825 sec): 3 clusters Score: Raw -250821.137577 + Penalty 1507.080599 = -249314.056978 nChanged 154 SP:Iteration 3F (4950.716787 sec): 3 clusters Score: Raw -250908.466293 + Penalty 1507.080599 = -249401.385694 nChanged 117 SP:Iteration 4Q (4950.757905 sec): 3 clusters Score: Raw -250971.062073 + Penalty 1507.080599 = -249463.981474 nChanged 107 SP:Iteration 5Q (4950.807906 sec): 3 clusters Score: Raw -251034.268664 + Penalty 1507.080599 = -249527.188065 nChanged 90 SP:Iteration 6Q (4950.859151 sec): 3 clusters Score: Raw -251098.168694 + Penalty 1507.080599 = -249591.088095 nChanged 87 SP:Iteration 7Q (4950.904388 sec): 3 clusters Score: Raw -251163.613933 + Penalty 1507.080599 = -249656.533334 nChanged 111 SP:Iteration 8Q (4950.951254 sec): 3 clusters Score: Raw -251233.034292 + Penalty 1507.080599 = -249725.953693 nChanged 91 SP:Iteration 9Q (4951.001893 sec): 3 clusters Score: Raw -251276.397487 + Penalty 1507.080599 = -249769.316888 nChanged 79 SP:Iteration 10Q (4951.053211 sec): 3 clusters Score: Raw -251316.762557 + Penalty 1507.080599 = -249809.681958 nChanged 80 SP:Iteration 11Q (4951.105925 sec): 3 clusters Score: Raw -251362.238214 + Penalty 1507.080599 = -249855.157615 nChanged 68 SP:Iteration 12Q (4951.148796 sec): 3 clusters Score: Raw -251399.916574 + Penalty 1507.080599 = -249892.835976 nChanged 51 SP:Iteration 13Q (4951.200479 sec): 3 clusters Score: Raw -251425.526793 + Penalty 1507.080599 = -249918.446194 nChanged 57 SP:Iteration 14Q (4951.245941 sec): 3 clusters Score: Raw -251453.491750 + Penalty 1507.080599 = -249946.411151 nChanged 45 SP:Iteration 15Q (4951.283128 sec): 3 clusters Score: Raw -251470.790821 + Penalty 1507.080599 = -249963.710222 nChanged 36 SP:Iteration 16Q (4951.330738 sec): 3 clusters Score: Raw -251485.130328 + Penalty 1507.080599 = -249978.049729 nChanged 27 SP:Iteration 17Q (4951.381147 sec): 3 clusters Score: Raw -251496.236803 + Penalty 1507.080599 = -249989.156204 nChanged 30 SP:Iteration 18Q (4951.432794 sec): 3 clusters Score: Raw -251505.285586 + Penalty 1507.080599 = -249998.204987 nChanged 18 SP:Iteration 19Q (4951.481816 sec): 3 clusters Score: Raw -251510.415605 + Penalty 1507.080599 = -250003.335006 nChanged 10 SP:Iteration 20F (4951.533079 sec): 3 clusters Score: Raw -251514.946005 + Penalty 1507.080599 = -250007.865406 nChanged 14 SP:Iteration 21Q (4951.584489 sec): 3 clusters Score: Raw -251519.979331 + Penalty 1507.080599 = -250012.898732 nChanged 17 SP:Iteration 22Q (4951.635741 sec): 3 clusters Score: Raw -251525.496414 + Penalty 1507.080599 = -250018.415815 nChanged 18 SP:Iteration 23Q (4951.688878 sec): 3 clusters Score: Raw -251532.831604 + Penalty 1507.080599 = -250025.751006 nChanged 20 SP:Iteration 24Q (4951.735759 sec): 3 clusters Score: Raw -251541.299224 + Penalty 1507.080599 = -250034.218625 nChanged 23 SP:Iteration 25Q (4951.785126 sec): 3 clusters Score: Raw -251549.420418 + Penalty 1507.080599 = -250042.339819 nChanged 20 SP:Iteration 26Q (4951.836231 sec): 3 clusters Score: Raw -251556.559586 + Penalty 1507.080599 = -250049.478987 nChanged 14 SP:Iteration 27Q (4951.873289 sec): 3 clusters Score: Raw -251561.058285 + Penalty 1507.080599 = -250053.977686 nChanged 16 SP:Iteration 28Q (4951.924688 sec): 3 clusters Score: Raw -251566.676198 + Penalty 1507.080599 = -250059.595599 nChanged 20 SP:Iteration 29Q (4951.976001 sec): 3 clusters Score: Raw -251572.563997 + Penalty 1507.080599 = -250065.483398 nChanged 17 SP:Iteration 30Q (4952.027795 sec): 3 clusters Score: Raw -251578.973519 + Penalty 1507.080599 = -250071.892920 nChanged 20 SP:Iteration 31Q (4952.078929 sec): 3 clusters Score: Raw -251585.751779 + Penalty 1507.080599 = -250078.671180 nChanged 17 SP:Iteration 32Q (4952.131129 sec): 3 clusters Score: Raw -251590.537038 + Penalty 1507.080599 = -250083.456439 nChanged 12 SP:Iteration 33Q (4952.186612 sec): 3 clusters Score: Raw -251595.111640 + Penalty 1507.080599 = -250088.031041 nChanged 11 SP:Iteration 34Q (4952.225632 sec): 3 clusters Score: Raw -251598.609904 + Penalty 1507.080599 = -250091.529305 nChanged 11 SP:Iteration 35Q (4952.275921 sec): 3 clusters Score: Raw -251602.008103 + Penalty 1507.080599 = -250094.927504 nChanged 12 SP:Iteration 36Q (4952.327215 sec): 3 clusters Score: Raw -251607.613516 + Penalty 1507.080599 = -250100.532917 nChanged 16 SP:Iteration 37Q (4952.385275 sec): 3 clusters Score: Raw -251615.124608 + Penalty 1507.080599 = -250108.044009 nChanged 14 SP:Iteration 38Q (4952.425643 sec): 3 clusters Score: Raw -251620.128372 + Penalty 1507.080599 = -250113.047773 nChanged 9 SP:Iteration 39Q (4952.477076 sec): 3 clusters Score: Raw -251622.792953 + Penalty 1507.080599 = -250115.712354 nChanged 9 SP:Iteration 40F (4952.527575 sec): 3 clusters Score: Raw -251625.454058 + Penalty 1507.080599 = -250118.373459 nChanged 10 SP:Iteration 41Q (4952.578863 sec): 3 clusters Score: Raw -251628.301771 + Penalty 1507.080599 = -250121.221172 nChanged 3 SP:Iteration 42Q (4952.620458 sec): 3 clusters Score: Raw -251629.032808 + Penalty 1507.080599 = -250121.952209 nChanged 2 SP:Iteration 43Q (4952.663108 sec): 3 clusters Score: Raw -251629.336160 + Penalty 1507.080599 = -250122.255561 nChanged 2 SP:Iteration 44Q (4952.719689 sec): 3 clusters Score: Raw -251629.620935 + Penalty 1507.080599 = -250122.540336 nChanged 0 SP:Iteration 45F (4952.772682 sec): 3 clusters Score: Raw -251629.620935 + Penalty 1507.080599 = -250122.540336 nChanged 0 Trying to split cluster 5 (14878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4952.798400 sec): 2 clusters Score: Raw -1172981.386687 + Penalty 912.725695 = -1172068.660992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4952.865725 sec): 3 clusters Score: Raw -1163852.745668 + Penalty 1825.451389 = -1162027.294279 nChanged 6789 SP:Iteration 1F (4952.929758 sec): 3 clusters Score: Raw -1167781.327290 + Penalty 1825.451389 = -1165955.875901 nChanged 924 SP:Iteration 2F (4952.978877 sec): 3 clusters Score: Raw -1168255.081593 + Penalty 1825.451389 = -1166429.630204 nChanged 959 SP:Iteration 3F (4953.046836 sec): 3 clusters Score: Raw -1168786.552866 + Penalty 1825.451389 = -1166961.101476 nChanged 953 SP:Iteration 4F (4953.102670 sec): 3 clusters Score: Raw -1169298.898011 + Penalty 1825.451389 = -1167473.446622 nChanged 859 SP:Iteration 5F (4953.169567 sec): 3 clusters Score: Raw -1169755.150156 + Penalty 1825.451389 = -1167929.698767 nChanged 749 SP:Iteration 6F (4953.230642 sec): 3 clusters Score: Raw -1170155.449752 + Penalty 1825.451389 = -1168329.998363 nChanged 643 SP:Iteration 7Q (4953.290307 sec): 3 clusters Score: Raw -1170511.765460 + Penalty 1825.451389 = -1168686.314071 nChanged 552 SP:Iteration 8Q (4953.360946 sec): 3 clusters Score: Raw -1170804.590316 + Penalty 1825.451389 = -1168979.138927 nChanged 472 SP:Iteration 9Q (4953.423419 sec): 3 clusters Score: Raw -1171055.960776 + Penalty 1825.451389 = -1169230.509386 nChanged 429 SP:Iteration 10Q (4953.493950 sec): 3 clusters Score: Raw -1171306.572723 + Penalty 1825.451389 = -1169481.121334 nChanged 398 SP:Iteration 11Q (4953.551258 sec): 3 clusters Score: Raw -1171557.783028 + Penalty 1825.451389 = -1169732.331639 nChanged 380 SP:Iteration 12Q (4953.618528 sec): 3 clusters Score: Raw -1171803.722583 + Penalty 1825.451389 = -1169978.271193 nChanged 362 SP:Iteration 13Q (4953.686444 sec): 3 clusters Score: Raw -1172031.900415 + Penalty 1825.451389 = -1170206.449026 nChanged 315 SP:Iteration 14Q (4953.753872 sec): 3 clusters Score: Raw -1172225.985001 + Penalty 1825.451389 = -1170400.533611 nChanged 274 SP:Iteration 15Q (4953.819862 sec): 3 clusters Score: Raw -1172382.076099 + Penalty 1825.451389 = -1170556.624710 nChanged 245 SP:Iteration 16Q (4953.887291 sec): 3 clusters Score: Raw -1172536.455293 + Penalty 1825.451389 = -1170711.003904 nChanged 228 SP:Iteration 17Q (4953.954056 sec): 3 clusters Score: Raw -1172686.441389 + Penalty 1825.451389 = -1170860.990000 nChanged 218 SP:Iteration 18Q (4954.010448 sec): 3 clusters Score: Raw -1172850.176382 + Penalty 1825.451389 = -1171024.724993 nChanged 183 SP:Iteration 19Q (4954.076081 sec): 3 clusters Score: Raw -1172990.464207 + Penalty 1825.451389 = -1171165.012818 nChanged 162 SP:Iteration 20F (4954.145548 sec): 3 clusters Score: Raw -1173115.074467 + Penalty 1825.451389 = -1171289.623077 nChanged 116 SP:Iteration 21Q (4954.216757 sec): 3 clusters Score: Raw -1173214.797288 + Penalty 1825.451389 = -1171389.345899 nChanged 92 SP:Iteration 22Q (4954.266071 sec): 3 clusters Score: Raw -1173270.226918 + Penalty 1825.451389 = -1171444.775528 nChanged 64 SP:Iteration 23Q (4954.322596 sec): 3 clusters Score: Raw -1173298.410151 + Penalty 1825.451389 = -1171472.958762 nChanged 39 SP:Iteration 24Q (4954.386973 sec): 3 clusters Score: Raw -1173313.590156 + Penalty 1825.451389 = -1171488.138767 nChanged 33 SP:Iteration 25Q (4954.451241 sec): 3 clusters Score: Raw -1173324.095638 + Penalty 1825.451389 = -1171498.644249 nChanged 27 SP:Iteration 26Q (4954.517496 sec): 3 clusters Score: Raw -1173332.055343 + Penalty 1825.451389 = -1171506.603954 nChanged 18 SP:Iteration 27Q (4954.588892 sec): 3 clusters Score: Raw -1173338.387709 + Penalty 1825.451389 = -1171512.936319 nChanged 22 SP:Iteration 28Q (4954.646459 sec): 3 clusters Score: Raw -1173345.283146 + Penalty 1825.451389 = -1171519.831757 nChanged 15 SP:Iteration 29Q (4954.710380 sec): 3 clusters Score: Raw -1173348.808314 + Penalty 1825.451389 = -1171523.356925 nChanged 12 SP:Iteration 30Q (4954.770041 sec): 3 clusters Score: Raw -1173350.966201 + Penalty 1825.451389 = -1171525.514811 nChanged 10 SP:Iteration 31Q (4954.830285 sec): 3 clusters Score: Raw -1173353.203302 + Penalty 1825.451389 = -1171527.751913 nChanged 7 SP:Iteration 32Q (4954.893610 sec): 3 clusters Score: Raw -1173354.338584 + Penalty 1825.451389 = -1171528.887194 nChanged 6 SP:Iteration 33Q (4954.944036 sec): 3 clusters Score: Raw -1173356.041553 + Penalty 1825.451389 = -1171530.590163 nChanged 4 SP:Iteration 34Q (4955.009668 sec): 3 clusters Score: Raw -1173357.192178 + Penalty 1825.451389 = -1171531.740789 nChanged 1 SP:Iteration 35Q (4955.074839 sec): 3 clusters Score: Raw -1173357.441410 + Penalty 1825.451389 = -1171531.990021 nChanged 0 SP:Iteration 36F (4955.140897 sec): 3 clusters Score: Raw -1173357.441410 + Penalty 1825.451389 = -1171531.990021 nChanged 0 Trying to split cluster 6 (8691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4955.172986 sec): 2 clusters Score: Raw -787773.911992 + Penalty 861.654112 = -786912.257880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4955.233352 sec): 3 clusters Score: Raw -782644.753880 + Penalty 1723.308224 = -780921.445655 nChanged 3871 SP:Iteration 1F (4955.282501 sec): 3 clusters Score: Raw -784847.682075 + Penalty 1723.308224 = -783124.373850 nChanged 511 SP:Iteration 2F (4955.335483 sec): 3 clusters Score: Raw -785067.512309 + Penalty 1723.308224 = -783344.204085 nChanged 438 SP:Iteration 3F (4955.390823 sec): 3 clusters Score: Raw -785272.600457 + Penalty 1723.308224 = -783549.292232 nChanged 430 SP:Iteration 4Q (4955.451231 sec): 3 clusters Score: Raw -785494.777366 + Penalty 1723.308224 = -783771.469141 nChanged 448 SP:Iteration 5F (4955.507205 sec): 3 clusters Score: Raw -785748.543385 + Penalty 1723.308224 = -784025.235160 nChanged 441 SP:Iteration 6F (4955.552226 sec): 3 clusters Score: Raw -786006.516061 + Penalty 1723.308224 = -784283.207836 nChanged 421 SP:Iteration 7Q (4955.608773 sec): 3 clusters Score: Raw -786271.858576 + Penalty 1723.308224 = -784548.550352 nChanged 407 SP:Iteration 8Q (4955.661074 sec): 3 clusters Score: Raw -786532.172724 + Penalty 1723.308224 = -784808.864499 nChanged 347 SP:Iteration 9Q (4955.715571 sec): 3 clusters Score: Raw -786775.026785 + Penalty 1723.308224 = -785051.718560 nChanged 314 SP:Iteration 10Q (4955.776920 sec): 3 clusters Score: Raw -786972.893671 + Penalty 1723.308224 = -785249.585447 nChanged 270 SP:Iteration 11Q (4955.832639 sec): 3 clusters Score: Raw -787131.670916 + Penalty 1723.308224 = -785408.362691 nChanged 214 SP:Iteration 12Q (4955.873812 sec): 3 clusters Score: Raw -787257.205984 + Penalty 1723.308224 = -785533.897759 nChanged 174 SP:Iteration 13Q (4955.932548 sec): 3 clusters Score: Raw -787365.395330 + Penalty 1723.308224 = -785642.087106 nChanged 140 SP:Iteration 14Q (4955.987623 sec): 3 clusters Score: Raw -787446.920059 + Penalty 1723.308224 = -785723.611835 nChanged 123 SP:Iteration 15Q (4956.046352 sec): 3 clusters Score: Raw -787514.557992 + Penalty 1723.308224 = -785791.249767 nChanged 109 SP:Iteration 16Q (4956.093586 sec): 3 clusters Score: Raw -787571.890524 + Penalty 1723.308224 = -785848.582300 nChanged 90 SP:Iteration 17Q (4956.150620 sec): 3 clusters Score: Raw -787621.080861 + Penalty 1723.308224 = -785897.772637 nChanged 78 SP:Iteration 18Q (4956.200098 sec): 3 clusters Score: Raw -787667.871241 + Penalty 1723.308224 = -785944.563017 nChanged 62 SP:Iteration 19Q (4956.260019 sec): 3 clusters Score: Raw -787704.085629 + Penalty 1723.308224 = -785980.777405 nChanged 66 SP:Iteration 20F (4956.314714 sec): 3 clusters Score: Raw -787743.270488 + Penalty 1723.308224 = -786019.962263 nChanged 45 SP:Iteration 21Q (4956.372443 sec): 3 clusters Score: Raw -787769.372550 + Penalty 1723.308224 = -786046.064326 nChanged 31 SP:Iteration 22Q (4956.429758 sec): 3 clusters Score: Raw -787787.221670 + Penalty 1723.308224 = -786063.913445 nChanged 25 SP:Iteration 23Q (4956.487305 sec): 3 clusters Score: Raw -787804.538853 + Penalty 1723.308224 = -786081.230628 nChanged 20 SP:Iteration 24Q (4956.545637 sec): 3 clusters Score: Raw -787819.447457 + Penalty 1723.308224 = -786096.139233 nChanged 26 SP:Iteration 25Q (4956.602165 sec): 3 clusters Score: Raw -787843.307055 + Penalty 1723.308224 = -786119.998831 nChanged 22 SP:Iteration 26Q (4956.650303 sec): 3 clusters Score: Raw -787863.000200 + Penalty 1723.308224 = -786139.691975 nChanged 18 SP:Iteration 27Q (4956.719160 sec): 3 clusters Score: Raw -787874.936151 + Penalty 1723.308224 = -786151.627926 nChanged 11 SP:Iteration 28Q (4956.765378 sec): 3 clusters Score: Raw -787880.081502 + Penalty 1723.308224 = -786156.773277 nChanged 6 SP:Iteration 29Q (4956.822710 sec): 3 clusters Score: Raw -787882.775403 + Penalty 1723.308224 = -786159.467178 nChanged 4 SP:Iteration 30Q (4956.879852 sec): 3 clusters Score: Raw -787885.347555 + Penalty 1723.308224 = -786162.039331 nChanged 4 SP:Iteration 31Q (4956.935267 sec): 3 clusters Score: Raw -787887.173584 + Penalty 1723.308224 = -786163.865360 nChanged 4 SP:Iteration 32Q (4956.993085 sec): 3 clusters Score: Raw -787888.886958 + Penalty 1723.308224 = -786165.578734 nChanged 1 SP:Iteration 33Q (4957.037568 sec): 3 clusters Score: Raw -787889.425969 + Penalty 1723.308224 = -786166.117745 nChanged 0 SP:Iteration 34F (4957.091226 sec): 3 clusters Score: Raw -787889.425969 + Penalty 1723.308224 = -786166.117745 nChanged 0 Trying to split cluster 7 (39604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4957.155185 sec): 2 clusters Score: Raw -3460246.264711 + Penalty 1005.735113 = -3459240.529597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4957.252548 sec): 3 clusters Score: Raw -3434893.518410 + Penalty 2011.470226 = -3432882.048184 nChanged 18707 SP:Iteration 1F (4957.351878 sec): 3 clusters Score: Raw -3445779.355467 + Penalty 2011.470226 = -3443767.885241 nChanged 2206 SP:Iteration 2F (4957.448564 sec): 3 clusters Score: Raw -3446775.659325 + Penalty 2011.470226 = -3444764.189099 nChanged 2646 SP:Iteration 3F (4957.548917 sec): 3 clusters Score: Raw -3448374.069424 + Penalty 2011.470226 = -3446362.599198 nChanged 3154 SP:Iteration 4F (4957.631197 sec): 3 clusters Score: Raw -3450836.074468 + Penalty 2011.470226 = -3448824.604242 nChanged 3328 SP:Iteration 5F (4957.715849 sec): 3 clusters Score: Raw -3453955.091436 + Penalty 2011.470226 = -3451943.621209 nChanged 2824 SP:Iteration 6F (4957.817635 sec): 3 clusters Score: Raw -3456788.237267 + Penalty 2011.470226 = -3454776.767040 nChanged 1842 SP:Iteration 7Q (4957.909845 sec): 3 clusters Score: Raw -3458610.559263 + Penalty 2011.470226 = -3456599.089037 nChanged 966 SP:Iteration 8Q (4957.999610 sec): 3 clusters Score: Raw -3459528.800910 + Penalty 2011.470226 = -3457517.330684 nChanged 482 SP:Iteration 9Q (4958.092368 sec): 3 clusters Score: Raw -3459987.665364 + Penalty 2011.470226 = -3457976.195138 nChanged 244 SP:Iteration 10Q (4958.169716 sec): 3 clusters Score: Raw -3460173.963008 + Penalty 2011.470226 = -3458162.492781 nChanged 142 SP:Iteration 11Q (4958.255259 sec): 3 clusters Score: Raw -3460276.714042 + Penalty 2011.470226 = -3458265.243815 nChanged 107 SP:Iteration 12Q (4958.333091 sec): 3 clusters Score: Raw -3460347.137423 + Penalty 2011.470226 = -3458335.667197 nChanged 57 SP:Iteration 13Q (4958.423224 sec): 3 clusters Score: Raw -3460378.104314 + Penalty 2011.470226 = -3458366.634087 nChanged 45 SP:Iteration 14Q (4958.503093 sec): 3 clusters Score: Raw -3460401.052097 + Penalty 2011.470226 = -3458389.581871 nChanged 31 SP:Iteration 15Q (4958.589708 sec): 3 clusters Score: Raw -3460420.646484 + Penalty 2011.470226 = -3458409.176257 nChanged 38 SP:Iteration 16Q (4958.682597 sec): 3 clusters Score: Raw -3460442.406519 + Penalty 2011.470226 = -3458430.936293 nChanged 34 SP:Iteration 17Q (4958.760047 sec): 3 clusters Score: Raw -3460459.493204 + Penalty 2011.470226 = -3458448.022977 nChanged 21 SP:Iteration 18Q (4958.850766 sec): 3 clusters Score: Raw -3460471.461008 + Penalty 2011.470226 = -3458459.990782 nChanged 33 SP:Iteration 19Q (4958.944077 sec): 3 clusters Score: Raw -3460487.847588 + Penalty 2011.470226 = -3458476.377362 nChanged 29 SP:Iteration 20F (4959.030832 sec): 3 clusters Score: Raw -3460503.858421 + Penalty 2011.470226 = -3458492.388195 nChanged 23 SP:Iteration 21Q (4959.123512 sec): 3 clusters Score: Raw -3460515.491708 + Penalty 2011.470226 = -3458504.021481 nChanged 19 SP:Iteration 22Q (4959.212927 sec): 3 clusters Score: Raw -3460522.994122 + Penalty 2011.470226 = -3458511.523895 nChanged 23 SP:Iteration 23Q (4959.294897 sec): 3 clusters Score: Raw -3460530.557205 + Penalty 2011.470226 = -3458519.086979 nChanged 17 SP:Iteration 24Q (4959.360291 sec): 3 clusters Score: Raw -3460536.046290 + Penalty 2011.470226 = -3458524.576064 nChanged 7 SP:Iteration 25Q (4959.454829 sec): 3 clusters Score: Raw -3460537.568559 + Penalty 2011.470226 = -3458526.098332 nChanged 9 SP:Iteration 26Q (4959.540973 sec): 3 clusters Score: Raw -3460539.980719 + Penalty 2011.470226 = -3458528.510492 nChanged 7 SP:Iteration 27Q (4959.628313 sec): 3 clusters Score: Raw -3460542.198596 + Penalty 2011.470226 = -3458530.728370 nChanged 5 SP:Iteration 28Q (4959.716923 sec): 3 clusters Score: Raw -3460543.081774 + Penalty 2011.470226 = -3458531.611547 nChanged 2 SP:Iteration 29Q (4959.787860 sec): 3 clusters Score: Raw -3460543.751688 + Penalty 2011.470226 = -3458532.281461 nChanged 3 SP:Iteration 30Q (4959.878140 sec): 3 clusters Score: Raw -3460544.400899 + Penalty 2011.470226 = -3458532.930672 nChanged 1 SP:Iteration 31Q (4959.951500 sec): 3 clusters Score: Raw -3460544.629741 + Penalty 2011.470226 = -3458533.159515 nChanged 3 SP:Iteration 32Q (4960.028777 sec): 3 clusters Score: Raw -3460545.643225 + Penalty 2011.470226 = -3458534.172999 nChanged 3 SP:Iteration 33Q (4960.107618 sec): 3 clusters Score: Raw -3460546.017930 + Penalty 2011.470226 = -3458534.547703 nChanged 2 SP:Iteration 34Q (4960.189780 sec): 3 clusters Score: Raw -3460546.222997 + Penalty 2011.470226 = -3458534.752770 nChanged 1 SP:Iteration 35Q (4960.274357 sec): 3 clusters Score: Raw -3460546.344116 + Penalty 2011.470226 = -3458534.873889 nChanged 0 SP:Iteration 36F (4960.370047 sec): 3 clusters Score: Raw -3460546.344116 + Penalty 2011.470226 = -3458534.873889 nChanged 0 Trying to split cluster 8 (1799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4960.393996 sec): 2 clusters Score: Raw -157824.265428 + Penalty 712.023692 = -157112.241735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4960.434080 sec): 3 clusters Score: Raw -156963.473057 + Penalty 1424.047384 = -155539.425672 nChanged 687 SP:Iteration 1F (4960.469894 sec): 3 clusters Score: Raw -157376.525745 + Penalty 1424.047384 = -155952.478361 nChanged 140 SP:Iteration 2F (4960.501060 sec): 3 clusters Score: Raw -157466.403046 + Penalty 1424.047384 = -156042.355661 nChanged 101 SP:Iteration 3F (4960.548590 sec): 3 clusters Score: Raw -157531.863284 + Penalty 1424.047384 = -156107.815899 nChanged 91 SP:Iteration 4F (4960.597668 sec): 3 clusters Score: Raw -157587.154571 + Penalty 1424.047384 = -156163.107187 nChanged 67 SP:Iteration 5Q (4960.637331 sec): 3 clusters Score: Raw -157624.570894 + Penalty 1424.047384 = -156200.523510 nChanged 44 SP:Iteration 6Q (4960.682112 sec): 3 clusters Score: Raw -157643.737351 + Penalty 1424.047384 = -156219.689967 nChanged 31 SP:Iteration 7Q (4960.730473 sec): 3 clusters Score: Raw -157658.801539 + Penalty 1424.047384 = -156234.754154 nChanged 29 SP:Iteration 8Q (4960.761750 sec): 3 clusters Score: Raw -157669.462041 + Penalty 1424.047384 = -156245.414657 nChanged 19 SP:Iteration 9Q (4960.803853 sec): 3 clusters Score: Raw -157676.599354 + Penalty 1424.047384 = -156252.551970 nChanged 12 SP:Iteration 10Q (4960.847383 sec): 3 clusters Score: Raw -157681.554418 + Penalty 1424.047384 = -156257.507033 nChanged 13 SP:Iteration 11Q (4960.854419 sec): 3 clusters Score: Raw -157686.282601 + Penalty 1424.047384 = -156262.235217 nChanged 9 SP:Iteration 12Q (4960.861390 sec): 3 clusters Score: Raw -157688.910431 + Penalty 1424.047384 = -156264.863046 nChanged 10 SP:Iteration 13Q (4960.868353 sec): 3 clusters Score: Raw -157692.657709 + Penalty 1424.047384 = -156268.610325 nChanged 13 SP:Iteration 14Q (4960.875357 sec): 3 clusters Score: Raw -157700.275996 + Penalty 1424.047384 = -156276.228611 nChanged 19 SP:Iteration 15Q (4960.908672 sec): 3 clusters Score: Raw -157707.840701 + Penalty 1424.047384 = -156283.793316 nChanged 19 SP:Iteration 16Q (4960.962204 sec): 3 clusters Score: Raw -157714.247035 + Penalty 1424.047384 = -156290.199651 nChanged 13 SP:Iteration 17Q (4961.008717 sec): 3 clusters Score: Raw -157721.424594 + Penalty 1424.047384 = -156297.377209 nChanged 13 SP:Iteration 18Q (4961.042920 sec): 3 clusters Score: Raw -157730.088530 + Penalty 1424.047384 = -156306.041145 nChanged 16 SP:Iteration 19Q (4961.072487 sec): 3 clusters Score: Raw -157737.631052 + Penalty 1424.047384 = -156313.583668 nChanged 15 SP:Iteration 20F (4961.110068 sec): 3 clusters Score: Raw -157743.095647 + Penalty 1424.047384 = -156319.048263 nChanged 14 SP:Iteration 21Q (4961.148299 sec): 3 clusters Score: Raw -157750.807391 + Penalty 1424.047384 = -156326.760006 nChanged 14 SP:Iteration 22Q (4961.182618 sec): 3 clusters Score: Raw -157754.785349 + Penalty 1424.047384 = -156330.737965 nChanged 10 SP:Iteration 23Q (4961.227672 sec): 3 clusters Score: Raw -157760.025003 + Penalty 1424.047384 = -156335.977618 nChanged 8 SP:Iteration 24Q (4961.260248 sec): 3 clusters Score: Raw -157765.133134 + Penalty 1424.047384 = -156341.085750 nChanged 9 SP:Iteration 25Q (4961.299936 sec): 3 clusters Score: Raw -157768.870969 + Penalty 1424.047384 = -156344.823584 nChanged 7 SP:Iteration 26Q (4961.339550 sec): 3 clusters Score: Raw -157771.653940 + Penalty 1424.047384 = -156347.606556 nChanged 6 SP:Iteration 27Q (4961.384459 sec): 3 clusters Score: Raw -157774.071768 + Penalty 1424.047384 = -156350.024384 nChanged 7 SP:Iteration 28Q (4961.427837 sec): 3 clusters Score: Raw -157776.975969 + Penalty 1424.047384 = -156352.928585 nChanged 5 SP:Iteration 29Q (4961.464300 sec): 3 clusters Score: Raw -157779.131821 + Penalty 1424.047384 = -156355.084437 nChanged 1 SP:Iteration 30Q (4961.498000 sec): 3 clusters Score: Raw -157779.260954 + Penalty 1424.047384 = -156355.213569 nChanged 1 SP:Iteration 31Q (4961.540064 sec): 3 clusters Score: Raw -157779.403674 + Penalty 1424.047384 = -156355.356290 nChanged 0 SP:Iteration 32F (4961.595742 sec): 3 clusters Score: Raw -157779.403674 + Penalty 1424.047384 = -156355.356290 nChanged 0 Trying to split cluster 9 (5996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4961.626913 sec): 2 clusters Score: Raw -538719.696593 + Penalty 826.390547 = -537893.306047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4961.667496 sec): 3 clusters Score: Raw -535335.385091 + Penalty 1652.781093 = -533682.603997 nChanged 2576 SP:Iteration 1F (4961.703940 sec): 3 clusters Score: Raw -536837.214760 + Penalty 1652.781093 = -535184.433667 nChanged 394 SP:Iteration 2F (4961.747900 sec): 3 clusters Score: Raw -537064.435228 + Penalty 1652.781093 = -535411.654135 nChanged 354 SP:Iteration 3F (4961.799092 sec): 3 clusters Score: Raw -537268.607716 + Penalty 1652.781093 = -535615.826622 nChanged 327 SP:Iteration 4F (4961.844918 sec): 3 clusters Score: Raw -537462.698894 + Penalty 1652.781093 = -535809.917801 nChanged 328 SP:Iteration 5F (4961.877110 sec): 3 clusters Score: Raw -537683.800310 + Penalty 1652.781093 = -536031.019217 nChanged 350 SP:Iteration 6F (4961.936607 sec): 3 clusters Score: Raw -537931.416656 + Penalty 1652.781093 = -536278.635563 nChanged 312 SP:Iteration 7F (4961.983223 sec): 3 clusters Score: Raw -538140.954649 + Penalty 1652.781093 = -536488.173556 nChanged 279 SP:Iteration 8Q (4962.036832 sec): 3 clusters Score: Raw -538329.682506 + Penalty 1652.781093 = -536676.901412 nChanged 223 SP:Iteration 9Q (4962.091475 sec): 3 clusters Score: Raw -538472.458004 + Penalty 1652.781093 = -536819.676911 nChanged 177 SP:Iteration 10Q (4962.147325 sec): 3 clusters Score: Raw -538565.541908 + Penalty 1652.781093 = -536912.760815 nChanged 112 SP:Iteration 11Q (4962.198256 sec): 3 clusters Score: Raw -538608.589531 + Penalty 1652.781093 = -536955.808437 nChanged 76 SP:Iteration 12Q (4962.241828 sec): 3 clusters Score: Raw -538632.698675 + Penalty 1652.781093 = -536979.917581 nChanged 66 SP:Iteration 13Q (4962.290179 sec): 3 clusters Score: Raw -538651.258283 + Penalty 1652.781093 = -536998.477190 nChanged 53 SP:Iteration 14Q (4962.336851 sec): 3 clusters Score: Raw -538673.510814 + Penalty 1652.781093 = -537020.729721 nChanged 67 SP:Iteration 15Q (4962.381947 sec): 3 clusters Score: Raw -538698.603250 + Penalty 1652.781093 = -537045.822157 nChanged 55 SP:Iteration 16Q (4962.428825 sec): 3 clusters Score: Raw -538715.213554 + Penalty 1652.781093 = -537062.432461 nChanged 45 SP:Iteration 17Q (4962.492956 sec): 3 clusters Score: Raw -538727.282230 + Penalty 1652.781093 = -537074.501137 nChanged 49 SP:Iteration 18Q (4962.538326 sec): 3 clusters Score: Raw -538742.258373 + Penalty 1652.781093 = -537089.477280 nChanged 46 SP:Iteration 19Q (4962.593850 sec): 3 clusters Score: Raw -538755.069795 + Penalty 1652.781093 = -537102.288702 nChanged 47 SP:Iteration 20F (4962.637358 sec): 3 clusters Score: Raw -538765.874540 + Penalty 1652.781093 = -537113.093446 nChanged 53 SP:Iteration 21Q (4962.692080 sec): 3 clusters Score: Raw -538779.577781 + Penalty 1652.781093 = -537126.796688 nChanged 42 SP:Iteration 22Q (4962.734917 sec): 3 clusters Score: Raw -538791.699462 + Penalty 1652.781093 = -537138.918369 nChanged 36 SP:Iteration 23Q (4962.783977 sec): 3 clusters Score: Raw -538800.620680 + Penalty 1652.781093 = -537147.839587 nChanged 30 SP:Iteration 24Q (4962.837830 sec): 3 clusters Score: Raw -538808.357108 + Penalty 1652.781093 = -537155.576014 nChanged 36 SP:Iteration 25Q (4962.891631 sec): 3 clusters Score: Raw -538819.460153 + Penalty 1652.781093 = -537166.679059 nChanged 28 SP:Iteration 26Q (4962.943561 sec): 3 clusters Score: Raw -538825.056473 + Penalty 1652.781093 = -537172.275380 nChanged 23 SP:Iteration 27Q (4962.997379 sec): 3 clusters Score: Raw -538829.853565 + Penalty 1652.781093 = -537177.072472 nChanged 22 SP:Iteration 28Q (4963.052585 sec): 3 clusters Score: Raw -538834.519616 + Penalty 1652.781093 = -537181.738523 nChanged 24 SP:Iteration 29Q (4963.107603 sec): 3 clusters Score: Raw -538841.282692 + Penalty 1652.781093 = -537188.501599 nChanged 34 SP:Iteration 30Q (4963.165149 sec): 3 clusters Score: Raw -538851.088410 + Penalty 1652.781093 = -537198.307316 nChanged 26 SP:Iteration 31Q (4963.217541 sec): 3 clusters Score: Raw -538857.128473 + Penalty 1652.781093 = -537204.347379 nChanged 22 SP:Iteration 32Q (4963.273082 sec): 3 clusters Score: Raw -538861.804012 + Penalty 1652.781093 = -537209.022918 nChanged 23 SP:Iteration 33Q (4963.320265 sec): 3 clusters Score: Raw -538867.371183 + Penalty 1652.781093 = -537214.590090 nChanged 18 SP:Iteration 34Q (4963.376203 sec): 3 clusters Score: Raw -538871.304388 + Penalty 1652.781093 = -537218.523294 nChanged 24 SP:Iteration 35Q (4963.421144 sec): 3 clusters Score: Raw -538876.247522 + Penalty 1652.781093 = -537223.466429 nChanged 20 SP:Iteration 36Q (4963.476326 sec): 3 clusters Score: Raw -538880.987638 + Penalty 1652.781093 = -537228.206545 nChanged 21 SP:Iteration 37Q (4963.532644 sec): 3 clusters Score: Raw -538886.605537 + Penalty 1652.781093 = -537233.824444 nChanged 20 SP:Iteration 38Q (4963.574016 sec): 3 clusters Score: Raw -538891.599325 + Penalty 1652.781093 = -537238.818232 nChanged 26 SP:Iteration 39Q (4963.628283 sec): 3 clusters Score: Raw -538898.749075 + Penalty 1652.781093 = -537245.967982 nChanged 27 SP:Iteration 40F (4963.684286 sec): 3 clusters Score: Raw -538906.859213 + Penalty 1652.781093 = -537254.078120 nChanged 25 SP:Iteration 41Q (4963.730627 sec): 3 clusters Score: Raw -538913.806053 + Penalty 1652.781093 = -537261.024960 nChanged 25 SP:Iteration 42Q (4963.782934 sec): 3 clusters Score: Raw -538919.994649 + Penalty 1652.781093 = -537267.213556 nChanged 20 SP:Iteration 43Q (4963.837416 sec): 3 clusters Score: Raw -538924.734184 + Penalty 1652.781093 = -537271.953091 nChanged 17 SP:Iteration 44Q (4963.892428 sec): 3 clusters Score: Raw -538929.127510 + Penalty 1652.781093 = -537276.346416 nChanged 15 SP:Iteration 45Q (4963.945488 sec): 3 clusters Score: Raw -538932.183703 + Penalty 1652.781093 = -537279.402610 nChanged 14 SP:Iteration 46Q (4963.988322 sec): 3 clusters Score: Raw -538935.287560 + Penalty 1652.781093 = -537282.506467 nChanged 10 SP:Iteration 47Q (4964.031182 sec): 3 clusters Score: Raw -538937.552229 + Penalty 1652.781093 = -537284.771136 nChanged 11 SP:Iteration 48Q (4964.085452 sec): 3 clusters Score: Raw -538940.114681 + Penalty 1652.781093 = -537287.333587 nChanged 14 SP:Iteration 49Q (4964.140837 sec): 3 clusters Score: Raw -538942.643051 + Penalty 1652.781093 = -537289.861958 nChanged 7 SP:Iteration 50Q (4964.189516 sec): 3 clusters Score: Raw -538944.251319 + Penalty 1652.781093 = -537291.470225 nChanged 5 SP:Iteration 51Q (4964.243433 sec): 3 clusters Score: Raw -538944.953435 + Penalty 1652.781093 = -537292.172341 nChanged 4 SP:Iteration 52Q (4964.287248 sec): 3 clusters Score: Raw -538945.191179 + Penalty 1652.781093 = -537292.410086 nChanged 2 SP:Iteration 53Q (4964.334805 sec): 3 clusters Score: Raw -538945.302932 + Penalty 1652.781093 = -537292.521839 nChanged 0 SP:Iteration 54F (4964.383051 sec): 3 clusters Score: Raw -538945.302932 + Penalty 1652.781093 = -537292.521839 nChanged 0 Trying to split cluster 10 (3984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4964.411728 sec): 2 clusters Score: Raw -328411.360484 + Penalty 787.553954 = -327623.806530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4964.469337 sec): 3 clusters Score: Raw -326289.474580 + Penalty 1575.107908 = -324714.366672 nChanged 1673 SP:Iteration 1F (4964.497577 sec): 3 clusters Score: Raw -327255.458134 + Penalty 1575.107908 = -325680.350226 nChanged 315 SP:Iteration 2F (4964.551658 sec): 3 clusters Score: Raw -327445.065479 + Penalty 1575.107908 = -325869.957572 nChanged 238 SP:Iteration 3F (4964.594549 sec): 3 clusters Score: Raw -327595.848316 + Penalty 1575.107908 = -326020.740408 nChanged 202 SP:Iteration 4F (4964.647279 sec): 3 clusters Score: Raw -327748.299599 + Penalty 1575.107908 = -326173.191691 nChanged 189 SP:Iteration 5Q (4964.699829 sec): 3 clusters Score: Raw -327890.486518 + Penalty 1575.107908 = -326315.378611 nChanged 183 SP:Iteration 6Q (4964.750788 sec): 3 clusters Score: Raw -328008.284182 + Penalty 1575.107908 = -326433.176274 nChanged 155 SP:Iteration 7Q (4964.793969 sec): 3 clusters Score: Raw -328096.367992 + Penalty 1575.107908 = -326521.260084 nChanged 134 SP:Iteration 8Q (4964.837681 sec): 3 clusters Score: Raw -328172.478629 + Penalty 1575.107908 = -326597.370721 nChanged 116 SP:Iteration 9Q (4964.890298 sec): 3 clusters Score: Raw -328238.021206 + Penalty 1575.107908 = -326662.913299 nChanged 103 SP:Iteration 10Q (4964.931909 sec): 3 clusters Score: Raw -328288.015129 + Penalty 1575.107908 = -326712.907221 nChanged 80 SP:Iteration 11Q (4964.980033 sec): 3 clusters Score: Raw -328332.276382 + Penalty 1575.107908 = -326757.168475 nChanged 88 SP:Iteration 12Q (4965.025829 sec): 3 clusters Score: Raw -328372.965861 + Penalty 1575.107908 = -326797.857953 nChanged 84 SP:Iteration 13Q (4965.060222 sec): 3 clusters Score: Raw -328411.924819 + Penalty 1575.107908 = -326836.816912 nChanged 67 SP:Iteration 14Q (4965.100278 sec): 3 clusters Score: Raw -328440.819163 + Penalty 1575.107908 = -326865.711255 nChanged 54 SP:Iteration 15Q (4965.147436 sec): 3 clusters Score: Raw -328459.510533 + Penalty 1575.107908 = -326884.402625 nChanged 52 SP:Iteration 16Q (4965.200938 sec): 3 clusters Score: Raw -328484.653976 + Penalty 1575.107908 = -326909.546068 nChanged 64 SP:Iteration 17Q (4965.254756 sec): 3 clusters Score: Raw -328516.871113 + Penalty 1575.107908 = -326941.763206 nChanged 68 SP:Iteration 18Q (4965.299850 sec): 3 clusters Score: Raw -328550.213475 + Penalty 1575.107908 = -326975.105568 nChanged 61 SP:Iteration 19Q (4965.346703 sec): 3 clusters Score: Raw -328586.615512 + Penalty 1575.107908 = -327011.507605 nChanged 63 SP:Iteration 20F (4965.410881 sec): 3 clusters Score: Raw -328627.870671 + Penalty 1575.107908 = -327052.762764 nChanged 61 SP:Iteration 21Q (4965.441752 sec): 3 clusters Score: Raw -328665.058096 + Penalty 1575.107908 = -327089.950188 nChanged 56 SP:Iteration 22Q (4965.497252 sec): 3 clusters Score: Raw -328700.797191 + Penalty 1575.107908 = -327125.689284 nChanged 47 SP:Iteration 23Q (4965.541734 sec): 3 clusters Score: Raw -328727.961406 + Penalty 1575.107908 = -327152.853498 nChanged 39 SP:Iteration 24Q (4965.593264 sec): 3 clusters Score: Raw -328751.836153 + Penalty 1575.107908 = -327176.728245 nChanged 32 SP:Iteration 25Q (4965.645208 sec): 3 clusters Score: Raw -328765.472485 + Penalty 1575.107908 = -327190.364577 nChanged 23 SP:Iteration 26Q (4965.708783 sec): 3 clusters Score: Raw -328775.831904 + Penalty 1575.107908 = -327200.723997 nChanged 20 SP:Iteration 27Q (4965.749027 sec): 3 clusters Score: Raw -328783.417979 + Penalty 1575.107908 = -327208.310071 nChanged 19 SP:Iteration 28Q (4965.784464 sec): 3 clusters Score: Raw -328789.272869 + Penalty 1575.107908 = -327214.164961 nChanged 17 SP:Iteration 29Q (4965.825716 sec): 3 clusters Score: Raw -328795.616942 + Penalty 1575.107908 = -327220.509035 nChanged 14 SP:Iteration 30Q (4965.870466 sec): 3 clusters Score: Raw -328804.748135 + Penalty 1575.107908 = -327229.640228 nChanged 20 SP:Iteration 31Q (4965.914891 sec): 3 clusters Score: Raw -328815.911129 + Penalty 1575.107908 = -327240.803222 nChanged 17 SP:Iteration 32Q (4965.962042 sec): 3 clusters Score: Raw -328821.050138 + Penalty 1575.107908 = -327245.942230 nChanged 7 SP:Iteration 33Q (4966.004022 sec): 3 clusters Score: Raw -328823.217262 + Penalty 1575.107908 = -327248.109354 nChanged 5 SP:Iteration 34Q (4966.055648 sec): 3 clusters Score: Raw -328824.738842 + Penalty 1575.107908 = -327249.630935 nChanged 5 SP:Iteration 35Q (4966.104887 sec): 3 clusters Score: Raw -328826.113822 + Penalty 1575.107908 = -327251.005915 nChanged 4 SP:Iteration 36Q (4966.156802 sec): 3 clusters Score: Raw -328827.351888 + Penalty 1575.107908 = -327252.243981 nChanged 5 SP:Iteration 37Q (4966.218569 sec): 3 clusters Score: Raw -328829.638671 + Penalty 1575.107908 = -327254.530764 nChanged 5 SP:Iteration 38Q (4966.258471 sec): 3 clusters Score: Raw -328831.771845 + Penalty 1575.107908 = -327256.663938 nChanged 4 SP:Iteration 39Q (4966.303873 sec): 3 clusters Score: Raw -328833.731730 + Penalty 1575.107908 = -327258.623823 nChanged 6 SP:Iteration 40F (4966.356260 sec): 3 clusters Score: Raw -328836.071989 + Penalty 1575.107908 = -327260.964081 nChanged 0 Trying to split cluster 11 (4593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4966.385597 sec): 2 clusters Score: Raw -416110.395323 + Penalty 801.067425 = -415309.327898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4966.444316 sec): 3 clusters Score: Raw -413574.291174 + Penalty 1602.134850 = -411972.156324 nChanged 1982 SP:Iteration 1F (4966.483541 sec): 3 clusters Score: Raw -414655.632628 + Penalty 1602.134850 = -413053.497778 nChanged 344 SP:Iteration 2F (4966.533963 sec): 3 clusters Score: Raw -414836.612734 + Penalty 1602.134850 = -413234.477884 nChanged 256 SP:Iteration 3F (4966.580606 sec): 3 clusters Score: Raw -414959.211286 + Penalty 1602.134850 = -413357.076436 nChanged 222 SP:Iteration 4Q (4966.629115 sec): 3 clusters Score: Raw -415057.937908 + Penalty 1602.134850 = -413455.803058 nChanged 202 SP:Iteration 5Q (4966.640971 sec): 3 clusters Score: Raw -415146.863093 + Penalty 1602.134850 = -413544.728243 nChanged 208 SP:Iteration 6Q (4966.658269 sec): 3 clusters Score: Raw -415263.813353 + Penalty 1602.134850 = -413661.678503 nChanged 212 SP:Iteration 7Q (4966.675580 sec): 3 clusters Score: Raw -415399.130088 + Penalty 1602.134850 = -413796.995238 nChanged 201 SP:Iteration 8Q (4966.692808 sec): 3 clusters Score: Raw -415530.691775 + Penalty 1602.134850 = -413928.556925 nChanged 180 SP:Iteration 9Q (4966.747480 sec): 3 clusters Score: Raw -415645.855917 + Penalty 1602.134850 = -414043.721067 nChanged 161 SP:Iteration 10Q (4966.801317 sec): 3 clusters Score: Raw -415760.982080 + Penalty 1602.134850 = -414158.847230 nChanged 128 SP:Iteration 11Q (4966.854908 sec): 3 clusters Score: Raw -415862.544245 + Penalty 1602.134850 = -414260.409395 nChanged 112 SP:Iteration 12Q (4966.905604 sec): 3 clusters Score: Raw -415952.483337 + Penalty 1602.134850 = -414350.348487 nChanged 108 SP:Iteration 13Q (4966.949900 sec): 3 clusters Score: Raw -416019.965876 + Penalty 1602.134850 = -414417.831026 nChanged 71 SP:Iteration 14Q (4967.003043 sec): 3 clusters Score: Raw -416060.666636 + Penalty 1602.134850 = -414458.531786 nChanged 60 SP:Iteration 15Q (4967.055794 sec): 3 clusters Score: Raw -416097.802501 + Penalty 1602.134850 = -414495.667651 nChanged 57 SP:Iteration 16Q (4967.100919 sec): 3 clusters Score: Raw -416129.381003 + Penalty 1602.134850 = -414527.246153 nChanged 41 SP:Iteration 17Q (4967.138685 sec): 3 clusters Score: Raw -416150.716194 + Penalty 1602.134850 = -414548.581344 nChanged 31 SP:Iteration 18Q (4967.192248 sec): 3 clusters Score: Raw -416163.378119 + Penalty 1602.134850 = -414561.243269 nChanged 25 SP:Iteration 19Q (4967.239351 sec): 3 clusters Score: Raw -416175.780750 + Penalty 1602.134850 = -414573.645900 nChanged 26 SP:Iteration 20F (4967.281093 sec): 3 clusters Score: Raw -416186.786988 + Penalty 1602.134850 = -414584.652138 nChanged 23 SP:Iteration 21Q (4967.329241 sec): 3 clusters Score: Raw -416196.779361 + Penalty 1602.134850 = -414594.644511 nChanged 18 SP:Iteration 22Q (4967.375567 sec): 3 clusters Score: Raw -416202.305886 + Penalty 1602.134850 = -414600.171036 nChanged 10 SP:Iteration 23Q (4967.428265 sec): 3 clusters Score: Raw -416205.001402 + Penalty 1602.134850 = -414602.866552 nChanged 12 SP:Iteration 24Q (4967.471409 sec): 3 clusters Score: Raw -416208.271309 + Penalty 1602.134850 = -414606.136459 nChanged 6 SP:Iteration 25Q (4967.505876 sec): 3 clusters Score: Raw -416209.490228 + Penalty 1602.134850 = -414607.355378 nChanged 5 SP:Iteration 26Q (4967.567728 sec): 3 clusters Score: Raw -416210.160567 + Penalty 1602.134850 = -414608.025717 nChanged 3 SP:Iteration 27Q (4967.606325 sec): 3 clusters Score: Raw -416210.494762 + Penalty 1602.134850 = -414608.359912 nChanged 0 SP:Iteration 28F (4967.659439 sec): 3 clusters Score: Raw -416210.494762 + Penalty 1602.134850 = -414608.359912 nChanged 0 Trying to split cluster 12 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4967.675524 sec): 2 clusters Score: Raw -5440.219304 + Penalty 472.132263 = -4968.087040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4967.723727 sec): 3 clusters Score: Raw -5509.917870 + Penalty 944.264527 = -4565.653344 nChanged 37 SP:Iteration 1F (4967.762635 sec): 3 clusters Score: Raw -5629.483652 + Penalty 944.264527 = -4685.219125 nChanged 10 SP:Iteration 2F (4967.801268 sec): 3 clusters Score: Raw -5662.205481 + Penalty 944.264527 = -4717.940954 nChanged 3 SP:Iteration 3Q (4967.850433 sec): 3 clusters Score: Raw -5665.910266 + Penalty 944.264527 = -4721.645740 nChanged 1 SP:Iteration 4Q (4967.889162 sec): 3 clusters Score: Raw -5683.945456 + Penalty 944.264527 = -4739.680929 nChanged 1 SP:Iteration 5Q (4967.930261 sec): 3 clusters Score: Raw -5684.911340 + Penalty 944.264527 = -4740.646814 nChanged 0 SP:Iteration 6F (4967.978108 sec): 3 clusters Score: Raw -5684.911340 + Penalty 944.264527 = -4740.646814 nChanged 0 Trying to split cluster 13 (1178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4967.989600 sec): 2 clusters Score: Raw -96173.835648 + Penalty 671.799470 = -95502.036179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4968.023732 sec): 3 clusters Score: Raw -95690.585570 + Penalty 1343.598939 = -94346.986631 nChanged 423 SP:Iteration 1F (4968.065938 sec): 3 clusters Score: Raw -96035.506617 + Penalty 1343.598939 = -94691.907678 nChanged 129 SP:Iteration 2F (4968.113100 sec): 3 clusters Score: Raw -96193.700461 + Penalty 1343.598939 = -94850.101522 nChanged 111 SP:Iteration 3F (4968.152509 sec): 3 clusters Score: Raw -96361.599950 + Penalty 1343.598939 = -95018.001011 nChanged 98 SP:Iteration 4F (4968.200372 sec): 3 clusters Score: Raw -96481.927404 + Penalty 1343.598939 = -95138.328465 nChanged 64 SP:Iteration 5F (4968.241795 sec): 3 clusters Score: Raw -96539.862801 + Penalty 1343.598939 = -95196.263862 nChanged 41 SP:Iteration 6Q (4968.292731 sec): 3 clusters Score: Raw -96571.765066 + Penalty 1343.598939 = -95228.166126 nChanged 24 SP:Iteration 7Q (4968.342782 sec): 3 clusters Score: Raw -96590.319408 + Penalty 1343.598939 = -95246.720469 nChanged 16 SP:Iteration 8Q (4968.382916 sec): 3 clusters Score: Raw -96600.378505 + Penalty 1343.598939 = -95256.779565 nChanged 12 SP:Iteration 9Q (4968.425639 sec): 3 clusters Score: Raw -96610.515075 + Penalty 1343.598939 = -95266.916136 nChanged 7 SP:Iteration 10Q (4968.476140 sec): 3 clusters Score: Raw -96618.387469 + Penalty 1343.598939 = -95274.788530 nChanged 6 SP:Iteration 11Q (4968.526668 sec): 3 clusters Score: Raw -96622.630391 + Penalty 1343.598939 = -95279.031451 nChanged 3 SP:Iteration 12Q (4968.576659 sec): 3 clusters Score: Raw -96623.974044 + Penalty 1343.598939 = -95280.375105 nChanged 0 SP:Iteration 13F (4968.618559 sec): 3 clusters Score: Raw -96623.974044 + Penalty 1343.598939 = -95280.375105 nChanged 0 Trying to split cluster 14 (18685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4968.668572 sec): 2 clusters Score: Raw -1634426.155327 + Penalty 934.370252 = -1633491.785075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4968.718907 sec): 3 clusters Score: Raw -1622780.146385 + Penalty 1868.740505 = -1620911.405880 nChanged 8711 SP:Iteration 1F (4968.778045 sec): 3 clusters Score: Raw -1627739.328105 + Penalty 1868.740505 = -1625870.587600 nChanged 977 SP:Iteration 2F (4968.851383 sec): 3 clusters Score: Raw -1628168.739695 + Penalty 1868.740505 = -1626299.999190 nChanged 1002 SP:Iteration 3F (4968.922781 sec): 3 clusters Score: Raw -1628639.919424 + Penalty 1868.740505 = -1626771.178919 nChanged 972 SP:Iteration 4F (4968.990749 sec): 3 clusters Score: Raw -1629221.239336 + Penalty 1868.740505 = -1627352.498831 nChanged 1061 SP:Iteration 5F (4969.059754 sec): 3 clusters Score: Raw -1630002.638096 + Penalty 1868.740505 = -1628133.897591 nChanged 1084 SP:Iteration 6F (4969.135056 sec): 3 clusters Score: Raw -1630919.731591 + Penalty 1868.740505 = -1629050.991086 nChanged 1011 SP:Iteration 7F (4969.201839 sec): 3 clusters Score: Raw -1631859.466432 + Penalty 1868.740505 = -1629990.725927 nChanged 903 SP:Iteration 8Q (4969.270444 sec): 3 clusters Score: Raw -1632617.724024 + Penalty 1868.740505 = -1630748.983519 nChanged 753 SP:Iteration 9Q (4969.337662 sec): 3 clusters Score: Raw -1633135.510542 + Penalty 1868.740505 = -1631266.770037 nChanged 590 SP:Iteration 10Q (4969.406688 sec): 3 clusters Score: Raw -1633498.551659 + Penalty 1868.740505 = -1631629.811154 nChanged 487 SP:Iteration 11Q (4969.474818 sec): 3 clusters Score: Raw -1633771.517850 + Penalty 1868.740505 = -1631902.777345 nChanged 361 SP:Iteration 12Q (4969.541494 sec): 3 clusters Score: Raw -1633962.803524 + Penalty 1868.740505 = -1632094.063019 nChanged 290 SP:Iteration 13Q (4969.611991 sec): 3 clusters Score: Raw -1634113.479529 + Penalty 1868.740505 = -1632244.739024 nChanged 257 SP:Iteration 14Q (4969.681606 sec): 3 clusters Score: Raw -1634242.009350 + Penalty 1868.740505 = -1632373.268846 nChanged 212 SP:Iteration 15Q (4969.750918 sec): 3 clusters Score: Raw -1634325.543761 + Penalty 1868.740505 = -1632456.803256 nChanged 189 SP:Iteration 16Q (4969.812211 sec): 3 clusters Score: Raw -1634404.403601 + Penalty 1868.740505 = -1632535.663096 nChanged 145 SP:Iteration 17Q (4969.883464 sec): 3 clusters Score: Raw -1634452.948036 + Penalty 1868.740505 = -1632584.207531 nChanged 107 SP:Iteration 18Q (4969.948442 sec): 3 clusters Score: Raw -1634485.993357 + Penalty 1868.740505 = -1632617.252852 nChanged 80 SP:Iteration 19Q (4970.005269 sec): 3 clusters Score: Raw -1634515.285515 + Penalty 1868.740505 = -1632646.545010 nChanged 74 SP:Iteration 20F (4970.068204 sec): 3 clusters Score: Raw -1634542.068368 + Penalty 1868.740505 = -1632673.327863 nChanged 77 SP:Iteration 21Q (4970.134804 sec): 3 clusters Score: Raw -1634568.053099 + Penalty 1868.740505 = -1632699.312594 nChanged 59 SP:Iteration 22Q (4970.192573 sec): 3 clusters Score: Raw -1634585.146861 + Penalty 1868.740505 = -1632716.406356 nChanged 61 SP:Iteration 23Q (4970.248614 sec): 3 clusters Score: Raw -1634605.730168 + Penalty 1868.740505 = -1632736.989663 nChanged 40 SP:Iteration 24Q (4970.315705 sec): 3 clusters Score: Raw -1634617.643421 + Penalty 1868.740505 = -1632748.902916 nChanged 30 SP:Iteration 25Q (4970.378482 sec): 3 clusters Score: Raw -1634626.103367 + Penalty 1868.740505 = -1632757.362862 nChanged 19 SP:Iteration 26Q (4970.443210 sec): 3 clusters Score: Raw -1634630.821444 + Penalty 1868.740505 = -1632762.080939 nChanged 20 SP:Iteration 27Q (4970.508025 sec): 3 clusters Score: Raw -1634635.850135 + Penalty 1868.740505 = -1632767.109630 nChanged 14 SP:Iteration 28Q (4970.575879 sec): 3 clusters Score: Raw -1634638.426818 + Penalty 1868.740505 = -1632769.686313 nChanged 14 SP:Iteration 29Q (4970.643743 sec): 3 clusters Score: Raw -1634642.042541 + Penalty 1868.740505 = -1632773.302036 nChanged 14 SP:Iteration 30Q (4970.713757 sec): 3 clusters Score: Raw -1634645.174029 + Penalty 1868.740505 = -1632776.433524 nChanged 14 SP:Iteration 31Q (4970.779848 sec): 3 clusters Score: Raw -1634648.410265 + Penalty 1868.740505 = -1632779.669760 nChanged 14 SP:Iteration 32Q (4970.841372 sec): 3 clusters Score: Raw -1634651.961921 + Penalty 1868.740505 = -1632783.221416 nChanged 13 SP:Iteration 33Q (4970.896823 sec): 3 clusters Score: Raw -1634655.645350 + Penalty 1868.740505 = -1632786.904845 nChanged 19 SP:Iteration 34Q (4970.966968 sec): 3 clusters Score: Raw -1634660.146295 + Penalty 1868.740505 = -1632791.405790 nChanged 13 SP:Iteration 35Q (4971.035504 sec): 3 clusters Score: Raw -1634665.308086 + Penalty 1868.740505 = -1632796.567581 nChanged 12 SP:Iteration 36Q (4971.100321 sec): 3 clusters Score: Raw -1634668.918963 + Penalty 1868.740505 = -1632800.178458 nChanged 6 SP:Iteration 37Q (4971.162379 sec): 3 clusters Score: Raw -1634670.023214 + Penalty 1868.740505 = -1632801.282709 nChanged 5 SP:Iteration 38Q (4971.223134 sec): 3 clusters Score: Raw -1634671.304832 + Penalty 1868.740505 = -1632802.564327 nChanged 7 SP:Iteration 39Q (4971.293547 sec): 3 clusters Score: Raw -1634672.847555 + Penalty 1868.740505 = -1632804.107050 nChanged 7 SP:Iteration 40F (4971.351898 sec): 3 clusters Score: Raw -1634674.950485 + Penalty 1868.740505 = -1632806.209980 nChanged 6 SP:Iteration 41Q (4971.415567 sec): 3 clusters Score: Raw -1634676.696437 + Penalty 1868.740505 = -1632807.955932 nChanged 5 SP:Iteration 42Q (4971.472388 sec): 3 clusters Score: Raw -1634677.557656 + Penalty 1868.740505 = -1632808.817151 nChanged 3 SP:Iteration 43Q (4971.541177 sec): 3 clusters Score: Raw -1634679.346590 + Penalty 1868.740505 = -1632810.606085 nChanged 5 SP:Iteration 44Q (4971.606639 sec): 3 clusters Score: Raw -1634680.349160 + Penalty 1868.740505 = -1632811.608655 nChanged 3 SP:Iteration 45Q (4971.676203 sec): 3 clusters Score: Raw -1634681.540422 + Penalty 1868.740505 = -1632812.799917 nChanged 4 SP:Iteration 46Q (4971.739690 sec): 3 clusters Score: Raw -1634682.952055 + Penalty 1868.740505 = -1632814.211550 nChanged 7 SP:Iteration 47Q (4971.795447 sec): 3 clusters Score: Raw -1634684.256403 + Penalty 1868.740505 = -1632815.515898 nChanged 5 SP:Iteration 48Q (4971.856658 sec): 3 clusters Score: Raw -1634685.216274 + Penalty 1868.740505 = -1632816.475769 nChanged 2 SP:Iteration 49Q (4971.925723 sec): 3 clusters Score: Raw -1634685.502517 + Penalty 1868.740505 = -1632816.762012 nChanged 1 SP:Iteration 50Q (4971.983215 sec): 3 clusters Score: Raw -1634685.734559 + Penalty 1868.740505 = -1632816.994054 nChanged 2 SP:Iteration 51Q (4972.054883 sec): 3 clusters Score: Raw -1634686.003172 + Penalty 1868.740505 = -1632817.262667 nChanged 3 SP:Iteration 52Q (4972.102470 sec): 3 clusters Score: Raw -1634686.628056 + Penalty 1868.740505 = -1632817.887551 nChanged 5 SP:Iteration 53Q (4972.170733 sec): 3 clusters Score: Raw -1634687.839642 + Penalty 1868.740505 = -1632819.099137 nChanged 3 SP:Iteration 54Q (4972.243301 sec): 3 clusters Score: Raw -1634688.578746 + Penalty 1868.740505 = -1632819.838241 nChanged 1 SP:Iteration 55Q (4972.302294 sec): 3 clusters Score: Raw -1634688.807952 + Penalty 1868.740505 = -1632820.067447 nChanged 1 SP:Iteration 56Q (4972.362294 sec): 3 clusters Score: Raw -1634688.988893 + Penalty 1868.740505 = -1632820.248388 nChanged 1 SP:Iteration 57Q (4972.425647 sec): 3 clusters Score: Raw -1634689.161614 + Penalty 1868.740505 = -1632820.421109 nChanged 1 SP:Iteration 58Q (4972.496423 sec): 3 clusters Score: Raw -1634689.278240 + Penalty 1868.740505 = -1632820.537735 nChanged 1 SP:Iteration 59Q (4972.574409 sec): 3 clusters Score: Raw -1634689.692417 + Penalty 1868.740505 = -1632820.951912 nChanged 3 SP:Iteration 60F (4972.635665 sec): 3 clusters Score: Raw -1634690.167864 + Penalty 1868.740505 = -1632821.427359 nChanged 2 SP:Iteration 61Q (4972.692877 sec): 3 clusters Score: Raw -1634690.374333 + Penalty 1868.740505 = -1632821.633828 nChanged 0 SP:Iteration 62F (4972.761557 sec): 3 clusters Score: Raw -1634690.374333 + Penalty 1868.740505 = -1632821.633828 nChanged 0 Trying to split cluster 15 (4050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4972.789419 sec): 2 clusters Score: Raw -363144.788245 + Penalty 789.114855 = -362355.673390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4972.833161 sec): 3 clusters Score: Raw -360942.508380 + Penalty 1578.229710 = -359364.278670 nChanged 1693 SP:Iteration 1F (4972.877444 sec): 3 clusters Score: Raw -361974.390421 + Penalty 1578.229710 = -360396.160710 nChanged 324 SP:Iteration 2F (4972.929084 sec): 3 clusters Score: Raw -362183.777005 + Penalty 1578.229710 = -360605.547295 nChanged 284 SP:Iteration 3F (4972.982167 sec): 3 clusters Score: Raw -362377.156409 + Penalty 1578.229710 = -360798.926698 nChanged 239 SP:Iteration 4F (4973.028335 sec): 3 clusters Score: Raw -362553.932999 + Penalty 1578.229710 = -360975.703289 nChanged 220 SP:Iteration 5F (4973.078704 sec): 3 clusters Score: Raw -362732.393578 + Penalty 1578.229710 = -361154.163867 nChanged 187 SP:Iteration 6Q (4973.131173 sec): 3 clusters Score: Raw -362855.773262 + Penalty 1578.229710 = -361277.543552 nChanged 144 SP:Iteration 7Q (4973.179634 sec): 3 clusters Score: Raw -362940.219692 + Penalty 1578.229710 = -361361.989982 nChanged 132 SP:Iteration 8Q (4973.232222 sec): 3 clusters Score: Raw -363030.552064 + Penalty 1578.229710 = -361452.322354 nChanged 109 SP:Iteration 9Q (4973.267568 sec): 3 clusters Score: Raw -363097.905264 + Penalty 1578.229710 = -361519.675554 nChanged 78 SP:Iteration 10Q (4973.322595 sec): 3 clusters Score: Raw -363139.256627 + Penalty 1578.229710 = -361561.026916 nChanged 58 SP:Iteration 11Q (4973.367251 sec): 3 clusters Score: Raw -363169.314050 + Penalty 1578.229710 = -361591.084339 nChanged 51 SP:Iteration 12Q (4973.419820 sec): 3 clusters Score: Raw -363203.576758 + Penalty 1578.229710 = -361625.347048 nChanged 41 SP:Iteration 13Q (4973.472648 sec): 3 clusters Score: Raw -363229.330066 + Penalty 1578.229710 = -361651.100356 nChanged 33 SP:Iteration 14Q (4973.522042 sec): 3 clusters Score: Raw -363250.638398 + Penalty 1578.229710 = -361672.408687 nChanged 33 SP:Iteration 15Q (4973.574364 sec): 3 clusters Score: Raw -363267.678149 + Penalty 1578.229710 = -361689.448439 nChanged 22 SP:Iteration 16Q (4973.627286 sec): 3 clusters Score: Raw -363279.453653 + Penalty 1578.229710 = -361701.223943 nChanged 20 SP:Iteration 17Q (4973.679623 sec): 3 clusters Score: Raw -363290.564830 + Penalty 1578.229710 = -361712.335119 nChanged 22 SP:Iteration 18Q (4973.731981 sec): 3 clusters Score: Raw -363302.540357 + Penalty 1578.229710 = -361724.310646 nChanged 19 SP:Iteration 19Q (4973.785440 sec): 3 clusters Score: Raw -363318.059693 + Penalty 1578.229710 = -361739.829982 nChanged 16 SP:Iteration 20F (4973.839491 sec): 3 clusters Score: Raw -363329.522701 + Penalty 1578.229710 = -361751.292990 nChanged 18 SP:Iteration 21Q (4973.892502 sec): 3 clusters Score: Raw -363340.779845 + Penalty 1578.229710 = -361762.550134 nChanged 18 SP:Iteration 22Q (4973.936373 sec): 3 clusters Score: Raw -363352.933045 + Penalty 1578.229710 = -361774.703334 nChanged 14 SP:Iteration 23Q (4973.988093 sec): 3 clusters Score: Raw -363359.114757 + Penalty 1578.229710 = -361780.885046 nChanged 9 SP:Iteration 24Q (4974.030540 sec): 3 clusters Score: Raw -363362.467217 + Penalty 1578.229710 = -361784.237507 nChanged 8 SP:Iteration 25Q (4974.082353 sec): 3 clusters Score: Raw -363364.494000 + Penalty 1578.229710 = -361786.264290 nChanged 3 SP:Iteration 26Q (4974.128263 sec): 3 clusters Score: Raw -363365.987122 + Penalty 1578.229710 = -361787.757412 nChanged 3 SP:Iteration 27Q (4974.178783 sec): 3 clusters Score: Raw -363366.885894 + Penalty 1578.229710 = -361788.656183 nChanged 3 SP:Iteration 28Q (4974.230618 sec): 3 clusters Score: Raw -363368.167931 + Penalty 1578.229710 = -361789.938221 nChanged 2 SP:Iteration 29Q (4974.283352 sec): 3 clusters Score: Raw -363369.261002 + Penalty 1578.229710 = -361791.031291 nChanged 2 SP:Iteration 30Q (4974.324085 sec): 3 clusters Score: Raw -363369.677467 + Penalty 1578.229710 = -361791.447756 nChanged 1 SP:Iteration 31Q (4974.376971 sec): 3 clusters Score: Raw -363370.374002 + Penalty 1578.229710 = -361792.144292 nChanged 1 SP:Iteration 32Q (4974.428086 sec): 3 clusters Score: Raw -363370.642559 + Penalty 1578.229710 = -361792.412849 nChanged 2 SP:Iteration 33Q (4974.470169 sec): 3 clusters Score: Raw -363371.513543 + Penalty 1578.229710 = -361793.283832 nChanged 1 SP:Iteration 34Q (4974.517189 sec): 3 clusters Score: Raw -363371.665374 + Penalty 1578.229710 = -361793.435663 nChanged 1 SP:Iteration 35Q (4974.557389 sec): 3 clusters Score: Raw -363371.728320 + Penalty 1578.229710 = -361793.498610 nChanged 1 SP:Iteration 36Q (4974.603590 sec): 3 clusters Score: Raw -363371.894965 + Penalty 1578.229710 = -361793.665255 nChanged 2 SP:Iteration 37Q (4974.650008 sec): 3 clusters Score: Raw -363372.409022 + Penalty 1578.229710 = -361794.179312 nChanged 0 SP:Iteration 38F (4974.704038 sec): 3 clusters Score: Raw -363372.409022 + Penalty 1578.229710 = -361794.179312 nChanged 0 Trying to split cluster 16 (2354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4974.740410 sec): 2 clusters Score: Raw -187874.950212 + Penalty 737.567772 = -187137.382440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4974.782565 sec): 3 clusters Score: Raw -186671.770315 + Penalty 1475.135545 = -185196.634770 nChanged 952 SP:Iteration 1F (4974.829000 sec): 3 clusters Score: Raw -187264.353605 + Penalty 1475.135545 = -185789.218060 nChanged 226 SP:Iteration 2F (4974.878845 sec): 3 clusters Score: Raw -187444.245982 + Penalty 1475.135545 = -185969.110437 nChanged 174 SP:Iteration 3F (4974.927253 sec): 3 clusters Score: Raw -187585.782542 + Penalty 1475.135545 = -186110.646998 nChanged 145 SP:Iteration 4F (4974.962798 sec): 3 clusters Score: Raw -187674.191183 + Penalty 1475.135545 = -186199.055638 nChanged 105 SP:Iteration 5Q (4975.015700 sec): 3 clusters Score: Raw -187734.372020 + Penalty 1475.135545 = -186259.236476 nChanged 81 SP:Iteration 6Q (4975.065011 sec): 3 clusters Score: Raw -187789.123037 + Penalty 1475.135545 = -186313.987492 nChanged 71 SP:Iteration 7Q (4975.107442 sec): 3 clusters Score: Raw -187827.438651 + Penalty 1475.135545 = -186352.303106 nChanged 54 SP:Iteration 8Q (4975.153516 sec): 3 clusters Score: Raw -187851.103741 + Penalty 1475.135545 = -186375.968196 nChanged 50 SP:Iteration 9Q (4975.203329 sec): 3 clusters Score: Raw -187876.653544 + Penalty 1475.135545 = -186401.517999 nChanged 41 SP:Iteration 10Q (4975.266269 sec): 3 clusters Score: Raw -187892.832868 + Penalty 1475.135545 = -186417.697324 nChanged 28 SP:Iteration 11Q (4975.304431 sec): 3 clusters Score: Raw -187901.115860 + Penalty 1475.135545 = -186425.980316 nChanged 23 SP:Iteration 12Q (4975.353425 sec): 3 clusters Score: Raw -187911.573470 + Penalty 1475.135545 = -186436.437925 nChanged 18 SP:Iteration 13Q (4975.392776 sec): 3 clusters Score: Raw -187919.144638 + Penalty 1475.135545 = -186444.009093 nChanged 20 SP:Iteration 14Q (4975.434724 sec): 3 clusters Score: Raw -187927.263235 + Penalty 1475.135545 = -186452.127691 nChanged 19 SP:Iteration 15Q (4975.479837 sec): 3 clusters Score: Raw -187937.245108 + Penalty 1475.135545 = -186462.109564 nChanged 20 SP:Iteration 16Q (4975.527387 sec): 3 clusters Score: Raw -187944.695325 + Penalty 1475.135545 = -186469.559781 nChanged 13 SP:Iteration 17Q (4975.571502 sec): 3 clusters Score: Raw -187949.157102 + Penalty 1475.135545 = -186474.021557 nChanged 11 SP:Iteration 18Q (4975.610898 sec): 3 clusters Score: Raw -187953.604787 + Penalty 1475.135545 = -186478.469243 nChanged 13 SP:Iteration 19Q (4975.651991 sec): 3 clusters Score: Raw -187959.914678 + Penalty 1475.135545 = -186484.779133 nChanged 12 SP:Iteration 20F (4975.708423 sec): 3 clusters Score: Raw -187964.048091 + Penalty 1475.135545 = -186488.912546 nChanged 7 SP:Iteration 21Q (4975.748316 sec): 3 clusters Score: Raw -187966.896677 + Penalty 1475.135545 = -186491.761132 nChanged 7 SP:Iteration 22Q (4975.785746 sec): 3 clusters Score: Raw -187969.923352 + Penalty 1475.135545 = -186494.787808 nChanged 7 SP:Iteration 23Q (4975.829427 sec): 3 clusters Score: Raw -187972.198883 + Penalty 1475.135545 = -186497.063339 nChanged 6 SP:Iteration 24Q (4975.878945 sec): 3 clusters Score: Raw -187974.296667 + Penalty 1475.135545 = -186499.161123 nChanged 6 SP:Iteration 25Q (4975.929963 sec): 3 clusters Score: Raw -187976.357934 + Penalty 1475.135545 = -186501.222390 nChanged 8 SP:Iteration 26Q (4975.973213 sec): 3 clusters Score: Raw -187979.345164 + Penalty 1475.135545 = -186504.209619 nChanged 10 SP:Iteration 27Q (4976.010812 sec): 3 clusters Score: Raw -187983.051958 + Penalty 1475.135545 = -186507.916413 nChanged 13 SP:Iteration 28Q (4976.052092 sec): 3 clusters Score: Raw -187989.185295 + Penalty 1475.135545 = -186514.049750 nChanged 8 SP:Iteration 29Q (4976.087055 sec): 3 clusters Score: Raw -187992.249454 + Penalty 1475.135545 = -186517.113909 nChanged 10 SP:Iteration 30Q (4976.139333 sec): 3 clusters Score: Raw -187995.868460 + Penalty 1475.135545 = -186520.732915 nChanged 11 SP:Iteration 31Q (4976.171756 sec): 3 clusters Score: Raw -187999.101666 + Penalty 1475.135545 = -186523.966121 nChanged 11 SP:Iteration 32Q (4976.222604 sec): 3 clusters Score: Raw -188002.974568 + Penalty 1475.135545 = -186527.839023 nChanged 9 SP:Iteration 33Q (4976.273698 sec): 3 clusters Score: Raw -188005.085792 + Penalty 1475.135545 = -186529.950248 nChanged 5 SP:Iteration 34Q (4976.324288 sec): 3 clusters Score: Raw -188006.141833 + Penalty 1475.135545 = -186531.006288 nChanged 1 SP:Iteration 35Q (4976.372002 sec): 3 clusters Score: Raw -188006.401335 + Penalty 1475.135545 = -186531.265790 nChanged 1 SP:Iteration 36Q (4976.417284 sec): 3 clusters Score: Raw -188006.552916 + Penalty 1475.135545 = -186531.417371 nChanged 1 SP:Iteration 37Q (4976.459437 sec): 3 clusters Score: Raw -188006.789938 + Penalty 1475.135545 = -186531.654394 nChanged 1 SP:Iteration 38Q (4976.501974 sec): 3 clusters Score: Raw -188007.247546 + Penalty 1475.135545 = -186532.112001 nChanged 5 SP:Iteration 39Q (4976.543850 sec): 3 clusters Score: Raw -188008.660023 + Penalty 1475.135545 = -186533.524478 nChanged 3 SP:Iteration 40F (4976.572602 sec): 3 clusters Score: Raw -188009.790008 + Penalty 1475.135545 = -186534.654464 nChanged 2 SP:Iteration 41Q (4976.622969 sec): 3 clusters Score: Raw -188012.221039 + Penalty 1475.135545 = -186537.085494 nChanged 2 SP:Iteration 42Q (4976.655400 sec): 3 clusters Score: Raw -188012.659314 + Penalty 1475.135545 = -186537.523769 nChanged 2 SP:Iteration 43Q (4976.695932 sec): 3 clusters Score: Raw -188013.158889 + Penalty 1475.135545 = -186538.023345 nChanged 0 SP:Iteration 44F (4976.747206 sec): 3 clusters Score: Raw -188013.158889 + Penalty 1475.135545 = -186538.023345 nChanged 0 Trying to split cluster 17 (46798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4976.821763 sec): 2 clusters Score: Raw -4031267.313597 + Penalty 1021.591596 = -4030245.722001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4976.928125 sec): 3 clusters Score: Raw -4000999.764087 + Penalty 2043.183192 = -3998956.580895 nChanged 22357 SP:Iteration 1F (4977.026767 sec): 3 clusters Score: Raw -4014115.744144 + Penalty 2043.183192 = -4012072.560953 nChanged 1947 SP:Iteration 2Q (4977.126053 sec): 3 clusters Score: Raw -4014656.630472 + Penalty 2043.183192 = -4012613.447280 nChanged 2080 SP:Iteration 3Q (4977.236724 sec): 3 clusters Score: Raw -4015348.501720 + Penalty 2043.183192 = -4013305.318528 nChanged 2314 SP:Iteration 4Q (4977.347273 sec): 3 clusters Score: Raw -4016306.898754 + Penalty 2043.183192 = -4014263.715563 nChanged 2705 SP:Iteration 5F (4977.437591 sec): 3 clusters Score: Raw -4017672.186476 + Penalty 2043.183192 = -4015629.003284 nChanged 3039 SP:Iteration 6F (4977.543621 sec): 3 clusters Score: Raw -4019610.170378 + Penalty 2043.183192 = -4017566.987186 nChanged 3401 SP:Iteration 7F (4977.654970 sec): 3 clusters Score: Raw -4022270.372805 + Penalty 2043.183192 = -4020227.189613 nChanged 3417 SP:Iteration 8F (4977.763296 sec): 3 clusters Score: Raw -4025295.398900 + Penalty 2043.183192 = -4023252.215708 nChanged 2888 SP:Iteration 9F (4977.851119 sec): 3 clusters Score: Raw -4028021.527270 + Penalty 2043.183192 = -4025978.344079 nChanged 1915 SP:Iteration 10Q (4977.925054 sec): 3 clusters Score: Raw -4029755.809946 + Penalty 2043.183192 = -4027712.626754 nChanged 1033 SP:Iteration 11Q (4978.026668 sec): 3 clusters Score: Raw -4030606.216353 + Penalty 2043.183192 = -4028563.033161 nChanged 470 SP:Iteration 12Q (4978.129096 sec): 3 clusters Score: Raw -4030964.711823 + Penalty 2043.183192 = -4028921.528631 nChanged 243 SP:Iteration 13Q (4978.225593 sec): 3 clusters Score: Raw -4031162.649034 + Penalty 2043.183192 = -4029119.465843 nChanged 126 SP:Iteration 14Q (4978.309743 sec): 3 clusters Score: Raw -4031265.587822 + Penalty 2043.183192 = -4029222.404631 nChanged 72 SP:Iteration 15Q (4978.389172 sec): 3 clusters Score: Raw -4031319.199262 + Penalty 2043.183192 = -4029276.016070 nChanged 47 SP:Iteration 16Q (4978.484896 sec): 3 clusters Score: Raw -4031351.291015 + Penalty 2043.183192 = -4029308.107823 nChanged 23 SP:Iteration 17Q (4978.544412 sec): 3 clusters Score: Raw -4031369.463136 + Penalty 2043.183192 = -4029326.279944 nChanged 25 SP:Iteration 18Q (4978.634366 sec): 3 clusters Score: Raw -4031387.545868 + Penalty 2043.183192 = -4029344.362677 nChanged 19 SP:Iteration 19Q (4978.708739 sec): 3 clusters Score: Raw -4031400.779737 + Penalty 2043.183192 = -4029357.596545 nChanged 16 SP:Iteration 20F (4978.820526 sec): 3 clusters Score: Raw -4031408.652029 + Penalty 2043.183192 = -4029365.468837 nChanged 7 SP:Iteration 21Q (4978.913569 sec): 3 clusters Score: Raw -4031412.695671 + Penalty 2043.183192 = -4029369.512480 nChanged 5 SP:Iteration 22Q (4978.991385 sec): 3 clusters Score: Raw -4031418.582131 + Penalty 2043.183192 = -4029375.398940 nChanged 10 SP:Iteration 23Q (4979.069045 sec): 3 clusters Score: Raw -4031427.229231 + Penalty 2043.183192 = -4029384.046039 nChanged 8 SP:Iteration 24Q (4979.159037 sec): 3 clusters Score: Raw -4031435.171664 + Penalty 2043.183192 = -4029391.988472 nChanged 8 SP:Iteration 25Q (4979.231999 sec): 3 clusters Score: Raw -4031440.065236 + Penalty 2043.183192 = -4029396.882045 nChanged 2 SP:Iteration 26Q (4979.322273 sec): 3 clusters Score: Raw -4031441.979577 + Penalty 2043.183192 = -4029398.796385 nChanged 2 SP:Iteration 27Q (4979.409085 sec): 3 clusters Score: Raw -4031442.751308 + Penalty 2043.183192 = -4029399.568116 nChanged 2 SP:Iteration 28Q (4979.487567 sec): 3 clusters Score: Raw -4031444.644218 + Penalty 2043.183192 = -4029401.461026 nChanged 4 SP:Iteration 29Q (4979.593701 sec): 3 clusters Score: Raw -4031448.295196 + Penalty 2043.183192 = -4029405.112004 nChanged 3 SP:Iteration 30Q (4979.687877 sec): 3 clusters Score: Raw -4031449.080567 + Penalty 2043.183192 = -4029405.897375 nChanged 1 SP:Iteration 31Q (4979.768858 sec): 3 clusters Score: Raw -4031449.750770 + Penalty 2043.183192 = -4029406.567579 nChanged 1 SP:Iteration 32Q (4979.864222 sec): 3 clusters Score: Raw -4031450.286015 + Penalty 2043.183192 = -4029407.102823 nChanged 0 SP:Iteration 33F (4979.963971 sec): 3 clusters Score: Raw -4031450.286015 + Penalty 2043.183192 = -4029407.102823 nChanged 0 Trying to split cluster 18 (2780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4979.983622 sec): 2 clusters Score: Raw -225517.719999 + Penalty 753.369590 = -224764.350410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4980.033198 sec): 3 clusters Score: Raw -224120.612220 + Penalty 1506.739179 = -222613.873041 nChanged 1118 SP:Iteration 1F (4980.083521 sec): 3 clusters Score: Raw -224802.706158 + Penalty 1506.739179 = -223295.966979 nChanged 218 SP:Iteration 2F (4980.116111 sec): 3 clusters Score: Raw -224928.167670 + Penalty 1506.739179 = -223421.428491 nChanged 146 SP:Iteration 3F (4980.157115 sec): 3 clusters Score: Raw -225003.056154 + Penalty 1506.739179 = -223496.316974 nChanged 105 SP:Iteration 4Q (4980.215805 sec): 3 clusters Score: Raw -225048.149713 + Penalty 1506.739179 = -223541.410533 nChanged 88 SP:Iteration 5Q (4980.256643 sec): 3 clusters Score: Raw -225088.842289 + Penalty 1506.739179 = -223582.103110 nChanged 84 SP:Iteration 6Q (4980.308779 sec): 3 clusters Score: Raw -225133.215554 + Penalty 1506.739179 = -223626.476375 nChanged 88 SP:Iteration 7Q (4980.353667 sec): 3 clusters Score: Raw -225172.201470 + Penalty 1506.739179 = -223665.462291 nChanged 70 SP:Iteration 8Q (4980.408804 sec): 3 clusters Score: Raw -225196.200309 + Penalty 1506.739179 = -223689.461130 nChanged 51 SP:Iteration 9Q (4980.448013 sec): 3 clusters Score: Raw -225218.847714 + Penalty 1506.739179 = -223712.108535 nChanged 49 SP:Iteration 10Q (4980.488212 sec): 3 clusters Score: Raw -225235.045104 + Penalty 1506.739179 = -223728.305925 nChanged 44 SP:Iteration 11Q (4980.539773 sec): 3 clusters Score: Raw -225252.349884 + Penalty 1506.739179 = -223745.610705 nChanged 45 SP:Iteration 12Q (4980.593040 sec): 3 clusters Score: Raw -225272.519506 + Penalty 1506.739179 = -223765.780327 nChanged 38 SP:Iteration 13Q (4980.639112 sec): 3 clusters Score: Raw -225284.960586 + Penalty 1506.739179 = -223778.221407 nChanged 34 SP:Iteration 14Q (4980.681652 sec): 3 clusters Score: Raw -225294.214312 + Penalty 1506.739179 = -223787.475133 nChanged 28 SP:Iteration 15Q (4980.721470 sec): 3 clusters Score: Raw -225304.624471 + Penalty 1506.739179 = -223797.885292 nChanged 21 SP:Iteration 16Q (4980.773318 sec): 3 clusters Score: Raw -225312.157375 + Penalty 1506.739179 = -223805.418195 nChanged 19 SP:Iteration 17Q (4980.824923 sec): 3 clusters Score: Raw -225318.814370 + Penalty 1506.739179 = -223812.075191 nChanged 25 SP:Iteration 18Q (4980.871745 sec): 3 clusters Score: Raw -225333.163148 + Penalty 1506.739179 = -223826.423969 nChanged 34 SP:Iteration 19Q (4980.925641 sec): 3 clusters Score: Raw -225344.556500 + Penalty 1506.739179 = -223837.817321 nChanged 30 SP:Iteration 20F (4980.964740 sec): 3 clusters Score: Raw -225356.756984 + Penalty 1506.739179 = -223850.017805 nChanged 32 SP:Iteration 21Q (4981.018504 sec): 3 clusters Score: Raw -225374.111360 + Penalty 1506.739179 = -223867.372180 nChanged 37 SP:Iteration 22Q (4981.054153 sec): 3 clusters Score: Raw -225393.133663 + Penalty 1506.739179 = -223886.394483 nChanged 39 SP:Iteration 23Q (4981.102817 sec): 3 clusters Score: Raw -225406.972897 + Penalty 1506.739179 = -223900.233717 nChanged 25 SP:Iteration 24Q (4981.153591 sec): 3 clusters Score: Raw -225413.103132 + Penalty 1506.739179 = -223906.363953 nChanged 19 SP:Iteration 25Q (4981.200223 sec): 3 clusters Score: Raw -225419.726319 + Penalty 1506.739179 = -223912.987140 nChanged 26 SP:Iteration 26Q (4981.253770 sec): 3 clusters Score: Raw -225426.002112 + Penalty 1506.739179 = -223919.262933 nChanged 19 SP:Iteration 27Q (4981.286318 sec): 3 clusters Score: Raw -225431.142410 + Penalty 1506.739179 = -223924.403231 nChanged 15 SP:Iteration 28Q (4981.343576 sec): 3 clusters Score: Raw -225435.806779 + Penalty 1506.739179 = -223929.067600 nChanged 12 SP:Iteration 29Q (4981.383775 sec): 3 clusters Score: Raw -225438.707070 + Penalty 1506.739179 = -223931.967891 nChanged 11 SP:Iteration 30Q (4981.423302 sec): 3 clusters Score: Raw -225441.435810 + Penalty 1506.739179 = -223934.696631 nChanged 6 SP:Iteration 31Q (4981.467448 sec): 3 clusters Score: Raw -225443.604865 + Penalty 1506.739179 = -223936.865686 nChanged 4 SP:Iteration 32Q (4981.502939 sec): 3 clusters Score: Raw -225444.319711 + Penalty 1506.739179 = -223937.580532 nChanged 1 SP:Iteration 33Q (4981.554297 sec): 3 clusters Score: Raw -225444.540507 + Penalty 1506.739179 = -223937.801328 nChanged 1 SP:Iteration 34Q (4981.606100 sec): 3 clusters Score: Raw -225444.770967 + Penalty 1506.739179 = -223938.031788 nChanged 0 SP:Iteration 35F (4981.657033 sec): 3 clusters Score: Raw -225444.770967 + Penalty 1506.739179 = -223938.031788 nChanged 0 Trying to split cluster 19 (4573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4981.687227 sec): 2 clusters Score: Raw -326462.963114 + Penalty 800.652849 = -325662.310266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4981.725704 sec): 3 clusters Score: Raw -323978.848271 + Penalty 1601.305697 = -322377.542573 nChanged 1945 SP:Iteration 1F (4981.776081 sec): 3 clusters Score: Raw -325387.660054 + Penalty 1601.305697 = -323786.354357 nChanged 436 SP:Iteration 2F (4981.818875 sec): 3 clusters Score: Raw -325737.160591 + Penalty 1601.305697 = -324135.854894 nChanged 348 SP:Iteration 3F (4981.871983 sec): 3 clusters Score: Raw -325971.090907 + Penalty 1601.305697 = -324369.785209 nChanged 268 SP:Iteration 4F (4981.924773 sec): 3 clusters Score: Raw -326135.726700 + Penalty 1601.305697 = -324534.421002 nChanged 187 SP:Iteration 5Q (4981.973490 sec): 3 clusters Score: Raw -326250.951525 + Penalty 1601.305697 = -324649.645827 nChanged 158 SP:Iteration 6Q (4982.018019 sec): 3 clusters Score: Raw -326326.420334 + Penalty 1601.305697 = -324725.114637 nChanged 110 SP:Iteration 7Q (4982.063052 sec): 3 clusters Score: Raw -326373.562357 + Penalty 1601.305697 = -324772.256660 nChanged 89 SP:Iteration 8Q (4982.116983 sec): 3 clusters Score: Raw -326417.309972 + Penalty 1601.305697 = -324816.004275 nChanged 83 SP:Iteration 9Q (4982.159956 sec): 3 clusters Score: Raw -326456.022530 + Penalty 1601.305697 = -324854.716832 nChanged 73 SP:Iteration 10Q (4982.214554 sec): 3 clusters Score: Raw -326492.000446 + Penalty 1601.305697 = -324890.694749 nChanged 62 SP:Iteration 11Q (4982.267666 sec): 3 clusters Score: Raw -326519.789458 + Penalty 1601.305697 = -324918.483761 nChanged 55 SP:Iteration 12Q (4982.334231 sec): 3 clusters Score: Raw -326545.017972 + Penalty 1601.305697 = -324943.712275 nChanged 52 SP:Iteration 13Q (4982.369261 sec): 3 clusters Score: Raw -326569.727843 + Penalty 1601.305697 = -324968.422146 nChanged 51 SP:Iteration 14Q (4982.421696 sec): 3 clusters Score: Raw -326588.710099 + Penalty 1601.305697 = -324987.404402 nChanged 27 SP:Iteration 15Q (4982.475258 sec): 3 clusters Score: Raw -326597.392769 + Penalty 1601.305697 = -324996.087072 nChanged 25 SP:Iteration 16Q (4982.528100 sec): 3 clusters Score: Raw -326604.480090 + Penalty 1601.305697 = -325003.174393 nChanged 19 SP:Iteration 17Q (4982.581384 sec): 3 clusters Score: Raw -326609.222773 + Penalty 1601.305697 = -325007.917076 nChanged 12 SP:Iteration 18Q (4982.637031 sec): 3 clusters Score: Raw -326613.352083 + Penalty 1601.305697 = -325012.046386 nChanged 14 SP:Iteration 19Q (4982.681949 sec): 3 clusters Score: Raw -326616.619074 + Penalty 1601.305697 = -325015.313376 nChanged 12 SP:Iteration 20F (4982.734924 sec): 3 clusters Score: Raw -326620.516318 + Penalty 1601.305697 = -325019.210620 nChanged 18 SP:Iteration 21Q (4982.783733 sec): 3 clusters Score: Raw -326629.766220 + Penalty 1601.305697 = -325028.460522 nChanged 15 SP:Iteration 22Q (4982.832676 sec): 3 clusters Score: Raw -326636.933350 + Penalty 1601.305697 = -325035.627653 nChanged 16 SP:Iteration 23Q (4982.876434 sec): 3 clusters Score: Raw -326642.696459 + Penalty 1601.305697 = -325041.390761 nChanged 12 SP:Iteration 24Q (4982.926718 sec): 3 clusters Score: Raw -326645.383426 + Penalty 1601.305697 = -325044.077728 nChanged 15 SP:Iteration 25Q (4982.976567 sec): 3 clusters Score: Raw -326648.188539 + Penalty 1601.305697 = -325046.882841 nChanged 8 SP:Iteration 26Q (4983.028624 sec): 3 clusters Score: Raw -326650.122786 + Penalty 1601.305697 = -325048.817089 nChanged 12 SP:Iteration 27Q (4983.080226 sec): 3 clusters Score: Raw -326653.804770 + Penalty 1601.305697 = -325052.499073 nChanged 20 SP:Iteration 28Q (4983.133289 sec): 3 clusters Score: Raw -326660.010928 + Penalty 1601.305697 = -325058.705230 nChanged 23 SP:Iteration 29Q (4983.186621 sec): 3 clusters Score: Raw -326668.998988 + Penalty 1601.305697 = -325067.693290 nChanged 26 SP:Iteration 30Q (4983.227669 sec): 3 clusters Score: Raw -326679.045306 + Penalty 1601.305697 = -325077.739609 nChanged 24 SP:Iteration 31Q (4983.279732 sec): 3 clusters Score: Raw -326688.487729 + Penalty 1601.305697 = -325087.182031 nChanged 25 SP:Iteration 32Q (4983.331893 sec): 3 clusters Score: Raw -326697.925272 + Penalty 1601.305697 = -325096.619574 nChanged 22 SP:Iteration 33Q (4983.381040 sec): 3 clusters Score: Raw -326707.139417 + Penalty 1601.305697 = -325105.833719 nChanged 20 SP:Iteration 34Q (4983.435744 sec): 3 clusters Score: Raw -326713.940050 + Penalty 1601.305697 = -325112.634352 nChanged 15 SP:Iteration 35Q (4983.498219 sec): 3 clusters Score: Raw -326718.923717 + Penalty 1601.305697 = -325117.618019 nChanged 13 SP:Iteration 36Q (4983.540152 sec): 3 clusters Score: Raw -326724.243774 + Penalty 1601.305697 = -325122.938077 nChanged 15 SP:Iteration 37Q (4983.592677 sec): 3 clusters Score: Raw -326730.247146 + Penalty 1601.305697 = -325128.941448 nChanged 15 SP:Iteration 38Q (4983.645242 sec): 3 clusters Score: Raw -326737.298401 + Penalty 1601.305697 = -325135.992703 nChanged 19 SP:Iteration 39Q (4983.696416 sec): 3 clusters Score: Raw -326746.980171 + Penalty 1601.305697 = -325145.674473 nChanged 9 SP:Iteration 40F (4983.749634 sec): 3 clusters Score: Raw -326752.130543 + Penalty 1601.305697 = -325150.824846 nChanged 5 SP:Iteration 41Q (4983.803913 sec): 3 clusters Score: Raw -326753.666749 + Penalty 1601.305697 = -325152.361051 nChanged 6 SP:Iteration 42Q (4983.849762 sec): 3 clusters Score: Raw -326755.437686 + Penalty 1601.305697 = -325154.131988 nChanged 3 SP:Iteration 43Q (4983.898225 sec): 3 clusters Score: Raw -326756.834285 + Penalty 1601.305697 = -325155.528587 nChanged 3 SP:Iteration 44Q (4983.951281 sec): 3 clusters Score: Raw -326758.219698 + Penalty 1601.305697 = -325156.914000 nChanged 3 SP:Iteration 45Q (4983.995437 sec): 3 clusters Score: Raw -326759.359769 + Penalty 1601.305697 = -325158.054071 nChanged 1 SP:Iteration 46Q (4984.048344 sec): 3 clusters Score: Raw -326759.543225 + Penalty 1601.305697 = -325158.237527 nChanged 2 SP:Iteration 47Q (4984.101745 sec): 3 clusters Score: Raw -326760.233060 + Penalty 1601.305697 = -325158.927362 nChanged 1 SP:Iteration 48Q (4984.144542 sec): 3 clusters Score: Raw -326760.296364 + Penalty 1601.305697 = -325158.990666 nChanged 0 SP:Iteration 49F (4984.196435 sec): 3 clusters Score: Raw -326760.296364 + Penalty 1601.305697 = -325158.990666 nChanged 0 Trying to split cluster 20 (1637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4984.221473 sec): 2 clusters Score: Raw -140720.906189 + Penalty 703.058955 = -140017.847234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4984.272296 sec): 3 clusters Score: Raw -139952.906895 + Penalty 1406.117910 = -138546.788985 nChanged 641 SP:Iteration 1F (4984.323618 sec): 3 clusters Score: Raw -140458.467127 + Penalty 1406.117910 = -139052.349217 nChanged 156 SP:Iteration 2F (4984.375100 sec): 3 clusters Score: Raw -140609.416374 + Penalty 1406.117910 = -139203.298464 nChanged 125 SP:Iteration 3F (4984.426410 sec): 3 clusters Score: Raw -140725.257486 + Penalty 1406.117910 = -139319.139577 nChanged 96 SP:Iteration 4F (4984.477106 sec): 3 clusters Score: Raw -140800.016530 + Penalty 1406.117910 = -139393.898620 nChanged 67 SP:Iteration 5Q (4984.517826 sec): 3 clusters Score: Raw -140855.254750 + Penalty 1406.117910 = -139449.136841 nChanged 52 SP:Iteration 6Q (4984.567737 sec): 3 clusters Score: Raw -140889.274598 + Penalty 1406.117910 = -139483.156688 nChanged 33 SP:Iteration 7Q (4984.617886 sec): 3 clusters Score: Raw -140911.959918 + Penalty 1406.117910 = -139505.842008 nChanged 24 SP:Iteration 8Q (4984.667536 sec): 3 clusters Score: Raw -140930.101799 + Penalty 1406.117910 = -139523.983889 nChanged 27 SP:Iteration 9Q (4984.717888 sec): 3 clusters Score: Raw -140950.662506 + Penalty 1406.117910 = -139544.544597 nChanged 25 SP:Iteration 10Q (4984.767984 sec): 3 clusters Score: Raw -140969.762964 + Penalty 1406.117910 = -139563.645054 nChanged 28 SP:Iteration 11Q (4984.810583 sec): 3 clusters Score: Raw -140986.975710 + Penalty 1406.117910 = -139580.857801 nChanged 27 SP:Iteration 12Q (4984.860792 sec): 3 clusters Score: Raw -141001.651311 + Penalty 1406.117910 = -139595.533402 nChanged 19 SP:Iteration 13Q (4984.911012 sec): 3 clusters Score: Raw -141013.040811 + Penalty 1406.117910 = -139606.922901 nChanged 11 SP:Iteration 14Q (4984.961255 sec): 3 clusters Score: Raw -141024.615654 + Penalty 1406.117910 = -139618.497744 nChanged 12 SP:Iteration 15Q (4985.005346 sec): 3 clusters Score: Raw -141030.554240 + Penalty 1406.117910 = -139624.436331 nChanged 6 SP:Iteration 16Q (4985.051278 sec): 3 clusters Score: Raw -141033.475264 + Penalty 1406.117910 = -139627.357354 nChanged 8 SP:Iteration 17Q (4985.111382 sec): 3 clusters Score: Raw -141036.482057 + Penalty 1406.117910 = -139630.364148 nChanged 7 SP:Iteration 18Q (4985.156013 sec): 3 clusters Score: Raw -141040.078324 + Penalty 1406.117910 = -139633.960414 nChanged 11 SP:Iteration 19Q (4985.198980 sec): 3 clusters Score: Raw -141047.528659 + Penalty 1406.117910 = -139641.410750 nChanged 8 SP:Iteration 20F (4985.245625 sec): 3 clusters Score: Raw -141050.433027 + Penalty 1406.117910 = -139644.315118 nChanged 1 SP:Iteration 21Q (4985.284922 sec): 3 clusters Score: Raw -141051.536541 + Penalty 1406.117910 = -139645.418632 nChanged 1 SP:Iteration 22Q (4985.317272 sec): 3 clusters Score: Raw -141052.309212 + Penalty 1406.117910 = -139646.191302 nChanged 0 SP:Iteration 23F (4985.365548 sec): 3 clusters Score: Raw -141052.309212 + Penalty 1406.117910 = -139646.191302 nChanged 0 Trying to split cluster 21 (23470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4985.424655 sec): 2 clusters Score: Raw -2080803.066839 + Penalty 956.030437 = -2079847.036401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4985.503115 sec): 3 clusters Score: Raw -2066150.035546 + Penalty 1912.060875 = -2064237.974671 nChanged 10858 SP:Iteration 1F (4985.571773 sec): 3 clusters Score: Raw -2072637.735029 + Penalty 1912.060875 = -2070725.674154 nChanged 1239 SP:Iteration 2F (4985.653954 sec): 3 clusters Score: Raw -2073197.681430 + Penalty 1912.060875 = -2071285.620555 nChanged 1319 SP:Iteration 3F (4985.735044 sec): 3 clusters Score: Raw -2073871.592835 + Penalty 1912.060875 = -2071959.531960 nChanged 1385 SP:Iteration 4F (4985.796650 sec): 3 clusters Score: Raw -2074685.493682 + Penalty 1912.060875 = -2072773.432807 nChanged 1375 SP:Iteration 5F (4985.885223 sec): 3 clusters Score: Raw -2075545.498383 + Penalty 1912.060875 = -2073633.437508 nChanged 1315 SP:Iteration 6F (4985.963563 sec): 3 clusters Score: Raw -2076461.630388 + Penalty 1912.060875 = -2074549.569513 nChanged 1202 SP:Iteration 7F (4986.038489 sec): 3 clusters Score: Raw -2077236.920690 + Penalty 1912.060875 = -2075324.859815 nChanged 949 SP:Iteration 8Q (4986.119985 sec): 3 clusters Score: Raw -2077734.152383 + Penalty 1912.060875 = -2075822.091508 nChanged 667 SP:Iteration 9Q (4986.195423 sec): 3 clusters Score: Raw -2078017.412613 + Penalty 1912.060875 = -2076105.351738 nChanged 498 SP:Iteration 10Q (4986.263642 sec): 3 clusters Score: Raw -2078197.304248 + Penalty 1912.060875 = -2076285.243373 nChanged 419 SP:Iteration 11Q (4986.338111 sec): 3 clusters Score: Raw -2078355.496786 + Penalty 1912.060875 = -2076443.435911 nChanged 372 SP:Iteration 12Q (4986.421281 sec): 3 clusters Score: Raw -2078492.245466 + Penalty 1912.060875 = -2076580.184591 nChanged 369 SP:Iteration 13Q (4986.492565 sec): 3 clusters Score: Raw -2078644.278788 + Penalty 1912.060875 = -2076732.217913 nChanged 401 SP:Iteration 14Q (4986.568195 sec): 3 clusters Score: Raw -2078810.250577 + Penalty 1912.060875 = -2076898.189702 nChanged 387 SP:Iteration 15Q (4986.645901 sec): 3 clusters Score: Raw -2078961.712672 + Penalty 1912.060875 = -2077049.651797 nChanged 366 SP:Iteration 16Q (4986.721501 sec): 3 clusters Score: Raw -2079099.803534 + Penalty 1912.060875 = -2077187.742659 nChanged 366 SP:Iteration 17Q (4986.794651 sec): 3 clusters Score: Raw -2079226.835495 + Penalty 1912.060875 = -2077314.774620 nChanged 329 SP:Iteration 18Q (4986.836481 sec): 3 clusters Score: Raw -2079341.107225 + Penalty 1912.060875 = -2077429.046350 nChanged 309 SP:Iteration 19Q (4986.876389 sec): 3 clusters Score: Raw -2079449.209578 + Penalty 1912.060875 = -2077537.148703 nChanged 325 SP:Iteration 20F (4986.952983 sec): 3 clusters Score: Raw -2079565.827140 + Penalty 1912.060875 = -2077653.766266 nChanged 325 SP:Iteration 21Q (4987.013443 sec): 3 clusters Score: Raw -2079694.174468 + Penalty 1912.060875 = -2077782.113593 nChanged 335 SP:Iteration 22Q (4987.090878 sec): 3 clusters Score: Raw -2079836.038719 + Penalty 1912.060875 = -2077923.977844 nChanged 324 SP:Iteration 23Q (4987.163175 sec): 3 clusters Score: Raw -2079975.804391 + Penalty 1912.060875 = -2078063.743516 nChanged 301 SP:Iteration 24Q (4987.224535 sec): 3 clusters Score: Raw -2080110.689661 + Penalty 1912.060875 = -2078198.628786 nChanged 278 SP:Iteration 25Q (4987.300038 sec): 3 clusters Score: Raw -2080233.210285 + Penalty 1912.060875 = -2078321.149410 nChanged 249 SP:Iteration 26Q (4987.367969 sec): 3 clusters Score: Raw -2080336.725258 + Penalty 1912.060875 = -2078424.664384 nChanged 206 SP:Iteration 27Q (4987.447130 sec): 3 clusters Score: Raw -2080417.121609 + Penalty 1912.060875 = -2078505.060734 nChanged 182 SP:Iteration 28Q (4987.513503 sec): 3 clusters Score: Raw -2080483.548035 + Penalty 1912.060875 = -2078571.487160 nChanged 173 SP:Iteration 29Q (4987.597471 sec): 3 clusters Score: Raw -2080540.661386 + Penalty 1912.060875 = -2078628.600511 nChanged 159 SP:Iteration 30Q (4987.668216 sec): 3 clusters Score: Raw -2080595.709428 + Penalty 1912.060875 = -2078683.648553 nChanged 136 SP:Iteration 31Q (4987.741098 sec): 3 clusters Score: Raw -2080639.250850 + Penalty 1912.060875 = -2078727.189975 nChanged 110 SP:Iteration 32Q (4987.813816 sec): 3 clusters Score: Raw -2080673.595124 + Penalty 1912.060875 = -2078761.534250 nChanged 100 SP:Iteration 33Q (4987.895800 sec): 3 clusters Score: Raw -2080700.624776 + Penalty 1912.060875 = -2078788.563901 nChanged 75 SP:Iteration 34Q (4987.949487 sec): 3 clusters Score: Raw -2080724.125619 + Penalty 1912.060875 = -2078812.064745 nChanged 84 SP:Iteration 35Q (4988.009650 sec): 3 clusters Score: Raw -2080749.668173 + Penalty 1912.060875 = -2078837.607298 nChanged 75 SP:Iteration 36Q (4988.078347 sec): 3 clusters Score: Raw -2080775.315664 + Penalty 1912.060875 = -2078863.254789 nChanged 76 SP:Iteration 37Q (4988.142093 sec): 3 clusters Score: Raw -2080798.614599 + Penalty 1912.060875 = -2078886.553724 nChanged 61 SP:Iteration 38Q (4988.206063 sec): 3 clusters Score: Raw -2080818.599052 + Penalty 1912.060875 = -2078906.538177 nChanged 66 SP:Iteration 39Q (4988.266200 sec): 3 clusters Score: Raw -2080838.531957 + Penalty 1912.060875 = -2078926.471082 nChanged 50 SP:Iteration 40F (4988.346044 sec): 3 clusters Score: Raw -2080854.800553 + Penalty 1912.060875 = -2078942.739678 nChanged 56 SP:Iteration 41Q (4988.418165 sec): 3 clusters Score: Raw -2080873.929638 + Penalty 1912.060875 = -2078961.868763 nChanged 52 SP:Iteration 42Q (4988.478168 sec): 3 clusters Score: Raw -2080893.710924 + Penalty 1912.060875 = -2078981.650049 nChanged 37 SP:Iteration 43Q (4988.551013 sec): 3 clusters Score: Raw -2080904.564141 + Penalty 1912.060875 = -2078992.503266 nChanged 37 SP:Iteration 44Q (4988.622441 sec): 3 clusters Score: Raw -2080918.002644 + Penalty 1912.060875 = -2079005.941769 nChanged 33 SP:Iteration 45Q (4988.701168 sec): 3 clusters Score: Raw -2080929.903295 + Penalty 1912.060875 = -2079017.842420 nChanged 36 SP:Iteration 46Q (4988.775034 sec): 3 clusters Score: Raw -2080942.571566 + Penalty 1912.060875 = -2079030.510691 nChanged 37 SP:Iteration 47Q (4988.848337 sec): 3 clusters Score: Raw -2080955.651797 + Penalty 1912.060875 = -2079043.590922 nChanged 34 SP:Iteration 48Q (4988.921941 sec): 3 clusters Score: Raw -2080966.954565 + Penalty 1912.060875 = -2079054.893690 nChanged 31 SP:Iteration 49Q (4988.995707 sec): 3 clusters Score: Raw -2080976.398383 + Penalty 1912.060875 = -2079064.337508 nChanged 21 SP:Iteration 50Q (4989.069099 sec): 3 clusters Score: Raw -2080981.122355 + Penalty 1912.060875 = -2079069.061480 nChanged 16 SP:Iteration 51Q (4989.141733 sec): 3 clusters Score: Raw -2080984.382650 + Penalty 1912.060875 = -2079072.321775 nChanged 12 SP:Iteration 52Q (4989.215492 sec): 3 clusters Score: Raw -2080987.857990 + Penalty 1912.060875 = -2079075.797115 nChanged 8 SP:Iteration 53Q (4989.288928 sec): 3 clusters Score: Raw -2080989.811244 + Penalty 1912.060875 = -2079077.750369 nChanged 4 SP:Iteration 54Q (4989.363127 sec): 3 clusters Score: Raw -2080991.221973 + Penalty 1912.060875 = -2079079.161098 nChanged 6 SP:Iteration 55Q (4989.437258 sec): 3 clusters Score: Raw -2080992.804524 + Penalty 1912.060875 = -2079080.743650 nChanged 5 SP:Iteration 56Q (4989.510584 sec): 3 clusters Score: Raw -2080993.793038 + Penalty 1912.060875 = -2079081.732163 nChanged 2 SP:Iteration 57Q (4989.577719 sec): 3 clusters Score: Raw -2080994.163201 + Penalty 1912.060875 = -2079082.102326 nChanged 3 SP:Iteration 58Q (4989.632708 sec): 3 clusters Score: Raw -2080994.669233 + Penalty 1912.060875 = -2079082.608358 nChanged 2 SP:Iteration 59Q (4989.715007 sec): 3 clusters Score: Raw -2080995.215274 + Penalty 1912.060875 = -2079083.154399 nChanged 4 SP:Iteration 60F (4989.776810 sec): 3 clusters Score: Raw -2080996.123443 + Penalty 1912.060875 = -2079084.062568 nChanged 3 SP:Iteration 61Q (4989.846063 sec): 3 clusters Score: Raw -2080996.852914 + Penalty 1912.060875 = -2079084.792039 nChanged 3 SP:Iteration 62Q (4989.929679 sec): 3 clusters Score: Raw -2080997.587100 + Penalty 1912.060875 = -2079085.526225 nChanged 3 SP:Iteration 63Q (4990.001588 sec): 3 clusters Score: Raw -2080997.874253 + Penalty 1912.060875 = -2079085.813378 nChanged 1 SP:Iteration 64Q (4990.068198 sec): 3 clusters Score: Raw -2080997.952195 + Penalty 1912.060875 = -2079085.891320 nChanged 0 SP:Iteration 65F (4990.153017 sec): 3 clusters Score: Raw -2080997.952195 + Penalty 1912.060875 = -2079085.891320 nChanged 0 Trying to split cluster 22 (1738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4990.181967 sec): 2 clusters Score: Raw -154322.135070 + Penalty 708.746579 = -153613.388491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4990.227550 sec): 3 clusters Score: Raw -153483.902954 + Penalty 1417.493158 = -152066.409796 nChanged 673 SP:Iteration 1F (4990.265439 sec): 3 clusters Score: Raw -153875.045209 + Penalty 1417.493158 = -152457.552051 nChanged 122 SP:Iteration 2F (4990.313539 sec): 3 clusters Score: Raw -153959.037704 + Penalty 1417.493158 = -152541.544546 nChanged 75 SP:Iteration 3Q (4990.356740 sec): 3 clusters Score: Raw -153999.952580 + Penalty 1417.493158 = -152582.459422 nChanged 62 SP:Iteration 4Q (4990.407853 sec): 3 clusters Score: Raw -154037.995147 + Penalty 1417.493158 = -152620.501989 nChanged 58 SP:Iteration 5Q (4990.457771 sec): 3 clusters Score: Raw -154078.026534 + Penalty 1417.493158 = -152660.533375 nChanged 57 SP:Iteration 6Q (4990.504910 sec): 3 clusters Score: Raw -154114.383154 + Penalty 1417.493158 = -152696.889996 nChanged 50 SP:Iteration 7Q (4990.568076 sec): 3 clusters Score: Raw -154141.746390 + Penalty 1417.493158 = -152724.253232 nChanged 41 SP:Iteration 8Q (4990.607066 sec): 3 clusters Score: Raw -154162.190755 + Penalty 1417.493158 = -152744.697597 nChanged 31 SP:Iteration 9Q (4990.666944 sec): 3 clusters Score: Raw -154178.176548 + Penalty 1417.493158 = -152760.683390 nChanged 22 SP:Iteration 10Q (4990.718730 sec): 3 clusters Score: Raw -154189.820509 + Penalty 1417.493158 = -152772.327351 nChanged 24 SP:Iteration 11Q (4990.759308 sec): 3 clusters Score: Raw -154199.833506 + Penalty 1417.493158 = -152782.340348 nChanged 19 SP:Iteration 12Q (4990.801228 sec): 3 clusters Score: Raw -154208.751832 + Penalty 1417.493158 = -152791.258674 nChanged 23 SP:Iteration 13Q (4990.860341 sec): 3 clusters Score: Raw -154224.639572 + Penalty 1417.493158 = -152807.146414 nChanged 24 SP:Iteration 14Q (4990.907563 sec): 3 clusters Score: Raw -154238.119736 + Penalty 1417.493158 = -152820.626578 nChanged 20 SP:Iteration 15Q (4990.954261 sec): 3 clusters Score: Raw -154249.370931 + Penalty 1417.493158 = -152831.877773 nChanged 26 SP:Iteration 16Q (4991.005949 sec): 3 clusters Score: Raw -154265.886576 + Penalty 1417.493158 = -152848.393418 nChanged 23 SP:Iteration 17Q (4991.045181 sec): 3 clusters Score: Raw -154282.948168 + Penalty 1417.493158 = -152865.455009 nChanged 18 SP:Iteration 18Q (4991.107118 sec): 3 clusters Score: Raw -154295.524108 + Penalty 1417.493158 = -152878.030950 nChanged 18 SP:Iteration 19Q (4991.146345 sec): 3 clusters Score: Raw -154306.165647 + Penalty 1417.493158 = -152888.672489 nChanged 11 SP:Iteration 20F (4991.188778 sec): 3 clusters Score: Raw -154312.492468 + Penalty 1417.493158 = -152894.999310 nChanged 8 SP:Iteration 21Q (4991.238708 sec): 3 clusters Score: Raw -154316.593099 + Penalty 1417.493158 = -152899.099941 nChanged 6 SP:Iteration 22Q (4991.290181 sec): 3 clusters Score: Raw -154318.654014 + Penalty 1417.493158 = -152901.160856 nChanged 7 SP:Iteration 23Q (4991.314938 sec): 3 clusters Score: Raw -154321.981545 + Penalty 1417.493158 = -152904.488387 nChanged 10 SP:Iteration 24Q (4991.321401 sec): 3 clusters Score: Raw -154325.711555 + Penalty 1417.493158 = -152908.218397 nChanged 8 SP:Iteration 25Q (4991.327943 sec): 3 clusters Score: Raw -154328.724859 + Penalty 1417.493158 = -152911.231701 nChanged 8 SP:Iteration 26Q (4991.334453 sec): 3 clusters Score: Raw -154333.320389 + Penalty 1417.493158 = -152915.827231 nChanged 3 SP:Iteration 27Q (4991.340990 sec): 3 clusters Score: Raw -154335.337064 + Penalty 1417.493158 = -152917.843906 nChanged 2 SP:Iteration 28Q (4991.347489 sec): 3 clusters Score: Raw -154335.734108 + Penalty 1417.493158 = -152918.240950 nChanged 3 SP:Iteration 29Q (4991.353996 sec): 3 clusters Score: Raw -154337.525537 + Penalty 1417.493158 = -152920.032378 nChanged 2 SP:Iteration 30Q (4991.360504 sec): 3 clusters Score: Raw -154338.243376 + Penalty 1417.493158 = -152920.750218 nChanged 1 SP:Iteration 31Q (4991.367001 sec): 3 clusters Score: Raw -154338.455836 + Penalty 1417.493158 = -152920.962678 nChanged 0 SP:Iteration 32F (4991.373657 sec): 3 clusters Score: Raw -154338.455836 + Penalty 1417.493158 = -152920.962678 nChanged 0 Trying to split cluster 23 (2489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4991.389594 sec): 2 clusters Score: Raw -206987.021450 + Penalty 742.865449 = -206244.156001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4991.400085 sec): 3 clusters Score: Raw -205755.378853 + Penalty 1485.730897 = -204269.647956 nChanged 977 SP:Iteration 1F (4991.409853 sec): 3 clusters Score: Raw -206317.066768 + Penalty 1485.730897 = -204831.335871 nChanged 187 SP:Iteration 2F (4991.419552 sec): 3 clusters Score: Raw -206427.805337 + Penalty 1485.730897 = -204942.074440 nChanged 131 SP:Iteration 3F (4991.429226 sec): 3 clusters Score: Raw -206498.966061 + Penalty 1485.730897 = -205013.235164 nChanged 94 SP:Iteration 4Q (4991.438982 sec): 3 clusters Score: Raw -206541.623200 + Penalty 1485.730897 = -205055.892302 nChanged 69 SP:Iteration 5Q (4991.448741 sec): 3 clusters Score: Raw -206567.755153 + Penalty 1485.730897 = -205082.024255 nChanged 56 SP:Iteration 6Q (4991.458484 sec): 3 clusters Score: Raw -206586.770615 + Penalty 1485.730897 = -205101.039718 nChanged 45 SP:Iteration 7Q (4991.468189 sec): 3 clusters Score: Raw -206608.864785 + Penalty 1485.730897 = -205123.133887 nChanged 57 SP:Iteration 8Q (4991.480087 sec): 3 clusters Score: Raw -206632.841054 + Penalty 1485.730897 = -205147.110157 nChanged 50 SP:Iteration 9Q (4991.490282 sec): 3 clusters Score: Raw -206655.777170 + Penalty 1485.730897 = -205170.046272 nChanged 54 SP:Iteration 10Q (4991.500077 sec): 3 clusters Score: Raw -206683.612771 + Penalty 1485.730897 = -205197.881874 nChanged 46 SP:Iteration 11Q (4991.509909 sec): 3 clusters Score: Raw -206705.910791 + Penalty 1485.730897 = -205220.179894 nChanged 48 SP:Iteration 12Q (4991.519612 sec): 3 clusters Score: Raw -206728.825444 + Penalty 1485.730897 = -205243.094547 nChanged 41 SP:Iteration 13Q (4991.529315 sec): 3 clusters Score: Raw -206749.912550 + Penalty 1485.730897 = -205264.181653 nChanged 32 SP:Iteration 14Q (4991.539108 sec): 3 clusters Score: Raw -206764.415550 + Penalty 1485.730897 = -205278.684652 nChanged 31 SP:Iteration 15Q (4991.548839 sec): 3 clusters Score: Raw -206781.868803 + Penalty 1485.730897 = -205296.137906 nChanged 42 SP:Iteration 16Q (4991.558634 sec): 3 clusters Score: Raw -206803.968260 + Penalty 1485.730897 = -205318.237363 nChanged 37 SP:Iteration 17Q (4991.568393 sec): 3 clusters Score: Raw -206819.557110 + Penalty 1485.730897 = -205333.826213 nChanged 30 SP:Iteration 18Q (4991.578322 sec): 3 clusters Score: Raw -206828.939592 + Penalty 1485.730897 = -205343.208694 nChanged 21 SP:Iteration 19Q (4991.588460 sec): 3 clusters Score: Raw -206837.574295 + Penalty 1485.730897 = -205351.843397 nChanged 23 SP:Iteration 20F (4991.598227 sec): 3 clusters Score: Raw -206845.320519 + Penalty 1485.730897 = -205359.589621 nChanged 20 SP:Iteration 21Q (4991.607993 sec): 3 clusters Score: Raw -206851.911210 + Penalty 1485.730897 = -205366.180313 nChanged 22 SP:Iteration 22Q (4991.617662 sec): 3 clusters Score: Raw -206858.671648 + Penalty 1485.730897 = -205372.940751 nChanged 14 SP:Iteration 23Q (4991.627391 sec): 3 clusters Score: Raw -206862.536799 + Penalty 1485.730897 = -205376.805901 nChanged 12 SP:Iteration 24Q (4991.637062 sec): 3 clusters Score: Raw -206864.521265 + Penalty 1485.730897 = -205378.790367 nChanged 15 SP:Iteration 25Q (4991.646724 sec): 3 clusters Score: Raw -206868.890354 + Penalty 1485.730897 = -205383.159457 nChanged 10 SP:Iteration 26Q (4991.656450 sec): 3 clusters Score: Raw -206873.493920 + Penalty 1485.730897 = -205387.763023 nChanged 13 SP:Iteration 27Q (4991.666160 sec): 3 clusters Score: Raw -206877.707943 + Penalty 1485.730897 = -205391.977045 nChanged 12 SP:Iteration 28Q (4991.676203 sec): 3 clusters Score: Raw -206880.784202 + Penalty 1485.730897 = -205395.053305 nChanged 10 SP:Iteration 29Q (4991.686246 sec): 3 clusters Score: Raw -206883.698397 + Penalty 1485.730897 = -205397.967499 nChanged 7 SP:Iteration 30Q (4991.695994 sec): 3 clusters Score: Raw -206886.057567 + Penalty 1485.730897 = -205400.326670 nChanged 6 SP:Iteration 31Q (4991.705742 sec): 3 clusters Score: Raw -206887.269221 + Penalty 1485.730897 = -205401.538324 nChanged 6 SP:Iteration 32Q (4991.715451 sec): 3 clusters Score: Raw -206888.642773 + Penalty 1485.730897 = -205402.911875 nChanged 2 SP:Iteration 33Q (4991.725153 sec): 3 clusters Score: Raw -206889.485074 + Penalty 1485.730897 = -205403.754177 nChanged 2 SP:Iteration 34Q (4991.734875 sec): 3 clusters Score: Raw -206890.047117 + Penalty 1485.730897 = -205404.316220 nChanged 1 SP:Iteration 35Q (4991.744502 sec): 3 clusters Score: Raw -206890.310272 + Penalty 1485.730897 = -205404.579375 nChanged 1 SP:Iteration 36Q (4991.754110 sec): 3 clusters Score: Raw -206890.493675 + Penalty 1485.730897 = -205404.762778 nChanged 2 SP:Iteration 37Q (4991.763800 sec): 3 clusters Score: Raw -206890.941982 + Penalty 1485.730897 = -205405.211085 nChanged 2 SP:Iteration 38Q (4991.773709 sec): 3 clusters Score: Raw -206891.102067 + Penalty 1485.730897 = -205405.371170 nChanged 1 SP:Iteration 39Q (4991.783798 sec): 3 clusters Score: Raw -206891.534454 + Penalty 1485.730897 = -205405.803557 nChanged 2 SP:Iteration 40F (4991.793593 sec): 3 clusters Score: Raw -206892.162745 + Penalty 1485.730897 = -205406.431847 nChanged 2 SP:Iteration 41Q (4991.803224 sec): 3 clusters Score: Raw -206892.391638 + Penalty 1485.730897 = -205406.660741 nChanged 1 SP:Iteration 42Q (4991.812932 sec): 3 clusters Score: Raw -206892.510668 + Penalty 1485.730897 = -205406.779771 nChanged 1 SP:Iteration 43Q (4991.822565 sec): 3 clusters Score: Raw -206892.602141 + Penalty 1485.730897 = -205406.871244 nChanged 1 SP:Iteration 44Q (4991.832259 sec): 3 clusters Score: Raw -206892.823555 + Penalty 1485.730897 = -205407.092658 nChanged 1 SP:Iteration 45Q (4991.841956 sec): 3 clusters Score: Raw -206892.892827 + Penalty 1485.730897 = -205407.161929 nChanged 0 SP:Iteration 46F (4991.851712 sec): 3 clusters Score: Raw -206892.892827 + Penalty 1485.730897 = -205407.161929 nChanged 0 Trying to split cluster 24 (17878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4991.906459 sec): 2 clusters Score: Raw -1633252.485990 + Penalty 930.175988 = -1632322.310003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4991.980047 sec): 3 clusters Score: Raw -1622188.501372 + Penalty 1860.351975 = -1620328.149397 nChanged 8279 SP:Iteration 1F (4992.044145 sec): 3 clusters Score: Raw -1626912.588093 + Penalty 1860.351975 = -1625052.236118 nChanged 933 SP:Iteration 2F (4992.114474 sec): 3 clusters Score: Raw -1627318.816375 + Penalty 1860.351975 = -1625458.464399 nChanged 1104 SP:Iteration 3F (4992.188145 sec): 3 clusters Score: Raw -1627939.405158 + Penalty 1860.351975 = -1626079.053182 nChanged 1253 SP:Iteration 4F (4992.268548 sec): 3 clusters Score: Raw -1628845.117806 + Penalty 1860.351975 = -1626984.765831 nChanged 1368 SP:Iteration 5F (4992.332326 sec): 3 clusters Score: Raw -1630036.718296 + Penalty 1860.351975 = -1628176.366321 nChanged 1329 SP:Iteration 6F (4992.398660 sec): 3 clusters Score: Raw -1631329.965209 + Penalty 1860.351975 = -1629469.613234 nChanged 987 SP:Iteration 7F (4992.465261 sec): 3 clusters Score: Raw -1632237.235392 + Penalty 1860.351975 = -1630376.883417 nChanged 645 SP:Iteration 8Q (4992.539834 sec): 3 clusters Score: Raw -1632650.065742 + Penalty 1860.351975 = -1630789.713767 nChanged 379 SP:Iteration 9Q (4992.622827 sec): 3 clusters Score: Raw -1632837.628647 + Penalty 1860.351975 = -1630977.276671 nChanged 255 SP:Iteration 10Q (4992.673064 sec): 3 clusters Score: Raw -1632952.226841 + Penalty 1860.351975 = -1631091.874866 nChanged 206 SP:Iteration 11Q (4992.751420 sec): 3 clusters Score: Raw -1633029.306799 + Penalty 1860.351975 = -1631168.954823 nChanged 178 SP:Iteration 12Q (4992.819772 sec): 3 clusters Score: Raw -1633094.939616 + Penalty 1860.351975 = -1631234.587640 nChanged 155 SP:Iteration 13Q (4992.889550 sec): 3 clusters Score: Raw -1633144.127279 + Penalty 1860.351975 = -1631283.775303 nChanged 137 SP:Iteration 14Q (4992.955599 sec): 3 clusters Score: Raw -1633185.667318 + Penalty 1860.351975 = -1631325.315342 nChanged 119 SP:Iteration 15Q (4993.028362 sec): 3 clusters Score: Raw -1633222.302155 + Penalty 1860.351975 = -1631361.950180 nChanged 108 SP:Iteration 16Q (4993.104769 sec): 3 clusters Score: Raw -1633253.053866 + Penalty 1860.351975 = -1631392.701891 nChanged 97 SP:Iteration 17Q (4993.171520 sec): 3 clusters Score: Raw -1633278.783444 + Penalty 1860.351975 = -1631418.431469 nChanged 77 SP:Iteration 18Q (4993.241753 sec): 3 clusters Score: Raw -1633300.902687 + Penalty 1860.351975 = -1631440.550712 nChanged 73 SP:Iteration 19Q (4993.304055 sec): 3 clusters Score: Raw -1633321.495858 + Penalty 1860.351975 = -1631461.143883 nChanged 65 SP:Iteration 20F (4993.382798 sec): 3 clusters Score: Raw -1633336.531877 + Penalty 1860.351975 = -1631476.179902 nChanged 47 SP:Iteration 21Q (4993.447202 sec): 3 clusters Score: Raw -1633345.426059 + Penalty 1860.351975 = -1631485.074084 nChanged 39 SP:Iteration 22Q (4993.527410 sec): 3 clusters Score: Raw -1633354.067533 + Penalty 1860.351975 = -1631493.715558 nChanged 51 SP:Iteration 23Q (4993.599341 sec): 3 clusters Score: Raw -1633366.450803 + Penalty 1860.351975 = -1631506.098827 nChanged 57 SP:Iteration 24Q (4993.671190 sec): 3 clusters Score: Raw -1633382.447237 + Penalty 1860.351975 = -1631522.095262 nChanged 59 SP:Iteration 25Q (4993.740973 sec): 3 clusters Score: Raw -1633401.838633 + Penalty 1860.351975 = -1631541.486658 nChanged 70 SP:Iteration 26Q (4993.799518 sec): 3 clusters Score: Raw -1633421.685697 + Penalty 1860.351975 = -1631561.333722 nChanged 64 SP:Iteration 27Q (4993.868291 sec): 3 clusters Score: Raw -1633441.009677 + Penalty 1860.351975 = -1631580.657702 nChanged 57 SP:Iteration 28Q (4993.943503 sec): 3 clusters Score: Raw -1633457.185642 + Penalty 1860.351975 = -1631596.833666 nChanged 56 SP:Iteration 29Q (4994.001186 sec): 3 clusters Score: Raw -1633472.032090 + Penalty 1860.351975 = -1631611.680115 nChanged 52 SP:Iteration 30Q (4994.067474 sec): 3 clusters Score: Raw -1633482.487342 + Penalty 1860.351975 = -1631622.135367 nChanged 43 SP:Iteration 31Q (4994.135929 sec): 3 clusters Score: Raw -1633491.509593 + Penalty 1860.351975 = -1631631.157618 nChanged 38 SP:Iteration 32Q (4994.206778 sec): 3 clusters Score: Raw -1633500.688287 + Penalty 1860.351975 = -1631640.336312 nChanged 40 SP:Iteration 33Q (4994.275908 sec): 3 clusters Score: Raw -1633508.102560 + Penalty 1860.351975 = -1631647.750585 nChanged 28 SP:Iteration 34Q (4994.351915 sec): 3 clusters Score: Raw -1633513.534946 + Penalty 1860.351975 = -1631653.182971 nChanged 29 SP:Iteration 35Q (4994.420706 sec): 3 clusters Score: Raw -1633518.719916 + Penalty 1860.351975 = -1631658.367941 nChanged 27 SP:Iteration 36Q (4994.482127 sec): 3 clusters Score: Raw -1633523.099872 + Penalty 1860.351975 = -1631662.747897 nChanged 21 SP:Iteration 37Q (4994.552505 sec): 3 clusters Score: Raw -1633526.014538 + Penalty 1860.351975 = -1631665.662562 nChanged 17 SP:Iteration 38Q (4994.617549 sec): 3 clusters Score: Raw -1633528.608530 + Penalty 1860.351975 = -1631668.256555 nChanged 11 SP:Iteration 39Q (4994.673773 sec): 3 clusters Score: Raw -1633530.462489 + Penalty 1860.351975 = -1631670.110514 nChanged 11 SP:Iteration 40F (4994.744175 sec): 3 clusters Score: Raw -1633531.815488 + Penalty 1860.351975 = -1631671.463513 nChanged 8 SP:Iteration 41Q (4994.804922 sec): 3 clusters Score: Raw -1633532.897110 + Penalty 1860.351975 = -1631672.545134 nChanged 13 SP:Iteration 42Q (4994.872255 sec): 3 clusters Score: Raw -1633535.880897 + Penalty 1860.351975 = -1631675.528921 nChanged 13 SP:Iteration 43Q (4994.939843 sec): 3 clusters Score: Raw -1633538.670776 + Penalty 1860.351975 = -1631678.318801 nChanged 13 SP:Iteration 44Q (4995.018498 sec): 3 clusters Score: Raw -1633540.855359 + Penalty 1860.351975 = -1631680.503384 nChanged 10 SP:Iteration 45Q (4995.091178 sec): 3 clusters Score: Raw -1633542.197005 + Penalty 1860.351975 = -1631681.845030 nChanged 6 SP:Iteration 46Q (4995.162734 sec): 3 clusters Score: Raw -1633543.221397 + Penalty 1860.351975 = -1631682.869421 nChanged 9 SP:Iteration 47Q (4995.226645 sec): 3 clusters Score: Raw -1633545.095773 + Penalty 1860.351975 = -1631684.743798 nChanged 12 SP:Iteration 48Q (4995.296545 sec): 3 clusters Score: Raw -1633547.833614 + Penalty 1860.351975 = -1631687.481639 nChanged 15 SP:Iteration 49Q (4995.367831 sec): 3 clusters Score: Raw -1633550.778061 + Penalty 1860.351975 = -1631690.426086 nChanged 15 SP:Iteration 50Q (4995.429636 sec): 3 clusters Score: Raw -1633554.239823 + Penalty 1860.351975 = -1631693.887847 nChanged 17 SP:Iteration 51Q (4995.479388 sec): 3 clusters Score: Raw -1633558.266319 + Penalty 1860.351975 = -1631697.914344 nChanged 18 SP:Iteration 52Q (4995.539572 sec): 3 clusters Score: Raw -1633563.164692 + Penalty 1860.351975 = -1631702.812716 nChanged 20 SP:Iteration 53Q (4995.597650 sec): 3 clusters Score: Raw -1633568.156874 + Penalty 1860.351975 = -1631707.804899 nChanged 23 SP:Iteration 54Q (4995.631142 sec): 3 clusters Score: Raw -1633574.231294 + Penalty 1860.351975 = -1631713.879318 nChanged 24 SP:Iteration 55Q (4995.696135 sec): 3 clusters Score: Raw -1633579.185904 + Penalty 1860.351975 = -1631718.833929 nChanged 15 SP:Iteration 56Q (4995.757948 sec): 3 clusters Score: Raw -1633581.798422 + Penalty 1860.351975 = -1631721.446447 nChanged 16 SP:Iteration 57Q (4995.802437 sec): 3 clusters Score: Raw -1633584.846016 + Penalty 1860.351975 = -1631724.494040 nChanged 15 SP:Iteration 58Q (4995.864097 sec): 3 clusters Score: Raw -1633587.747795 + Penalty 1860.351975 = -1631727.395820 nChanged 18 SP:Iteration 59Q (4995.926786 sec): 3 clusters Score: Raw -1633591.503738 + Penalty 1860.351975 = -1631731.151763 nChanged 15 SP:Iteration 60F (4995.993499 sec): 3 clusters Score: Raw -1633594.214600 + Penalty 1860.351975 = -1631733.862624 nChanged 9 SP:Iteration 61Q (4996.056063 sec): 3 clusters Score: Raw -1633595.991611 + Penalty 1860.351975 = -1631735.639636 nChanged 7 SP:Iteration 62Q (4996.116680 sec): 3 clusters Score: Raw -1633596.946442 + Penalty 1860.351975 = -1631736.594466 nChanged 5 SP:Iteration 63Q (4996.178680 sec): 3 clusters Score: Raw -1633597.492733 + Penalty 1860.351975 = -1631737.140758 nChanged 5 SP:Iteration 64Q (4996.222681 sec): 3 clusters Score: Raw -1633598.269789 + Penalty 1860.351975 = -1631737.917814 nChanged 8 SP:Iteration 65Q (4996.286274 sec): 3 clusters Score: Raw -1633599.658520 + Penalty 1860.351975 = -1631739.306545 nChanged 8 SP:Iteration 66Q (4996.360633 sec): 3 clusters Score: Raw -1633600.829181 + Penalty 1860.351975 = -1631740.477206 nChanged 8 SP:Iteration 67Q (4996.409934 sec): 3 clusters Score: Raw -1633601.976437 + Penalty 1860.351975 = -1631741.624462 nChanged 6 SP:Iteration 68Q (4996.474309 sec): 3 clusters Score: Raw -1633602.515643 + Penalty 1860.351975 = -1631742.163668 nChanged 4 SP:Iteration 69Q (4996.522706 sec): 3 clusters Score: Raw -1633603.180614 + Penalty 1860.351975 = -1631742.828639 nChanged 4 SP:Iteration 70Q (4996.576290 sec): 3 clusters Score: Raw -1633603.876961 + Penalty 1860.351975 = -1631743.524986 nChanged 6 SP:Iteration 71Q (4996.637084 sec): 3 clusters Score: Raw -1633604.582409 + Penalty 1860.351975 = -1631744.230434 nChanged 5 SP:Iteration 72Q (4996.706613 sec): 3 clusters Score: Raw -1633604.934310 + Penalty 1860.351975 = -1631744.582335 nChanged 3 SP:Iteration 73Q (4996.757252 sec): 3 clusters Score: Raw -1633605.241490 + Penalty 1860.351975 = -1631744.889515 nChanged 2 SP:Iteration 74Q (4996.814549 sec): 3 clusters Score: Raw -1633605.415779 + Penalty 1860.351975 = -1631745.063804 nChanged 1 SP:Iteration 75Q (4996.882717 sec): 3 clusters Score: Raw -1633605.459745 + Penalty 1860.351975 = -1631745.107770 nChanged 0 SP:Iteration 76F (4996.935726 sec): 3 clusters Score: Raw -1633605.459745 + Penalty 1860.351975 = -1631745.107770 nChanged 0 Trying to split cluster 25 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4996.967801 sec): 2 clusters Score: Raw -44357.806916 + Penalty 619.318992 = -43738.487924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4996.996806 sec): 3 clusters Score: Raw -44137.624347 + Penalty 1238.637985 = -42898.986362 nChanged 207 SP:Iteration 1F (4997.037098 sec): 3 clusters Score: Raw -44334.353514 + Penalty 1238.637985 = -43095.715529 nChanged 78 SP:Iteration 2F (4997.075681 sec): 3 clusters Score: Raw -44448.811934 + Penalty 1238.637985 = -43210.173949 nChanged 43 SP:Iteration 3F (4997.127210 sec): 3 clusters Score: Raw -44515.526451 + Penalty 1238.637985 = -43276.888466 nChanged 27 SP:Iteration 4Q (4997.161051 sec): 3 clusters Score: Raw -44577.429115 + Penalty 1238.637985 = -43338.791130 nChanged 21 SP:Iteration 5Q (4997.202347 sec): 3 clusters Score: Raw -44604.427599 + Penalty 1238.637985 = -43365.789614 nChanged 16 SP:Iteration 6Q (4997.244326 sec): 3 clusters Score: Raw -44622.584829 + Penalty 1238.637985 = -43383.946844 nChanged 11 SP:Iteration 7Q (4997.280378 sec): 3 clusters Score: Raw -44637.753394 + Penalty 1238.637985 = -43399.115409 nChanged 11 SP:Iteration 8Q (4997.317645 sec): 3 clusters Score: Raw -44649.175769 + Penalty 1238.637985 = -43410.537785 nChanged 7 SP:Iteration 9Q (4997.348685 sec): 3 clusters Score: Raw -44660.020121 + Penalty 1238.637985 = -43421.382137 nChanged 7 SP:Iteration 10Q (4997.380063 sec): 3 clusters Score: Raw -44671.539827 + Penalty 1238.637985 = -43432.901842 nChanged 6 SP:Iteration 11Q (4997.417208 sec): 3 clusters Score: Raw -44680.969570 + Penalty 1238.637985 = -43442.331586 nChanged 12 SP:Iteration 12Q (4997.449457 sec): 3 clusters Score: Raw -44693.474824 + Penalty 1238.637985 = -43454.836839 nChanged 5 SP:Iteration 13Q (4997.489919 sec): 3 clusters Score: Raw -44698.476815 + Penalty 1238.637985 = -43459.838830 nChanged 3 SP:Iteration 14Q (4997.526000 sec): 3 clusters Score: Raw -44704.991807 + Penalty 1238.637985 = -43466.353822 nChanged 2 SP:Iteration 15Q (4997.566972 sec): 3 clusters Score: Raw -44706.903022 + Penalty 1238.637985 = -43468.265037 nChanged 1 SP:Iteration 16Q (4997.604848 sec): 3 clusters Score: Raw -44708.157844 + Penalty 1238.637985 = -43469.519859 nChanged 1 SP:Iteration 17Q (4997.653427 sec): 3 clusters Score: Raw -44708.532412 + Penalty 1238.637985 = -43469.894427 nChanged 0 SP:Iteration 18F (4997.686864 sec): 3 clusters Score: Raw -44709.683409 + Penalty 1238.637985 = -43471.045424 nChanged 1 SP:Iteration 19Q (4997.719132 sec): 3 clusters Score: Raw -44720.267517 + Penalty 1238.637985 = -43481.629533 nChanged 6 SP:Iteration 20F (4997.764246 sec): 3 clusters Score: Raw -44729.579493 + Penalty 1238.637985 = -43490.941508 nChanged 5 SP:Iteration 21Q (4997.806660 sec): 3 clusters Score: Raw -44736.384350 + Penalty 1238.637985 = -43497.746365 nChanged 4 SP:Iteration 22Q (4997.837609 sec): 3 clusters Score: Raw -44739.732390 + Penalty 1238.637985 = -43501.094405 nChanged 5 SP:Iteration 23Q (4997.877737 sec): 3 clusters Score: Raw -44744.851531 + Penalty 1238.637985 = -43506.213546 nChanged 4 SP:Iteration 24Q (4997.926564 sec): 3 clusters Score: Raw -44747.333539 + Penalty 1238.637985 = -43508.695555 nChanged 7 SP:Iteration 25Q (4997.955085 sec): 3 clusters Score: Raw -44753.611131 + Penalty 1238.637985 = -43514.973146 nChanged 3 SP:Iteration 26Q (4998.000666 sec): 3 clusters Score: Raw -44754.996362 + Penalty 1238.637985 = -43516.358377 nChanged 3 SP:Iteration 27Q (4998.052183 sec): 3 clusters Score: Raw -44758.113499 + Penalty 1238.637985 = -43519.475514 nChanged 0 SP:Iteration 28F (4998.097461 sec): 3 clusters Score: Raw -44758.113499 + Penalty 1238.637985 = -43519.475514 nChanged 0 Trying to split cluster 26 (9580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4998.120065 sec): 2 clusters Score: Raw -741657.055683 + Penalty 870.906123 = -740786.149560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4998.179378 sec): 3 clusters Score: Raw -736052.844222 + Penalty 1741.812245 = -734311.031976 nChanged 4259 SP:Iteration 1F (4998.227787 sec): 3 clusters Score: Raw -738395.802105 + Penalty 1741.812245 = -736653.989859 nChanged 523 SP:Iteration 2F (4998.277197 sec): 3 clusters Score: Raw -738625.279372 + Penalty 1741.812245 = -736883.467127 nChanged 514 SP:Iteration 3F (4998.333667 sec): 3 clusters Score: Raw -738868.403647 + Penalty 1741.812245 = -737126.591402 nChanged 520 SP:Iteration 4F (4998.365674 sec): 3 clusters Score: Raw -739178.827247 + Penalty 1741.812245 = -737437.015001 nChanged 587 SP:Iteration 5F (4998.420150 sec): 3 clusters Score: Raw -739567.728516 + Penalty 1741.812245 = -737825.916270 nChanged 599 SP:Iteration 6F (4998.471848 sec): 3 clusters Score: Raw -740019.478912 + Penalty 1741.812245 = -738277.666667 nChanged 595 SP:Iteration 7F (4998.533047 sec): 3 clusters Score: Raw -740497.677528 + Penalty 1741.812245 = -738755.865282 nChanged 496 SP:Iteration 8F (4998.584238 sec): 3 clusters Score: Raw -740928.319459 + Penalty 1741.812245 = -739186.507214 nChanged 411 SP:Iteration 9Q (4998.627981 sec): 3 clusters Score: Raw -741292.357677 + Penalty 1741.812245 = -739550.545432 nChanged 305 SP:Iteration 10Q (4998.681881 sec): 3 clusters Score: Raw -741565.963632 + Penalty 1741.812245 = -739824.151387 nChanged 216 SP:Iteration 11Q (4998.728374 sec): 3 clusters Score: Raw -741765.946929 + Penalty 1741.812245 = -740024.134684 nChanged 158 SP:Iteration 12Q (4998.792678 sec): 3 clusters Score: Raw -741904.962891 + Penalty 1741.812245 = -740163.150646 nChanged 97 SP:Iteration 13Q (4998.835562 sec): 3 clusters Score: Raw -742003.818504 + Penalty 1741.812245 = -740262.006259 nChanged 85 SP:Iteration 14Q (4998.882124 sec): 3 clusters Score: Raw -742087.631071 + Penalty 1741.812245 = -740345.818826 nChanged 63 SP:Iteration 15Q (4998.941929 sec): 3 clusters Score: Raw -742143.038716 + Penalty 1741.812245 = -740401.226471 nChanged 47 SP:Iteration 16Q (4998.987426 sec): 3 clusters Score: Raw -742172.574259 + Penalty 1741.812245 = -740430.762014 nChanged 33 SP:Iteration 17Q (4999.049720 sec): 3 clusters Score: Raw -742192.569322 + Penalty 1741.812245 = -740450.757076 nChanged 21 SP:Iteration 18Q (4999.094893 sec): 3 clusters Score: Raw -742205.793290 + Penalty 1741.812245 = -740463.981045 nChanged 19 SP:Iteration 19Q (4999.147282 sec): 3 clusters Score: Raw -742214.053604 + Penalty 1741.812245 = -740472.241359 nChanged 16 SP:Iteration 20F (4999.201872 sec): 3 clusters Score: Raw -742222.155002 + Penalty 1741.812245 = -740480.342757 nChanged 15 SP:Iteration 21Q (4999.263721 sec): 3 clusters Score: Raw -742232.748444 + Penalty 1741.812245 = -740490.936199 nChanged 13 SP:Iteration 22Q (4999.316399 sec): 3 clusters Score: Raw -742238.693261 + Penalty 1741.812245 = -740496.881015 nChanged 9 SP:Iteration 23Q (4999.362690 sec): 3 clusters Score: Raw -742244.749753 + Penalty 1741.812245 = -740502.937508 nChanged 12 SP:Iteration 24Q (4999.420453 sec): 3 clusters Score: Raw -742251.393902 + Penalty 1741.812245 = -740509.581657 nChanged 6 SP:Iteration 25Q (4999.463573 sec): 3 clusters Score: Raw -742253.327787 + Penalty 1741.812245 = -740511.515542 nChanged 4 SP:Iteration 26Q (4999.520068 sec): 3 clusters Score: Raw -742253.956994 + Penalty 1741.812245 = -740512.144748 nChanged 5 SP:Iteration 27Q (4999.561390 sec): 3 clusters Score: Raw -742255.482426 + Penalty 1741.812245 = -740513.670180 nChanged 3 SP:Iteration 28Q (4999.617203 sec): 3 clusters Score: Raw -742256.153384 + Penalty 1741.812245 = -740514.341139 nChanged 1 SP:Iteration 29Q (4999.665585 sec): 3 clusters Score: Raw -742256.179583 + Penalty 1741.812245 = -740514.367338 nChanged 0 SP:Iteration 30F (4999.693792 sec): 3 clusters Score: Raw -742256.179583 + Penalty 1741.812245 = -740514.367338 nChanged 0 Trying to split cluster 27 (36636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4999.744853 sec): 2 clusters Score: Raw -3330861.425563 + Penalty 998.334731 = -3329863.090832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4999.834867 sec): 3 clusters Score: Raw -3307514.343891 + Penalty 1996.669462 = -3305517.674429 nChanged 17240 SP:Iteration 1F (4999.925984 sec): 3 clusters Score: Raw -3318149.894937 + Penalty 1996.669462 = -3316153.225474 nChanged 1895 SP:Iteration 2F (5000.012134 sec): 3 clusters Score: Raw -3318998.903547 + Penalty 1996.669462 = -3317002.234085 nChanged 2069 SP:Iteration 3F (5000.093898 sec): 3 clusters Score: Raw -3320051.775148 + Penalty 1996.669462 = -3318055.105686 nChanged 2238 SP:Iteration 4F (5000.178166 sec): 3 clusters Score: Raw -3321333.818705 + Penalty 1996.669462 = -3319337.149243 nChanged 2302 SP:Iteration 5F (5000.269661 sec): 3 clusters Score: Raw -3322804.334284 + Penalty 1996.669462 = -3320807.664821 nChanged 2238 SP:Iteration 6F (5000.345947 sec): 3 clusters Score: Raw -3324301.858268 + Penalty 1996.669462 = -3322305.188806 nChanged 2085 SP:Iteration 7F (5000.432888 sec): 3 clusters Score: Raw -3325642.668817 + Penalty 1996.669462 = -3323645.999355 nChanged 1809 SP:Iteration 8Q (5000.527188 sec): 3 clusters Score: Raw -3326748.992505 + Penalty 1996.669462 = -3324752.323043 nChanged 1525 SP:Iteration 9Q (5000.600704 sec): 3 clusters Score: Raw -3327598.810193 + Penalty 1996.669462 = -3325602.140731 nChanged 1198 SP:Iteration 10Q (5000.674660 sec): 3 clusters Score: Raw -3328132.771404 + Penalty 1996.669462 = -3326136.101941 nChanged 939 SP:Iteration 11Q (5000.758437 sec): 3 clusters Score: Raw -3328464.491467 + Penalty 1996.669462 = -3326467.822005 nChanged 667 SP:Iteration 12Q (5000.852804 sec): 3 clusters Score: Raw -3328671.078133 + Penalty 1996.669462 = -3326674.408671 nChanged 561 SP:Iteration 13Q (5000.941227 sec): 3 clusters Score: Raw -3328831.703215 + Penalty 1996.669462 = -3326835.033752 nChanged 496 SP:Iteration 14Q (5001.027833 sec): 3 clusters Score: Raw -3328959.235556 + Penalty 1996.669462 = -3326962.566094 nChanged 430 SP:Iteration 15Q (5001.104025 sec): 3 clusters Score: Raw -3329070.338188 + Penalty 1996.669462 = -3327073.668726 nChanged 424 SP:Iteration 16Q (5001.191680 sec): 3 clusters Score: Raw -3329185.711616 + Penalty 1996.669462 = -3327189.042154 nChanged 385 SP:Iteration 17Q (5001.282317 sec): 3 clusters Score: Raw -3329289.333467 + Penalty 1996.669462 = -3327292.664005 nChanged 349 SP:Iteration 18Q (5001.370456 sec): 3 clusters Score: Raw -3329372.578604 + Penalty 1996.669462 = -3327375.909142 nChanged 324 SP:Iteration 19Q (5001.464295 sec): 3 clusters Score: Raw -3329440.971870 + Penalty 1996.669462 = -3327444.302408 nChanged 283 SP:Iteration 20F (5001.548686 sec): 3 clusters Score: Raw -3329502.858846 + Penalty 1996.669462 = -3327506.189384 nChanged 247 SP:Iteration 21Q (5001.635241 sec): 3 clusters Score: Raw -3329563.581090 + Penalty 1996.669462 = -3327566.911628 nChanged 271 SP:Iteration 22Q (5001.715453 sec): 3 clusters Score: Raw -3329623.420061 + Penalty 1996.669462 = -3327626.750599 nChanged 259 SP:Iteration 23Q (5001.816939 sec): 3 clusters Score: Raw -3329673.602042 + Penalty 1996.669462 = -3327676.932580 nChanged 235 SP:Iteration 24Q (5001.904224 sec): 3 clusters Score: Raw -3329716.068362 + Penalty 1996.669462 = -3327719.398900 nChanged 218 SP:Iteration 25Q (5001.989525 sec): 3 clusters Score: Raw -3329752.471499 + Penalty 1996.669462 = -3327755.802037 nChanged 213 SP:Iteration 26Q (5002.078588 sec): 3 clusters Score: Raw -3329784.407776 + Penalty 1996.669462 = -3327787.738314 nChanged 209 SP:Iteration 27Q (5002.167350 sec): 3 clusters Score: Raw -3329815.633769 + Penalty 1996.669462 = -3327818.964307 nChanged 206 SP:Iteration 28Q (5002.261330 sec): 3 clusters Score: Raw -3329849.654294 + Penalty 1996.669462 = -3327852.984832 nChanged 208 SP:Iteration 29Q (5002.350189 sec): 3 clusters Score: Raw -3329879.011873 + Penalty 1996.669462 = -3327882.342411 nChanged 183 SP:Iteration 30Q (5002.436568 sec): 3 clusters Score: Raw -3329904.143686 + Penalty 1996.669462 = -3327907.474223 nChanged 194 SP:Iteration 31Q (5002.516836 sec): 3 clusters Score: Raw -3329932.442274 + Penalty 1996.669462 = -3327935.772812 nChanged 182 SP:Iteration 32Q (5002.599254 sec): 3 clusters Score: Raw -3329957.716159 + Penalty 1996.669462 = -3327961.046697 nChanged 170 SP:Iteration 33Q (5002.685866 sec): 3 clusters Score: Raw -3329980.196015 + Penalty 1996.669462 = -3327983.526552 nChanged 168 SP:Iteration 34Q (5002.764649 sec): 3 clusters Score: Raw -3330001.398038 + Penalty 1996.669462 = -3328004.728576 nChanged 172 SP:Iteration 35Q (5002.861084 sec): 3 clusters Score: Raw -3330021.435057 + Penalty 1996.669462 = -3328024.765595 nChanged 154 SP:Iteration 36Q (5002.947737 sec): 3 clusters Score: Raw -3330038.963581 + Penalty 1996.669462 = -3328042.294119 nChanged 159 SP:Iteration 37Q (5003.034696 sec): 3 clusters Score: Raw -3330060.124880 + Penalty 1996.669462 = -3328063.455418 nChanged 179 SP:Iteration 38Q (5003.107375 sec): 3 clusters Score: Raw -3330086.734453 + Penalty 1996.669462 = -3328090.064991 nChanged 183 SP:Iteration 39Q (5003.202258 sec): 3 clusters Score: Raw -3330112.237968 + Penalty 1996.669462 = -3328115.568506 nChanged 170 SP:Iteration 40F (5003.293526 sec): 3 clusters Score: Raw -3330135.028780 + Penalty 1996.669462 = -3328138.359318 nChanged 163 SP:Iteration 41Q (5003.377918 sec): 3 clusters Score: Raw -3330156.582729 + Penalty 1996.669462 = -3328159.913267 nChanged 164 SP:Iteration 42Q (5003.457345 sec): 3 clusters Score: Raw -3330177.613707 + Penalty 1996.669462 = -3328180.944245 nChanged 158 SP:Iteration 43Q (5003.544486 sec): 3 clusters Score: Raw -3330198.345131 + Penalty 1996.669462 = -3328201.675669 nChanged 153 SP:Iteration 44Q (5003.607740 sec): 3 clusters Score: Raw -3330219.258615 + Penalty 1996.669462 = -3328222.589153 nChanged 157 SP:Iteration 45Q (5003.694178 sec): 3 clusters Score: Raw -3330240.747952 + Penalty 1996.669462 = -3328244.078489 nChanged 148 SP:Iteration 46Q (5003.780106 sec): 3 clusters Score: Raw -3330259.703819 + Penalty 1996.669462 = -3328263.034357 nChanged 153 SP:Iteration 47Q (5003.869668 sec): 3 clusters Score: Raw -3330280.933036 + Penalty 1996.669462 = -3328284.263574 nChanged 158 SP:Iteration 48Q (5003.952376 sec): 3 clusters Score: Raw -3330302.021537 + Penalty 1996.669462 = -3328305.352075 nChanged 148 SP:Iteration 49Q (5004.038243 sec): 3 clusters Score: Raw -3330319.495567 + Penalty 1996.669462 = -3328322.826105 nChanged 138 SP:Iteration 50Q (5004.109634 sec): 3 clusters Score: Raw -3330335.909982 + Penalty 1996.669462 = -3328339.240520 nChanged 133 SP:Iteration 51Q (5004.198934 sec): 3 clusters Score: Raw -3330352.749820 + Penalty 1996.669462 = -3328356.080358 nChanged 126 SP:Iteration 52Q (5004.278053 sec): 3 clusters Score: Raw -3330372.104877 + Penalty 1996.669462 = -3328375.435415 nChanged 138 SP:Iteration 53Q (5004.366616 sec): 3 clusters Score: Raw -3330394.091250 + Penalty 1996.669462 = -3328397.421788 nChanged 159 SP:Iteration 54Q (5004.443036 sec): 3 clusters Score: Raw -3330419.023698 + Penalty 1996.669462 = -3328422.354236 nChanged 139 SP:Iteration 55Q (5004.523205 sec): 3 clusters Score: Raw -3330438.905137 + Penalty 1996.669462 = -3328442.235675 nChanged 160 SP:Iteration 56Q (5004.611938 sec): 3 clusters Score: Raw -3330464.947305 + Penalty 1996.669462 = -3328468.277843 nChanged 163 SP:Iteration 57Q (5004.670681 sec): 3 clusters Score: Raw -3330492.917652 + Penalty 1996.669462 = -3328496.248190 nChanged 161 SP:Iteration 58Q (5004.749220 sec): 3 clusters Score: Raw -3330523.270506 + Penalty 1996.669462 = -3328526.601044 nChanged 162 SP:Iteration 59Q (5004.836835 sec): 3 clusters Score: Raw -3330551.052440 + Penalty 1996.669462 = -3328554.382977 nChanged 167 SP:Iteration 60F (5004.925282 sec): 3 clusters Score: Raw -3330582.076654 + Penalty 1996.669462 = -3328585.407192 nChanged 196 SP:Iteration 61Q (5004.994627 sec): 3 clusters Score: Raw -3330620.766383 + Penalty 1996.669462 = -3328624.096921 nChanged 182 SP:Iteration 62Q (5005.077450 sec): 3 clusters Score: Raw -3330650.669201 + Penalty 1996.669462 = -3328653.999739 nChanged 141 SP:Iteration 63Q (5005.162207 sec): 3 clusters Score: Raw -3330671.641985 + Penalty 1996.669462 = -3328674.972523 nChanged 137 SP:Iteration 64Q (5005.245996 sec): 3 clusters Score: Raw -3330690.683318 + Penalty 1996.669462 = -3328694.013856 nChanged 124 SP:Iteration 65Q (5005.321875 sec): 3 clusters Score: Raw -3330708.336845 + Penalty 1996.669462 = -3328711.667383 nChanged 124 SP:Iteration 66Q (5005.416455 sec): 3 clusters Score: Raw -3330726.701833 + Penalty 1996.669462 = -3328730.032371 nChanged 128 SP:Iteration 67Q (5005.502311 sec): 3 clusters Score: Raw -3330746.785316 + Penalty 1996.669462 = -3328750.115854 nChanged 141 SP:Iteration 68Q (5005.589514 sec): 3 clusters Score: Raw -3330771.982414 + Penalty 1996.669462 = -3328775.312952 nChanged 133 SP:Iteration 69Q (5005.679065 sec): 3 clusters Score: Raw -3330795.452837 + Penalty 1996.669462 = -3328798.783374 nChanged 124 SP:Iteration 70Q (5005.762058 sec): 3 clusters Score: Raw -3330813.263830 + Penalty 1996.669462 = -3328816.594368 nChanged 109 SP:Iteration 71Q (5005.849477 sec): 3 clusters Score: Raw -3330829.272045 + Penalty 1996.669462 = -3328832.602583 nChanged 98 SP:Iteration 72Q (5005.936338 sec): 3 clusters Score: Raw -3330843.603820 + Penalty 1996.669462 = -3328846.934358 nChanged 97 SP:Iteration 73Q (5006.018185 sec): 3 clusters Score: Raw -3330857.769900 + Penalty 1996.669462 = -3328861.100438 nChanged 89 SP:Iteration 74Q (5006.099329 sec): 3 clusters Score: Raw -3330869.485658 + Penalty 1996.669462 = -3328872.816196 nChanged 75 SP:Iteration 75Q (5006.177372 sec): 3 clusters Score: Raw -3330878.941045 + Penalty 1996.669462 = -3328882.271583 nChanged 86 SP:Iteration 76Q (5006.262551 sec): 3 clusters Score: Raw -3330891.530693 + Penalty 1996.669462 = -3328894.861231 nChanged 91 SP:Iteration 77Q (5006.350457 sec): 3 clusters Score: Raw -3330907.713844 + Penalty 1996.669462 = -3328911.044382 nChanged 96 SP:Iteration 78Q (5006.440850 sec): 3 clusters Score: Raw -3330922.119873 + Penalty 1996.669462 = -3328925.450411 nChanged 81 SP:Iteration 79Q (5006.531467 sec): 3 clusters Score: Raw -3330933.331948 + Penalty 1996.669462 = -3328936.662486 nChanged 71 SP:Iteration 80F (5006.625413 sec): 3 clusters Score: Raw -3330943.218093 + Penalty 1996.669462 = -3328946.548631 nChanged 80 SP:Iteration 81Q (5006.713838 sec): 3 clusters Score: Raw -3330953.743477 + Penalty 1996.669462 = -3328957.074015 nChanged 81 SP:Iteration 82Q (5006.801272 sec): 3 clusters Score: Raw -3330964.578106 + Penalty 1996.669462 = -3328967.908644 nChanged 81 SP:Iteration 83Q (5006.894296 sec): 3 clusters Score: Raw -3330976.770079 + Penalty 1996.669462 = -3328980.100617 nChanged 92 SP:Iteration 84Q (5006.987473 sec): 3 clusters Score: Raw -3330990.981887 + Penalty 1996.669462 = -3328994.312425 nChanged 95 SP:Iteration 85Q (5007.079230 sec): 3 clusters Score: Raw -3331007.682999 + Penalty 1996.669462 = -3329011.013537 nChanged 98 SP:Iteration 86Q (5007.170516 sec): 3 clusters Score: Raw -3331025.915122 + Penalty 1996.669462 = -3329029.245660 nChanged 94 SP:Iteration 87Q (5007.261308 sec): 3 clusters Score: Raw -3331040.867074 + Penalty 1996.669462 = -3329044.197612 nChanged 89 SP:Iteration 88Q (5007.352233 sec): 3 clusters Score: Raw -3331054.622446 + Penalty 1996.669462 = -3329057.952984 nChanged 83 SP:Iteration 89Q (5007.443066 sec): 3 clusters Score: Raw -3331067.268858 + Penalty 1996.669462 = -3329070.599396 nChanged 79 SP:Iteration 90Q (5007.532901 sec): 3 clusters Score: Raw -3331079.200985 + Penalty 1996.669462 = -3329082.531523 nChanged 67 SP:Iteration 91Q (5007.624702 sec): 3 clusters Score: Raw -3331089.696705 + Penalty 1996.669462 = -3329093.027243 nChanged 70 SP:Iteration 92Q (5007.703079 sec): 3 clusters Score: Raw -3331100.596372 + Penalty 1996.669462 = -3329103.926910 nChanged 74 SP:Iteration 93Q (5007.790430 sec): 3 clusters Score: Raw -3331111.556651 + Penalty 1996.669462 = -3329114.887188 nChanged 76 SP:Iteration 94Q (5007.872330 sec): 3 clusters Score: Raw -3331123.050296 + Penalty 1996.669462 = -3329126.380834 nChanged 67 SP:Iteration 95Q (5007.970111 sec): 3 clusters Score: Raw -3331132.475530 + Penalty 1996.669462 = -3329135.806068 nChanged 61 SP:Iteration 96Q (5008.060132 sec): 3 clusters Score: Raw -3331140.862837 + Penalty 1996.669462 = -3329144.193375 nChanged 61 SP:Iteration 97Q (5008.146571 sec): 3 clusters Score: Raw -3331148.765051 + Penalty 1996.669462 = -3329152.095589 nChanged 55 SP:Iteration 98Q (5008.234739 sec): 3 clusters Score: Raw -3331156.049531 + Penalty 1996.669462 = -3329159.380069 nChanged 61 SP:Iteration 99Q (5008.322780 sec): 3 clusters Score: Raw -3331164.569233 + Penalty 1996.669462 = -3329167.899771 nChanged 61 SP:Iteration 100F (5008.416049 sec): 3 clusters Score: Raw -3331173.827597 + Penalty 1996.669462 = -3329177.158135 nChanged 65 SP:Iteration 101Q (5008.506104 sec): 3 clusters Score: Raw -3331184.542747 + Penalty 1996.669462 = -3329187.873285 nChanged 57 SP:Iteration 102Q (5008.599653 sec): 3 clusters Score: Raw -3331194.050066 + Penalty 1996.669462 = -3329197.380604 nChanged 55 SP:Iteration 103Q (5008.681822 sec): 3 clusters Score: Raw -3331204.140865 + Penalty 1996.669462 = -3329207.471403 nChanged 46 SP:Iteration 104Q (5008.770965 sec): 3 clusters Score: Raw -3331212.240227 + Penalty 1996.669462 = -3329215.570765 nChanged 38 SP:Iteration 105Q (5008.865530 sec): 3 clusters Score: Raw -3331219.137636 + Penalty 1996.669462 = -3329222.468174 nChanged 38 SP:Iteration 106Q (5008.954902 sec): 3 clusters Score: Raw -3331224.572703 + Penalty 1996.669462 = -3329227.903241 nChanged 22 SP:Iteration 107Q (5009.044365 sec): 3 clusters Score: Raw -3331227.740497 + Penalty 1996.669462 = -3329231.071035 nChanged 24 SP:Iteration 108Q (5009.133362 sec): 3 clusters Score: Raw -3331231.774364 + Penalty 1996.669462 = -3329235.104902 nChanged 33 SP:Iteration 109Q (5009.222615 sec): 3 clusters Score: Raw -3331237.327009 + Penalty 1996.669462 = -3329240.657547 nChanged 28 SP:Iteration 110Q (5009.304667 sec): 3 clusters Score: Raw -3331240.285658 + Penalty 1996.669462 = -3329243.616196 nChanged 29 SP:Iteration 111Q (5009.384961 sec): 3 clusters Score: Raw -3331243.428825 + Penalty 1996.669462 = -3329246.759363 nChanged 19 SP:Iteration 112Q (5009.478076 sec): 3 clusters Score: Raw -3331246.080512 + Penalty 1996.669462 = -3329249.411050 nChanged 21 SP:Iteration 113Q (5009.565755 sec): 3 clusters Score: Raw -3331248.927728 + Penalty 1996.669462 = -3329252.258266 nChanged 20 SP:Iteration 114Q (5009.652289 sec): 3 clusters Score: Raw -3331252.174812 + Penalty 1996.669462 = -3329255.505350 nChanged 22 SP:Iteration 115Q (5009.721819 sec): 3 clusters Score: Raw -3331255.763006 + Penalty 1996.669462 = -3329259.093544 nChanged 22 SP:Iteration 116Q (5009.800319 sec): 3 clusters Score: Raw -3331258.654003 + Penalty 1996.669462 = -3329261.984541 nChanged 22 SP:Iteration 117Q (5009.878672 sec): 3 clusters Score: Raw -3331260.878285 + Penalty 1996.669462 = -3329264.208823 nChanged 11 SP:Iteration 118Q (5009.977423 sec): 3 clusters Score: Raw -3331262.511277 + Penalty 1996.669462 = -3329265.841815 nChanged 12 SP:Iteration 119Q (5010.063499 sec): 3 clusters Score: Raw -3331263.900822 + Penalty 1996.669462 = -3329267.231360 nChanged 7 SP:Iteration 120F (5010.143757 sec): 3 clusters Score: Raw -3331264.392478 + Penalty 1996.669462 = -3329267.723016 nChanged 8 SP:Iteration 121Q (5010.232022 sec): 3 clusters Score: Raw -3331264.926370 + Penalty 1996.669462 = -3329268.256908 nChanged 3 SP:Iteration 122Q (5010.321417 sec): 3 clusters Score: Raw -3331265.008529 + Penalty 1996.669462 = -3329268.339067 nChanged 1 SP:Iteration 123Q (5010.410362 sec): 3 clusters Score: Raw -3331265.138406 + Penalty 1996.669462 = -3329268.468944 nChanged 2 SP:Iteration 124Q (5010.499402 sec): 3 clusters Score: Raw -3331265.218436 + Penalty 1996.669462 = -3329268.548974 nChanged 0 SP:Iteration 125F (5010.595640 sec): 3 clusters Score: Raw -3331265.218436 + Penalty 1996.669462 = -3329268.548974 nChanged 0 Trying to split cluster 28 (1809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5010.621566 sec): 2 clusters Score: Raw -138212.922996 + Penalty 712.550301 = -137500.372695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5010.658409 sec): 3 clusters Score: Raw -137340.724602 + Penalty 1425.100602 = -135915.623999 nChanged 687 SP:Iteration 1F (5010.702645 sec): 3 clusters Score: Raw -137801.389079 + Penalty 1425.100602 = -136376.288477 nChanged 158 SP:Iteration 2F (5010.755432 sec): 3 clusters Score: Raw -137916.332534 + Penalty 1425.100602 = -136491.231932 nChanged 103 SP:Iteration 3F (5010.813953 sec): 3 clusters Score: Raw -137987.182695 + Penalty 1425.100602 = -136562.082092 nChanged 73 SP:Iteration 4Q (5010.860920 sec): 3 clusters Score: Raw -138029.190459 + Penalty 1425.100602 = -136604.089857 nChanged 67 SP:Iteration 5Q (5010.905489 sec): 3 clusters Score: Raw -138068.502462 + Penalty 1425.100602 = -136643.401860 nChanged 49 SP:Iteration 6Q (5010.951376 sec): 3 clusters Score: Raw -138102.496482 + Penalty 1425.100602 = -136677.395880 nChanged 54 SP:Iteration 7Q (5011.003243 sec): 3 clusters Score: Raw -138133.695734 + Penalty 1425.100602 = -136708.595132 nChanged 43 SP:Iteration 8Q (5011.055231 sec): 3 clusters Score: Raw -138161.726236 + Penalty 1425.100602 = -136736.625633 nChanged 48 SP:Iteration 9Q (5011.104266 sec): 3 clusters Score: Raw -138189.259948 + Penalty 1425.100602 = -136764.159346 nChanged 47 SP:Iteration 10Q (5011.145183 sec): 3 clusters Score: Raw -138225.418373 + Penalty 1425.100602 = -136800.317770 nChanged 41 SP:Iteration 11Q (5011.209040 sec): 3 clusters Score: Raw -138244.905837 + Penalty 1425.100602 = -136819.805235 nChanged 29 SP:Iteration 12Q (5011.257852 sec): 3 clusters Score: Raw -138255.574434 + Penalty 1425.100602 = -136830.473831 nChanged 19 SP:Iteration 13Q (5011.300693 sec): 3 clusters Score: Raw -138262.457893 + Penalty 1425.100602 = -136837.357290 nChanged 19 SP:Iteration 14Q (5011.347059 sec): 3 clusters Score: Raw -138268.116376 + Penalty 1425.100602 = -136843.015773 nChanged 12 SP:Iteration 15Q (5011.390585 sec): 3 clusters Score: Raw -138273.521152 + Penalty 1425.100602 = -136848.420550 nChanged 8 SP:Iteration 16Q (5011.441570 sec): 3 clusters Score: Raw -138277.665763 + Penalty 1425.100602 = -136852.565160 nChanged 7 SP:Iteration 17Q (5011.486245 sec): 3 clusters Score: Raw -138280.124008 + Penalty 1425.100602 = -136855.023405 nChanged 6 SP:Iteration 18Q (5011.524652 sec): 3 clusters Score: Raw -138282.083407 + Penalty 1425.100602 = -136856.982804 nChanged 8 SP:Iteration 19Q (5011.576515 sec): 3 clusters Score: Raw -138284.953809 + Penalty 1425.100602 = -136859.853207 nChanged 8 SP:Iteration 20F (5011.628524 sec): 3 clusters Score: Raw -138288.464279 + Penalty 1425.100602 = -136863.363677 nChanged 5 SP:Iteration 21Q (5011.674007 sec): 3 clusters Score: Raw -138290.821961 + Penalty 1425.100602 = -136865.721359 nChanged 4 SP:Iteration 22Q (5011.692273 sec): 3 clusters Score: Raw -138292.036723 + Penalty 1425.100602 = -136866.936121 nChanged 3 SP:Iteration 23Q (5011.733367 sec): 3 clusters Score: Raw -138293.225683 + Penalty 1425.100602 = -136868.125081 nChanged 2 SP:Iteration 24Q (5011.783680 sec): 3 clusters Score: Raw -138293.998820 + Penalty 1425.100602 = -136868.898218 nChanged 5 SP:Iteration 25Q (5011.825421 sec): 3 clusters Score: Raw -138295.389387 + Penalty 1425.100602 = -136870.288785 nChanged 3 SP:Iteration 26Q (5011.872388 sec): 3 clusters Score: Raw -138296.590468 + Penalty 1425.100602 = -136871.489865 nChanged 2 SP:Iteration 27Q (5011.921455 sec): 3 clusters Score: Raw -138297.231263 + Penalty 1425.100602 = -136872.130660 nChanged 4 SP:Iteration 28Q (5011.955544 sec): 3 clusters Score: Raw -138298.928176 + Penalty 1425.100602 = -136873.827574 nChanged 5 SP:Iteration 29Q (5012.009808 sec): 3 clusters Score: Raw -138301.712681 + Penalty 1425.100602 = -136876.612079 nChanged 9 SP:Iteration 30Q (5012.047072 sec): 3 clusters Score: Raw -138306.000737 + Penalty 1425.100602 = -136880.900135 nChanged 9 SP:Iteration 31Q (5012.089636 sec): 3 clusters Score: Raw -138309.464586 + Penalty 1425.100602 = -136884.363984 nChanged 5 SP:Iteration 32Q (5012.138228 sec): 3 clusters Score: Raw -138310.872580 + Penalty 1425.100602 = -136885.771977 nChanged 3 SP:Iteration 33Q (5012.177857 sec): 3 clusters Score: Raw -138313.217734 + Penalty 1425.100602 = -136888.117132 nChanged 9 SP:Iteration 34Q (5012.210756 sec): 3 clusters Score: Raw -138317.385589 + Penalty 1425.100602 = -136892.284987 nChanged 10 SP:Iteration 35Q (5012.245579 sec): 3 clusters Score: Raw -138323.590038 + Penalty 1425.100602 = -136898.489436 nChanged 7 SP:Iteration 36Q (5012.283938 sec): 3 clusters Score: Raw -138329.294978 + Penalty 1425.100602 = -136904.194376 nChanged 6 SP:Iteration 37Q (5012.331351 sec): 3 clusters Score: Raw -138332.159393 + Penalty 1425.100602 = -136907.058791 nChanged 7 SP:Iteration 38Q (5012.379472 sec): 3 clusters Score: Raw -138334.699291 + Penalty 1425.100602 = -136909.598689 nChanged 8 SP:Iteration 39Q (5012.434730 sec): 3 clusters Score: Raw -138336.654832 + Penalty 1425.100602 = -136911.554230 nChanged 4 SP:Iteration 40F (5012.468573 sec): 3 clusters Score: Raw -138338.154096 + Penalty 1425.100602 = -136913.053494 nChanged 2 SP:Iteration 41Q (5012.512950 sec): 3 clusters Score: Raw -138340.113630 + Penalty 1425.100602 = -136915.013028 nChanged 2 SP:Iteration 42Q (5012.545908 sec): 3 clusters Score: Raw -138340.732955 + Penalty 1425.100602 = -136915.632353 nChanged 2 SP:Iteration 43Q (5012.590861 sec): 3 clusters Score: Raw -138341.261595 + Penalty 1425.100602 = -136916.160992 nChanged 1 SP:Iteration 44Q (5012.618783 sec): 3 clusters Score: Raw -138341.491002 + Penalty 1425.100602 = -136916.390400 nChanged 2 SP:Iteration 45Q (5012.666597 sec): 3 clusters Score: Raw -138341.687418 + Penalty 1425.100602 = -136916.586816 nChanged 2 SP:Iteration 46Q (5012.699010 sec): 3 clusters Score: Raw -138342.200443 + Penalty 1425.100602 = -136917.099840 nChanged 2 SP:Iteration 47Q (5012.740500 sec): 3 clusters Score: Raw -138342.786464 + Penalty 1425.100602 = -136917.685862 nChanged 2 SP:Iteration 48Q (5012.780593 sec): 3 clusters Score: Raw -138343.100189 + Penalty 1425.100602 = -136917.999587 nChanged 2 SP:Iteration 49Q (5012.832402 sec): 3 clusters Score: Raw -138343.397525 + Penalty 1425.100602 = -136918.296923 nChanged 0 SP:Iteration 50F (5012.886642 sec): 3 clusters Score: Raw -138343.397525 + Penalty 1425.100602 = -136918.296923 nChanged 0 Trying to split cluster 29 (1747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5012.895457 sec): 2 clusters Score: Raw -148744.374193 + Penalty 709.237254 = -148035.136939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5012.936423 sec): 3 clusters Score: Raw -147956.374916 + Penalty 1418.474509 = -146537.900407 nChanged 685 SP:Iteration 1F (5012.973202 sec): 3 clusters Score: Raw -148549.985636 + Penalty 1418.474509 = -147131.511127 nChanged 185 SP:Iteration 2F (5013.028631 sec): 3 clusters Score: Raw -148770.496842 + Penalty 1418.474509 = -147352.022333 nChanged 148 SP:Iteration 3F (5013.061528 sec): 3 clusters Score: Raw -148939.461329 + Penalty 1418.474509 = -147520.986820 nChanged 109 SP:Iteration 4F (5013.106951 sec): 3 clusters Score: Raw -149065.518639 + Penalty 1418.474509 = -147647.044130 nChanged 77 SP:Iteration 5Q (5013.139177 sec): 3 clusters Score: Raw -149122.245850 + Penalty 1418.474509 = -147703.771341 nChanged 52 SP:Iteration 6Q (5013.168724 sec): 3 clusters Score: Raw -149161.865616 + Penalty 1418.474509 = -147743.391107 nChanged 52 SP:Iteration 7Q (5013.211435 sec): 3 clusters Score: Raw -149202.766391 + Penalty 1418.474509 = -147784.291882 nChanged 39 SP:Iteration 8Q (5013.251086 sec): 3 clusters Score: Raw -149225.614489 + Penalty 1418.474509 = -147807.139981 nChanged 21 SP:Iteration 9Q (5013.297595 sec): 3 clusters Score: Raw -149245.824106 + Penalty 1418.474509 = -147827.349597 nChanged 20 SP:Iteration 10Q (5013.332157 sec): 3 clusters Score: Raw -149263.380701 + Penalty 1418.474509 = -147844.906193 nChanged 26 SP:Iteration 11Q (5013.374921 sec): 3 clusters Score: Raw -149283.945904 + Penalty 1418.474509 = -147865.471395 nChanged 20 SP:Iteration 12Q (5013.409476 sec): 3 clusters Score: Raw -149300.044708 + Penalty 1418.474509 = -147881.570199 nChanged 19 SP:Iteration 13Q (5013.459259 sec): 3 clusters Score: Raw -149311.560754 + Penalty 1418.474509 = -147893.086245 nChanged 11 SP:Iteration 14Q (5013.506274 sec): 3 clusters Score: Raw -149318.274746 + Penalty 1418.474509 = -147899.800237 nChanged 12 SP:Iteration 15Q (5013.554577 sec): 3 clusters Score: Raw -149325.436712 + Penalty 1418.474509 = -147906.962203 nChanged 13 SP:Iteration 16Q (5013.586292 sec): 3 clusters Score: Raw -149334.402829 + Penalty 1418.474509 = -147915.928320 nChanged 15 SP:Iteration 17Q (5013.619935 sec): 3 clusters Score: Raw -149340.658523 + Penalty 1418.474509 = -147922.184014 nChanged 11 SP:Iteration 18Q (5013.670425 sec): 3 clusters Score: Raw -149348.587623 + Penalty 1418.474509 = -147930.113114 nChanged 14 SP:Iteration 19Q (5013.688153 sec): 3 clusters Score: Raw -149360.287269 + Penalty 1418.474509 = -147941.812760 nChanged 13 SP:Iteration 20F (5013.731059 sec): 3 clusters Score: Raw -149370.049724 + Penalty 1418.474509 = -147951.575215 nChanged 10 SP:Iteration 21Q (5013.774005 sec): 3 clusters Score: Raw -149376.743929 + Penalty 1418.474509 = -147958.269420 nChanged 5 SP:Iteration 22Q (5013.808391 sec): 3 clusters Score: Raw -149380.012180 + Penalty 1418.474509 = -147961.537671 nChanged 3 SP:Iteration 23Q (5013.857948 sec): 3 clusters Score: Raw -149383.270923 + Penalty 1418.474509 = -147964.796414 nChanged 2 SP:Iteration 24Q (5013.887935 sec): 3 clusters Score: Raw -149384.000090 + Penalty 1418.474509 = -147965.525581 nChanged 2 SP:Iteration 25Q (5013.919910 sec): 3 clusters Score: Raw -149385.016040 + Penalty 1418.474509 = -147966.541531 nChanged 2 SP:Iteration 26Q (5013.969739 sec): 3 clusters Score: Raw -149385.460182 + Penalty 1418.474509 = -147966.985673 nChanged 1 SP:Iteration 27Q (5013.999269 sec): 3 clusters Score: Raw -149385.566692 + Penalty 1418.474509 = -147967.092183 nChanged 0 SP:Iteration 28F (5014.039267 sec): 3 clusters Score: Raw -149385.566692 + Penalty 1418.474509 = -147967.092183 nChanged 0 Trying to split cluster 30 (154911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5014.232365 sec): 2 clusters Score: Raw -13818465.285942 + Penalty 1135.307574 = -13817329.978369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5014.448303 sec): 3 clusters Score: Raw -13715263.399829 + Penalty 2270.615147 = -13712992.784682 nChanged 75308 SP:Iteration 1F (5014.663793 sec): 3 clusters Score: Raw -13761142.876076 + Penalty 2270.615147 = -13758872.260929 nChanged 6426 SP:Iteration 2Q (5014.925445 sec): 3 clusters Score: Raw -13763235.027541 + Penalty 2270.615147 = -13760964.412394 nChanged 7019 SP:Iteration 3Q (5015.194848 sec): 3 clusters Score: Raw -13766164.027082 + Penalty 2270.615147 = -13763893.411935 nChanged 7994 SP:Iteration 4F (5015.410757 sec): 3 clusters Score: Raw -13770473.138214 + Penalty 2270.615147 = -13768202.523067 nChanged 9172 SP:Iteration 5F (5015.646712 sec): 3 clusters Score: Raw -13776687.669904 + Penalty 2270.615147 = -13774417.054757 nChanged 10223 SP:Iteration 6F (5015.888822 sec): 3 clusters Score: Raw -13784763.560915 + Penalty 2270.615147 = -13782492.945768 nChanged 10131 SP:Iteration 7F (5016.126454 sec): 3 clusters Score: Raw -13792437.856497 + Penalty 2270.615147 = -13790167.241350 nChanged 8419 SP:Iteration 8F (5016.359619 sec): 3 clusters Score: Raw -13797116.391271 + Penalty 2270.615147 = -13794845.776124 nChanged 5717 SP:Iteration 9Q (5016.606722 sec): 3 clusters Score: Raw -13799380.946363 + Penalty 2270.615147 = -13797110.331216 nChanged 3933 SP:Iteration 10Q (5016.865272 sec): 3 clusters Score: Raw -13800878.594629 + Penalty 2270.615147 = -13798607.979482 nChanged 3588 SP:Iteration 11Q (5017.115403 sec): 3 clusters Score: Raw -13802391.848931 + Penalty 2270.615147 = -13800121.233784 nChanged 3584 SP:Iteration 12Q (5017.359561 sec): 3 clusters Score: Raw -13804035.836879 + Penalty 2270.615147 = -13801765.221732 nChanged 3634 SP:Iteration 13Q (5017.598950 sec): 3 clusters Score: Raw -13805835.436428 + Penalty 2270.615147 = -13803564.821281 nChanged 3719 SP:Iteration 14Q (5017.843717 sec): 3 clusters Score: Raw -13807799.510520 + Penalty 2270.615147 = -13805528.895373 nChanged 3512 SP:Iteration 15Q (5018.076529 sec): 3 clusters Score: Raw -13809622.982893 + Penalty 2270.615147 = -13807352.367745 nChanged 3169 SP:Iteration 16Q (5018.324469 sec): 3 clusters Score: Raw -13811138.810648 + Penalty 2270.615147 = -13808868.195501 nChanged 2801 SP:Iteration 17Q (5018.577817 sec): 3 clusters Score: Raw -13812301.787973 + Penalty 2270.615147 = -13810031.172826 nChanged 2329 SP:Iteration 18Q (5018.819873 sec): 3 clusters Score: Raw -13813149.819653 + Penalty 2270.615147 = -13810879.204506 nChanged 1992 SP:Iteration 19Q (5019.064056 sec): 3 clusters Score: Raw -13813752.127703 + Penalty 2270.615147 = -13811481.512556 nChanged 1632 SP:Iteration 20F (5019.282250 sec): 3 clusters Score: Raw -13814195.644261 + Penalty 2270.615147 = -13811925.029114 nChanged 1451 SP:Iteration 21Q (5019.540811 sec): 3 clusters Score: Raw -13814542.014293 + Penalty 2270.615147 = -13812271.399146 nChanged 1289 SP:Iteration 22Q (5019.768389 sec): 3 clusters Score: Raw -13814820.854368 + Penalty 2270.615147 = -13812550.239221 nChanged 1187 SP:Iteration 23Q (5020.020051 sec): 3 clusters Score: Raw -13815055.440747 + Penalty 2270.615147 = -13812784.825600 nChanged 1157 SP:Iteration 24Q (5020.249766 sec): 3 clusters Score: Raw -13815269.992952 + Penalty 2270.615147 = -13812999.377805 nChanged 1108 SP:Iteration 25Q (5020.491191 sec): 3 clusters Score: Raw -13815459.575306 + Penalty 2270.615147 = -13813188.960159 nChanged 1084 SP:Iteration 26Q (5020.746952 sec): 3 clusters Score: Raw -13815630.987649 + Penalty 2270.615147 = -13813360.372502 nChanged 936 SP:Iteration 27Q (5020.979029 sec): 3 clusters Score: Raw -13815760.446152 + Penalty 2270.615147 = -13813489.831005 nChanged 878 SP:Iteration 28Q (5021.203113 sec): 3 clusters Score: Raw -13815877.501401 + Penalty 2270.615147 = -13813606.886254 nChanged 866 SP:Iteration 29Q (5021.438872 sec): 3 clusters Score: Raw -13815985.038216 + Penalty 2270.615147 = -13813714.423069 nChanged 814 SP:Iteration 30Q (5021.663901 sec): 3 clusters Score: Raw -13816085.517655 + Penalty 2270.615147 = -13813814.902508 nChanged 789 SP:Iteration 31Q (5021.900089 sec): 3 clusters Score: Raw -13816178.908950 + Penalty 2270.615147 = -13813908.293803 nChanged 739 SP:Iteration 32Q (5022.133785 sec): 3 clusters Score: Raw -13816264.729634 + Penalty 2270.615147 = -13813994.114487 nChanged 717 SP:Iteration 33Q (5022.359187 sec): 3 clusters Score: Raw -13816340.617967 + Penalty 2270.615147 = -13814070.002820 nChanged 656 SP:Iteration 34Q (5022.580564 sec): 3 clusters Score: Raw -13816409.015613 + Penalty 2270.615147 = -13814138.400466 nChanged 658 SP:Iteration 35Q (5022.805458 sec): 3 clusters Score: Raw -13816475.448359 + Penalty 2270.615147 = -13814204.833212 nChanged 622 SP:Iteration 36Q (5023.032899 sec): 3 clusters Score: Raw -13816538.094592 + Penalty 2270.615147 = -13814267.479445 nChanged 610 SP:Iteration 37Q (5023.264994 sec): 3 clusters Score: Raw -13816596.851168 + Penalty 2270.615147 = -13814326.236021 nChanged 582 SP:Iteration 38Q (5023.479919 sec): 3 clusters Score: Raw -13816651.054490 + Penalty 2270.615147 = -13814380.439342 nChanged 535 SP:Iteration 39Q (5023.698644 sec): 3 clusters Score: Raw -13816699.132017 + Penalty 2270.615147 = -13814428.516869 nChanged 536 SP:Iteration 40F (5023.933297 sec): 3 clusters Score: Raw -13816746.039157 + Penalty 2270.615147 = -13814475.424010 nChanged 503 SP:Iteration 41Q (5024.158151 sec): 3 clusters Score: Raw -13816788.265775 + Penalty 2270.615147 = -13814517.650628 nChanged 486 SP:Iteration 42Q (5024.394721 sec): 3 clusters Score: Raw -13816829.869752 + Penalty 2270.615147 = -13814559.254605 nChanged 494 SP:Iteration 43Q (5024.630683 sec): 3 clusters Score: Raw -13816872.585360 + Penalty 2270.615147 = -13814601.970213 nChanged 497 SP:Iteration 44Q (5024.867635 sec): 3 clusters Score: Raw -13816916.727130 + Penalty 2270.615147 = -13814646.111983 nChanged 482 SP:Iteration 45Q (5025.101190 sec): 3 clusters Score: Raw -13816958.382217 + Penalty 2270.615147 = -13814687.767070 nChanged 478 SP:Iteration 46Q (5025.330764 sec): 3 clusters Score: Raw -13816999.179214 + Penalty 2270.615147 = -13814728.564067 nChanged 471 SP:Iteration 47Q (5025.540127 sec): 3 clusters Score: Raw -13817040.785610 + Penalty 2270.615147 = -13814770.170463 nChanged 488 SP:Iteration 48Q (5025.769724 sec): 3 clusters Score: Raw -13817084.681806 + Penalty 2270.615147 = -13814814.066659 nChanged 482 SP:Iteration 49Q (5026.016690 sec): 3 clusters Score: Raw -13817126.923479 + Penalty 2270.615147 = -13814856.308332 nChanged 467 SP:Iteration 50Q (5026.259407 sec): 3 clusters Score: Raw -13817166.966741 + Penalty 2270.615147 = -13814896.351594 nChanged 417 SP:Iteration 51Q (5026.488311 sec): 3 clusters Score: Raw -13817200.046656 + Penalty 2270.615147 = -13814929.431509 nChanged 421 SP:Iteration 52Q (5026.715743 sec): 3 clusters Score: Raw -13817233.138024 + Penalty 2270.615147 = -13814962.522877 nChanged 412 SP:Iteration 53Q (5026.928447 sec): 3 clusters Score: Raw -13817265.344400 + Penalty 2270.615147 = -13814994.729253 nChanged 406 SP:Iteration 54Q (5027.162092 sec): 3 clusters Score: Raw -13817297.602220 + Penalty 2270.615147 = -13815026.987073 nChanged 419 SP:Iteration 55Q (5027.392988 sec): 3 clusters Score: Raw -13817332.303391 + Penalty 2270.615147 = -13815061.688243 nChanged 397 SP:Iteration 56Q (5027.631728 sec): 3 clusters Score: Raw -13817362.390617 + Penalty 2270.615147 = -13815091.775470 nChanged 375 SP:Iteration 57Q (5027.860394 sec): 3 clusters Score: Raw -13817393.104722 + Penalty 2270.615147 = -13815122.489574 nChanged 387 SP:Iteration 58Q (5028.105593 sec): 3 clusters Score: Raw -13817427.007366 + Penalty 2270.615147 = -13815156.392219 nChanged 417 SP:Iteration 59Q (5028.338596 sec): 3 clusters Score: Raw -13817463.754488 + Penalty 2270.615147 = -13815193.139340 nChanged 402 SP:Iteration 60F (5028.555579 sec): 3 clusters Score: Raw -13817497.787015 + Penalty 2270.615147 = -13815227.171868 nChanged 367 SP:Iteration 61Q (5028.770106 sec): 3 clusters Score: Raw -13817526.284450 + Penalty 2270.615147 = -13815255.669303 nChanged 366 SP:Iteration 62Q (5029.009556 sec): 3 clusters Score: Raw -13817553.564462 + Penalty 2270.615147 = -13815282.949315 nChanged 363 SP:Iteration 63Q (5029.250212 sec): 3 clusters Score: Raw -13817581.288225 + Penalty 2270.615147 = -13815310.673077 nChanged 362 SP:Iteration 64Q (5029.487436 sec): 3 clusters Score: Raw -13817609.190570 + Penalty 2270.615147 = -13815338.575423 nChanged 344 SP:Iteration 65Q (5029.730036 sec): 3 clusters Score: Raw -13817635.884366 + Penalty 2270.615147 = -13815365.269219 nChanged 353 SP:Iteration 66Q (5029.965749 sec): 3 clusters Score: Raw -13817664.706490 + Penalty 2270.615147 = -13815394.091343 nChanged 357 SP:Iteration 67Q (5030.195653 sec): 3 clusters Score: Raw -13817693.769225 + Penalty 2270.615147 = -13815423.154078 nChanged 352 SP:Iteration 68Q (5030.423566 sec): 3 clusters Score: Raw -13817722.966475 + Penalty 2270.615147 = -13815452.351328 nChanged 356 SP:Iteration 69Q (5030.660601 sec): 3 clusters Score: Raw -13817752.033606 + Penalty 2270.615147 = -13815481.418459 nChanged 355 SP:Iteration 70Q (5030.896694 sec): 3 clusters Score: Raw -13817781.872837 + Penalty 2270.615147 = -13815511.257689 nChanged 358 SP:Iteration 71Q (5031.107770 sec): 3 clusters Score: Raw -13817811.073897 + Penalty 2270.615147 = -13815540.458750 nChanged 360 SP:Iteration 72Q (5031.340464 sec): 3 clusters Score: Raw -13817840.878163 + Penalty 2270.615147 = -13815570.263016 nChanged 329 SP:Iteration 73Q (5031.547748 sec): 3 clusters Score: Raw -13817866.133727 + Penalty 2270.615147 = -13815595.518580 nChanged 316 SP:Iteration 74Q (5031.772213 sec): 3 clusters Score: Raw -13817889.187157 + Penalty 2270.615147 = -13815618.572010 nChanged 297 SP:Iteration 75Q (5031.989031 sec): 3 clusters Score: Raw -13817909.393699 + Penalty 2270.615147 = -13815638.778552 nChanged 266 SP:Iteration 76Q (5032.197381 sec): 3 clusters Score: Raw -13817927.590872 + Penalty 2270.615147 = -13815656.975725 nChanged 271 SP:Iteration 77Q (5032.428876 sec): 3 clusters Score: Raw -13817946.591873 + Penalty 2270.615147 = -13815675.976726 nChanged 281 SP:Iteration 78Q (5032.648293 sec): 3 clusters Score: Raw -13817965.962429 + Penalty 2270.615147 = -13815695.347282 nChanged 255 SP:Iteration 79Q (5032.871682 sec): 3 clusters Score: Raw -13817982.094024 + Penalty 2270.615147 = -13815711.478877 nChanged 252 SP:Iteration 80F (5033.086989 sec): 3 clusters Score: Raw -13817998.859078 + Penalty 2270.615147 = -13815728.243930 nChanged 258 SP:Iteration 81Q (5033.295380 sec): 3 clusters Score: Raw -13818017.257450 + Penalty 2270.615147 = -13815746.642303 nChanged 252 SP:Iteration 82Q (5033.532078 sec): 3 clusters Score: Raw -13818036.753467 + Penalty 2270.615147 = -13815766.138320 nChanged 265 SP:Iteration 83Q (5033.759194 sec): 3 clusters Score: Raw -13818055.915179 + Penalty 2270.615147 = -13815785.300032 nChanged 248 SP:Iteration 84Q (5033.989427 sec): 3 clusters Score: Raw -13818073.961415 + Penalty 2270.615147 = -13815803.346268 nChanged 251 SP:Iteration 85Q (5034.214125 sec): 3 clusters Score: Raw -13818092.928447 + Penalty 2270.615147 = -13815822.313299 nChanged 259 SP:Iteration 86Q (5034.446852 sec): 3 clusters Score: Raw -13818111.294273 + Penalty 2270.615147 = -13815840.679125 nChanged 238 SP:Iteration 87Q (5034.658211 sec): 3 clusters Score: Raw -13818125.807955 + Penalty 2270.615147 = -13815855.192807 nChanged 209 SP:Iteration 88Q (5034.885266 sec): 3 clusters Score: Raw -13818137.720420 + Penalty 2270.615147 = -13815867.105272 nChanged 203 SP:Iteration 89Q (5035.111445 sec): 3 clusters Score: Raw -13818150.109234 + Penalty 2270.615147 = -13815879.494087 nChanged 227 SP:Iteration 90Q (5035.345093 sec): 3 clusters Score: Raw -13818165.222319 + Penalty 2270.615147 = -13815894.607172 nChanged 223 SP:Iteration 91Q (5035.574813 sec): 3 clusters Score: Raw -13818178.951814 + Penalty 2270.615147 = -13815908.336667 nChanged 199 SP:Iteration 92Q (5035.791041 sec): 3 clusters Score: Raw -13818191.573954 + Penalty 2270.615147 = -13815920.958807 nChanged 215 SP:Iteration 93Q (5036.006435 sec): 3 clusters Score: Raw -13818206.465282 + Penalty 2270.615147 = -13815935.850135 nChanged 218 SP:Iteration 94Q (5036.213197 sec): 3 clusters Score: Raw -13818221.020836 + Penalty 2270.615147 = -13815950.405689 nChanged 222 SP:Iteration 95Q (5036.443380 sec): 3 clusters Score: Raw -13818235.519388 + Penalty 2270.615147 = -13815964.904241 nChanged 216 SP:Iteration 96Q (5036.674750 sec): 3 clusters Score: Raw -13818249.994655 + Penalty 2270.615147 = -13815979.379507 nChanged 220 SP:Iteration 97Q (5036.904116 sec): 3 clusters Score: Raw -13818264.923611 + Penalty 2270.615147 = -13815994.308464 nChanged 215 SP:Iteration 98Q (5037.134711 sec): 3 clusters Score: Raw -13818278.612963 + Penalty 2270.615147 = -13816007.997816 nChanged 201 SP:Iteration 99Q (5037.347294 sec): 3 clusters Score: Raw -13818290.281306 + Penalty 2270.615147 = -13816019.666159 nChanged 173 SP:Iteration 100F (5037.584075 sec): 3 clusters Score: Raw -13818300.094949 + Penalty 2270.615147 = -13816029.479802 nChanged 159 SP:Iteration 101Q (5037.810189 sec): 3 clusters Score: Raw -13818308.949370 + Penalty 2270.615147 = -13816038.334223 nChanged 162 SP:Iteration 102Q (5038.047494 sec): 3 clusters Score: Raw -13818317.904183 + Penalty 2270.615147 = -13816047.289036 nChanged 146 SP:Iteration 103Q (5038.265142 sec): 3 clusters Score: Raw -13818325.656096 + Penalty 2270.615147 = -13816055.040949 nChanged 159 SP:Iteration 104Q (5038.493685 sec): 3 clusters Score: Raw -13818334.219252 + Penalty 2270.615147 = -13816063.604105 nChanged 167 SP:Iteration 105Q (5038.731192 sec): 3 clusters Score: Raw -13818343.691479 + Penalty 2270.615147 = -13816073.076332 nChanged 167 SP:Iteration 106Q (5038.955958 sec): 3 clusters Score: Raw -13818352.640907 + Penalty 2270.615147 = -13816082.025760 nChanged 166 SP:Iteration 107Q (5039.171746 sec): 3 clusters Score: Raw -13818361.878504 + Penalty 2270.615147 = -13816091.263356 nChanged 153 SP:Iteration 108Q (5039.405987 sec): 3 clusters Score: Raw -13818369.928860 + Penalty 2270.615147 = -13816099.313713 nChanged 152 SP:Iteration 109Q (5039.638728 sec): 3 clusters Score: Raw -13818378.224134 + Penalty 2270.615147 = -13816107.608987 nChanged 165 SP:Iteration 110Q (5039.853062 sec): 3 clusters Score: Raw -13818387.295447 + Penalty 2270.615147 = -13816116.680300 nChanged 164 SP:Iteration 111Q (5040.075125 sec): 3 clusters Score: Raw -13818396.690938 + Penalty 2270.615147 = -13816126.075791 nChanged 158 SP:Iteration 112Q (5040.304531 sec): 3 clusters Score: Raw -13818405.695442 + Penalty 2270.615147 = -13816135.080295 nChanged 146 SP:Iteration 113Q (5040.537314 sec): 3 clusters Score: Raw -13818414.218986 + Penalty 2270.615147 = -13816143.603839 nChanged 157 SP:Iteration 114Q (5040.758440 sec): 3 clusters Score: Raw -13818423.820657 + Penalty 2270.615147 = -13816153.205510 nChanged 170 SP:Iteration 115Q (5040.990365 sec): 3 clusters Score: Raw -13818433.355086 + Penalty 2270.615147 = -13816162.739939 nChanged 142 SP:Iteration 116Q (5041.194255 sec): 3 clusters Score: Raw -13818440.534582 + Penalty 2270.615147 = -13816169.919435 nChanged 130 SP:Iteration 117Q (5041.406526 sec): 3 clusters Score: Raw -13818446.769402 + Penalty 2270.615147 = -13816176.154255 nChanged 127 SP:Iteration 118Q (5041.636685 sec): 3 clusters Score: Raw -13818452.685713 + Penalty 2270.615147 = -13816182.070566 nChanged 143 SP:Iteration 119Q (5041.870498 sec): 3 clusters Score: Raw -13818460.869492 + Penalty 2270.615147 = -13816190.254345 nChanged 152 SP:Iteration 120F (5042.100725 sec): 3 clusters Score: Raw -13818469.992004 + Penalty 2270.615147 = -13816199.376857 nChanged 174 SP:Iteration 121Q (5042.338636 sec): 3 clusters Score: Raw -13818481.047783 + Penalty 2270.615147 = -13816210.432636 nChanged 159 SP:Iteration 122Q (5042.574929 sec): 3 clusters Score: Raw -13818490.865231 + Penalty 2270.615147 = -13816220.250084 nChanged 167 SP:Iteration 123Q (5042.809241 sec): 3 clusters Score: Raw -13818500.975116 + Penalty 2270.615147 = -13816230.359968 nChanged 156 SP:Iteration 124Q (5043.032452 sec): 3 clusters Score: Raw -13818510.657331 + Penalty 2270.615147 = -13816240.042184 nChanged 158 SP:Iteration 125Q (5043.269060 sec): 3 clusters Score: Raw -13818520.040944 + Penalty 2270.615147 = -13816249.425797 nChanged 138 SP:Iteration 126Q (5043.494670 sec): 3 clusters Score: Raw -13818527.841037 + Penalty 2270.615147 = -13816257.225889 nChanged 133 SP:Iteration 127Q (5043.708333 sec): 3 clusters Score: Raw -13818535.017278 + Penalty 2270.615147 = -13816264.402131 nChanged 110 SP:Iteration 128Q (5043.930171 sec): 3 clusters Score: Raw -13818540.092606 + Penalty 2270.615147 = -13816269.477459 nChanged 105 SP:Iteration 129Q (5044.163341 sec): 3 clusters Score: Raw -13818545.486474 + Penalty 2270.615147 = -13816274.871327 nChanged 114 SP:Iteration 130Q (5044.377525 sec): 3 clusters Score: Raw -13818551.515313 + Penalty 2270.615147 = -13816280.900165 nChanged 136 SP:Iteration 131Q (5044.612342 sec): 3 clusters Score: Raw -13818559.526834 + Penalty 2270.615147 = -13816288.911687 nChanged 134 SP:Iteration 132Q (5044.843601 sec): 3 clusters Score: Raw -13818566.855715 + Penalty 2270.615147 = -13816296.240568 nChanged 116 SP:Iteration 133Q (5045.059967 sec): 3 clusters Score: Raw -13818572.130885 + Penalty 2270.615147 = -13816301.515738 nChanged 107 SP:Iteration 134Q (5045.292503 sec): 3 clusters Score: Raw -13818577.046399 + Penalty 2270.615147 = -13816306.431251 nChanged 100 SP:Iteration 135Q (5045.530083 sec): 3 clusters Score: Raw -13818581.642852 + Penalty 2270.615147 = -13816311.027705 nChanged 101 SP:Iteration 136Q (5045.758534 sec): 3 clusters Score: Raw -13818585.928108 + Penalty 2270.615147 = -13816315.312961 nChanged 95 SP:Iteration 137Q (5045.972830 sec): 3 clusters Score: Raw -13818590.307939 + Penalty 2270.615147 = -13816319.692792 nChanged 92 SP:Iteration 138Q (5046.189055 sec): 3 clusters Score: Raw -13818594.859613 + Penalty 2270.615147 = -13816324.244466 nChanged 106 SP:Iteration 139Q (5046.426371 sec): 3 clusters Score: Raw -13818601.215402 + Penalty 2270.615147 = -13816330.600254 nChanged 121 SP:Iteration 140F (5046.671349 sec): 3 clusters Score: Raw -13818607.830895 + Penalty 2270.615147 = -13816337.215748 nChanged 108 SP:Iteration 141Q (5046.899867 sec): 3 clusters Score: Raw -13818613.246181 + Penalty 2270.615147 = -13816342.631034 nChanged 107 SP:Iteration 142Q (5047.136119 sec): 3 clusters Score: Raw -13818617.765355 + Penalty 2270.615147 = -13816347.150208 nChanged 84 SP:Iteration 143Q (5047.376693 sec): 3 clusters Score: Raw -13818621.040324 + Penalty 2270.615147 = -13816350.425177 nChanged 95 SP:Iteration 144Q (5047.600083 sec): 3 clusters Score: Raw -13818624.772565 + Penalty 2270.615147 = -13816354.157418 nChanged 78 SP:Iteration 145Q (5047.818518 sec): 3 clusters Score: Raw -13818627.721331 + Penalty 2270.615147 = -13816357.106184 nChanged 67 SP:Iteration 146Q (5048.029539 sec): 3 clusters Score: Raw -13818630.540797 + Penalty 2270.615147 = -13816359.925650 nChanged 67 SP:Iteration 147Q (5048.238579 sec): 3 clusters Score: Raw -13818633.105874 + Penalty 2270.615147 = -13816362.490727 nChanged 53 SP:Iteration 148Q (5048.455593 sec): 3 clusters Score: Raw -13818635.176616 + Penalty 2270.615147 = -13816364.561469 nChanged 51 SP:Iteration 149Q (5048.684819 sec): 3 clusters Score: Raw -13818636.964595 + Penalty 2270.615147 = -13816366.349447 nChanged 52 SP:Iteration 150Q (5048.901614 sec): 3 clusters Score: Raw -13818638.878646 + Penalty 2270.615147 = -13816368.263499 nChanged 62 SP:Iteration 151Q (5049.123592 sec): 3 clusters Score: Raw -13818641.394595 + Penalty 2270.615147 = -13816370.779448 nChanged 68 SP:Iteration 152Q (5049.351417 sec): 3 clusters Score: Raw -13818644.047888 + Penalty 2270.615147 = -13816373.432741 nChanged 74 SP:Iteration 153Q (5049.566217 sec): 3 clusters Score: Raw -13818647.381173 + Penalty 2270.615147 = -13816376.766026 nChanged 77 SP:Iteration 154Q (5049.791034 sec): 3 clusters Score: Raw -13818650.985175 + Penalty 2270.615147 = -13816380.370028 nChanged 88 SP:Iteration 155Q (5050.011320 sec): 3 clusters Score: Raw -13818655.271554 + Penalty 2270.615147 = -13816384.656407 nChanged 105 SP:Iteration 156Q (5050.234468 sec): 3 clusters Score: Raw -13818660.673175 + Penalty 2270.615147 = -13816390.058028 nChanged 112 SP:Iteration 157Q (5050.447916 sec): 3 clusters Score: Raw -13818666.782497 + Penalty 2270.615147 = -13816396.167350 nChanged 116 SP:Iteration 158Q (5050.668199 sec): 3 clusters Score: Raw -13818673.401778 + Penalty 2270.615147 = -13816402.786631 nChanged 118 SP:Iteration 159Q (5050.891837 sec): 3 clusters Score: Raw -13818680.178320 + Penalty 2270.615147 = -13816409.563173 nChanged 108 SP:Iteration 160F (5051.117383 sec): 3 clusters Score: Raw -13818686.798731 + Penalty 2270.615147 = -13816416.183584 nChanged 113 SP:Iteration 161Q (5051.343981 sec): 3 clusters Score: Raw -13818692.722479 + Penalty 2270.615147 = -13816422.107332 nChanged 83 SP:Iteration 162Q (5051.563651 sec): 3 clusters Score: Raw -13818696.627453 + Penalty 2270.615147 = -13816426.012306 nChanged 80 SP:Iteration 163Q (5051.793160 sec): 3 clusters Score: Raw -13818699.940454 + Penalty 2270.615147 = -13816429.325307 nChanged 78 SP:Iteration 164Q (5052.010263 sec): 3 clusters Score: Raw -13818703.500539 + Penalty 2270.615147 = -13816432.885392 nChanged 86 SP:Iteration 165Q (5052.204585 sec): 3 clusters Score: Raw -13818707.804986 + Penalty 2270.615147 = -13816437.189839 nChanged 80 SP:Iteration 166Q (5052.436668 sec): 3 clusters Score: Raw -13818711.910823 + Penalty 2270.615147 = -13816441.295676 nChanged 86 SP:Iteration 167Q (5052.639973 sec): 3 clusters Score: Raw -13818716.195990 + Penalty 2270.615147 = -13816445.580843 nChanged 80 SP:Iteration 168Q (5052.860988 sec): 3 clusters Score: Raw -13818720.073122 + Penalty 2270.615147 = -13816449.457975 nChanged 74 SP:Iteration 169Q (5053.085131 sec): 3 clusters Score: Raw -13818723.920667 + Penalty 2270.615147 = -13816453.305520 nChanged 78 SP:Iteration 170Q (5053.300766 sec): 3 clusters Score: Raw -13818728.145223 + Penalty 2270.615147 = -13816457.530076 nChanged 61 SP:Iteration 171Q (5053.511712 sec): 3 clusters Score: Raw -13818731.268783 + Penalty 2270.615147 = -13816460.653636 nChanged 58 SP:Iteration 172Q (5053.744728 sec): 3 clusters Score: Raw -13818734.201854 + Penalty 2270.615147 = -13816463.586707 nChanged 54 SP:Iteration 173Q (5053.963645 sec): 3 clusters Score: Raw -13818736.327450 + Penalty 2270.615147 = -13816465.712303 nChanged 54 SP:Iteration 174Q (5054.184473 sec): 3 clusters Score: Raw -13818738.134607 + Penalty 2270.615147 = -13816467.519460 nChanged 50 SP:Iteration 175Q (5054.402290 sec): 3 clusters Score: Raw -13818740.025651 + Penalty 2270.615147 = -13816469.410504 nChanged 46 SP:Iteration 176Q (5054.601835 sec): 3 clusters Score: Raw -13818741.807132 + Penalty 2270.615147 = -13816471.191985 nChanged 38 SP:Iteration 177Q (5054.810588 sec): 3 clusters Score: Raw -13818742.854976 + Penalty 2270.615147 = -13816472.239829 nChanged 28 SP:Iteration 178Q (5055.006907 sec): 3 clusters Score: Raw -13818743.643636 + Penalty 2270.615147 = -13816473.028488 nChanged 32 SP:Iteration 179Q (5055.228208 sec): 3 clusters Score: Raw -13818744.489541 + Penalty 2270.615147 = -13816473.874394 nChanged 29 SP:Iteration 180F (5055.467497 sec): 3 clusters Score: Raw -13818745.504905 + Penalty 2270.615147 = -13816474.889758 nChanged 33 SP:Iteration 181Q (5055.696417 sec): 3 clusters Score: Raw -13818746.579471 + Penalty 2270.615147 = -13816475.964324 nChanged 35 SP:Iteration 182Q (5055.928341 sec): 3 clusters Score: Raw -13818747.563281 + Penalty 2270.615147 = -13816476.948134 nChanged 31 SP:Iteration 183Q (5056.145094 sec): 3 clusters Score: Raw -13818748.570060 + Penalty 2270.615147 = -13816477.954913 nChanged 32 SP:Iteration 184Q (5056.374848 sec): 3 clusters Score: Raw -13818749.683055 + Penalty 2270.615147 = -13816479.067908 nChanged 43 SP:Iteration 185Q (5056.608423 sec): 3 clusters Score: Raw -13818751.443679 + Penalty 2270.615147 = -13816480.828532 nChanged 50 SP:Iteration 186Q (5056.829971 sec): 3 clusters Score: Raw -13818753.393410 + Penalty 2270.615147 = -13816482.778263 nChanged 39 SP:Iteration 187Q (5057.045963 sec): 3 clusters Score: Raw -13818754.817623 + Penalty 2270.615147 = -13816484.202476 nChanged 45 SP:Iteration 188Q (5057.271629 sec): 3 clusters Score: Raw -13818756.572119 + Penalty 2270.615147 = -13816485.956972 nChanged 37 SP:Iteration 189Q (5057.479072 sec): 3 clusters Score: Raw -13818758.110423 + Penalty 2270.615147 = -13816487.495276 nChanged 41 SP:Iteration 190Q (5057.707056 sec): 3 clusters Score: Raw -13818760.150688 + Penalty 2270.615147 = -13816489.535541 nChanged 53 SP:Iteration 191Q (5057.918621 sec): 3 clusters Score: Raw -13818762.485873 + Penalty 2270.615147 = -13816491.870726 nChanged 39 SP:Iteration 192Q (5058.141114 sec): 3 clusters Score: Raw -13818763.781619 + Penalty 2270.615147 = -13816493.166472 nChanged 41 SP:Iteration 193Q (5058.373187 sec): 3 clusters Score: Raw -13818765.215411 + Penalty 2270.615147 = -13816494.600263 nChanged 36 SP:Iteration 194Q (5058.591538 sec): 3 clusters Score: Raw -13818766.311975 + Penalty 2270.615147 = -13816495.696828 nChanged 36 SP:Iteration 195Q (5058.801124 sec): 3 clusters Score: Raw -13818767.570333 + Penalty 2270.615147 = -13816496.955186 nChanged 41 SP:Iteration 196Q (5059.020292 sec): 3 clusters Score: Raw -13818769.173580 + Penalty 2270.615147 = -13816498.558433 nChanged 54 SP:Iteration 197Q (5059.240499 sec): 3 clusters Score: Raw -13818771.389938 + Penalty 2270.615147 = -13816500.774791 nChanged 49 SP:Iteration 198Q (5059.461274 sec): 3 clusters Score: Raw -13818773.371000 + Penalty 2270.615147 = -13816502.755853 nChanged 50 SP:Iteration 199Q (5059.693361 sec): 3 clusters Score: Raw -13818775.553291 + Penalty 2270.615147 = -13816504.938144 nChanged 50 SP:Iteration 200F (5059.905362 sec): 3 clusters Score: Raw -13818777.730402 + Penalty 2270.615147 = -13816507.115255 nChanged 46 SP:Iteration 201Q (5060.132979 sec): 3 clusters Score: Raw -13818779.248852 + Penalty 2270.615147 = -13816508.633705 nChanged 40 SP:Iteration 202Q (5060.362355 sec): 3 clusters Score: Raw -13818780.392072 + Penalty 2270.615147 = -13816509.776925 nChanged 47 SP:Iteration 203Q (5060.586486 sec): 3 clusters Score: Raw -13818781.882599 + Penalty 2270.615147 = -13816511.267451 nChanged 41 SP:Iteration 204Q (5060.809167 sec): 3 clusters Score: Raw -13818783.222972 + Penalty 2270.615147 = -13816512.607825 nChanged 42 SP:Iteration 205Q (5061.038929 sec): 3 clusters Score: Raw -13818784.609938 + Penalty 2270.615147 = -13816513.994791 nChanged 37 SP:Iteration 206Q (5061.268057 sec): 3 clusters Score: Raw -13818785.847127 + Penalty 2270.615147 = -13816515.231980 nChanged 29 SP:Iteration 207Q (5061.495555 sec): 3 clusters Score: Raw -13818786.582771 + Penalty 2270.615147 = -13816515.967624 nChanged 22 SP:Iteration 208Q (5061.715999 sec): 3 clusters Score: Raw -13818787.136794 + Penalty 2270.615147 = -13816516.521647 nChanged 23 SP:Iteration 209Q (5061.934233 sec): 3 clusters Score: Raw -13818787.837566 + Penalty 2270.615147 = -13816517.222418 nChanged 25 SP:Iteration 210Q (5062.164755 sec): 3 clusters Score: Raw -13818788.609922 + Penalty 2270.615147 = -13816517.994775 nChanged 27 SP:Iteration 211Q (5062.380500 sec): 3 clusters Score: Raw -13818789.511707 + Penalty 2270.615147 = -13816518.896560 nChanged 29 SP:Iteration 212Q (5062.586443 sec): 3 clusters Score: Raw -13818790.382446 + Penalty 2270.615147 = -13816519.767299 nChanged 26 SP:Iteration 213Q (5062.807108 sec): 3 clusters Score: Raw -13818791.121413 + Penalty 2270.615147 = -13816520.506266 nChanged 25 SP:Iteration 214Q (5063.038139 sec): 3 clusters Score: Raw -13818791.961202 + Penalty 2270.615147 = -13816521.346055 nChanged 28 SP:Iteration 215Q (5063.262834 sec): 3 clusters Score: Raw -13818792.730177 + Penalty 2270.615147 = -13816522.115030 nChanged 20 SP:Iteration 216Q (5063.468585 sec): 3 clusters Score: Raw -13818793.401192 + Penalty 2270.615147 = -13816522.786045 nChanged 22 SP:Iteration 217Q (5063.692796 sec): 3 clusters Score: Raw -13818793.971858 + Penalty 2270.615147 = -13816523.356711 nChanged 13 SP:Iteration 218Q (5063.923346 sec): 3 clusters Score: Raw -13818794.235252 + Penalty 2270.615147 = -13816523.620105 nChanged 11 SP:Iteration 219Q (5064.146413 sec): 3 clusters Score: Raw -13818794.441646 + Penalty 2270.615147 = -13816523.826499 nChanged 10 SP:Iteration 220F (5064.381513 sec): 3 clusters Score: Raw -13818794.682575 + Penalty 2270.615147 = -13816524.067428 nChanged 10 SP:Iteration 221Q (5064.604905 sec): 3 clusters Score: Raw -13818794.920798 + Penalty 2270.615147 = -13816524.305651 nChanged 15 SP:Iteration 222Q (5064.834704 sec): 3 clusters Score: Raw -13818795.291060 + Penalty 2270.615147 = -13816524.675913 nChanged 13 SP:Iteration 223Q (5065.067117 sec): 3 clusters Score: Raw -13818795.528019 + Penalty 2270.615147 = -13816524.912872 nChanged 7 SP:Iteration 224Q (5065.293970 sec): 3 clusters Score: Raw -13818795.673964 + Penalty 2270.615147 = -13816525.058817 nChanged 13 SP:Iteration 225Q (5065.518215 sec): 3 clusters Score: Raw -13818795.960648 + Penalty 2270.615147 = -13816525.345501 nChanged 18 SP:Iteration 226Q (5065.746976 sec): 3 clusters Score: Raw -13818796.349300 + Penalty 2270.615147 = -13816525.734153 nChanged 15 SP:Iteration 227Q (5065.972085 sec): 3 clusters Score: Raw -13818796.675423 + Penalty 2270.615147 = -13816526.060276 nChanged 20 SP:Iteration 228Q (5066.194211 sec): 3 clusters Score: Raw -13818797.083607 + Penalty 2270.615147 = -13816526.468460 nChanged 20 SP:Iteration 229Q (5066.421568 sec): 3 clusters Score: Raw -13818797.521669 + Penalty 2270.615147 = -13816526.906522 nChanged 16 SP:Iteration 230Q (5066.642333 sec): 3 clusters Score: Raw -13818797.926785 + Penalty 2270.615147 = -13816527.311638 nChanged 18 SP:Iteration 231Q (5066.842483 sec): 3 clusters Score: Raw -13818798.405438 + Penalty 2270.615147 = -13816527.790291 nChanged 20 SP:Iteration 232Q (5067.062215 sec): 3 clusters Score: Raw -13818798.992293 + Penalty 2270.615147 = -13816528.377146 nChanged 19 SP:Iteration 233Q (5067.295944 sec): 3 clusters Score: Raw -13818799.545250 + Penalty 2270.615147 = -13816528.930102 nChanged 21 SP:Iteration 234Q (5067.523914 sec): 3 clusters Score: Raw -13818800.066694 + Penalty 2270.615147 = -13816529.451547 nChanged 18 SP:Iteration 235Q (5067.752104 sec): 3 clusters Score: Raw -13818800.521299 + Penalty 2270.615147 = -13816529.906152 nChanged 16 SP:Iteration 236Q (5067.981463 sec): 3 clusters Score: Raw -13818800.971059 + Penalty 2270.615147 = -13816530.355912 nChanged 22 SP:Iteration 237Q (5068.184162 sec): 3 clusters Score: Raw -13818801.790444 + Penalty 2270.615147 = -13816531.175297 nChanged 23 SP:Iteration 238Q (5068.395818 sec): 3 clusters Score: Raw -13818802.537174 + Penalty 2270.615147 = -13816531.922027 nChanged 21 SP:Iteration 239Q (5068.610184 sec): 3 clusters Score: Raw -13818803.034391 + Penalty 2270.615147 = -13816532.419244 nChanged 13 SP:Iteration 240F (5068.836623 sec): 3 clusters Score: Raw -13818803.368350 + Penalty 2270.615147 = -13816532.753203 nChanged 16 SP:Iteration 241Q (5069.026358 sec): 3 clusters Score: Raw -13818803.722378 + Penalty 2270.615147 = -13816533.107231 nChanged 15 SP:Iteration 242Q (5069.232828 sec): 3 clusters Score: Raw -13818804.183614 + Penalty 2270.615147 = -13816533.568467 nChanged 16 SP:Iteration 243Q (5069.456825 sec): 3 clusters Score: Raw -13818804.675950 + Penalty 2270.615147 = -13816534.060803 nChanged 15 SP:Iteration 244Q (5069.689733 sec): 3 clusters Score: Raw -13818805.026742 + Penalty 2270.615147 = -13816534.411595 nChanged 14 SP:Iteration 245Q (5069.924958 sec): 3 clusters Score: Raw -13818805.510665 + Penalty 2270.615147 = -13816534.895518 nChanged 12 SP:Iteration 246Q (5070.136061 sec): 3 clusters Score: Raw -13818805.824357 + Penalty 2270.615147 = -13816535.209210 nChanged 17 SP:Iteration 247Q (5070.331129 sec): 3 clusters Score: Raw -13818806.317535 + Penalty 2270.615147 = -13816535.702387 nChanged 19 SP:Iteration 248Q (5070.564021 sec): 3 clusters Score: Raw -13818806.917571 + Penalty 2270.615147 = -13816536.302424 nChanged 16 SP:Iteration 249Q (5070.805520 sec): 3 clusters Score: Raw -13818807.323811 + Penalty 2270.615147 = -13816536.708664 nChanged 12 SP:Iteration 250Q (5071.034100 sec): 3 clusters Score: Raw -13818807.724619 + Penalty 2270.615147 = -13816537.109472 nChanged 14 SP:Iteration 251Q (5071.268464 sec): 3 clusters Score: Raw -13818808.093946 + Penalty 2270.615147 = -13816537.478799 nChanged 16 SP:Iteration 252Q (5071.490445 sec): 3 clusters Score: Raw -13818808.540116 + Penalty 2270.615147 = -13816537.924969 nChanged 19 SP:Iteration 253Q (5071.686094 sec): 3 clusters Score: Raw -13818809.195107 + Penalty 2270.615147 = -13816538.579960 nChanged 22 SP:Iteration 254Q (5071.899914 sec): 3 clusters Score: Raw -13818809.768987 + Penalty 2270.615147 = -13816539.153840 nChanged 14 SP:Iteration 255Q (5072.101306 sec): 3 clusters Score: Raw -13818810.225094 + Penalty 2270.615147 = -13816539.609946 nChanged 18 SP:Iteration 256Q (5072.337014 sec): 3 clusters Score: Raw -13818810.670607 + Penalty 2270.615147 = -13816540.055460 nChanged 15 SP:Iteration 257Q (5072.566003 sec): 3 clusters Score: Raw -13818811.010367 + Penalty 2270.615147 = -13816540.395220 nChanged 12 SP:Iteration 258Q (5072.744890 sec): 3 clusters Score: Raw -13818811.279767 + Penalty 2270.615147 = -13816540.664620 nChanged 17 SP:Iteration 259Q (5072.956215 sec): 3 clusters Score: Raw -13818811.727922 + Penalty 2270.615147 = -13816541.112775 nChanged 18 SP:Iteration 260F (5073.167853 sec): 3 clusters Score: Raw -13818812.233460 + Penalty 2270.615147 = -13816541.618313 nChanged 14 SP:Iteration 261Q (5073.374705 sec): 3 clusters Score: Raw -13818812.568278 + Penalty 2270.615147 = -13816541.953131 nChanged 12 SP:Iteration 262Q (5073.581624 sec): 3 clusters Score: Raw -13818812.944654 + Penalty 2270.615147 = -13816542.329506 nChanged 10 SP:Iteration 263Q (5073.783362 sec): 3 clusters Score: Raw -13818813.178897 + Penalty 2270.615147 = -13816542.563750 nChanged 10 SP:Iteration 264Q (5073.972745 sec): 3 clusters Score: Raw -13818813.394144 + Penalty 2270.615147 = -13816542.778997 nChanged 17 SP:Iteration 265Q (5074.178140 sec): 3 clusters Score: Raw -13818813.702612 + Penalty 2270.615147 = -13816543.087465 nChanged 11 SP:Iteration 266Q (5074.408620 sec): 3 clusters Score: Raw -13818813.918739 + Penalty 2270.615147 = -13816543.303592 nChanged 11 SP:Iteration 267Q (5074.605380 sec): 3 clusters Score: Raw -13818814.129358 + Penalty 2270.615147 = -13816543.514211 nChanged 14 SP:Iteration 268Q (5074.819273 sec): 3 clusters Score: Raw -13818814.409718 + Penalty 2270.615147 = -13816543.794571 nChanged 17 SP:Iteration 269Q (5075.044062 sec): 3 clusters Score: Raw -13818814.764471 + Penalty 2270.615147 = -13816544.149324 nChanged 16 SP:Iteration 270Q (5075.287217 sec): 3 clusters Score: Raw -13818815.137269 + Penalty 2270.615147 = -13816544.522122 nChanged 12 SP:Iteration 271Q (5075.521189 sec): 3 clusters Score: Raw -13818815.426098 + Penalty 2270.615147 = -13816544.810951 nChanged 16 SP:Iteration 272Q (5075.732590 sec): 3 clusters Score: Raw -13818815.788567 + Penalty 2270.615147 = -13816545.173420 nChanged 10 SP:Iteration 273Q (5075.949809 sec): 3 clusters Score: Raw -13818816.062847 + Penalty 2270.615147 = -13816545.447700 nChanged 9 SP:Iteration 274Q (5076.184363 sec): 3 clusters Score: Raw -13818816.228328 + Penalty 2270.615147 = -13816545.613181 nChanged 9 SP:Iteration 275Q (5076.408104 sec): 3 clusters Score: Raw -13818816.510634 + Penalty 2270.615147 = -13816545.895487 nChanged 12 SP:Iteration 276Q (5076.637153 sec): 3 clusters Score: Raw -13818816.895382 + Penalty 2270.615147 = -13816546.280235 nChanged 15 SP:Iteration 277Q (5076.868948 sec): 3 clusters Score: Raw -13818817.288929 + Penalty 2270.615147 = -13816546.673782 nChanged 6 SP:Iteration 278Q (5077.100821 sec): 3 clusters Score: Raw -13818817.380943 + Penalty 2270.615147 = -13816546.765796 nChanged 4 SP:Iteration 279Q (5077.322062 sec): 3 clusters Score: Raw -13818817.443178 + Penalty 2270.615147 = -13816546.828031 nChanged 9 SP:Iteration 280F (5077.552654 sec): 3 clusters Score: Raw -13818817.636488 + Penalty 2270.615147 = -13816547.021341 nChanged 9 SP:Iteration 281Q (5077.752285 sec): 3 clusters Score: Raw -13818817.973388 + Penalty 2270.615147 = -13816547.358241 nChanged 11 SP:Iteration 282Q (5077.957122 sec): 3 clusters Score: Raw -13818818.311703 + Penalty 2270.615147 = -13816547.696556 nChanged 8 SP:Iteration 283Q (5078.149385 sec): 3 clusters Score: Raw -13818818.430857 + Penalty 2270.615147 = -13816547.815710 nChanged 8 SP:Iteration 284Q (5078.371689 sec): 3 clusters Score: Raw -13818818.615139 + Penalty 2270.615147 = -13816547.999992 nChanged 4 SP:Iteration 285Q (5078.589666 sec): 3 clusters Score: Raw -13818818.704371 + Penalty 2270.615147 = -13816548.089224 nChanged 6 SP:Iteration 286Q (5078.792560 sec): 3 clusters Score: Raw -13818818.869751 + Penalty 2270.615147 = -13816548.254604 nChanged 9 SP:Iteration 287Q (5079.038523 sec): 3 clusters Score: Raw -13818819.200228 + Penalty 2270.615147 = -13816548.585081 nChanged 13 SP:Iteration 288Q (5079.235457 sec): 3 clusters Score: Raw -13818819.571376 + Penalty 2270.615147 = -13816548.956229 nChanged 13 SP:Iteration 289Q (5079.452016 sec): 3 clusters Score: Raw -13818819.805526 + Penalty 2270.615147 = -13816549.190379 nChanged 10 SP:Iteration 290Q (5079.649576 sec): 3 clusters Score: Raw -13818820.230889 + Penalty 2270.615147 = -13816549.615742 nChanged 13 SP:Iteration 291Q (5079.878542 sec): 3 clusters Score: Raw -13818820.690930 + Penalty 2270.615147 = -13816550.075783 nChanged 12 SP:Iteration 292Q (5080.080579 sec): 3 clusters Score: Raw -13818820.969671 + Penalty 2270.615147 = -13816550.354524 nChanged 8 SP:Iteration 293Q (5080.287572 sec): 3 clusters Score: Raw -13818821.083232 + Penalty 2270.615147 = -13816550.468085 nChanged 8 SP:Iteration 294Q (5080.478824 sec): 3 clusters Score: Raw -13818821.225054 + Penalty 2270.615147 = -13816550.609907 nChanged 6 SP:Iteration 295Q (5080.683441 sec): 3 clusters Score: Raw -13818821.350013 + Penalty 2270.615147 = -13816550.734866 nChanged 6 SP:Iteration 296Q (5080.914403 sec): 3 clusters Score: Raw -13818821.485300 + Penalty 2270.615147 = -13816550.870153 nChanged 3 SP:Iteration 297Q (5081.130132 sec): 3 clusters Score: Raw -13818821.550420 + Penalty 2270.615147 = -13816550.935273 nChanged 4 SP:Iteration 298Q (5081.338977 sec): 3 clusters Score: Raw -13818821.646228 + Penalty 2270.615147 = -13816551.031081 nChanged 8 SP:Iteration 299Q (5081.552580 sec): 3 clusters Score: Raw -13818821.823416 + Penalty 2270.615147 = -13816551.208269 nChanged 9 SP:Iteration 300F (5081.797350 sec): 3 clusters Score: Raw -13818822.028724 + Penalty 2270.615147 = -13816551.413577 nChanged 5 SP:Iteration 301Q (5082.011300 sec): 3 clusters Score: Raw -13818822.117769 + Penalty 2270.615147 = -13816551.502621 nChanged 9 SP:Iteration 302Q (5082.241082 sec): 3 clusters Score: Raw -13818822.244251 + Penalty 2270.615147 = -13816551.629104 nChanged 5 SP:Iteration 303Q (5082.469631 sec): 3 clusters Score: Raw -13818822.329179 + Penalty 2270.615147 = -13816551.714031 nChanged 8 SP:Iteration 304Q (5082.700018 sec): 3 clusters Score: Raw -13818822.469250 + Penalty 2270.615147 = -13816551.854103 nChanged 5 SP:Iteration 305Q (5082.931079 sec): 3 clusters Score: Raw -13818822.552519 + Penalty 2270.615147 = -13816551.937372 nChanged 4 SP:Iteration 306Q (5083.140740 sec): 3 clusters Score: Raw -13818822.593875 + Penalty 2270.615147 = -13816551.978728 nChanged 3 SP:Iteration 307Q (5083.365601 sec): 3 clusters Score: Raw -13818822.618144 + Penalty 2270.615147 = -13816552.002997 nChanged 3 SP:Iteration 308Q (5083.567740 sec): 3 clusters Score: Raw -13818822.651605 + Penalty 2270.615147 = -13816552.036458 nChanged 4 SP:Iteration 309Q (5083.793984 sec): 3 clusters Score: Raw -13818822.744765 + Penalty 2270.615147 = -13816552.129617 nChanged 6 SP:Iteration 310Q (5084.008904 sec): 3 clusters Score: Raw -13818822.817201 + Penalty 2270.615147 = -13816552.202054 nChanged 6 SP:Iteration 311Q (5084.212368 sec): 3 clusters Score: Raw -13818822.920705 + Penalty 2270.615147 = -13816552.305558 nChanged 9 SP:Iteration 312Q (5084.420430 sec): 3 clusters Score: Raw -13818823.093209 + Penalty 2270.615147 = -13816552.478062 nChanged 10 SP:Iteration 313Q (5084.638746 sec): 3 clusters Score: Raw -13818823.369199 + Penalty 2270.615147 = -13816552.754052 nChanged 14 SP:Iteration 314Q (5084.851941 sec): 3 clusters Score: Raw -13818823.780757 + Penalty 2270.615147 = -13816553.165609 nChanged 19 SP:Iteration 315Q (5085.061277 sec): 3 clusters Score: Raw -13818824.567197 + Penalty 2270.615147 = -13816553.952050 nChanged 15 SP:Iteration 316Q (5085.272886 sec): 3 clusters Score: Raw -13818825.149625 + Penalty 2270.615147 = -13816554.534478 nChanged 19 SP:Iteration 317Q (5085.466641 sec): 3 clusters Score: Raw -13818825.775675 + Penalty 2270.615147 = -13816555.160528 nChanged 13 SP:Iteration 318Q (5085.668883 sec): 3 clusters Score: Raw -13818826.212828 + Penalty 2270.615147 = -13816555.597681 nChanged 14 SP:Iteration 319Q (5085.886531 sec): 3 clusters Score: Raw -13818826.636241 + Penalty 2270.615147 = -13816556.021094 nChanged 17 SP:Iteration 320F (5086.138096 sec): 3 clusters Score: Raw -13818827.210111 + Penalty 2270.615147 = -13816556.594964 nChanged 20 SP:Iteration 321Q (5086.364564 sec): 3 clusters Score: Raw -13818827.781202 + Penalty 2270.615147 = -13816557.166055 nChanged 19 SP:Iteration 322Q (5086.603948 sec): 3 clusters Score: Raw -13818828.256175 + Penalty 2270.615147 = -13816557.641028 nChanged 15 SP:Iteration 323Q (5086.850623 sec): 3 clusters Score: Raw -13818828.576549 + Penalty 2270.615147 = -13816557.961402 nChanged 15 SP:Iteration 324Q (5087.083879 sec): 3 clusters Score: Raw -13818829.002886 + Penalty 2270.615147 = -13816558.387739 nChanged 16 SP:Iteration 325Q (5087.312472 sec): 3 clusters Score: Raw -13818829.354037 + Penalty 2270.615147 = -13816558.738890 nChanged 19 SP:Iteration 326Q (5087.527582 sec): 3 clusters Score: Raw -13818829.981975 + Penalty 2270.615147 = -13816559.366828 nChanged 19 SP:Iteration 327Q (5087.735521 sec): 3 clusters Score: Raw -13818830.614105 + Penalty 2270.615147 = -13816559.998958 nChanged 19 SP:Iteration 328Q (5087.954960 sec): 3 clusters Score: Raw -13818831.242326 + Penalty 2270.615147 = -13816560.627179 nChanged 13 SP:Iteration 329Q (5088.173610 sec): 3 clusters Score: Raw -13818831.656331 + Penalty 2270.615147 = -13816561.041184 nChanged 14 SP:Iteration 330Q (5088.374549 sec): 3 clusters Score: Raw -13818832.137151 + Penalty 2270.615147 = -13816561.522004 nChanged 14 SP:Iteration 331Q (5088.590442 sec): 3 clusters Score: Raw -13818832.523885 + Penalty 2270.615147 = -13816561.908738 nChanged 9 SP:Iteration 332Q (5088.809449 sec): 3 clusters Score: Raw -13818832.703560 + Penalty 2270.615147 = -13816562.088413 nChanged 11 SP:Iteration 333Q (5089.011745 sec): 3 clusters Score: Raw -13818832.986247 + Penalty 2270.615147 = -13816562.371100 nChanged 12 SP:Iteration 334Q (5089.241663 sec): 3 clusters Score: Raw -13818833.217834 + Penalty 2270.615147 = -13816562.602686 nChanged 9 SP:Iteration 335Q (5089.468376 sec): 3 clusters Score: Raw -13818833.445159 + Penalty 2270.615147 = -13816562.830012 nChanged 9 SP:Iteration 336Q (5089.698654 sec): 3 clusters Score: Raw -13818833.690623 + Penalty 2270.615147 = -13816563.075476 nChanged 10 SP:Iteration 337Q (5089.931298 sec): 3 clusters Score: Raw -13818833.895819 + Penalty 2270.615147 = -13816563.280672 nChanged 4 SP:Iteration 338Q (5090.162982 sec): 3 clusters Score: Raw -13818833.938146 + Penalty 2270.615147 = -13816563.322999 nChanged 4 SP:Iteration 339Q (5090.376874 sec): 3 clusters Score: Raw -13818834.017776 + Penalty 2270.615147 = -13816563.402629 nChanged 2 SP:Iteration 340F (5090.625393 sec): 3 clusters Score: Raw -13818834.041811 + Penalty 2270.615147 = -13816563.426663 nChanged 2 SP:Iteration 341Q (5090.842502 sec): 3 clusters Score: Raw -13818834.066083 + Penalty 2270.615147 = -13816563.450936 nChanged 3 SP:Iteration 342Q (5091.061173 sec): 3 clusters Score: Raw -13818834.103384 + Penalty 2270.615147 = -13816563.488237 nChanged 5 SP:Iteration 343Q (5091.281257 sec): 3 clusters Score: Raw -13818834.195527 + Penalty 2270.615147 = -13816563.580380 nChanged 5 SP:Iteration 344Q (5091.501329 sec): 3 clusters Score: Raw -13818834.294708 + Penalty 2270.615147 = -13816563.679561 nChanged 4 SP:Iteration 345Q (5091.722248 sec): 3 clusters Score: Raw -13818834.327306 + Penalty 2270.615147 = -13816563.712158 nChanged 2 SP:Iteration 346Q (5091.932449 sec): 3 clusters Score: Raw -13818834.383488 + Penalty 2270.615147 = -13816563.768341 nChanged 4 SP:Iteration 347Q (5092.139290 sec): 3 clusters Score: Raw -13818834.438288 + Penalty 2270.615147 = -13816563.823140 nChanged 1 SP:Iteration 348Q (5092.356352 sec): 3 clusters Score: Raw -13818834.458842 + Penalty 2270.615147 = -13816563.843695 nChanged 1 SP:Iteration 349Q (5092.567534 sec): 3 clusters Score: Raw -13818834.469106 + Penalty 2270.615147 = -13816563.853959 nChanged 0 SP:Iteration 350F (5092.801006 sec): 3 clusters Score: Raw -13818834.469106 + Penalty 2270.615147 = -13816563.853959 nChanged 0 Trying to split cluster 31 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5092.836446 sec): 2 clusters Score: Raw -13296.012823 + Penalty 524.538787 = -12771.474036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5092.874412 sec): 3 clusters Score: Raw -13399.264741 + Penalty 1049.077574 = -12350.187166 nChanged 79 SP:Iteration 1F (5092.923436 sec): 3 clusters Score: Raw -13718.042136 + Penalty 1049.077574 = -12668.964562 nChanged 23 SP:Iteration 2F (5092.970980 sec): 3 clusters Score: Raw -13870.196293 + Penalty 1049.077574 = -12821.118719 nChanged 10 SP:Iteration 3Q (5093.007974 sec): 3 clusters Score: Raw -13980.088527 + Penalty 1049.077574 = -12931.010953 nChanged 5 SP:Iteration 4Q (5093.042669 sec): 3 clusters Score: Raw -14035.532256 + Penalty 1049.077574 = -12986.454681 nChanged 2 SP:Iteration 5Q (5093.064272 sec): 3 clusters Score: Raw -14048.429296 + Penalty 1049.077574 = -12999.351721 nChanged 1 SP:Iteration 6Q (5093.066109 sec): 3 clusters Score: Raw -14049.505946 + Penalty 1049.077574 = -13000.428371 nChanged 0 SP:Iteration 7F (5093.067591 sec): 3 clusters Score: Raw -14049.505946 + Penalty 1049.077574 = -13000.428371 nChanged 0 Score: Raw -45230385.169586 + Penalty 46344.482851 = -45184040.686735 Splitting cluster 31 changes total score from -45184490.837149 to -45184040.686735 So it's not getting split. Trying to split cluster 32 (4278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5103.600858 sec): 2 clusters Score: Raw -366840.859215 + Penalty 794.317885 = -366046.541331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5103.654474 sec): 3 clusters Score: Raw -364504.365324 + Penalty 1588.635769 = -362915.729555 nChanged 1818 SP:Iteration 1F (5103.696310 sec): 3 clusters Score: Raw -365498.835321 + Penalty 1588.635769 = -363910.199552 nChanged 329 SP:Iteration 2F (5103.751042 sec): 3 clusters Score: Raw -365726.921342 + Penalty 1588.635769 = -364138.285573 nChanged 303 SP:Iteration 3F (5103.810168 sec): 3 clusters Score: Raw -365950.527569 + Penalty 1588.635769 = -364361.891800 nChanged 287 SP:Iteration 4F (5103.853246 sec): 3 clusters Score: Raw -366154.284033 + Penalty 1588.635769 = -364565.648264 nChanged 242 SP:Iteration 5F (5103.867896 sec): 3 clusters Score: Raw -366323.388995 + Penalty 1588.635769 = -364734.753226 nChanged 238 SP:Iteration 6F (5103.883501 sec): 3 clusters Score: Raw -366524.832223 + Penalty 1588.635769 = -364936.196454 nChanged 248 SP:Iteration 7F (5103.899117 sec): 3 clusters Score: Raw -366743.824597 + Penalty 1588.635769 = -365155.188828 nChanged 212 SP:Iteration 8Q (5103.914613 sec): 3 clusters Score: Raw -366913.856431 + Penalty 1588.635769 = -365325.220662 nChanged 152 SP:Iteration 9Q (5103.930029 sec): 3 clusters Score: Raw -367030.960136 + Penalty 1588.635769 = -365442.324367 nChanged 96 SP:Iteration 10Q (5103.945229 sec): 3 clusters Score: Raw -367095.823358 + Penalty 1588.635769 = -365507.187589 nChanged 70 SP:Iteration 11Q (5103.997536 sec): 3 clusters Score: Raw -367135.677847 + Penalty 1588.635769 = -365547.042078 nChanged 38 SP:Iteration 12Q (5104.041812 sec): 3 clusters Score: Raw -367159.337795 + Penalty 1588.635769 = -365570.702026 nChanged 37 SP:Iteration 13Q (5104.095066 sec): 3 clusters Score: Raw -367173.644216 + Penalty 1588.635769 = -365585.008447 nChanged 27 SP:Iteration 14Q (5104.148988 sec): 3 clusters Score: Raw -367181.736912 + Penalty 1588.635769 = -365593.101143 nChanged 22 SP:Iteration 15Q (5104.202729 sec): 3 clusters Score: Raw -367186.047193 + Penalty 1588.635769 = -365597.411424 nChanged 8 SP:Iteration 16Q (5104.256887 sec): 3 clusters Score: Raw -367187.315253 + Penalty 1588.635769 = -365598.679484 nChanged 5 SP:Iteration 17Q (5104.310346 sec): 3 clusters Score: Raw -367188.044643 + Penalty 1588.635769 = -365599.408874 nChanged 5 SP:Iteration 18Q (5104.363889 sec): 3 clusters Score: Raw -367189.359213 + Penalty 1588.635769 = -365600.723444 nChanged 4 SP:Iteration 19Q (5104.403068 sec): 3 clusters Score: Raw -367190.062715 + Penalty 1588.635769 = -365601.426946 nChanged 3 SP:Iteration 20F (5104.444870 sec): 3 clusters Score: Raw -367190.499865 + Penalty 1588.635769 = -365601.864096 nChanged 1 SP:Iteration 21Q (5104.499092 sec): 3 clusters Score: Raw -367190.550170 + Penalty 1588.635769 = -365601.914401 nChanged 1 SP:Iteration 22Q (5104.552577 sec): 3 clusters Score: Raw -367190.599654 + Penalty 1588.635769 = -365601.963885 nChanged 0 SP:Iteration 23F (5104.604551 sec): 3 clusters Score: Raw -367190.599654 + Penalty 1588.635769 = -365601.963885 nChanged 0 Trying to split cluster 33 (2099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5104.630211 sec): 2 clusters Score: Raw -166129.109787 + Penalty 726.675550 = -165402.434236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5104.681220 sec): 3 clusters Score: Raw -165095.434662 + Penalty 1453.351101 = -163642.083561 nChanged 823 SP:Iteration 1F (5104.743477 sec): 3 clusters Score: Raw -165660.110188 + Penalty 1453.351101 = -164206.759087 nChanged 207 SP:Iteration 2F (5104.782828 sec): 3 clusters Score: Raw -165853.281740 + Penalty 1453.351101 = -164399.930640 nChanged 158 SP:Iteration 3F (5104.833387 sec): 3 clusters Score: Raw -166030.611761 + Penalty 1453.351101 = -164577.260661 nChanged 142 SP:Iteration 4F (5104.884023 sec): 3 clusters Score: Raw -166176.721535 + Penalty 1453.351101 = -164723.370435 nChanged 99 SP:Iteration 5Q (5104.926154 sec): 3 clusters Score: Raw -166257.017316 + Penalty 1453.351101 = -164803.666215 nChanged 93 SP:Iteration 6Q (5104.979929 sec): 3 clusters Score: Raw -166334.742693 + Penalty 1453.351101 = -164881.391593 nChanged 70 SP:Iteration 7Q (5105.015400 sec): 3 clusters Score: Raw -166381.543878 + Penalty 1453.351101 = -164928.192778 nChanged 47 SP:Iteration 8Q (5105.065239 sec): 3 clusters Score: Raw -166411.610537 + Penalty 1453.351101 = -164958.259436 nChanged 35 SP:Iteration 9Q (5105.115990 sec): 3 clusters Score: Raw -166433.269524 + Penalty 1453.351101 = -164979.918423 nChanged 28 SP:Iteration 10Q (5105.164788 sec): 3 clusters Score: Raw -166449.227726 + Penalty 1453.351101 = -164995.876625 nChanged 27 SP:Iteration 11Q (5105.215251 sec): 3 clusters Score: Raw -166465.811477 + Penalty 1453.351101 = -165012.460376 nChanged 24 SP:Iteration 12Q (5105.261438 sec): 3 clusters Score: Raw -166478.072087 + Penalty 1453.351101 = -165024.720986 nChanged 18 SP:Iteration 13Q (5105.311562 sec): 3 clusters Score: Raw -166486.398950 + Penalty 1453.351101 = -165033.047849 nChanged 20 SP:Iteration 14Q (5105.362460 sec): 3 clusters Score: Raw -166497.627075 + Penalty 1453.351101 = -165044.275974 nChanged 22 SP:Iteration 15Q (5105.411246 sec): 3 clusters Score: Raw -166509.281671 + Penalty 1453.351101 = -165055.930570 nChanged 19 SP:Iteration 16Q (5105.453305 sec): 3 clusters Score: Raw -166522.486326 + Penalty 1453.351101 = -165069.135225 nChanged 26 SP:Iteration 17Q (5105.497986 sec): 3 clusters Score: Raw -166533.023674 + Penalty 1453.351101 = -165079.672573 nChanged 16 SP:Iteration 18Q (5105.541977 sec): 3 clusters Score: Raw -166539.371225 + Penalty 1453.351101 = -165086.020124 nChanged 16 SP:Iteration 19Q (5105.601926 sec): 3 clusters Score: Raw -166547.544667 + Penalty 1453.351101 = -165094.193566 nChanged 20 SP:Iteration 20F (5105.641244 sec): 3 clusters Score: Raw -166558.465491 + Penalty 1453.351101 = -165105.114390 nChanged 17 SP:Iteration 21Q (5105.691691 sec): 3 clusters Score: Raw -166563.670378 + Penalty 1453.351101 = -165110.319277 nChanged 14 SP:Iteration 22Q (5105.731265 sec): 3 clusters Score: Raw -166567.888627 + Penalty 1453.351101 = -165114.537526 nChanged 9 SP:Iteration 23Q (5105.783293 sec): 3 clusters Score: Raw -166570.092541 + Penalty 1453.351101 = -165116.741440 nChanged 10 SP:Iteration 24Q (5105.825184 sec): 3 clusters Score: Raw -166572.377325 + Penalty 1453.351101 = -165119.026224 nChanged 5 SP:Iteration 25Q (5105.869420 sec): 3 clusters Score: Raw -166573.388224 + Penalty 1453.351101 = -165120.037123 nChanged 2 SP:Iteration 26Q (5105.905750 sec): 3 clusters Score: Raw -166573.913961 + Penalty 1453.351101 = -165120.562860 nChanged 1 SP:Iteration 27Q (5105.964650 sec): 3 clusters Score: Raw -166575.818599 + Penalty 1453.351101 = -165122.467498 nChanged 4 SP:Iteration 28Q (5106.001949 sec): 3 clusters Score: Raw -166576.766239 + Penalty 1453.351101 = -165123.415138 nChanged 5 SP:Iteration 29Q (5106.052377 sec): 3 clusters Score: Raw -166578.457053 + Penalty 1453.351101 = -165125.105952 nChanged 6 SP:Iteration 30Q (5106.102520 sec): 3 clusters Score: Raw -166579.995988 + Penalty 1453.351101 = -165126.644887 nChanged 3 SP:Iteration 31Q (5106.144197 sec): 3 clusters Score: Raw -166580.590548 + Penalty 1453.351101 = -165127.239447 nChanged 2 SP:Iteration 32Q (5106.194602 sec): 3 clusters Score: Raw -166581.863927 + Penalty 1453.351101 = -165128.512827 nChanged 1 SP:Iteration 33Q (5106.240973 sec): 3 clusters Score: Raw -166582.469295 + Penalty 1453.351101 = -165129.118194 nChanged 1 SP:Iteration 34Q (5106.291426 sec): 3 clusters Score: Raw -166582.621370 + Penalty 1453.351101 = -165129.270269 nChanged 1 SP:Iteration 35Q (5106.337354 sec): 3 clusters Score: Raw -166582.740411 + Penalty 1453.351101 = -165129.389310 nChanged 1 SP:Iteration 36Q (5106.376882 sec): 3 clusters Score: Raw -166583.140385 + Penalty 1453.351101 = -165129.789284 nChanged 3 SP:Iteration 37Q (5106.423706 sec): 3 clusters Score: Raw -166583.988647 + Penalty 1453.351101 = -165130.637547 nChanged 2 SP:Iteration 38Q (5106.466348 sec): 3 clusters Score: Raw -166584.535137 + Penalty 1453.351101 = -165131.184036 nChanged 3 SP:Iteration 39Q (5106.514636 sec): 3 clusters Score: Raw -166584.995985 + Penalty 1453.351101 = -165131.644884 nChanged 1 SP:Iteration 40F (5106.565298 sec): 3 clusters Score: Raw -166585.118385 + Penalty 1453.351101 = -165131.767284 nChanged 0 Trying to split cluster 34 (70708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5106.656381 sec): 2 clusters Score: Raw -6345933.539104 + Penalty 1060.799830 = -6344872.739274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5106.795214 sec): 3 clusters Score: Raw -6299561.473230 + Penalty 2121.599660 = -6297439.873570 nChanged 34011 SP:Iteration 1F (5106.885214 sec): 3 clusters Score: Raw -6319530.728090 + Penalty 2121.599660 = -6317409.128430 nChanged 3149 SP:Iteration 2Q (5107.029429 sec): 3 clusters Score: Raw -6320742.786431 + Penalty 2121.599660 = -6318621.186771 nChanged 4232 SP:Iteration 3F (5107.157446 sec): 3 clusters Score: Raw -6323057.318379 + Penalty 2121.599660 = -6320935.718719 nChanged 5885 SP:Iteration 4F (5107.292696 sec): 3 clusters Score: Raw -6327457.848660 + Penalty 2121.599660 = -6325336.249000 nChanged 7012 SP:Iteration 5F (5107.418781 sec): 3 clusters Score: Raw -6333992.697794 + Penalty 2121.599660 = -6331871.098134 nChanged 6161 SP:Iteration 6F (5107.545970 sec): 3 clusters Score: Raw -6340322.273241 + Penalty 2121.599660 = -6338200.673581 nChanged 3751 SP:Iteration 7F (5107.675725 sec): 3 clusters Score: Raw -6344050.328919 + Penalty 2121.599660 = -6341928.729259 nChanged 1508 SP:Iteration 8Q (5107.805365 sec): 3 clusters Score: Raw -6345403.572761 + Penalty 2121.599660 = -6343281.973101 nChanged 491 SP:Iteration 9Q (5107.931167 sec): 3 clusters Score: Raw -6345799.888157 + Penalty 2121.599660 = -6343678.288497 nChanged 177 SP:Iteration 10Q (5108.048287 sec): 3 clusters Score: Raw -6345939.339691 + Penalty 2121.599660 = -6343817.740031 nChanged 64 SP:Iteration 11Q (5108.162567 sec): 3 clusters Score: Raw -6346004.819314 + Penalty 2121.599660 = -6343883.219654 nChanged 45 SP:Iteration 12Q (5108.275715 sec): 3 clusters Score: Raw -6346048.579549 + Penalty 2121.599660 = -6343926.979889 nChanged 17 SP:Iteration 13Q (5108.391868 sec): 3 clusters Score: Raw -6346069.248624 + Penalty 2121.599660 = -6343947.648964 nChanged 12 SP:Iteration 14Q (5108.504921 sec): 3 clusters Score: Raw -6346087.933663 + Penalty 2121.599660 = -6343966.334003 nChanged 11 SP:Iteration 15Q (5108.618153 sec): 3 clusters Score: Raw -6346097.219482 + Penalty 2121.599660 = -6343975.619822 nChanged 4 SP:Iteration 16Q (5108.727637 sec): 3 clusters Score: Raw -6346101.280006 + Penalty 2121.599660 = -6343979.680346 nChanged 4 SP:Iteration 17Q (5108.836596 sec): 3 clusters Score: Raw -6346105.018144 + Penalty 2121.599660 = -6343983.418484 nChanged 5 SP:Iteration 18Q (5108.946264 sec): 3 clusters Score: Raw -6346109.786346 + Penalty 2121.599660 = -6343988.186686 nChanged 4 SP:Iteration 19Q (5109.047929 sec): 3 clusters Score: Raw -6346113.629218 + Penalty 2121.599660 = -6343992.029558 nChanged 3 SP:Iteration 20F (5109.143769 sec): 3 clusters Score: Raw -6346115.947358 + Penalty 2121.599660 = -6343994.347698 nChanged 3 SP:Iteration 21Q (5109.256430 sec): 3 clusters Score: Raw -6346118.070987 + Penalty 2121.599660 = -6343996.471327 nChanged 2 SP:Iteration 22Q (5109.369473 sec): 3 clusters Score: Raw -6346118.821129 + Penalty 2121.599660 = -6343997.221469 nChanged 1 SP:Iteration 23Q (5109.486952 sec): 3 clusters Score: Raw -6346119.240198 + Penalty 2121.599660 = -6343997.640538 nChanged 0 SP:Iteration 24F (5109.606120 sec): 3 clusters Score: Raw -6346119.240198 + Penalty 2121.599660 = -6343997.640538 nChanged 0 Trying to split cluster 35 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5109.636216 sec): 2 clusters Score: Raw -17279.462871 + Penalty 529.354633 = -16750.108238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5109.682916 sec): 3 clusters Score: Raw -17337.226011 + Penalty 1058.709266 = -16278.516745 nChanged 75 SP:Iteration 1F (5109.726060 sec): 3 clusters Score: Raw -17497.122839 + Penalty 1058.709266 = -16438.413573 nChanged 32 SP:Iteration 2F (5109.758088 sec): 3 clusters Score: Raw -17582.332447 + Penalty 1058.709266 = -16523.623181 nChanged 13 SP:Iteration 3Q (5109.802245 sec): 3 clusters Score: Raw -17622.214143 + Penalty 1058.709266 = -16563.504877 nChanged 8 SP:Iteration 4Q (5109.833306 sec): 3 clusters Score: Raw -17647.744569 + Penalty 1058.709266 = -16589.035303 nChanged 2 SP:Iteration 5Q (5109.834949 sec): 3 clusters Score: Raw -17662.439945 + Penalty 1058.709266 = -16603.730679 nChanged 3 SP:Iteration 6Q (5109.836454 sec): 3 clusters Score: Raw -17669.560378 + Penalty 1058.709266 = -16610.851111 nChanged 1 SP:Iteration 7Q (5109.837941 sec): 3 clusters Score: Raw -17671.818300 + Penalty 1058.709266 = -16613.109033 nChanged 0 SP:Iteration 8F (5109.839459 sec): 3 clusters Score: Raw -17671.818300 + Penalty 1058.709266 = -16613.109033 nChanged 0 Trying to split cluster 36 (1548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5109.853766 sec): 2 clusters Score: Raw -132238.526417 + Penalty 697.748310 = -131540.778107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5109.860505 sec): 3 clusters Score: Raw -131497.473428 + Penalty 1395.496620 = -130101.976807 nChanged 584 SP:Iteration 1F (5109.866689 sec): 3 clusters Score: Raw -131834.079947 + Penalty 1395.496620 = -130438.583327 nChanged 140 SP:Iteration 2F (5109.872846 sec): 3 clusters Score: Raw -131933.004955 + Penalty 1395.496620 = -130537.508334 nChanged 97 SP:Iteration 3F (5109.878917 sec): 3 clusters Score: Raw -131995.426243 + Penalty 1395.496620 = -130599.929622 nChanged 71 SP:Iteration 4Q (5109.885040 sec): 3 clusters Score: Raw -132039.493259 + Penalty 1395.496620 = -130643.996639 nChanged 57 SP:Iteration 5Q (5109.891151 sec): 3 clusters Score: Raw -132073.174145 + Penalty 1395.496620 = -130677.677525 nChanged 38 SP:Iteration 6Q (5109.897276 sec): 3 clusters Score: Raw -132093.847407 + Penalty 1395.496620 = -130698.350787 nChanged 26 SP:Iteration 7Q (5109.930032 sec): 3 clusters Score: Raw -132107.456057 + Penalty 1395.496620 = -130711.959437 nChanged 32 SP:Iteration 8Q (5109.961909 sec): 3 clusters Score: Raw -132125.543567 + Penalty 1395.496620 = -130730.046946 nChanged 35 SP:Iteration 9Q (5110.013236 sec): 3 clusters Score: Raw -132147.677265 + Penalty 1395.496620 = -130752.180645 nChanged 37 SP:Iteration 10Q (5110.064202 sec): 3 clusters Score: Raw -132172.403888 + Penalty 1395.496620 = -130776.907267 nChanged 37 SP:Iteration 11Q (5110.111238 sec): 3 clusters Score: Raw -132203.647303 + Penalty 1395.496620 = -130808.150683 nChanged 46 SP:Iteration 12Q (5110.161461 sec): 3 clusters Score: Raw -132241.701450 + Penalty 1395.496620 = -130846.204830 nChanged 35 SP:Iteration 13Q (5110.211905 sec): 3 clusters Score: Raw -132262.026480 + Penalty 1395.496620 = -130866.529860 nChanged 29 SP:Iteration 14Q (5110.257407 sec): 3 clusters Score: Raw -132281.169237 + Penalty 1395.496620 = -130885.672616 nChanged 32 SP:Iteration 15Q (5110.304796 sec): 3 clusters Score: Raw -132302.788196 + Penalty 1395.496620 = -130907.291576 nChanged 30 SP:Iteration 16Q (5110.355199 sec): 3 clusters Score: Raw -132317.006273 + Penalty 1395.496620 = -130921.509652 nChanged 27 SP:Iteration 17Q (5110.405122 sec): 3 clusters Score: Raw -132333.492182 + Penalty 1395.496620 = -130937.995562 nChanged 25 SP:Iteration 18Q (5110.447982 sec): 3 clusters Score: Raw -132349.011966 + Penalty 1395.496620 = -130953.515346 nChanged 26 SP:Iteration 19Q (5110.497686 sec): 3 clusters Score: Raw -132367.064729 + Penalty 1395.496620 = -130971.568108 nChanged 21 SP:Iteration 20F (5110.539803 sec): 3 clusters Score: Raw -132380.047973 + Penalty 1395.496620 = -130984.551353 nChanged 9 SP:Iteration 21Q (5110.579176 sec): 3 clusters Score: Raw -132385.808104 + Penalty 1395.496620 = -130990.311484 nChanged 8 SP:Iteration 22Q (5110.629858 sec): 3 clusters Score: Raw -132389.819638 + Penalty 1395.496620 = -130994.323017 nChanged 12 SP:Iteration 23Q (5110.666297 sec): 3 clusters Score: Raw -132396.927891 + Penalty 1395.496620 = -131001.431271 nChanged 7 SP:Iteration 24Q (5110.672885 sec): 3 clusters Score: Raw -132402.065599 + Penalty 1395.496620 = -131006.568979 nChanged 7 SP:Iteration 25Q (5110.679000 sec): 3 clusters Score: Raw -132406.761299 + Penalty 1395.496620 = -131011.264679 nChanged 7 SP:Iteration 26Q (5110.685093 sec): 3 clusters Score: Raw -132410.236483 + Penalty 1395.496620 = -131014.739863 nChanged 4 SP:Iteration 27Q (5110.691172 sec): 3 clusters Score: Raw -132411.890141 + Penalty 1395.496620 = -131016.393520 nChanged 3 SP:Iteration 28Q (5110.736391 sec): 3 clusters Score: Raw -132415.360467 + Penalty 1395.496620 = -131019.863846 nChanged 7 SP:Iteration 29Q (5110.786718 sec): 3 clusters Score: Raw -132419.350189 + Penalty 1395.496620 = -131023.853569 nChanged 7 SP:Iteration 30Q (5110.836803 sec): 3 clusters Score: Raw -132422.883714 + Penalty 1395.496620 = -131027.387093 nChanged 5 SP:Iteration 31Q (5110.889137 sec): 3 clusters Score: Raw -132425.422243 + Penalty 1395.496620 = -131029.925623 nChanged 5 SP:Iteration 32Q (5110.926045 sec): 3 clusters Score: Raw -132427.816048 + Penalty 1395.496620 = -131032.319428 nChanged 6 SP:Iteration 33Q (5110.976103 sec): 3 clusters Score: Raw -132431.250153 + Penalty 1395.496620 = -131035.753533 nChanged 3 SP:Iteration 34Q (5111.027184 sec): 3 clusters Score: Raw -132432.479344 + Penalty 1395.496620 = -131036.982724 nChanged 3 SP:Iteration 35Q (5111.077776 sec): 3 clusters Score: Raw -132434.213069 + Penalty 1395.496620 = -131038.716448 nChanged 7 SP:Iteration 36Q (5111.112967 sec): 3 clusters Score: Raw -132439.439549 + Penalty 1395.496620 = -131043.942929 nChanged 8 SP:Iteration 37Q (5111.161119 sec): 3 clusters Score: Raw -132444.320490 + Penalty 1395.496620 = -131048.823870 nChanged 5 SP:Iteration 38Q (5111.211374 sec): 3 clusters Score: Raw -132447.035859 + Penalty 1395.496620 = -131051.539239 nChanged 4 SP:Iteration 39Q (5111.259244 sec): 3 clusters Score: Raw -132449.201597 + Penalty 1395.496620 = -131053.704977 nChanged 6 SP:Iteration 40F (5111.305030 sec): 3 clusters Score: Raw -132451.726624 + Penalty 1395.496620 = -131056.230004 nChanged 6 SP:Iteration 41Q (5111.339127 sec): 3 clusters Score: Raw -132455.588719 + Penalty 1395.496620 = -131060.092098 nChanged 3 SP:Iteration 42Q (5111.387493 sec): 3 clusters Score: Raw -132458.202259 + Penalty 1395.496620 = -131062.705639 nChanged 5 SP:Iteration 43Q (5111.421387 sec): 3 clusters Score: Raw -132461.704934 + Penalty 1395.496620 = -131066.208313 nChanged 1 SP:Iteration 44Q (5111.471210 sec): 3 clusters Score: Raw -132463.177117 + Penalty 1395.496620 = -131067.680497 nChanged 4 SP:Iteration 45Q (5111.522700 sec): 3 clusters Score: Raw -132467.221232 + Penalty 1395.496620 = -131071.724612 nChanged 1 SP:Iteration 46Q (5111.560414 sec): 3 clusters Score: Raw -132469.521474 + Penalty 1395.496620 = -131074.024854 nChanged 4 SP:Iteration 47Q (5111.609964 sec): 3 clusters Score: Raw -132471.568823 + Penalty 1395.496620 = -131076.072202 nChanged 3 SP:Iteration 48Q (5111.672166 sec): 3 clusters Score: Raw -132472.571617 + Penalty 1395.496620 = -131077.074996 nChanged 2 SP:Iteration 49Q (5111.703071 sec): 3 clusters Score: Raw -132473.537089 + Penalty 1395.496620 = -131078.040469 nChanged 1 SP:Iteration 50Q (5111.751880 sec): 3 clusters Score: Raw -132474.083960 + Penalty 1395.496620 = -131078.587340 nChanged 2 SP:Iteration 51Q (5111.794194 sec): 3 clusters Score: Raw -132474.611838 + Penalty 1395.496620 = -131079.115218 nChanged 3 SP:Iteration 52Q (5111.834171 sec): 3 clusters Score: Raw -132475.718815 + Penalty 1395.496620 = -131080.222195 nChanged 1 SP:Iteration 53Q (5111.880400 sec): 3 clusters Score: Raw -132476.204007 + Penalty 1395.496620 = -131080.707387 nChanged 0 SP:Iteration 54F (5111.924109 sec): 3 clusters Score: Raw -132476.204007 + Penalty 1395.496620 = -131080.707387 nChanged 0 Iteration 139Q (5117.052631 sec): 37 clusters Score: Raw -45229665.538527 + Penalty 45091.929260 = -45184573.609267 nChanged 931 Iteration 140F (5127.015219 sec): 37 clusters Score: Raw -45229754.938433 + Penalty 45091.929260 = -45184663.009173 nChanged 997 Iteration 141Q (5131.685234 sec): 37 clusters Score: Raw -45229829.974597 + Penalty 45091.929260 = -45184738.045336 nChanged 958 Iteration 142Q (5136.364292 sec): 37 clusters Score: Raw -45229894.806813 + Penalty 45091.929260 = -45184802.877553 nChanged 938 Iteration 143Q (5141.049652 sec): 37 clusters Score: Raw -45229958.238047 + Penalty 45091.929260 = -45184866.308787 nChanged 983 Iteration 144Q (5145.746513 sec): 37 clusters Score: Raw -45230026.929977 + Penalty 45091.929260 = -45184935.000717 nChanged 939 Iteration 145Q (5150.421185 sec): 37 clusters Score: Raw -45230088.722853 + Penalty 45091.929260 = -45184996.793593 nChanged 950 Iteration 146Q (5155.084545 sec): 37 clusters Score: Raw -45230145.585462 + Penalty 45091.929260 = -45185053.656202 nChanged 953 Iteration 147Q (5159.746024 sec): 37 clusters Score: Raw -45230200.619609 + Penalty 45091.929260 = -45185108.690348 nChanged 859 Iteration 148Q (5164.403406 sec): 37 clusters Score: Raw -45230243.729344 + Penalty 45091.929260 = -45185151.800083 nChanged 798 Iteration 149Q (5169.068842 sec): 37 clusters Score: Raw -45230281.855664 + Penalty 45091.929260 = -45185189.926403 nChanged 769 Iteration 150Q (5173.748224 sec): 37 clusters Score: Raw -45230318.231615 + Penalty 45091.929260 = -45185226.302355 nChanged 735 Iteration 151Q (5178.427824 sec): 37 clusters Score: Raw -45230355.050948 + Penalty 45091.929260 = -45185263.121687 nChanged 738 Iteration 152Q (5183.090086 sec): 37 clusters Score: Raw -45230390.387174 + Penalty 45091.929260 = -45185298.457913 nChanged 709 Iteration 153Q (5187.743310 sec): 37 clusters Score: Raw -45230423.415888 + Penalty 45091.929260 = -45185331.486628 nChanged 722 Iteration 154Q (5192.425552 sec): 37 clusters Score: Raw -45230458.702847 + Penalty 45091.929260 = -45185366.773587 nChanged 744 Iteration 155Q (5197.133049 sec): 37 clusters Score: Raw -45230494.855012 + Penalty 45091.929260 = -45185402.925752 nChanged 739 Iteration 156Q (5201.789385 sec): 37 clusters Score: Raw -45230532.387907 + Penalty 45091.929260 = -45185440.458647 nChanged 759 Iteration 157Q (5206.449491 sec): 37 clusters Score: Raw -45230571.992101 + Penalty 45091.929260 = -45185480.062841 nChanged 751 Iteration 158Q (5211.149925 sec): 37 clusters Score: Raw -45230610.277042 + Penalty 45091.929260 = -45185518.347782 nChanged 759 Iteration 159Q (5215.804379 sec): 37 clusters Score: Raw -45230650.392299 + Penalty 45091.929260 = -45185558.463039 nChanged 746 Iteration 160F (5225.447824 sec): 37 clusters Score: Raw -45230689.726831 + Penalty 45091.929260 = -45185597.797570 nChanged 777 Iteration 161Q (5230.115998 sec): 37 clusters Score: Raw -45230731.782601 + Penalty 45091.929260 = -45185639.853341 nChanged 765 Iteration 162Q (5234.781195 sec): 37 clusters Score: Raw -45230773.586817 + Penalty 45091.929260 = -45185681.657557 nChanged 784 Iteration 163Q (5239.450785 sec): 37 clusters Score: Raw -45230816.323553 + Penalty 45091.929260 = -45185724.394292 nChanged 772 Iteration 164Q (5244.118615 sec): 37 clusters Score: Raw -45230859.885298 + Penalty 45091.929260 = -45185767.956038 nChanged 785 Iteration 165Q (5248.798703 sec): 37 clusters Score: Raw -45230905.939624 + Penalty 45091.929260 = -45185814.010364 nChanged 802 Iteration 166Q (5253.464960 sec): 37 clusters Score: Raw -45230955.100375 + Penalty 45091.929260 = -45185863.171115 nChanged 843 Iteration 167Q (5258.132124 sec): 37 clusters Score: Raw -45231009.515906 + Penalty 45091.929260 = -45185917.586646 nChanged 848 Iteration 168Q (5262.798929 sec): 37 clusters Score: Raw -45231063.603756 + Penalty 45091.929260 = -45185971.674496 nChanged 885 Iteration 169Q (5267.462445 sec): 37 clusters Score: Raw -45231118.347736 + Penalty 45091.929260 = -45186026.418475 nChanged 842 Iteration 170Q (5272.124273 sec): 37 clusters Score: Raw -45231170.586096 + Penalty 45091.929260 = -45186078.656836 nChanged 857 Iteration 171Q (5276.800197 sec): 37 clusters Score: Raw -45231223.475312 + Penalty 45091.929260 = -45186131.546051 nChanged 839 Iteration 172Q (5281.464396 sec): 37 clusters Score: Raw -45231276.072073 + Penalty 45091.929260 = -45186184.142813 nChanged 843 Iteration 173Q (5286.126048 sec): 37 clusters Score: Raw -45231325.943484 + Penalty 45091.929260 = -45186234.014223 nChanged 823 Iteration 174Q (5290.786084 sec): 37 clusters Score: Raw -45231373.491188 + Penalty 45091.929260 = -45186281.561928 nChanged 770 Iteration 175Q (5295.446506 sec): 37 clusters Score: Raw -45231417.486257 + Penalty 45091.929260 = -45186325.556997 nChanged 788 Iteration 176Q (5300.119614 sec): 37 clusters Score: Raw -45231461.062293 + Penalty 45091.929260 = -45186369.133032 nChanged 797 Iteration 177Q (5304.776277 sec): 37 clusters Score: Raw -45231503.994482 + Penalty 45091.929260 = -45186412.065221 nChanged 785 Iteration 178Q (5309.455997 sec): 37 clusters Score: Raw -45231548.844810 + Penalty 45091.929260 = -45186456.915550 nChanged 789 Writing temp clu file Because OldScore, -45186412.065221, is greater than current (better) Score,-45186456.915550 Compute initial score before splitting: Score: Raw -45231548.844810 + Penalty 45091.929260 = -45186456.915550 Trying to split cluster 1 (39320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5309.591161 sec): 2 clusters Score: Raw -3294833.042204 + Penalty 1005.051415 = -3293827.990789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5309.656978 sec): 3 clusters Score: Raw -3269666.694955 + Penalty 2010.102829 = -3267656.592126 nChanged 18582 SP:Iteration 1F (5309.717561 sec): 3 clusters Score: Raw -3280756.472735 + Penalty 2010.102829 = -3278746.369906 nChanged 2031 SP:Iteration 2F (5309.777810 sec): 3 clusters Score: Raw -3281703.693411 + Penalty 2010.102829 = -3279693.590582 nChanged 2400 SP:Iteration 3F (5309.838382 sec): 3 clusters Score: Raw -3283183.187240 + Penalty 2010.102829 = -3281173.084411 nChanged 2796 SP:Iteration 4F (5309.898641 sec): 3 clusters Score: Raw -3285284.239955 + Penalty 2010.102829 = -3283274.137126 nChanged 3010 SP:Iteration 5F (5309.959183 sec): 3 clusters Score: Raw -3287688.160196 + Penalty 2010.102829 = -3285678.057367 nChanged 2706 SP:Iteration 6F (5310.019665 sec): 3 clusters Score: Raw -3289474.726167 + Penalty 2010.102829 = -3287464.623338 nChanged 1913 SP:Iteration 7Q (5310.083838 sec): 3 clusters Score: Raw -3290315.766122 + Penalty 2010.102829 = -3288305.663293 nChanged 1159 SP:Iteration 8Q (5310.146454 sec): 3 clusters Score: Raw -3290611.920786 + Penalty 2010.102829 = -3288601.817957 nChanged 662 SP:Iteration 9Q (5310.208675 sec): 3 clusters Score: Raw -3290717.226231 + Penalty 2010.102829 = -3288707.123402 nChanged 362 SP:Iteration 10Q (5310.270882 sec): 3 clusters Score: Raw -3290762.969518 + Penalty 2010.102829 = -3288752.866689 nChanged 262 SP:Iteration 11Q (5310.333049 sec): 3 clusters Score: Raw -3290791.607177 + Penalty 2010.102829 = -3288781.504347 nChanged 213 SP:Iteration 12Q (5310.395155 sec): 3 clusters Score: Raw -3290813.210621 + Penalty 2010.102829 = -3288803.107791 nChanged 194 SP:Iteration 13Q (5310.457078 sec): 3 clusters Score: Raw -3290831.195046 + Penalty 2010.102829 = -3288821.092217 nChanged 194 SP:Iteration 14Q (5310.518976 sec): 3 clusters Score: Raw -3290847.667494 + Penalty 2010.102829 = -3288837.564665 nChanged 171 SP:Iteration 15Q (5310.581074 sec): 3 clusters Score: Raw -3290861.721791 + Penalty 2010.102829 = -3288851.618962 nChanged 161 SP:Iteration 16Q (5310.642678 sec): 3 clusters Score: Raw -3290874.805456 + Penalty 2010.102829 = -3288864.702627 nChanged 158 SP:Iteration 17Q (5310.704603 sec): 3 clusters Score: Raw -3290886.991803 + Penalty 2010.102829 = -3288876.888973 nChanged 141 SP:Iteration 18Q (5310.766330 sec): 3 clusters Score: Raw -3290899.400537 + Penalty 2010.102829 = -3288889.297708 nChanged 161 SP:Iteration 19Q (5310.828262 sec): 3 clusters Score: Raw -3290913.763596 + Penalty 2010.102829 = -3288903.660766 nChanged 171 SP:Iteration 20F (5310.888033 sec): 3 clusters Score: Raw -3290930.974521 + Penalty 2010.102829 = -3288920.871692 nChanged 207 SP:Iteration 21Q (5310.950790 sec): 3 clusters Score: Raw -3290953.127430 + Penalty 2010.102829 = -3288943.024601 nChanged 219 SP:Iteration 22Q (5311.012834 sec): 3 clusters Score: Raw -3290979.310865 + Penalty 2010.102829 = -3288969.208036 nChanged 246 SP:Iteration 23Q (5311.074620 sec): 3 clusters Score: Raw -3291016.738064 + Penalty 2010.102829 = -3289006.635235 nChanged 282 SP:Iteration 24Q (5311.136411 sec): 3 clusters Score: Raw -3291064.728310 + Penalty 2010.102829 = -3289054.625481 nChanged 338 SP:Iteration 25Q (5311.198111 sec): 3 clusters Score: Raw -3291134.669563 + Penalty 2010.102829 = -3289124.566734 nChanged 391 SP:Iteration 26Q (5311.259765 sec): 3 clusters Score: Raw -3291230.311931 + Penalty 2010.102829 = -3289220.209102 nChanged 463 SP:Iteration 27Q (5311.321273 sec): 3 clusters Score: Raw -3291366.309200 + Penalty 2010.102829 = -3289356.206371 nChanged 526 SP:Iteration 28Q (5311.382621 sec): 3 clusters Score: Raw -3291556.094411 + Penalty 2010.102829 = -3289545.991582 nChanged 609 SP:Iteration 29Q (5311.443835 sec): 3 clusters Score: Raw -3291820.098483 + Penalty 2010.102829 = -3289809.995654 nChanged 655 SP:Iteration 30Q (5311.504979 sec): 3 clusters Score: Raw -3292152.709207 + Penalty 2010.102829 = -3290142.606378 nChanged 693 SP:Iteration 31Q (5311.565791 sec): 3 clusters Score: Raw -3292551.093419 + Penalty 2010.102829 = -3290540.990590 nChanged 698 SP:Iteration 32Q (5311.626193 sec): 3 clusters Score: Raw -3292985.110639 + Penalty 2010.102829 = -3290975.007809 nChanged 682 SP:Iteration 33Q (5311.686042 sec): 3 clusters Score: Raw -3293370.146284 + Penalty 2010.102829 = -3291360.043455 nChanged 599 SP:Iteration 34Q (5311.745427 sec): 3 clusters Score: Raw -3293663.446804 + Penalty 2010.102829 = -3291653.343975 nChanged 481 SP:Iteration 35Q (5311.804500 sec): 3 clusters Score: Raw -3293885.565852 + Penalty 2010.102829 = -3291875.463023 nChanged 426 SP:Iteration 36Q (5311.862889 sec): 3 clusters Score: Raw -3294081.061092 + Penalty 2010.102829 = -3292070.958263 nChanged 387 SP:Iteration 37Q (5311.920889 sec): 3 clusters Score: Raw -3294226.440429 + Penalty 2010.102829 = -3292216.337600 nChanged 318 SP:Iteration 38Q (5311.978828 sec): 3 clusters Score: Raw -3294329.676144 + Penalty 2010.102829 = -3292319.573315 nChanged 265 SP:Iteration 39Q (5312.036460 sec): 3 clusters Score: Raw -3294397.457825 + Penalty 2010.102829 = -3292387.354996 nChanged 226 SP:Iteration 40F (5312.095964 sec): 3 clusters Score: Raw -3294452.218242 + Penalty 2010.102829 = -3292442.115413 nChanged 197 SP:Iteration 41Q (5312.154681 sec): 3 clusters Score: Raw -3294493.863320 + Penalty 2010.102829 = -3292483.760491 nChanged 176 SP:Iteration 42Q (5312.212144 sec): 3 clusters Score: Raw -3294524.563845 + Penalty 2010.102829 = -3292514.461016 nChanged 146 SP:Iteration 43Q (5312.269879 sec): 3 clusters Score: Raw -3294549.831377 + Penalty 2010.102829 = -3292539.728548 nChanged 157 SP:Iteration 44Q (5312.327383 sec): 3 clusters Score: Raw -3294580.205193 + Penalty 2010.102829 = -3292570.102364 nChanged 160 SP:Iteration 45Q (5312.384677 sec): 3 clusters Score: Raw -3294610.925224 + Penalty 2010.102829 = -3292600.822395 nChanged 170 SP:Iteration 46Q (5312.441958 sec): 3 clusters Score: Raw -3294640.969707 + Penalty 2010.102829 = -3292630.866878 nChanged 152 SP:Iteration 47Q (5312.499057 sec): 3 clusters Score: Raw -3294668.722549 + Penalty 2010.102829 = -3292658.619720 nChanged 148 SP:Iteration 48Q (5312.556041 sec): 3 clusters Score: Raw -3294695.050947 + Penalty 2010.102829 = -3292684.948118 nChanged 143 SP:Iteration 49Q (5312.612813 sec): 3 clusters Score: Raw -3294717.675002 + Penalty 2010.102829 = -3292707.572173 nChanged 122 SP:Iteration 50Q (5312.669580 sec): 3 clusters Score: Raw -3294733.825704 + Penalty 2010.102829 = -3292723.722875 nChanged 122 SP:Iteration 51Q (5312.726148 sec): 3 clusters Score: Raw -3294750.851659 + Penalty 2010.102829 = -3292740.748830 nChanged 121 SP:Iteration 52Q (5312.782703 sec): 3 clusters Score: Raw -3294766.522908 + Penalty 2010.102829 = -3292756.420078 nChanged 108 SP:Iteration 53Q (5312.838973 sec): 3 clusters Score: Raw -3294780.376363 + Penalty 2010.102829 = -3292770.273534 nChanged 103 SP:Iteration 54Q (5312.895458 sec): 3 clusters Score: Raw -3294793.403234 + Penalty 2010.102829 = -3292783.300405 nChanged 107 SP:Iteration 55Q (5312.952262 sec): 3 clusters Score: Raw -3294806.196398 + Penalty 2010.102829 = -3292796.093569 nChanged 97 SP:Iteration 56Q (5313.008507 sec): 3 clusters Score: Raw -3294817.445704 + Penalty 2010.102829 = -3292807.342875 nChanged 96 SP:Iteration 57Q (5313.064546 sec): 3 clusters Score: Raw -3294828.436680 + Penalty 2010.102829 = -3292818.333851 nChanged 81 SP:Iteration 58Q (5313.121052 sec): 3 clusters Score: Raw -3294838.134712 + Penalty 2010.102829 = -3292828.031882 nChanged 70 SP:Iteration 59Q (5313.176742 sec): 3 clusters Score: Raw -3294846.344441 + Penalty 2010.102829 = -3292836.241612 nChanged 75 SP:Iteration 60F (5313.235970 sec): 3 clusters Score: Raw -3294854.541357 + Penalty 2010.102829 = -3292844.438527 nChanged 76 SP:Iteration 61Q (5313.293033 sec): 3 clusters Score: Raw -3294862.566969 + Penalty 2010.102829 = -3292852.464140 nChanged 78 SP:Iteration 62Q (5313.349289 sec): 3 clusters Score: Raw -3294871.501922 + Penalty 2010.102829 = -3292861.399093 nChanged 77 SP:Iteration 63Q (5313.405433 sec): 3 clusters Score: Raw -3294881.018264 + Penalty 2010.102829 = -3292870.915435 nChanged 80 SP:Iteration 64Q (5313.461316 sec): 3 clusters Score: Raw -3294891.936882 + Penalty 2010.102829 = -3292881.834053 nChanged 77 SP:Iteration 65Q (5313.517222 sec): 3 clusters Score: Raw -3294901.941693 + Penalty 2010.102829 = -3292891.838864 nChanged 69 SP:Iteration 66Q (5313.573154 sec): 3 clusters Score: Raw -3294910.743683 + Penalty 2010.102829 = -3292900.640854 nChanged 78 SP:Iteration 67Q (5313.628971 sec): 3 clusters Score: Raw -3294920.336063 + Penalty 2010.102829 = -3292910.233234 nChanged 74 SP:Iteration 68Q (5313.684749 sec): 3 clusters Score: Raw -3294929.694249 + Penalty 2010.102829 = -3292919.591420 nChanged 75 SP:Iteration 69Q (5313.740428 sec): 3 clusters Score: Raw -3294939.170339 + Penalty 2010.102829 = -3292929.067510 nChanged 80 SP:Iteration 70Q (5313.796302 sec): 3 clusters Score: Raw -3294949.978857 + Penalty 2010.102829 = -3292939.876028 nChanged 77 SP:Iteration 71Q (5313.851923 sec): 3 clusters Score: Raw -3294960.160168 + Penalty 2010.102829 = -3292950.057339 nChanged 68 SP:Iteration 72Q (5313.907671 sec): 3 clusters Score: Raw -3294968.657149 + Penalty 2010.102829 = -3292958.554320 nChanged 66 SP:Iteration 73Q (5313.963405 sec): 3 clusters Score: Raw -3294977.271568 + Penalty 2010.102829 = -3292967.168739 nChanged 61 SP:Iteration 74Q (5314.018916 sec): 3 clusters Score: Raw -3294983.551632 + Penalty 2010.102829 = -3292973.448803 nChanged 50 SP:Iteration 75Q (5314.074314 sec): 3 clusters Score: Raw -3294988.435485 + Penalty 2010.102829 = -3292978.332655 nChanged 58 SP:Iteration 76Q (5314.129567 sec): 3 clusters Score: Raw -3294994.914321 + Penalty 2010.102829 = -3292984.811492 nChanged 47 SP:Iteration 77Q (5314.184885 sec): 3 clusters Score: Raw -3294998.904014 + Penalty 2010.102829 = -3292988.801185 nChanged 44 SP:Iteration 78Q (5314.239987 sec): 3 clusters Score: Raw -3295002.670438 + Penalty 2010.102829 = -3292992.567609 nChanged 41 SP:Iteration 79Q (5314.295301 sec): 3 clusters Score: Raw -3295006.608485 + Penalty 2010.102829 = -3292996.505656 nChanged 41 SP:Iteration 80F (5314.354663 sec): 3 clusters Score: Raw -3295010.100995 + Penalty 2010.102829 = -3292999.998166 nChanged 36 SP:Iteration 81Q (5314.410763 sec): 3 clusters Score: Raw -3295013.806387 + Penalty 2010.102829 = -3293003.703557 nChanged 37 SP:Iteration 82Q (5314.465960 sec): 3 clusters Score: Raw -3295016.683396 + Penalty 2010.102829 = -3293006.580567 nChanged 30 SP:Iteration 83Q (5314.521054 sec): 3 clusters Score: Raw -3295019.085885 + Penalty 2010.102829 = -3293008.983056 nChanged 24 SP:Iteration 84Q (5314.576199 sec): 3 clusters Score: Raw -3295020.926230 + Penalty 2010.102829 = -3293010.823401 nChanged 28 SP:Iteration 85Q (5314.631139 sec): 3 clusters Score: Raw -3295023.335644 + Penalty 2010.102829 = -3293013.232815 nChanged 28 SP:Iteration 86Q (5314.686048 sec): 3 clusters Score: Raw -3295025.375277 + Penalty 2010.102829 = -3293015.272448 nChanged 26 SP:Iteration 87Q (5314.741156 sec): 3 clusters Score: Raw -3295028.001277 + Penalty 2010.102829 = -3293017.898447 nChanged 32 SP:Iteration 88Q (5314.795992 sec): 3 clusters Score: Raw -3295030.871051 + Penalty 2010.102829 = -3293020.768222 nChanged 34 SP:Iteration 89Q (5314.850875 sec): 3 clusters Score: Raw -3295033.429530 + Penalty 2010.102829 = -3293023.326701 nChanged 23 SP:Iteration 90Q (5314.905775 sec): 3 clusters Score: Raw -3295035.230437 + Penalty 2010.102829 = -3293025.127608 nChanged 24 SP:Iteration 91Q (5314.960549 sec): 3 clusters Score: Raw -3295037.351209 + Penalty 2010.102829 = -3293027.248380 nChanged 24 SP:Iteration 92Q (5315.015484 sec): 3 clusters Score: Raw -3295039.417577 + Penalty 2010.102829 = -3293029.314748 nChanged 24 SP:Iteration 93Q (5315.070247 sec): 3 clusters Score: Raw -3295041.563005 + Penalty 2010.102829 = -3293031.460176 nChanged 28 SP:Iteration 94Q (5315.125183 sec): 3 clusters Score: Raw -3295044.064227 + Penalty 2010.102829 = -3293033.961398 nChanged 28 SP:Iteration 95Q (5315.179979 sec): 3 clusters Score: Raw -3295046.751471 + Penalty 2010.102829 = -3293036.648642 nChanged 30 SP:Iteration 96Q (5315.234620 sec): 3 clusters Score: Raw -3295049.412319 + Penalty 2010.102829 = -3293039.309490 nChanged 26 SP:Iteration 97Q (5315.289360 sec): 3 clusters Score: Raw -3295051.599340 + Penalty 2010.102829 = -3293041.496511 nChanged 22 SP:Iteration 98Q (5315.344119 sec): 3 clusters Score: Raw -3295053.615669 + Penalty 2010.102829 = -3293043.512840 nChanged 22 SP:Iteration 99Q (5315.398774 sec): 3 clusters Score: Raw -3295055.569742 + Penalty 2010.102829 = -3293045.466913 nChanged 20 SP:Iteration 100F (5315.461131 sec): 3 clusters Score: Raw -3295057.223503 + Penalty 2010.102829 = -3293047.120674 nChanged 16 SP:Iteration 101Q (5315.516742 sec): 3 clusters Score: Raw -3295058.435480 + Penalty 2010.102829 = -3293048.332651 nChanged 15 SP:Iteration 102Q (5315.571514 sec): 3 clusters Score: Raw -3295059.468886 + Penalty 2010.102829 = -3293049.366057 nChanged 11 SP:Iteration 103Q (5315.626197 sec): 3 clusters Score: Raw -3295060.246010 + Penalty 2010.102829 = -3293050.143181 nChanged 8 SP:Iteration 104Q (5315.680832 sec): 3 clusters Score: Raw -3295060.838238 + Penalty 2010.102829 = -3293050.735409 nChanged 8 SP:Iteration 105Q (5315.735665 sec): 3 clusters Score: Raw -3295061.164084 + Penalty 2010.102829 = -3293051.061254 nChanged 3 SP:Iteration 106Q (5315.790145 sec): 3 clusters Score: Raw -3295061.304868 + Penalty 2010.102829 = -3293051.202039 nChanged 7 SP:Iteration 107Q (5315.844954 sec): 3 clusters Score: Raw -3295061.751665 + Penalty 2010.102829 = -3293051.648836 nChanged 11 SP:Iteration 108Q (5315.899554 sec): 3 clusters Score: Raw -3295062.371312 + Penalty 2010.102829 = -3293052.268483 nChanged 14 SP:Iteration 109Q (5315.954210 sec): 3 clusters Score: Raw -3295063.342510 + Penalty 2010.102829 = -3293053.239680 nChanged 14 SP:Iteration 110Q (5316.008815 sec): 3 clusters Score: Raw -3295064.076242 + Penalty 2010.102829 = -3293053.973413 nChanged 11 SP:Iteration 111Q (5316.063551 sec): 3 clusters Score: Raw -3295064.788807 + Penalty 2010.102829 = -3293054.685978 nChanged 8 SP:Iteration 112Q (5316.118002 sec): 3 clusters Score: Raw -3295065.463985 + Penalty 2010.102829 = -3293055.361156 nChanged 8 SP:Iteration 113Q (5316.172812 sec): 3 clusters Score: Raw -3295066.046667 + Penalty 2010.102829 = -3293055.943838 nChanged 9 SP:Iteration 114Q (5316.227361 sec): 3 clusters Score: Raw -3295066.608015 + Penalty 2010.102829 = -3293056.505186 nChanged 7 SP:Iteration 115Q (5316.282066 sec): 3 clusters Score: Raw -3295067.009293 + Penalty 2010.102829 = -3293056.906464 nChanged 9 SP:Iteration 116Q (5316.336506 sec): 3 clusters Score: Raw -3295067.724994 + Penalty 2010.102829 = -3293057.622165 nChanged 10 SP:Iteration 117Q (5316.391143 sec): 3 clusters Score: Raw -3295068.504282 + Penalty 2010.102829 = -3293058.401453 nChanged 6 SP:Iteration 118Q (5316.445728 sec): 3 clusters Score: Raw -3295068.834598 + Penalty 2010.102829 = -3293058.731769 nChanged 2 SP:Iteration 119Q (5316.500334 sec): 3 clusters Score: Raw -3295069.124633 + Penalty 2010.102829 = -3293059.021804 nChanged 6 SP:Iteration 120F (5316.559668 sec): 3 clusters Score: Raw -3295069.573734 + Penalty 2010.102829 = -3293059.470904 nChanged 7 SP:Iteration 121Q (5316.615268 sec): 3 clusters Score: Raw -3295070.143185 + Penalty 2010.102829 = -3293060.040356 nChanged 9 SP:Iteration 122Q (5316.669773 sec): 3 clusters Score: Raw -3295070.796220 + Penalty 2010.102829 = -3293060.693391 nChanged 12 SP:Iteration 123Q (5316.724372 sec): 3 clusters Score: Raw -3295071.679634 + Penalty 2010.102829 = -3293061.576804 nChanged 18 SP:Iteration 124Q (5316.778791 sec): 3 clusters Score: Raw -3295073.151480 + Penalty 2010.102829 = -3293063.048651 nChanged 17 SP:Iteration 125Q (5316.833392 sec): 3 clusters Score: Raw -3295074.815448 + Penalty 2010.102829 = -3293064.712619 nChanged 15 SP:Iteration 126Q (5316.887779 sec): 3 clusters Score: Raw -3295076.309407 + Penalty 2010.102829 = -3293066.206577 nChanged 18 SP:Iteration 127Q (5316.942390 sec): 3 clusters Score: Raw -3295077.795896 + Penalty 2010.102829 = -3293067.693067 nChanged 16 SP:Iteration 128Q (5317.023158 sec): 3 clusters Score: Raw -3295079.284709 + Penalty 2010.102829 = -3293069.181880 nChanged 17 SP:Iteration 129Q (5317.077110 sec): 3 clusters Score: Raw -3295080.700590 + Penalty 2010.102829 = -3293070.597761 nChanged 20 SP:Iteration 130Q (5317.131074 sec): 3 clusters Score: Raw -3295082.465133 + Penalty 2010.102829 = -3293072.362304 nChanged 18 SP:Iteration 131Q (5317.185670 sec): 3 clusters Score: Raw -3295083.819952 + Penalty 2010.102829 = -3293073.717123 nChanged 15 SP:Iteration 132Q (5317.240076 sec): 3 clusters Score: Raw -3295085.387653 + Penalty 2010.102829 = -3293075.284824 nChanged 22 SP:Iteration 133Q (5317.294434 sec): 3 clusters Score: Raw -3295087.727988 + Penalty 2010.102829 = -3293077.625159 nChanged 22 SP:Iteration 134Q (5317.348832 sec): 3 clusters Score: Raw -3295089.901484 + Penalty 2010.102829 = -3293079.798654 nChanged 19 SP:Iteration 135Q (5317.403052 sec): 3 clusters Score: Raw -3295091.503983 + Penalty 2010.102829 = -3293081.401154 nChanged 14 SP:Iteration 136Q (5317.457529 sec): 3 clusters Score: Raw -3295092.539318 + Penalty 2010.102829 = -3293082.436489 nChanged 17 SP:Iteration 137Q (5317.511759 sec): 3 clusters Score: Raw -3295093.707322 + Penalty 2010.102829 = -3293083.604493 nChanged 14 SP:Iteration 138Q (5317.566132 sec): 3 clusters Score: Raw -3295094.811058 + Penalty 2010.102829 = -3293084.708229 nChanged 14 SP:Iteration 139Q (5317.620496 sec): 3 clusters Score: Raw -3295095.957096 + Penalty 2010.102829 = -3293085.854267 nChanged 17 SP:Iteration 140F (5317.679338 sec): 3 clusters Score: Raw -3295097.499409 + Penalty 2010.102829 = -3293087.396580 nChanged 14 SP:Iteration 141Q (5317.734693 sec): 3 clusters Score: Raw -3295098.197107 + Penalty 2010.102829 = -3293088.094278 nChanged 11 SP:Iteration 142Q (5317.789239 sec): 3 clusters Score: Raw -3295098.938816 + Penalty 2010.102829 = -3293088.835986 nChanged 12 SP:Iteration 143Q (5317.843274 sec): 3 clusters Score: Raw -3295099.757816 + Penalty 2010.102829 = -3293089.654987 nChanged 19 SP:Iteration 144Q (5317.897709 sec): 3 clusters Score: Raw -3295101.751920 + Penalty 2010.102829 = -3293091.649091 nChanged 18 SP:Iteration 145Q (5317.951854 sec): 3 clusters Score: Raw -3295103.309894 + Penalty 2010.102829 = -3293093.207065 nChanged 17 SP:Iteration 146Q (5318.006140 sec): 3 clusters Score: Raw -3295104.471687 + Penalty 2010.102829 = -3293094.368858 nChanged 14 SP:Iteration 147Q (5318.060346 sec): 3 clusters Score: Raw -3295105.528355 + Penalty 2010.102829 = -3293095.425526 nChanged 12 SP:Iteration 148Q (5318.114614 sec): 3 clusters Score: Raw -3295106.536194 + Penalty 2010.102829 = -3293096.433365 nChanged 11 SP:Iteration 149Q (5318.168732 sec): 3 clusters Score: Raw -3295107.513842 + Penalty 2010.102829 = -3293097.411013 nChanged 20 SP:Iteration 150Q (5318.222942 sec): 3 clusters Score: Raw -3295109.103476 + Penalty 2010.102829 = -3293099.000647 nChanged 12 SP:Iteration 151Q (5318.277091 sec): 3 clusters Score: Raw -3295109.879364 + Penalty 2010.102829 = -3293099.776535 nChanged 12 SP:Iteration 152Q (5318.331202 sec): 3 clusters Score: Raw -3295110.887406 + Penalty 2010.102829 = -3293100.784577 nChanged 14 SP:Iteration 153Q (5318.385575 sec): 3 clusters Score: Raw -3295111.956546 + Penalty 2010.102829 = -3293101.853716 nChanged 9 SP:Iteration 154Q (5318.439628 sec): 3 clusters Score: Raw -3295112.664776 + Penalty 2010.102829 = -3293102.561947 nChanged 9 SP:Iteration 155Q (5318.493730 sec): 3 clusters Score: Raw -3295113.202298 + Penalty 2010.102829 = -3293103.099469 nChanged 11 SP:Iteration 156Q (5318.547798 sec): 3 clusters Score: Raw -3295113.840753 + Penalty 2010.102829 = -3293103.737924 nChanged 9 SP:Iteration 157Q (5318.602034 sec): 3 clusters Score: Raw -3295114.698571 + Penalty 2010.102829 = -3293104.595742 nChanged 15 SP:Iteration 158Q (5318.656109 sec): 3 clusters Score: Raw -3295116.083000 + Penalty 2010.102829 = -3293105.980170 nChanged 8 SP:Iteration 159Q (5318.710067 sec): 3 clusters Score: Raw -3295116.528267 + Penalty 2010.102829 = -3293106.425438 nChanged 8 SP:Iteration 160F (5318.769426 sec): 3 clusters Score: Raw -3295117.180698 + Penalty 2010.102829 = -3293107.077869 nChanged 14 SP:Iteration 161Q (5318.824675 sec): 3 clusters Score: Raw -3295118.436204 + Penalty 2010.102829 = -3293108.333375 nChanged 12 SP:Iteration 162Q (5318.878690 sec): 3 clusters Score: Raw -3295119.746001 + Penalty 2010.102829 = -3293109.643172 nChanged 15 SP:Iteration 163Q (5318.932771 sec): 3 clusters Score: Raw -3295121.010632 + Penalty 2010.102829 = -3293110.907803 nChanged 9 SP:Iteration 164Q (5318.986886 sec): 3 clusters Score: Raw -3295121.726962 + Penalty 2010.102829 = -3293111.624132 nChanged 8 SP:Iteration 165Q (5319.040898 sec): 3 clusters Score: Raw -3295122.346765 + Penalty 2010.102829 = -3293112.243936 nChanged 7 SP:Iteration 166Q (5319.094804 sec): 3 clusters Score: Raw -3295122.916615 + Penalty 2010.102829 = -3293112.813786 nChanged 10 SP:Iteration 167Q (5319.148866 sec): 3 clusters Score: Raw -3295123.809549 + Penalty 2010.102829 = -3293113.706720 nChanged 12 SP:Iteration 168Q (5319.202882 sec): 3 clusters Score: Raw -3295124.885378 + Penalty 2010.102829 = -3293114.782549 nChanged 10 SP:Iteration 169Q (5319.256950 sec): 3 clusters Score: Raw -3295125.684744 + Penalty 2010.102829 = -3293115.581915 nChanged 15 SP:Iteration 170Q (5319.310933 sec): 3 clusters Score: Raw -3295126.811715 + Penalty 2010.102829 = -3293116.708886 nChanged 9 SP:Iteration 171Q (5319.365085 sec): 3 clusters Score: Raw -3295127.568385 + Penalty 2010.102829 = -3293117.465556 nChanged 9 SP:Iteration 172Q (5319.419232 sec): 3 clusters Score: Raw -3295128.462050 + Penalty 2010.102829 = -3293118.359220 nChanged 16 SP:Iteration 173Q (5319.473128 sec): 3 clusters Score: Raw -3295130.085580 + Penalty 2010.102829 = -3293119.982751 nChanged 19 SP:Iteration 174Q (5319.527159 sec): 3 clusters Score: Raw -3295131.652538 + Penalty 2010.102829 = -3293121.549709 nChanged 13 SP:Iteration 175Q (5319.581187 sec): 3 clusters Score: Raw -3295132.844972 + Penalty 2010.102829 = -3293122.742143 nChanged 16 SP:Iteration 176Q (5319.635162 sec): 3 clusters Score: Raw -3295134.300331 + Penalty 2010.102829 = -3293124.197502 nChanged 13 SP:Iteration 177Q (5319.689134 sec): 3 clusters Score: Raw -3295135.645501 + Penalty 2010.102829 = -3293125.542672 nChanged 22 SP:Iteration 178Q (5319.743097 sec): 3 clusters Score: Raw -3295138.968350 + Penalty 2010.102829 = -3293128.865521 nChanged 29 SP:Iteration 179Q (5319.796948 sec): 3 clusters Score: Raw -3295143.590602 + Penalty 2010.102829 = -3293133.487773 nChanged 34 SP:Iteration 180F (5319.856067 sec): 3 clusters Score: Raw -3295148.466411 + Penalty 2010.102829 = -3293138.363582 nChanged 31 SP:Iteration 181Q (5319.911106 sec): 3 clusters Score: Raw -3295152.009748 + Penalty 2010.102829 = -3293141.906919 nChanged 26 SP:Iteration 182Q (5319.964813 sec): 3 clusters Score: Raw -3295154.684049 + Penalty 2010.102829 = -3293144.581220 nChanged 24 SP:Iteration 183Q (5320.018841 sec): 3 clusters Score: Raw -3295157.059169 + Penalty 2010.102829 = -3293146.956340 nChanged 22 SP:Iteration 184Q (5320.072497 sec): 3 clusters Score: Raw -3295159.893972 + Penalty 2010.102829 = -3293149.791143 nChanged 19 SP:Iteration 185Q (5320.126405 sec): 3 clusters Score: Raw -3295161.790111 + Penalty 2010.102829 = -3293151.687282 nChanged 16 SP:Iteration 186Q (5320.180282 sec): 3 clusters Score: Raw -3295163.390952 + Penalty 2010.102829 = -3293153.288123 nChanged 18 SP:Iteration 187Q (5320.234057 sec): 3 clusters Score: Raw -3295164.967631 + Penalty 2010.102829 = -3293154.864802 nChanged 16 SP:Iteration 188Q (5320.287896 sec): 3 clusters Score: Raw -3295166.126619 + Penalty 2010.102829 = -3293156.023790 nChanged 13 SP:Iteration 189Q (5320.341619 sec): 3 clusters Score: Raw -3295167.258775 + Penalty 2010.102829 = -3293157.155945 nChanged 16 SP:Iteration 190Q (5320.395464 sec): 3 clusters Score: Raw -3295168.804986 + Penalty 2010.102829 = -3293158.702157 nChanged 15 SP:Iteration 191Q (5320.449307 sec): 3 clusters Score: Raw -3295170.023464 + Penalty 2010.102829 = -3293159.920635 nChanged 6 SP:Iteration 192Q (5320.503031 sec): 3 clusters Score: Raw -3295170.445891 + Penalty 2010.102829 = -3293160.343062 nChanged 5 SP:Iteration 193Q (5320.556834 sec): 3 clusters Score: Raw -3295170.791085 + Penalty 2010.102829 = -3293160.688256 nChanged 5 SP:Iteration 194Q (5320.610578 sec): 3 clusters Score: Raw -3295171.235638 + Penalty 2010.102829 = -3293161.132809 nChanged 9 SP:Iteration 195Q (5320.664449 sec): 3 clusters Score: Raw -3295172.091120 + Penalty 2010.102829 = -3293161.988291 nChanged 10 SP:Iteration 196Q (5320.718254 sec): 3 clusters Score: Raw -3295173.078392 + Penalty 2010.102829 = -3293162.975563 nChanged 14 SP:Iteration 197Q (5320.772761 sec): 3 clusters Score: Raw -3295174.111099 + Penalty 2010.102829 = -3293164.008270 nChanged 4 SP:Iteration 198Q (5320.826229 sec): 3 clusters Score: Raw -3295174.261623 + Penalty 2010.102829 = -3293164.158794 nChanged 5 SP:Iteration 199Q (5320.879693 sec): 3 clusters Score: Raw -3295174.616707 + Penalty 2010.102829 = -3293164.513878 nChanged 6 SP:Iteration 200F (5320.939240 sec): 3 clusters Score: Raw -3295174.965425 + Penalty 2010.102829 = -3293164.862596 nChanged 3 SP:Iteration 201Q (5320.994283 sec): 3 clusters Score: Raw -3295175.243960 + Penalty 2010.102829 = -3293165.141130 nChanged 4 SP:Iteration 202Q (5321.069450 sec): 3 clusters Score: Raw -3295175.508473 + Penalty 2010.102829 = -3293165.405644 nChanged 4 SP:Iteration 203Q (5321.122865 sec): 3 clusters Score: Raw -3295175.795757 + Penalty 2010.102829 = -3293165.692928 nChanged 4 SP:Iteration 204Q (5321.176355 sec): 3 clusters Score: Raw -3295175.978971 + Penalty 2010.102829 = -3293165.876142 nChanged 1 SP:Iteration 205Q (5321.230111 sec): 3 clusters Score: Raw -3295176.034006 + Penalty 2010.102829 = -3293165.931177 nChanged 1 SP:Iteration 206Q (5321.283772 sec): 3 clusters Score: Raw -3295176.093529 + Penalty 2010.102829 = -3293165.990700 nChanged 1 SP:Iteration 207Q (5321.337336 sec): 3 clusters Score: Raw -3295176.156955 + Penalty 2010.102829 = -3293166.054125 nChanged 1 SP:Iteration 208Q (5321.391201 sec): 3 clusters Score: Raw -3295176.225533 + Penalty 2010.102829 = -3293166.122704 nChanged 0 SP:Iteration 209F (5321.450201 sec): 3 clusters Score: Raw -3295176.225533 + Penalty 2010.102829 = -3293166.122704 nChanged 0 Trying to split cluster 2 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5321.458598 sec): 2 clusters Score: Raw -24861.374926 + Penalty 555.411684 = -24305.963243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5321.460621 sec): 3 clusters Score: Raw -24845.010897 + Penalty 1110.823367 = -23734.187530 nChanged 91 SP:Iteration 1F (5321.462406 sec): 3 clusters Score: Raw -25040.698801 + Penalty 1110.823367 = -23929.875434 nChanged 38 SP:Iteration 2F (5321.464169 sec): 3 clusters Score: Raw -25098.846685 + Penalty 1110.823367 = -23988.023318 nChanged 16 SP:Iteration 3Q (5321.465918 sec): 3 clusters Score: Raw -25128.328085 + Penalty 1110.823367 = -24017.504717 nChanged 14 SP:Iteration 4Q (5321.467729 sec): 3 clusters Score: Raw -25159.514938 + Penalty 1110.823367 = -24048.691571 nChanged 6 SP:Iteration 5Q (5321.469457 sec): 3 clusters Score: Raw -25173.044943 + Penalty 1110.823367 = -24062.221576 nChanged 6 SP:Iteration 6Q (5321.471183 sec): 3 clusters Score: Raw -25178.258030 + Penalty 1110.823367 = -24067.434662 nChanged 0 SP:Iteration 7F (5321.472927 sec): 3 clusters Score: Raw -25178.258030 + Penalty 1110.823367 = -24067.434662 nChanged 0 Trying to split cluster 3 (858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5321.483571 sec): 2 clusters Score: Raw -60573.200644 + Penalty 641.687389 = -59931.513255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5321.487578 sec): 3 clusters Score: Raw -60224.103228 + Penalty 1283.374779 = -58940.728450 nChanged 294 SP:Iteration 1F (5321.491304 sec): 3 clusters Score: Raw -60494.558796 + Penalty 1283.374779 = -59211.184018 nChanged 78 SP:Iteration 2F (5321.494942 sec): 3 clusters Score: Raw -60588.147678 + Penalty 1283.374779 = -59304.772899 nChanged 57 SP:Iteration 3F (5321.498569 sec): 3 clusters Score: Raw -60649.858330 + Penalty 1283.374779 = -59366.483551 nChanged 42 SP:Iteration 4Q (5321.502279 sec): 3 clusters Score: Raw -60691.574817 + Penalty 1283.374779 = -59408.200038 nChanged 27 SP:Iteration 5Q (5321.505947 sec): 3 clusters Score: Raw -60719.322853 + Penalty 1283.374779 = -59435.948074 nChanged 21 SP:Iteration 6Q (5321.509564 sec): 3 clusters Score: Raw -60741.477879 + Penalty 1283.374779 = -59458.103100 nChanged 21 SP:Iteration 7Q (5321.513187 sec): 3 clusters Score: Raw -60770.933182 + Penalty 1283.374779 = -59487.558403 nChanged 21 SP:Iteration 8Q (5321.516795 sec): 3 clusters Score: Raw -60804.470826 + Penalty 1283.374779 = -59521.096047 nChanged 17 SP:Iteration 9Q (5321.520393 sec): 3 clusters Score: Raw -60822.932368 + Penalty 1283.374779 = -59539.557589 nChanged 15 SP:Iteration 10Q (5321.524034 sec): 3 clusters Score: Raw -60842.985940 + Penalty 1283.374779 = -59559.611161 nChanged 19 SP:Iteration 11Q (5321.527654 sec): 3 clusters Score: Raw -60868.799300 + Penalty 1283.374779 = -59585.424521 nChanged 21 SP:Iteration 12Q (5321.531284 sec): 3 clusters Score: Raw -60897.038891 + Penalty 1283.374779 = -59613.664112 nChanged 14 SP:Iteration 13Q (5321.534830 sec): 3 clusters Score: Raw -60915.709960 + Penalty 1283.374779 = -59632.335181 nChanged 13 SP:Iteration 14Q (5321.538424 sec): 3 clusters Score: Raw -60928.294116 + Penalty 1283.374779 = -59644.919337 nChanged 5 SP:Iteration 15Q (5321.542003 sec): 3 clusters Score: Raw -60932.117604 + Penalty 1283.374779 = -59648.742825 nChanged 3 SP:Iteration 16Q (5321.545578 sec): 3 clusters Score: Raw -60933.669026 + Penalty 1283.374779 = -59650.294247 nChanged 4 SP:Iteration 17Q (5321.549163 sec): 3 clusters Score: Raw -60936.646725 + Penalty 1283.374779 = -59653.271946 nChanged 2 SP:Iteration 18Q (5321.552711 sec): 3 clusters Score: Raw -60938.680292 + Penalty 1283.374779 = -59655.305513 nChanged 2 SP:Iteration 19Q (5321.556272 sec): 3 clusters Score: Raw -60940.314957 + Penalty 1283.374779 = -59656.940178 nChanged 3 SP:Iteration 20F (5321.559849 sec): 3 clusters Score: Raw -60942.757271 + Penalty 1283.374779 = -59659.382493 nChanged 5 SP:Iteration 21Q (5321.563424 sec): 3 clusters Score: Raw -60946.161379 + Penalty 1283.374779 = -59662.786600 nChanged 5 SP:Iteration 22Q (5321.566981 sec): 3 clusters Score: Raw -60952.417357 + Penalty 1283.374779 = -59669.042579 nChanged 6 SP:Iteration 23Q (5321.570579 sec): 3 clusters Score: Raw -60964.131798 + Penalty 1283.374779 = -59680.757019 nChanged 10 SP:Iteration 24Q (5321.574173 sec): 3 clusters Score: Raw -60972.673931 + Penalty 1283.374779 = -59689.299152 nChanged 6 SP:Iteration 25Q (5321.577712 sec): 3 clusters Score: Raw -60978.761624 + Penalty 1283.374779 = -59695.386845 nChanged 10 SP:Iteration 26Q (5321.581291 sec): 3 clusters Score: Raw -60986.004762 + Penalty 1283.374779 = -59702.629983 nChanged 4 SP:Iteration 27Q (5321.584856 sec): 3 clusters Score: Raw -60991.846498 + Penalty 1283.374779 = -59708.471719 nChanged 8 SP:Iteration 28Q (5321.588444 sec): 3 clusters Score: Raw -61002.204886 + Penalty 1283.374779 = -59718.830107 nChanged 11 SP:Iteration 29Q (5321.592015 sec): 3 clusters Score: Raw -61016.183305 + Penalty 1283.374779 = -59732.808526 nChanged 13 SP:Iteration 30Q (5321.595578 sec): 3 clusters Score: Raw -61038.121375 + Penalty 1283.374779 = -59754.746596 nChanged 18 SP:Iteration 31Q (5321.599173 sec): 3 clusters Score: Raw -61059.672750 + Penalty 1283.374779 = -59776.297972 nChanged 18 SP:Iteration 32Q (5321.602748 sec): 3 clusters Score: Raw -61095.205861 + Penalty 1283.374779 = -59811.831082 nChanged 17 SP:Iteration 33Q (5321.606274 sec): 3 clusters Score: Raw -61117.952969 + Penalty 1283.374779 = -59834.578190 nChanged 13 SP:Iteration 34Q (5321.609804 sec): 3 clusters Score: Raw -61128.085763 + Penalty 1283.374779 = -59844.710985 nChanged 5 SP:Iteration 35Q (5321.613322 sec): 3 clusters Score: Raw -61137.948503 + Penalty 1283.374779 = -59854.573724 nChanged 10 SP:Iteration 36Q (5321.616849 sec): 3 clusters Score: Raw -61147.337212 + Penalty 1283.374779 = -59863.962433 nChanged 3 SP:Iteration 37Q (5321.620370 sec): 3 clusters Score: Raw -61148.751235 + Penalty 1283.374779 = -59865.376456 nChanged 0 SP:Iteration 38F (5321.623961 sec): 3 clusters Score: Raw -61148.751235 + Penalty 1283.374779 = -59865.376456 nChanged 0 Trying to split cluster 4 (3130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5321.640269 sec): 2 clusters Score: Raw -282728.636545 + Penalty 764.634887 = -281964.001658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5321.652765 sec): 3 clusters Score: Raw -281101.887057 + Penalty 1529.269774 = -279572.617283 nChanged 1243 SP:Iteration 1F (5321.664250 sec): 3 clusters Score: Raw -281765.224434 + Penalty 1529.269774 = -280235.954660 nChanged 210 SP:Iteration 2F (5321.675759 sec): 3 clusters Score: Raw -281879.073398 + Penalty 1529.269774 = -280349.803624 nChanged 166 SP:Iteration 3F (5321.687284 sec): 3 clusters Score: Raw -281966.390492 + Penalty 1529.269774 = -280437.120719 nChanged 141 SP:Iteration 4Q (5321.698783 sec): 3 clusters Score: Raw -282044.822984 + Penalty 1529.269774 = -280515.553210 nChanged 131 SP:Iteration 5Q (5321.710355 sec): 3 clusters Score: Raw -282124.474934 + Penalty 1529.269774 = -280595.205160 nChanged 135 SP:Iteration 6Q (5321.721967 sec): 3 clusters Score: Raw -282205.591103 + Penalty 1529.269774 = -280676.321329 nChanged 124 SP:Iteration 7Q (5321.733415 sec): 3 clusters Score: Raw -282274.827149 + Penalty 1529.269774 = -280745.557375 nChanged 122 SP:Iteration 8Q (5321.744858 sec): 3 clusters Score: Raw -282352.383537 + Penalty 1529.269774 = -280823.113763 nChanged 116 SP:Iteration 9Q (5321.756429 sec): 3 clusters Score: Raw -282429.333703 + Penalty 1529.269774 = -280900.063929 nChanged 141 SP:Iteration 10Q (5321.767868 sec): 3 clusters Score: Raw -282548.359849 + Penalty 1529.269774 = -281019.090075 nChanged 147 SP:Iteration 11Q (5321.779288 sec): 3 clusters Score: Raw -282672.141740 + Penalty 1529.269774 = -281142.871967 nChanged 112 SP:Iteration 12Q (5321.790825 sec): 3 clusters Score: Raw -282747.841239 + Penalty 1529.269774 = -281218.571465 nChanged 80 SP:Iteration 13Q (5321.802293 sec): 3 clusters Score: Raw -282802.485474 + Penalty 1529.269774 = -281273.215700 nChanged 57 SP:Iteration 14Q (5321.813727 sec): 3 clusters Score: Raw -282834.213358 + Penalty 1529.269774 = -281304.943585 nChanged 35 SP:Iteration 15Q (5321.825170 sec): 3 clusters Score: Raw -282853.970713 + Penalty 1529.269774 = -281324.700939 nChanged 34 SP:Iteration 16Q (5321.836543 sec): 3 clusters Score: Raw -282872.302910 + Penalty 1529.269774 = -281343.033136 nChanged 26 SP:Iteration 17Q (5321.847803 sec): 3 clusters Score: Raw -282884.133077 + Penalty 1529.269774 = -281354.863303 nChanged 23 SP:Iteration 18Q (5321.859182 sec): 3 clusters Score: Raw -282899.589206 + Penalty 1529.269774 = -281370.319433 nChanged 30 SP:Iteration 19Q (5321.870406 sec): 3 clusters Score: Raw -282911.851269 + Penalty 1529.269774 = -281382.581495 nChanged 11 SP:Iteration 20F (5321.881984 sec): 3 clusters Score: Raw -282918.013005 + Penalty 1529.269774 = -281388.743231 nChanged 15 SP:Iteration 21Q (5321.893340 sec): 3 clusters Score: Raw -282924.917189 + Penalty 1529.269774 = -281395.647415 nChanged 15 SP:Iteration 22Q (5321.904658 sec): 3 clusters Score: Raw -282931.226331 + Penalty 1529.269774 = -281401.956558 nChanged 15 SP:Iteration 23Q (5321.915897 sec): 3 clusters Score: Raw -282939.491203 + Penalty 1529.269774 = -281410.221429 nChanged 13 SP:Iteration 24Q (5321.927218 sec): 3 clusters Score: Raw -282947.823957 + Penalty 1529.269774 = -281418.554183 nChanged 10 SP:Iteration 25Q (5321.938502 sec): 3 clusters Score: Raw -282951.198961 + Penalty 1529.269774 = -281421.929187 nChanged 7 SP:Iteration 26Q (5321.949808 sec): 3 clusters Score: Raw -282953.760930 + Penalty 1529.269774 = -281424.491156 nChanged 7 SP:Iteration 27Q (5321.961101 sec): 3 clusters Score: Raw -282955.935268 + Penalty 1529.269774 = -281426.665494 nChanged 5 SP:Iteration 28Q (5321.972355 sec): 3 clusters Score: Raw -282956.816562 + Penalty 1529.269774 = -281427.546788 nChanged 2 SP:Iteration 29Q (5321.983651 sec): 3 clusters Score: Raw -282957.892981 + Penalty 1529.269774 = -281428.623207 nChanged 3 SP:Iteration 30Q (5321.994795 sec): 3 clusters Score: Raw -282958.497982 + Penalty 1529.269774 = -281429.228208 nChanged 3 SP:Iteration 31Q (5322.005934 sec): 3 clusters Score: Raw -282959.259150 + Penalty 1529.269774 = -281429.989376 nChanged 4 SP:Iteration 32Q (5322.017094 sec): 3 clusters Score: Raw -282960.753887 + Penalty 1529.269774 = -281431.484113 nChanged 5 SP:Iteration 33Q (5322.028222 sec): 3 clusters Score: Raw -282962.342286 + Penalty 1529.269774 = -281433.072512 nChanged 8 SP:Iteration 34Q (5322.039500 sec): 3 clusters Score: Raw -282965.186494 + Penalty 1529.269774 = -281435.916720 nChanged 7 SP:Iteration 35Q (5322.050720 sec): 3 clusters Score: Raw -282967.418770 + Penalty 1529.269774 = -281438.148996 nChanged 8 SP:Iteration 36Q (5322.061951 sec): 3 clusters Score: Raw -282969.565615 + Penalty 1529.269774 = -281440.295841 nChanged 7 SP:Iteration 37Q (5322.073069 sec): 3 clusters Score: Raw -282971.582760 + Penalty 1529.269774 = -281442.312986 nChanged 4 SP:Iteration 38Q (5322.084161 sec): 3 clusters Score: Raw -282972.636841 + Penalty 1529.269774 = -281443.367068 nChanged 5 SP:Iteration 39Q (5322.095334 sec): 3 clusters Score: Raw -282973.887464 + Penalty 1529.269774 = -281444.617690 nChanged 3 SP:Iteration 40F (5322.106781 sec): 3 clusters Score: Raw -282974.531172 + Penalty 1529.269774 = -281445.261398 nChanged 2 SP:Iteration 41Q (5322.117860 sec): 3 clusters Score: Raw -282974.880495 + Penalty 1529.269774 = -281445.610721 nChanged 4 SP:Iteration 42Q (5322.129052 sec): 3 clusters Score: Raw -282975.886344 + Penalty 1529.269774 = -281446.616570 nChanged 1 SP:Iteration 43Q (5322.140142 sec): 3 clusters Score: Raw -282976.208484 + Penalty 1529.269774 = -281446.938710 nChanged 2 SP:Iteration 44Q (5322.151222 sec): 3 clusters Score: Raw -282977.614306 + Penalty 1529.269774 = -281448.344532 nChanged 3 SP:Iteration 45Q (5322.162284 sec): 3 clusters Score: Raw -282978.723131 + Penalty 1529.269774 = -281449.453357 nChanged 5 SP:Iteration 46Q (5322.173399 sec): 3 clusters Score: Raw -282979.587233 + Penalty 1529.269774 = -281450.317460 nChanged 4 SP:Iteration 47Q (5322.184572 sec): 3 clusters Score: Raw -282980.327552 + Penalty 1529.269774 = -281451.057778 nChanged 0 SP:Iteration 48F (5322.196111 sec): 3 clusters Score: Raw -282980.327552 + Penalty 1529.269774 = -281451.057778 nChanged 0 Trying to split cluster 5 (15880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5322.224310 sec): 2 clusters Score: Raw -1259051.675426 + Penalty 918.917495 = -1258132.757932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5322.257407 sec): 3 clusters Score: Raw -1249305.760456 + Penalty 1837.834990 = -1247467.925466 nChanged 7296 SP:Iteration 1F (5322.289215 sec): 3 clusters Score: Raw -1253740.471737 + Penalty 1837.834990 = -1251902.636748 nChanged 1086 SP:Iteration 2F (5322.320962 sec): 3 clusters Score: Raw -1254443.265384 + Penalty 1837.834990 = -1252605.430395 nChanged 1141 SP:Iteration 3F (5322.352605 sec): 3 clusters Score: Raw -1255202.916510 + Penalty 1837.834990 = -1253365.081520 nChanged 1073 SP:Iteration 4F (5322.384197 sec): 3 clusters Score: Raw -1255897.081675 + Penalty 1837.834990 = -1254059.246685 nChanged 958 SP:Iteration 5F (5322.415864 sec): 3 clusters Score: Raw -1256463.127334 + Penalty 1837.834990 = -1254625.292344 nChanged 763 SP:Iteration 6Q (5322.448417 sec): 3 clusters Score: Raw -1256869.177234 + Penalty 1837.834990 = -1255031.342244 nChanged 584 SP:Iteration 7Q (5322.480483 sec): 3 clusters Score: Raw -1257164.173766 + Penalty 1837.834990 = -1255326.338776 nChanged 480 SP:Iteration 8Q (5322.512468 sec): 3 clusters Score: Raw -1257383.947799 + Penalty 1837.834990 = -1255546.112810 nChanged 408 SP:Iteration 9Q (5322.544225 sec): 3 clusters Score: Raw -1257530.191543 + Penalty 1837.834990 = -1255692.356553 nChanged 310 SP:Iteration 10Q (5322.575868 sec): 3 clusters Score: Raw -1257626.131534 + Penalty 1837.834990 = -1255788.296545 nChanged 236 SP:Iteration 11Q (5322.607399 sec): 3 clusters Score: Raw -1257691.622704 + Penalty 1837.834990 = -1255853.787714 nChanged 194 SP:Iteration 12Q (5322.638849 sec): 3 clusters Score: Raw -1257735.810451 + Penalty 1837.834990 = -1255897.975462 nChanged 168 SP:Iteration 13Q (5322.670083 sec): 3 clusters Score: Raw -1257769.433532 + Penalty 1837.834990 = -1255931.598542 nChanged 151 SP:Iteration 14Q (5322.701168 sec): 3 clusters Score: Raw -1257799.290292 + Penalty 1837.834990 = -1255961.455303 nChanged 140 SP:Iteration 15Q (5322.732367 sec): 3 clusters Score: Raw -1257830.371563 + Penalty 1837.834990 = -1255992.536574 nChanged 133 SP:Iteration 16Q (5322.763526 sec): 3 clusters Score: Raw -1257857.555091 + Penalty 1837.834990 = -1256019.720101 nChanged 132 SP:Iteration 17Q (5322.794718 sec): 3 clusters Score: Raw -1257884.255764 + Penalty 1837.834990 = -1256046.420775 nChanged 150 SP:Iteration 18Q (5322.825702 sec): 3 clusters Score: Raw -1257916.444644 + Penalty 1837.834990 = -1256078.609654 nChanged 157 SP:Iteration 19Q (5322.856705 sec): 3 clusters Score: Raw -1257953.962838 + Penalty 1837.834990 = -1256116.127848 nChanged 181 SP:Iteration 20F (5322.888355 sec): 3 clusters Score: Raw -1258005.846087 + Penalty 1837.834990 = -1256168.011097 nChanged 195 SP:Iteration 21Q (5322.919239 sec): 3 clusters Score: Raw -1258062.440309 + Penalty 1837.834990 = -1256224.605320 nChanged 200 SP:Iteration 22Q (5322.950000 sec): 3 clusters Score: Raw -1258122.871050 + Penalty 1837.834990 = -1256285.036061 nChanged 190 SP:Iteration 23Q (5322.980842 sec): 3 clusters Score: Raw -1258181.799614 + Penalty 1837.834990 = -1256343.964625 nChanged 204 SP:Iteration 24Q (5323.011460 sec): 3 clusters Score: Raw -1258246.109619 + Penalty 1837.834990 = -1256408.274630 nChanged 197 SP:Iteration 25Q (5323.041946 sec): 3 clusters Score: Raw -1258310.572524 + Penalty 1837.834990 = -1256472.737534 nChanged 207 SP:Iteration 26Q (5323.072628 sec): 3 clusters Score: Raw -1258379.429026 + Penalty 1837.834990 = -1256541.594036 nChanged 209 SP:Iteration 27Q (5323.102953 sec): 3 clusters Score: Raw -1258453.428580 + Penalty 1837.834990 = -1256615.593591 nChanged 206 SP:Iteration 28Q (5323.133226 sec): 3 clusters Score: Raw -1258533.582102 + Penalty 1837.834990 = -1256695.747113 nChanged 205 SP:Iteration 29Q (5323.163457 sec): 3 clusters Score: Raw -1258614.438718 + Penalty 1837.834990 = -1256776.603728 nChanged 195 SP:Iteration 30Q (5323.193645 sec): 3 clusters Score: Raw -1258695.842226 + Penalty 1837.834990 = -1256858.007236 nChanged 178 SP:Iteration 31Q (5323.223532 sec): 3 clusters Score: Raw -1258771.330116 + Penalty 1837.834990 = -1256933.495127 nChanged 168 SP:Iteration 32Q (5323.253410 sec): 3 clusters Score: Raw -1258845.911371 + Penalty 1837.834990 = -1257008.076381 nChanged 148 SP:Iteration 33Q (5323.283096 sec): 3 clusters Score: Raw -1258919.960479 + Penalty 1837.834990 = -1257082.125489 nChanged 141 SP:Iteration 34Q (5323.312809 sec): 3 clusters Score: Raw -1258988.383420 + Penalty 1837.834990 = -1257150.548430 nChanged 133 SP:Iteration 35Q (5323.342288 sec): 3 clusters Score: Raw -1259054.360814 + Penalty 1837.834990 = -1257216.525824 nChanged 101 SP:Iteration 36Q (5323.371618 sec): 3 clusters Score: Raw -1259108.214230 + Penalty 1837.834990 = -1257270.379240 nChanged 92 SP:Iteration 37Q (5323.400844 sec): 3 clusters Score: Raw -1259155.545446 + Penalty 1837.834990 = -1257317.710456 nChanged 87 SP:Iteration 38Q (5323.430225 sec): 3 clusters Score: Raw -1259202.392536 + Penalty 1837.834990 = -1257364.557546 nChanged 67 SP:Iteration 39Q (5323.459187 sec): 3 clusters Score: Raw -1259239.437827 + Penalty 1837.834990 = -1257401.602837 nChanged 70 SP:Iteration 40F (5323.490997 sec): 3 clusters Score: Raw -1259272.815381 + Penalty 1837.834990 = -1257434.980391 nChanged 66 SP:Iteration 41Q (5323.519816 sec): 3 clusters Score: Raw -1259305.548016 + Penalty 1837.834990 = -1257467.713027 nChanged 57 SP:Iteration 42Q (5323.548541 sec): 3 clusters Score: Raw -1259330.965538 + Penalty 1837.834990 = -1257493.130549 nChanged 34 SP:Iteration 43Q (5323.577361 sec): 3 clusters Score: Raw -1259344.498529 + Penalty 1837.834990 = -1257506.663539 nChanged 29 SP:Iteration 44Q (5323.606373 sec): 3 clusters Score: Raw -1259355.278652 + Penalty 1837.834990 = -1257517.443662 nChanged 32 SP:Iteration 45Q (5323.635026 sec): 3 clusters Score: Raw -1259365.217268 + Penalty 1837.834990 = -1257527.382278 nChanged 29 SP:Iteration 46Q (5323.663578 sec): 3 clusters Score: Raw -1259374.725482 + Penalty 1837.834990 = -1257536.890492 nChanged 19 SP:Iteration 47Q (5323.692334 sec): 3 clusters Score: Raw -1259380.059300 + Penalty 1837.834990 = -1257542.224311 nChanged 11 SP:Iteration 48Q (5323.720989 sec): 3 clusters Score: Raw -1259383.142668 + Penalty 1837.834990 = -1257545.307679 nChanged 11 SP:Iteration 49Q (5323.749669 sec): 3 clusters Score: Raw -1259385.461172 + Penalty 1837.834990 = -1257547.626182 nChanged 11 SP:Iteration 50Q (5323.778466 sec): 3 clusters Score: Raw -1259388.764784 + Penalty 1837.834990 = -1257550.929795 nChanged 9 SP:Iteration 51Q (5323.807070 sec): 3 clusters Score: Raw -1259391.614847 + Penalty 1837.834990 = -1257553.779857 nChanged 11 SP:Iteration 52Q (5323.835633 sec): 3 clusters Score: Raw -1259394.071910 + Penalty 1837.834990 = -1257556.236920 nChanged 5 SP:Iteration 53Q (5323.864264 sec): 3 clusters Score: Raw -1259396.886992 + Penalty 1837.834990 = -1257559.052002 nChanged 12 SP:Iteration 54Q (5323.892798 sec): 3 clusters Score: Raw -1259402.133795 + Penalty 1837.834990 = -1257564.298805 nChanged 5 SP:Iteration 55Q (5323.921403 sec): 3 clusters Score: Raw -1259404.408140 + Penalty 1837.834990 = -1257566.573150 nChanged 10 SP:Iteration 56Q (5323.950142 sec): 3 clusters Score: Raw -1259406.657861 + Penalty 1837.834990 = -1257568.822872 nChanged 6 SP:Iteration 57Q (5323.978706 sec): 3 clusters Score: Raw -1259410.302343 + Penalty 1837.834990 = -1257572.467353 nChanged 9 SP:Iteration 58Q (5324.007438 sec): 3 clusters Score: Raw -1259414.399969 + Penalty 1837.834990 = -1257576.564980 nChanged 6 SP:Iteration 59Q (5324.036095 sec): 3 clusters Score: Raw -1259416.258319 + Penalty 1837.834990 = -1257578.423330 nChanged 4 SP:Iteration 60F (5324.067676 sec): 3 clusters Score: Raw -1259417.327582 + Penalty 1837.834990 = -1257579.492593 nChanged 5 SP:Iteration 61Q (5324.096363 sec): 3 clusters Score: Raw -1259419.297724 + Penalty 1837.834990 = -1257581.462734 nChanged 8 SP:Iteration 62Q (5324.124994 sec): 3 clusters Score: Raw -1259421.355985 + Penalty 1837.834990 = -1257583.520995 nChanged 2 SP:Iteration 63Q (5324.153686 sec): 3 clusters Score: Raw -1259421.786614 + Penalty 1837.834990 = -1257583.951624 nChanged 0 SP:Iteration 64F (5324.185260 sec): 3 clusters Score: Raw -1259421.786614 + Penalty 1837.834990 = -1257583.951624 nChanged 0 Trying to split cluster 6 (8779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5324.205023 sec): 2 clusters Score: Raw -795131.409206 + Penalty 862.611190 = -794268.798016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5324.229866 sec): 3 clusters Score: Raw -789959.306833 + Penalty 1725.222379 = -788234.084454 nChanged 3912 SP:Iteration 1F (5324.253880 sec): 3 clusters Score: Raw -792090.114954 + Penalty 1725.222379 = -790364.892575 nChanged 531 SP:Iteration 2F (5324.277813 sec): 3 clusters Score: Raw -792315.431521 + Penalty 1725.222379 = -790590.209142 nChanged 475 SP:Iteration 3F (5324.301503 sec): 3 clusters Score: Raw -792531.436502 + Penalty 1725.222379 = -790806.214122 nChanged 440 SP:Iteration 4F (5324.325254 sec): 3 clusters Score: Raw -792731.888974 + Penalty 1725.222379 = -791006.666595 nChanged 425 SP:Iteration 5Q (5324.349533 sec): 3 clusters Score: Raw -792961.255276 + Penalty 1725.222379 = -791236.032897 nChanged 430 SP:Iteration 6Q (5324.373824 sec): 3 clusters Score: Raw -793233.288155 + Penalty 1725.222379 = -791508.065776 nChanged 445 SP:Iteration 7F (5324.397648 sec): 3 clusters Score: Raw -793554.154323 + Penalty 1725.222379 = -791828.931944 nChanged 435 SP:Iteration 8Q (5324.421682 sec): 3 clusters Score: Raw -793913.558912 + Penalty 1725.222379 = -792188.336533 nChanged 425 SP:Iteration 9Q (5324.445626 sec): 3 clusters Score: Raw -794272.866605 + Penalty 1725.222379 = -792547.644226 nChanged 323 SP:Iteration 10Q (5324.468929 sec): 3 clusters Score: Raw -794524.856148 + Penalty 1725.222379 = -792799.633768 nChanged 232 SP:Iteration 11Q (5324.491805 sec): 3 clusters Score: Raw -794685.911378 + Penalty 1725.222379 = -792960.688999 nChanged 173 SP:Iteration 12Q (5324.514512 sec): 3 clusters Score: Raw -794805.646108 + Penalty 1725.222379 = -793080.423729 nChanged 145 SP:Iteration 13Q (5324.536746 sec): 3 clusters Score: Raw -794902.488509 + Penalty 1725.222379 = -793177.266130 nChanged 114 SP:Iteration 14Q (5324.558812 sec): 3 clusters Score: Raw -794985.284251 + Penalty 1725.222379 = -793260.061872 nChanged 96 SP:Iteration 15Q (5324.580579 sec): 3 clusters Score: Raw -795054.263858 + Penalty 1725.222379 = -793329.041479 nChanged 67 SP:Iteration 16Q (5324.602248 sec): 3 clusters Score: Raw -795101.316880 + Penalty 1725.222379 = -793376.094501 nChanged 48 SP:Iteration 17Q (5324.623770 sec): 3 clusters Score: Raw -795135.513704 + Penalty 1725.222379 = -793410.291325 nChanged 40 SP:Iteration 18Q (5324.645191 sec): 3 clusters Score: Raw -795164.254534 + Penalty 1725.222379 = -793439.032155 nChanged 26 SP:Iteration 19Q (5324.666633 sec): 3 clusters Score: Raw -795190.016951 + Penalty 1725.222379 = -793464.794572 nChanged 27 SP:Iteration 20F (5324.690341 sec): 3 clusters Score: Raw -795209.089224 + Penalty 1725.222379 = -793483.866845 nChanged 18 SP:Iteration 21Q (5324.711462 sec): 3 clusters Score: Raw -795222.367000 + Penalty 1725.222379 = -793497.144621 nChanged 14 SP:Iteration 22Q (5324.732674 sec): 3 clusters Score: Raw -795230.265154 + Penalty 1725.222379 = -793505.042775 nChanged 9 SP:Iteration 23Q (5324.753779 sec): 3 clusters Score: Raw -795236.579248 + Penalty 1725.222379 = -793511.356868 nChanged 9 SP:Iteration 24Q (5324.775008 sec): 3 clusters Score: Raw -795245.648086 + Penalty 1725.222379 = -793520.425707 nChanged 8 SP:Iteration 25Q (5324.796261 sec): 3 clusters Score: Raw -795255.939451 + Penalty 1725.222379 = -793530.717072 nChanged 8 SP:Iteration 26Q (5324.817583 sec): 3 clusters Score: Raw -795261.995516 + Penalty 1725.222379 = -793536.773137 nChanged 6 SP:Iteration 27Q (5324.838830 sec): 3 clusters Score: Raw -795264.480485 + Penalty 1725.222379 = -793539.258106 nChanged 1 SP:Iteration 28Q (5324.860019 sec): 3 clusters Score: Raw -795265.081625 + Penalty 1725.222379 = -793539.859246 nChanged 1 SP:Iteration 29Q (5324.881001 sec): 3 clusters Score: Raw -795265.795000 + Penalty 1725.222379 = -793540.572621 nChanged 1 SP:Iteration 30Q (5324.902062 sec): 3 clusters Score: Raw -795266.127683 + Penalty 1725.222379 = -793540.905304 nChanged 1 SP:Iteration 31Q (5324.923331 sec): 3 clusters Score: Raw -795266.314802 + Penalty 1725.222379 = -793541.092423 nChanged 1 SP:Iteration 32Q (5324.944424 sec): 3 clusters Score: Raw -795267.417522 + Penalty 1725.222379 = -793542.195143 nChanged 1 SP:Iteration 33Q (5324.965734 sec): 3 clusters Score: Raw -795267.967532 + Penalty 1725.222379 = -793542.745153 nChanged 0 SP:Iteration 34F (5324.989393 sec): 3 clusters Score: Raw -795267.967532 + Penalty 1725.222379 = -793542.745153 nChanged 0 Trying to split cluster 7 (50876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.049260 sec): 2 clusters Score: Raw -4444386.216915 + Penalty 1029.528925 = -4443356.687990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.131326 sec): 3 clusters Score: Raw -4411230.805236 + Penalty 2059.057850 = -4409171.747386 nChanged 24383 SP:Iteration 1F (5325.205916 sec): 3 clusters Score: Raw -4426425.326753 + Penalty 2059.057850 = -4424366.268903 nChanged 3102 SP:Iteration 2F (5325.280008 sec): 3 clusters Score: Raw -4428030.943118 + Penalty 2059.057850 = -4425971.885268 nChanged 3695 SP:Iteration 3F (5325.354053 sec): 3 clusters Score: Raw -4430473.953134 + Penalty 2059.057850 = -4428414.895284 nChanged 4248 SP:Iteration 4F (5325.428171 sec): 3 clusters Score: Raw -4433889.620947 + Penalty 2059.057850 = -4431830.563097 nChanged 4133 SP:Iteration 5F (5325.502271 sec): 3 clusters Score: Raw -4437613.121808 + Penalty 2059.057850 = -4435554.063958 nChanged 3285 SP:Iteration 6F (5325.576656 sec): 3 clusters Score: Raw -4440588.930268 + Penalty 2059.057850 = -4438529.872418 nChanged 2063 SP:Iteration 7Q (5325.656675 sec): 3 clusters Score: Raw -4442366.777786 + Penalty 2059.057850 = -4440307.719936 nChanged 1197 SP:Iteration 8Q (5325.733651 sec): 3 clusters Score: Raw -4443313.401109 + Penalty 2059.057850 = -4441254.343259 nChanged 715 SP:Iteration 9Q (5325.807184 sec): 3 clusters Score: Raw -4443844.062528 + Penalty 2059.057850 = -4441785.004678 nChanged 424 SP:Iteration 10Q (5325.878106 sec): 3 clusters Score: Raw -4444136.339835 + Penalty 2059.057850 = -4442077.281985 nChanged 268 SP:Iteration 11Q (5325.946401 sec): 3 clusters Score: Raw -4444311.468920 + Penalty 2059.057850 = -4442252.411070 nChanged 180 SP:Iteration 12Q (5326.013323 sec): 3 clusters Score: Raw -4444425.187887 + Penalty 2059.057850 = -4442366.130037 nChanged 142 SP:Iteration 13Q (5326.079479 sec): 3 clusters Score: Raw -4444501.435392 + Penalty 2059.057850 = -4442442.377542 nChanged 113 SP:Iteration 14Q (5326.144896 sec): 3 clusters Score: Raw -4444550.830234 + Penalty 2059.057850 = -4442491.772384 nChanged 71 SP:Iteration 15Q (5326.212349 sec): 3 clusters Score: Raw -4444580.809657 + Penalty 2059.057850 = -4442521.751807 nChanged 56 SP:Iteration 16Q (5326.277692 sec): 3 clusters Score: Raw -4444599.680561 + Penalty 2059.057850 = -4442540.622711 nChanged 39 SP:Iteration 17Q (5326.342896 sec): 3 clusters Score: Raw -4444614.625730 + Penalty 2059.057850 = -4442555.567880 nChanged 33 SP:Iteration 18Q (5326.407674 sec): 3 clusters Score: Raw -4444625.495742 + Penalty 2059.057850 = -4442566.437892 nChanged 30 SP:Iteration 19Q (5326.472372 sec): 3 clusters Score: Raw -4444631.772398 + Penalty 2059.057850 = -4442572.714548 nChanged 20 SP:Iteration 20F (5326.545858 sec): 3 clusters Score: Raw -4444637.670500 + Penalty 2059.057850 = -4442578.612650 nChanged 21 SP:Iteration 21Q (5326.610643 sec): 3 clusters Score: Raw -4444644.170380 + Penalty 2059.057850 = -4442585.112530 nChanged 17 SP:Iteration 22Q (5326.675294 sec): 3 clusters Score: Raw -4444649.342260 + Penalty 2059.057850 = -4442590.284410 nChanged 13 SP:Iteration 23Q (5326.739894 sec): 3 clusters Score: Raw -4444654.006303 + Penalty 2059.057850 = -4442594.948453 nChanged 15 SP:Iteration 24Q (5326.804651 sec): 3 clusters Score: Raw -4444658.350277 + Penalty 2059.057850 = -4442599.292427 nChanged 11 SP:Iteration 25Q (5326.870840 sec): 3 clusters Score: Raw -4444660.746696 + Penalty 2059.057850 = -4442601.688846 nChanged 11 SP:Iteration 26Q (5326.959163 sec): 3 clusters Score: Raw -4444663.121993 + Penalty 2059.057850 = -4442604.064143 nChanged 12 SP:Iteration 27Q (5327.025731 sec): 3 clusters Score: Raw -4444667.845405 + Penalty 2059.057850 = -4442608.787555 nChanged 16 SP:Iteration 28Q (5327.091501 sec): 3 clusters Score: Raw -4444675.824130 + Penalty 2059.057850 = -4442616.766280 nChanged 11 SP:Iteration 29Q (5327.156899 sec): 3 clusters Score: Raw -4444678.622452 + Penalty 2059.057850 = -4442619.564602 nChanged 6 SP:Iteration 30Q (5327.222170 sec): 3 clusters Score: Raw -4444680.579718 + Penalty 2059.057850 = -4442621.521868 nChanged 7 SP:Iteration 31Q (5327.286487 sec): 3 clusters Score: Raw -4444682.762079 + Penalty 2059.057850 = -4442623.704229 nChanged 8 SP:Iteration 32Q (5327.351610 sec): 3 clusters Score: Raw -4444683.910078 + Penalty 2059.057850 = -4442624.852228 nChanged 3 SP:Iteration 33Q (5327.416297 sec): 3 clusters Score: Raw -4444684.608898 + Penalty 2059.057850 = -4442625.551048 nChanged 3 SP:Iteration 34Q (5327.480744 sec): 3 clusters Score: Raw -4444685.019831 + Penalty 2059.057850 = -4442625.961981 nChanged 3 SP:Iteration 35Q (5327.545212 sec): 3 clusters Score: Raw -4444685.358584 + Penalty 2059.057850 = -4442626.300734 nChanged 5 SP:Iteration 36Q (5327.609690 sec): 3 clusters Score: Raw -4444686.157207 + Penalty 2059.057850 = -4442627.099357 nChanged 3 SP:Iteration 37Q (5327.674253 sec): 3 clusters Score: Raw -4444686.881423 + Penalty 2059.057850 = -4442627.823573 nChanged 3 SP:Iteration 38Q (5327.738892 sec): 3 clusters Score: Raw -4444687.337542 + Penalty 2059.057850 = -4442628.279692 nChanged 1 SP:Iteration 39Q (5327.803477 sec): 3 clusters Score: Raw -4444687.556642 + Penalty 2059.057850 = -4442628.498792 nChanged 2 SP:Iteration 40F (5327.877015 sec): 3 clusters Score: Raw -4444687.977953 + Penalty 2059.057850 = -4442628.920103 nChanged 2 SP:Iteration 41Q (5327.941867 sec): 3 clusters Score: Raw -4444688.430584 + Penalty 2059.057850 = -4442629.372734 nChanged 3 SP:Iteration 42Q (5328.006459 sec): 3 clusters Score: Raw -4444689.355064 + Penalty 2059.057850 = -4442630.297214 nChanged 4 SP:Iteration 43Q (5328.070746 sec): 3 clusters Score: Raw -4444689.873759 + Penalty 2059.057850 = -4442630.815909 nChanged 4 SP:Iteration 44Q (5328.135152 sec): 3 clusters Score: Raw -4444690.638709 + Penalty 2059.057850 = -4442631.580859 nChanged 1 SP:Iteration 45Q (5328.199698 sec): 3 clusters Score: Raw -4444690.719852 + Penalty 2059.057850 = -4442631.662002 nChanged 1 SP:Iteration 46Q (5328.264338 sec): 3 clusters Score: Raw -4444690.777707 + Penalty 2059.057850 = -4442631.719857 nChanged 0 SP:Iteration 47F (5328.338081 sec): 3 clusters Score: Raw -4444690.777707 + Penalty 2059.057850 = -4442631.719857 nChanged 0 Trying to split cluster 8 (2044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5328.345056 sec): 2 clusters Score: Raw -180034.592283 + Penalty 724.153075 = -179310.439208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5328.353609 sec): 3 clusters Score: Raw -179026.820531 + Penalty 1448.306151 = -177578.514380 nChanged 811 SP:Iteration 1F (5328.361388 sec): 3 clusters Score: Raw -179569.061567 + Penalty 1448.306151 = -178120.755416 nChanged 172 SP:Iteration 2F (5328.369181 sec): 3 clusters Score: Raw -179723.264058 + Penalty 1448.306151 = -178274.957908 nChanged 164 SP:Iteration 3F (5328.377064 sec): 3 clusters Score: Raw -179887.751737 + Penalty 1448.306151 = -178439.445586 nChanged 128 SP:Iteration 4F (5328.384964 sec): 3 clusters Score: Raw -180012.078152 + Penalty 1448.306151 = -178563.772001 nChanged 124 SP:Iteration 5F (5328.392848 sec): 3 clusters Score: Raw -180116.256857 + Penalty 1448.306151 = -178667.950707 nChanged 94 SP:Iteration 6Q (5328.400578 sec): 3 clusters Score: Raw -180192.634721 + Penalty 1448.306151 = -178744.328570 nChanged 70 SP:Iteration 7Q (5328.408354 sec): 3 clusters Score: Raw -180245.474269 + Penalty 1448.306151 = -178797.168118 nChanged 46 SP:Iteration 8Q (5328.416077 sec): 3 clusters Score: Raw -180273.594935 + Penalty 1448.306151 = -178825.288784 nChanged 41 SP:Iteration 9Q (5328.423925 sec): 3 clusters Score: Raw -180291.304358 + Penalty 1448.306151 = -178842.998207 nChanged 24 SP:Iteration 10Q (5328.431685 sec): 3 clusters Score: Raw -180303.913756 + Penalty 1448.306151 = -178855.607605 nChanged 23 SP:Iteration 11Q (5328.439365 sec): 3 clusters Score: Raw -180315.651233 + Penalty 1448.306151 = -178867.345083 nChanged 27 SP:Iteration 12Q (5328.447168 sec): 3 clusters Score: Raw -180326.336009 + Penalty 1448.306151 = -178878.029858 nChanged 21 SP:Iteration 13Q (5328.454934 sec): 3 clusters Score: Raw -180334.196580 + Penalty 1448.306151 = -178885.890429 nChanged 17 SP:Iteration 14Q (5328.462714 sec): 3 clusters Score: Raw -180338.232527 + Penalty 1448.306151 = -178889.926376 nChanged 3 SP:Iteration 15Q (5328.470411 sec): 3 clusters Score: Raw -180339.398323 + Penalty 1448.306151 = -178891.092172 nChanged 2 SP:Iteration 16Q (5328.478122 sec): 3 clusters Score: Raw -180339.684932 + Penalty 1448.306151 = -178891.378781 nChanged 0 SP:Iteration 17F (5328.485957 sec): 3 clusters Score: Raw -180339.684932 + Penalty 1448.306151 = -178891.378781 nChanged 0 Trying to split cluster 9 (5963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5328.504383 sec): 2 clusters Score: Raw -534735.064769 + Penalty 825.866254 = -533909.198515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5328.525026 sec): 3 clusters Score: Raw -531328.825300 + Penalty 1651.732508 = -529677.092792 nChanged 2640 SP:Iteration 1F (5328.545393 sec): 3 clusters Score: Raw -532790.591980 + Penalty 1651.732508 = -531138.859472 nChanged 445 SP:Iteration 2F (5328.565919 sec): 3 clusters Score: Raw -533020.161087 + Penalty 1651.732508 = -531368.428579 nChanged 341 SP:Iteration 3F (5328.586483 sec): 3 clusters Score: Raw -533196.386752 + Penalty 1651.732508 = -531544.654244 nChanged 306 SP:Iteration 4F (5328.607119 sec): 3 clusters Score: Raw -533370.730126 + Penalty 1651.732508 = -531718.997618 nChanged 288 SP:Iteration 5Q (5328.627601 sec): 3 clusters Score: Raw -533539.881685 + Penalty 1651.732508 = -531888.149177 nChanged 320 SP:Iteration 6F (5328.648185 sec): 3 clusters Score: Raw -533739.875898 + Penalty 1651.732508 = -532088.143390 nChanged 283 SP:Iteration 7Q (5328.668737 sec): 3 clusters Score: Raw -533931.180630 + Penalty 1651.732508 = -532279.448122 nChanged 278 SP:Iteration 8Q (5328.689349 sec): 3 clusters Score: Raw -534104.679165 + Penalty 1651.732508 = -532452.946657 nChanged 245 SP:Iteration 9Q (5328.709821 sec): 3 clusters Score: Raw -534235.376576 + Penalty 1651.732508 = -532583.644068 nChanged 188 SP:Iteration 10Q (5328.730179 sec): 3 clusters Score: Raw -534310.710650 + Penalty 1651.732508 = -532658.978142 nChanged 131 SP:Iteration 11Q (5328.750489 sec): 3 clusters Score: Raw -534350.312887 + Penalty 1651.732508 = -532698.580379 nChanged 91 SP:Iteration 12Q (5328.770837 sec): 3 clusters Score: Raw -534384.132966 + Penalty 1651.732508 = -532732.400458 nChanged 84 SP:Iteration 13Q (5328.791263 sec): 3 clusters Score: Raw -534414.317320 + Penalty 1651.732508 = -532762.584812 nChanged 76 SP:Iteration 14Q (5328.811663 sec): 3 clusters Score: Raw -534436.828000 + Penalty 1651.732508 = -532785.095493 nChanged 73 SP:Iteration 15Q (5328.832043 sec): 3 clusters Score: Raw -534456.135074 + Penalty 1651.732508 = -532804.402566 nChanged 57 SP:Iteration 16Q (5328.852257 sec): 3 clusters Score: Raw -534471.620907 + Penalty 1651.732508 = -532819.888399 nChanged 57 SP:Iteration 17Q (5328.872252 sec): 3 clusters Score: Raw -534484.502502 + Penalty 1651.732508 = -532832.769994 nChanged 49 SP:Iteration 18Q (5328.892744 sec): 3 clusters Score: Raw -534497.221607 + Penalty 1651.732508 = -532845.489099 nChanged 48 SP:Iteration 19Q (5328.912878 sec): 3 clusters Score: Raw -534507.769484 + Penalty 1651.732508 = -532856.036976 nChanged 51 SP:Iteration 20F (5328.933493 sec): 3 clusters Score: Raw -534518.249732 + Penalty 1651.732508 = -532866.517224 nChanged 44 SP:Iteration 21Q (5328.953829 sec): 3 clusters Score: Raw -534526.529503 + Penalty 1651.732508 = -532874.796995 nChanged 35 SP:Iteration 22Q (5328.974372 sec): 3 clusters Score: Raw -534531.488194 + Penalty 1651.732508 = -532879.755686 nChanged 32 SP:Iteration 23Q (5328.994780 sec): 3 clusters Score: Raw -534537.451970 + Penalty 1651.732508 = -532885.719462 nChanged 31 SP:Iteration 24Q (5329.015217 sec): 3 clusters Score: Raw -534542.416052 + Penalty 1651.732508 = -532890.683544 nChanged 28 SP:Iteration 25Q (5329.035561 sec): 3 clusters Score: Raw -534547.999137 + Penalty 1651.732508 = -532896.266629 nChanged 34 SP:Iteration 26Q (5329.055711 sec): 3 clusters Score: Raw -534554.403447 + Penalty 1651.732508 = -532902.670939 nChanged 35 SP:Iteration 27Q (5329.075960 sec): 3 clusters Score: Raw -534562.124157 + Penalty 1651.732508 = -532910.391649 nChanged 38 SP:Iteration 28Q (5329.096464 sec): 3 clusters Score: Raw -534570.891045 + Penalty 1651.732508 = -532919.158537 nChanged 40 SP:Iteration 29Q (5329.116825 sec): 3 clusters Score: Raw -534579.821111 + Penalty 1651.732508 = -532928.088603 nChanged 43 SP:Iteration 30Q (5329.136976 sec): 3 clusters Score: Raw -534589.901046 + Penalty 1651.732508 = -532938.168538 nChanged 41 SP:Iteration 31Q (5329.157351 sec): 3 clusters Score: Raw -534599.349486 + Penalty 1651.732508 = -532947.616978 nChanged 33 SP:Iteration 32Q (5329.177654 sec): 3 clusters Score: Raw -534609.208226 + Penalty 1651.732508 = -532957.475718 nChanged 45 SP:Iteration 33Q (5329.197802 sec): 3 clusters Score: Raw -534619.141336 + Penalty 1651.732508 = -532967.408828 nChanged 34 SP:Iteration 34Q (5329.218260 sec): 3 clusters Score: Raw -534625.296540 + Penalty 1651.732508 = -532973.564032 nChanged 19 SP:Iteration 35Q (5329.238275 sec): 3 clusters Score: Raw -534628.437865 + Penalty 1651.732508 = -532976.705357 nChanged 22 SP:Iteration 36Q (5329.258468 sec): 3 clusters Score: Raw -534632.054389 + Penalty 1651.732508 = -532980.321881 nChanged 15 SP:Iteration 37Q (5329.278709 sec): 3 clusters Score: Raw -534633.896910 + Penalty 1651.732508 = -532982.164402 nChanged 14 SP:Iteration 38Q (5329.298903 sec): 3 clusters Score: Raw -534635.765807 + Penalty 1651.732508 = -532984.033299 nChanged 18 SP:Iteration 39Q (5329.318971 sec): 3 clusters Score: Raw -534638.440931 + Penalty 1651.732508 = -532986.708423 nChanged 17 SP:Iteration 40F (5329.339143 sec): 3 clusters Score: Raw -534641.014313 + Penalty 1651.732508 = -532989.281805 nChanged 14 SP:Iteration 41Q (5329.359420 sec): 3 clusters Score: Raw -534642.827268 + Penalty 1651.732508 = -532991.094760 nChanged 7 SP:Iteration 42Q (5329.379591 sec): 3 clusters Score: Raw -534643.552002 + Penalty 1651.732508 = -532991.819494 nChanged 10 SP:Iteration 43Q (5329.400013 sec): 3 clusters Score: Raw -534644.594077 + Penalty 1651.732508 = -532992.861569 nChanged 8 SP:Iteration 44Q (5329.420182 sec): 3 clusters Score: Raw -534645.379156 + Penalty 1651.732508 = -532993.646648 nChanged 4 SP:Iteration 45Q (5329.440432 sec): 3 clusters Score: Raw -534646.121675 + Penalty 1651.732508 = -532994.389167 nChanged 5 SP:Iteration 46Q (5329.460766 sec): 3 clusters Score: Raw -534646.519588 + Penalty 1651.732508 = -532994.787080 nChanged 7 SP:Iteration 47Q (5329.480945 sec): 3 clusters Score: Raw -534647.439980 + Penalty 1651.732508 = -532995.707472 nChanged 8 SP:Iteration 48Q (5329.501069 sec): 3 clusters Score: Raw -534648.164441 + Penalty 1651.732508 = -532996.431933 nChanged 6 SP:Iteration 49Q (5329.521178 sec): 3 clusters Score: Raw -534648.695770 + Penalty 1651.732508 = -532996.963262 nChanged 5 SP:Iteration 50Q (5329.541154 sec): 3 clusters Score: Raw -534649.385241 + Penalty 1651.732508 = -532997.652733 nChanged 6 SP:Iteration 51Q (5329.561403 sec): 3 clusters Score: Raw -534650.411742 + Penalty 1651.732508 = -532998.679234 nChanged 9 SP:Iteration 52Q (5329.581859 sec): 3 clusters Score: Raw -534651.699412 + Penalty 1651.732508 = -532999.966904 nChanged 11 SP:Iteration 53Q (5329.602152 sec): 3 clusters Score: Raw -534652.966514 + Penalty 1651.732508 = -533001.234006 nChanged 9 SP:Iteration 54Q (5329.622087 sec): 3 clusters Score: Raw -534654.203536 + Penalty 1651.732508 = -533002.471028 nChanged 13 SP:Iteration 55Q (5329.642528 sec): 3 clusters Score: Raw -534655.689276 + Penalty 1651.732508 = -533003.956768 nChanged 11 SP:Iteration 56Q (5329.662941 sec): 3 clusters Score: Raw -534657.186354 + Penalty 1651.732508 = -533005.453846 nChanged 17 SP:Iteration 57Q (5329.683413 sec): 3 clusters Score: Raw -534659.872673 + Penalty 1651.732508 = -533008.140165 nChanged 13 SP:Iteration 58Q (5329.703772 sec): 3 clusters Score: Raw -534661.356818 + Penalty 1651.732508 = -533009.624311 nChanged 14 SP:Iteration 59Q (5329.724031 sec): 3 clusters Score: Raw -534662.841247 + Penalty 1651.732508 = -533011.108739 nChanged 16 SP:Iteration 60F (5329.744673 sec): 3 clusters Score: Raw -534665.423862 + Penalty 1651.732508 = -533013.691354 nChanged 20 SP:Iteration 61Q (5329.764981 sec): 3 clusters Score: Raw -534668.814356 + Penalty 1651.732508 = -533017.081848 nChanged 22 SP:Iteration 62Q (5329.785364 sec): 3 clusters Score: Raw -534672.323094 + Penalty 1651.732508 = -533020.590586 nChanged 13 SP:Iteration 63Q (5329.805810 sec): 3 clusters Score: Raw -534674.854481 + Penalty 1651.732508 = -533023.121973 nChanged 14 SP:Iteration 64Q (5329.826048 sec): 3 clusters Score: Raw -534677.087670 + Penalty 1651.732508 = -533025.355162 nChanged 12 SP:Iteration 65Q (5329.846313 sec): 3 clusters Score: Raw -534678.381445 + Penalty 1651.732508 = -533026.648937 nChanged 11 SP:Iteration 66Q (5329.866344 sec): 3 clusters Score: Raw -534679.874341 + Penalty 1651.732508 = -533028.141833 nChanged 14 SP:Iteration 67Q (5329.886588 sec): 3 clusters Score: Raw -534681.910529 + Penalty 1651.732508 = -533030.178021 nChanged 20 SP:Iteration 68Q (5329.906915 sec): 3 clusters Score: Raw -534685.587181 + Penalty 1651.732508 = -533033.854673 nChanged 30 SP:Iteration 69Q (5329.927035 sec): 3 clusters Score: Raw -534690.544796 + Penalty 1651.732508 = -533038.812288 nChanged 26 SP:Iteration 70Q (5329.947121 sec): 3 clusters Score: Raw -534696.914821 + Penalty 1651.732508 = -533045.182313 nChanged 36 SP:Iteration 71Q (5329.967210 sec): 3 clusters Score: Raw -534705.186999 + Penalty 1651.732508 = -533053.454491 nChanged 29 SP:Iteration 72Q (5329.987469 sec): 3 clusters Score: Raw -534712.822976 + Penalty 1651.732508 = -533061.090468 nChanged 23 SP:Iteration 73Q (5330.007542 sec): 3 clusters Score: Raw -534718.221142 + Penalty 1651.732508 = -533066.488634 nChanged 29 SP:Iteration 74Q (5330.027496 sec): 3 clusters Score: Raw -534724.422281 + Penalty 1651.732508 = -533072.689773 nChanged 26 SP:Iteration 75Q (5330.047820 sec): 3 clusters Score: Raw -534728.938785 + Penalty 1651.732508 = -533077.206277 nChanged 24 SP:Iteration 76Q (5330.068119 sec): 3 clusters Score: Raw -534732.190822 + Penalty 1651.732508 = -533080.458314 nChanged 22 SP:Iteration 77Q (5330.088477 sec): 3 clusters Score: Raw -534737.138101 + Penalty 1651.732508 = -533085.405593 nChanged 26 SP:Iteration 78Q (5330.108753 sec): 3 clusters Score: Raw -534742.354171 + Penalty 1651.732508 = -533090.621663 nChanged 19 SP:Iteration 79Q (5330.128969 sec): 3 clusters Score: Raw -534746.888523 + Penalty 1651.732508 = -533095.156015 nChanged 22 SP:Iteration 80F (5330.149164 sec): 3 clusters Score: Raw -534750.854633 + Penalty 1651.732508 = -533099.122125 nChanged 21 SP:Iteration 81Q (5330.169231 sec): 3 clusters Score: Raw -534754.010591 + Penalty 1651.732508 = -533102.278083 nChanged 18 SP:Iteration 82Q (5330.189182 sec): 3 clusters Score: Raw -534756.609571 + Penalty 1651.732508 = -533104.877064 nChanged 20 SP:Iteration 83Q (5330.209529 sec): 3 clusters Score: Raw -534759.836410 + Penalty 1651.732508 = -533108.103902 nChanged 14 SP:Iteration 84Q (5330.229724 sec): 3 clusters Score: Raw -534761.630189 + Penalty 1651.732508 = -533109.897681 nChanged 9 SP:Iteration 85Q (5330.249844 sec): 3 clusters Score: Raw -534762.826880 + Penalty 1651.732508 = -533111.094372 nChanged 7 SP:Iteration 86Q (5330.269729 sec): 3 clusters Score: Raw -534764.412217 + Penalty 1651.732508 = -533112.679709 nChanged 9 SP:Iteration 87Q (5330.289877 sec): 3 clusters Score: Raw -534766.059878 + Penalty 1651.732508 = -533114.327370 nChanged 8 SP:Iteration 88Q (5330.309882 sec): 3 clusters Score: Raw -534767.338389 + Penalty 1651.732508 = -533115.605881 nChanged 6 SP:Iteration 89Q (5330.330255 sec): 3 clusters Score: Raw -534767.749093 + Penalty 1651.732508 = -533116.016586 nChanged 3 SP:Iteration 90Q (5330.350208 sec): 3 clusters Score: Raw -534767.859145 + Penalty 1651.732508 = -533116.126637 nChanged 3 SP:Iteration 91Q (5330.370333 sec): 3 clusters Score: Raw -534768.114922 + Penalty 1651.732508 = -533116.382414 nChanged 2 SP:Iteration 92Q (5330.390424 sec): 3 clusters Score: Raw -534768.195641 + Penalty 1651.732508 = -533116.463133 nChanged 1 SP:Iteration 93Q (5330.410403 sec): 3 clusters Score: Raw -534768.274059 + Penalty 1651.732508 = -533116.541551 nChanged 1 SP:Iteration 94Q (5330.430432 sec): 3 clusters Score: Raw -534768.416593 + Penalty 1651.732508 = -533116.684085 nChanged 1 SP:Iteration 95Q (5330.450314 sec): 3 clusters Score: Raw -534768.474614 + Penalty 1651.732508 = -533116.742106 nChanged 0 SP:Iteration 96F (5330.470894 sec): 3 clusters Score: Raw -534768.474614 + Penalty 1651.732508 = -533116.742106 nChanged 0 Trying to split cluster 10 (3978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5330.487340 sec): 2 clusters Score: Raw -327815.813154 + Penalty 787.410774 = -327028.402381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5330.503352 sec): 3 clusters Score: Raw -325700.876050 + Penalty 1574.821547 = -324126.054503 nChanged 1648 SP:Iteration 1F (5330.518069 sec): 3 clusters Score: Raw -326679.557201 + Penalty 1574.821547 = -325104.735654 nChanged 345 SP:Iteration 2F (5330.532644 sec): 3 clusters Score: Raw -326988.397702 + Penalty 1574.821547 = -325413.576154 nChanged 347 SP:Iteration 3F (5330.547123 sec): 3 clusters Score: Raw -327300.998024 + Penalty 1574.821547 = -325726.176476 nChanged 294 SP:Iteration 4F (5330.561594 sec): 3 clusters Score: Raw -327550.445131 + Penalty 1574.821547 = -325975.623584 nChanged 235 SP:Iteration 5F (5330.576226 sec): 3 clusters Score: Raw -327752.134649 + Penalty 1574.821547 = -326177.313102 nChanged 172 SP:Iteration 6Q (5330.590835 sec): 3 clusters Score: Raw -327884.041638 + Penalty 1574.821547 = -326309.220091 nChanged 120 SP:Iteration 7Q (5330.605285 sec): 3 clusters Score: Raw -327970.990385 + Penalty 1574.821547 = -326396.168838 nChanged 95 SP:Iteration 8Q (5330.619827 sec): 3 clusters Score: Raw -328035.576509 + Penalty 1574.821547 = -326460.754962 nChanged 55 SP:Iteration 9Q (5330.634287 sec): 3 clusters Score: Raw -328071.535196 + Penalty 1574.821547 = -326496.713648 nChanged 45 SP:Iteration 10Q (5330.648746 sec): 3 clusters Score: Raw -328097.770072 + Penalty 1574.821547 = -326522.948525 nChanged 43 SP:Iteration 11Q (5330.663203 sec): 3 clusters Score: Raw -328127.057597 + Penalty 1574.821547 = -326552.236050 nChanged 43 SP:Iteration 12Q (5330.677564 sec): 3 clusters Score: Raw -328167.258618 + Penalty 1574.821547 = -326592.437071 nChanged 33 SP:Iteration 13Q (5330.691634 sec): 3 clusters Score: Raw -328194.179910 + Penalty 1574.821547 = -326619.358362 nChanged 28 SP:Iteration 14Q (5330.705754 sec): 3 clusters Score: Raw -328219.944854 + Penalty 1574.821547 = -326645.123307 nChanged 26 SP:Iteration 15Q (5330.719608 sec): 3 clusters Score: Raw -328232.397643 + Penalty 1574.821547 = -326657.576096 nChanged 21 SP:Iteration 16Q (5330.733423 sec): 3 clusters Score: Raw -328243.368948 + Penalty 1574.821547 = -326668.547400 nChanged 11 SP:Iteration 17Q (5330.747287 sec): 3 clusters Score: Raw -328247.388253 + Penalty 1574.821547 = -326672.566705 nChanged 6 SP:Iteration 18Q (5330.761194 sec): 3 clusters Score: Raw -328252.146221 + Penalty 1574.821547 = -326677.324674 nChanged 11 SP:Iteration 19Q (5330.775024 sec): 3 clusters Score: Raw -328256.996053 + Penalty 1574.821547 = -326682.174506 nChanged 11 SP:Iteration 20F (5330.789406 sec): 3 clusters Score: Raw -328262.853947 + Penalty 1574.821547 = -326688.032400 nChanged 14 SP:Iteration 21Q (5330.803086 sec): 3 clusters Score: Raw -328270.223892 + Penalty 1574.821547 = -326695.402345 nChanged 17 SP:Iteration 22Q (5330.816912 sec): 3 clusters Score: Raw -328280.875475 + Penalty 1574.821547 = -326706.053928 nChanged 13 SP:Iteration 23Q (5330.830741 sec): 3 clusters Score: Raw -328292.198034 + Penalty 1574.821547 = -326717.376487 nChanged 9 SP:Iteration 24Q (5330.844480 sec): 3 clusters Score: Raw -328296.331622 + Penalty 1574.821547 = -326721.510075 nChanged 8 SP:Iteration 25Q (5330.858243 sec): 3 clusters Score: Raw -328299.266537 + Penalty 1574.821547 = -326724.444990 nChanged 3 SP:Iteration 26Q (5330.871816 sec): 3 clusters Score: Raw -328299.999229 + Penalty 1574.821547 = -326725.177682 nChanged 1 SP:Iteration 27Q (5330.885530 sec): 3 clusters Score: Raw -328300.497718 + Penalty 1574.821547 = -326725.676171 nChanged 1 SP:Iteration 28Q (5330.899216 sec): 3 clusters Score: Raw -328300.626605 + Penalty 1574.821547 = -326725.805058 nChanged 0 SP:Iteration 29F (5330.913534 sec): 3 clusters Score: Raw -328300.626605 + Penalty 1574.821547 = -326725.805058 nChanged 0 Trying to split cluster 11 (4347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5330.930168 sec): 2 clusters Score: Raw -394703.309620 + Penalty 795.837917 = -393907.471703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5330.947255 sec): 3 clusters Score: Raw -392332.738830 + Penalty 1591.675834 = -390741.062996 nChanged 1799 SP:Iteration 1F (5330.963088 sec): 3 clusters Score: Raw -393308.457297 + Penalty 1591.675834 = -391716.781463 nChanged 349 SP:Iteration 2F (5330.978899 sec): 3 clusters Score: Raw -393536.657850 + Penalty 1591.675834 = -391944.982016 nChanged 295 SP:Iteration 3F (5330.994702 sec): 3 clusters Score: Raw -393704.491198 + Penalty 1591.675834 = -392112.815364 nChanged 222 SP:Iteration 4F (5331.010510 sec): 3 clusters Score: Raw -393838.463788 + Penalty 1591.675834 = -392246.787954 nChanged 206 SP:Iteration 5Q (5331.026333 sec): 3 clusters Score: Raw -393961.090693 + Penalty 1591.675834 = -392369.414859 nChanged 208 SP:Iteration 6Q (5331.042122 sec): 3 clusters Score: Raw -394086.128731 + Penalty 1591.675834 = -392494.452898 nChanged 175 SP:Iteration 7Q (5331.057891 sec): 3 clusters Score: Raw -394188.672456 + Penalty 1591.675834 = -392596.996622 nChanged 161 SP:Iteration 8Q (5331.073685 sec): 3 clusters Score: Raw -394281.776265 + Penalty 1591.675834 = -392690.100431 nChanged 142 SP:Iteration 9Q (5331.089246 sec): 3 clusters Score: Raw -394346.479699 + Penalty 1591.675834 = -392754.803865 nChanged 96 SP:Iteration 10Q (5331.104792 sec): 3 clusters Score: Raw -394390.831433 + Penalty 1591.675834 = -392799.155599 nChanged 90 SP:Iteration 11Q (5331.120460 sec): 3 clusters Score: Raw -394434.966533 + Penalty 1591.675834 = -392843.290699 nChanged 65 SP:Iteration 12Q (5331.136074 sec): 3 clusters Score: Raw -394451.907317 + Penalty 1591.675834 = -392860.231484 nChanged 33 SP:Iteration 13Q (5331.151530 sec): 3 clusters Score: Raw -394459.474996 + Penalty 1591.675834 = -392867.799162 nChanged 27 SP:Iteration 14Q (5331.167141 sec): 3 clusters Score: Raw -394467.911995 + Penalty 1591.675834 = -392876.236161 nChanged 29 SP:Iteration 15Q (5331.182767 sec): 3 clusters Score: Raw -394476.875758 + Penalty 1591.675834 = -392885.199924 nChanged 29 SP:Iteration 16Q (5331.198400 sec): 3 clusters Score: Raw -394483.866479 + Penalty 1591.675834 = -392892.190645 nChanged 21 SP:Iteration 17Q (5331.213958 sec): 3 clusters Score: Raw -394489.284524 + Penalty 1591.675834 = -392897.608690 nChanged 27 SP:Iteration 18Q (5331.229526 sec): 3 clusters Score: Raw -394496.046890 + Penalty 1591.675834 = -392904.371056 nChanged 17 SP:Iteration 19Q (5331.245144 sec): 3 clusters Score: Raw -394500.685279 + Penalty 1591.675834 = -392909.009445 nChanged 18 SP:Iteration 20F (5331.260769 sec): 3 clusters Score: Raw -394505.696299 + Penalty 1591.675834 = -392914.020465 nChanged 15 SP:Iteration 21Q (5331.276360 sec): 3 clusters Score: Raw -394509.042108 + Penalty 1591.675834 = -392917.366274 nChanged 15 SP:Iteration 22Q (5331.291905 sec): 3 clusters Score: Raw -394512.977134 + Penalty 1591.675834 = -392921.301300 nChanged 19 SP:Iteration 23Q (5331.307494 sec): 3 clusters Score: Raw -394518.642699 + Penalty 1591.675834 = -392926.966865 nChanged 19 SP:Iteration 24Q (5331.323031 sec): 3 clusters Score: Raw -394522.788796 + Penalty 1591.675834 = -392931.112962 nChanged 13 SP:Iteration 25Q (5331.338599 sec): 3 clusters Score: Raw -394525.644835 + Penalty 1591.675834 = -392933.969001 nChanged 13 SP:Iteration 26Q (5331.353998 sec): 3 clusters Score: Raw -394528.726646 + Penalty 1591.675834 = -392937.050812 nChanged 12 SP:Iteration 27Q (5331.369542 sec): 3 clusters Score: Raw -394533.052790 + Penalty 1591.675834 = -392941.376956 nChanged 18 SP:Iteration 28Q (5331.385073 sec): 3 clusters Score: Raw -394537.610492 + Penalty 1591.675834 = -392945.934659 nChanged 19 SP:Iteration 29Q (5331.400636 sec): 3 clusters Score: Raw -394543.897240 + Penalty 1591.675834 = -392952.221406 nChanged 24 SP:Iteration 30Q (5331.416034 sec): 3 clusters Score: Raw -394551.477738 + Penalty 1591.675834 = -392959.801904 nChanged 27 SP:Iteration 31Q (5331.431600 sec): 3 clusters Score: Raw -394560.566217 + Penalty 1591.675834 = -392968.890383 nChanged 28 SP:Iteration 32Q (5331.447129 sec): 3 clusters Score: Raw -394568.944353 + Penalty 1591.675834 = -392977.268519 nChanged 26 SP:Iteration 33Q (5331.462666 sec): 3 clusters Score: Raw -394577.095860 + Penalty 1591.675834 = -392985.420026 nChanged 34 SP:Iteration 34Q (5331.477986 sec): 3 clusters Score: Raw -394586.189816 + Penalty 1591.675834 = -392994.513982 nChanged 22 SP:Iteration 35Q (5331.493508 sec): 3 clusters Score: Raw -394591.517056 + Penalty 1591.675834 = -392999.841222 nChanged 22 SP:Iteration 36Q (5331.508821 sec): 3 clusters Score: Raw -394600.015737 + Penalty 1591.675834 = -393008.339904 nChanged 29 SP:Iteration 37Q (5331.524138 sec): 3 clusters Score: Raw -394610.191674 + Penalty 1591.675834 = -393018.515840 nChanged 27 SP:Iteration 38Q (5331.539602 sec): 3 clusters Score: Raw -394619.115633 + Penalty 1591.675834 = -393027.439799 nChanged 29 SP:Iteration 39Q (5331.555095 sec): 3 clusters Score: Raw -394626.685978 + Penalty 1591.675834 = -393035.010144 nChanged 22 SP:Iteration 40F (5331.570858 sec): 3 clusters Score: Raw -394634.245853 + Penalty 1591.675834 = -393042.570019 nChanged 23 SP:Iteration 41Q (5331.586307 sec): 3 clusters Score: Raw -394641.098787 + Penalty 1591.675834 = -393049.422953 nChanged 21 SP:Iteration 42Q (5331.601722 sec): 3 clusters Score: Raw -394646.891149 + Penalty 1591.675834 = -393055.215315 nChanged 19 SP:Iteration 43Q (5331.650897 sec): 3 clusters Score: Raw -394651.679821 + Penalty 1591.675834 = -393060.003987 nChanged 19 SP:Iteration 44Q (5331.703505 sec): 3 clusters Score: Raw -394656.781086 + Penalty 1591.675834 = -393065.105252 nChanged 17 SP:Iteration 45Q (5331.755036 sec): 3 clusters Score: Raw -394661.069468 + Penalty 1591.675834 = -393069.393634 nChanged 14 SP:Iteration 46Q (5331.774522 sec): 3 clusters Score: Raw -394665.467729 + Penalty 1591.675834 = -393073.791896 nChanged 18 SP:Iteration 47Q (5331.789943 sec): 3 clusters Score: Raw -394670.169752 + Penalty 1591.675834 = -393078.493918 nChanged 14 SP:Iteration 48Q (5331.805334 sec): 3 clusters Score: Raw -394673.594198 + Penalty 1591.675834 = -393081.918364 nChanged 11 SP:Iteration 49Q (5331.820708 sec): 3 clusters Score: Raw -394676.314234 + Penalty 1591.675834 = -393084.638400 nChanged 11 SP:Iteration 50Q (5331.835986 sec): 3 clusters Score: Raw -394678.373628 + Penalty 1591.675834 = -393086.697794 nChanged 9 SP:Iteration 51Q (5331.851190 sec): 3 clusters Score: Raw -394680.399534 + Penalty 1591.675834 = -393088.723700 nChanged 10 SP:Iteration 52Q (5331.866401 sec): 3 clusters Score: Raw -394682.798508 + Penalty 1591.675834 = -393091.122675 nChanged 10 SP:Iteration 53Q (5331.881762 sec): 3 clusters Score: Raw -394685.928540 + Penalty 1591.675834 = -393094.252706 nChanged 12 SP:Iteration 54Q (5331.896992 sec): 3 clusters Score: Raw -394689.691661 + Penalty 1591.675834 = -393098.015827 nChanged 17 SP:Iteration 55Q (5331.912416 sec): 3 clusters Score: Raw -394693.357819 + Penalty 1591.675834 = -393101.681985 nChanged 16 SP:Iteration 56Q (5331.927791 sec): 3 clusters Score: Raw -394696.564060 + Penalty 1591.675834 = -393104.888226 nChanged 12 SP:Iteration 57Q (5331.943021 sec): 3 clusters Score: Raw -394699.035230 + Penalty 1591.675834 = -393107.359396 nChanged 12 SP:Iteration 58Q (5331.958368 sec): 3 clusters Score: Raw -394700.615966 + Penalty 1591.675834 = -393108.940132 nChanged 7 SP:Iteration 59Q (5331.973751 sec): 3 clusters Score: Raw -394701.638630 + Penalty 1591.675834 = -393109.962796 nChanged 11 SP:Iteration 60F (5331.989530 sec): 3 clusters Score: Raw -394704.262585 + Penalty 1591.675834 = -393112.586751 nChanged 13 SP:Iteration 61Q (5332.004900 sec): 3 clusters Score: Raw -394706.626335 + Penalty 1591.675834 = -393114.950501 nChanged 13 SP:Iteration 62Q (5332.020275 sec): 3 clusters Score: Raw -394710.250833 + Penalty 1591.675834 = -393118.574999 nChanged 12 SP:Iteration 63Q (5332.035638 sec): 3 clusters Score: Raw -394713.514867 + Penalty 1591.675834 = -393121.839033 nChanged 11 SP:Iteration 64Q (5332.050987 sec): 3 clusters Score: Raw -394717.150063 + Penalty 1591.675834 = -393125.474229 nChanged 6 SP:Iteration 65Q (5332.066350 sec): 3 clusters Score: Raw -394718.961506 + Penalty 1591.675834 = -393127.285672 nChanged 5 SP:Iteration 66Q (5332.081543 sec): 3 clusters Score: Raw -394721.053292 + Penalty 1591.675834 = -393129.377458 nChanged 6 SP:Iteration 67Q (5332.096729 sec): 3 clusters Score: Raw -394722.299419 + Penalty 1591.675834 = -393130.623585 nChanged 6 SP:Iteration 68Q (5332.112041 sec): 3 clusters Score: Raw -394724.097996 + Penalty 1591.675834 = -393132.422162 nChanged 4 SP:Iteration 69Q (5332.127398 sec): 3 clusters Score: Raw -394725.171280 + Penalty 1591.675834 = -393133.495446 nChanged 4 SP:Iteration 70Q (5332.142536 sec): 3 clusters Score: Raw -394726.339938 + Penalty 1591.675834 = -393134.664104 nChanged 8 SP:Iteration 71Q (5332.157851 sec): 3 clusters Score: Raw -394728.395254 + Penalty 1591.675834 = -393136.719420 nChanged 4 SP:Iteration 72Q (5332.173157 sec): 3 clusters Score: Raw -394729.178099 + Penalty 1591.675834 = -393137.502265 nChanged 3 SP:Iteration 73Q (5332.188485 sec): 3 clusters Score: Raw -394729.893329 + Penalty 1591.675834 = -393138.217495 nChanged 7 SP:Iteration 74Q (5332.203670 sec): 3 clusters Score: Raw -394731.621834 + Penalty 1591.675834 = -393139.946000 nChanged 10 SP:Iteration 75Q (5332.218981 sec): 3 clusters Score: Raw -394735.080912 + Penalty 1591.675834 = -393143.405079 nChanged 14 SP:Iteration 76Q (5332.234211 sec): 3 clusters Score: Raw -394738.772992 + Penalty 1591.675834 = -393147.097158 nChanged 12 SP:Iteration 77Q (5332.249491 sec): 3 clusters Score: Raw -394741.731020 + Penalty 1591.675834 = -393150.055186 nChanged 11 SP:Iteration 78Q (5332.264791 sec): 3 clusters Score: Raw -394745.358706 + Penalty 1591.675834 = -393153.682872 nChanged 11 SP:Iteration 79Q (5332.280069 sec): 3 clusters Score: Raw -394748.748973 + Penalty 1591.675834 = -393157.073139 nChanged 10 SP:Iteration 80F (5332.295930 sec): 3 clusters Score: Raw -394751.771780 + Penalty 1591.675834 = -393160.095946 nChanged 9 SP:Iteration 81Q (5332.311197 sec): 3 clusters Score: Raw -394753.434516 + Penalty 1591.675834 = -393161.758682 nChanged 7 SP:Iteration 82Q (5332.326505 sec): 3 clusters Score: Raw -394754.248215 + Penalty 1591.675834 = -393162.572381 nChanged 4 SP:Iteration 83Q (5332.341787 sec): 3 clusters Score: Raw -394754.839107 + Penalty 1591.675834 = -393163.163273 nChanged 2 SP:Iteration 84Q (5332.356927 sec): 3 clusters Score: Raw -394755.126029 + Penalty 1591.675834 = -393163.450195 nChanged 2 SP:Iteration 85Q (5332.372202 sec): 3 clusters Score: Raw -394755.435935 + Penalty 1591.675834 = -393163.760101 nChanged 4 SP:Iteration 86Q (5332.387477 sec): 3 clusters Score: Raw -394756.782473 + Penalty 1591.675834 = -393165.106639 nChanged 7 SP:Iteration 87Q (5332.402592 sec): 3 clusters Score: Raw -394759.116077 + Penalty 1591.675834 = -393167.440243 nChanged 7 SP:Iteration 88Q (5332.417714 sec): 3 clusters Score: Raw -394760.434532 + Penalty 1591.675834 = -393168.758698 nChanged 4 SP:Iteration 89Q (5332.433002 sec): 3 clusters Score: Raw -394760.992110 + Penalty 1591.675834 = -393169.316276 nChanged 4 SP:Iteration 90Q (5332.448305 sec): 3 clusters Score: Raw -394761.452843 + Penalty 1591.675834 = -393169.777009 nChanged 2 SP:Iteration 91Q (5332.463395 sec): 3 clusters Score: Raw -394761.928037 + Penalty 1591.675834 = -393170.252204 nChanged 1 SP:Iteration 92Q (5332.478681 sec): 3 clusters Score: Raw -394762.072170 + Penalty 1591.675834 = -393170.396336 nChanged 1 SP:Iteration 93Q (5332.493934 sec): 3 clusters Score: Raw -394762.174974 + Penalty 1591.675834 = -393170.499140 nChanged 0 SP:Iteration 94F (5332.509708 sec): 3 clusters Score: Raw -394762.174974 + Penalty 1591.675834 = -393170.499140 nChanged 0 Trying to split cluster 12 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5332.518258 sec): 2 clusters Score: Raw -5440.219304 + Penalty 472.132263 = -4968.087040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5332.519498 sec): 3 clusters Score: Raw -5565.018661 + Penalty 944.264527 = -4620.754134 nChanged 26 SP:Iteration 1F (5332.520576 sec): 3 clusters Score: Raw -5655.976347 + Penalty 944.264527 = -4711.711820 nChanged 6 SP:Iteration 2Q (5332.521627 sec): 3 clusters Score: Raw -5696.193441 + Penalty 944.264527 = -4751.928914 nChanged 4 SP:Iteration 3Q (5332.522663 sec): 3 clusters Score: Raw -5712.810492 + Penalty 944.264527 = -4768.545965 nChanged 2 SP:Iteration 4Q (5332.523704 sec): 3 clusters Score: Raw -5722.047219 + Penalty 944.264527 = -4777.782692 nChanged 1 SP:Iteration 5Q (5332.524738 sec): 3 clusters Score: Raw -5724.640046 + Penalty 944.264527 = -4780.375519 nChanged 0 SP:Iteration 6F (5332.525795 sec): 3 clusters Score: Raw -5724.640046 + Penalty 944.264527 = -4780.375519 nChanged 0 Trying to split cluster 13 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5332.537647 sec): 2 clusters Score: Raw -94649.561783 + Penalty 670.336652 = -93979.225131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5332.543022 sec): 3 clusters Score: Raw -94220.045141 + Penalty 1340.673304 = -92879.371838 nChanged 402 SP:Iteration 1F (5332.547835 sec): 3 clusters Score: Raw -94586.262251 + Penalty 1340.673304 = -93245.588947 nChanged 119 SP:Iteration 2F (5332.552590 sec): 3 clusters Score: Raw -94731.730359 + Penalty 1340.673304 = -93391.057055 nChanged 97 SP:Iteration 3F (5332.557376 sec): 3 clusters Score: Raw -94842.480459 + Penalty 1340.673304 = -93501.807155 nChanged 66 SP:Iteration 4F (5332.562188 sec): 3 clusters Score: Raw -94926.013999 + Penalty 1340.673304 = -93585.340695 nChanged 49 SP:Iteration 5Q (5332.566976 sec): 3 clusters Score: Raw -94988.284192 + Penalty 1340.673304 = -93647.610888 nChanged 33 SP:Iteration 6Q (5332.571733 sec): 3 clusters Score: Raw -95020.113194 + Penalty 1340.673304 = -93679.439890 nChanged 22 SP:Iteration 7Q (5332.576555 sec): 3 clusters Score: Raw -95041.913846 + Penalty 1340.673304 = -93701.240542 nChanged 13 SP:Iteration 8Q (5332.581313 sec): 3 clusters Score: Raw -95050.014591 + Penalty 1340.673304 = -93709.341287 nChanged 6 SP:Iteration 9Q (5332.586087 sec): 3 clusters Score: Raw -95054.407011 + Penalty 1340.673304 = -93713.733707 nChanged 3 SP:Iteration 10Q (5332.590866 sec): 3 clusters Score: Raw -95056.275182 + Penalty 1340.673304 = -93715.601878 nChanged 3 SP:Iteration 11Q (5332.595665 sec): 3 clusters Score: Raw -95057.694106 + Penalty 1340.673304 = -93717.020802 nChanged 3 SP:Iteration 12Q (5332.600453 sec): 3 clusters Score: Raw -95060.311585 + Penalty 1340.673304 = -93719.638281 nChanged 5 SP:Iteration 13Q (5332.605302 sec): 3 clusters Score: Raw -95063.372671 + Penalty 1340.673304 = -93722.699367 nChanged 2 SP:Iteration 14Q (5332.610056 sec): 3 clusters Score: Raw -95065.905005 + Penalty 1340.673304 = -93725.231701 nChanged 7 SP:Iteration 15Q (5332.614804 sec): 3 clusters Score: Raw -95070.344412 + Penalty 1340.673304 = -93729.671108 nChanged 2 SP:Iteration 16Q (5332.619598 sec): 3 clusters Score: Raw -95070.992613 + Penalty 1340.673304 = -93730.319309 nChanged 1 SP:Iteration 17Q (5332.624334 sec): 3 clusters Score: Raw -95074.748649 + Penalty 1340.673304 = -93734.075345 nChanged 3 SP:Iteration 18Q (5332.629127 sec): 3 clusters Score: Raw -95076.804997 + Penalty 1340.673304 = -93736.131693 nChanged 1 SP:Iteration 19Q (5332.633914 sec): 3 clusters Score: Raw -95076.960874 + Penalty 1340.673304 = -93736.287570 nChanged 0 SP:Iteration 20F (5332.638770 sec): 3 clusters Score: Raw -95076.960874 + Penalty 1340.673304 = -93736.287570 nChanged 0 Trying to split cluster 14 (18771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5332.668469 sec): 2 clusters Score: Raw -1646627.667128 + Penalty 934.806498 = -1645692.860630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5332.705830 sec): 3 clusters Score: Raw -1634969.884312 + Penalty 1869.612997 = -1633100.271315 nChanged 8658 SP:Iteration 1F (5332.740927 sec): 3 clusters Score: Raw -1639829.832011 + Penalty 1869.612997 = -1637960.219014 nChanged 887 SP:Iteration 2Q (5332.777845 sec): 3 clusters Score: Raw -1640163.364876 + Penalty 1869.612997 = -1638293.751879 nChanged 958 SP:Iteration 3F (5332.813337 sec): 3 clusters Score: Raw -1640638.918208 + Penalty 1869.612997 = -1638769.305211 nChanged 1198 SP:Iteration 4F (5332.848607 sec): 3 clusters Score: Raw -1641377.057078 + Penalty 1869.612997 = -1639507.444081 nChanged 1431 SP:Iteration 5F (5332.883852 sec): 3 clusters Score: Raw -1642449.663230 + Penalty 1869.612997 = -1640580.050233 nChanged 1561 SP:Iteration 6F (5332.919351 sec): 3 clusters Score: Raw -1643788.721838 + Penalty 1869.612997 = -1641919.108841 nChanged 1357 SP:Iteration 7F (5332.954918 sec): 3 clusters Score: Raw -1645088.310097 + Penalty 1869.612997 = -1643218.697100 nChanged 919 SP:Iteration 8Q (5332.990890 sec): 3 clusters Score: Raw -1645976.107125 + Penalty 1869.612997 = -1644106.494128 nChanged 519 SP:Iteration 9Q (5333.025524 sec): 3 clusters Score: Raw -1646458.451172 + Penalty 1869.612997 = -1644588.838175 nChanged 258 SP:Iteration 10Q (5333.058194 sec): 3 clusters Score: Raw -1646682.485911 + Penalty 1869.612997 = -1644812.872914 nChanged 112 SP:Iteration 11Q (5333.089479 sec): 3 clusters Score: Raw -1646778.705037 + Penalty 1869.612997 = -1644909.092040 nChanged 62 SP:Iteration 12Q (5333.132729 sec): 3 clusters Score: Raw -1646839.165644 + Penalty 1869.612997 = -1644969.552647 nChanged 40 SP:Iteration 13Q (5333.163091 sec): 3 clusters Score: Raw -1646894.977422 + Penalty 1869.612997 = -1645025.364425 nChanged 38 SP:Iteration 14Q (5333.193114 sec): 3 clusters Score: Raw -1646962.434278 + Penalty 1869.612997 = -1645092.821281 nChanged 33 SP:Iteration 15Q (5333.222779 sec): 3 clusters Score: Raw -1647009.026020 + Penalty 1869.612997 = -1645139.413023 nChanged 31 SP:Iteration 16Q (5333.254443 sec): 3 clusters Score: Raw -1647038.991064 + Penalty 1869.612997 = -1645169.378067 nChanged 24 SP:Iteration 17Q (5333.283953 sec): 3 clusters Score: Raw -1647058.838422 + Penalty 1869.612997 = -1645189.225425 nChanged 13 SP:Iteration 18Q (5333.313713 sec): 3 clusters Score: Raw -1647066.980239 + Penalty 1869.612997 = -1645197.367242 nChanged 6 SP:Iteration 19Q (5333.343238 sec): 3 clusters Score: Raw -1647070.854068 + Penalty 1869.612997 = -1645201.241071 nChanged 7 SP:Iteration 20F (5333.378382 sec): 3 clusters Score: Raw -1647073.573577 + Penalty 1869.612997 = -1645203.960580 nChanged 4 SP:Iteration 21Q (5333.408498 sec): 3 clusters Score: Raw -1647075.983154 + Penalty 1869.612997 = -1645206.370157 nChanged 3 SP:Iteration 22Q (5333.438226 sec): 3 clusters Score: Raw -1647077.948427 + Penalty 1869.612997 = -1645208.335430 nChanged 3 SP:Iteration 23Q (5333.467855 sec): 3 clusters Score: Raw -1647079.760006 + Penalty 1869.612997 = -1645210.147009 nChanged 2 SP:Iteration 24Q (5333.497472 sec): 3 clusters Score: Raw -1647080.663021 + Penalty 1869.612997 = -1645211.050024 nChanged 0 SP:Iteration 25F (5333.532481 sec): 3 clusters Score: Raw -1647080.663021 + Penalty 1869.612997 = -1645211.050024 nChanged 0 Trying to split cluster 15 (3836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5333.548303 sec): 2 clusters Score: Raw -344302.698372 + Penalty 783.957616 = -343518.740756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5333.563704 sec): 3 clusters Score: Raw -342245.808834 + Penalty 1567.915233 = -340677.893601 nChanged 1577 SP:Iteration 1F (5333.577954 sec): 3 clusters Score: Raw -343102.899362 + Penalty 1567.915233 = -341534.984129 nChanged 260 SP:Iteration 2F (5333.592104 sec): 3 clusters Score: Raw -343236.418575 + Penalty 1567.915233 = -341668.503342 nChanged 186 SP:Iteration 3Q (5333.606406 sec): 3 clusters Score: Raw -343330.075696 + Penalty 1567.915233 = -341762.160463 nChanged 136 SP:Iteration 4Q (5333.620731 sec): 3 clusters Score: Raw -343378.721403 + Penalty 1567.915233 = -341810.806170 nChanged 109 SP:Iteration 5Q (5333.634931 sec): 3 clusters Score: Raw -343416.043882 + Penalty 1567.915233 = -341848.128649 nChanged 88 SP:Iteration 6Q (5333.649239 sec): 3 clusters Score: Raw -343447.650705 + Penalty 1567.915233 = -341879.735472 nChanged 86 SP:Iteration 7Q (5333.663358 sec): 3 clusters Score: Raw -343475.324251 + Penalty 1567.915233 = -341907.409018 nChanged 90 SP:Iteration 8Q (5333.677665 sec): 3 clusters Score: Raw -343509.604837 + Penalty 1567.915233 = -341941.689604 nChanged 92 SP:Iteration 9Q (5333.691927 sec): 3 clusters Score: Raw -343551.759819 + Penalty 1567.915233 = -341983.844586 nChanged 85 SP:Iteration 10Q (5333.706178 sec): 3 clusters Score: Raw -343587.083099 + Penalty 1567.915233 = -342019.167866 nChanged 82 SP:Iteration 11Q (5333.720304 sec): 3 clusters Score: Raw -343617.500583 + Penalty 1567.915233 = -342049.585351 nChanged 91 SP:Iteration 12Q (5333.734521 sec): 3 clusters Score: Raw -343661.816198 + Penalty 1567.915233 = -342093.900966 nChanged 108 SP:Iteration 13Q (5333.748748 sec): 3 clusters Score: Raw -343716.205573 + Penalty 1567.915233 = -342148.290340 nChanged 98 SP:Iteration 14Q (5333.762842 sec): 3 clusters Score: Raw -343762.330768 + Penalty 1567.915233 = -342194.415535 nChanged 99 SP:Iteration 15Q (5333.777092 sec): 3 clusters Score: Raw -343805.291012 + Penalty 1567.915233 = -342237.375779 nChanged 87 SP:Iteration 16Q (5333.791225 sec): 3 clusters Score: Raw -343850.967008 + Penalty 1567.915233 = -342283.051776 nChanged 95 SP:Iteration 17Q (5333.805382 sec): 3 clusters Score: Raw -343899.664122 + Penalty 1567.915233 = -342331.748889 nChanged 109 SP:Iteration 18Q (5333.819464 sec): 3 clusters Score: Raw -343954.571176 + Penalty 1567.915233 = -342386.655943 nChanged 88 SP:Iteration 19Q (5333.833548 sec): 3 clusters Score: Raw -344002.798808 + Penalty 1567.915233 = -342434.883575 nChanged 81 SP:Iteration 20F (5333.847833 sec): 3 clusters Score: Raw -344046.740143 + Penalty 1567.915233 = -342478.824910 nChanged 84 SP:Iteration 21Q (5333.861801 sec): 3 clusters Score: Raw -344095.869601 + Penalty 1567.915233 = -342527.954368 nChanged 75 SP:Iteration 22Q (5333.875775 sec): 3 clusters Score: Raw -344144.301850 + Penalty 1567.915233 = -342576.386618 nChanged 61 SP:Iteration 23Q (5333.889640 sec): 3 clusters Score: Raw -344177.436479 + Penalty 1567.915233 = -342609.521246 nChanged 62 SP:Iteration 24Q (5333.903352 sec): 3 clusters Score: Raw -344214.108065 + Penalty 1567.915233 = -342646.192832 nChanged 59 SP:Iteration 25Q (5333.917174 sec): 3 clusters Score: Raw -344247.352135 + Penalty 1567.915233 = -342679.436903 nChanged 46 SP:Iteration 26Q (5333.930947 sec): 3 clusters Score: Raw -344273.016806 + Penalty 1567.915233 = -342705.101573 nChanged 41 SP:Iteration 27Q (5333.944679 sec): 3 clusters Score: Raw -344294.125956 + Penalty 1567.915233 = -342726.210723 nChanged 35 SP:Iteration 28Q (5333.958374 sec): 3 clusters Score: Raw -344316.031964 + Penalty 1567.915233 = -342748.116731 nChanged 34 SP:Iteration 29Q (5333.971961 sec): 3 clusters Score: Raw -344331.963308 + Penalty 1567.915233 = -342764.048075 nChanged 28 SP:Iteration 30Q (5333.985643 sec): 3 clusters Score: Raw -344343.949726 + Penalty 1567.915233 = -342776.034493 nChanged 21 SP:Iteration 31Q (5333.999170 sec): 3 clusters Score: Raw -344353.137565 + Penalty 1567.915233 = -342785.222332 nChanged 16 SP:Iteration 32Q (5334.012798 sec): 3 clusters Score: Raw -344360.150954 + Penalty 1567.915233 = -342792.235721 nChanged 17 SP:Iteration 33Q (5334.026285 sec): 3 clusters Score: Raw -344365.344324 + Penalty 1567.915233 = -342797.429091 nChanged 17 SP:Iteration 34Q (5334.039781 sec): 3 clusters Score: Raw -344372.358557 + Penalty 1567.915233 = -342804.443324 nChanged 15 SP:Iteration 35Q (5334.053375 sec): 3 clusters Score: Raw -344382.817568 + Penalty 1567.915233 = -342814.902335 nChanged 18 SP:Iteration 36Q (5334.066895 sec): 3 clusters Score: Raw -344394.464125 + Penalty 1567.915233 = -342826.548892 nChanged 14 SP:Iteration 37Q (5334.080457 sec): 3 clusters Score: Raw -344401.985150 + Penalty 1567.915233 = -342834.069917 nChanged 13 SP:Iteration 38Q (5334.093888 sec): 3 clusters Score: Raw -344409.045972 + Penalty 1567.915233 = -342841.130739 nChanged 12 SP:Iteration 39Q (5334.107471 sec): 3 clusters Score: Raw -344414.023501 + Penalty 1567.915233 = -342846.108268 nChanged 10 SP:Iteration 40F (5334.121763 sec): 3 clusters Score: Raw -344421.782315 + Penalty 1567.915233 = -342853.867082 nChanged 9 SP:Iteration 41Q (5334.135257 sec): 3 clusters Score: Raw -344427.194980 + Penalty 1567.915233 = -342859.279747 nChanged 13 SP:Iteration 42Q (5334.148771 sec): 3 clusters Score: Raw -344433.033429 + Penalty 1567.915233 = -342865.118196 nChanged 7 SP:Iteration 43Q (5334.162292 sec): 3 clusters Score: Raw -344436.599395 + Penalty 1567.915233 = -342868.684162 nChanged 8 SP:Iteration 44Q (5334.175637 sec): 3 clusters Score: Raw -344439.704595 + Penalty 1567.915233 = -342871.789362 nChanged 3 SP:Iteration 45Q (5334.189256 sec): 3 clusters Score: Raw -344441.011909 + Penalty 1567.915233 = -342873.096676 nChanged 5 SP:Iteration 46Q (5334.202772 sec): 3 clusters Score: Raw -344442.241680 + Penalty 1567.915233 = -342874.326447 nChanged 4 SP:Iteration 47Q (5334.216252 sec): 3 clusters Score: Raw -344443.212342 + Penalty 1567.915233 = -342875.297109 nChanged 2 SP:Iteration 48Q (5334.229727 sec): 3 clusters Score: Raw -344443.476613 + Penalty 1567.915233 = -342875.561380 nChanged 0 SP:Iteration 49F (5334.243806 sec): 3 clusters Score: Raw -344443.476613 + Penalty 1567.915233 = -342875.561380 nChanged 0 Trying to split cluster 16 (2372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5334.259079 sec): 2 clusters Score: Raw -189353.638490 + Penalty 738.291432 = -188615.347057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5334.268720 sec): 3 clusters Score: Raw -188173.788302 + Penalty 1476.582864 = -186697.205438 nChanged 938 SP:Iteration 1F (5334.277637 sec): 3 clusters Score: Raw -188726.267910 + Penalty 1476.582864 = -187249.685045 nChanged 143 SP:Iteration 2F (5334.286644 sec): 3 clusters Score: Raw -188808.473415 + Penalty 1476.582864 = -187331.890550 nChanged 110 SP:Iteration 3Q (5334.295651 sec): 3 clusters Score: Raw -188869.342351 + Penalty 1476.582864 = -187392.759487 nChanged 98 SP:Iteration 4Q (5334.304569 sec): 3 clusters Score: Raw -188925.449227 + Penalty 1476.582864 = -187448.866363 nChanged 84 SP:Iteration 5Q (5334.313664 sec): 3 clusters Score: Raw -188986.180947 + Penalty 1476.582864 = -187509.598083 nChanged 82 SP:Iteration 6Q (5334.322714 sec): 3 clusters Score: Raw -189043.012288 + Penalty 1476.582864 = -187566.429424 nChanged 78 SP:Iteration 7Q (5334.331762 sec): 3 clusters Score: Raw -189083.625606 + Penalty 1476.582864 = -187607.042742 nChanged 68 SP:Iteration 8Q (5334.340727 sec): 3 clusters Score: Raw -189116.559983 + Penalty 1476.582864 = -187639.977119 nChanged 60 SP:Iteration 9Q (5334.349739 sec): 3 clusters Score: Raw -189141.116570 + Penalty 1476.582864 = -187664.533706 nChanged 49 SP:Iteration 10Q (5334.358713 sec): 3 clusters Score: Raw -189163.124605 + Penalty 1476.582864 = -187686.541740 nChanged 41 SP:Iteration 11Q (5334.367679 sec): 3 clusters Score: Raw -189179.999501 + Penalty 1476.582864 = -187703.416637 nChanged 35 SP:Iteration 12Q (5334.376532 sec): 3 clusters Score: Raw -189194.497399 + Penalty 1476.582864 = -187717.914534 nChanged 24 SP:Iteration 13Q (5334.385518 sec): 3 clusters Score: Raw -189202.798900 + Penalty 1476.582864 = -187726.216036 nChanged 23 SP:Iteration 14Q (5334.394460 sec): 3 clusters Score: Raw -189208.694235 + Penalty 1476.582864 = -187732.111371 nChanged 19 SP:Iteration 15Q (5334.403489 sec): 3 clusters Score: Raw -189215.348260 + Penalty 1476.582864 = -187738.765396 nChanged 23 SP:Iteration 16Q (5334.412455 sec): 3 clusters Score: Raw -189228.041677 + Penalty 1476.582864 = -187751.458812 nChanged 24 SP:Iteration 17Q (5334.421446 sec): 3 clusters Score: Raw -189240.605192 + Penalty 1476.582864 = -187764.022327 nChanged 28 SP:Iteration 18Q (5334.430407 sec): 3 clusters Score: Raw -189253.954115 + Penalty 1476.582864 = -187777.371251 nChanged 25 SP:Iteration 19Q (5334.439411 sec): 3 clusters Score: Raw -189265.252996 + Penalty 1476.582864 = -187788.670131 nChanged 24 SP:Iteration 20F (5334.448386 sec): 3 clusters Score: Raw -189273.444059 + Penalty 1476.582864 = -187796.861195 nChanged 21 SP:Iteration 21Q (5334.457198 sec): 3 clusters Score: Raw -189280.245850 + Penalty 1476.582864 = -187803.662986 nChanged 18 SP:Iteration 22Q (5334.466126 sec): 3 clusters Score: Raw -189284.817001 + Penalty 1476.582864 = -187808.234136 nChanged 17 SP:Iteration 23Q (5334.475103 sec): 3 clusters Score: Raw -189290.209559 + Penalty 1476.582864 = -187813.626695 nChanged 13 SP:Iteration 24Q (5334.483980 sec): 3 clusters Score: Raw -189297.067220 + Penalty 1476.582864 = -187820.484355 nChanged 22 SP:Iteration 25Q (5334.492770 sec): 3 clusters Score: Raw -189307.354470 + Penalty 1476.582864 = -187830.771606 nChanged 27 SP:Iteration 26Q (5334.501676 sec): 3 clusters Score: Raw -189317.696434 + Penalty 1476.582864 = -187841.113570 nChanged 21 SP:Iteration 27Q (5334.510499 sec): 3 clusters Score: Raw -189327.025609 + Penalty 1476.582864 = -187850.442744 nChanged 16 SP:Iteration 28Q (5334.519265 sec): 3 clusters Score: Raw -189333.498101 + Penalty 1476.582864 = -187856.915236 nChanged 17 SP:Iteration 29Q (5334.528148 sec): 3 clusters Score: Raw -189338.304916 + Penalty 1476.582864 = -187861.722051 nChanged 16 SP:Iteration 30Q (5334.537024 sec): 3 clusters Score: Raw -189342.639922 + Penalty 1476.582864 = -187866.057057 nChanged 11 SP:Iteration 31Q (5334.545911 sec): 3 clusters Score: Raw -189346.893470 + Penalty 1476.582864 = -187870.310605 nChanged 12 SP:Iteration 32Q (5334.554849 sec): 3 clusters Score: Raw -189350.427667 + Penalty 1476.582864 = -187873.844803 nChanged 8 SP:Iteration 33Q (5334.563669 sec): 3 clusters Score: Raw -189352.918762 + Penalty 1476.582864 = -187876.335897 nChanged 8 SP:Iteration 34Q (5334.572592 sec): 3 clusters Score: Raw -189355.753178 + Penalty 1476.582864 = -187879.170313 nChanged 9 SP:Iteration 35Q (5334.581470 sec): 3 clusters Score: Raw -189358.183973 + Penalty 1476.582864 = -187881.601109 nChanged 7 SP:Iteration 36Q (5334.590332 sec): 3 clusters Score: Raw -189359.540600 + Penalty 1476.582864 = -187882.957736 nChanged 3 SP:Iteration 37Q (5334.599185 sec): 3 clusters Score: Raw -189359.965249 + Penalty 1476.582864 = -187883.382385 nChanged 2 SP:Iteration 38Q (5334.608068 sec): 3 clusters Score: Raw -189360.490132 + Penalty 1476.582864 = -187883.907268 nChanged 1 SP:Iteration 39Q (5334.616931 sec): 3 clusters Score: Raw -189360.656838 + Penalty 1476.582864 = -187884.073974 nChanged 0 SP:Iteration 40F (5334.625844 sec): 3 clusters Score: Raw -189360.656838 + Penalty 1476.582864 = -187884.073974 nChanged 0 Trying to split cluster 17 (33442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5334.669212 sec): 2 clusters Score: Raw -2887252.127330 + Penalty 989.668948 = -2886262.458382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5334.725364 sec): 3 clusters Score: Raw -2865872.220252 + Penalty 1979.337896 = -2863892.882356 nChanged 15852 SP:Iteration 1F (5334.777743 sec): 3 clusters Score: Raw -2875519.510368 + Penalty 1979.337896 = -2873540.172472 nChanged 2016 SP:Iteration 2F (5334.830038 sec): 3 clusters Score: Raw -2876469.607388 + Penalty 1979.337896 = -2874490.269492 nChanged 2156 SP:Iteration 3F (5334.882068 sec): 3 clusters Score: Raw -2877646.143028 + Penalty 1979.337896 = -2875666.805132 nChanged 2302 SP:Iteration 4F (5334.934164 sec): 3 clusters Score: Raw -2879146.957352 + Penalty 1979.337896 = -2877167.619456 nChanged 2330 SP:Iteration 5F (5334.986131 sec): 3 clusters Score: Raw -2880891.649586 + Penalty 1979.337896 = -2878912.311690 nChanged 2146 SP:Iteration 6F (5335.038683 sec): 3 clusters Score: Raw -2882723.059905 + Penalty 1979.337896 = -2880743.722009 nChanged 1809 SP:Iteration 7F (5335.090919 sec): 3 clusters Score: Raw -2884334.575510 + Penalty 1979.337896 = -2882355.237614 nChanged 1298 SP:Iteration 8Q (5335.144068 sec): 3 clusters Score: Raw -2885445.780333 + Penalty 1979.337896 = -2883466.442437 nChanged 878 SP:Iteration 9Q (5335.194628 sec): 3 clusters Score: Raw -2886152.218776 + Penalty 1979.337896 = -2884172.880880 nChanged 596 SP:Iteration 10Q (5335.243625 sec): 3 clusters Score: Raw -2886597.083301 + Penalty 1979.337896 = -2884617.745405 nChanged 392 SP:Iteration 11Q (5335.291056 sec): 3 clusters Score: Raw -2886858.980854 + Penalty 1979.337896 = -2884879.642958 nChanged 267 SP:Iteration 12Q (5335.337442 sec): 3 clusters Score: Raw -2887027.613598 + Penalty 1979.337896 = -2885048.275702 nChanged 175 SP:Iteration 13Q (5335.383541 sec): 3 clusters Score: Raw -2887135.218583 + Penalty 1979.337896 = -2885155.880687 nChanged 120 SP:Iteration 14Q (5335.429189 sec): 3 clusters Score: Raw -2887203.543529 + Penalty 1979.337896 = -2885224.205633 nChanged 101 SP:Iteration 15Q (5335.474817 sec): 3 clusters Score: Raw -2887254.034633 + Penalty 1979.337896 = -2885274.696737 nChanged 69 SP:Iteration 16Q (5335.520304 sec): 3 clusters Score: Raw -2887293.470044 + Penalty 1979.337896 = -2885314.132148 nChanged 51 SP:Iteration 17Q (5335.565419 sec): 3 clusters Score: Raw -2887319.643535 + Penalty 1979.337896 = -2885340.305639 nChanged 42 SP:Iteration 18Q (5335.610955 sec): 3 clusters Score: Raw -2887340.959857 + Penalty 1979.337896 = -2885361.621961 nChanged 25 SP:Iteration 19Q (5335.656482 sec): 3 clusters Score: Raw -2887353.397071 + Penalty 1979.337896 = -2885374.059175 nChanged 22 SP:Iteration 20F (5335.707886 sec): 3 clusters Score: Raw -2887368.657723 + Penalty 1979.337896 = -2885389.319827 nChanged 21 SP:Iteration 21Q (5335.753950 sec): 3 clusters Score: Raw -2887382.109171 + Penalty 1979.337896 = -2885402.771275 nChanged 16 SP:Iteration 22Q (5335.799242 sec): 3 clusters Score: Raw -2887390.676020 + Penalty 1979.337896 = -2885411.338124 nChanged 16 SP:Iteration 23Q (5335.844546 sec): 3 clusters Score: Raw -2887399.423030 + Penalty 1979.337896 = -2885420.085134 nChanged 15 SP:Iteration 24Q (5335.889972 sec): 3 clusters Score: Raw -2887405.652587 + Penalty 1979.337896 = -2885426.314691 nChanged 7 SP:Iteration 25Q (5335.935145 sec): 3 clusters Score: Raw -2887409.679083 + Penalty 1979.337896 = -2885430.341187 nChanged 6 SP:Iteration 26Q (5335.980412 sec): 3 clusters Score: Raw -2887414.219946 + Penalty 1979.337896 = -2885434.882050 nChanged 4 SP:Iteration 27Q (5336.025539 sec): 3 clusters Score: Raw -2887416.018504 + Penalty 1979.337896 = -2885436.680608 nChanged 5 SP:Iteration 28Q (5336.070847 sec): 3 clusters Score: Raw -2887416.987241 + Penalty 1979.337896 = -2885437.649345 nChanged 4 SP:Iteration 29Q (5336.116056 sec): 3 clusters Score: Raw -2887417.822594 + Penalty 1979.337896 = -2885438.484698 nChanged 4 SP:Iteration 30Q (5336.161358 sec): 3 clusters Score: Raw -2887419.002081 + Penalty 1979.337896 = -2885439.664185 nChanged 3 SP:Iteration 31Q (5336.206357 sec): 3 clusters Score: Raw -2887420.095198 + Penalty 1979.337896 = -2885440.757302 nChanged 4 SP:Iteration 32Q (5336.251673 sec): 3 clusters Score: Raw -2887420.817498 + Penalty 1979.337896 = -2885441.479602 nChanged 1 SP:Iteration 33Q (5336.297012 sec): 3 clusters Score: Raw -2887420.904858 + Penalty 1979.337896 = -2885441.566962 nChanged 0 SP:Iteration 34F (5336.348213 sec): 3 clusters Score: Raw -2887420.904858 + Penalty 1979.337896 = -2885441.566962 nChanged 0 Trying to split cluster 18 (2804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5336.360422 sec): 2 clusters Score: Raw -227514.101418 + Penalty 754.186214 = -226759.915205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5336.371824 sec): 3 clusters Score: Raw -226060.227698 + Penalty 1508.372427 = -224551.855271 nChanged 1135 SP:Iteration 1F (5336.382550 sec): 3 clusters Score: Raw -226766.839817 + Penalty 1508.372427 = -225258.467390 nChanged 258 SP:Iteration 2F (5336.393099 sec): 3 clusters Score: Raw -226957.864777 + Penalty 1508.372427 = -225449.492350 nChanged 195 SP:Iteration 3F (5336.403752 sec): 3 clusters Score: Raw -227073.442926 + Penalty 1508.372427 = -225565.070498 nChanged 136 SP:Iteration 4Q (5336.414334 sec): 3 clusters Score: Raw -227150.336087 + Penalty 1508.372427 = -225641.963660 nChanged 97 SP:Iteration 5Q (5336.424868 sec): 3 clusters Score: Raw -227200.251671 + Penalty 1508.372427 = -225691.879244 nChanged 79 SP:Iteration 6Q (5336.435654 sec): 3 clusters Score: Raw -227244.696736 + Penalty 1508.372427 = -225736.324309 nChanged 69 SP:Iteration 7Q (5336.446338 sec): 3 clusters Score: Raw -227285.499484 + Penalty 1508.372427 = -225777.127057 nChanged 81 SP:Iteration 8Q (5336.456917 sec): 3 clusters Score: Raw -227342.461349 + Penalty 1508.372427 = -225834.088922 nChanged 84 SP:Iteration 9Q (5336.467456 sec): 3 clusters Score: Raw -227401.592220 + Penalty 1508.372427 = -225893.219793 nChanged 72 SP:Iteration 10Q (5336.478073 sec): 3 clusters Score: Raw -227443.097093 + Penalty 1508.372427 = -225934.724666 nChanged 59 SP:Iteration 11Q (5336.488668 sec): 3 clusters Score: Raw -227477.572653 + Penalty 1508.372427 = -225969.200226 nChanged 47 SP:Iteration 12Q (5336.499261 sec): 3 clusters Score: Raw -227499.085016 + Penalty 1508.372427 = -225990.712589 nChanged 35 SP:Iteration 13Q (5336.509841 sec): 3 clusters Score: Raw -227517.447533 + Penalty 1508.372427 = -226009.075106 nChanged 40 SP:Iteration 14Q (5336.520384 sec): 3 clusters Score: Raw -227533.545962 + Penalty 1508.372427 = -226025.173535 nChanged 28 SP:Iteration 15Q (5336.530976 sec): 3 clusters Score: Raw -227549.068298 + Penalty 1508.372427 = -226040.695870 nChanged 35 SP:Iteration 16Q (5336.541588 sec): 3 clusters Score: Raw -227566.085237 + Penalty 1508.372427 = -226057.712810 nChanged 28 SP:Iteration 17Q (5336.552009 sec): 3 clusters Score: Raw -227575.108287 + Penalty 1508.372427 = -226066.735860 nChanged 22 SP:Iteration 18Q (5336.562491 sec): 3 clusters Score: Raw -227584.100265 + Penalty 1508.372427 = -226075.727838 nChanged 25 SP:Iteration 19Q (5336.573055 sec): 3 clusters Score: Raw -227595.746217 + Penalty 1508.372427 = -226087.373790 nChanged 26 SP:Iteration 20F (5336.583726 sec): 3 clusters Score: Raw -227608.778656 + Penalty 1508.372427 = -226100.406229 nChanged 23 SP:Iteration 21Q (5336.594222 sec): 3 clusters Score: Raw -227620.173938 + Penalty 1508.372427 = -226111.801511 nChanged 17 SP:Iteration 22Q (5336.604713 sec): 3 clusters Score: Raw -227629.613731 + Penalty 1508.372427 = -226121.241304 nChanged 25 SP:Iteration 23Q (5336.615126 sec): 3 clusters Score: Raw -227642.130429 + Penalty 1508.372427 = -226133.758002 nChanged 17 SP:Iteration 24Q (5336.625600 sec): 3 clusters Score: Raw -227649.504349 + Penalty 1508.372427 = -226141.131922 nChanged 19 SP:Iteration 25Q (5336.636071 sec): 3 clusters Score: Raw -227658.403882 + Penalty 1508.372427 = -226150.031454 nChanged 20 SP:Iteration 26Q (5336.646643 sec): 3 clusters Score: Raw -227666.183957 + Penalty 1508.372427 = -226157.811529 nChanged 16 SP:Iteration 27Q (5336.657075 sec): 3 clusters Score: Raw -227671.953438 + Penalty 1508.372427 = -226163.581011 nChanged 12 SP:Iteration 28Q (5336.667579 sec): 3 clusters Score: Raw -227677.162684 + Penalty 1508.372427 = -226168.790257 nChanged 12 SP:Iteration 29Q (5336.677899 sec): 3 clusters Score: Raw -227681.318204 + Penalty 1508.372427 = -226172.945777 nChanged 7 SP:Iteration 30Q (5336.688370 sec): 3 clusters Score: Raw -227684.102373 + Penalty 1508.372427 = -226175.729946 nChanged 9 SP:Iteration 31Q (5336.698763 sec): 3 clusters Score: Raw -227688.112901 + Penalty 1508.372427 = -226179.740474 nChanged 5 SP:Iteration 32Q (5336.709231 sec): 3 clusters Score: Raw -227690.064571 + Penalty 1508.372427 = -226181.692144 nChanged 8 SP:Iteration 33Q (5336.719623 sec): 3 clusters Score: Raw -227693.355985 + Penalty 1508.372427 = -226184.983558 nChanged 6 SP:Iteration 34Q (5336.730012 sec): 3 clusters Score: Raw -227694.847147 + Penalty 1508.372427 = -226186.474720 nChanged 4 SP:Iteration 35Q (5336.740405 sec): 3 clusters Score: Raw -227696.041177 + Penalty 1508.372427 = -226187.668750 nChanged 7 SP:Iteration 36Q (5336.750810 sec): 3 clusters Score: Raw -227698.634014 + Penalty 1508.372427 = -226190.261587 nChanged 7 SP:Iteration 37Q (5336.761269 sec): 3 clusters Score: Raw -227702.782802 + Penalty 1508.372427 = -226194.410375 nChanged 8 SP:Iteration 38Q (5336.771659 sec): 3 clusters Score: Raw -227707.386280 + Penalty 1508.372427 = -226199.013852 nChanged 11 SP:Iteration 39Q (5336.781999 sec): 3 clusters Score: Raw -227713.703676 + Penalty 1508.372427 = -226205.331249 nChanged 10 SP:Iteration 40F (5336.792517 sec): 3 clusters Score: Raw -227719.275888 + Penalty 1508.372427 = -226210.903461 nChanged 11 SP:Iteration 41Q (5336.802837 sec): 3 clusters Score: Raw -227724.119116 + Penalty 1508.372427 = -226215.746689 nChanged 8 SP:Iteration 42Q (5336.813243 sec): 3 clusters Score: Raw -227727.254935 + Penalty 1508.372427 = -226218.882508 nChanged 2 SP:Iteration 43Q (5336.823546 sec): 3 clusters Score: Raw -227728.161039 + Penalty 1508.372427 = -226219.788612 nChanged 4 SP:Iteration 44Q (5336.833885 sec): 3 clusters Score: Raw -227729.357918 + Penalty 1508.372427 = -226220.985491 nChanged 2 SP:Iteration 45Q (5336.844339 sec): 3 clusters Score: Raw -227729.547663 + Penalty 1508.372427 = -226221.175236 nChanged 0 SP:Iteration 46F (5336.854991 sec): 3 clusters Score: Raw -227729.547663 + Penalty 1508.372427 = -226221.175236 nChanged 0 Trying to split cluster 19 (5419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5336.872804 sec): 2 clusters Score: Raw -388790.761542 + Penalty 816.778325 = -387973.983217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5336.928414 sec): 3 clusters Score: Raw -385726.956059 + Penalty 1633.556649 = -384093.399409 nChanged 2366 SP:Iteration 1F (5336.946959 sec): 3 clusters Score: Raw -387265.951706 + Penalty 1633.556649 = -385632.395057 nChanged 487 SP:Iteration 2F (5336.966428 sec): 3 clusters Score: Raw -387597.319269 + Penalty 1633.556649 = -385963.762619 nChanged 395 SP:Iteration 3F (5336.985680 sec): 3 clusters Score: Raw -387904.004927 + Penalty 1633.556649 = -386270.448277 nChanged 393 SP:Iteration 4F (5337.004796 sec): 3 clusters Score: Raw -388192.469066 + Penalty 1633.556649 = -386558.912417 nChanged 311 SP:Iteration 5F (5337.024122 sec): 3 clusters Score: Raw -388393.840437 + Penalty 1633.556649 = -386760.283788 nChanged 247 SP:Iteration 6Q (5337.043466 sec): 3 clusters Score: Raw -388532.440751 + Penalty 1633.556649 = -386898.884102 nChanged 197 SP:Iteration 7Q (5337.062652 sec): 3 clusters Score: Raw -388636.931338 + Penalty 1633.556649 = -387003.374689 nChanged 153 SP:Iteration 8Q (5337.094676 sec): 3 clusters Score: Raw -388706.302999 + Penalty 1633.556649 = -387072.746350 nChanged 126 SP:Iteration 9Q (5337.113384 sec): 3 clusters Score: Raw -388776.417726 + Penalty 1633.556649 = -387142.861077 nChanged 130 SP:Iteration 10Q (5337.133103 sec): 3 clusters Score: Raw -388845.540083 + Penalty 1633.556649 = -387211.983434 nChanged 95 SP:Iteration 11Q (5337.152706 sec): 3 clusters Score: Raw -388898.316130 + Penalty 1633.556649 = -387264.759480 nChanged 86 SP:Iteration 12Q (5337.181799 sec): 3 clusters Score: Raw -388947.839293 + Penalty 1633.556649 = -387314.282644 nChanged 78 SP:Iteration 13Q (5337.201632 sec): 3 clusters Score: Raw -388991.718029 + Penalty 1633.556649 = -387358.161380 nChanged 62 SP:Iteration 14Q (5337.220946 sec): 3 clusters Score: Raw -389025.818157 + Penalty 1633.556649 = -387392.261507 nChanged 41 SP:Iteration 15Q (5337.239975 sec): 3 clusters Score: Raw -389045.265879 + Penalty 1633.556649 = -387411.709230 nChanged 36 SP:Iteration 16Q (5337.258717 sec): 3 clusters Score: Raw -389061.412154 + Penalty 1633.556649 = -387427.855504 nChanged 25 SP:Iteration 17Q (5337.277557 sec): 3 clusters Score: Raw -389076.021232 + Penalty 1633.556649 = -387442.464583 nChanged 28 SP:Iteration 18Q (5337.296354 sec): 3 clusters Score: Raw -389093.394896 + Penalty 1633.556649 = -387459.838247 nChanged 24 SP:Iteration 19Q (5337.315092 sec): 3 clusters Score: Raw -389110.487462 + Penalty 1633.556649 = -387476.930812 nChanged 17 SP:Iteration 20F (5337.334601 sec): 3 clusters Score: Raw -389119.013702 + Penalty 1633.556649 = -387485.457053 nChanged 14 SP:Iteration 21Q (5337.398860 sec): 3 clusters Score: Raw -389127.215968 + Penalty 1633.556649 = -387493.659318 nChanged 17 SP:Iteration 22Q (5337.435133 sec): 3 clusters Score: Raw -389137.325961 + Penalty 1633.556649 = -387503.769312 nChanged 10 SP:Iteration 23Q (5337.455441 sec): 3 clusters Score: Raw -389143.062210 + Penalty 1633.556649 = -387509.505561 nChanged 7 SP:Iteration 24Q (5337.474187 sec): 3 clusters Score: Raw -389148.083312 + Penalty 1633.556649 = -387514.526663 nChanged 7 SP:Iteration 25Q (5337.492780 sec): 3 clusters Score: Raw -389151.669262 + Penalty 1633.556649 = -387518.112613 nChanged 7 SP:Iteration 26Q (5337.511297 sec): 3 clusters Score: Raw -389155.825044 + Penalty 1633.556649 = -387522.268395 nChanged 5 SP:Iteration 27Q (5337.529997 sec): 3 clusters Score: Raw -389159.377210 + Penalty 1633.556649 = -387525.820560 nChanged 3 SP:Iteration 28Q (5337.548683 sec): 3 clusters Score: Raw -389160.938771 + Penalty 1633.556649 = -387527.382121 nChanged 2 SP:Iteration 29Q (5337.567152 sec): 3 clusters Score: Raw -389161.627563 + Penalty 1633.556649 = -387528.070914 nChanged 1 SP:Iteration 30Q (5337.585650 sec): 3 clusters Score: Raw -389161.694324 + Penalty 1633.556649 = -387528.137674 nChanged 0 SP:Iteration 31F (5337.604856 sec): 3 clusters Score: Raw -389161.694324 + Penalty 1633.556649 = -387528.137674 nChanged 0 Trying to split cluster 20 (1842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5337.619606 sec): 2 clusters Score: Raw -157886.903557 + Penalty 714.267686 = -157172.635872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5337.627334 sec): 3 clusters Score: Raw -157068.313545 + Penalty 1428.535371 = -155639.778174 nChanged 697 SP:Iteration 1F (5337.634341 sec): 3 clusters Score: Raw -157640.773653 + Penalty 1428.535371 = -156212.238282 nChanged 189 SP:Iteration 2F (5337.641345 sec): 3 clusters Score: Raw -157814.472094 + Penalty 1428.535371 = -156385.936723 nChanged 110 SP:Iteration 3F (5337.648332 sec): 3 clusters Score: Raw -157911.285958 + Penalty 1428.535371 = -156482.750587 nChanged 82 SP:Iteration 4Q (5337.655376 sec): 3 clusters Score: Raw -157975.813381 + Penalty 1428.535371 = -156547.278010 nChanged 44 SP:Iteration 5Q (5337.662357 sec): 3 clusters Score: Raw -158009.652209 + Penalty 1428.535371 = -156581.116838 nChanged 42 SP:Iteration 6Q (5337.669327 sec): 3 clusters Score: Raw -158033.715416 + Penalty 1428.535371 = -156605.180045 nChanged 35 SP:Iteration 7Q (5337.676281 sec): 3 clusters Score: Raw -158059.911736 + Penalty 1428.535371 = -156631.376365 nChanged 29 SP:Iteration 8Q (5337.683252 sec): 3 clusters Score: Raw -158082.856976 + Penalty 1428.535371 = -156654.321605 nChanged 24 SP:Iteration 9Q (5337.690214 sec): 3 clusters Score: Raw -158099.450298 + Penalty 1428.535371 = -156670.914927 nChanged 22 SP:Iteration 10Q (5337.697101 sec): 3 clusters Score: Raw -158111.784715 + Penalty 1428.535371 = -156683.249343 nChanged 14 SP:Iteration 11Q (5337.704037 sec): 3 clusters Score: Raw -158118.513320 + Penalty 1428.535371 = -156689.977948 nChanged 12 SP:Iteration 12Q (5337.710903 sec): 3 clusters Score: Raw -158122.358658 + Penalty 1428.535371 = -156693.823287 nChanged 7 SP:Iteration 13Q (5337.717778 sec): 3 clusters Score: Raw -158125.065528 + Penalty 1428.535371 = -156696.530157 nChanged 9 SP:Iteration 14Q (5337.724706 sec): 3 clusters Score: Raw -158127.402593 + Penalty 1428.535371 = -156698.867222 nChanged 5 SP:Iteration 15Q (5337.731549 sec): 3 clusters Score: Raw -158129.500899 + Penalty 1428.535371 = -156700.965528 nChanged 3 SP:Iteration 16Q (5337.738463 sec): 3 clusters Score: Raw -158130.419800 + Penalty 1428.535371 = -156701.884428 nChanged 2 SP:Iteration 17Q (5337.745333 sec): 3 clusters Score: Raw -158131.030567 + Penalty 1428.535371 = -156702.495195 nChanged 1 SP:Iteration 18Q (5337.752200 sec): 3 clusters Score: Raw -158131.102696 + Penalty 1428.535371 = -156702.567325 nChanged 0 SP:Iteration 19F (5337.759165 sec): 3 clusters Score: Raw -158131.102696 + Penalty 1428.535371 = -156702.567325 nChanged 0 Trying to split cluster 21 (23366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5337.794639 sec): 2 clusters Score: Raw -2071821.334222 + Penalty 955.608539 = -2070865.725683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5337.837059 sec): 3 clusters Score: Raw -2057153.282526 + Penalty 1911.217078 = -2055242.065448 nChanged 10958 SP:Iteration 1F (5337.874712 sec): 3 clusters Score: Raw -2063645.486217 + Penalty 1911.217078 = -2061734.269139 nChanged 1224 SP:Iteration 2F (5337.912423 sec): 3 clusters Score: Raw -2064230.751310 + Penalty 1911.217078 = -2062319.534231 nChanged 1221 SP:Iteration 3F (5337.950371 sec): 3 clusters Score: Raw -2064856.260950 + Penalty 1911.217078 = -2062945.043872 nChanged 1289 SP:Iteration 4F (5337.988257 sec): 3 clusters Score: Raw -2065506.417697 + Penalty 1911.217078 = -2063595.200619 nChanged 1208 SP:Iteration 5F (5338.026097 sec): 3 clusters Score: Raw -2066124.647887 + Penalty 1911.217078 = -2064213.430809 nChanged 1212 SP:Iteration 6F (5338.063968 sec): 3 clusters Score: Raw -2066734.904820 + Penalty 1911.217078 = -2064823.687741 nChanged 1138 SP:Iteration 7Q (5338.102439 sec): 3 clusters Score: Raw -2067362.026961 + Penalty 1911.217078 = -2065450.809883 nChanged 1093 SP:Iteration 8Q (5338.140563 sec): 3 clusters Score: Raw -2068001.585802 + Penalty 1911.217078 = -2066090.368724 nChanged 981 SP:Iteration 9Q (5338.178224 sec): 3 clusters Score: Raw -2068579.231284 + Penalty 1911.217078 = -2066668.014206 nChanged 902 SP:Iteration 10Q (5338.215779 sec): 3 clusters Score: Raw -2069098.047292 + Penalty 1911.217078 = -2067186.830214 nChanged 763 SP:Iteration 11Q (5338.252722 sec): 3 clusters Score: Raw -2069516.019678 + Penalty 1911.217078 = -2067604.802600 nChanged 647 SP:Iteration 12Q (5338.289513 sec): 3 clusters Score: Raw -2069850.323896 + Penalty 1911.217078 = -2067939.106818 nChanged 526 SP:Iteration 13Q (5338.326017 sec): 3 clusters Score: Raw -2070105.392504 + Penalty 1911.217078 = -2068194.175426 nChanged 438 SP:Iteration 14Q (5338.361916 sec): 3 clusters Score: Raw -2070298.337407 + Penalty 1911.217078 = -2068387.120328 nChanged 359 SP:Iteration 15Q (5338.397740 sec): 3 clusters Score: Raw -2070451.607052 + Penalty 1911.217078 = -2068540.389974 nChanged 351 SP:Iteration 16Q (5338.433396 sec): 3 clusters Score: Raw -2070605.917485 + Penalty 1911.217078 = -2068694.700407 nChanged 308 SP:Iteration 17Q (5338.492075 sec): 3 clusters Score: Raw -2070737.385900 + Penalty 1911.217078 = -2068826.168822 nChanged 279 SP:Iteration 18Q (5338.527126 sec): 3 clusters Score: Raw -2070859.903711 + Penalty 1911.217078 = -2068948.686632 nChanged 262 SP:Iteration 19Q (5338.562259 sec): 3 clusters Score: Raw -2070974.626915 + Penalty 1911.217078 = -2069063.409837 nChanged 239 SP:Iteration 20F (5338.600063 sec): 3 clusters Score: Raw -2071068.816058 + Penalty 1911.217078 = -2069157.598979 nChanged 222 SP:Iteration 21Q (5338.635339 sec): 3 clusters Score: Raw -2071146.621500 + Penalty 1911.217078 = -2069235.404422 nChanged 194 SP:Iteration 22Q (5338.670109 sec): 3 clusters Score: Raw -2071217.382249 + Penalty 1911.217078 = -2069306.165171 nChanged 183 SP:Iteration 23Q (5338.704728 sec): 3 clusters Score: Raw -2071285.840526 + Penalty 1911.217078 = -2069374.623448 nChanged 170 SP:Iteration 24Q (5338.739084 sec): 3 clusters Score: Raw -2071344.452753 + Penalty 1911.217078 = -2069433.235675 nChanged 158 SP:Iteration 25Q (5338.773406 sec): 3 clusters Score: Raw -2071393.868548 + Penalty 1911.217078 = -2069482.651470 nChanged 148 SP:Iteration 26Q (5338.807626 sec): 3 clusters Score: Raw -2071435.366457 + Penalty 1911.217078 = -2069524.149379 nChanged 105 SP:Iteration 27Q (5338.841762 sec): 3 clusters Score: Raw -2071461.489124 + Penalty 1911.217078 = -2069550.272046 nChanged 96 SP:Iteration 28Q (5338.875833 sec): 3 clusters Score: Raw -2071485.030054 + Penalty 1911.217078 = -2069573.812976 nChanged 111 SP:Iteration 29Q (5338.909820 sec): 3 clusters Score: Raw -2071514.947761 + Penalty 1911.217078 = -2069603.730683 nChanged 114 SP:Iteration 30Q (5338.943668 sec): 3 clusters Score: Raw -2071548.244690 + Penalty 1911.217078 = -2069637.027612 nChanged 139 SP:Iteration 31Q (5338.977695 sec): 3 clusters Score: Raw -2071587.800588 + Penalty 1911.217078 = -2069676.583510 nChanged 114 SP:Iteration 32Q (5339.011464 sec): 3 clusters Score: Raw -2071617.014685 + Penalty 1911.217078 = -2069705.797607 nChanged 105 SP:Iteration 33Q (5339.044886 sec): 3 clusters Score: Raw -2071645.307528 + Penalty 1911.217078 = -2069734.090450 nChanged 91 SP:Iteration 34Q (5339.078502 sec): 3 clusters Score: Raw -2071665.949401 + Penalty 1911.217078 = -2069754.732323 nChanged 66 SP:Iteration 35Q (5339.111951 sec): 3 clusters Score: Raw -2071678.121152 + Penalty 1911.217078 = -2069766.904074 nChanged 58 SP:Iteration 36Q (5339.145536 sec): 3 clusters Score: Raw -2071686.688440 + Penalty 1911.217078 = -2069775.471362 nChanged 46 SP:Iteration 37Q (5339.178808 sec): 3 clusters Score: Raw -2071694.017810 + Penalty 1911.217078 = -2069782.800732 nChanged 42 SP:Iteration 38Q (5339.212108 sec): 3 clusters Score: Raw -2071700.659181 + Penalty 1911.217078 = -2069789.442103 nChanged 39 SP:Iteration 39Q (5339.245309 sec): 3 clusters Score: Raw -2071707.088292 + Penalty 1911.217078 = -2069795.871214 nChanged 46 SP:Iteration 40F (5339.282908 sec): 3 clusters Score: Raw -2071715.460782 + Penalty 1911.217078 = -2069804.243704 nChanged 45 SP:Iteration 41Q (5339.316250 sec): 3 clusters Score: Raw -2071722.365502 + Penalty 1911.217078 = -2069811.148424 nChanged 44 SP:Iteration 42Q (5339.349498 sec): 3 clusters Score: Raw -2071729.202182 + Penalty 1911.217078 = -2069817.985104 nChanged 36 SP:Iteration 43Q (5339.382956 sec): 3 clusters Score: Raw -2071734.855383 + Penalty 1911.217078 = -2069823.638305 nChanged 40 SP:Iteration 44Q (5339.416059 sec): 3 clusters Score: Raw -2071740.730118 + Penalty 1911.217078 = -2069829.513040 nChanged 33 SP:Iteration 45Q (5339.449081 sec): 3 clusters Score: Raw -2071746.421791 + Penalty 1911.217078 = -2069835.204713 nChanged 34 SP:Iteration 46Q (5339.482042 sec): 3 clusters Score: Raw -2071752.529009 + Penalty 1911.217078 = -2069841.311930 nChanged 34 SP:Iteration 47Q (5339.515153 sec): 3 clusters Score: Raw -2071758.156722 + Penalty 1911.217078 = -2069846.939643 nChanged 37 SP:Iteration 48Q (5339.548219 sec): 3 clusters Score: Raw -2071765.507825 + Penalty 1911.217078 = -2069854.290747 nChanged 44 SP:Iteration 49Q (5339.581309 sec): 3 clusters Score: Raw -2071776.762076 + Penalty 1911.217078 = -2069865.544998 nChanged 46 SP:Iteration 50Q (5339.614346 sec): 3 clusters Score: Raw -2071787.750295 + Penalty 1911.217078 = -2069876.533217 nChanged 39 SP:Iteration 51Q (5339.647373 sec): 3 clusters Score: Raw -2071796.351913 + Penalty 1911.217078 = -2069885.134835 nChanged 40 SP:Iteration 52Q (5339.680382 sec): 3 clusters Score: Raw -2071803.551614 + Penalty 1911.217078 = -2069892.334536 nChanged 28 SP:Iteration 53Q (5339.713315 sec): 3 clusters Score: Raw -2071808.950210 + Penalty 1911.217078 = -2069897.733132 nChanged 27 SP:Iteration 54Q (5339.746306 sec): 3 clusters Score: Raw -2071813.541727 + Penalty 1911.217078 = -2069902.324649 nChanged 26 SP:Iteration 55Q (5339.779332 sec): 3 clusters Score: Raw -2071818.311468 + Penalty 1911.217078 = -2069907.094390 nChanged 28 SP:Iteration 56Q (5339.812193 sec): 3 clusters Score: Raw -2071823.560175 + Penalty 1911.217078 = -2069912.343097 nChanged 31 SP:Iteration 57Q (5339.845227 sec): 3 clusters Score: Raw -2071828.591483 + Penalty 1911.217078 = -2069917.374405 nChanged 17 SP:Iteration 58Q (5339.878038 sec): 3 clusters Score: Raw -2071831.207409 + Penalty 1911.217078 = -2069919.990331 nChanged 22 SP:Iteration 59Q (5339.910931 sec): 3 clusters Score: Raw -2071834.572849 + Penalty 1911.217078 = -2069923.355771 nChanged 26 SP:Iteration 60F (5339.948431 sec): 3 clusters Score: Raw -2071838.106979 + Penalty 1911.217078 = -2069926.889901 nChanged 22 SP:Iteration 61Q (5339.981512 sec): 3 clusters Score: Raw -2071842.933310 + Penalty 1911.217078 = -2069931.716232 nChanged 22 SP:Iteration 62Q (5340.014508 sec): 3 clusters Score: Raw -2071846.837875 + Penalty 1911.217078 = -2069935.620797 nChanged 21 SP:Iteration 63Q (5340.047559 sec): 3 clusters Score: Raw -2071851.057588 + Penalty 1911.217078 = -2069939.840509 nChanged 21 SP:Iteration 64Q (5340.080334 sec): 3 clusters Score: Raw -2071854.754326 + Penalty 1911.217078 = -2069943.537248 nChanged 19 SP:Iteration 65Q (5340.113259 sec): 3 clusters Score: Raw -2071858.214414 + Penalty 1911.217078 = -2069946.997336 nChanged 19 SP:Iteration 66Q (5340.146068 sec): 3 clusters Score: Raw -2071861.463542 + Penalty 1911.217078 = -2069950.246464 nChanged 23 SP:Iteration 67Q (5340.178950 sec): 3 clusters Score: Raw -2071865.070607 + Penalty 1911.217078 = -2069953.853529 nChanged 20 SP:Iteration 68Q (5340.211566 sec): 3 clusters Score: Raw -2071869.439042 + Penalty 1911.217078 = -2069958.221964 nChanged 16 SP:Iteration 69Q (5340.244284 sec): 3 clusters Score: Raw -2071873.089288 + Penalty 1911.217078 = -2069961.872210 nChanged 22 SP:Iteration 70Q (5340.276969 sec): 3 clusters Score: Raw -2071877.597919 + Penalty 1911.217078 = -2069966.380840 nChanged 19 SP:Iteration 71Q (5340.309667 sec): 3 clusters Score: Raw -2071880.989161 + Penalty 1911.217078 = -2069969.772082 nChanged 11 SP:Iteration 72Q (5340.342386 sec): 3 clusters Score: Raw -2071883.051242 + Penalty 1911.217078 = -2069971.834164 nChanged 11 SP:Iteration 73Q (5340.374901 sec): 3 clusters Score: Raw -2071884.481065 + Penalty 1911.217078 = -2069973.263987 nChanged 7 SP:Iteration 74Q (5340.407599 sec): 3 clusters Score: Raw -2071885.636662 + Penalty 1911.217078 = -2069974.419584 nChanged 10 SP:Iteration 75Q (5340.440155 sec): 3 clusters Score: Raw -2071886.921559 + Penalty 1911.217078 = -2069975.704481 nChanged 8 SP:Iteration 76Q (5340.472838 sec): 3 clusters Score: Raw -2071887.937308 + Penalty 1911.217078 = -2069976.720230 nChanged 10 SP:Iteration 77Q (5340.505568 sec): 3 clusters Score: Raw -2071890.046331 + Penalty 1911.217078 = -2069978.829253 nChanged 13 SP:Iteration 78Q (5340.538196 sec): 3 clusters Score: Raw -2071893.086296 + Penalty 1911.217078 = -2069981.869218 nChanged 11 SP:Iteration 79Q (5340.570806 sec): 3 clusters Score: Raw -2071895.264345 + Penalty 1911.217078 = -2069984.047267 nChanged 5 SP:Iteration 80F (5340.608312 sec): 3 clusters Score: Raw -2071896.103530 + Penalty 1911.217078 = -2069984.886452 nChanged 7 SP:Iteration 81Q (5340.641066 sec): 3 clusters Score: Raw -2071897.534691 + Penalty 1911.217078 = -2069986.317613 nChanged 6 SP:Iteration 82Q (5340.673691 sec): 3 clusters Score: Raw -2071898.254032 + Penalty 1911.217078 = -2069987.036954 nChanged 6 SP:Iteration 83Q (5340.706258 sec): 3 clusters Score: Raw -2071899.174820 + Penalty 1911.217078 = -2069987.957742 nChanged 6 SP:Iteration 84Q (5340.738895 sec): 3 clusters Score: Raw -2071900.135905 + Penalty 1911.217078 = -2069988.918827 nChanged 4 SP:Iteration 85Q (5340.771641 sec): 3 clusters Score: Raw -2071900.526506 + Penalty 1911.217078 = -2069989.309428 nChanged 2 SP:Iteration 86Q (5340.804187 sec): 3 clusters Score: Raw -2071900.961832 + Penalty 1911.217078 = -2069989.744754 nChanged 3 SP:Iteration 87Q (5340.836691 sec): 3 clusters Score: Raw -2071901.622814 + Penalty 1911.217078 = -2069990.405735 nChanged 4 SP:Iteration 88Q (5340.869369 sec): 3 clusters Score: Raw -2071901.900017 + Penalty 1911.217078 = -2069990.682939 nChanged 0 SP:Iteration 89F (5340.907004 sec): 3 clusters Score: Raw -2071901.900017 + Penalty 1911.217078 = -2069990.682939 nChanged 0 Trying to split cluster 22 (1704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5340.920781 sec): 2 clusters Score: Raw -151296.830448 + Penalty 706.869702 = -150589.960746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5340.927937 sec): 3 clusters Score: Raw -150480.525833 + Penalty 1413.739404 = -149066.786429 nChanged 644 SP:Iteration 1F (5340.934454 sec): 3 clusters Score: Raw -150878.586740 + Penalty 1413.739404 = -149464.847335 nChanged 141 SP:Iteration 2F (5340.941100 sec): 3 clusters Score: Raw -150962.225797 + Penalty 1413.739404 = -149548.486392 nChanged 84 SP:Iteration 3Q (5340.947684 sec): 3 clusters Score: Raw -151007.943530 + Penalty 1413.739404 = -149594.204125 nChanged 52 SP:Iteration 4Q (5340.954262 sec): 3 clusters Score: Raw -151037.673485 + Penalty 1413.739404 = -149623.934081 nChanged 42 SP:Iteration 5Q (5340.960849 sec): 3 clusters Score: Raw -151060.650930 + Penalty 1413.739404 = -149646.911525 nChanged 46 SP:Iteration 6Q (5340.967420 sec): 3 clusters Score: Raw -151083.433002 + Penalty 1413.739404 = -149669.693598 nChanged 37 SP:Iteration 7Q (5340.973958 sec): 3 clusters Score: Raw -151102.490165 + Penalty 1413.739404 = -149688.750761 nChanged 33 SP:Iteration 8Q (5340.980468 sec): 3 clusters Score: Raw -151118.401133 + Penalty 1413.739404 = -149704.661729 nChanged 32 SP:Iteration 9Q (5340.987035 sec): 3 clusters Score: Raw -151135.945624 + Penalty 1413.739404 = -149722.206220 nChanged 28 SP:Iteration 10Q (5340.993510 sec): 3 clusters Score: Raw -151146.339425 + Penalty 1413.739404 = -149732.600021 nChanged 16 SP:Iteration 11Q (5341.000057 sec): 3 clusters Score: Raw -151153.975167 + Penalty 1413.739404 = -149740.235763 nChanged 24 SP:Iteration 12Q (5341.006624 sec): 3 clusters Score: Raw -151162.722681 + Penalty 1413.739404 = -149748.983277 nChanged 17 SP:Iteration 13Q (5341.013103 sec): 3 clusters Score: Raw -151168.262529 + Penalty 1413.739404 = -149754.523125 nChanged 18 SP:Iteration 14Q (5341.019651 sec): 3 clusters Score: Raw -151177.765545 + Penalty 1413.739404 = -149764.026141 nChanged 24 SP:Iteration 15Q (5341.026188 sec): 3 clusters Score: Raw -151192.021665 + Penalty 1413.739404 = -149778.282261 nChanged 22 SP:Iteration 16Q (5341.032725 sec): 3 clusters Score: Raw -151204.055505 + Penalty 1413.739404 = -149790.316101 nChanged 25 SP:Iteration 17Q (5341.039274 sec): 3 clusters Score: Raw -151222.119866 + Penalty 1413.739404 = -149808.380462 nChanged 32 SP:Iteration 18Q (5341.045737 sec): 3 clusters Score: Raw -151243.173484 + Penalty 1413.739404 = -149829.434080 nChanged 39 SP:Iteration 19Q (5341.052192 sec): 3 clusters Score: Raw -151268.677400 + Penalty 1413.739404 = -149854.937996 nChanged 38 SP:Iteration 20F (5341.058659 sec): 3 clusters Score: Raw -151299.892040 + Penalty 1413.739404 = -149886.152636 nChanged 45 SP:Iteration 21Q (5341.065163 sec): 3 clusters Score: Raw -151326.125972 + Penalty 1413.739404 = -149912.386568 nChanged 34 SP:Iteration 22Q (5341.071675 sec): 3 clusters Score: Raw -151342.646720 + Penalty 1413.739404 = -149928.907316 nChanged 26 SP:Iteration 23Q (5341.078168 sec): 3 clusters Score: Raw -151354.680245 + Penalty 1413.739404 = -149940.940841 nChanged 23 SP:Iteration 24Q (5341.084572 sec): 3 clusters Score: Raw -151369.218692 + Penalty 1413.739404 = -149955.479287 nChanged 25 SP:Iteration 25Q (5341.091026 sec): 3 clusters Score: Raw -151393.715319 + Penalty 1413.739404 = -149979.975915 nChanged 33 SP:Iteration 26Q (5341.097443 sec): 3 clusters Score: Raw -151414.905640 + Penalty 1413.739404 = -150001.166236 nChanged 28 SP:Iteration 27Q (5341.103898 sec): 3 clusters Score: Raw -151437.849986 + Penalty 1413.739404 = -150024.110582 nChanged 27 SP:Iteration 28Q (5341.110243 sec): 3 clusters Score: Raw -151454.590468 + Penalty 1413.739404 = -150040.851063 nChanged 19 SP:Iteration 29Q (5341.116561 sec): 3 clusters Score: Raw -151466.304425 + Penalty 1413.739404 = -150052.565020 nChanged 19 SP:Iteration 30Q (5341.122927 sec): 3 clusters Score: Raw -151480.851836 + Penalty 1413.739404 = -150067.112432 nChanged 14 SP:Iteration 31Q (5341.129269 sec): 3 clusters Score: Raw -151491.118275 + Penalty 1413.739404 = -150077.378871 nChanged 9 SP:Iteration 32Q (5341.135592 sec): 3 clusters Score: Raw -151497.402765 + Penalty 1413.739404 = -150083.663361 nChanged 9 SP:Iteration 33Q (5341.141861 sec): 3 clusters Score: Raw -151501.816606 + Penalty 1413.739404 = -150088.077201 nChanged 5 SP:Iteration 34Q (5341.148194 sec): 3 clusters Score: Raw -151504.486779 + Penalty 1413.739404 = -150090.747374 nChanged 4 SP:Iteration 35Q (5341.154454 sec): 3 clusters Score: Raw -151506.373328 + Penalty 1413.739404 = -150092.633924 nChanged 4 SP:Iteration 36Q (5341.160717 sec): 3 clusters Score: Raw -151507.347555 + Penalty 1413.739404 = -150093.608150 nChanged 2 SP:Iteration 37Q (5341.167003 sec): 3 clusters Score: Raw -151508.068186 + Penalty 1413.739404 = -150094.328781 nChanged 1 SP:Iteration 38Q (5341.173325 sec): 3 clusters Score: Raw -151508.656840 + Penalty 1413.739404 = -150094.917435 nChanged 2 SP:Iteration 39Q (5341.179647 sec): 3 clusters Score: Raw -151509.016534 + Penalty 1413.739404 = -150095.277129 nChanged 1 SP:Iteration 40F (5341.186131 sec): 3 clusters Score: Raw -151509.325563 + Penalty 1413.739404 = -150095.586158 nChanged 2 SP:Iteration 41Q (5341.192387 sec): 3 clusters Score: Raw -151510.420935 + Penalty 1413.739404 = -150096.681531 nChanged 4 SP:Iteration 42Q (5341.198755 sec): 3 clusters Score: Raw -151513.178934 + Penalty 1413.739404 = -150099.439529 nChanged 5 SP:Iteration 43Q (5341.205089 sec): 3 clusters Score: Raw -151514.776712 + Penalty 1413.739404 = -150101.037308 nChanged 2 SP:Iteration 44Q (5341.211404 sec): 3 clusters Score: Raw -151515.375011 + Penalty 1413.739404 = -150101.635607 nChanged 1 SP:Iteration 45Q (5341.217650 sec): 3 clusters Score: Raw -151515.793216 + Penalty 1413.739404 = -150102.053811 nChanged 3 SP:Iteration 46Q (5341.223962 sec): 3 clusters Score: Raw -151517.189449 + Penalty 1413.739404 = -150103.450045 nChanged 3 SP:Iteration 47Q (5341.230324 sec): 3 clusters Score: Raw -151518.838222 + Penalty 1413.739404 = -150105.098818 nChanged 6 SP:Iteration 48Q (5341.236647 sec): 3 clusters Score: Raw -151522.484949 + Penalty 1413.739404 = -150108.745545 nChanged 9 SP:Iteration 49Q (5341.242959 sec): 3 clusters Score: Raw -151529.090725 + Penalty 1413.739404 = -150115.351321 nChanged 8 SP:Iteration 50Q (5341.249264 sec): 3 clusters Score: Raw -151534.400874 + Penalty 1413.739404 = -150120.661469 nChanged 10 SP:Iteration 51Q (5341.255495 sec): 3 clusters Score: Raw -151538.062264 + Penalty 1413.739404 = -150124.322860 nChanged 3 SP:Iteration 52Q (5341.261831 sec): 3 clusters Score: Raw -151539.386965 + Penalty 1413.739404 = -150125.647561 nChanged 1 SP:Iteration 53Q (5341.268119 sec): 3 clusters Score: Raw -151539.683743 + Penalty 1413.739404 = -150125.944338 nChanged 0 SP:Iteration 54F (5341.274576 sec): 3 clusters Score: Raw -151539.683743 + Penalty 1413.739404 = -150125.944338 nChanged 0 Trying to split cluster 23 (2515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5341.290403 sec): 2 clusters Score: Raw -209008.929403 + Penalty 743.852668 = -208265.076735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5341.300549 sec): 3 clusters Score: Raw -207739.390518 + Penalty 1487.705336 = -206251.685182 nChanged 1017 SP:Iteration 1F (5341.310043 sec): 3 clusters Score: Raw -208276.451797 + Penalty 1487.705336 = -206788.746461 nChanged 191 SP:Iteration 2F (5341.319540 sec): 3 clusters Score: Raw -208412.233860 + Penalty 1487.705336 = -206924.528524 nChanged 155 SP:Iteration 3F (5341.328953 sec): 3 clusters Score: Raw -208511.024247 + Penalty 1487.705336 = -207023.318911 nChanged 119 SP:Iteration 4Q (5341.338514 sec): 3 clusters Score: Raw -208596.118815 + Penalty 1487.705336 = -207108.413479 nChanged 97 SP:Iteration 5Q (5341.348057 sec): 3 clusters Score: Raw -208655.296769 + Penalty 1487.705336 = -207167.591433 nChanged 73 SP:Iteration 6Q (5341.357581 sec): 3 clusters Score: Raw -208702.790884 + Penalty 1487.705336 = -207215.085549 nChanged 79 SP:Iteration 7Q (5341.366991 sec): 3 clusters Score: Raw -208755.348931 + Penalty 1487.705336 = -207267.643595 nChanged 75 SP:Iteration 8Q (5341.376468 sec): 3 clusters Score: Raw -208802.473287 + Penalty 1487.705336 = -207314.767951 nChanged 79 SP:Iteration 9Q (5341.385852 sec): 3 clusters Score: Raw -208856.756243 + Penalty 1487.705336 = -207369.050907 nChanged 58 SP:Iteration 10Q (5341.395297 sec): 3 clusters Score: Raw -208887.577932 + Penalty 1487.705336 = -207399.872596 nChanged 49 SP:Iteration 11Q (5341.404599 sec): 3 clusters Score: Raw -208911.482806 + Penalty 1487.705336 = -207423.777470 nChanged 39 SP:Iteration 12Q (5341.413967 sec): 3 clusters Score: Raw -208930.928466 + Penalty 1487.705336 = -207443.223130 nChanged 37 SP:Iteration 13Q (5341.423367 sec): 3 clusters Score: Raw -208949.804850 + Penalty 1487.705336 = -207462.099515 nChanged 20 SP:Iteration 14Q (5341.432572 sec): 3 clusters Score: Raw -208962.108272 + Penalty 1487.705336 = -207474.402937 nChanged 18 SP:Iteration 15Q (5341.441772 sec): 3 clusters Score: Raw -208970.597932 + Penalty 1487.705336 = -207482.892597 nChanged 16 SP:Iteration 16Q (5341.450478 sec): 3 clusters Score: Raw -208978.123606 + Penalty 1487.705336 = -207490.418270 nChanged 17 SP:Iteration 17Q (5341.459781 sec): 3 clusters Score: Raw -208983.811506 + Penalty 1487.705336 = -207496.106170 nChanged 14 SP:Iteration 18Q (5341.469077 sec): 3 clusters Score: Raw -208988.529779 + Penalty 1487.705336 = -207500.824444 nChanged 16 SP:Iteration 19Q (5341.478216 sec): 3 clusters Score: Raw -208998.197355 + Penalty 1487.705336 = -207510.492019 nChanged 21 SP:Iteration 20F (5341.487733 sec): 3 clusters Score: Raw -209007.223849 + Penalty 1487.705336 = -207519.518514 nChanged 17 SP:Iteration 21Q (5341.496865 sec): 3 clusters Score: Raw -209014.040514 + Penalty 1487.705336 = -207526.335179 nChanged 13 SP:Iteration 22Q (5341.506085 sec): 3 clusters Score: Raw -209017.977967 + Penalty 1487.705336 = -207530.272631 nChanged 8 SP:Iteration 23Q (5341.515226 sec): 3 clusters Score: Raw -209020.448854 + Penalty 1487.705336 = -207532.743518 nChanged 3 SP:Iteration 24Q (5341.524449 sec): 3 clusters Score: Raw -209021.457988 + Penalty 1487.705336 = -207533.752652 nChanged 3 SP:Iteration 25Q (5341.533683 sec): 3 clusters Score: Raw -209022.750412 + Penalty 1487.705336 = -207535.045077 nChanged 8 SP:Iteration 26Q (5341.542942 sec): 3 clusters Score: Raw -209025.586665 + Penalty 1487.705336 = -207537.881329 nChanged 3 SP:Iteration 27Q (5341.552049 sec): 3 clusters Score: Raw -209026.140982 + Penalty 1487.705336 = -207538.435646 nChanged 1 SP:Iteration 28Q (5341.561258 sec): 3 clusters Score: Raw -209026.589829 + Penalty 1487.705336 = -207538.884493 nChanged 0 SP:Iteration 29F (5341.570606 sec): 3 clusters Score: Raw -209026.589829 + Penalty 1487.705336 = -207538.884493 nChanged 0 Trying to split cluster 24 (18679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5341.601325 sec): 2 clusters Score: Raw -1706440.939873 + Penalty 934.339742 = -1705506.600131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5341.636507 sec): 3 clusters Score: Raw -1694836.719716 + Penalty 1868.679484 = -1692968.040232 nChanged 8634 SP:Iteration 1F (5341.669451 sec): 3 clusters Score: Raw -1699804.993773 + Penalty 1868.679484 = -1697936.314289 nChanged 1028 SP:Iteration 2F (5341.703030 sec): 3 clusters Score: Raw -1700297.837220 + Penalty 1868.679484 = -1698429.157736 nChanged 1106 SP:Iteration 3F (5341.736557 sec): 3 clusters Score: Raw -1700908.086266 + Penalty 1868.679484 = -1699039.406782 nChanged 1170 SP:Iteration 4F (5341.770140 sec): 3 clusters Score: Raw -1701650.594751 + Penalty 1868.679484 = -1699781.915268 nChanged 1173 SP:Iteration 5F (5341.803783 sec): 3 clusters Score: Raw -1702421.951954 + Penalty 1868.679484 = -1700553.272471 nChanged 1106 SP:Iteration 6F (5341.837316 sec): 3 clusters Score: Raw -1703128.093858 + Penalty 1868.679484 = -1701259.414375 nChanged 962 SP:Iteration 7F (5341.871044 sec): 3 clusters Score: Raw -1703680.592564 + Penalty 1868.679484 = -1701811.913080 nChanged 754 SP:Iteration 8Q (5341.904928 sec): 3 clusters Score: Raw -1704051.055078 + Penalty 1868.679484 = -1702182.375595 nChanged 545 SP:Iteration 9Q (5341.938177 sec): 3 clusters Score: Raw -1704249.867214 + Penalty 1868.679484 = -1702381.187731 nChanged 406 SP:Iteration 10Q (5341.971195 sec): 3 clusters Score: Raw -1704386.713823 + Penalty 1868.679484 = -1702518.034339 nChanged 338 SP:Iteration 11Q (5342.004249 sec): 3 clusters Score: Raw -1704501.331037 + Penalty 1868.679484 = -1702632.651554 nChanged 294 SP:Iteration 12Q (5342.037060 sec): 3 clusters Score: Raw -1704596.071691 + Penalty 1868.679484 = -1702727.392207 nChanged 267 SP:Iteration 13Q (5342.069711 sec): 3 clusters Score: Raw -1704673.854194 + Penalty 1868.679484 = -1702805.174710 nChanged 227 SP:Iteration 14Q (5342.102441 sec): 3 clusters Score: Raw -1704736.185894 + Penalty 1868.679484 = -1702867.506410 nChanged 213 SP:Iteration 15Q (5342.134880 sec): 3 clusters Score: Raw -1704791.337258 + Penalty 1868.679484 = -1702922.657774 nChanged 202 SP:Iteration 16Q (5342.167313 sec): 3 clusters Score: Raw -1704850.192383 + Penalty 1868.679484 = -1702981.512899 nChanged 210 SP:Iteration 17Q (5342.199555 sec): 3 clusters Score: Raw -1704902.578281 + Penalty 1868.679484 = -1703033.898797 nChanged 203 SP:Iteration 18Q (5342.231717 sec): 3 clusters Score: Raw -1704956.801329 + Penalty 1868.679484 = -1703088.121846 nChanged 196 SP:Iteration 19Q (5342.263923 sec): 3 clusters Score: Raw -1705010.602902 + Penalty 1868.679484 = -1703141.923418 nChanged 188 SP:Iteration 20F (5342.297432 sec): 3 clusters Score: Raw -1705067.867661 + Penalty 1868.679484 = -1703199.188177 nChanged 194 SP:Iteration 21Q (5342.329844 sec): 3 clusters Score: Raw -1705118.796776 + Penalty 1868.679484 = -1703250.117292 nChanged 176 SP:Iteration 22Q (5342.379389 sec): 3 clusters Score: Raw -1705160.755355 + Penalty 1868.679484 = -1703292.075872 nChanged 160 SP:Iteration 23Q (5342.411300 sec): 3 clusters Score: Raw -1705199.905168 + Penalty 1868.679484 = -1703331.225684 nChanged 159 SP:Iteration 24Q (5342.451008 sec): 3 clusters Score: Raw -1705239.996630 + Penalty 1868.679484 = -1703371.317147 nChanged 155 SP:Iteration 25Q (5342.482122 sec): 3 clusters Score: Raw -1705276.709189 + Penalty 1868.679484 = -1703408.029705 nChanged 144 SP:Iteration 26Q (5342.514149 sec): 3 clusters Score: Raw -1705307.301737 + Penalty 1868.679484 = -1703438.622253 nChanged 139 SP:Iteration 27Q (5342.545872 sec): 3 clusters Score: Raw -1705334.670210 + Penalty 1868.679484 = -1703465.990726 nChanged 152 SP:Iteration 28Q (5342.577603 sec): 3 clusters Score: Raw -1705372.199797 + Penalty 1868.679484 = -1703503.520314 nChanged 160 SP:Iteration 29Q (5342.609220 sec): 3 clusters Score: Raw -1705411.853304 + Penalty 1868.679484 = -1703543.173820 nChanged 151 SP:Iteration 30Q (5342.640740 sec): 3 clusters Score: Raw -1705452.175615 + Penalty 1868.679484 = -1703583.496131 nChanged 166 SP:Iteration 31Q (5342.672318 sec): 3 clusters Score: Raw -1705497.455837 + Penalty 1868.679484 = -1703628.776353 nChanged 156 SP:Iteration 32Q (5342.704013 sec): 3 clusters Score: Raw -1705539.880939 + Penalty 1868.679484 = -1703671.201456 nChanged 162 SP:Iteration 33Q (5342.735364 sec): 3 clusters Score: Raw -1705582.983417 + Penalty 1868.679484 = -1703714.303933 nChanged 162 SP:Iteration 34Q (5342.766651 sec): 3 clusters Score: Raw -1705624.447717 + Penalty 1868.679484 = -1703755.768233 nChanged 171 SP:Iteration 35Q (5342.797857 sec): 3 clusters Score: Raw -1705674.204341 + Penalty 1868.679484 = -1703805.524857 nChanged 165 SP:Iteration 36Q (5342.829072 sec): 3 clusters Score: Raw -1705720.046231 + Penalty 1868.679484 = -1703851.366747 nChanged 150 SP:Iteration 37Q (5342.860165 sec): 3 clusters Score: Raw -1705765.107018 + Penalty 1868.679484 = -1703896.427535 nChanged 179 SP:Iteration 38Q (5342.891160 sec): 3 clusters Score: Raw -1705825.955667 + Penalty 1868.679484 = -1703957.276184 nChanged 174 SP:Iteration 39Q (5342.922073 sec): 3 clusters Score: Raw -1705880.874139 + Penalty 1868.679484 = -1704012.194655 nChanged 178 SP:Iteration 40F (5342.955431 sec): 3 clusters Score: Raw -1705938.855068 + Penalty 1868.679484 = -1704070.175584 nChanged 184 SP:Iteration 41Q (5342.986347 sec): 3 clusters Score: Raw -1705999.998033 + Penalty 1868.679484 = -1704131.318549 nChanged 167 SP:Iteration 42Q (5343.017146 sec): 3 clusters Score: Raw -1706055.780720 + Penalty 1868.679484 = -1704187.101236 nChanged 172 SP:Iteration 43Q (5343.047698 sec): 3 clusters Score: Raw -1706113.314301 + Penalty 1868.679484 = -1704244.634818 nChanged 153 SP:Iteration 44Q (5343.078176 sec): 3 clusters Score: Raw -1706161.247931 + Penalty 1868.679484 = -1704292.568448 nChanged 136 SP:Iteration 45Q (5343.108505 sec): 3 clusters Score: Raw -1706203.406688 + Penalty 1868.679484 = -1704334.727205 nChanged 116 SP:Iteration 46Q (5343.138716 sec): 3 clusters Score: Raw -1706237.894370 + Penalty 1868.679484 = -1704369.214886 nChanged 110 SP:Iteration 47Q (5343.168947 sec): 3 clusters Score: Raw -1706270.769851 + Penalty 1868.679484 = -1704402.090367 nChanged 102 SP:Iteration 48Q (5343.199073 sec): 3 clusters Score: Raw -1706300.696255 + Penalty 1868.679484 = -1704432.016771 nChanged 89 SP:Iteration 49Q (5343.229066 sec): 3 clusters Score: Raw -1706325.781654 + Penalty 1868.679484 = -1704457.102170 nChanged 79 SP:Iteration 50Q (5343.259111 sec): 3 clusters Score: Raw -1706346.280408 + Penalty 1868.679484 = -1704477.600924 nChanged 62 SP:Iteration 51Q (5343.289065 sec): 3 clusters Score: Raw -1706361.218505 + Penalty 1868.679484 = -1704492.539021 nChanged 57 SP:Iteration 52Q (5343.319045 sec): 3 clusters Score: Raw -1706372.920238 + Penalty 1868.679484 = -1704504.240754 nChanged 48 SP:Iteration 53Q (5343.349103 sec): 3 clusters Score: Raw -1706384.538436 + Penalty 1868.679484 = -1704515.858952 nChanged 56 SP:Iteration 54Q (5343.379082 sec): 3 clusters Score: Raw -1706398.490725 + Penalty 1868.679484 = -1704529.811241 nChanged 58 SP:Iteration 55Q (5343.408904 sec): 3 clusters Score: Raw -1706412.313225 + Penalty 1868.679484 = -1704543.633741 nChanged 51 SP:Iteration 56Q (5343.438757 sec): 3 clusters Score: Raw -1706425.198083 + Penalty 1868.679484 = -1704556.518599 nChanged 54 SP:Iteration 57Q (5343.468528 sec): 3 clusters Score: Raw -1706439.492808 + Penalty 1868.679484 = -1704570.813325 nChanged 50 SP:Iteration 58Q (5343.498336 sec): 3 clusters Score: Raw -1706451.719636 + Penalty 1868.679484 = -1704583.040152 nChanged 46 SP:Iteration 59Q (5343.527999 sec): 3 clusters Score: Raw -1706461.706509 + Penalty 1868.679484 = -1704593.027026 nChanged 39 SP:Iteration 60F (5343.561325 sec): 3 clusters Score: Raw -1706469.103799 + Penalty 1868.679484 = -1704600.424316 nChanged 37 SP:Iteration 61Q (5343.591304 sec): 3 clusters Score: Raw -1706476.706141 + Penalty 1868.679484 = -1704608.026657 nChanged 30 SP:Iteration 62Q (5343.620831 sec): 3 clusters Score: Raw -1706482.469500 + Penalty 1868.679484 = -1704613.790016 nChanged 27 SP:Iteration 63Q (5343.650477 sec): 3 clusters Score: Raw -1706488.788146 + Penalty 1868.679484 = -1704620.108663 nChanged 32 SP:Iteration 64Q (5343.680078 sec): 3 clusters Score: Raw -1706495.991396 + Penalty 1868.679484 = -1704627.311912 nChanged 37 SP:Iteration 65Q (5343.709769 sec): 3 clusters Score: Raw -1706503.867753 + Penalty 1868.679484 = -1704635.188269 nChanged 32 SP:Iteration 66Q (5343.739374 sec): 3 clusters Score: Raw -1706511.014242 + Penalty 1868.679484 = -1704642.334758 nChanged 36 SP:Iteration 67Q (5343.768958 sec): 3 clusters Score: Raw -1706518.220128 + Penalty 1868.679484 = -1704649.540644 nChanged 31 SP:Iteration 68Q (5343.798424 sec): 3 clusters Score: Raw -1706525.181268 + Penalty 1868.679484 = -1704656.501784 nChanged 24 SP:Iteration 69Q (5343.828052 sec): 3 clusters Score: Raw -1706530.025663 + Penalty 1868.679484 = -1704661.346179 nChanged 18 SP:Iteration 70Q (5343.857496 sec): 3 clusters Score: Raw -1706533.683907 + Penalty 1868.679484 = -1704665.004424 nChanged 21 SP:Iteration 71Q (5343.887117 sec): 3 clusters Score: Raw -1706537.259681 + Penalty 1868.679484 = -1704668.580198 nChanged 21 SP:Iteration 72Q (5343.916700 sec): 3 clusters Score: Raw -1706540.135966 + Penalty 1868.679484 = -1704671.456482 nChanged 12 SP:Iteration 73Q (5343.946369 sec): 3 clusters Score: Raw -1706542.442497 + Penalty 1868.679484 = -1704673.763014 nChanged 18 SP:Iteration 74Q (5343.976074 sec): 3 clusters Score: Raw -1706545.776452 + Penalty 1868.679484 = -1704677.096968 nChanged 18 SP:Iteration 75Q (5344.005563 sec): 3 clusters Score: Raw -1706551.138381 + Penalty 1868.679484 = -1704682.458897 nChanged 21 SP:Iteration 76Q (5344.035022 sec): 3 clusters Score: Raw -1706555.885210 + Penalty 1868.679484 = -1704687.205726 nChanged 21 SP:Iteration 77Q (5344.064504 sec): 3 clusters Score: Raw -1706560.114013 + Penalty 1868.679484 = -1704691.434529 nChanged 17 SP:Iteration 78Q (5344.093879 sec): 3 clusters Score: Raw -1706564.601056 + Penalty 1868.679484 = -1704695.921572 nChanged 18 SP:Iteration 79Q (5344.123411 sec): 3 clusters Score: Raw -1706568.377753 + Penalty 1868.679484 = -1704699.698270 nChanged 17 SP:Iteration 80F (5344.156774 sec): 3 clusters Score: Raw -1706571.440031 + Penalty 1868.679484 = -1704702.760547 nChanged 18 SP:Iteration 81Q (5344.186477 sec): 3 clusters Score: Raw -1706575.360705 + Penalty 1868.679484 = -1704706.681221 nChanged 20 SP:Iteration 82Q (5344.215836 sec): 3 clusters Score: Raw -1706580.499487 + Penalty 1868.679484 = -1704711.820004 nChanged 20 SP:Iteration 83Q (5344.245308 sec): 3 clusters Score: Raw -1706585.866571 + Penalty 1868.679484 = -1704717.187087 nChanged 25 SP:Iteration 84Q (5344.274746 sec): 3 clusters Score: Raw -1706593.067319 + Penalty 1868.679484 = -1704724.387835 nChanged 18 SP:Iteration 85Q (5344.304174 sec): 3 clusters Score: Raw -1706597.375036 + Penalty 1868.679484 = -1704728.695552 nChanged 14 SP:Iteration 86Q (5344.333634 sec): 3 clusters Score: Raw -1706599.653367 + Penalty 1868.679484 = -1704730.973883 nChanged 10 SP:Iteration 87Q (5344.362889 sec): 3 clusters Score: Raw -1706601.969072 + Penalty 1868.679484 = -1704733.289588 nChanged 9 SP:Iteration 88Q (5344.392334 sec): 3 clusters Score: Raw -1706604.806542 + Penalty 1868.679484 = -1704736.127058 nChanged 8 SP:Iteration 89Q (5344.421642 sec): 3 clusters Score: Raw -1706606.277502 + Penalty 1868.679484 = -1704737.598018 nChanged 6 SP:Iteration 90Q (5344.451109 sec): 3 clusters Score: Raw -1706607.606829 + Penalty 1868.679484 = -1704738.927345 nChanged 5 SP:Iteration 91Q (5344.480378 sec): 3 clusters Score: Raw -1706608.178206 + Penalty 1868.679484 = -1704739.498723 nChanged 1 SP:Iteration 92Q (5344.509871 sec): 3 clusters Score: Raw -1706608.277336 + Penalty 1868.679484 = -1704739.597852 nChanged 0 SP:Iteration 93F (5344.543186 sec): 3 clusters Score: Raw -1706608.277336 + Penalty 1868.679484 = -1704739.597852 nChanged 0 Trying to split cluster 25 (679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5344.556412 sec): 2 clusters Score: Raw -44425.693113 + Penalty 619.459007 = -43806.234106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5344.559734 sec): 3 clusters Score: Raw -44219.122121 + Penalty 1238.918014 = -42980.204106 nChanged 226 SP:Iteration 1F (5344.562736 sec): 3 clusters Score: Raw -44426.176904 + Penalty 1238.918014 = -43187.258889 nChanged 42 SP:Iteration 2F (5344.565732 sec): 3 clusters Score: Raw -44484.977367 + Penalty 1238.918014 = -43246.059352 nChanged 31 SP:Iteration 3Q (5344.568679 sec): 3 clusters Score: Raw -44521.374211 + Penalty 1238.918014 = -43282.456197 nChanged 33 SP:Iteration 4Q (5344.571631 sec): 3 clusters Score: Raw -44565.707848 + Penalty 1238.918014 = -43326.789834 nChanged 27 SP:Iteration 5Q (5344.574559 sec): 3 clusters Score: Raw -44598.977553 + Penalty 1238.918014 = -43360.059539 nChanged 27 SP:Iteration 6Q (5344.577563 sec): 3 clusters Score: Raw -44627.432497 + Penalty 1238.918014 = -43388.514483 nChanged 22 SP:Iteration 7Q (5344.580499 sec): 3 clusters Score: Raw -44647.511812 + Penalty 1238.918014 = -43408.593798 nChanged 14 SP:Iteration 8Q (5344.583420 sec): 3 clusters Score: Raw -44660.920409 + Penalty 1238.918014 = -43422.002395 nChanged 9 SP:Iteration 9Q (5344.586332 sec): 3 clusters Score: Raw -44667.045609 + Penalty 1238.918014 = -43428.127594 nChanged 2 SP:Iteration 10Q (5344.589237 sec): 3 clusters Score: Raw -44669.087001 + Penalty 1238.918014 = -43430.168987 nChanged 3 SP:Iteration 11Q (5344.592129 sec): 3 clusters Score: Raw -44672.128875 + Penalty 1238.918014 = -43433.210861 nChanged 0 SP:Iteration 12F (5344.595072 sec): 3 clusters Score: Raw -44672.128875 + Penalty 1238.918014 = -43433.210861 nChanged 0 Trying to split cluster 26 (10324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5344.618763 sec): 2 clusters Score: Raw -803373.417925 + Penalty 878.011523 = -802495.406401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5344.645468 sec): 3 clusters Score: Raw -797199.707529 + Penalty 1756.023047 = -795443.684482 nChanged 4602 SP:Iteration 1F (5344.671116 sec): 3 clusters Score: Raw -799967.963590 + Penalty 1756.023047 = -798211.940544 nChanged 756 SP:Iteration 2F (5344.696615 sec): 3 clusters Score: Raw -800417.674751 + Penalty 1756.023047 = -798661.651704 nChanged 770 SP:Iteration 3F (5344.722041 sec): 3 clusters Score: Raw -800932.281661 + Penalty 1756.023047 = -799176.258614 nChanged 693 SP:Iteration 4F (5344.747529 sec): 3 clusters Score: Raw -801456.191216 + Penalty 1756.023047 = -799700.168170 nChanged 644 SP:Iteration 5F (5344.773077 sec): 3 clusters Score: Raw -801982.586042 + Penalty 1756.023047 = -800226.562995 nChanged 584 SP:Iteration 6F (5344.798521 sec): 3 clusters Score: Raw -802525.963132 + Penalty 1756.023047 = -800769.940086 nChanged 441 SP:Iteration 7Q (5344.824365 sec): 3 clusters Score: Raw -802897.713170 + Penalty 1756.023047 = -801141.690123 nChanged 319 SP:Iteration 8Q (5344.849590 sec): 3 clusters Score: Raw -803130.803925 + Penalty 1756.023047 = -801374.780879 nChanged 218 SP:Iteration 9Q (5344.874149 sec): 3 clusters Score: Raw -803279.074542 + Penalty 1756.023047 = -801523.051496 nChanged 155 SP:Iteration 10Q (5344.898558 sec): 3 clusters Score: Raw -803382.942501 + Penalty 1756.023047 = -801626.919454 nChanged 92 SP:Iteration 11Q (5344.922392 sec): 3 clusters Score: Raw -803434.313558 + Penalty 1756.023047 = -801678.290511 nChanged 70 SP:Iteration 12Q (5344.946029 sec): 3 clusters Score: Raw -803472.512641 + Penalty 1756.023047 = -801716.489595 nChanged 64 SP:Iteration 13Q (5344.969519 sec): 3 clusters Score: Raw -803512.136277 + Penalty 1756.023047 = -801756.113231 nChanged 63 SP:Iteration 14Q (5344.992831 sec): 3 clusters Score: Raw -803549.441535 + Penalty 1756.023047 = -801793.418489 nChanged 47 SP:Iteration 15Q (5345.016057 sec): 3 clusters Score: Raw -803585.388258 + Penalty 1756.023047 = -801829.365212 nChanged 49 SP:Iteration 16Q (5345.039330 sec): 3 clusters Score: Raw -803629.796827 + Penalty 1756.023047 = -801873.773780 nChanged 46 SP:Iteration 17Q (5345.062461 sec): 3 clusters Score: Raw -803663.453253 + Penalty 1756.023047 = -801907.430206 nChanged 31 SP:Iteration 18Q (5345.085373 sec): 3 clusters Score: Raw -803683.892246 + Penalty 1756.023047 = -801927.869200 nChanged 27 SP:Iteration 19Q (5345.108157 sec): 3 clusters Score: Raw -803708.124169 + Penalty 1756.023047 = -801952.101122 nChanged 24 SP:Iteration 20F (5345.133428 sec): 3 clusters Score: Raw -803726.193669 + Penalty 1756.023047 = -801970.170623 nChanged 25 SP:Iteration 21Q (5345.156417 sec): 3 clusters Score: Raw -803745.411552 + Penalty 1756.023047 = -801989.388505 nChanged 19 SP:Iteration 22Q (5345.179159 sec): 3 clusters Score: Raw -803758.147105 + Penalty 1756.023047 = -802002.124059 nChanged 20 SP:Iteration 23Q (5345.201982 sec): 3 clusters Score: Raw -803769.971192 + Penalty 1756.023047 = -802013.948146 nChanged 10 SP:Iteration 24Q (5345.224750 sec): 3 clusters Score: Raw -803776.064043 + Penalty 1756.023047 = -802020.040996 nChanged 15 SP:Iteration 25Q (5345.247718 sec): 3 clusters Score: Raw -803786.762168 + Penalty 1756.023047 = -802030.739122 nChanged 10 SP:Iteration 26Q (5345.270512 sec): 3 clusters Score: Raw -803790.997764 + Penalty 1756.023047 = -802034.974718 nChanged 6 SP:Iteration 27Q (5345.293257 sec): 3 clusters Score: Raw -803794.667870 + Penalty 1756.023047 = -802038.644824 nChanged 5 SP:Iteration 28Q (5345.315967 sec): 3 clusters Score: Raw -803797.086702 + Penalty 1756.023047 = -802041.063655 nChanged 6 SP:Iteration 29Q (5345.338629 sec): 3 clusters Score: Raw -803801.093809 + Penalty 1756.023047 = -802045.070762 nChanged 4 SP:Iteration 30Q (5345.361247 sec): 3 clusters Score: Raw -803802.894303 + Penalty 1756.023047 = -802046.871257 nChanged 1 SP:Iteration 31Q (5345.384169 sec): 3 clusters Score: Raw -803802.982303 + Penalty 1756.023047 = -802046.959257 nChanged 0 SP:Iteration 32F (5345.409859 sec): 3 clusters Score: Raw -803802.982303 + Penalty 1756.023047 = -802046.959257 nChanged 0 Trying to split cluster 27 (36228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5345.455351 sec): 2 clusters Score: Raw -3294181.701030 + Penalty 997.270820 = -3293184.430210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5345.512346 sec): 3 clusters Score: Raw -3270988.666229 + Penalty 1994.541640 = -3268994.124589 nChanged 17018 SP:Iteration 1F (5345.565066 sec): 3 clusters Score: Raw -3280899.341096 + Penalty 1994.541640 = -3278904.799456 nChanged 1466 SP:Iteration 2Q (5345.620925 sec): 3 clusters Score: Raw -3281352.086824 + Penalty 1994.541640 = -3279357.545184 nChanged 1514 SP:Iteration 3Q (5345.675178 sec): 3 clusters Score: Raw -3281828.788968 + Penalty 1994.541640 = -3279834.247328 nChanged 1479 SP:Iteration 4Q (5345.729584 sec): 3 clusters Score: Raw -3282383.614358 + Penalty 1994.541640 = -3280389.072718 nChanged 1631 SP:Iteration 5Q (5345.784072 sec): 3 clusters Score: Raw -3283158.492954 + Penalty 1994.541640 = -3281163.951314 nChanged 1810 SP:Iteration 6Q (5345.838489 sec): 3 clusters Score: Raw -3284166.009445 + Penalty 1994.541640 = -3282171.467804 nChanged 1995 SP:Iteration 7F (5345.889789 sec): 3 clusters Score: Raw -3285374.431841 + Penalty 1994.541640 = -3283379.890201 nChanged 2070 SP:Iteration 8F (5345.942292 sec): 3 clusters Score: Raw -3286734.458573 + Penalty 1994.541640 = -3284739.916933 nChanged 2003 SP:Iteration 9F (5345.994761 sec): 3 clusters Score: Raw -3288006.920541 + Penalty 1994.541640 = -3286012.378900 nChanged 1817 SP:Iteration 10F (5346.047375 sec): 3 clusters Score: Raw -3289063.994775 + Penalty 1994.541640 = -3287069.453135 nChanged 1515 SP:Iteration 11Q (5346.100516 sec): 3 clusters Score: Raw -3289816.513903 + Penalty 1994.541640 = -3287821.972263 nChanged 1201 SP:Iteration 12Q (5346.152432 sec): 3 clusters Score: Raw -3290307.571900 + Penalty 1994.541640 = -3288313.030260 nChanged 922 SP:Iteration 13Q (5346.203808 sec): 3 clusters Score: Raw -3290641.465612 + Penalty 1994.541640 = -3288646.923972 nChanged 728 SP:Iteration 14Q (5346.254692 sec): 3 clusters Score: Raw -3290895.234500 + Penalty 1994.541640 = -3288900.692860 nChanged 626 SP:Iteration 15Q (5346.305134 sec): 3 clusters Score: Raw -3291107.144458 + Penalty 1994.541640 = -3289112.602818 nChanged 594 SP:Iteration 16Q (5346.355422 sec): 3 clusters Score: Raw -3291327.265296 + Penalty 1994.541640 = -3289332.723656 nChanged 633 SP:Iteration 17Q (5346.405438 sec): 3 clusters Score: Raw -3291591.079869 + Penalty 1994.541640 = -3289596.538229 nChanged 637 SP:Iteration 18Q (5346.455318 sec): 3 clusters Score: Raw -3291869.774858 + Penalty 1994.541640 = -3289875.233218 nChanged 635 SP:Iteration 19Q (5346.504591 sec): 3 clusters Score: Raw -3292162.823864 + Penalty 1994.541640 = -3290168.282224 nChanged 625 SP:Iteration 20F (5346.556438 sec): 3 clusters Score: Raw -3292438.539725 + Penalty 1994.541640 = -3290443.998085 nChanged 537 SP:Iteration 21Q (5346.605766 sec): 3 clusters Score: Raw -3292690.432596 + Penalty 1994.541640 = -3290695.890956 nChanged 511 SP:Iteration 22Q (5346.653969 sec): 3 clusters Score: Raw -3292944.554735 + Penalty 1994.541640 = -3290950.013094 nChanged 471 SP:Iteration 23Q (5346.701867 sec): 3 clusters Score: Raw -3293177.085129 + Penalty 1994.541640 = -3291182.543489 nChanged 430 SP:Iteration 24Q (5346.749263 sec): 3 clusters Score: Raw -3293385.911316 + Penalty 1994.541640 = -3291391.369676 nChanged 386 SP:Iteration 25Q (5346.796343 sec): 3 clusters Score: Raw -3293564.910260 + Penalty 1994.541640 = -3291570.368620 nChanged 326 SP:Iteration 26Q (5346.843042 sec): 3 clusters Score: Raw -3293707.291189 + Penalty 1994.541640 = -3291712.749549 nChanged 301 SP:Iteration 27Q (5346.889526 sec): 3 clusters Score: Raw -3293838.164168 + Penalty 1994.541640 = -3291843.622528 nChanged 281 SP:Iteration 28Q (5346.935670 sec): 3 clusters Score: Raw -3293965.065059 + Penalty 1994.541640 = -3291970.523419 nChanged 249 SP:Iteration 29Q (5346.981423 sec): 3 clusters Score: Raw -3294067.847103 + Penalty 1994.541640 = -3292073.305462 nChanged 224 SP:Iteration 30Q (5347.027201 sec): 3 clusters Score: Raw -3294159.299178 + Penalty 1994.541640 = -3292164.757538 nChanged 192 SP:Iteration 31Q (5347.072846 sec): 3 clusters Score: Raw -3294232.233202 + Penalty 1994.541640 = -3292237.691561 nChanged 188 SP:Iteration 32Q (5347.117954 sec): 3 clusters Score: Raw -3294297.664849 + Penalty 1994.541640 = -3292303.123208 nChanged 167 SP:Iteration 33Q (5347.195201 sec): 3 clusters Score: Raw -3294347.901355 + Penalty 1994.541640 = -3292353.359715 nChanged 132 SP:Iteration 34Q (5347.241038 sec): 3 clusters Score: Raw -3294385.598026 + Penalty 1994.541640 = -3292391.056386 nChanged 116 SP:Iteration 35Q (5347.285971 sec): 3 clusters Score: Raw -3294417.430417 + Penalty 1994.541640 = -3292422.888777 nChanged 101 SP:Iteration 36Q (5347.330956 sec): 3 clusters Score: Raw -3294441.950363 + Penalty 1994.541640 = -3292447.408723 nChanged 80 SP:Iteration 37Q (5347.375632 sec): 3 clusters Score: Raw -3294461.668357 + Penalty 1994.541640 = -3292467.126717 nChanged 68 SP:Iteration 38Q (5347.420438 sec): 3 clusters Score: Raw -3294476.931322 + Penalty 1994.541640 = -3292482.389682 nChanged 66 SP:Iteration 39Q (5347.464984 sec): 3 clusters Score: Raw -3294491.106812 + Penalty 1994.541640 = -3292496.565172 nChanged 63 SP:Iteration 40F (5347.517408 sec): 3 clusters Score: Raw -3294512.541632 + Penalty 1994.541640 = -3292517.999992 nChanged 81 SP:Iteration 41Q (5347.562304 sec): 3 clusters Score: Raw -3294530.442504 + Penalty 1994.541640 = -3292535.900864 nChanged 59 SP:Iteration 42Q (5347.606842 sec): 3 clusters Score: Raw -3294541.626164 + Penalty 1994.541640 = -3292547.084524 nChanged 54 SP:Iteration 43Q (5347.651603 sec): 3 clusters Score: Raw -3294551.052825 + Penalty 1994.541640 = -3292556.511185 nChanged 37 SP:Iteration 44Q (5347.696181 sec): 3 clusters Score: Raw -3294555.445475 + Penalty 1994.541640 = -3292560.903835 nChanged 29 SP:Iteration 45Q (5347.740777 sec): 3 clusters Score: Raw -3294559.274757 + Penalty 1994.541640 = -3292564.733117 nChanged 25 SP:Iteration 46Q (5347.785355 sec): 3 clusters Score: Raw -3294562.155357 + Penalty 1994.541640 = -3292567.613717 nChanged 18 SP:Iteration 47Q (5347.829832 sec): 3 clusters Score: Raw -3294564.568110 + Penalty 1994.541640 = -3292570.026470 nChanged 18 SP:Iteration 48Q (5347.874330 sec): 3 clusters Score: Raw -3294566.436597 + Penalty 1994.541640 = -3292571.894957 nChanged 15 SP:Iteration 49Q (5347.918954 sec): 3 clusters Score: Raw -3294568.067875 + Penalty 1994.541640 = -3292573.526235 nChanged 14 SP:Iteration 50Q (5347.963449 sec): 3 clusters Score: Raw -3294569.149048 + Penalty 1994.541640 = -3292574.607408 nChanged 8 SP:Iteration 51Q (5348.043886 sec): 3 clusters Score: Raw -3294569.787930 + Penalty 1994.541640 = -3292575.246290 nChanged 6 SP:Iteration 52Q (5348.098134 sec): 3 clusters Score: Raw -3294570.533476 + Penalty 1994.541640 = -3292575.991836 nChanged 9 SP:Iteration 53Q (5348.142668 sec): 3 clusters Score: Raw -3294571.552382 + Penalty 1994.541640 = -3292577.010741 nChanged 8 SP:Iteration 54Q (5348.186916 sec): 3 clusters Score: Raw -3294572.345513 + Penalty 1994.541640 = -3292577.803873 nChanged 7 SP:Iteration 55Q (5348.231544 sec): 3 clusters Score: Raw -3294572.776163 + Penalty 1994.541640 = -3292578.234523 nChanged 7 SP:Iteration 56Q (5348.276231 sec): 3 clusters Score: Raw -3294573.334540 + Penalty 1994.541640 = -3292578.792899 nChanged 4 SP:Iteration 57Q (5348.320555 sec): 3 clusters Score: Raw -3294573.487867 + Penalty 1994.541640 = -3292578.946227 nChanged 1 SP:Iteration 58Q (5348.365113 sec): 3 clusters Score: Raw -3294573.506634 + Penalty 1994.541640 = -3292578.964994 nChanged 0 SP:Iteration 59F (5348.417606 sec): 3 clusters Score: Raw -3294573.506634 + Penalty 1994.541640 = -3292578.964994 nChanged 0 Trying to split cluster 28 (1818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5348.428077 sec): 2 clusters Score: Raw -138918.627866 + Penalty 713.021766 = -138205.606100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5348.435741 sec): 3 clusters Score: Raw -138053.644913 + Penalty 1426.043532 = -136627.601381 nChanged 696 SP:Iteration 1F (5348.442806 sec): 3 clusters Score: Raw -138533.027686 + Penalty 1426.043532 = -137106.984153 nChanged 147 SP:Iteration 2F (5348.449809 sec): 3 clusters Score: Raw -138657.852612 + Penalty 1426.043532 = -137231.809079 nChanged 107 SP:Iteration 3F (5348.456906 sec): 3 clusters Score: Raw -138746.844465 + Penalty 1426.043532 = -137320.800932 nChanged 86 SP:Iteration 4Q (5348.463942 sec): 3 clusters Score: Raw -138833.197660 + Penalty 1426.043532 = -137407.154128 nChanged 92 SP:Iteration 5F (5348.470983 sec): 3 clusters Score: Raw -138928.426495 + Penalty 1426.043532 = -137502.382963 nChanged 94 SP:Iteration 6F (5348.477942 sec): 3 clusters Score: Raw -139012.879335 + Penalty 1426.043532 = -137586.835803 nChanged 83 SP:Iteration 7Q (5348.484937 sec): 3 clusters Score: Raw -139098.981148 + Penalty 1426.043532 = -137672.937616 nChanged 63 SP:Iteration 8Q (5348.491914 sec): 3 clusters Score: Raw -139184.525410 + Penalty 1426.043532 = -137758.481878 nChanged 65 SP:Iteration 9Q (5348.498805 sec): 3 clusters Score: Raw -139285.177577 + Penalty 1426.043532 = -137859.134045 nChanged 45 SP:Iteration 10Q (5348.505632 sec): 3 clusters Score: Raw -139325.154033 + Penalty 1426.043532 = -137899.110501 nChanged 29 SP:Iteration 11Q (5348.512566 sec): 3 clusters Score: Raw -139340.365802 + Penalty 1426.043532 = -137914.322270 nChanged 21 SP:Iteration 12Q (5348.519419 sec): 3 clusters Score: Raw -139355.901452 + Penalty 1426.043532 = -137929.857920 nChanged 14 SP:Iteration 13Q (5348.526299 sec): 3 clusters Score: Raw -139362.831660 + Penalty 1426.043532 = -137936.788128 nChanged 13 SP:Iteration 14Q (5348.533160 sec): 3 clusters Score: Raw -139372.021244 + Penalty 1426.043532 = -137945.977712 nChanged 13 SP:Iteration 15Q (5348.540008 sec): 3 clusters Score: Raw -139376.722173 + Penalty 1426.043532 = -137950.678641 nChanged 7 SP:Iteration 16Q (5348.546832 sec): 3 clusters Score: Raw -139379.783309 + Penalty 1426.043532 = -137953.739777 nChanged 7 SP:Iteration 17Q (5348.553703 sec): 3 clusters Score: Raw -139382.017580 + Penalty 1426.043532 = -137955.974048 nChanged 5 SP:Iteration 18Q (5348.560523 sec): 3 clusters Score: Raw -139384.698305 + Penalty 1426.043532 = -137958.654773 nChanged 4 SP:Iteration 19Q (5348.567343 sec): 3 clusters Score: Raw -139387.119875 + Penalty 1426.043532 = -137961.076343 nChanged 6 SP:Iteration 20F (5348.574325 sec): 3 clusters Score: Raw -139388.752462 + Penalty 1426.043532 = -137962.708929 nChanged 3 SP:Iteration 21Q (5348.581124 sec): 3 clusters Score: Raw -139389.615558 + Penalty 1426.043532 = -137963.572026 nChanged 2 SP:Iteration 22Q (5348.587995 sec): 3 clusters Score: Raw -139390.269519 + Penalty 1426.043532 = -137964.225987 nChanged 2 SP:Iteration 23Q (5348.594853 sec): 3 clusters Score: Raw -139390.980666 + Penalty 1426.043532 = -137964.937134 nChanged 1 SP:Iteration 24Q (5348.601696 sec): 3 clusters Score: Raw -139391.209313 + Penalty 1426.043532 = -137965.165781 nChanged 1 SP:Iteration 25Q (5348.608513 sec): 3 clusters Score: Raw -139391.361642 + Penalty 1426.043532 = -137965.318109 nChanged 1 SP:Iteration 26Q (5348.615288 sec): 3 clusters Score: Raw -139391.393343 + Penalty 1426.043532 = -137965.349810 nChanged 0 SP:Iteration 27F (5348.622236 sec): 3 clusters Score: Raw -139391.393343 + Penalty 1426.043532 = -137965.349810 nChanged 0 Trying to split cluster 29 (1753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5348.636699 sec): 2 clusters Score: Raw -149267.751113 + Penalty 709.562969 = -148558.188144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5348.644041 sec): 3 clusters Score: Raw -148454.093007 + Penalty 1419.125938 = -147034.967069 nChanged 692 SP:Iteration 1F (5348.650836 sec): 3 clusters Score: Raw -148948.174470 + Penalty 1419.125938 = -147529.048532 nChanged 192 SP:Iteration 2F (5348.657527 sec): 3 clusters Score: Raw -149152.379719 + Penalty 1419.125938 = -147733.253781 nChanged 176 SP:Iteration 3F (5348.664273 sec): 3 clusters Score: Raw -149382.411080 + Penalty 1419.125938 = -147963.285141 nChanged 150 SP:Iteration 4F (5348.671013 sec): 3 clusters Score: Raw -149548.424944 + Penalty 1419.125938 = -148129.299006 nChanged 103 SP:Iteration 5F (5348.677691 sec): 3 clusters Score: Raw -149654.991754 + Penalty 1419.125938 = -148235.865816 nChanged 73 SP:Iteration 6Q (5348.684317 sec): 3 clusters Score: Raw -149710.242399 + Penalty 1419.125938 = -148291.116461 nChanged 43 SP:Iteration 7Q (5348.690919 sec): 3 clusters Score: Raw -149743.380546 + Penalty 1419.125938 = -148324.254608 nChanged 32 SP:Iteration 8Q (5348.697543 sec): 3 clusters Score: Raw -149765.530825 + Penalty 1419.125938 = -148346.404887 nChanged 24 SP:Iteration 9Q (5348.704253 sec): 3 clusters Score: Raw -149782.753101 + Penalty 1419.125938 = -148363.627162 nChanged 20 SP:Iteration 10Q (5348.710931 sec): 3 clusters Score: Raw -149800.619847 + Penalty 1419.125938 = -148381.493909 nChanged 26 SP:Iteration 11Q (5348.717590 sec): 3 clusters Score: Raw -149818.315358 + Penalty 1419.125938 = -148399.189420 nChanged 15 SP:Iteration 12Q (5348.724224 sec): 3 clusters Score: Raw -149826.711950 + Penalty 1419.125938 = -148407.586012 nChanged 8 SP:Iteration 13Q (5348.730825 sec): 3 clusters Score: Raw -149830.141396 + Penalty 1419.125938 = -148411.015458 nChanged 6 SP:Iteration 14Q (5348.737493 sec): 3 clusters Score: Raw -149832.517853 + Penalty 1419.125938 = -148413.391914 nChanged 5 SP:Iteration 15Q (5348.744148 sec): 3 clusters Score: Raw -149834.615832 + Penalty 1419.125938 = -148415.489894 nChanged 2 SP:Iteration 16Q (5348.750728 sec): 3 clusters Score: Raw -149835.618560 + Penalty 1419.125938 = -148416.492622 nChanged 3 SP:Iteration 17Q (5348.757371 sec): 3 clusters Score: Raw -149836.474869 + Penalty 1419.125938 = -148417.348931 nChanged 1 SP:Iteration 18Q (5348.764022 sec): 3 clusters Score: Raw -149837.267770 + Penalty 1419.125938 = -148418.141832 nChanged 1 SP:Iteration 19Q (5348.770691 sec): 3 clusters Score: Raw -149838.250918 + Penalty 1419.125938 = -148419.124980 nChanged 2 SP:Iteration 20F (5348.777366 sec): 3 clusters Score: Raw -149839.521518 + Penalty 1419.125938 = -148420.395580 nChanged 2 SP:Iteration 21Q (5348.783970 sec): 3 clusters Score: Raw -149840.085756 + Penalty 1419.125938 = -148420.959818 nChanged 0 SP:Iteration 22F (5348.790649 sec): 3 clusters Score: Raw -149840.085756 + Penalty 1419.125938 = -148420.959818 nChanged 0 Trying to split cluster 30 (152074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5348.957339 sec): 2 clusters Score: Raw -13572410.925070 + Penalty 1133.551640 = -13571277.373430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5349.160103 sec): 3 clusters Score: Raw -13470618.028767 + Penalty 2267.103279 = -13468350.925487 nChanged 74162 SP:Iteration 1F (5349.359297 sec): 3 clusters Score: Raw -13516673.121938 + Penalty 2267.103279 = -13514406.018658 nChanged 6911 SP:Iteration 2Q (5349.581537 sec): 3 clusters Score: Raw -13519367.684687 + Penalty 2267.103279 = -13517100.581407 nChanged 8091 SP:Iteration 3F (5349.781283 sec): 3 clusters Score: Raw -13523089.469477 + Penalty 2267.103279 = -13520822.366198 nChanged 8656 SP:Iteration 4F (5349.980012 sec): 3 clusters Score: Raw -13527438.311691 + Penalty 2267.103279 = -13525171.208412 nChanged 8921 SP:Iteration 5F (5350.179016 sec): 3 clusters Score: Raw -13532141.319020 + Penalty 2267.103279 = -13529874.215741 nChanged 8533 SP:Iteration 6F (5350.378283 sec): 3 clusters Score: Raw -13536789.082966 + Penalty 2267.103279 = -13534521.979687 nChanged 7639 SP:Iteration 7F (5350.577747 sec): 3 clusters Score: Raw -13541278.110499 + Penalty 2267.103279 = -13539011.007220 nChanged 6803 SP:Iteration 8Q (5350.798622 sec): 3 clusters Score: Raw -13545557.201806 + Penalty 2267.103279 = -13543290.098526 nChanged 6065 SP:Iteration 9Q (5351.016831 sec): 3 clusters Score: Raw -13549278.340576 + Penalty 2267.103279 = -13547011.237296 nChanged 4956 SP:Iteration 10Q (5351.231711 sec): 3 clusters Score: Raw -13551706.212862 + Penalty 2267.103279 = -13549439.109582 nChanged 3657 SP:Iteration 11Q (5351.441071 sec): 3 clusters Score: Raw -13553074.443779 + Penalty 2267.103279 = -13550807.340500 nChanged 2611 SP:Iteration 12Q (5351.647134 sec): 3 clusters Score: Raw -13553877.241100 + Penalty 2267.103279 = -13551610.137821 nChanged 2196 SP:Iteration 13Q (5351.852811 sec): 3 clusters Score: Raw -13554525.669139 + Penalty 2267.103279 = -13552258.565859 nChanged 2009 SP:Iteration 14Q (5352.056528 sec): 3 clusters Score: Raw -13555127.402211 + Penalty 2267.103279 = -13552860.298932 nChanged 2061 SP:Iteration 15Q (5352.256928 sec): 3 clusters Score: Raw -13555761.554386 + Penalty 2267.103279 = -13553494.451107 nChanged 1983 SP:Iteration 16Q (5352.455320 sec): 3 clusters Score: Raw -13556356.033968 + Penalty 2267.103279 = -13554088.930689 nChanged 1884 SP:Iteration 17Q (5352.651816 sec): 3 clusters Score: Raw -13556921.117646 + Penalty 2267.103279 = -13554654.014366 nChanged 1900 SP:Iteration 18Q (5352.846985 sec): 3 clusters Score: Raw -13557477.617412 + Penalty 2267.103279 = -13555210.514132 nChanged 1839 SP:Iteration 19Q (5353.040293 sec): 3 clusters Score: Raw -13557999.482358 + Penalty 2267.103279 = -13555732.379078 nChanged 1715 SP:Iteration 20F (5353.239716 sec): 3 clusters Score: Raw -13558481.939425 + Penalty 2267.103279 = -13556214.836146 nChanged 1719 SP:Iteration 21Q (5353.429713 sec): 3 clusters Score: Raw -13558977.557877 + Penalty 2267.103279 = -13556710.454598 nChanged 1722 SP:Iteration 22Q (5353.618371 sec): 3 clusters Score: Raw -13559482.314551 + Penalty 2267.103279 = -13557215.211272 nChanged 1696 SP:Iteration 23Q (5353.805554 sec): 3 clusters Score: Raw -13559998.585734 + Penalty 2267.103279 = -13557731.482455 nChanged 1711 SP:Iteration 24Q (5353.991120 sec): 3 clusters Score: Raw -13560533.684485 + Penalty 2267.103279 = -13558266.581206 nChanged 1755 SP:Iteration 25Q (5354.175220 sec): 3 clusters Score: Raw -13561113.348740 + Penalty 2267.103279 = -13558846.245460 nChanged 1790 SP:Iteration 26Q (5354.357968 sec): 3 clusters Score: Raw -13561723.636906 + Penalty 2267.103279 = -13559456.533626 nChanged 1812 SP:Iteration 27Q (5354.539100 sec): 3 clusters Score: Raw -13562357.346700 + Penalty 2267.103279 = -13560090.243420 nChanged 1812 SP:Iteration 28Q (5354.720063 sec): 3 clusters Score: Raw -13563044.561223 + Penalty 2267.103279 = -13560777.457944 nChanged 1830 SP:Iteration 29Q (5354.898654 sec): 3 clusters Score: Raw -13563775.187324 + Penalty 2267.103279 = -13561508.084044 nChanged 1793 SP:Iteration 30Q (5355.075108 sec): 3 clusters Score: Raw -13564524.182411 + Penalty 2267.103279 = -13562257.079131 nChanged 1751 SP:Iteration 31Q (5355.249104 sec): 3 clusters Score: Raw -13565313.481030 + Penalty 2267.103279 = -13563046.377751 nChanged 1766 SP:Iteration 32Q (5355.421270 sec): 3 clusters Score: Raw -13566168.099788 + Penalty 2267.103279 = -13563900.996508 nChanged 1723 SP:Iteration 33Q (5355.591416 sec): 3 clusters Score: Raw -13567042.305230 + Penalty 2267.103279 = -13564775.201951 nChanged 1660 SP:Iteration 34Q (5355.759859 sec): 3 clusters Score: Raw -13567942.169686 + Penalty 2267.103279 = -13565675.066406 nChanged 1572 SP:Iteration 35Q (5355.926426 sec): 3 clusters Score: Raw -13568835.990679 + Penalty 2267.103279 = -13566568.887399 nChanged 1418 SP:Iteration 36Q (5356.091522 sec): 3 clusters Score: Raw -13569660.331426 + Penalty 2267.103279 = -13567393.228146 nChanged 1251 SP:Iteration 37Q (5356.253173 sec): 3 clusters Score: Raw -13570398.782855 + Penalty 2267.103279 = -13568131.679575 nChanged 1029 SP:Iteration 38Q (5356.413569 sec): 3 clusters Score: Raw -13571001.488289 + Penalty 2267.103279 = -13568734.385010 nChanged 800 SP:Iteration 39Q (5356.573059 sec): 3 clusters Score: Raw -13571496.000638 + Penalty 2267.103279 = -13569228.897358 nChanged 599 SP:Iteration 40F (5356.769226 sec): 3 clusters Score: Raw -13571862.417040 + Penalty 2267.103279 = -13569595.313760 nChanged 400 SP:Iteration 41Q (5356.926958 sec): 3 clusters Score: Raw -13572106.363886 + Penalty 2267.103279 = -13569839.260607 nChanged 270 SP:Iteration 42Q (5357.084191 sec): 3 clusters Score: Raw -13572267.215705 + Penalty 2267.103279 = -13570000.112426 nChanged 167 SP:Iteration 43Q (5357.240969 sec): 3 clusters Score: Raw -13572367.299873 + Penalty 2267.103279 = -13570100.196593 nChanged 104 SP:Iteration 44Q (5357.397596 sec): 3 clusters Score: Raw -13572426.607305 + Penalty 2267.103279 = -13570159.504025 nChanged 66 SP:Iteration 45Q (5357.553981 sec): 3 clusters Score: Raw -13572467.216847 + Penalty 2267.103279 = -13570200.113568 nChanged 52 SP:Iteration 46Q (5357.710309 sec): 3 clusters Score: Raw -13572498.309605 + Penalty 2267.103279 = -13570231.206326 nChanged 31 SP:Iteration 47Q (5357.866445 sec): 3 clusters Score: Raw -13572518.868789 + Penalty 2267.103279 = -13570251.765510 nChanged 28 SP:Iteration 48Q (5358.023482 sec): 3 clusters Score: Raw -13572533.357940 + Penalty 2267.103279 = -13570266.254661 nChanged 17 SP:Iteration 49Q (5358.180086 sec): 3 clusters Score: Raw -13572541.032790 + Penalty 2267.103279 = -13570273.929511 nChanged 16 SP:Iteration 50Q (5358.336812 sec): 3 clusters Score: Raw -13572548.458660 + Penalty 2267.103279 = -13570281.355380 nChanged 12 SP:Iteration 51Q (5358.492875 sec): 3 clusters Score: Raw -13572555.937862 + Penalty 2267.103279 = -13570288.834582 nChanged 9 SP:Iteration 52Q (5358.648947 sec): 3 clusters Score: Raw -13572560.562307 + Penalty 2267.103279 = -13570293.459027 nChanged 7 SP:Iteration 53Q (5358.810139 sec): 3 clusters Score: Raw -13572564.081415 + Penalty 2267.103279 = -13570296.978136 nChanged 3 SP:Iteration 54Q (5358.966144 sec): 3 clusters Score: Raw -13572565.056835 + Penalty 2267.103279 = -13570297.953555 nChanged 2 SP:Iteration 55Q (5359.122168 sec): 3 clusters Score: Raw -13572566.170625 + Penalty 2267.103279 = -13570299.067346 nChanged 5 SP:Iteration 56Q (5359.278069 sec): 3 clusters Score: Raw -13572569.341071 + Penalty 2267.103279 = -13570302.237791 nChanged 4 SP:Iteration 57Q (5359.433956 sec): 3 clusters Score: Raw -13572571.718024 + Penalty 2267.103279 = -13570304.614745 nChanged 6 SP:Iteration 58Q (5359.589842 sec): 3 clusters Score: Raw -13572578.335737 + Penalty 2267.103279 = -13570311.232458 nChanged 7 SP:Iteration 59Q (5359.745751 sec): 3 clusters Score: Raw -13572582.144627 + Penalty 2267.103279 = -13570315.041347 nChanged 3 SP:Iteration 60F (5359.941552 sec): 3 clusters Score: Raw -13572583.765006 + Penalty 2267.103279 = -13570316.661726 nChanged 3 SP:Iteration 61Q (5360.097579 sec): 3 clusters Score: Raw -13572587.198048 + Penalty 2267.103279 = -13570320.094769 nChanged 5 SP:Iteration 62Q (5360.256764 sec): 3 clusters Score: Raw -13572590.880646 + Penalty 2267.103279 = -13570323.777366 nChanged 6 SP:Iteration 63Q (5360.413082 sec): 3 clusters Score: Raw -13572593.810056 + Penalty 2267.103279 = -13570326.706777 nChanged 3 SP:Iteration 64Q (5360.600145 sec): 3 clusters Score: Raw -13572595.707909 + Penalty 2267.103279 = -13570328.604630 nChanged 6 SP:Iteration 65Q (5360.756064 sec): 3 clusters Score: Raw -13572598.337192 + Penalty 2267.103279 = -13570331.233913 nChanged 1 SP:Iteration 66Q (5360.912100 sec): 3 clusters Score: Raw -13572598.832447 + Penalty 2267.103279 = -13570331.729167 nChanged 1 SP:Iteration 67Q (5361.068021 sec): 3 clusters Score: Raw -13572599.050254 + Penalty 2267.103279 = -13570331.946975 nChanged 0 SP:Iteration 68F (5361.263475 sec): 3 clusters Score: Raw -13572599.050254 + Penalty 2267.103279 = -13570331.946975 nChanged 0 Trying to split cluster 31 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5361.274038 sec): 2 clusters Score: Raw -13462.291582 + Penalty 525.672001 = -12936.619580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5361.275683 sec): 3 clusters Score: Raw -13531.802843 + Penalty 1051.344003 = -12480.458840 nChanged 73 SP:Iteration 1F (5361.277145 sec): 3 clusters Score: Raw -13656.026361 + Penalty 1051.344003 = -12604.682358 nChanged 18 SP:Iteration 2F (5361.278580 sec): 3 clusters Score: Raw -13685.173134 + Penalty 1051.344003 = -12633.829131 nChanged 10 SP:Iteration 3Q (5361.280004 sec): 3 clusters Score: Raw -13700.057151 + Penalty 1051.344003 = -12648.713148 nChanged 8 SP:Iteration 4Q (5361.281394 sec): 3 clusters Score: Raw -13706.104022 + Penalty 1051.344003 = -12654.760019 nChanged 6 SP:Iteration 5Q (5361.282796 sec): 3 clusters Score: Raw -13719.277961 + Penalty 1051.344003 = -12667.933959 nChanged 6 SP:Iteration 6Q (5361.284203 sec): 3 clusters Score: Raw -13741.698469 + Penalty 1051.344003 = -12690.354466 nChanged 3 SP:Iteration 7Q (5361.285567 sec): 3 clusters Score: Raw -13804.398717 + Penalty 1051.344003 = -12753.054714 nChanged 10 SP:Iteration 8Q (5361.286959 sec): 3 clusters Score: Raw -13846.531320 + Penalty 1051.344003 = -12795.187318 nChanged 4 SP:Iteration 9Q (5361.288337 sec): 3 clusters Score: Raw -13864.837477 + Penalty 1051.344003 = -12813.493474 nChanged 3 SP:Iteration 10Q (5361.289716 sec): 3 clusters Score: Raw -13870.660421 + Penalty 1051.344003 = -12819.316418 nChanged 0 SP:Iteration 11F (5361.291114 sec): 3 clusters Score: Raw -13870.660421 + Penalty 1051.344003 = -12819.316418 nChanged 0 Trying to split cluster 32 (4767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5361.309455 sec): 2 clusters Score: Raw -409769.701052 + Penalty 804.599883 = -408965.101168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5361.328191 sec): 3 clusters Score: Raw -407121.128750 + Penalty 1609.199766 = -405511.928983 nChanged 2001 SP:Iteration 1F (5361.345305 sec): 3 clusters Score: Raw -408191.735959 + Penalty 1609.199766 = -406582.536192 nChanged 343 SP:Iteration 2F (5361.362957 sec): 3 clusters Score: Raw -408357.485523 + Penalty 1609.199766 = -406748.285756 nChanged 264 SP:Iteration 3F (5361.380627 sec): 3 clusters Score: Raw -408494.490717 + Penalty 1609.199766 = -406885.290950 nChanged 238 SP:Iteration 4Q (5361.398264 sec): 3 clusters Score: Raw -408634.361495 + Penalty 1609.199766 = -407025.161728 nChanged 236 SP:Iteration 5Q (5361.415805 sec): 3 clusters Score: Raw -408792.705976 + Penalty 1609.199766 = -407183.506209 nChanged 228 SP:Iteration 6Q (5361.433272 sec): 3 clusters Score: Raw -408953.540821 + Penalty 1609.199766 = -407344.341054 nChanged 203 SP:Iteration 7Q (5361.450823 sec): 3 clusters Score: Raw -409116.484439 + Penalty 1609.199766 = -407507.284673 nChanged 204 SP:Iteration 8Q (5361.468183 sec): 3 clusters Score: Raw -409289.402220 + Penalty 1609.199766 = -407680.202453 nChanged 181 SP:Iteration 9Q (5361.485402 sec): 3 clusters Score: Raw -409450.483692 + Penalty 1609.199766 = -407841.283925 nChanged 163 SP:Iteration 10Q (5361.502302 sec): 3 clusters Score: Raw -409601.362784 + Penalty 1609.199766 = -407992.163017 nChanged 120 SP:Iteration 11Q (5361.519166 sec): 3 clusters Score: Raw -409693.589888 + Penalty 1609.199766 = -408084.390121 nChanged 73 SP:Iteration 12Q (5361.535924 sec): 3 clusters Score: Raw -409749.916121 + Penalty 1609.199766 = -408140.716355 nChanged 58 SP:Iteration 13Q (5361.552575 sec): 3 clusters Score: Raw -409790.856604 + Penalty 1609.199766 = -408181.656837 nChanged 48 SP:Iteration 14Q (5361.569175 sec): 3 clusters Score: Raw -409819.806198 + Penalty 1609.199766 = -408210.606431 nChanged 31 SP:Iteration 15Q (5361.585649 sec): 3 clusters Score: Raw -409841.916572 + Penalty 1609.199766 = -408232.716806 nChanged 25 SP:Iteration 16Q (5361.602116 sec): 3 clusters Score: Raw -409864.349269 + Penalty 1609.199766 = -408255.149503 nChanged 20 SP:Iteration 17Q (5361.618507 sec): 3 clusters Score: Raw -409882.327709 + Penalty 1609.199766 = -408273.127942 nChanged 19 SP:Iteration 18Q (5361.634865 sec): 3 clusters Score: Raw -409893.954402 + Penalty 1609.199766 = -408284.754636 nChanged 14 SP:Iteration 19Q (5361.650945 sec): 3 clusters Score: Raw -409899.723031 + Penalty 1609.199766 = -408290.523265 nChanged 8 SP:Iteration 20F (5361.668172 sec): 3 clusters Score: Raw -409903.524676 + Penalty 1609.199766 = -408294.324910 nChanged 5 SP:Iteration 21Q (5361.684442 sec): 3 clusters Score: Raw -409905.941788 + Penalty 1609.199766 = -408296.742021 nChanged 3 SP:Iteration 22Q (5361.700738 sec): 3 clusters Score: Raw -409907.106288 + Penalty 1609.199766 = -408297.906521 nChanged 1 SP:Iteration 23Q (5361.716802 sec): 3 clusters Score: Raw -409907.354886 + Penalty 1609.199766 = -408298.155120 nChanged 1 SP:Iteration 24Q (5361.733101 sec): 3 clusters Score: Raw -409907.588898 + Penalty 1609.199766 = -408298.389132 nChanged 0 SP:Iteration 25F (5361.750556 sec): 3 clusters Score: Raw -409907.588898 + Penalty 1609.199766 = -408298.389132 nChanged 0 Trying to split cluster 33 (2354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5361.765928 sec): 2 clusters Score: Raw -186988.584569 + Penalty 737.567772 = -186251.016797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5361.775645 sec): 3 clusters Score: Raw -185802.147912 + Penalty 1475.135545 = -184327.012368 nChanged 943 SP:Iteration 1F (5361.784711 sec): 3 clusters Score: Raw -186271.039957 + Penalty 1475.135545 = -184795.904412 nChanged 178 SP:Iteration 2F (5361.793780 sec): 3 clusters Score: Raw -186392.055519 + Penalty 1475.135545 = -184916.919975 nChanged 166 SP:Iteration 3F (5361.802706 sec): 3 clusters Score: Raw -186502.895216 + Penalty 1475.135545 = -185027.759671 nChanged 149 SP:Iteration 4F (5361.811591 sec): 3 clusters Score: Raw -186662.535443 + Penalty 1475.135545 = -185187.399898 nChanged 150 SP:Iteration 5F (5361.820624 sec): 3 clusters Score: Raw -186869.787894 + Penalty 1475.135545 = -185394.652350 nChanged 157 SP:Iteration 6F (5361.829464 sec): 3 clusters Score: Raw -187081.140766 + Penalty 1475.135545 = -185606.005222 nChanged 142 SP:Iteration 7F (5361.838463 sec): 3 clusters Score: Raw -187268.028284 + Penalty 1475.135545 = -185792.892739 nChanged 146 SP:Iteration 8F (5361.847315 sec): 3 clusters Score: Raw -187430.365441 + Penalty 1475.135545 = -185955.229896 nChanged 108 SP:Iteration 9Q (5361.856108 sec): 3 clusters Score: Raw -187516.094734 + Penalty 1475.135545 = -186040.959190 nChanged 66 SP:Iteration 10Q (5361.864853 sec): 3 clusters Score: Raw -187562.360507 + Penalty 1475.135545 = -186087.224962 nChanged 37 SP:Iteration 11Q (5361.873567 sec): 3 clusters Score: Raw -187579.794006 + Penalty 1475.135545 = -186104.658462 nChanged 23 SP:Iteration 12Q (5361.882186 sec): 3 clusters Score: Raw -187589.278323 + Penalty 1475.135545 = -186114.142779 nChanged 14 SP:Iteration 13Q (5361.890864 sec): 3 clusters Score: Raw -187597.607765 + Penalty 1475.135545 = -186122.472220 nChanged 11 SP:Iteration 14Q (5361.899474 sec): 3 clusters Score: Raw -187604.941118 + Penalty 1475.135545 = -186129.805574 nChanged 8 SP:Iteration 15Q (5361.908065 sec): 3 clusters Score: Raw -187606.295112 + Penalty 1475.135545 = -186131.159568 nChanged 5 SP:Iteration 16Q (5361.916722 sec): 3 clusters Score: Raw -187607.445096 + Penalty 1475.135545 = -186132.309551 nChanged 2 SP:Iteration 17Q (5361.925415 sec): 3 clusters Score: Raw -187607.713526 + Penalty 1475.135545 = -186132.577981 nChanged 0 SP:Iteration 18F (5361.934287 sec): 3 clusters Score: Raw -187607.713526 + Penalty 1475.135545 = -186132.577981 nChanged 0 Trying to split cluster 34 (68481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5362.021887 sec): 2 clusters Score: Raw -6150116.920928 + Penalty 1057.759603 = -6149059.161325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5362.119833 sec): 3 clusters Score: Raw -6105213.267855 + Penalty 2115.519207 = -6103097.748649 nChanged 33156 SP:Iteration 1F (5362.214672 sec): 3 clusters Score: Raw -6124456.914806 + Penalty 2115.519207 = -6122341.395600 nChanged 2661 SP:Iteration 2Q (5362.317504 sec): 3 clusters Score: Raw -6125295.190730 + Penalty 2115.519207 = -6123179.671523 nChanged 2868 SP:Iteration 3Q (5362.420948 sec): 3 clusters Score: Raw -6126383.998782 + Penalty 2115.519207 = -6124268.479576 nChanged 3135 SP:Iteration 4Q (5362.523943 sec): 3 clusters Score: Raw -6127818.627663 + Penalty 2115.519207 = -6125703.108456 nChanged 3514 SP:Iteration 5F (5362.618544 sec): 3 clusters Score: Raw -6129704.588088 + Penalty 2115.519207 = -6127589.068881 nChanged 3784 SP:Iteration 6F (5362.713249 sec): 3 clusters Score: Raw -6131946.530394 + Penalty 2115.519207 = -6129831.011188 nChanged 3908 SP:Iteration 7F (5362.808187 sec): 3 clusters Score: Raw -6134424.181796 + Penalty 2115.519207 = -6132308.662589 nChanged 3778 SP:Iteration 8F (5362.902688 sec): 3 clusters Score: Raw -6136915.318884 + Penalty 2115.519207 = -6134799.799678 nChanged 3507 SP:Iteration 9F (5362.996922 sec): 3 clusters Score: Raw -6139162.659422 + Penalty 2115.519207 = -6137047.140215 nChanged 3020 SP:Iteration 10Q (5363.096438 sec): 3 clusters Score: Raw -6140836.029899 + Penalty 2115.519207 = -6138720.510692 nChanged 2288 SP:Iteration 11Q (5363.194442 sec): 3 clusters Score: Raw -6141890.722436 + Penalty 2115.519207 = -6139775.203230 nChanged 1713 SP:Iteration 12Q (5363.291064 sec): 3 clusters Score: Raw -6142594.803679 + Penalty 2115.519207 = -6140479.284473 nChanged 1482 SP:Iteration 13Q (5363.386348 sec): 3 clusters Score: Raw -6143200.941359 + Penalty 2115.519207 = -6141085.422152 nChanged 1390 SP:Iteration 14Q (5363.481180 sec): 3 clusters Score: Raw -6143795.143547 + Penalty 2115.519207 = -6141679.624341 nChanged 1439 SP:Iteration 15Q (5363.574902 sec): 3 clusters Score: Raw -6144446.472832 + Penalty 2115.519207 = -6142330.953626 nChanged 1379 SP:Iteration 16Q (5363.667695 sec): 3 clusters Score: Raw -6145097.128081 + Penalty 2115.519207 = -6142981.608874 nChanged 1344 SP:Iteration 17Q (5363.759609 sec): 3 clusters Score: Raw -6145757.011856 + Penalty 2115.519207 = -6143641.492649 nChanged 1331 SP:Iteration 18Q (5363.850643 sec): 3 clusters Score: Raw -6146447.973358 + Penalty 2115.519207 = -6144332.454151 nChanged 1206 SP:Iteration 19Q (5363.940386 sec): 3 clusters Score: Raw -6147093.076357 + Penalty 2115.519207 = -6144977.557151 nChanged 1121 SP:Iteration 20F (5364.034723 sec): 3 clusters Score: Raw -6147737.836221 + Penalty 2115.519207 = -6145622.317015 nChanged 977 SP:Iteration 21Q (5364.122243 sec): 3 clusters Score: Raw -6148287.206696 + Penalty 2115.519207 = -6146171.687490 nChanged 861 SP:Iteration 22Q (5364.208833 sec): 3 clusters Score: Raw -6148758.975790 + Penalty 2115.519207 = -6146643.456583 nChanged 694 SP:Iteration 23Q (5364.294602 sec): 3 clusters Score: Raw -6149113.037759 + Penalty 2115.519207 = -6146997.518552 nChanged 557 SP:Iteration 24Q (5364.379572 sec): 3 clusters Score: Raw -6149397.716371 + Penalty 2115.519207 = -6147282.197164 nChanged 470 SP:Iteration 25Q (5364.463858 sec): 3 clusters Score: Raw -6149627.804475 + Penalty 2115.519207 = -6147512.285268 nChanged 397 SP:Iteration 26Q (5364.546886 sec): 3 clusters Score: Raw -6149817.442950 + Penalty 2115.519207 = -6147701.923743 nChanged 294 SP:Iteration 27Q (5364.629513 sec): 3 clusters Score: Raw -6149942.993390 + Penalty 2115.519207 = -6147827.474184 nChanged 217 SP:Iteration 28Q (5364.712007 sec): 3 clusters Score: Raw -6150030.589064 + Penalty 2115.519207 = -6147915.069857 nChanged 163 SP:Iteration 29Q (5364.794183 sec): 3 clusters Score: Raw -6150098.943278 + Penalty 2115.519207 = -6147983.424072 nChanged 141 SP:Iteration 30Q (5364.876075 sec): 3 clusters Score: Raw -6150161.426664 + Penalty 2115.519207 = -6148045.907457 nChanged 124 SP:Iteration 31Q (5364.958141 sec): 3 clusters Score: Raw -6150215.403789 + Penalty 2115.519207 = -6148099.884583 nChanged 100 SP:Iteration 32Q (5365.040258 sec): 3 clusters Score: Raw -6150255.946730 + Penalty 2115.519207 = -6148140.427524 nChanged 74 SP:Iteration 33Q (5365.121849 sec): 3 clusters Score: Raw -6150286.128684 + Penalty 2115.519207 = -6148170.609477 nChanged 62 SP:Iteration 34Q (5365.203530 sec): 3 clusters Score: Raw -6150308.865396 + Penalty 2115.519207 = -6148193.346189 nChanged 41 SP:Iteration 35Q (5365.285714 sec): 3 clusters Score: Raw -6150321.989773 + Penalty 2115.519207 = -6148206.470566 nChanged 22 SP:Iteration 36Q (5365.367331 sec): 3 clusters Score: Raw -6150327.054497 + Penalty 2115.519207 = -6148211.535291 nChanged 21 SP:Iteration 37Q (5365.448917 sec): 3 clusters Score: Raw -6150332.387767 + Penalty 2115.519207 = -6148216.868560 nChanged 17 SP:Iteration 38Q (5365.530320 sec): 3 clusters Score: Raw -6150336.728465 + Penalty 2115.519207 = -6148221.209258 nChanged 18 SP:Iteration 39Q (5365.611769 sec): 3 clusters Score: Raw -6150342.248547 + Penalty 2115.519207 = -6148226.729340 nChanged 11 SP:Iteration 40F (5365.705879 sec): 3 clusters Score: Raw -6150345.876744 + Penalty 2115.519207 = -6148230.357537 nChanged 17 SP:Iteration 41Q (5365.787360 sec): 3 clusters Score: Raw -6150351.237220 + Penalty 2115.519207 = -6148235.718013 nChanged 13 SP:Iteration 42Q (5365.868871 sec): 3 clusters Score: Raw -6150353.714406 + Penalty 2115.519207 = -6148238.195199 nChanged 10 SP:Iteration 43Q (5365.950245 sec): 3 clusters Score: Raw -6150356.066051 + Penalty 2115.519207 = -6148240.546844 nChanged 11 SP:Iteration 44Q (5366.031712 sec): 3 clusters Score: Raw -6150358.546431 + Penalty 2115.519207 = -6148243.027225 nChanged 7 SP:Iteration 45Q (5366.112889 sec): 3 clusters Score: Raw -6150360.052504 + Penalty 2115.519207 = -6148244.533298 nChanged 7 SP:Iteration 46Q (5366.194242 sec): 3 clusters Score: Raw -6150360.934372 + Penalty 2115.519207 = -6148245.415166 nChanged 4 SP:Iteration 47Q (5366.275766 sec): 3 clusters Score: Raw -6150361.471263 + Penalty 2115.519207 = -6148245.952057 nChanged 1 SP:Iteration 48Q (5366.357093 sec): 3 clusters Score: Raw -6150361.826826 + Penalty 2115.519207 = -6148246.307619 nChanged 4 SP:Iteration 49Q (5366.438509 sec): 3 clusters Score: Raw -6150362.903197 + Penalty 2115.519207 = -6148247.383990 nChanged 7 SP:Iteration 50Q (5366.519830 sec): 3 clusters Score: Raw -6150364.937876 + Penalty 2115.519207 = -6148249.418669 nChanged 7 SP:Iteration 51Q (5366.601083 sec): 3 clusters Score: Raw -6150366.768220 + Penalty 2115.519207 = -6148251.249014 nChanged 5 SP:Iteration 52Q (5366.682605 sec): 3 clusters Score: Raw -6150368.562968 + Penalty 2115.519207 = -6148253.043762 nChanged 7 SP:Iteration 53Q (5366.764114 sec): 3 clusters Score: Raw -6150370.851622 + Penalty 2115.519207 = -6148255.332416 nChanged 7 SP:Iteration 54Q (5366.845475 sec): 3 clusters Score: Raw -6150373.741134 + Penalty 2115.519207 = -6148258.221927 nChanged 8 SP:Iteration 55Q (5366.926939 sec): 3 clusters Score: Raw -6150376.782285 + Penalty 2115.519207 = -6148261.263078 nChanged 10 SP:Iteration 56Q (5367.008254 sec): 3 clusters Score: Raw -6150381.157272 + Penalty 2115.519207 = -6148265.638066 nChanged 12 SP:Iteration 57Q (5367.089573 sec): 3 clusters Score: Raw -6150387.173106 + Penalty 2115.519207 = -6148271.653899 nChanged 5 SP:Iteration 58Q (5367.171006 sec): 3 clusters Score: Raw -6150388.041192 + Penalty 2115.519207 = -6148272.521985 nChanged 4 SP:Iteration 59Q (5367.252379 sec): 3 clusters Score: Raw -6150388.775666 + Penalty 2115.519207 = -6148273.256460 nChanged 3 SP:Iteration 60F (5367.347042 sec): 3 clusters Score: Raw -6150389.541146 + Penalty 2115.519207 = -6148274.021939 nChanged 4 SP:Iteration 61Q (5367.428285 sec): 3 clusters Score: Raw -6150391.440271 + Penalty 2115.519207 = -6148275.921065 nChanged 6 SP:Iteration 62Q (5367.509577 sec): 3 clusters Score: Raw -6150393.539772 + Penalty 2115.519207 = -6148278.020565 nChanged 1 SP:Iteration 63Q (5367.590845 sec): 3 clusters Score: Raw -6150393.644028 + Penalty 2115.519207 = -6148278.124821 nChanged 0 SP:Iteration 64F (5367.685059 sec): 3 clusters Score: Raw -6150393.644028 + Penalty 2115.519207 = -6148278.124821 nChanged 0 Trying to split cluster 35 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5367.690278 sec): 2 clusters Score: Raw -17279.462871 + Penalty 529.354633 = -16750.108238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5367.692027 sec): 3 clusters Score: Raw -17340.144755 + Penalty 1058.709266 = -16281.435489 nChanged 62 SP:Iteration 1F (5367.693537 sec): 3 clusters Score: Raw -17441.925533 + Penalty 1058.709266 = -16383.216267 nChanged 20 SP:Iteration 2F (5367.695042 sec): 3 clusters Score: Raw -17493.954685 + Penalty 1058.709266 = -16435.245419 nChanged 12 SP:Iteration 3Q (5367.696538 sec): 3 clusters Score: Raw -17515.998685 + Penalty 1058.709266 = -16457.289418 nChanged 4 SP:Iteration 4Q (5367.698042 sec): 3 clusters Score: Raw -17519.412081 + Penalty 1058.709266 = -16460.702815 nChanged 1 SP:Iteration 5Q (5367.699548 sec): 3 clusters Score: Raw -17520.292134 + Penalty 1058.709266 = -16461.582868 nChanged 0 SP:Iteration 6F (5367.701038 sec): 3 clusters Score: Raw -17520.292134 + Penalty 1058.709266 = -16461.582868 nChanged 0 Trying to split cluster 36 (1582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5367.715503 sec): 2 clusters Score: Raw -135359.449271 + Penalty 699.812289 = -134659.636982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5367.722344 sec): 3 clusters Score: Raw -134629.827197 + Penalty 1399.624578 = -133230.202618 nChanged 564 SP:Iteration 1F (5367.728612 sec): 3 clusters Score: Raw -134979.340490 + Penalty 1399.624578 = -133579.715911 nChanged 138 SP:Iteration 2F (5367.734815 sec): 3 clusters Score: Raw -135086.208443 + Penalty 1399.624578 = -133686.583864 nChanged 102 SP:Iteration 3F (5367.741045 sec): 3 clusters Score: Raw -135158.883049 + Penalty 1399.624578 = -133759.258471 nChanged 77 SP:Iteration 4Q (5367.747264 sec): 3 clusters Score: Raw -135202.710732 + Penalty 1399.624578 = -133803.086154 nChanged 55 SP:Iteration 5Q (5367.753526 sec): 3 clusters Score: Raw -135245.993588 + Penalty 1399.624578 = -133846.369010 nChanged 64 SP:Iteration 6Q (5367.759697 sec): 3 clusters Score: Raw -135284.960992 + Penalty 1399.624578 = -133885.336414 nChanged 49 SP:Iteration 7Q (5367.765904 sec): 3 clusters Score: Raw -135316.670948 + Penalty 1399.624578 = -133917.046370 nChanged 54 SP:Iteration 8Q (5367.772082 sec): 3 clusters Score: Raw -135353.901893 + Penalty 1399.624578 = -133954.277315 nChanged 59 SP:Iteration 9Q (5367.778288 sec): 3 clusters Score: Raw -135397.300229 + Penalty 1399.624578 = -133997.675650 nChanged 46 SP:Iteration 10Q (5367.784485 sec): 3 clusters Score: Raw -135432.259731 + Penalty 1399.624578 = -134032.635153 nChanged 45 SP:Iteration 11Q (5367.790609 sec): 3 clusters Score: Raw -135466.720736 + Penalty 1399.624578 = -134067.096158 nChanged 36 SP:Iteration 12Q (5367.796817 sec): 3 clusters Score: Raw -135496.501828 + Penalty 1399.624578 = -134096.877250 nChanged 34 SP:Iteration 13Q (5367.803012 sec): 3 clusters Score: Raw -135527.528515 + Penalty 1399.624578 = -134127.903937 nChanged 27 SP:Iteration 14Q (5367.809210 sec): 3 clusters Score: Raw -135545.140467 + Penalty 1399.624578 = -134145.515889 nChanged 19 SP:Iteration 15Q (5367.815379 sec): 3 clusters Score: Raw -135557.827711 + Penalty 1399.624578 = -134158.203133 nChanged 16 SP:Iteration 16Q (5367.821563 sec): 3 clusters Score: Raw -135569.846772 + Penalty 1399.624578 = -134170.222194 nChanged 16 SP:Iteration 17Q (5367.827810 sec): 3 clusters Score: Raw -135581.958972 + Penalty 1399.624578 = -134182.334394 nChanged 17 SP:Iteration 18Q (5367.833918 sec): 3 clusters Score: Raw -135598.045331 + Penalty 1399.624578 = -134198.420753 nChanged 18 SP:Iteration 19Q (5367.840054 sec): 3 clusters Score: Raw -135610.536692 + Penalty 1399.624578 = -134210.912114 nChanged 10 SP:Iteration 20F (5367.846270 sec): 3 clusters Score: Raw -135615.503502 + Penalty 1399.624578 = -134215.878924 nChanged 7 SP:Iteration 21Q (5367.852463 sec): 3 clusters Score: Raw -135619.388618 + Penalty 1399.624578 = -134219.764039 nChanged 6 SP:Iteration 22Q (5367.858624 sec): 3 clusters Score: Raw -135625.041745 + Penalty 1399.624578 = -134225.417167 nChanged 6 SP:Iteration 23Q (5367.864711 sec): 3 clusters Score: Raw -135630.697236 + Penalty 1399.624578 = -134231.072658 nChanged 7 SP:Iteration 24Q (5367.870859 sec): 3 clusters Score: Raw -135637.260507 + Penalty 1399.624578 = -134237.635929 nChanged 6 SP:Iteration 25Q (5367.876994 sec): 3 clusters Score: Raw -135642.036988 + Penalty 1399.624578 = -134242.412409 nChanged 3 SP:Iteration 26Q (5367.883096 sec): 3 clusters Score: Raw -135643.101804 + Penalty 1399.624578 = -134243.477226 nChanged 0 SP:Iteration 27F (5367.889310 sec): 3 clusters Score: Raw -135643.101804 + Penalty 1399.624578 = -134243.477226 nChanged 0 Iteration 179Q (5372.380197 sec): 37 clusters Score: Raw -45231594.325530 + Penalty 45091.929260 = -45186502.396270 nChanged 772 Iteration 180F (5381.200366 sec): 37 clusters Score: Raw -45231636.495916 + Penalty 45091.929260 = -45186544.566656 nChanged 724 Iteration 181Q (5385.284192 sec): 37 clusters Score: Raw -45231675.467469 + Penalty 45091.929260 = -45186583.538209 nChanged 734 Iteration 182Q (5389.370098 sec): 37 clusters Score: Raw -45231718.654586 + Penalty 45091.929260 = -45186626.725326 nChanged 724 Iteration 183Q (5393.461597 sec): 37 clusters Score: Raw -45231761.277689 + Penalty 45091.929260 = -45186669.348428 nChanged 708 Iteration 184Q (5397.540628 sec): 37 clusters Score: Raw -45231804.799428 + Penalty 45091.929260 = -45186712.870167 nChanged 749 Iteration 185Q (5401.637637 sec): 37 clusters Score: Raw -45231852.052917 + Penalty 45091.929260 = -45186760.123657 nChanged 742 Iteration 186Q (5405.727491 sec): 37 clusters Score: Raw -45231898.084105 + Penalty 45091.929260 = -45186806.154844 nChanged 748 Iteration 187Q (5409.815053 sec): 37 clusters Score: Raw -45231946.865141 + Penalty 45091.929260 = -45186854.935880 nChanged 766 Iteration 188Q (5413.913374 sec): 37 clusters Score: Raw -45231996.359232 + Penalty 45091.929260 = -45186904.429971 nChanged 736 Iteration 189Q (5417.995985 sec): 37 clusters Score: Raw -45232044.523517 + Penalty 45091.929260 = -45186952.594256 nChanged 745 Iteration 190Q (5422.092343 sec): 37 clusters Score: Raw -45232092.480114 + Penalty 45091.929260 = -45187000.550853 nChanged 710 Iteration 191Q (5426.184385 sec): 37 clusters Score: Raw -45232132.314067 + Penalty 45091.929260 = -45187040.384807 nChanged 696 Iteration 192Q (5430.267121 sec): 37 clusters Score: Raw -45232172.724443 + Penalty 45091.929260 = -45187080.795182 nChanged 650 Iteration 193Q (5434.348652 sec): 37 clusters Score: Raw -45232211.046439 + Penalty 45091.929260 = -45187119.117178 nChanged 633 Iteration 194Q (5438.424002 sec): 37 clusters Score: Raw -45232249.046478 + Penalty 45091.929260 = -45187157.117217 nChanged 638 Iteration 195Q (5442.500359 sec): 37 clusters Score: Raw -45232286.570044 + Penalty 45091.929260 = -45187194.640784 nChanged 716 Iteration 196Q (5446.578259 sec): 37 clusters Score: Raw -45232327.861831 + Penalty 45091.929260 = -45187235.932571 nChanged 695 Iteration 197Q (5450.653573 sec): 37 clusters Score: Raw -45232369.953223 + Penalty 45091.929260 = -45187278.023962 nChanged 688 Iteration 198Q (5454.731378 sec): 37 clusters Score: Raw -45232406.971319 + Penalty 45091.929260 = -45187315.042059 nChanged 618 Iteration 199Q (5458.814039 sec): 37 clusters Score: Raw -45232440.363241 + Penalty 45091.929260 = -45187348.433981 nChanged 644 Iteration 200F (5467.188597 sec): 37 clusters Score: Raw -45232475.895215 + Penalty 45091.929260 = -45187383.965955 nChanged 632 Iteration 201Q (5471.268382 sec): 37 clusters Score: Raw -45232510.225094 + Penalty 45091.929260 = -45187418.295834 nChanged 617 Iteration 202Q (5475.358451 sec): 37 clusters Score: Raw -45232541.401730 + Penalty 45091.929260 = -45187449.472470 nChanged 590 Iteration 203Q (5479.448991 sec): 37 clusters Score: Raw -45232574.105769 + Penalty 45091.929260 = -45187482.176509 nChanged 622 Iteration 204Q (5483.525868 sec): 37 clusters Score: Raw -45232609.083459 + Penalty 45091.929260 = -45187517.154198 nChanged 582 Iteration 205Q (5487.605948 sec): 37 clusters Score: Raw -45232641.364835 + Penalty 45091.929260 = -45187549.435575 nChanged 568 Iteration 206Q (5491.689926 sec): 37 clusters Score: Raw -45232672.172765 + Penalty 45091.929260 = -45187580.243505 nChanged 571 Iteration 207Q (5495.762777 sec): 37 clusters Score: Raw -45232705.879503 + Penalty 45091.929260 = -45187613.950242 nChanged 618 Iteration 208Q (5499.843070 sec): 37 clusters Score: Raw -45232742.781252 + Penalty 45091.929260 = -45187650.851992 nChanged 644 Iteration 209Q (5503.924294 sec): 37 clusters Score: Raw -45232782.271731 + Penalty 45091.929260 = -45187690.342471 nChanged 670 Iteration 210Q (5508.068156 sec): 37 clusters Score: Raw -45232820.651052 + Penalty 45091.929260 = -45187728.721792 nChanged 632 Iteration 211Q (5512.174691 sec): 37 clusters Score: Raw -45232855.640199 + Penalty 45091.929260 = -45187763.710938 nChanged 632 Iteration 212Q (5516.252237 sec): 37 clusters Score: Raw -45232889.368673 + Penalty 45091.929260 = -45187797.439412 nChanged 617 Iteration 213Q (5520.349987 sec): 37 clusters Score: Raw -45232920.667359 + Penalty 45091.929260 = -45187828.738099 nChanged 566 Iteration 214Q (5524.447200 sec): 37 clusters Score: Raw -45232953.619806 + Penalty 45091.929260 = -45187861.690545 nChanged 591 Iteration 215Q (5528.529045 sec): 37 clusters Score: Raw -45232988.812890 + Penalty 45091.929260 = -45187896.883629 nChanged 599 Iteration 216Q (5532.605101 sec): 37 clusters Score: Raw -45233024.760200 + Penalty 45091.929260 = -45187932.830940 nChanged 594 Iteration 217Q (5536.702908 sec): 37 clusters Score: Raw -45233060.358323 + Penalty 45091.929260 = -45187968.429062 nChanged 608 Iteration 218Q (5540.778490 sec): 37 clusters Score: Raw -45233093.197455 + Penalty 45091.929260 = -45188001.268195 nChanged 589 Writing temp clu file Because OldScore, -45187968.429062, is greater than current (better) Score,-45188001.268195 Compute initial score before splitting: Score: Raw -45233093.197455 + Penalty 45091.929260 = -45188001.268195 Trying to split cluster 1 (41991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5540.911339 sec): 2 clusters Score: Raw -3524125.181103 + Penalty 1011.295006 = -3523113.886097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5540.980522 sec): 3 clusters Score: Raw -3497185.795285 + Penalty 2022.590012 = -3495163.205273 nChanged 19980 SP:Iteration 1F (5541.044053 sec): 3 clusters Score: Raw -3508686.380000 + Penalty 2022.590012 = -3506663.789988 nChanged 1872 SP:Iteration 2Q (5541.113099 sec): 3 clusters Score: Raw -3509296.324436 + Penalty 2022.590012 = -3507273.734424 nChanged 2021 SP:Iteration 3Q (5541.180902 sec): 3 clusters Score: Raw -3510130.475504 + Penalty 2022.590012 = -3508107.885492 nChanged 2354 SP:Iteration 4F (5541.243348 sec): 3 clusters Score: Raw -3511397.066200 + Penalty 2022.590012 = -3509374.476188 nChanged 2845 SP:Iteration 5F (5541.306774 sec): 3 clusters Score: Raw -3513339.503361 + Penalty 2022.590012 = -3511316.913349 nChanged 3192 SP:Iteration 6F (5541.400134 sec): 3 clusters Score: Raw -3515973.601228 + Penalty 2022.590012 = -3513951.011217 nChanged 3084 SP:Iteration 7F (5541.463196 sec): 3 clusters Score: Raw -3518700.328933 + Penalty 2022.590012 = -3516677.738921 nChanged 2502 SP:Iteration 8F (5541.526434 sec): 3 clusters Score: Raw -3520977.246521 + Penalty 2022.590012 = -3518954.656510 nChanged 1700 SP:Iteration 9Q (5541.590262 sec): 3 clusters Score: Raw -3522533.158243 + Penalty 2022.590012 = -3520510.568231 nChanged 1018 SP:Iteration 10Q (5541.648797 sec): 3 clusters Score: Raw -3523443.735812 + Penalty 2022.590012 = -3521421.145800 nChanged 485 SP:Iteration 11Q (5541.703585 sec): 3 clusters Score: Raw -3523873.903680 + Penalty 2022.590012 = -3521851.313669 nChanged 216 SP:Iteration 12Q (5541.756058 sec): 3 clusters Score: Raw -3524072.628588 + Penalty 2022.590012 = -3522050.038576 nChanged 108 SP:Iteration 13Q (5541.807383 sec): 3 clusters Score: Raw -3524176.948707 + Penalty 2022.590012 = -3522154.358695 nChanged 53 SP:Iteration 14Q (5541.858302 sec): 3 clusters Score: Raw -3524222.128035 + Penalty 2022.590012 = -3522199.538023 nChanged 21 SP:Iteration 15Q (5541.909486 sec): 3 clusters Score: Raw -3524237.043111 + Penalty 2022.590012 = -3522214.453099 nChanged 12 SP:Iteration 16Q (5541.960236 sec): 3 clusters Score: Raw -3524251.343280 + Penalty 2022.590012 = -3522228.753268 nChanged 7 SP:Iteration 17Q (5542.011208 sec): 3 clusters Score: Raw -3524256.651242 + Penalty 2022.590012 = -3522234.061230 nChanged 5 SP:Iteration 18Q (5542.061889 sec): 3 clusters Score: Raw -3524261.070129 + Penalty 2022.590012 = -3522238.480117 nChanged 4 SP:Iteration 19Q (5542.112582 sec): 3 clusters Score: Raw -3524264.089655 + Penalty 2022.590012 = -3522241.499643 nChanged 3 SP:Iteration 20F (5542.175225 sec): 3 clusters Score: Raw -3524265.920997 + Penalty 2022.590012 = -3522243.330985 nChanged 3 SP:Iteration 21Q (5542.225901 sec): 3 clusters Score: Raw -3524269.042517 + Penalty 2022.590012 = -3522246.452506 nChanged 4 SP:Iteration 22Q (5542.276758 sec): 3 clusters Score: Raw -3524272.734405 + Penalty 2022.590012 = -3522250.144393 nChanged 2 SP:Iteration 23Q (5542.327464 sec): 3 clusters Score: Raw -3524273.945854 + Penalty 2022.590012 = -3522251.355842 nChanged 2 SP:Iteration 24Q (5542.377988 sec): 3 clusters Score: Raw -3524275.251014 + Penalty 2022.590012 = -3522252.661002 nChanged 0 SP:Iteration 25F (5542.440585 sec): 3 clusters Score: Raw -3524275.251014 + Penalty 2022.590012 = -3522252.661002 nChanged 0 Trying to split cluster 2 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5542.448329 sec): 2 clusters Score: Raw -24788.244498 + Penalty 555.136720 = -24233.107778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5542.450383 sec): 3 clusters Score: Raw -24797.284338 + Penalty 1110.273439 = -23687.010899 nChanged 91 SP:Iteration 1F (5542.452188 sec): 3 clusters Score: Raw -24940.274968 + Penalty 1110.273439 = -23830.001528 nChanged 30 SP:Iteration 2F (5542.453976 sec): 3 clusters Score: Raw -24994.387385 + Penalty 1110.273439 = -23884.113946 nChanged 19 SP:Iteration 3F (5542.455772 sec): 3 clusters Score: Raw -25017.747665 + Penalty 1110.273439 = -23907.474226 nChanged 12 SP:Iteration 4Q (5542.457537 sec): 3 clusters Score: Raw -25031.686870 + Penalty 1110.273439 = -23921.413431 nChanged 5 SP:Iteration 5Q (5542.459313 sec): 3 clusters Score: Raw -25041.553620 + Penalty 1110.273439 = -23931.280181 nChanged 3 SP:Iteration 6Q (5542.461081 sec): 3 clusters Score: Raw -25050.735909 + Penalty 1110.273439 = -23940.462470 nChanged 5 SP:Iteration 7Q (5542.462854 sec): 3 clusters Score: Raw -25062.698598 + Penalty 1110.273439 = -23952.425159 nChanged 6 SP:Iteration 8Q (5542.464608 sec): 3 clusters Score: Raw -25075.326860 + Penalty 1110.273439 = -23965.053421 nChanged 5 SP:Iteration 9Q (5542.466354 sec): 3 clusters Score: Raw -25083.820859 + Penalty 1110.273439 = -23973.547420 nChanged 4 SP:Iteration 10Q (5542.468111 sec): 3 clusters Score: Raw -25089.717707 + Penalty 1110.273439 = -23979.444267 nChanged 1 SP:Iteration 11Q (5542.469848 sec): 3 clusters Score: Raw -25091.694992 + Penalty 1110.273439 = -23981.421553 nChanged 1 SP:Iteration 12Q (5542.471658 sec): 3 clusters Score: Raw -25092.515202 + Penalty 1110.273439 = -23982.241763 nChanged 0 SP:Iteration 13F (5542.473448 sec): 3 clusters Score: Raw -25092.515202 + Penalty 1110.273439 = -23982.241763 nChanged 0 Trying to split cluster 3 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5542.484148 sec): 2 clusters Score: Raw -60443.029703 + Penalty 641.465686 = -59801.564017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5542.488198 sec): 3 clusters Score: Raw -60125.608637 + Penalty 1282.931371 = -58842.677266 nChanged 285 SP:Iteration 1F (5542.491854 sec): 3 clusters Score: Raw -60387.988808 + Penalty 1282.931371 = -59105.057437 nChanged 70 SP:Iteration 2F (5542.495506 sec): 3 clusters Score: Raw -60450.157650 + Penalty 1282.931371 = -59167.226278 nChanged 41 SP:Iteration 3Q (5542.499185 sec): 3 clusters Score: Raw -60507.266559 + Penalty 1282.931371 = -59224.335187 nChanged 36 SP:Iteration 4Q (5542.502876 sec): 3 clusters Score: Raw -60560.546096 + Penalty 1282.931371 = -59277.614725 nChanged 35 SP:Iteration 5Q (5542.506572 sec): 3 clusters Score: Raw -60599.245009 + Penalty 1282.931371 = -59316.313638 nChanged 26 SP:Iteration 6Q (5542.510242 sec): 3 clusters Score: Raw -60625.328718 + Penalty 1282.931371 = -59342.397347 nChanged 29 SP:Iteration 7Q (5542.513887 sec): 3 clusters Score: Raw -60657.920791 + Penalty 1282.931371 = -59374.989420 nChanged 20 SP:Iteration 8Q (5542.517531 sec): 3 clusters Score: Raw -60682.318552 + Penalty 1282.931371 = -59399.387180 nChanged 17 SP:Iteration 9Q (5542.521201 sec): 3 clusters Score: Raw -60698.814385 + Penalty 1282.931371 = -59415.883014 nChanged 11 SP:Iteration 10Q (5542.524842 sec): 3 clusters Score: Raw -60714.294169 + Penalty 1282.931371 = -59431.362798 nChanged 8 SP:Iteration 11Q (5542.528502 sec): 3 clusters Score: Raw -60720.043872 + Penalty 1282.931371 = -59437.112501 nChanged 7 SP:Iteration 12Q (5542.532111 sec): 3 clusters Score: Raw -60723.466469 + Penalty 1282.931371 = -59440.535098 nChanged 4 SP:Iteration 13Q (5542.535727 sec): 3 clusters Score: Raw -60725.594598 + Penalty 1282.931371 = -59442.663226 nChanged 2 SP:Iteration 14Q (5542.539349 sec): 3 clusters Score: Raw -60726.169989 + Penalty 1282.931371 = -59443.238618 nChanged 0 SP:Iteration 15F (5542.542966 sec): 3 clusters Score: Raw -60726.169989 + Penalty 1282.931371 = -59443.238618 nChanged 0 Trying to split cluster 4 (3134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5542.559330 sec): 2 clusters Score: Raw -283115.381274 + Penalty 764.756215 = -282350.625059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5542.571933 sec): 3 clusters Score: Raw -281437.824236 + Penalty 1529.512430 = -279908.311805 nChanged 1301 SP:Iteration 1F (5542.583526 sec): 3 clusters Score: Raw -282210.404706 + Penalty 1529.512430 = -280680.892276 nChanged 266 SP:Iteration 2F (5542.595026 sec): 3 clusters Score: Raw -282399.078015 + Penalty 1529.512430 = -280869.565585 nChanged 241 SP:Iteration 3F (5542.606485 sec): 3 clusters Score: Raw -282566.186445 + Penalty 1529.512430 = -281036.674015 nChanged 209 SP:Iteration 4F (5542.618039 sec): 3 clusters Score: Raw -282719.616915 + Penalty 1529.512430 = -281190.104485 nChanged 200 SP:Iteration 5F (5542.629552 sec): 3 clusters Score: Raw -282869.541174 + Penalty 1529.512430 = -281340.028743 nChanged 147 SP:Iteration 6Q (5542.640986 sec): 3 clusters Score: Raw -282982.532182 + Penalty 1529.512430 = -281453.019751 nChanged 128 SP:Iteration 7Q (5542.652401 sec): 3 clusters Score: Raw -283072.087429 + Penalty 1529.512430 = -281542.574999 nChanged 115 SP:Iteration 8Q (5542.663907 sec): 3 clusters Score: Raw -283145.934510 + Penalty 1529.512430 = -281616.422080 nChanged 82 SP:Iteration 9Q (5542.675381 sec): 3 clusters Score: Raw -283197.833649 + Penalty 1529.512430 = -281668.321219 nChanged 69 SP:Iteration 10Q (5542.686708 sec): 3 clusters Score: Raw -283242.882567 + Penalty 1529.512430 = -281713.370137 nChanged 55 SP:Iteration 11Q (5542.698141 sec): 3 clusters Score: Raw -283269.371398 + Penalty 1529.512430 = -281739.858968 nChanged 36 SP:Iteration 12Q (5542.709425 sec): 3 clusters Score: Raw -283283.040801 + Penalty 1529.512430 = -281753.528371 nChanged 23 SP:Iteration 13Q (5542.720784 sec): 3 clusters Score: Raw -283290.216442 + Penalty 1529.512430 = -281760.704011 nChanged 20 SP:Iteration 14Q (5542.732032 sec): 3 clusters Score: Raw -283299.832109 + Penalty 1529.512430 = -281770.319679 nChanged 16 SP:Iteration 15Q (5542.743376 sec): 3 clusters Score: Raw -283307.406190 + Penalty 1529.512430 = -281777.893760 nChanged 19 SP:Iteration 16Q (5542.754777 sec): 3 clusters Score: Raw -283317.636770 + Penalty 1529.512430 = -281788.124340 nChanged 17 SP:Iteration 17Q (5542.766113 sec): 3 clusters Score: Raw -283325.218269 + Penalty 1529.512430 = -281795.705838 nChanged 17 SP:Iteration 18Q (5542.777301 sec): 3 clusters Score: Raw -283332.807712 + Penalty 1529.512430 = -281803.295282 nChanged 18 SP:Iteration 19Q (5542.788587 sec): 3 clusters Score: Raw -283340.750467 + Penalty 1529.512430 = -281811.238036 nChanged 15 SP:Iteration 20F (5542.799939 sec): 3 clusters Score: Raw -283344.577204 + Penalty 1529.512430 = -281815.064774 nChanged 12 SP:Iteration 21Q (5542.811204 sec): 3 clusters Score: Raw -283349.145259 + Penalty 1529.512430 = -281819.632829 nChanged 4 SP:Iteration 22Q (5542.822475 sec): 3 clusters Score: Raw -283349.882963 + Penalty 1529.512430 = -281820.370533 nChanged 2 SP:Iteration 23Q (5542.833628 sec): 3 clusters Score: Raw -283350.549760 + Penalty 1529.512430 = -281821.037329 nChanged 7 SP:Iteration 24Q (5542.844878 sec): 3 clusters Score: Raw -283352.718192 + Penalty 1529.512430 = -281823.205762 nChanged 7 SP:Iteration 25Q (5542.891864 sec): 3 clusters Score: Raw -283354.139509 + Penalty 1529.512430 = -281824.627078 nChanged 2 SP:Iteration 26Q (5542.903031 sec): 3 clusters Score: Raw -283354.347007 + Penalty 1529.512430 = -281824.834577 nChanged 2 SP:Iteration 27Q (5542.914324 sec): 3 clusters Score: Raw -283354.969080 + Penalty 1529.512430 = -281825.456649 nChanged 3 SP:Iteration 28Q (5542.925446 sec): 3 clusters Score: Raw -283355.342143 + Penalty 1529.512430 = -281825.829713 nChanged 3 SP:Iteration 29Q (5542.936662 sec): 3 clusters Score: Raw -283356.038872 + Penalty 1529.512430 = -281826.526441 nChanged 1 SP:Iteration 30Q (5542.947823 sec): 3 clusters Score: Raw -283356.215884 + Penalty 1529.512430 = -281826.703454 nChanged 2 SP:Iteration 31Q (5542.959043 sec): 3 clusters Score: Raw -283356.316799 + Penalty 1529.512430 = -281826.804368 nChanged 0 SP:Iteration 32F (5542.970491 sec): 3 clusters Score: Raw -283356.316799 + Penalty 1529.512430 = -281826.804368 nChanged 0 Trying to split cluster 5 (16645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5542.999445 sec): 2 clusters Score: Raw -1324662.621952 + Penalty 923.387189 = -1323739.234762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5543.033873 sec): 3 clusters Score: Raw -1314477.393578 + Penalty 1846.774379 = -1312630.619199 nChanged 7635 SP:Iteration 1F (5543.066338 sec): 3 clusters Score: Raw -1319065.374639 + Penalty 1846.774379 = -1317218.600260 nChanged 1074 SP:Iteration 2F (5543.098970 sec): 3 clusters Score: Raw -1319613.727350 + Penalty 1846.774379 = -1317766.952971 nChanged 1077 SP:Iteration 3F (5543.131635 sec): 3 clusters Score: Raw -1320266.370206 + Penalty 1846.774379 = -1318419.595828 nChanged 1156 SP:Iteration 4F (5543.164225 sec): 3 clusters Score: Raw -1320994.779542 + Penalty 1846.774379 = -1319148.005163 nChanged 1107 SP:Iteration 5F (5543.196737 sec): 3 clusters Score: Raw -1321760.564418 + Penalty 1846.774379 = -1319913.790039 nChanged 976 SP:Iteration 6F (5543.229254 sec): 3 clusters Score: Raw -1322431.778718 + Penalty 1846.774379 = -1320585.004339 nChanged 755 SP:Iteration 7Q (5543.262492 sec): 3 clusters Score: Raw -1322893.533707 + Penalty 1846.774379 = -1321046.759329 nChanged 532 SP:Iteration 8Q (5543.295340 sec): 3 clusters Score: Raw -1323140.991422 + Penalty 1846.774379 = -1321294.217043 nChanged 416 SP:Iteration 9Q (5543.327910 sec): 3 clusters Score: Raw -1323310.594185 + Penalty 1846.774379 = -1321463.819806 nChanged 302 SP:Iteration 10Q (5543.360469 sec): 3 clusters Score: Raw -1323424.435165 + Penalty 1846.774379 = -1321577.660787 nChanged 274 SP:Iteration 11Q (5543.392847 sec): 3 clusters Score: Raw -1323528.538165 + Penalty 1846.774379 = -1321681.763786 nChanged 220 SP:Iteration 12Q (5543.424806 sec): 3 clusters Score: Raw -1323598.750931 + Penalty 1846.774379 = -1321751.976553 nChanged 190 SP:Iteration 13Q (5543.456945 sec): 3 clusters Score: Raw -1323652.082300 + Penalty 1846.774379 = -1321805.307922 nChanged 173 SP:Iteration 14Q (5543.488679 sec): 3 clusters Score: Raw -1323696.808376 + Penalty 1846.774379 = -1321850.033998 nChanged 155 SP:Iteration 15Q (5543.520481 sec): 3 clusters Score: Raw -1323742.294911 + Penalty 1846.774379 = -1321895.520532 nChanged 167 SP:Iteration 16Q (5543.552094 sec): 3 clusters Score: Raw -1323789.254105 + Penalty 1846.774379 = -1321942.479727 nChanged 158 SP:Iteration 17Q (5543.583668 sec): 3 clusters Score: Raw -1323829.848792 + Penalty 1846.774379 = -1321983.074413 nChanged 157 SP:Iteration 18Q (5543.615419 sec): 3 clusters Score: Raw -1323866.633915 + Penalty 1846.774379 = -1322019.859537 nChanged 144 SP:Iteration 19Q (5543.646881 sec): 3 clusters Score: Raw -1323900.539716 + Penalty 1846.774379 = -1322053.765338 nChanged 140 SP:Iteration 20F (5543.679709 sec): 3 clusters Score: Raw -1323938.793251 + Penalty 1846.774379 = -1322092.018872 nChanged 158 SP:Iteration 21Q (5543.711121 sec): 3 clusters Score: Raw -1323985.794716 + Penalty 1846.774379 = -1322139.020338 nChanged 155 SP:Iteration 22Q (5543.742436 sec): 3 clusters Score: Raw -1324027.486908 + Penalty 1846.774379 = -1322180.712529 nChanged 157 SP:Iteration 23Q (5543.773616 sec): 3 clusters Score: Raw -1324066.864408 + Penalty 1846.774379 = -1322220.090029 nChanged 156 SP:Iteration 24Q (5543.804745 sec): 3 clusters Score: Raw -1324108.737699 + Penalty 1846.774379 = -1322261.963320 nChanged 160 SP:Iteration 25Q (5543.835703 sec): 3 clusters Score: Raw -1324152.170139 + Penalty 1846.774379 = -1322305.395760 nChanged 143 SP:Iteration 26Q (5543.866785 sec): 3 clusters Score: Raw -1324192.645360 + Penalty 1846.774379 = -1322345.870982 nChanged 141 SP:Iteration 27Q (5543.897752 sec): 3 clusters Score: Raw -1324235.325716 + Penalty 1846.774379 = -1322388.551337 nChanged 123 SP:Iteration 28Q (5543.928581 sec): 3 clusters Score: Raw -1324270.643749 + Penalty 1846.774379 = -1322423.869370 nChanged 120 SP:Iteration 29Q (5543.959335 sec): 3 clusters Score: Raw -1324306.099068 + Penalty 1846.774379 = -1322459.324690 nChanged 107 SP:Iteration 30Q (5543.989987 sec): 3 clusters Score: Raw -1324338.872754 + Penalty 1846.774379 = -1322492.098376 nChanged 96 SP:Iteration 31Q (5544.020579 sec): 3 clusters Score: Raw -1324365.818101 + Penalty 1846.774379 = -1322519.043722 nChanged 86 SP:Iteration 32Q (5544.050872 sec): 3 clusters Score: Raw -1324389.062596 + Penalty 1846.774379 = -1322542.288218 nChanged 90 SP:Iteration 33Q (5544.081364 sec): 3 clusters Score: Raw -1324415.072758 + Penalty 1846.774379 = -1322568.298379 nChanged 95 SP:Iteration 34Q (5544.111801 sec): 3 clusters Score: Raw -1324444.071504 + Penalty 1846.774379 = -1322597.297126 nChanged 92 SP:Iteration 35Q (5544.142086 sec): 3 clusters Score: Raw -1324474.870879 + Penalty 1846.774379 = -1322628.096501 nChanged 97 SP:Iteration 36Q (5544.172111 sec): 3 clusters Score: Raw -1324512.425001 + Penalty 1846.774379 = -1322665.650623 nChanged 97 SP:Iteration 37Q (5544.202077 sec): 3 clusters Score: Raw -1324553.297342 + Penalty 1846.774379 = -1322706.522964 nChanged 97 SP:Iteration 38Q (5544.232135 sec): 3 clusters Score: Raw -1324612.241752 + Penalty 1846.774379 = -1322765.467374 nChanged 114 SP:Iteration 39Q (5544.261942 sec): 3 clusters Score: Raw -1324694.018563 + Penalty 1846.774379 = -1322847.244184 nChanged 86 SP:Iteration 40F (5544.294390 sec): 3 clusters Score: Raw -1324751.530749 + Penalty 1846.774379 = -1322904.756370 nChanged 70 SP:Iteration 41Q (5544.323863 sec): 3 clusters Score: Raw -1324790.588686 + Penalty 1846.774379 = -1322943.814307 nChanged 62 SP:Iteration 42Q (5544.353261 sec): 3 clusters Score: Raw -1324822.636386 + Penalty 1846.774379 = -1322975.862008 nChanged 50 SP:Iteration 43Q (5544.382608 sec): 3 clusters Score: Raw -1324850.169310 + Penalty 1846.774379 = -1323003.394932 nChanged 34 SP:Iteration 44Q (5544.411826 sec): 3 clusters Score: Raw -1324868.667168 + Penalty 1846.774379 = -1323021.892790 nChanged 26 SP:Iteration 45Q (5544.441010 sec): 3 clusters Score: Raw -1324878.662615 + Penalty 1846.774379 = -1323031.888236 nChanged 17 SP:Iteration 46Q (5544.470223 sec): 3 clusters Score: Raw -1324884.941127 + Penalty 1846.774379 = -1323038.166748 nChanged 16 SP:Iteration 47Q (5544.499372 sec): 3 clusters Score: Raw -1324890.086340 + Penalty 1846.774379 = -1323043.311961 nChanged 7 SP:Iteration 48Q (5544.528564 sec): 3 clusters Score: Raw -1324893.359580 + Penalty 1846.774379 = -1323046.585202 nChanged 10 SP:Iteration 49Q (5544.557613 sec): 3 clusters Score: Raw -1324896.522961 + Penalty 1846.774379 = -1323049.748582 nChanged 7 SP:Iteration 50Q (5544.586628 sec): 3 clusters Score: Raw -1324898.306515 + Penalty 1846.774379 = -1323051.532137 nChanged 7 SP:Iteration 51Q (5544.615639 sec): 3 clusters Score: Raw -1324900.943876 + Penalty 1846.774379 = -1323054.169498 nChanged 5 SP:Iteration 52Q (5544.644668 sec): 3 clusters Score: Raw -1324902.724527 + Penalty 1846.774379 = -1323055.950149 nChanged 5 SP:Iteration 53Q (5544.673836 sec): 3 clusters Score: Raw -1324904.122493 + Penalty 1846.774379 = -1323057.348114 nChanged 3 SP:Iteration 54Q (5544.702970 sec): 3 clusters Score: Raw -1324904.863850 + Penalty 1846.774379 = -1323058.089472 nChanged 4 SP:Iteration 55Q (5544.731987 sec): 3 clusters Score: Raw -1324906.688591 + Penalty 1846.774379 = -1323059.914213 nChanged 2 SP:Iteration 56Q (5544.760845 sec): 3 clusters Score: Raw -1324907.169585 + Penalty 1846.774379 = -1323060.395207 nChanged 1 SP:Iteration 57Q (5544.789999 sec): 3 clusters Score: Raw -1324907.337226 + Penalty 1846.774379 = -1323060.562847 nChanged 0 SP:Iteration 58F (5544.822217 sec): 3 clusters Score: Raw -1324907.337226 + Penalty 1846.774379 = -1323060.562847 nChanged 0 Trying to split cluster 6 (8861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5544.844162 sec): 2 clusters Score: Raw -802007.630651 + Penalty 863.494416 = -801144.136235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5544.869109 sec): 3 clusters Score: Raw -796784.556251 + Penalty 1726.988832 = -795057.567419 nChanged 3920 SP:Iteration 1F (5544.893022 sec): 3 clusters Score: Raw -799018.870765 + Penalty 1726.988832 = -797291.881933 nChanged 621 SP:Iteration 2F (5544.916836 sec): 3 clusters Score: Raw -799369.185183 + Penalty 1726.988832 = -797642.196351 nChanged 559 SP:Iteration 3F (5544.940697 sec): 3 clusters Score: Raw -799705.523157 + Penalty 1726.988832 = -797978.534325 nChanged 487 SP:Iteration 4F (5544.964739 sec): 3 clusters Score: Raw -799984.608324 + Penalty 1726.988832 = -798257.619492 nChanged 441 SP:Iteration 5Q (5544.988997 sec): 3 clusters Score: Raw -800249.801768 + Penalty 1726.988832 = -798522.812936 nChanged 431 SP:Iteration 6Q (5545.013378 sec): 3 clusters Score: Raw -800514.191540 + Penalty 1726.988832 = -798787.202709 nChanged 406 SP:Iteration 7Q (5545.037647 sec): 3 clusters Score: Raw -800774.006623 + Penalty 1726.988832 = -799047.017791 nChanged 358 SP:Iteration 8Q (5545.062010 sec): 3 clusters Score: Raw -800968.508832 + Penalty 1726.988832 = -799241.520001 nChanged 269 SP:Iteration 9Q (5545.086365 sec): 3 clusters Score: Raw -801074.823393 + Penalty 1726.988832 = -799347.834561 nChanged 209 SP:Iteration 10Q (5545.110404 sec): 3 clusters Score: Raw -801145.095344 + Penalty 1726.988832 = -799418.106512 nChanged 145 SP:Iteration 11Q (5545.134346 sec): 3 clusters Score: Raw -801186.009671 + Penalty 1726.988832 = -799459.020839 nChanged 125 SP:Iteration 12Q (5545.158232 sec): 3 clusters Score: Raw -801221.219891 + Penalty 1726.988832 = -799494.231059 nChanged 104 SP:Iteration 13Q (5545.182107 sec): 3 clusters Score: Raw -801247.401244 + Penalty 1726.988832 = -799520.412413 nChanged 91 SP:Iteration 14Q (5545.205912 sec): 3 clusters Score: Raw -801272.006160 + Penalty 1726.988832 = -799545.017328 nChanged 88 SP:Iteration 15Q (5545.229801 sec): 3 clusters Score: Raw -801294.757385 + Penalty 1726.988832 = -799567.768554 nChanged 79 SP:Iteration 16Q (5545.253580 sec): 3 clusters Score: Raw -801313.837157 + Penalty 1726.988832 = -799586.848325 nChanged 74 SP:Iteration 17Q (5545.277392 sec): 3 clusters Score: Raw -801331.561872 + Penalty 1726.988832 = -799604.573041 nChanged 72 SP:Iteration 18Q (5545.301187 sec): 3 clusters Score: Raw -801350.164053 + Penalty 1726.988832 = -799623.175221 nChanged 73 SP:Iteration 19Q (5545.324944 sec): 3 clusters Score: Raw -801368.853429 + Penalty 1726.988832 = -799641.864597 nChanged 73 SP:Iteration 20F (5545.348839 sec): 3 clusters Score: Raw -801387.386141 + Penalty 1726.988832 = -799660.397309 nChanged 64 SP:Iteration 21Q (5545.372630 sec): 3 clusters Score: Raw -801405.025445 + Penalty 1726.988832 = -799678.036613 nChanged 76 SP:Iteration 22Q (5545.396483 sec): 3 clusters Score: Raw -801423.938860 + Penalty 1726.988832 = -799696.950028 nChanged 78 SP:Iteration 23Q (5545.420161 sec): 3 clusters Score: Raw -801442.579377 + Penalty 1726.988832 = -799715.590545 nChanged 90 SP:Iteration 24Q (5545.443770 sec): 3 clusters Score: Raw -801469.444778 + Penalty 1726.988832 = -799742.455946 nChanged 84 SP:Iteration 25Q (5545.467248 sec): 3 clusters Score: Raw -801495.503189 + Penalty 1726.988832 = -799768.514357 nChanged 82 SP:Iteration 26Q (5545.490727 sec): 3 clusters Score: Raw -801523.605341 + Penalty 1726.988832 = -799796.616509 nChanged 77 SP:Iteration 27Q (5545.514627 sec): 3 clusters Score: Raw -801551.264021 + Penalty 1726.988832 = -799824.275189 nChanged 74 SP:Iteration 28Q (5545.538123 sec): 3 clusters Score: Raw -801571.850015 + Penalty 1726.988832 = -799844.861183 nChanged 64 SP:Iteration 29Q (5545.561727 sec): 3 clusters Score: Raw -801588.204003 + Penalty 1726.988832 = -799861.215171 nChanged 75 SP:Iteration 30Q (5545.585197 sec): 3 clusters Score: Raw -801609.538436 + Penalty 1726.988832 = -799882.549604 nChanged 82 SP:Iteration 31Q (5545.608753 sec): 3 clusters Score: Raw -801636.979375 + Penalty 1726.988832 = -799909.990544 nChanged 69 SP:Iteration 32Q (5545.632191 sec): 3 clusters Score: Raw -801662.817068 + Penalty 1726.988832 = -799935.828236 nChanged 66 SP:Iteration 33Q (5545.655581 sec): 3 clusters Score: Raw -801688.774554 + Penalty 1726.988832 = -799961.785722 nChanged 76 SP:Iteration 34Q (5545.679048 sec): 3 clusters Score: Raw -801723.651344 + Penalty 1726.988832 = -799996.662512 nChanged 84 SP:Iteration 35Q (5545.702191 sec): 3 clusters Score: Raw -801766.374669 + Penalty 1726.988832 = -800039.385837 nChanged 83 SP:Iteration 36Q (5545.725233 sec): 3 clusters Score: Raw -801810.802450 + Penalty 1726.988832 = -800083.813619 nChanged 76 SP:Iteration 37Q (5545.748209 sec): 3 clusters Score: Raw -801845.172946 + Penalty 1726.988832 = -800118.184114 nChanged 68 SP:Iteration 38Q (5545.771153 sec): 3 clusters Score: Raw -801870.403512 + Penalty 1726.988832 = -800143.414680 nChanged 63 SP:Iteration 39Q (5545.794091 sec): 3 clusters Score: Raw -801890.292400 + Penalty 1726.988832 = -800163.303568 nChanged 49 SP:Iteration 40F (5545.818166 sec): 3 clusters Score: Raw -801906.538672 + Penalty 1726.988832 = -800179.549840 nChanged 43 SP:Iteration 41Q (5545.841195 sec): 3 clusters Score: Raw -801920.576276 + Penalty 1726.988832 = -800193.587445 nChanged 36 SP:Iteration 42Q (5545.864129 sec): 3 clusters Score: Raw -801932.432523 + Penalty 1726.988832 = -800205.443691 nChanged 44 SP:Iteration 43Q (5545.886896 sec): 3 clusters Score: Raw -801944.590184 + Penalty 1726.988832 = -800217.601353 nChanged 43 SP:Iteration 44Q (5545.909734 sec): 3 clusters Score: Raw -801956.658761 + Penalty 1726.988832 = -800229.669930 nChanged 41 SP:Iteration 45Q (5545.932598 sec): 3 clusters Score: Raw -801968.579236 + Penalty 1726.988832 = -800241.590405 nChanged 40 SP:Iteration 46Q (5545.955335 sec): 3 clusters Score: Raw -801980.441653 + Penalty 1726.988832 = -800253.452821 nChanged 35 SP:Iteration 47Q (5545.977938 sec): 3 clusters Score: Raw -801998.126995 + Penalty 1726.988832 = -800271.138163 nChanged 33 SP:Iteration 48Q (5546.000661 sec): 3 clusters Score: Raw -802015.399480 + Penalty 1726.988832 = -800288.410648 nChanged 43 SP:Iteration 49Q (5546.023494 sec): 3 clusters Score: Raw -802034.878580 + Penalty 1726.988832 = -800307.889748 nChanged 30 SP:Iteration 50Q (5546.046262 sec): 3 clusters Score: Raw -802045.089735 + Penalty 1726.988832 = -800318.100903 nChanged 27 SP:Iteration 51Q (5546.068870 sec): 3 clusters Score: Raw -802052.442650 + Penalty 1726.988832 = -800325.453818 nChanged 25 SP:Iteration 52Q (5546.091694 sec): 3 clusters Score: Raw -802059.043669 + Penalty 1726.988832 = -800332.054838 nChanged 16 SP:Iteration 53Q (5546.114271 sec): 3 clusters Score: Raw -802062.801519 + Penalty 1726.988832 = -800335.812687 nChanged 16 SP:Iteration 54Q (5546.136916 sec): 3 clusters Score: Raw -802066.958130 + Penalty 1726.988832 = -800339.969298 nChanged 12 SP:Iteration 55Q (5546.159370 sec): 3 clusters Score: Raw -802068.866466 + Penalty 1726.988832 = -800341.877634 nChanged 9 SP:Iteration 56Q (5546.181774 sec): 3 clusters Score: Raw -802070.733636 + Penalty 1726.988832 = -800343.744805 nChanged 15 SP:Iteration 57Q (5546.204584 sec): 3 clusters Score: Raw -802074.878166 + Penalty 1726.988832 = -800347.889334 nChanged 15 SP:Iteration 58Q (5546.227066 sec): 3 clusters Score: Raw -802077.532038 + Penalty 1726.988832 = -800350.543206 nChanged 16 SP:Iteration 59Q (5546.249731 sec): 3 clusters Score: Raw -802080.669522 + Penalty 1726.988832 = -800353.680691 nChanged 9 SP:Iteration 60F (5546.273669 sec): 3 clusters Score: Raw -802082.430505 + Penalty 1726.988832 = -800355.441673 nChanged 7 SP:Iteration 61Q (5546.296170 sec): 3 clusters Score: Raw -802084.115966 + Penalty 1726.988832 = -800357.127134 nChanged 5 SP:Iteration 62Q (5546.318560 sec): 3 clusters Score: Raw -802085.378751 + Penalty 1726.988832 = -800358.389920 nChanged 3 SP:Iteration 63Q (5546.341071 sec): 3 clusters Score: Raw -802086.452720 + Penalty 1726.988832 = -800359.463888 nChanged 4 SP:Iteration 64Q (5546.363632 sec): 3 clusters Score: Raw -802087.186728 + Penalty 1726.988832 = -800360.197896 nChanged 3 SP:Iteration 65Q (5546.386059 sec): 3 clusters Score: Raw -802088.113734 + Penalty 1726.988832 = -800361.124903 nChanged 6 SP:Iteration 66Q (5546.408509 sec): 3 clusters Score: Raw -802089.504433 + Penalty 1726.988832 = -800362.515602 nChanged 4 SP:Iteration 67Q (5546.431208 sec): 3 clusters Score: Raw -802090.264709 + Penalty 1726.988832 = -800363.275877 nChanged 7 SP:Iteration 68Q (5546.453765 sec): 3 clusters Score: Raw -802091.769115 + Penalty 1726.988832 = -800364.780283 nChanged 5 SP:Iteration 69Q (5546.476148 sec): 3 clusters Score: Raw -802092.967864 + Penalty 1726.988832 = -800365.979032 nChanged 7 SP:Iteration 70Q (5546.498557 sec): 3 clusters Score: Raw -802093.977401 + Penalty 1726.988832 = -800366.988569 nChanged 4 SP:Iteration 71Q (5546.521103 sec): 3 clusters Score: Raw -802094.859614 + Penalty 1726.988832 = -800367.870783 nChanged 4 SP:Iteration 72Q (5546.543524 sec): 3 clusters Score: Raw -802095.297949 + Penalty 1726.988832 = -800368.309118 nChanged 2 SP:Iteration 73Q (5546.578707 sec): 3 clusters Score: Raw -802095.585704 + Penalty 1726.988832 = -800368.596872 nChanged 2 SP:Iteration 74Q (5546.603209 sec): 3 clusters Score: Raw -802095.844259 + Penalty 1726.988832 = -800368.855427 nChanged 3 SP:Iteration 75Q (5546.627874 sec): 3 clusters Score: Raw -802096.596463 + Penalty 1726.988832 = -800369.607631 nChanged 4 SP:Iteration 76Q (5546.664588 sec): 3 clusters Score: Raw -802097.406207 + Penalty 1726.988832 = -800370.417375 nChanged 7 SP:Iteration 77Q (5546.719684 sec): 3 clusters Score: Raw -802098.403842 + Penalty 1726.988832 = -800371.415011 nChanged 5 SP:Iteration 78Q (5546.763501 sec): 3 clusters Score: Raw -802099.157021 + Penalty 1726.988832 = -800372.168190 nChanged 2 SP:Iteration 79Q (5546.785994 sec): 3 clusters Score: Raw -802099.402178 + Penalty 1726.988832 = -800372.413346 nChanged 2 SP:Iteration 80F (5546.809980 sec): 3 clusters Score: Raw -802099.677752 + Penalty 1726.988832 = -800372.688920 nChanged 3 SP:Iteration 81Q (5546.832346 sec): 3 clusters Score: Raw -802100.205464 + Penalty 1726.988832 = -800373.216633 nChanged 0 SP:Iteration 82F (5546.856344 sec): 3 clusters Score: Raw -802100.205464 + Penalty 1726.988832 = -800373.216633 nChanged 0 Trying to split cluster 7 (62716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5546.928798 sec): 2 clusters Score: Raw -5476683.482964 + Penalty 1049.405328 = -5475634.077636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5547.022392 sec): 3 clusters Score: Raw -5435804.275113 + Penalty 2098.810657 = -5433705.464456 nChanged 30049 SP:Iteration 1F (5547.111657 sec): 3 clusters Score: Raw -5453728.897556 + Penalty 2098.810657 = -5451630.086900 nChanged 2599 SP:Iteration 2Q (5547.209363 sec): 3 clusters Score: Raw -5454592.097312 + Penalty 2098.810657 = -5452493.286655 nChanged 3052 SP:Iteration 3Q (5547.306972 sec): 3 clusters Score: Raw -5455813.116979 + Penalty 2098.810657 = -5453714.306323 nChanged 3471 SP:Iteration 4F (5547.396154 sec): 3 clusters Score: Raw -5457476.690325 + Penalty 2098.810657 = -5455377.879668 nChanged 3960 SP:Iteration 5F (5547.485340 sec): 3 clusters Score: Raw -5459763.762765 + Penalty 2098.810657 = -5457664.952108 nChanged 4381 SP:Iteration 6F (5547.574167 sec): 3 clusters Score: Raw -5462733.933007 + Penalty 2098.810657 = -5460635.122350 nChanged 4363 SP:Iteration 7F (5547.663460 sec): 3 clusters Score: Raw -5465913.304572 + Penalty 2098.810657 = -5463814.493915 nChanged 3811 SP:Iteration 8F (5547.752044 sec): 3 clusters Score: Raw -5469022.675855 + Penalty 2098.810657 = -5466923.865199 nChanged 3155 SP:Iteration 9F (5547.841081 sec): 3 clusters Score: Raw -5471793.959331 + Penalty 2098.810657 = -5469695.148675 nChanged 2236 SP:Iteration 10Q (5547.936079 sec): 3 clusters Score: Raw -5473783.578129 + Penalty 2098.810657 = -5471684.767472 nChanged 1438 SP:Iteration 11Q (5548.026958 sec): 3 clusters Score: Raw -5475003.325738 + Penalty 2098.810657 = -5472904.515081 nChanged 949 SP:Iteration 12Q (5548.113927 sec): 3 clusters Score: Raw -5475722.314748 + Penalty 2098.810657 = -5473623.504091 nChanged 611 SP:Iteration 13Q (5548.198108 sec): 3 clusters Score: Raw -5476094.307886 + Penalty 2098.810657 = -5473995.497229 nChanged 405 SP:Iteration 14Q (5548.280293 sec): 3 clusters Score: Raw -5476304.800697 + Penalty 2098.810657 = -5474205.990040 nChanged 327 SP:Iteration 15Q (5548.360956 sec): 3 clusters Score: Raw -5476468.686420 + Penalty 2098.810657 = -5474369.875764 nChanged 264 SP:Iteration 16Q (5548.440876 sec): 3 clusters Score: Raw -5476600.024227 + Penalty 2098.810657 = -5474501.213571 nChanged 219 SP:Iteration 17Q (5548.520106 sec): 3 clusters Score: Raw -5476708.055546 + Penalty 2098.810657 = -5474609.244889 nChanged 164 SP:Iteration 18Q (5548.598848 sec): 3 clusters Score: Raw -5476776.168132 + Penalty 2098.810657 = -5474677.357476 nChanged 112 SP:Iteration 19Q (5548.677159 sec): 3 clusters Score: Raw -5476823.448237 + Penalty 2098.810657 = -5474724.637580 nChanged 83 SP:Iteration 20F (5548.765005 sec): 3 clusters Score: Raw -5476853.892048 + Penalty 2098.810657 = -5474755.081391 nChanged 67 SP:Iteration 21Q (5548.843186 sec): 3 clusters Score: Raw -5476878.751759 + Penalty 2098.810657 = -5474779.941102 nChanged 52 SP:Iteration 22Q (5548.921325 sec): 3 clusters Score: Raw -5476895.714319 + Penalty 2098.810657 = -5474796.903663 nChanged 42 SP:Iteration 23Q (5548.999281 sec): 3 clusters Score: Raw -5476914.834562 + Penalty 2098.810657 = -5474816.023906 nChanged 32 SP:Iteration 24Q (5549.077200 sec): 3 clusters Score: Raw -5476929.198413 + Penalty 2098.810657 = -5474830.387756 nChanged 34 SP:Iteration 25Q (5549.155039 sec): 3 clusters Score: Raw -5476941.819328 + Penalty 2098.810657 = -5474843.008671 nChanged 23 SP:Iteration 26Q (5549.232906 sec): 3 clusters Score: Raw -5476949.129166 + Penalty 2098.810657 = -5474850.318510 nChanged 18 SP:Iteration 27Q (5549.310559 sec): 3 clusters Score: Raw -5476954.021097 + Penalty 2098.810657 = -5474855.210440 nChanged 15 SP:Iteration 28Q (5549.388284 sec): 3 clusters Score: Raw -5476959.997848 + Penalty 2098.810657 = -5474861.187191 nChanged 19 SP:Iteration 29Q (5549.465943 sec): 3 clusters Score: Raw -5476967.316484 + Penalty 2098.810657 = -5474868.505828 nChanged 20 SP:Iteration 30Q (5549.543610 sec): 3 clusters Score: Raw -5476975.156979 + Penalty 2098.810657 = -5474876.346322 nChanged 17 SP:Iteration 31Q (5549.621181 sec): 3 clusters Score: Raw -5476980.529957 + Penalty 2098.810657 = -5474881.719301 nChanged 21 SP:Iteration 32Q (5549.698719 sec): 3 clusters Score: Raw -5476987.092775 + Penalty 2098.810657 = -5474888.282118 nChanged 14 SP:Iteration 33Q (5549.776421 sec): 3 clusters Score: Raw -5476991.080871 + Penalty 2098.810657 = -5474892.270215 nChanged 15 SP:Iteration 34Q (5549.853614 sec): 3 clusters Score: Raw -5476994.962939 + Penalty 2098.810657 = -5474896.152282 nChanged 10 SP:Iteration 35Q (5549.931136 sec): 3 clusters Score: Raw -5476996.928729 + Penalty 2098.810657 = -5474898.118072 nChanged 5 SP:Iteration 36Q (5550.008640 sec): 3 clusters Score: Raw -5476998.183847 + Penalty 2098.810657 = -5474899.373191 nChanged 7 SP:Iteration 37Q (5550.086033 sec): 3 clusters Score: Raw -5476999.766529 + Penalty 2098.810657 = -5474900.955873 nChanged 5 SP:Iteration 38Q (5550.163660 sec): 3 clusters Score: Raw -5477001.427274 + Penalty 2098.810657 = -5474902.616617 nChanged 7 SP:Iteration 39Q (5550.241210 sec): 3 clusters Score: Raw -5477003.264486 + Penalty 2098.810657 = -5474904.453829 nChanged 5 SP:Iteration 40F (5550.329521 sec): 3 clusters Score: Raw -5477004.728664 + Penalty 2098.810657 = -5474905.918007 nChanged 5 SP:Iteration 41Q (5550.407121 sec): 3 clusters Score: Raw -5477006.268232 + Penalty 2098.810657 = -5474907.457575 nChanged 9 SP:Iteration 42Q (5550.484706 sec): 3 clusters Score: Raw -5477008.589743 + Penalty 2098.810657 = -5474909.779086 nChanged 8 SP:Iteration 43Q (5550.563566 sec): 3 clusters Score: Raw -5477010.318539 + Penalty 2098.810657 = -5474911.507882 nChanged 6 SP:Iteration 44Q (5550.641185 sec): 3 clusters Score: Raw -5477011.522578 + Penalty 2098.810657 = -5474912.711921 nChanged 7 SP:Iteration 45Q (5550.718674 sec): 3 clusters Score: Raw -5477012.844562 + Penalty 2098.810657 = -5474914.033906 nChanged 4 SP:Iteration 46Q (5550.796176 sec): 3 clusters Score: Raw -5477013.777682 + Penalty 2098.810657 = -5474914.967025 nChanged 1 SP:Iteration 47Q (5550.873656 sec): 3 clusters Score: Raw -5477014.141359 + Penalty 2098.810657 = -5474915.330702 nChanged 3 SP:Iteration 48Q (5550.951206 sec): 3 clusters Score: Raw -5477014.551361 + Penalty 2098.810657 = -5474915.740704 nChanged 1 SP:Iteration 49Q (5551.028707 sec): 3 clusters Score: Raw -5477014.788497 + Penalty 2098.810657 = -5474915.977840 nChanged 3 SP:Iteration 50Q (5551.106074 sec): 3 clusters Score: Raw -5477015.304728 + Penalty 2098.810657 = -5474916.494071 nChanged 2 SP:Iteration 51Q (5551.202968 sec): 3 clusters Score: Raw -5477016.050880 + Penalty 2098.810657 = -5474917.240223 nChanged 4 SP:Iteration 52Q (5551.300850 sec): 3 clusters Score: Raw -5477017.709608 + Penalty 2098.810657 = -5474918.898951 nChanged 3 SP:Iteration 53Q (5551.379963 sec): 3 clusters Score: Raw -5477018.315643 + Penalty 2098.810657 = -5474919.504986 nChanged 3 SP:Iteration 54Q (5551.458110 sec): 3 clusters Score: Raw -5477019.037349 + Penalty 2098.810657 = -5474920.226693 nChanged 2 SP:Iteration 55Q (5551.536225 sec): 3 clusters Score: Raw -5477019.604201 + Penalty 2098.810657 = -5474920.793545 nChanged 1 SP:Iteration 56Q (5551.613871 sec): 3 clusters Score: Raw -5477019.748133 + Penalty 2098.810657 = -5474920.937476 nChanged 2 SP:Iteration 57Q (5551.691972 sec): 3 clusters Score: Raw -5477020.040988 + Penalty 2098.810657 = -5474921.230332 nChanged 1 SP:Iteration 58Q (5551.769909 sec): 3 clusters Score: Raw -5477020.274696 + Penalty 2098.810657 = -5474921.464039 nChanged 0 SP:Iteration 59F (5551.865000 sec): 3 clusters Score: Raw -5477020.274696 + Penalty 2098.810657 = -5474921.464039 nChanged 0 Trying to split cluster 8 (2079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5551.871450 sec): 2 clusters Score: Raw -183262.211790 + Penalty 725.766017 = -182536.445773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5551.880235 sec): 3 clusters Score: Raw -182248.399899 + Penalty 1451.532035 = -180796.867865 nChanged 820 SP:Iteration 1F (5551.888257 sec): 3 clusters Score: Raw -182737.073376 + Penalty 1451.532035 = -181285.541341 nChanged 173 SP:Iteration 2F (5551.896214 sec): 3 clusters Score: Raw -182835.931894 + Penalty 1451.532035 = -181384.399860 nChanged 108 SP:Iteration 3F (5551.904161 sec): 3 clusters Score: Raw -182900.886011 + Penalty 1451.532035 = -181449.353976 nChanged 88 SP:Iteration 4Q (5551.912140 sec): 3 clusters Score: Raw -182971.298242 + Penalty 1451.532035 = -181519.766207 nChanged 100 SP:Iteration 5Q (5551.920169 sec): 3 clusters Score: Raw -183056.990414 + Penalty 1451.532035 = -181605.458379 nChanged 106 SP:Iteration 6F (5551.928111 sec): 3 clusters Score: Raw -183144.455963 + Penalty 1451.532035 = -181692.923928 nChanged 95 SP:Iteration 7Q (5551.935998 sec): 3 clusters Score: Raw -183224.431946 + Penalty 1451.532035 = -181772.899911 nChanged 90 SP:Iteration 8Q (5551.943935 sec): 3 clusters Score: Raw -183302.233675 + Penalty 1451.532035 = -181850.701641 nChanged 76 SP:Iteration 9Q (5551.951819 sec): 3 clusters Score: Raw -183368.317604 + Penalty 1451.532035 = -181916.785569 nChanged 86 SP:Iteration 10Q (5551.959676 sec): 3 clusters Score: Raw -183435.104781 + Penalty 1451.532035 = -181983.572747 nChanged 63 SP:Iteration 11Q (5551.967546 sec): 3 clusters Score: Raw -183469.730254 + Penalty 1451.532035 = -182018.198219 nChanged 45 SP:Iteration 12Q (5551.975423 sec): 3 clusters Score: Raw -183493.665176 + Penalty 1451.532035 = -182042.133141 nChanged 31 SP:Iteration 13Q (5551.983338 sec): 3 clusters Score: Raw -183514.923997 + Penalty 1451.532035 = -182063.391962 nChanged 30 SP:Iteration 14Q (5551.991114 sec): 3 clusters Score: Raw -183531.463238 + Penalty 1451.532035 = -182079.931203 nChanged 20 SP:Iteration 15Q (5551.998891 sec): 3 clusters Score: Raw -183541.860466 + Penalty 1451.532035 = -182090.328431 nChanged 15 SP:Iteration 16Q (5552.006737 sec): 3 clusters Score: Raw -183548.749584 + Penalty 1451.532035 = -182097.217549 nChanged 19 SP:Iteration 17Q (5552.014623 sec): 3 clusters Score: Raw -183555.304950 + Penalty 1451.532035 = -182103.772915 nChanged 14 SP:Iteration 18Q (5552.022397 sec): 3 clusters Score: Raw -183561.747474 + Penalty 1451.532035 = -182110.215439 nChanged 9 SP:Iteration 19Q (5552.030147 sec): 3 clusters Score: Raw -183564.183407 + Penalty 1451.532035 = -182112.651372 nChanged 5 SP:Iteration 20F (5552.037991 sec): 3 clusters Score: Raw -183565.882286 + Penalty 1451.532035 = -182114.350251 nChanged 3 SP:Iteration 21Q (5552.045788 sec): 3 clusters Score: Raw -183566.614114 + Penalty 1451.532035 = -182115.082079 nChanged 1 SP:Iteration 22Q (5552.053631 sec): 3 clusters Score: Raw -183566.803292 + Penalty 1451.532035 = -182115.271257 nChanged 0 SP:Iteration 23F (5552.061466 sec): 3 clusters Score: Raw -183566.803292 + Penalty 1451.532035 = -182115.271257 nChanged 0 Trying to split cluster 9 (6000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5552.079975 sec): 2 clusters Score: Raw -537739.643349 + Penalty 826.453901 = -536913.189448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5552.136307 sec): 3 clusters Score: Raw -534319.663778 + Penalty 1652.907802 = -532666.755976 nChanged 2594 SP:Iteration 1F (5552.178748 sec): 3 clusters Score: Raw -535721.661690 + Penalty 1652.907802 = -534068.753888 nChanged 357 SP:Iteration 2F (5552.199308 sec): 3 clusters Score: Raw -535900.482688 + Penalty 1652.907802 = -534247.574886 nChanged 319 SP:Iteration 3F (5552.219653 sec): 3 clusters Score: Raw -536044.155031 + Penalty 1652.907802 = -534391.247229 nChanged 295 SP:Iteration 4Q (5552.240534 sec): 3 clusters Score: Raw -536176.398780 + Penalty 1652.907802 = -534523.490978 nChanged 293 SP:Iteration 5Q (5552.261184 sec): 3 clusters Score: Raw -536350.071047 + Penalty 1652.907802 = -534697.163244 nChanged 311 SP:Iteration 6F (5552.281611 sec): 3 clusters Score: Raw -536574.741396 + Penalty 1652.907802 = -534921.833594 nChanged 355 SP:Iteration 7F (5552.302251 sec): 3 clusters Score: Raw -536876.731214 + Penalty 1652.907802 = -535223.823412 nChanged 342 SP:Iteration 8F (5552.322739 sec): 3 clusters Score: Raw -537159.768175 + Penalty 1652.907802 = -535506.860373 nChanged 258 SP:Iteration 9Q (5552.343154 sec): 3 clusters Score: Raw -537369.854951 + Penalty 1652.907802 = -535716.947149 nChanged 213 SP:Iteration 10Q (5552.363251 sec): 3 clusters Score: Raw -537549.302905 + Penalty 1652.907802 = -535896.395102 nChanged 147 SP:Iteration 11Q (5552.383330 sec): 3 clusters Score: Raw -537661.004255 + Penalty 1652.907802 = -536008.096453 nChanged 105 SP:Iteration 12Q (5552.403066 sec): 3 clusters Score: Raw -537741.250152 + Penalty 1652.907802 = -536088.342349 nChanged 90 SP:Iteration 13Q (5552.422655 sec): 3 clusters Score: Raw -537807.146520 + Penalty 1652.907802 = -536154.238718 nChanged 60 SP:Iteration 14Q (5552.442343 sec): 3 clusters Score: Raw -537848.338425 + Penalty 1652.907802 = -536195.430623 nChanged 37 SP:Iteration 15Q (5552.461884 sec): 3 clusters Score: Raw -537864.759361 + Penalty 1652.907802 = -536211.851559 nChanged 19 SP:Iteration 16Q (5552.481266 sec): 3 clusters Score: Raw -537872.655951 + Penalty 1652.907802 = -536219.748149 nChanged 17 SP:Iteration 17Q (5552.500654 sec): 3 clusters Score: Raw -537882.809325 + Penalty 1652.907802 = -536229.901523 nChanged 14 SP:Iteration 18Q (5552.519722 sec): 3 clusters Score: Raw -537887.729726 + Penalty 1652.907802 = -536234.821924 nChanged 13 SP:Iteration 19Q (5552.538778 sec): 3 clusters Score: Raw -537893.366574 + Penalty 1652.907802 = -536240.458772 nChanged 12 SP:Iteration 20F (5552.559117 sec): 3 clusters Score: Raw -537899.637862 + Penalty 1652.907802 = -536246.730060 nChanged 8 SP:Iteration 21Q (5552.578210 sec): 3 clusters Score: Raw -537903.673357 + Penalty 1652.907802 = -536250.765554 nChanged 5 SP:Iteration 22Q (5552.597569 sec): 3 clusters Score: Raw -537908.315393 + Penalty 1652.907802 = -536255.407591 nChanged 11 SP:Iteration 23Q (5552.616876 sec): 3 clusters Score: Raw -537915.348186 + Penalty 1652.907802 = -536262.440384 nChanged 10 SP:Iteration 24Q (5552.636077 sec): 3 clusters Score: Raw -537920.937121 + Penalty 1652.907802 = -536268.029318 nChanged 7 SP:Iteration 25Q (5552.655369 sec): 3 clusters Score: Raw -537924.565286 + Penalty 1652.907802 = -536271.657484 nChanged 5 SP:Iteration 26Q (5552.674339 sec): 3 clusters Score: Raw -537927.681992 + Penalty 1652.907802 = -536274.774190 nChanged 3 SP:Iteration 27Q (5552.693457 sec): 3 clusters Score: Raw -537928.699769 + Penalty 1652.907802 = -536275.791967 nChanged 2 SP:Iteration 28Q (5552.712697 sec): 3 clusters Score: Raw -537929.862255 + Penalty 1652.907802 = -536276.954453 nChanged 2 SP:Iteration 29Q (5552.731814 sec): 3 clusters Score: Raw -537931.067760 + Penalty 1652.907802 = -536278.159958 nChanged 1 SP:Iteration 30Q (5552.751036 sec): 3 clusters Score: Raw -537931.450015 + Penalty 1652.907802 = -536278.542213 nChanged 0 SP:Iteration 31F (5552.771393 sec): 3 clusters Score: Raw -537931.450015 + Penalty 1652.907802 = -536278.542213 nChanged 0 Trying to split cluster 10 (4010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5552.788061 sec): 2 clusters Score: Raw -330403.778834 + Penalty 788.171919 = -329615.606914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5552.804197 sec): 3 clusters Score: Raw -328303.367178 + Penalty 1576.343839 = -326727.023339 nChanged 1661 SP:Iteration 1F (5552.819093 sec): 3 clusters Score: Raw -329242.275474 + Penalty 1576.343839 = -327665.931635 nChanged 241 SP:Iteration 2F (5552.833847 sec): 3 clusters Score: Raw -329371.091585 + Penalty 1576.343839 = -327794.747746 nChanged 220 SP:Iteration 3F (5552.848740 sec): 3 clusters Score: Raw -329509.961038 + Penalty 1576.343839 = -327933.617199 nChanged 212 SP:Iteration 4F (5552.863623 sec): 3 clusters Score: Raw -329680.109710 + Penalty 1576.343839 = -328103.765872 nChanged 264 SP:Iteration 5F (5552.878502 sec): 3 clusters Score: Raw -329878.861801 + Penalty 1576.343839 = -328302.517962 nChanged 254 SP:Iteration 6F (5552.893274 sec): 3 clusters Score: Raw -330058.433623 + Penalty 1576.343839 = -328482.089784 nChanged 237 SP:Iteration 7F (5552.908182 sec): 3 clusters Score: Raw -330225.870383 + Penalty 1576.343839 = -328649.526544 nChanged 204 SP:Iteration 8F (5552.922972 sec): 3 clusters Score: Raw -330361.545516 + Penalty 1576.343839 = -328785.201677 nChanged 176 SP:Iteration 9Q (5552.937720 sec): 3 clusters Score: Raw -330464.841936 + Penalty 1576.343839 = -328888.498097 nChanged 131 SP:Iteration 10Q (5552.952399 sec): 3 clusters Score: Raw -330531.354883 + Penalty 1576.343839 = -328955.011044 nChanged 103 SP:Iteration 11Q (5552.967260 sec): 3 clusters Score: Raw -330573.184422 + Penalty 1576.343839 = -328996.840584 nChanged 65 SP:Iteration 12Q (5552.981913 sec): 3 clusters Score: Raw -330595.490566 + Penalty 1576.343839 = -329019.146727 nChanged 49 SP:Iteration 13Q (5552.996594 sec): 3 clusters Score: Raw -330609.382820 + Penalty 1576.343839 = -329033.038982 nChanged 28 SP:Iteration 14Q (5553.011189 sec): 3 clusters Score: Raw -330617.766996 + Penalty 1576.343839 = -329041.423157 nChanged 28 SP:Iteration 15Q (5553.025853 sec): 3 clusters Score: Raw -330628.301941 + Penalty 1576.343839 = -329051.958102 nChanged 31 SP:Iteration 16Q (5553.040604 sec): 3 clusters Score: Raw -330639.242200 + Penalty 1576.343839 = -329062.898361 nChanged 26 SP:Iteration 17Q (5553.055364 sec): 3 clusters Score: Raw -330647.345970 + Penalty 1576.343839 = -329071.002131 nChanged 34 SP:Iteration 18Q (5553.069954 sec): 3 clusters Score: Raw -330657.602962 + Penalty 1576.343839 = -329081.259123 nChanged 23 SP:Iteration 19Q (5553.084709 sec): 3 clusters Score: Raw -330663.494590 + Penalty 1576.343839 = -329087.150751 nChanged 18 SP:Iteration 20F (5553.099475 sec): 3 clusters Score: Raw -330669.364673 + Penalty 1576.343839 = -329093.020835 nChanged 16 SP:Iteration 21Q (5553.114211 sec): 3 clusters Score: Raw -330674.901916 + Penalty 1576.343839 = -329098.558077 nChanged 12 SP:Iteration 22Q (5553.128849 sec): 3 clusters Score: Raw -330677.102206 + Penalty 1576.343839 = -329100.758367 nChanged 6 SP:Iteration 23Q (5553.143452 sec): 3 clusters Score: Raw -330678.479070 + Penalty 1576.343839 = -329102.135231 nChanged 4 SP:Iteration 24Q (5553.158094 sec): 3 clusters Score: Raw -330678.864242 + Penalty 1576.343839 = -329102.520404 nChanged 0 SP:Iteration 25F (5553.172981 sec): 3 clusters Score: Raw -330678.864242 + Penalty 1576.343839 = -329102.520404 nChanged 0 Trying to split cluster 11 (4277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5553.189590 sec): 2 clusters Score: Raw -388571.216985 + Penalty 794.295675 = -387776.921309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5553.206278 sec): 3 clusters Score: Raw -386227.541048 + Penalty 1588.591351 = -384638.949698 nChanged 1815 SP:Iteration 1F (5553.221880 sec): 3 clusters Score: Raw -387181.045457 + Penalty 1588.591351 = -385592.454106 nChanged 274 SP:Iteration 2F (5553.237463 sec): 3 clusters Score: Raw -387306.297761 + Penalty 1588.591351 = -385717.706410 nChanged 212 SP:Iteration 3Q (5553.253134 sec): 3 clusters Score: Raw -387403.450092 + Penalty 1588.591351 = -385814.858742 nChanged 196 SP:Iteration 4Q (5553.268743 sec): 3 clusters Score: Raw -387486.735622 + Penalty 1588.591351 = -385898.144271 nChanged 159 SP:Iteration 5Q (5553.284422 sec): 3 clusters Score: Raw -387557.011678 + Penalty 1588.591351 = -385968.420328 nChanged 149 SP:Iteration 6Q (5553.300018 sec): 3 clusters Score: Raw -387623.363910 + Penalty 1588.591351 = -386034.772560 nChanged 144 SP:Iteration 7Q (5553.315505 sec): 3 clusters Score: Raw -387696.534218 + Penalty 1588.591351 = -386107.942867 nChanged 143 SP:Iteration 8Q (5553.331128 sec): 3 clusters Score: Raw -387770.394999 + Penalty 1588.591351 = -386181.803649 nChanged 133 SP:Iteration 9Q (5553.346747 sec): 3 clusters Score: Raw -387842.394490 + Penalty 1588.591351 = -386253.803140 nChanged 131 SP:Iteration 10Q (5553.362194 sec): 3 clusters Score: Raw -387930.653955 + Penalty 1588.591351 = -386342.062604 nChanged 139 SP:Iteration 11Q (5553.377620 sec): 3 clusters Score: Raw -388018.835085 + Penalty 1588.591351 = -386430.243734 nChanged 142 SP:Iteration 12Q (5553.393208 sec): 3 clusters Score: Raw -388105.651519 + Penalty 1588.591351 = -386517.060169 nChanged 139 SP:Iteration 13Q (5553.408748 sec): 3 clusters Score: Raw -388169.272837 + Penalty 1588.591351 = -386580.681486 nChanged 95 SP:Iteration 14Q (5553.424088 sec): 3 clusters Score: Raw -388209.097756 + Penalty 1588.591351 = -386620.506406 nChanged 65 SP:Iteration 15Q (5553.439533 sec): 3 clusters Score: Raw -388232.212285 + Penalty 1588.591351 = -386643.620934 nChanged 59 SP:Iteration 16Q (5553.454969 sec): 3 clusters Score: Raw -388254.645423 + Penalty 1588.591351 = -386666.054072 nChanged 54 SP:Iteration 17Q (5553.470380 sec): 3 clusters Score: Raw -388270.779924 + Penalty 1588.591351 = -386682.188573 nChanged 37 SP:Iteration 18Q (5553.485759 sec): 3 clusters Score: Raw -388281.894431 + Penalty 1588.591351 = -386693.303080 nChanged 40 SP:Iteration 19Q (5553.501133 sec): 3 clusters Score: Raw -388295.717120 + Penalty 1588.591351 = -386707.125769 nChanged 36 SP:Iteration 20F (5553.516569 sec): 3 clusters Score: Raw -388307.410839 + Penalty 1588.591351 = -386718.819488 nChanged 30 SP:Iteration 21Q (5553.531814 sec): 3 clusters Score: Raw -388314.516305 + Penalty 1588.591351 = -386725.924955 nChanged 25 SP:Iteration 22Q (5553.547196 sec): 3 clusters Score: Raw -388319.798228 + Penalty 1588.591351 = -386731.206877 nChanged 25 SP:Iteration 23Q (5553.562582 sec): 3 clusters Score: Raw -388325.585279 + Penalty 1588.591351 = -386736.993929 nChanged 25 SP:Iteration 24Q (5553.577885 sec): 3 clusters Score: Raw -388332.549185 + Penalty 1588.591351 = -386743.957835 nChanged 34 SP:Iteration 25Q (5553.593027 sec): 3 clusters Score: Raw -388340.033366 + Penalty 1588.591351 = -386751.442016 nChanged 23 SP:Iteration 26Q (5553.608373 sec): 3 clusters Score: Raw -388345.838274 + Penalty 1588.591351 = -386757.246924 nChanged 22 SP:Iteration 27Q (5553.623723 sec): 3 clusters Score: Raw -388351.198867 + Penalty 1588.591351 = -386762.607517 nChanged 26 SP:Iteration 28Q (5553.639097 sec): 3 clusters Score: Raw -388358.322475 + Penalty 1588.591351 = -386769.731124 nChanged 27 SP:Iteration 29Q (5553.654414 sec): 3 clusters Score: Raw -388366.758638 + Penalty 1588.591351 = -386778.167287 nChanged 33 SP:Iteration 30Q (5553.669785 sec): 3 clusters Score: Raw -388376.342556 + Penalty 1588.591351 = -386787.751205 nChanged 35 SP:Iteration 31Q (5553.684967 sec): 3 clusters Score: Raw -388384.585080 + Penalty 1588.591351 = -386795.993729 nChanged 26 SP:Iteration 32Q (5553.700132 sec): 3 clusters Score: Raw -388391.555738 + Penalty 1588.591351 = -386802.964388 nChanged 31 SP:Iteration 33Q (5553.715305 sec): 3 clusters Score: Raw -388401.016400 + Penalty 1588.591351 = -386812.425049 nChanged 25 SP:Iteration 34Q (5553.730628 sec): 3 clusters Score: Raw -388406.572930 + Penalty 1588.591351 = -386817.981580 nChanged 25 SP:Iteration 35Q (5553.745726 sec): 3 clusters Score: Raw -388412.889807 + Penalty 1588.591351 = -386824.298457 nChanged 21 SP:Iteration 36Q (5553.761019 sec): 3 clusters Score: Raw -388418.018719 + Penalty 1588.591351 = -386829.427369 nChanged 16 SP:Iteration 37Q (5553.776242 sec): 3 clusters Score: Raw -388420.794243 + Penalty 1588.591351 = -386832.202892 nChanged 12 SP:Iteration 38Q (5553.791509 sec): 3 clusters Score: Raw -388422.896692 + Penalty 1588.591351 = -386834.305341 nChanged 12 SP:Iteration 39Q (5553.806736 sec): 3 clusters Score: Raw -388425.800336 + Penalty 1588.591351 = -386837.208986 nChanged 15 SP:Iteration 40F (5553.822322 sec): 3 clusters Score: Raw -388428.442947 + Penalty 1588.591351 = -386839.851596 nChanged 9 SP:Iteration 41Q (5553.837431 sec): 3 clusters Score: Raw -388430.253659 + Penalty 1588.591351 = -386841.662308 nChanged 4 SP:Iteration 42Q (5553.852693 sec): 3 clusters Score: Raw -388430.867746 + Penalty 1588.591351 = -386842.276396 nChanged 2 SP:Iteration 43Q (5553.867817 sec): 3 clusters Score: Raw -388431.129818 + Penalty 1588.591351 = -386842.538468 nChanged 3 SP:Iteration 44Q (5553.883101 sec): 3 clusters Score: Raw -388431.600205 + Penalty 1588.591351 = -386843.008854 nChanged 5 SP:Iteration 45Q (5553.898329 sec): 3 clusters Score: Raw -388432.046233 + Penalty 1588.591351 = -386843.454882 nChanged 2 SP:Iteration 46Q (5553.913573 sec): 3 clusters Score: Raw -388432.328432 + Penalty 1588.591351 = -386843.737082 nChanged 3 SP:Iteration 47Q (5553.928682 sec): 3 clusters Score: Raw -388432.618753 + Penalty 1588.591351 = -386844.027403 nChanged 1 SP:Iteration 48Q (5553.943776 sec): 3 clusters Score: Raw -388432.657333 + Penalty 1588.591351 = -386844.065983 nChanged 1 SP:Iteration 49Q (5553.959090 sec): 3 clusters Score: Raw -388432.703885 + Penalty 1588.591351 = -386844.112535 nChanged 1 SP:Iteration 50Q (5553.974308 sec): 3 clusters Score: Raw -388432.818703 + Penalty 1588.591351 = -386844.227353 nChanged 0 SP:Iteration 51F (5553.989750 sec): 3 clusters Score: Raw -388432.818703 + Penalty 1588.591351 = -386844.227353 nChanged 0 Trying to split cluster 12 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5553.998190 sec): 2 clusters Score: Raw -5440.219304 + Penalty 472.132263 = -4968.087040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5553.999442 sec): 3 clusters Score: Raw -5572.883392 + Penalty 944.264527 = -4628.618865 nChanged 30 SP:Iteration 1F (5554.000552 sec): 3 clusters Score: Raw -5670.373109 + Penalty 944.264527 = -4726.108582 nChanged 7 SP:Iteration 2Q (5554.001613 sec): 3 clusters Score: Raw -5701.601604 + Penalty 944.264527 = -4757.337078 nChanged 3 SP:Iteration 3Q (5554.002670 sec): 3 clusters Score: Raw -5726.244657 + Penalty 944.264527 = -4781.980130 nChanged 2 SP:Iteration 4Q (5554.003725 sec): 3 clusters Score: Raw -5732.875044 + Penalty 944.264527 = -4788.610517 nChanged 0 SP:Iteration 5F (5554.004806 sec): 3 clusters Score: Raw -5732.875044 + Penalty 944.264527 = -4788.610517 nChanged 0 Trying to split cluster 13 (1132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5554.016604 sec): 2 clusters Score: Raw -92226.956538 + Penalty 668.015420 = -91558.941118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5554.021693 sec): 3 clusters Score: Raw -91772.612958 + Penalty 1336.030839 = -90436.582119 nChanged 423 SP:Iteration 1F (5554.026358 sec): 3 clusters Score: Raw -92132.495406 + Penalty 1336.030839 = -90796.464566 nChanged 121 SP:Iteration 2F (5554.031007 sec): 3 clusters Score: Raw -92228.998968 + Penalty 1336.030839 = -90892.968129 nChanged 58 SP:Iteration 3F (5554.035699 sec): 3 clusters Score: Raw -92277.082132 + Penalty 1336.030839 = -90941.051293 nChanged 46 SP:Iteration 4Q (5554.040407 sec): 3 clusters Score: Raw -92311.759458 + Penalty 1336.030839 = -90975.728619 nChanged 27 SP:Iteration 5Q (5554.045149 sec): 3 clusters Score: Raw -92336.548494 + Penalty 1336.030839 = -91000.517655 nChanged 36 SP:Iteration 6Q (5554.049832 sec): 3 clusters Score: Raw -92365.624158 + Penalty 1336.030839 = -91029.593318 nChanged 30 SP:Iteration 7Q (5554.054495 sec): 3 clusters Score: Raw -92385.467023 + Penalty 1336.030839 = -91049.436184 nChanged 22 SP:Iteration 8Q (5554.059157 sec): 3 clusters Score: Raw -92398.414932 + Penalty 1336.030839 = -91062.384093 nChanged 20 SP:Iteration 9Q (5554.063771 sec): 3 clusters Score: Raw -92412.570822 + Penalty 1336.030839 = -91076.539983 nChanged 18 SP:Iteration 10Q (5554.068412 sec): 3 clusters Score: Raw -92425.547452 + Penalty 1336.030839 = -91089.516613 nChanged 12 SP:Iteration 11Q (5554.073118 sec): 3 clusters Score: Raw -92432.663927 + Penalty 1336.030839 = -91096.633088 nChanged 8 SP:Iteration 12Q (5554.077784 sec): 3 clusters Score: Raw -92435.997045 + Penalty 1336.030839 = -91099.966206 nChanged 13 SP:Iteration 13Q (5554.082429 sec): 3 clusters Score: Raw -92444.825266 + Penalty 1336.030839 = -91108.794427 nChanged 14 SP:Iteration 14Q (5554.087025 sec): 3 clusters Score: Raw -92454.130935 + Penalty 1336.030839 = -91118.100096 nChanged 10 SP:Iteration 15Q (5554.091603 sec): 3 clusters Score: Raw -92459.949613 + Penalty 1336.030839 = -91123.918774 nChanged 12 SP:Iteration 16Q (5554.096224 sec): 3 clusters Score: Raw -92469.600217 + Penalty 1336.030839 = -91133.569378 nChanged 9 SP:Iteration 17Q (5554.100840 sec): 3 clusters Score: Raw -92475.859811 + Penalty 1336.030839 = -91139.828971 nChanged 3 SP:Iteration 18Q (5554.105467 sec): 3 clusters Score: Raw -92477.883307 + Penalty 1336.030839 = -91141.852468 nChanged 2 SP:Iteration 19Q (5554.110055 sec): 3 clusters Score: Raw -92478.396118 + Penalty 1336.030839 = -91142.365279 nChanged 1 SP:Iteration 20F (5554.114706 sec): 3 clusters Score: Raw -92479.726490 + Penalty 1336.030839 = -91143.695651 nChanged 4 SP:Iteration 21Q (5554.119342 sec): 3 clusters Score: Raw -92488.312013 + Penalty 1336.030839 = -91152.281174 nChanged 5 SP:Iteration 22Q (5554.123966 sec): 3 clusters Score: Raw -92490.707534 + Penalty 1336.030839 = -91154.676695 nChanged 7 SP:Iteration 23Q (5554.128542 sec): 3 clusters Score: Raw -92494.251639 + Penalty 1336.030839 = -91158.220800 nChanged 6 SP:Iteration 24Q (5554.133116 sec): 3 clusters Score: Raw -92496.348799 + Penalty 1336.030839 = -91160.317960 nChanged 3 SP:Iteration 25Q (5554.137688 sec): 3 clusters Score: Raw -92499.879668 + Penalty 1336.030839 = -91163.848829 nChanged 4 SP:Iteration 26Q (5554.142260 sec): 3 clusters Score: Raw -92504.393393 + Penalty 1336.030839 = -91168.362554 nChanged 4 SP:Iteration 27Q (5554.146831 sec): 3 clusters Score: Raw -92509.511469 + Penalty 1336.030839 = -91173.480630 nChanged 7 SP:Iteration 28Q (5554.151444 sec): 3 clusters Score: Raw -92516.532224 + Penalty 1336.030839 = -91180.501385 nChanged 11 SP:Iteration 29Q (5554.156081 sec): 3 clusters Score: Raw -92529.137747 + Penalty 1336.030839 = -91193.106908 nChanged 7 SP:Iteration 30Q (5554.160655 sec): 3 clusters Score: Raw -92532.980390 + Penalty 1336.030839 = -91196.949550 nChanged 6 SP:Iteration 31Q (5554.165261 sec): 3 clusters Score: Raw -92536.553755 + Penalty 1336.030839 = -91200.522916 nChanged 9 SP:Iteration 32Q (5554.169919 sec): 3 clusters Score: Raw -92541.599502 + Penalty 1336.030839 = -91205.568663 nChanged 5 SP:Iteration 33Q (5554.174488 sec): 3 clusters Score: Raw -92544.673919 + Penalty 1336.030839 = -91208.643080 nChanged 5 SP:Iteration 34Q (5554.179120 sec): 3 clusters Score: Raw -92548.744247 + Penalty 1336.030839 = -91212.713407 nChanged 7 SP:Iteration 35Q (5554.183732 sec): 3 clusters Score: Raw -92554.362877 + Penalty 1336.030839 = -91218.332038 nChanged 10 SP:Iteration 36Q (5554.188344 sec): 3 clusters Score: Raw -92559.389044 + Penalty 1336.030839 = -91223.358205 nChanged 5 SP:Iteration 37Q (5554.192967 sec): 3 clusters Score: Raw -92561.950316 + Penalty 1336.030839 = -91225.919477 nChanged 5 SP:Iteration 38Q (5554.197577 sec): 3 clusters Score: Raw -92564.148159 + Penalty 1336.030839 = -91228.117320 nChanged 1 SP:Iteration 39Q (5554.202204 sec): 3 clusters Score: Raw -92564.261766 + Penalty 1336.030839 = -91228.230927 nChanged 1 SP:Iteration 40F (5554.206788 sec): 3 clusters Score: Raw -92564.532671 + Penalty 1336.030839 = -91228.501832 nChanged 0 Trying to split cluster 14 (18765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5554.236623 sec): 2 clusters Score: Raw -1646106.045467 + Penalty 934.776128 = -1645171.269339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5554.274205 sec): 3 clusters Score: Raw -1634429.044727 + Penalty 1869.552255 = -1632559.492472 nChanged 8777 SP:Iteration 1F (5554.309755 sec): 3 clusters Score: Raw -1639654.597717 + Penalty 1869.552255 = -1637785.045462 nChanged 1038 SP:Iteration 2F (5554.345355 sec): 3 clusters Score: Raw -1640092.786358 + Penalty 1869.552255 = -1638223.234102 nChanged 1046 SP:Iteration 3F (5554.380810 sec): 3 clusters Score: Raw -1640615.314533 + Penalty 1869.552255 = -1638745.762278 nChanged 1115 SP:Iteration 4F (5554.416422 sec): 3 clusters Score: Raw -1641242.862799 + Penalty 1869.552255 = -1639373.310544 nChanged 1130 SP:Iteration 5F (5554.451687 sec): 3 clusters Score: Raw -1641959.772648 + Penalty 1869.552255 = -1640090.220393 nChanged 1053 SP:Iteration 6F (5554.487144 sec): 3 clusters Score: Raw -1642761.386321 + Penalty 1869.552255 = -1640891.834066 nChanged 934 SP:Iteration 7Q (5554.523812 sec): 3 clusters Score: Raw -1643520.098064 + Penalty 1869.552255 = -1641650.545809 nChanged 759 SP:Iteration 8Q (5554.560151 sec): 3 clusters Score: Raw -1644087.977825 + Penalty 1869.552255 = -1642218.425570 nChanged 575 SP:Iteration 9Q (5554.595813 sec): 3 clusters Score: Raw -1644454.822641 + Penalty 1869.552255 = -1642585.270386 nChanged 463 SP:Iteration 10Q (5554.631129 sec): 3 clusters Score: Raw -1644711.103698 + Penalty 1869.552255 = -1642841.551443 nChanged 389 SP:Iteration 11Q (5554.666121 sec): 3 clusters Score: Raw -1644899.374262 + Penalty 1869.552255 = -1643029.822007 nChanged 366 SP:Iteration 12Q (5554.703090 sec): 3 clusters Score: Raw -1645087.375700 + Penalty 1869.552255 = -1643217.823445 nChanged 338 SP:Iteration 13Q (5554.737380 sec): 3 clusters Score: Raw -1645266.494261 + Penalty 1869.552255 = -1643396.942006 nChanged 310 SP:Iteration 14Q (5554.787590 sec): 3 clusters Score: Raw -1645429.410265 + Penalty 1869.552255 = -1643559.858010 nChanged 280 SP:Iteration 15Q (5554.821649 sec): 3 clusters Score: Raw -1645573.755677 + Penalty 1869.552255 = -1643704.203422 nChanged 266 SP:Iteration 16Q (5554.855393 sec): 3 clusters Score: Raw -1645715.405928 + Penalty 1869.552255 = -1643845.853673 nChanged 244 SP:Iteration 17Q (5554.888823 sec): 3 clusters Score: Raw -1645842.496914 + Penalty 1869.552255 = -1643972.944659 nChanged 223 SP:Iteration 18Q (5554.922074 sec): 3 clusters Score: Raw -1645956.871952 + Penalty 1869.552255 = -1644087.319697 nChanged 174 SP:Iteration 19Q (5554.955271 sec): 3 clusters Score: Raw -1646036.409636 + Penalty 1869.552255 = -1644166.857381 nChanged 144 SP:Iteration 20F (5554.990667 sec): 3 clusters Score: Raw -1646103.683396 + Penalty 1869.552255 = -1644234.131141 nChanged 130 SP:Iteration 21Q (5555.023278 sec): 3 clusters Score: Raw -1646161.938671 + Penalty 1869.552255 = -1644292.386415 nChanged 95 SP:Iteration 22Q (5555.055964 sec): 3 clusters Score: Raw -1646199.921141 + Penalty 1869.552255 = -1644330.368886 nChanged 83 SP:Iteration 23Q (5555.088401 sec): 3 clusters Score: Raw -1646229.960657 + Penalty 1869.552255 = -1644360.408402 nChanged 74 SP:Iteration 24Q (5555.120953 sec): 3 clusters Score: Raw -1646257.560476 + Penalty 1869.552255 = -1644388.008221 nChanged 74 SP:Iteration 25Q (5555.153636 sec): 3 clusters Score: Raw -1646283.117999 + Penalty 1869.552255 = -1644413.565744 nChanged 54 SP:Iteration 26Q (5555.185685 sec): 3 clusters Score: Raw -1646298.800908 + Penalty 1869.552255 = -1644429.248653 nChanged 48 SP:Iteration 27Q (5555.217799 sec): 3 clusters Score: Raw -1646315.689853 + Penalty 1869.552255 = -1644446.137598 nChanged 33 SP:Iteration 28Q (5555.249819 sec): 3 clusters Score: Raw -1646326.800634 + Penalty 1869.552255 = -1644457.248378 nChanged 34 SP:Iteration 29Q (5555.281847 sec): 3 clusters Score: Raw -1646337.435728 + Penalty 1869.552255 = -1644467.883473 nChanged 31 SP:Iteration 30Q (5555.313985 sec): 3 clusters Score: Raw -1646349.465499 + Penalty 1869.552255 = -1644479.913244 nChanged 23 SP:Iteration 31Q (5555.346095 sec): 3 clusters Score: Raw -1646357.389925 + Penalty 1869.552255 = -1644487.837670 nChanged 17 SP:Iteration 32Q (5555.377951 sec): 3 clusters Score: Raw -1646361.503360 + Penalty 1869.552255 = -1644491.951105 nChanged 13 SP:Iteration 33Q (5555.409978 sec): 3 clusters Score: Raw -1646367.043572 + Penalty 1869.552255 = -1644497.491317 nChanged 9 SP:Iteration 34Q (5555.442049 sec): 3 clusters Score: Raw -1646369.361677 + Penalty 1869.552255 = -1644499.809422 nChanged 4 SP:Iteration 35Q (5555.473994 sec): 3 clusters Score: Raw -1646370.517433 + Penalty 1869.552255 = -1644500.965177 nChanged 4 SP:Iteration 36Q (5555.506164 sec): 3 clusters Score: Raw -1646372.329006 + Penalty 1869.552255 = -1644502.776750 nChanged 4 SP:Iteration 37Q (5555.537979 sec): 3 clusters Score: Raw -1646373.683869 + Penalty 1869.552255 = -1644504.131614 nChanged 5 SP:Iteration 38Q (5555.569975 sec): 3 clusters Score: Raw -1646374.615239 + Penalty 1869.552255 = -1644505.062984 nChanged 1 SP:Iteration 39Q (5555.601816 sec): 3 clusters Score: Raw -1646374.788861 + Penalty 1869.552255 = -1644505.236606 nChanged 2 SP:Iteration 40F (5555.637175 sec): 3 clusters Score: Raw -1646375.365252 + Penalty 1869.552255 = -1644505.812997 nChanged 3 SP:Iteration 41Q (5555.669276 sec): 3 clusters Score: Raw -1646376.102672 + Penalty 1869.552255 = -1644506.550417 nChanged 1 SP:Iteration 42Q (5555.701204 sec): 3 clusters Score: Raw -1646376.255851 + Penalty 1869.552255 = -1644506.703596 nChanged 0 SP:Iteration 43F (5555.736583 sec): 3 clusters Score: Raw -1646376.255851 + Penalty 1869.552255 = -1644506.703596 nChanged 0 Trying to split cluster 15 (3858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5555.752364 sec): 2 clusters Score: Raw -346069.009595 + Penalty 784.500898 = -345284.508696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5555.767886 sec): 3 clusters Score: Raw -344012.014375 + Penalty 1569.001797 = -342443.012578 nChanged 1611 SP:Iteration 1F (5555.782298 sec): 3 clusters Score: Raw -344862.377131 + Penalty 1569.001797 = -343293.375334 nChanged 256 SP:Iteration 2F (5555.796667 sec): 3 clusters Score: Raw -344973.879300 + Penalty 1569.001797 = -343404.877503 nChanged 199 SP:Iteration 3F (5555.811084 sec): 3 clusters Score: Raw -345060.538735 + Penalty 1569.001797 = -343491.536938 nChanged 153 SP:Iteration 4Q (5555.825458 sec): 3 clusters Score: Raw -345120.615891 + Penalty 1569.001797 = -343551.614094 nChanged 127 SP:Iteration 5Q (5555.839908 sec): 3 clusters Score: Raw -345167.333231 + Penalty 1569.001797 = -343598.331434 nChanged 110 SP:Iteration 6Q (5555.854164 sec): 3 clusters Score: Raw -345207.083121 + Penalty 1569.001797 = -343638.081324 nChanged 88 SP:Iteration 7Q (5555.899131 sec): 3 clusters Score: Raw -345240.042313 + Penalty 1569.001797 = -343671.040516 nChanged 97 SP:Iteration 8Q (5555.947917 sec): 3 clusters Score: Raw -345274.526140 + Penalty 1569.001797 = -343705.524344 nChanged 93 SP:Iteration 9Q (5555.962108 sec): 3 clusters Score: Raw -345311.755655 + Penalty 1569.001797 = -343742.753859 nChanged 110 SP:Iteration 10Q (5555.976561 sec): 3 clusters Score: Raw -345362.259136 + Penalty 1569.001797 = -343793.257339 nChanged 116 SP:Iteration 11Q (5555.990970 sec): 3 clusters Score: Raw -345434.906600 + Penalty 1569.001797 = -343865.904803 nChanged 139 SP:Iteration 12Q (5556.005247 sec): 3 clusters Score: Raw -345535.294901 + Penalty 1569.001797 = -343966.293104 nChanged 154 SP:Iteration 13Q (5556.019606 sec): 3 clusters Score: Raw -345654.275219 + Penalty 1569.001797 = -344085.273422 nChanged 146 SP:Iteration 14Q (5556.033865 sec): 3 clusters Score: Raw -345748.892587 + Penalty 1569.001797 = -344179.890791 nChanged 122 SP:Iteration 15Q (5556.048021 sec): 3 clusters Score: Raw -345835.024488 + Penalty 1569.001797 = -344266.022691 nChanged 113 SP:Iteration 16Q (5556.062280 sec): 3 clusters Score: Raw -345893.480000 + Penalty 1569.001797 = -344324.478203 nChanged 76 SP:Iteration 17Q (5556.076521 sec): 3 clusters Score: Raw -345923.728606 + Penalty 1569.001797 = -344354.726809 nChanged 51 SP:Iteration 18Q (5556.090631 sec): 3 clusters Score: Raw -345941.236871 + Penalty 1569.001797 = -344372.235074 nChanged 43 SP:Iteration 19Q (5556.104795 sec): 3 clusters Score: Raw -345958.523157 + Penalty 1569.001797 = -344389.521360 nChanged 49 SP:Iteration 20F (5556.119187 sec): 3 clusters Score: Raw -345979.920805 + Penalty 1569.001797 = -344410.919009 nChanged 46 SP:Iteration 21Q (5556.133392 sec): 3 clusters Score: Raw -345997.754458 + Penalty 1569.001797 = -344428.752662 nChanged 38 SP:Iteration 22Q (5556.147560 sec): 3 clusters Score: Raw -346008.490023 + Penalty 1569.001797 = -344439.488227 nChanged 33 SP:Iteration 23Q (5556.161834 sec): 3 clusters Score: Raw -346017.164197 + Penalty 1569.001797 = -344448.162401 nChanged 29 SP:Iteration 24Q (5556.175815 sec): 3 clusters Score: Raw -346025.717454 + Penalty 1569.001797 = -344456.715657 nChanged 27 SP:Iteration 25Q (5556.189938 sec): 3 clusters Score: Raw -346032.613781 + Penalty 1569.001797 = -344463.611984 nChanged 26 SP:Iteration 26Q (5556.204115 sec): 3 clusters Score: Raw -346039.869339 + Penalty 1569.001797 = -344470.867542 nChanged 29 SP:Iteration 27Q (5556.218288 sec): 3 clusters Score: Raw -346048.649762 + Penalty 1569.001797 = -344479.647966 nChanged 27 SP:Iteration 28Q (5556.232308 sec): 3 clusters Score: Raw -346054.672157 + Penalty 1569.001797 = -344485.670360 nChanged 16 SP:Iteration 29Q (5556.246416 sec): 3 clusters Score: Raw -346057.561017 + Penalty 1569.001797 = -344488.559220 nChanged 11 SP:Iteration 30Q (5556.260398 sec): 3 clusters Score: Raw -346059.096246 + Penalty 1569.001797 = -344490.094449 nChanged 8 SP:Iteration 31Q (5556.274392 sec): 3 clusters Score: Raw -346060.416406 + Penalty 1569.001797 = -344491.414609 nChanged 8 SP:Iteration 32Q (5556.288513 sec): 3 clusters Score: Raw -346061.989634 + Penalty 1569.001797 = -344492.987837 nChanged 11 SP:Iteration 33Q (5556.302555 sec): 3 clusters Score: Raw -346064.147654 + Penalty 1569.001797 = -344495.145857 nChanged 16 SP:Iteration 34Q (5556.316543 sec): 3 clusters Score: Raw -346066.917534 + Penalty 1569.001797 = -344497.915737 nChanged 10 SP:Iteration 35Q (5556.330677 sec): 3 clusters Score: Raw -346069.182299 + Penalty 1569.001797 = -344500.180502 nChanged 14 SP:Iteration 36Q (5556.344842 sec): 3 clusters Score: Raw -346072.236806 + Penalty 1569.001797 = -344503.235009 nChanged 10 SP:Iteration 37Q (5556.358998 sec): 3 clusters Score: Raw -346073.794720 + Penalty 1569.001797 = -344504.792923 nChanged 5 SP:Iteration 38Q (5556.373152 sec): 3 clusters Score: Raw -346074.599006 + Penalty 1569.001797 = -344505.597209 nChanged 3 SP:Iteration 39Q (5556.387250 sec): 3 clusters Score: Raw -346074.719415 + Penalty 1569.001797 = -344505.717618 nChanged 0 SP:Iteration 40F (5556.401620 sec): 3 clusters Score: Raw -346074.719415 + Penalty 1569.001797 = -344505.717618 nChanged 0 Trying to split cluster 16 (2317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5556.416988 sec): 2 clusters Score: Raw -185054.878787 + Penalty 736.062710 = -184318.816077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5556.426726 sec): 3 clusters Score: Raw -183870.686489 + Penalty 1472.125420 = -182398.561069 nChanged 952 SP:Iteration 1F (5556.435696 sec): 3 clusters Score: Raw -184454.165135 + Penalty 1472.125420 = -182982.039716 nChanged 196 SP:Iteration 2F (5556.444534 sec): 3 clusters Score: Raw -184588.887543 + Penalty 1472.125420 = -183116.762123 nChanged 160 SP:Iteration 3F (5556.453427 sec): 3 clusters Score: Raw -184689.468477 + Penalty 1472.125420 = -183217.343058 nChanged 117 SP:Iteration 4F (5556.462334 sec): 3 clusters Score: Raw -184757.965333 + Penalty 1472.125420 = -183285.839913 nChanged 87 SP:Iteration 5Q (5556.471268 sec): 3 clusters Score: Raw -184816.463587 + Penalty 1472.125420 = -183344.338168 nChanged 74 SP:Iteration 6Q (5556.480074 sec): 3 clusters Score: Raw -184867.801000 + Penalty 1472.125420 = -183395.675581 nChanged 76 SP:Iteration 7Q (5556.488801 sec): 3 clusters Score: Raw -184913.295474 + Penalty 1472.125420 = -183441.170054 nChanged 67 SP:Iteration 8Q (5556.497641 sec): 3 clusters Score: Raw -184953.862234 + Penalty 1472.125420 = -183481.736814 nChanged 66 SP:Iteration 9Q (5556.506449 sec): 3 clusters Score: Raw -185001.475907 + Penalty 1472.125420 = -183529.350487 nChanged 54 SP:Iteration 10Q (5556.515304 sec): 3 clusters Score: Raw -185029.233403 + Penalty 1472.125420 = -183557.107984 nChanged 36 SP:Iteration 11Q (5556.523948 sec): 3 clusters Score: Raw -185052.215503 + Penalty 1472.125420 = -183580.090083 nChanged 38 SP:Iteration 12Q (5556.532777 sec): 3 clusters Score: Raw -185070.519897 + Penalty 1472.125420 = -183598.394478 nChanged 31 SP:Iteration 13Q (5556.541429 sec): 3 clusters Score: Raw -185085.453697 + Penalty 1472.125420 = -183613.328277 nChanged 25 SP:Iteration 14Q (5556.550248 sec): 3 clusters Score: Raw -185096.671823 + Penalty 1472.125420 = -183624.546403 nChanged 29 SP:Iteration 15Q (5556.559025 sec): 3 clusters Score: Raw -185107.169506 + Penalty 1472.125420 = -183635.044086 nChanged 26 SP:Iteration 16Q (5556.567666 sec): 3 clusters Score: Raw -185117.710572 + Penalty 1472.125420 = -183645.585152 nChanged 21 SP:Iteration 17Q (5556.576422 sec): 3 clusters Score: Raw -185124.298277 + Penalty 1472.125420 = -183652.172858 nChanged 17 SP:Iteration 18Q (5556.585223 sec): 3 clusters Score: Raw -185130.121450 + Penalty 1472.125420 = -183657.996030 nChanged 19 SP:Iteration 19Q (5556.593884 sec): 3 clusters Score: Raw -185139.877005 + Penalty 1472.125420 = -183667.751585 nChanged 21 SP:Iteration 20F (5556.602568 sec): 3 clusters Score: Raw -185148.553582 + Penalty 1472.125420 = -183676.428163 nChanged 16 SP:Iteration 21Q (5556.611718 sec): 3 clusters Score: Raw -185159.233751 + Penalty 1472.125420 = -183687.108331 nChanged 25 SP:Iteration 22Q (5556.620353 sec): 3 clusters Score: Raw -185170.459904 + Penalty 1472.125420 = -183698.334484 nChanged 14 SP:Iteration 23Q (5556.628942 sec): 3 clusters Score: Raw -185175.095065 + Penalty 1472.125420 = -183702.969646 nChanged 18 SP:Iteration 24Q (5556.637527 sec): 3 clusters Score: Raw -185183.272699 + Penalty 1472.125420 = -183711.147279 nChanged 16 SP:Iteration 25Q (5556.646112 sec): 3 clusters Score: Raw -185191.364390 + Penalty 1472.125420 = -183719.238971 nChanged 14 SP:Iteration 26Q (5556.654706 sec): 3 clusters Score: Raw -185196.792411 + Penalty 1472.125420 = -183724.666991 nChanged 10 SP:Iteration 27Q (5556.663357 sec): 3 clusters Score: Raw -185199.794639 + Penalty 1472.125420 = -183727.669220 nChanged 7 SP:Iteration 28Q (5556.671978 sec): 3 clusters Score: Raw -185201.024375 + Penalty 1472.125420 = -183728.898955 nChanged 5 SP:Iteration 29Q (5556.680554 sec): 3 clusters Score: Raw -185204.405523 + Penalty 1472.125420 = -183732.280103 nChanged 9 SP:Iteration 30Q (5556.689085 sec): 3 clusters Score: Raw -185208.751311 + Penalty 1472.125420 = -183736.625891 nChanged 12 SP:Iteration 31Q (5556.697631 sec): 3 clusters Score: Raw -185214.025089 + Penalty 1472.125420 = -183741.899669 nChanged 6 SP:Iteration 32Q (5556.706267 sec): 3 clusters Score: Raw -185216.310503 + Penalty 1472.125420 = -183744.185083 nChanged 5 SP:Iteration 33Q (5556.714885 sec): 3 clusters Score: Raw -185217.822592 + Penalty 1472.125420 = -183745.697173 nChanged 5 SP:Iteration 34Q (5556.723382 sec): 3 clusters Score: Raw -185219.317421 + Penalty 1472.125420 = -183747.192001 nChanged 6 SP:Iteration 35Q (5556.733035 sec): 3 clusters Score: Raw -185221.018227 + Penalty 1472.125420 = -183748.892807 nChanged 3 SP:Iteration 36Q (5556.741630 sec): 3 clusters Score: Raw -185221.673627 + Penalty 1472.125420 = -183749.548208 nChanged 1 SP:Iteration 37Q (5556.750208 sec): 3 clusters Score: Raw -185222.058191 + Penalty 1472.125420 = -183749.932772 nChanged 2 SP:Iteration 38Q (5556.758849 sec): 3 clusters Score: Raw -185222.816438 + Penalty 1472.125420 = -183750.691018 nChanged 3 SP:Iteration 39Q (5556.767552 sec): 3 clusters Score: Raw -185223.859562 + Penalty 1472.125420 = -183751.734142 nChanged 3 SP:Iteration 40F (5556.776231 sec): 3 clusters Score: Raw -185225.710705 + Penalty 1472.125420 = -183753.585286 nChanged 3 SP:Iteration 41Q (5556.784839 sec): 3 clusters Score: Raw -185226.949814 + Penalty 1472.125420 = -183754.824395 nChanged 0 SP:Iteration 42F (5556.793608 sec): 3 clusters Score: Raw -185226.949814 + Penalty 1472.125420 = -183754.824395 nChanged 0 Trying to split cluster 17 (21518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5556.828046 sec): 2 clusters Score: Raw -1858736.200370 + Penalty 947.781282 = -1857788.419088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5556.882372 sec): 3 clusters Score: Raw -1845305.396793 + Penalty 1895.562564 = -1843409.834229 nChanged 10067 SP:Iteration 1F (5556.920459 sec): 3 clusters Score: Raw -1851201.047252 + Penalty 1895.562564 = -1849305.484688 nChanged 1300 SP:Iteration 2F (5556.962231 sec): 3 clusters Score: Raw -1851799.723291 + Penalty 1895.562564 = -1849904.160727 nChanged 1354 SP:Iteration 3F (5557.001375 sec): 3 clusters Score: Raw -1852492.782443 + Penalty 1895.562564 = -1850597.219879 nChanged 1415 SP:Iteration 4F (5557.039604 sec): 3 clusters Score: Raw -1853327.908094 + Penalty 1895.562564 = -1851432.345530 nChanged 1407 SP:Iteration 5F (5557.077723 sec): 3 clusters Score: Raw -1854272.570114 + Penalty 1895.562564 = -1852377.007550 nChanged 1388 SP:Iteration 6F (5557.115912 sec): 3 clusters Score: Raw -1855297.720625 + Penalty 1895.562564 = -1853402.158061 nChanged 1245 SP:Iteration 7F (5557.154076 sec): 3 clusters Score: Raw -1856313.273877 + Penalty 1895.562564 = -1854417.711313 nChanged 1052 SP:Iteration 8Q (5557.193320 sec): 3 clusters Score: Raw -1857243.405912 + Penalty 1895.562564 = -1855347.843348 nChanged 780 SP:Iteration 9Q (5557.232128 sec): 3 clusters Score: Raw -1857950.836271 + Penalty 1895.562564 = -1856055.273707 nChanged 478 SP:Iteration 10Q (5557.269529 sec): 3 clusters Score: Raw -1858384.731981 + Penalty 1895.562564 = -1856489.169417 nChanged 253 SP:Iteration 11Q (5557.305568 sec): 3 clusters Score: Raw -1858621.968411 + Penalty 1895.562564 = -1856726.405847 nChanged 117 SP:Iteration 12Q (5557.340522 sec): 3 clusters Score: Raw -1858734.240913 + Penalty 1895.562564 = -1856838.678349 nChanged 63 SP:Iteration 13Q (5557.374748 sec): 3 clusters Score: Raw -1858787.150086 + Penalty 1895.562564 = -1856891.587522 nChanged 35 SP:Iteration 14Q (5557.408758 sec): 3 clusters Score: Raw -1858829.013619 + Penalty 1895.562564 = -1856933.451055 nChanged 20 SP:Iteration 15Q (5557.442514 sec): 3 clusters Score: Raw -1858845.401005 + Penalty 1895.562564 = -1856949.838441 nChanged 12 SP:Iteration 16Q (5557.476240 sec): 3 clusters Score: Raw -1858856.875927 + Penalty 1895.562564 = -1856961.313363 nChanged 6 SP:Iteration 17Q (5557.510053 sec): 3 clusters Score: Raw -1858860.270375 + Penalty 1895.562564 = -1856964.707811 nChanged 5 SP:Iteration 18Q (5557.543659 sec): 3 clusters Score: Raw -1858864.277262 + Penalty 1895.562564 = -1856968.714698 nChanged 4 SP:Iteration 19Q (5557.577269 sec): 3 clusters Score: Raw -1858866.805944 + Penalty 1895.562564 = -1856971.243380 nChanged 0 SP:Iteration 20F (5557.615269 sec): 3 clusters Score: Raw -1858866.805944 + Penalty 1895.562564 = -1856971.243380 nChanged 0 Trying to split cluster 18 (2831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5557.630042 sec): 2 clusters Score: Raw -229776.129328 + Penalty 755.096602 = -229021.032726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5557.641835 sec): 3 clusters Score: Raw -228325.989546 + Penalty 1510.193204 = -226815.796342 nChanged 1147 SP:Iteration 1F (5557.652842 sec): 3 clusters Score: Raw -229008.358744 + Penalty 1510.193204 = -227498.165540 nChanged 197 SP:Iteration 2F (5557.663708 sec): 3 clusters Score: Raw -229137.110419 + Penalty 1510.193204 = -227626.917214 nChanged 163 SP:Iteration 3F (5557.674635 sec): 3 clusters Score: Raw -229241.656748 + Penalty 1510.193204 = -227731.463544 nChanged 165 SP:Iteration 4F (5557.685512 sec): 3 clusters Score: Raw -229373.464362 + Penalty 1510.193204 = -227863.271157 nChanged 159 SP:Iteration 5F (5557.696376 sec): 3 clusters Score: Raw -229485.853570 + Penalty 1510.193204 = -227975.660366 nChanged 118 SP:Iteration 6Q (5557.707276 sec): 3 clusters Score: Raw -229562.008460 + Penalty 1510.193204 = -228051.815256 nChanged 101 SP:Iteration 7Q (5557.718150 sec): 3 clusters Score: Raw -229620.380109 + Penalty 1510.193204 = -228110.186905 nChanged 80 SP:Iteration 8Q (5557.728984 sec): 3 clusters Score: Raw -229667.955672 + Penalty 1510.193204 = -228157.762468 nChanged 67 SP:Iteration 9Q (5557.739857 sec): 3 clusters Score: Raw -229703.081751 + Penalty 1510.193204 = -228192.888547 nChanged 58 SP:Iteration 10Q (5557.750756 sec): 3 clusters Score: Raw -229733.922847 + Penalty 1510.193204 = -228223.729643 nChanged 49 SP:Iteration 11Q (5557.761511 sec): 3 clusters Score: Raw -229759.528662 + Penalty 1510.193204 = -228249.335458 nChanged 36 SP:Iteration 12Q (5557.772355 sec): 3 clusters Score: Raw -229778.350206 + Penalty 1510.193204 = -228268.157002 nChanged 32 SP:Iteration 13Q (5557.783212 sec): 3 clusters Score: Raw -229791.270485 + Penalty 1510.193204 = -228281.077281 nChanged 27 SP:Iteration 14Q (5557.794067 sec): 3 clusters Score: Raw -229803.542109 + Penalty 1510.193204 = -228293.348905 nChanged 28 SP:Iteration 15Q (5557.804896 sec): 3 clusters Score: Raw -229815.358866 + Penalty 1510.193204 = -228305.165662 nChanged 24 SP:Iteration 16Q (5557.818491 sec): 3 clusters Score: Raw -229828.471890 + Penalty 1510.193204 = -228318.278686 nChanged 30 SP:Iteration 17Q (5557.829199 sec): 3 clusters Score: Raw -229841.154148 + Penalty 1510.193204 = -228330.960944 nChanged 19 SP:Iteration 18Q (5557.839972 sec): 3 clusters Score: Raw -229848.476601 + Penalty 1510.193204 = -228338.283397 nChanged 16 SP:Iteration 19Q (5557.850608 sec): 3 clusters Score: Raw -229857.233742 + Penalty 1510.193204 = -228347.040538 nChanged 12 SP:Iteration 20F (5557.861454 sec): 3 clusters Score: Raw -229861.203539 + Penalty 1510.193204 = -228351.010335 nChanged 12 SP:Iteration 21Q (5557.871984 sec): 3 clusters Score: Raw -229864.823260 + Penalty 1510.193204 = -228354.630056 nChanged 4 SP:Iteration 22Q (5557.882612 sec): 3 clusters Score: Raw -229865.332792 + Penalty 1510.193204 = -228355.139588 nChanged 0 SP:Iteration 23F (5557.893184 sec): 3 clusters Score: Raw -229865.332792 + Penalty 1510.193204 = -228355.139588 nChanged 0 Trying to split cluster 19 (5898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5557.911376 sec): 2 clusters Score: Raw -424275.598633 + Penalty 824.825016 = -423450.773617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5557.931910 sec): 3 clusters Score: Raw -420889.953649 + Penalty 1649.650032 = -419240.303617 nChanged 2580 SP:Iteration 1F (5557.952315 sec): 3 clusters Score: Raw -422513.092215 + Penalty 1649.650032 = -420863.442183 nChanged 497 SP:Iteration 2F (5557.972800 sec): 3 clusters Score: Raw -422833.397729 + Penalty 1649.650032 = -421183.747697 nChanged 423 SP:Iteration 3F (5557.993454 sec): 3 clusters Score: Raw -423083.190254 + Penalty 1649.650032 = -421433.540222 nChanged 366 SP:Iteration 4F (5558.014000 sec): 3 clusters Score: Raw -423297.088536 + Penalty 1649.650032 = -421647.438504 nChanged 265 SP:Iteration 5Q (5558.034181 sec): 3 clusters Score: Raw -423484.439081 + Penalty 1649.650032 = -421834.789049 nChanged 275 SP:Iteration 6Q (5558.054781 sec): 3 clusters Score: Raw -423686.264366 + Penalty 1649.650032 = -422036.614334 nChanged 237 SP:Iteration 7Q (5558.075128 sec): 3 clusters Score: Raw -423883.101831 + Penalty 1649.650032 = -422233.451799 nChanged 193 SP:Iteration 8Q (5558.095225 sec): 3 clusters Score: Raw -424033.350547 + Penalty 1649.650032 = -422383.700515 nChanged 186 SP:Iteration 9Q (5558.115327 sec): 3 clusters Score: Raw -424152.356704 + Penalty 1649.650032 = -422502.706672 nChanged 140 SP:Iteration 10Q (5558.135257 sec): 3 clusters Score: Raw -424261.307143 + Penalty 1649.650032 = -422611.657111 nChanged 141 SP:Iteration 11Q (5558.155224 sec): 3 clusters Score: Raw -424362.842732 + Penalty 1649.650032 = -422713.192701 nChanged 128 SP:Iteration 12Q (5558.175125 sec): 3 clusters Score: Raw -424435.659917 + Penalty 1649.650032 = -422786.009885 nChanged 108 SP:Iteration 13Q (5558.194721 sec): 3 clusters Score: Raw -424497.513191 + Penalty 1649.650032 = -422847.863159 nChanged 86 SP:Iteration 14Q (5558.214366 sec): 3 clusters Score: Raw -424541.494684 + Penalty 1649.650032 = -422891.844652 nChanged 72 SP:Iteration 15Q (5558.233744 sec): 3 clusters Score: Raw -424573.075329 + Penalty 1649.650032 = -422923.425297 nChanged 52 SP:Iteration 16Q (5558.253215 sec): 3 clusters Score: Raw -424593.241242 + Penalty 1649.650032 = -422943.591210 nChanged 49 SP:Iteration 17Q (5558.272937 sec): 3 clusters Score: Raw -424611.056381 + Penalty 1649.650032 = -422961.406349 nChanged 48 SP:Iteration 18Q (5558.292371 sec): 3 clusters Score: Raw -424630.830914 + Penalty 1649.650032 = -422981.180882 nChanged 42 SP:Iteration 19Q (5558.311786 sec): 3 clusters Score: Raw -424650.631996 + Penalty 1649.650032 = -423000.981964 nChanged 44 SP:Iteration 20F (5558.331892 sec): 3 clusters Score: Raw -424673.234103 + Penalty 1649.650032 = -423023.584071 nChanged 39 SP:Iteration 21Q (5558.351062 sec): 3 clusters Score: Raw -424688.379406 + Penalty 1649.650032 = -423038.729374 nChanged 32 SP:Iteration 22Q (5558.370408 sec): 3 clusters Score: Raw -424701.773204 + Penalty 1649.650032 = -423052.123172 nChanged 29 SP:Iteration 23Q (5558.389899 sec): 3 clusters Score: Raw -424714.187581 + Penalty 1649.650032 = -423064.537549 nChanged 35 SP:Iteration 24Q (5558.409214 sec): 3 clusters Score: Raw -424726.885565 + Penalty 1649.650032 = -423077.235533 nChanged 29 SP:Iteration 25Q (5558.428455 sec): 3 clusters Score: Raw -424739.869663 + Penalty 1649.650032 = -423090.219631 nChanged 24 SP:Iteration 26Q (5558.447686 sec): 3 clusters Score: Raw -424749.554397 + Penalty 1649.650032 = -423099.904365 nChanged 24 SP:Iteration 27Q (5558.466696 sec): 3 clusters Score: Raw -424758.000813 + Penalty 1649.650032 = -423108.350781 nChanged 14 SP:Iteration 28Q (5558.486040 sec): 3 clusters Score: Raw -424762.373825 + Penalty 1649.650032 = -423112.723793 nChanged 13 SP:Iteration 29Q (5558.504827 sec): 3 clusters Score: Raw -424767.493643 + Penalty 1649.650032 = -423117.843611 nChanged 9 SP:Iteration 30Q (5558.523993 sec): 3 clusters Score: Raw -424771.633958 + Penalty 1649.650032 = -423121.983926 nChanged 11 SP:Iteration 31Q (5558.543094 sec): 3 clusters Score: Raw -424777.089612 + Penalty 1649.650032 = -423127.439580 nChanged 19 SP:Iteration 32Q (5558.562381 sec): 3 clusters Score: Raw -424787.008445 + Penalty 1649.650032 = -423137.358413 nChanged 21 SP:Iteration 33Q (5558.581481 sec): 3 clusters Score: Raw -424800.058920 + Penalty 1649.650032 = -423150.408888 nChanged 19 SP:Iteration 34Q (5558.600584 sec): 3 clusters Score: Raw -424808.248140 + Penalty 1649.650032 = -423158.598109 nChanged 12 SP:Iteration 35Q (5558.619736 sec): 3 clusters Score: Raw -424814.076268 + Penalty 1649.650032 = -423164.426236 nChanged 15 SP:Iteration 36Q (5558.638877 sec): 3 clusters Score: Raw -424822.410423 + Penalty 1649.650032 = -423172.760391 nChanged 18 SP:Iteration 37Q (5558.657752 sec): 3 clusters Score: Raw -424830.727365 + Penalty 1649.650032 = -423181.077333 nChanged 14 SP:Iteration 38Q (5558.676614 sec): 3 clusters Score: Raw -424836.984885 + Penalty 1649.650032 = -423187.334853 nChanged 12 SP:Iteration 39Q (5558.695426 sec): 3 clusters Score: Raw -424841.568830 + Penalty 1649.650032 = -423191.918798 nChanged 12 SP:Iteration 40F (5558.715364 sec): 3 clusters Score: Raw -424845.581323 + Penalty 1649.650032 = -423195.931291 nChanged 6 SP:Iteration 41Q (5558.734280 sec): 3 clusters Score: Raw -424847.681723 + Penalty 1649.650032 = -423198.031691 nChanged 4 SP:Iteration 42Q (5558.753186 sec): 3 clusters Score: Raw -424848.359839 + Penalty 1649.650032 = -423198.709807 nChanged 2 SP:Iteration 43Q (5558.772186 sec): 3 clusters Score: Raw -424848.970657 + Penalty 1649.650032 = -423199.320625 nChanged 2 SP:Iteration 44Q (5558.791097 sec): 3 clusters Score: Raw -424849.843581 + Penalty 1649.650032 = -423200.193549 nChanged 3 SP:Iteration 45Q (5558.810191 sec): 3 clusters Score: Raw -424850.309989 + Penalty 1649.650032 = -423200.659957 nChanged 0 SP:Iteration 46F (5558.830665 sec): 3 clusters Score: Raw -424850.309989 + Penalty 1649.650032 = -423200.659957 nChanged 0 Trying to split cluster 20 (1846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5558.845282 sec): 2 clusters Score: Raw -158221.508065 + Penalty 714.473759 = -157507.034306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5558.852946 sec): 3 clusters Score: Raw -157339.342410 + Penalty 1428.947519 = -155910.394891 nChanged 703 SP:Iteration 1F (5558.860030 sec): 3 clusters Score: Raw -157788.953533 + Penalty 1428.947519 = -156360.006014 nChanged 138 SP:Iteration 2F (5558.867038 sec): 3 clusters Score: Raw -157882.982689 + Penalty 1428.947519 = -156454.035170 nChanged 110 SP:Iteration 3F (5558.874182 sec): 3 clusters Score: Raw -157946.411060 + Penalty 1428.947519 = -156517.463541 nChanged 88 SP:Iteration 4Q (5558.881316 sec): 3 clusters Score: Raw -158001.948312 + Penalty 1428.947519 = -156573.000793 nChanged 75 SP:Iteration 5Q (5558.888398 sec): 3 clusters Score: Raw -158049.459244 + Penalty 1428.947519 = -156620.511725 nChanged 59 SP:Iteration 6Q (5558.895466 sec): 3 clusters Score: Raw -158099.929692 + Penalty 1428.947519 = -156670.982173 nChanged 58 SP:Iteration 7Q (5558.902479 sec): 3 clusters Score: Raw -158148.244723 + Penalty 1428.947519 = -156719.297205 nChanged 58 SP:Iteration 8Q (5558.909515 sec): 3 clusters Score: Raw -158188.453593 + Penalty 1428.947519 = -156759.506074 nChanged 55 SP:Iteration 9Q (5558.916530 sec): 3 clusters Score: Raw -158231.326458 + Penalty 1428.947519 = -156802.378940 nChanged 47 SP:Iteration 10Q (5558.923524 sec): 3 clusters Score: Raw -158270.458986 + Penalty 1428.947519 = -156841.511467 nChanged 49 SP:Iteration 11Q (5558.930515 sec): 3 clusters Score: Raw -158301.248120 + Penalty 1428.947519 = -156872.300601 nChanged 34 SP:Iteration 12Q (5558.937429 sec): 3 clusters Score: Raw -158316.520314 + Penalty 1428.947519 = -156887.572795 nChanged 26 SP:Iteration 13Q (5558.944290 sec): 3 clusters Score: Raw -158328.157718 + Penalty 1428.947519 = -156899.210199 nChanged 24 SP:Iteration 14Q (5558.951222 sec): 3 clusters Score: Raw -158340.207767 + Penalty 1428.947519 = -156911.260248 nChanged 28 SP:Iteration 15Q (5558.958154 sec): 3 clusters Score: Raw -158353.682667 + Penalty 1428.947519 = -156924.735148 nChanged 21 SP:Iteration 16Q (5558.965094 sec): 3 clusters Score: Raw -158364.877317 + Penalty 1428.947519 = -156935.929798 nChanged 22 SP:Iteration 17Q (5558.971994 sec): 3 clusters Score: Raw -158379.525576 + Penalty 1428.947519 = -156950.578057 nChanged 24 SP:Iteration 18Q (5558.978826 sec): 3 clusters Score: Raw -158392.793136 + Penalty 1428.947519 = -156963.845617 nChanged 25 SP:Iteration 19Q (5558.985668 sec): 3 clusters Score: Raw -158407.613078 + Penalty 1428.947519 = -156978.665559 nChanged 21 SP:Iteration 20F (5558.992587 sec): 3 clusters Score: Raw -158419.114047 + Penalty 1428.947519 = -156990.166528 nChanged 15 SP:Iteration 21Q (5558.999429 sec): 3 clusters Score: Raw -158428.764273 + Penalty 1428.947519 = -156999.816754 nChanged 20 SP:Iteration 22Q (5559.006227 sec): 3 clusters Score: Raw -158440.874675 + Penalty 1428.947519 = -157011.927156 nChanged 22 SP:Iteration 23Q (5559.013031 sec): 3 clusters Score: Raw -158458.024289 + Penalty 1428.947519 = -157029.076770 nChanged 20 SP:Iteration 24Q (5559.019870 sec): 3 clusters Score: Raw -158472.429478 + Penalty 1428.947519 = -157043.481959 nChanged 16 SP:Iteration 25Q (5559.026726 sec): 3 clusters Score: Raw -158481.958840 + Penalty 1428.947519 = -157053.011322 nChanged 14 SP:Iteration 26Q (5559.033493 sec): 3 clusters Score: Raw -158491.349708 + Penalty 1428.947519 = -157062.402189 nChanged 5 SP:Iteration 27Q (5559.040244 sec): 3 clusters Score: Raw -158493.263548 + Penalty 1428.947519 = -157064.316029 nChanged 5 SP:Iteration 28Q (5559.047124 sec): 3 clusters Score: Raw -158494.583747 + Penalty 1428.947519 = -157065.636228 nChanged 2 SP:Iteration 29Q (5559.053858 sec): 3 clusters Score: Raw -158495.473097 + Penalty 1428.947519 = -157066.525578 nChanged 4 SP:Iteration 30Q (5559.060701 sec): 3 clusters Score: Raw -158500.153216 + Penalty 1428.947519 = -157071.205698 nChanged 2 SP:Iteration 31Q (5559.067509 sec): 3 clusters Score: Raw -158500.733820 + Penalty 1428.947519 = -157071.786301 nChanged 2 SP:Iteration 32Q (5559.074333 sec): 3 clusters Score: Raw -158501.043213 + Penalty 1428.947519 = -157072.095694 nChanged 1 SP:Iteration 33Q (5559.081078 sec): 3 clusters Score: Raw -158501.361365 + Penalty 1428.947519 = -157072.413846 nChanged 1 SP:Iteration 34Q (5559.087869 sec): 3 clusters Score: Raw -158501.788037 + Penalty 1428.947519 = -157072.840518 nChanged 2 SP:Iteration 35Q (5559.094625 sec): 3 clusters Score: Raw -158502.199344 + Penalty 1428.947519 = -157073.251825 nChanged 1 SP:Iteration 36Q (5559.101421 sec): 3 clusters Score: Raw -158502.954135 + Penalty 1428.947519 = -157074.006616 nChanged 3 SP:Iteration 37Q (5559.108279 sec): 3 clusters Score: Raw -158505.032011 + Penalty 1428.947519 = -157076.084492 nChanged 5 SP:Iteration 38Q (5559.115132 sec): 3 clusters Score: Raw -158507.923083 + Penalty 1428.947519 = -157078.975564 nChanged 6 SP:Iteration 39Q (5559.121912 sec): 3 clusters Score: Raw -158510.805240 + Penalty 1428.947519 = -157081.857721 nChanged 2 SP:Iteration 40F (5559.128900 sec): 3 clusters Score: Raw -158511.320103 + Penalty 1428.947519 = -157082.372584 nChanged 4 SP:Iteration 41Q (5559.135675 sec): 3 clusters Score: Raw -158514.725167 + Penalty 1428.947519 = -157085.777648 nChanged 5 SP:Iteration 42Q (5559.142454 sec): 3 clusters Score: Raw -158518.382002 + Penalty 1428.947519 = -157089.434483 nChanged 7 SP:Iteration 43Q (5559.149238 sec): 3 clusters Score: Raw -158522.791177 + Penalty 1428.947519 = -157093.843658 nChanged 5 SP:Iteration 44Q (5559.155965 sec): 3 clusters Score: Raw -158525.408771 + Penalty 1428.947519 = -157096.461252 nChanged 5 SP:Iteration 45Q (5559.162745 sec): 3 clusters Score: Raw -158527.948586 + Penalty 1428.947519 = -157099.001067 nChanged 2 SP:Iteration 46Q (5559.170051 sec): 3 clusters Score: Raw -158529.436969 + Penalty 1428.947519 = -157100.489450 nChanged 2 SP:Iteration 47Q (5559.176986 sec): 3 clusters Score: Raw -158532.454467 + Penalty 1428.947519 = -157103.506948 nChanged 4 SP:Iteration 48Q (5559.183723 sec): 3 clusters Score: Raw -158536.495263 + Penalty 1428.947519 = -157107.547744 nChanged 6 SP:Iteration 49Q (5559.190491 sec): 3 clusters Score: Raw -158539.727268 + Penalty 1428.947519 = -157110.779749 nChanged 5 SP:Iteration 50Q (5559.197204 sec): 3 clusters Score: Raw -158543.740156 + Penalty 1428.947519 = -157114.792637 nChanged 5 SP:Iteration 51Q (5559.203913 sec): 3 clusters Score: Raw -158546.461467 + Penalty 1428.947519 = -157117.513949 nChanged 3 SP:Iteration 52Q (5559.210643 sec): 3 clusters Score: Raw -158547.689300 + Penalty 1428.947519 = -157118.741782 nChanged 2 SP:Iteration 53Q (5559.217332 sec): 3 clusters Score: Raw -158548.953193 + Penalty 1428.947519 = -157120.005674 nChanged 1 SP:Iteration 54Q (5559.224070 sec): 3 clusters Score: Raw -158549.638582 + Penalty 1428.947519 = -157120.691063 nChanged 1 SP:Iteration 55Q (5559.230747 sec): 3 clusters Score: Raw -158550.005800 + Penalty 1428.947519 = -157121.058281 nChanged 0 SP:Iteration 56F (5559.237675 sec): 3 clusters Score: Raw -158550.005800 + Penalty 1428.947519 = -157121.058281 nChanged 0 Trying to split cluster 21 (23334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5559.274305 sec): 2 clusters Score: Raw -2068906.193312 + Penalty 955.478346 = -2067950.714966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5559.316134 sec): 3 clusters Score: Raw -2054331.940843 + Penalty 1910.956693 = -2052420.984150 nChanged 10915 SP:Iteration 1F (5559.353771 sec): 3 clusters Score: Raw -2060678.247662 + Penalty 1910.956693 = -2058767.290970 nChanged 1064 SP:Iteration 2Q (5559.392738 sec): 3 clusters Score: Raw -2061069.496431 + Penalty 1910.956693 = -2059158.539738 nChanged 1118 SP:Iteration 3Q (5559.431616 sec): 3 clusters Score: Raw -2061588.662881 + Penalty 1910.956693 = -2059677.706188 nChanged 1290 SP:Iteration 4F (5559.469238 sec): 3 clusters Score: Raw -2062351.798899 + Penalty 1910.956693 = -2060440.842207 nChanged 1426 SP:Iteration 5F (5559.506830 sec): 3 clusters Score: Raw -2063347.261236 + Penalty 1910.956693 = -2061436.304543 nChanged 1526 SP:Iteration 6F (5559.544512 sec): 3 clusters Score: Raw -2064612.760882 + Penalty 1910.956693 = -2062701.804190 nChanged 1471 SP:Iteration 7F (5559.582295 sec): 3 clusters Score: Raw -2065931.440266 + Penalty 1910.956693 = -2064020.483573 nChanged 1183 SP:Iteration 8F (5559.620048 sec): 3 clusters Score: Raw -2066977.432588 + Penalty 1910.956693 = -2065066.475895 nChanged 871 SP:Iteration 9Q (5559.657024 sec): 3 clusters Score: Raw -2067751.979261 + Penalty 1910.956693 = -2065841.022568 nChanged 648 SP:Iteration 10Q (5559.693109 sec): 3 clusters Score: Raw -2068327.562303 + Penalty 1910.956693 = -2066416.605611 nChanged 417 SP:Iteration 11Q (5559.728371 sec): 3 clusters Score: Raw -2068665.219874 + Penalty 1910.956693 = -2066754.263181 nChanged 290 SP:Iteration 12Q (5559.763559 sec): 3 clusters Score: Raw -2068841.501546 + Penalty 1910.956693 = -2066930.544853 nChanged 215 SP:Iteration 13Q (5559.798080 sec): 3 clusters Score: Raw -2068960.309978 + Penalty 1910.956693 = -2067049.353285 nChanged 176 SP:Iteration 14Q (5559.831820 sec): 3 clusters Score: Raw -2069051.953564 + Penalty 1910.956693 = -2067140.996871 nChanged 133 SP:Iteration 15Q (5559.865276 sec): 3 clusters Score: Raw -2069113.930836 + Penalty 1910.956693 = -2067202.974143 nChanged 105 SP:Iteration 16Q (5559.898764 sec): 3 clusters Score: Raw -2069160.461225 + Penalty 1910.956693 = -2067249.504532 nChanged 90 SP:Iteration 17Q (5559.931995 sec): 3 clusters Score: Raw -2069203.882746 + Penalty 1910.956693 = -2067292.926054 nChanged 69 SP:Iteration 18Q (5559.965191 sec): 3 clusters Score: Raw -2069237.087642 + Penalty 1910.956693 = -2067326.130949 nChanged 61 SP:Iteration 19Q (5559.998794 sec): 3 clusters Score: Raw -2069263.342348 + Penalty 1910.956693 = -2067352.385656 nChanged 44 SP:Iteration 20F (5560.036453 sec): 3 clusters Score: Raw -2069279.836995 + Penalty 1910.956693 = -2067368.880303 nChanged 33 SP:Iteration 21Q (5560.069735 sec): 3 clusters Score: Raw -2069289.346619 + Penalty 1910.956693 = -2067378.389927 nChanged 31 SP:Iteration 22Q (5560.102829 sec): 3 clusters Score: Raw -2069297.393042 + Penalty 1910.956693 = -2067386.436350 nChanged 21 SP:Iteration 23Q (5560.135984 sec): 3 clusters Score: Raw -2069302.606359 + Penalty 1910.956693 = -2067391.649666 nChanged 13 SP:Iteration 24Q (5560.168976 sec): 3 clusters Score: Raw -2069306.314144 + Penalty 1910.956693 = -2067395.357451 nChanged 14 SP:Iteration 25Q (5560.201886 sec): 3 clusters Score: Raw -2069309.523366 + Penalty 1910.956693 = -2067398.566674 nChanged 6 SP:Iteration 26Q (5560.234911 sec): 3 clusters Score: Raw -2069311.186362 + Penalty 1910.956693 = -2067400.229669 nChanged 8 SP:Iteration 27Q (5560.267907 sec): 3 clusters Score: Raw -2069313.208947 + Penalty 1910.956693 = -2067402.252255 nChanged 8 SP:Iteration 28Q (5560.300820 sec): 3 clusters Score: Raw -2069315.723203 + Penalty 1910.956693 = -2067404.766511 nChanged 8 SP:Iteration 29Q (5560.333816 sec): 3 clusters Score: Raw -2069317.247591 + Penalty 1910.956693 = -2067406.290898 nChanged 2 SP:Iteration 30Q (5560.366931 sec): 3 clusters Score: Raw -2069317.386627 + Penalty 1910.956693 = -2067406.429934 nChanged 0 SP:Iteration 31F (5560.404501 sec): 3 clusters Score: Raw -2069317.386627 + Penalty 1910.956693 = -2067406.429934 nChanged 0 Trying to split cluster 22 (1700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5560.418142 sec): 2 clusters Score: Raw -151077.125409 + Penalty 706.646435 = -150370.478973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5560.425298 sec): 3 clusters Score: Raw -150259.890497 + Penalty 1413.292871 = -148846.597626 nChanged 635 SP:Iteration 1F (5560.431842 sec): 3 clusters Score: Raw -150653.327585 + Penalty 1413.292871 = -149240.034714 nChanged 159 SP:Iteration 2F (5560.438353 sec): 3 clusters Score: Raw -150792.856564 + Penalty 1413.292871 = -149379.563693 nChanged 109 SP:Iteration 3F (5560.444849 sec): 3 clusters Score: Raw -150884.591444 + Penalty 1413.292871 = -149471.298574 nChanged 71 SP:Iteration 4Q (5560.451415 sec): 3 clusters Score: Raw -150957.105349 + Penalty 1413.292871 = -149543.812479 nChanged 64 SP:Iteration 5Q (5560.457917 sec): 3 clusters Score: Raw -151017.432666 + Penalty 1413.292871 = -149604.139796 nChanged 56 SP:Iteration 6Q (5560.464322 sec): 3 clusters Score: Raw -151066.416460 + Penalty 1413.292871 = -149653.123589 nChanged 50 SP:Iteration 7Q (5560.470756 sec): 3 clusters Score: Raw -151101.173947 + Penalty 1413.292871 = -149687.881076 nChanged 42 SP:Iteration 8Q (5560.477167 sec): 3 clusters Score: Raw -151134.859012 + Penalty 1413.292871 = -149721.566141 nChanged 44 SP:Iteration 9Q (5560.483596 sec): 3 clusters Score: Raw -151163.205589 + Penalty 1413.292871 = -149749.912718 nChanged 28 SP:Iteration 10Q (5560.489888 sec): 3 clusters Score: Raw -151178.893456 + Penalty 1413.292871 = -149765.600585 nChanged 20 SP:Iteration 11Q (5560.496236 sec): 3 clusters Score: Raw -151190.759559 + Penalty 1413.292871 = -149777.466688 nChanged 8 SP:Iteration 12Q (5560.502511 sec): 3 clusters Score: Raw -151195.899616 + Penalty 1413.292871 = -149782.606745 nChanged 5 SP:Iteration 13Q (5560.508846 sec): 3 clusters Score: Raw -151197.332570 + Penalty 1413.292871 = -149784.039699 nChanged 0 SP:Iteration 14F (5560.515267 sec): 3 clusters Score: Raw -151197.332570 + Penalty 1413.292871 = -149784.039699 nChanged 0 Trying to split cluster 23 (2505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5560.530864 sec): 2 clusters Score: Raw -208151.203888 + Penalty 743.474181 = -207407.729707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5560.540954 sec): 3 clusters Score: Raw -206853.878456 + Penalty 1486.948363 = -205366.930093 nChanged 1060 SP:Iteration 1F (5560.550447 sec): 3 clusters Score: Raw -207454.763943 + Penalty 1486.948363 = -205967.815581 nChanged 169 SP:Iteration 2F (5560.559924 sec): 3 clusters Score: Raw -207549.315747 + Penalty 1486.948363 = -206062.367384 nChanged 127 SP:Iteration 3F (5560.569337 sec): 3 clusters Score: Raw -207621.268031 + Penalty 1486.948363 = -206134.319668 nChanged 120 SP:Iteration 4Q (5560.578846 sec): 3 clusters Score: Raw -207678.387869 + Penalty 1486.948363 = -206191.439506 nChanged 85 SP:Iteration 5Q (5560.588288 sec): 3 clusters Score: Raw -207728.671574 + Penalty 1486.948363 = -206241.723212 nChanged 82 SP:Iteration 6Q (5560.597699 sec): 3 clusters Score: Raw -207770.420325 + Penalty 1486.948363 = -206283.471962 nChanged 60 SP:Iteration 7Q (5560.607090 sec): 3 clusters Score: Raw -207804.914390 + Penalty 1486.948363 = -206317.966027 nChanged 56 SP:Iteration 8Q (5560.616403 sec): 3 clusters Score: Raw -207841.649054 + Penalty 1486.948363 = -206354.700691 nChanged 66 SP:Iteration 9Q (5560.625767 sec): 3 clusters Score: Raw -207876.977753 + Penalty 1486.948363 = -206390.029390 nChanged 57 SP:Iteration 10Q (5560.635042 sec): 3 clusters Score: Raw -207907.961631 + Penalty 1486.948363 = -206421.013269 nChanged 62 SP:Iteration 11Q (5560.644342 sec): 3 clusters Score: Raw -207949.509241 + Penalty 1486.948363 = -206462.560879 nChanged 56 SP:Iteration 12Q (5560.653628 sec): 3 clusters Score: Raw -207981.380979 + Penalty 1486.948363 = -206494.432617 nChanged 50 SP:Iteration 13Q (5560.662943 sec): 3 clusters Score: Raw -208010.143044 + Penalty 1486.948363 = -206523.194681 nChanged 39 SP:Iteration 14Q (5560.672217 sec): 3 clusters Score: Raw -208026.187907 + Penalty 1486.948363 = -206539.239544 nChanged 36 SP:Iteration 15Q (5560.681351 sec): 3 clusters Score: Raw -208049.348244 + Penalty 1486.948363 = -206562.399881 nChanged 44 SP:Iteration 16Q (5560.690458 sec): 3 clusters Score: Raw -208080.685265 + Penalty 1486.948363 = -206593.736902 nChanged 49 SP:Iteration 17Q (5560.699546 sec): 3 clusters Score: Raw -208107.560676 + Penalty 1486.948363 = -206620.612313 nChanged 40 SP:Iteration 18Q (5560.708659 sec): 3 clusters Score: Raw -208128.082224 + Penalty 1486.948363 = -206641.133862 nChanged 35 SP:Iteration 19Q (5560.717712 sec): 3 clusters Score: Raw -208147.516467 + Penalty 1486.948363 = -206660.568104 nChanged 29 SP:Iteration 20F (5560.726897 sec): 3 clusters Score: Raw -208158.994576 + Penalty 1486.948363 = -206672.046213 nChanged 23 SP:Iteration 21Q (5560.735938 sec): 3 clusters Score: Raw -208170.567231 + Penalty 1486.948363 = -206683.618869 nChanged 22 SP:Iteration 22Q (5560.745051 sec): 3 clusters Score: Raw -208180.315778 + Penalty 1486.948363 = -206693.367415 nChanged 20 SP:Iteration 23Q (5560.754129 sec): 3 clusters Score: Raw -208186.947914 + Penalty 1486.948363 = -206699.999551 nChanged 9 SP:Iteration 24Q (5560.763082 sec): 3 clusters Score: Raw -208190.576233 + Penalty 1486.948363 = -206703.627871 nChanged 8 SP:Iteration 25Q (5560.772044 sec): 3 clusters Score: Raw -208193.677258 + Penalty 1486.948363 = -206706.728896 nChanged 5 SP:Iteration 26Q (5560.780979 sec): 3 clusters Score: Raw -208196.565508 + Penalty 1486.948363 = -206709.617146 nChanged 8 SP:Iteration 27Q (5560.789903 sec): 3 clusters Score: Raw -208201.106013 + Penalty 1486.948363 = -206714.157650 nChanged 10 SP:Iteration 28Q (5560.798857 sec): 3 clusters Score: Raw -208205.946681 + Penalty 1486.948363 = -206718.998319 nChanged 11 SP:Iteration 29Q (5560.807792 sec): 3 clusters Score: Raw -208210.266555 + Penalty 1486.948363 = -206723.318192 nChanged 6 SP:Iteration 30Q (5560.816832 sec): 3 clusters Score: Raw -208212.558468 + Penalty 1486.948363 = -206725.610106 nChanged 5 SP:Iteration 31Q (5560.828968 sec): 3 clusters Score: Raw -208214.436830 + Penalty 1486.948363 = -206727.488467 nChanged 10 SP:Iteration 32Q (5560.837956 sec): 3 clusters Score: Raw -208218.947160 + Penalty 1486.948363 = -206731.998797 nChanged 7 SP:Iteration 33Q (5560.846990 sec): 3 clusters Score: Raw -208222.291675 + Penalty 1486.948363 = -206735.343312 nChanged 12 SP:Iteration 34Q (5560.856032 sec): 3 clusters Score: Raw -208225.501842 + Penalty 1486.948363 = -206738.553480 nChanged 4 SP:Iteration 35Q (5560.865111 sec): 3 clusters Score: Raw -208226.695019 + Penalty 1486.948363 = -206739.746657 nChanged 5 SP:Iteration 36Q (5560.874117 sec): 3 clusters Score: Raw -208227.997768 + Penalty 1486.948363 = -206741.049405 nChanged 2 SP:Iteration 37Q (5560.883141 sec): 3 clusters Score: Raw -208228.783730 + Penalty 1486.948363 = -206741.835368 nChanged 3 SP:Iteration 38Q (5560.892146 sec): 3 clusters Score: Raw -208229.937418 + Penalty 1486.948363 = -206742.989055 nChanged 7 SP:Iteration 39Q (5560.901176 sec): 3 clusters Score: Raw -208232.302211 + Penalty 1486.948363 = -206745.353848 nChanged 5 SP:Iteration 40F (5560.910536 sec): 3 clusters Score: Raw -208233.746057 + Penalty 1486.948363 = -206746.797694 nChanged 4 SP:Iteration 41Q (5560.919541 sec): 3 clusters Score: Raw -208234.452317 + Penalty 1486.948363 = -206747.503954 nChanged 3 SP:Iteration 42Q (5560.928631 sec): 3 clusters Score: Raw -208235.186107 + Penalty 1486.948363 = -206748.237744 nChanged 3 SP:Iteration 43Q (5560.937521 sec): 3 clusters Score: Raw -208235.783034 + Penalty 1486.948363 = -206748.834672 nChanged 1 SP:Iteration 44Q (5560.946560 sec): 3 clusters Score: Raw -208235.927666 + Penalty 1486.948363 = -206748.979303 nChanged 0 SP:Iteration 45F (5560.955864 sec): 3 clusters Score: Raw -208235.927666 + Penalty 1486.948363 = -206748.979303 nChanged 0 Trying to split cluster 24 (18701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5560.985468 sec): 2 clusters Score: Raw -1708465.883229 + Penalty 934.451566 = -1707531.431663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5561.020697 sec): 3 clusters Score: Raw -1696849.125287 + Penalty 1868.903133 = -1694980.222155 nChanged 8645 SP:Iteration 1F (5561.053640 sec): 3 clusters Score: Raw -1701840.843727 + Penalty 1868.903133 = -1699971.940594 nChanged 1037 SP:Iteration 2F (5561.087304 sec): 3 clusters Score: Raw -1702309.599428 + Penalty 1868.903133 = -1700440.696295 nChanged 1131 SP:Iteration 3F (5561.120631 sec): 3 clusters Score: Raw -1702970.064002 + Penalty 1868.903133 = -1701101.160870 nChanged 1338 SP:Iteration 4F (5561.154280 sec): 3 clusters Score: Raw -1703954.711546 + Penalty 1868.903133 = -1702085.808413 nChanged 1459 SP:Iteration 5F (5561.187933 sec): 3 clusters Score: Raw -1705195.855317 + Penalty 1868.903133 = -1703326.952185 nChanged 1331 SP:Iteration 6F (5561.221610 sec): 3 clusters Score: Raw -1706415.226337 + Penalty 1868.903133 = -1704546.323204 nChanged 1043 SP:Iteration 7F (5561.255300 sec): 3 clusters Score: Raw -1707394.286965 + Penalty 1868.903133 = -1705525.383832 nChanged 618 SP:Iteration 8Q (5561.288695 sec): 3 clusters Score: Raw -1707918.084750 + Penalty 1868.903133 = -1706049.181617 nChanged 359 SP:Iteration 9Q (5561.320614 sec): 3 clusters Score: Raw -1708154.465935 + Penalty 1868.903133 = -1706285.562802 nChanged 254 SP:Iteration 10Q (5561.352137 sec): 3 clusters Score: Raw -1708317.061258 + Penalty 1868.903133 = -1706448.158125 nChanged 190 SP:Iteration 11Q (5561.383194 sec): 3 clusters Score: Raw -1708423.748207 + Penalty 1868.903133 = -1706554.845074 nChanged 131 SP:Iteration 12Q (5561.413798 sec): 3 clusters Score: Raw -1708495.481749 + Penalty 1868.903133 = -1706626.578617 nChanged 118 SP:Iteration 13Q (5561.444319 sec): 3 clusters Score: Raw -1708563.569461 + Penalty 1868.903133 = -1706694.666328 nChanged 103 SP:Iteration 14Q (5561.474510 sec): 3 clusters Score: Raw -1708616.362378 + Penalty 1868.903133 = -1706747.459245 nChanged 92 SP:Iteration 15Q (5561.504656 sec): 3 clusters Score: Raw -1708655.211570 + Penalty 1868.903133 = -1706786.308437 nChanged 75 SP:Iteration 16Q (5561.534668 sec): 3 clusters Score: Raw -1708684.469208 + Penalty 1868.903133 = -1706815.566075 nChanged 70 SP:Iteration 17Q (5561.564512 sec): 3 clusters Score: Raw -1708711.771246 + Penalty 1868.903133 = -1706842.868114 nChanged 66 SP:Iteration 18Q (5561.594262 sec): 3 clusters Score: Raw -1708731.874958 + Penalty 1868.903133 = -1706862.971825 nChanged 54 SP:Iteration 19Q (5561.624044 sec): 3 clusters Score: Raw -1708746.620919 + Penalty 1868.903133 = -1706877.717786 nChanged 34 SP:Iteration 20F (5561.657586 sec): 3 clusters Score: Raw -1708757.202210 + Penalty 1868.903133 = -1706888.299077 nChanged 29 SP:Iteration 21Q (5561.697010 sec): 3 clusters Score: Raw -1708763.128120 + Penalty 1868.903133 = -1706894.224988 nChanged 19 SP:Iteration 22Q (5561.726468 sec): 3 clusters Score: Raw -1708767.669905 + Penalty 1868.903133 = -1706898.766772 nChanged 17 SP:Iteration 23Q (5561.780024 sec): 3 clusters Score: Raw -1708770.603613 + Penalty 1868.903133 = -1706901.700481 nChanged 13 SP:Iteration 24Q (5561.808425 sec): 3 clusters Score: Raw -1708772.495798 + Penalty 1868.903133 = -1706903.592665 nChanged 11 SP:Iteration 25Q (5561.838288 sec): 3 clusters Score: Raw -1708774.142384 + Penalty 1868.903133 = -1706905.239251 nChanged 6 SP:Iteration 26Q (5561.867881 sec): 3 clusters Score: Raw -1708774.626351 + Penalty 1868.903133 = -1706905.723219 nChanged 3 SP:Iteration 27Q (5561.897476 sec): 3 clusters Score: Raw -1708774.934370 + Penalty 1868.903133 = -1706906.031237 nChanged 3 SP:Iteration 28Q (5561.927172 sec): 3 clusters Score: Raw -1708775.252439 + Penalty 1868.903133 = -1706906.349306 nChanged 1 SP:Iteration 29Q (5561.956736 sec): 3 clusters Score: Raw -1708775.536977 + Penalty 1868.903133 = -1706906.633844 nChanged 2 SP:Iteration 30Q (5561.986440 sec): 3 clusters Score: Raw -1708775.683583 + Penalty 1868.903133 = -1706906.780451 nChanged 3 SP:Iteration 31Q (5562.016047 sec): 3 clusters Score: Raw -1708775.907053 + Penalty 1868.903133 = -1706907.003920 nChanged 0 SP:Iteration 32F (5562.049587 sec): 3 clusters Score: Raw -1708775.907053 + Penalty 1868.903133 = -1706907.003920 nChanged 0 Trying to split cluster 25 (679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5562.062688 sec): 2 clusters Score: Raw -44425.693113 + Penalty 619.459007 = -43806.234106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5562.066030 sec): 3 clusters Score: Raw -44224.477522 + Penalty 1238.918014 = -42985.559508 nChanged 224 SP:Iteration 1F (5562.069072 sec): 3 clusters Score: Raw -44421.028686 + Penalty 1238.918014 = -43182.110672 nChanged 40 SP:Iteration 2F (5562.072069 sec): 3 clusters Score: Raw -44469.073414 + Penalty 1238.918014 = -43230.155400 nChanged 26 SP:Iteration 3Q (5562.075060 sec): 3 clusters Score: Raw -44502.990238 + Penalty 1238.918014 = -43264.072223 nChanged 13 SP:Iteration 4Q (5562.078024 sec): 3 clusters Score: Raw -44521.650739 + Penalty 1238.918014 = -43282.732725 nChanged 15 SP:Iteration 5Q (5562.080994 sec): 3 clusters Score: Raw -44537.774770 + Penalty 1238.918014 = -43298.856756 nChanged 10 SP:Iteration 6Q (5562.083926 sec): 3 clusters Score: Raw -44544.646640 + Penalty 1238.918014 = -43305.728626 nChanged 9 SP:Iteration 7Q (5562.086849 sec): 3 clusters Score: Raw -44552.702860 + Penalty 1238.918014 = -43313.784846 nChanged 9 SP:Iteration 8Q (5562.089776 sec): 3 clusters Score: Raw -44576.374110 + Penalty 1238.918014 = -43337.456096 nChanged 11 SP:Iteration 9Q (5562.092726 sec): 3 clusters Score: Raw -44626.079199 + Penalty 1238.918014 = -43387.161185 nChanged 16 SP:Iteration 10Q (5562.095678 sec): 3 clusters Score: Raw -44643.936498 + Penalty 1238.918014 = -43405.018483 nChanged 9 SP:Iteration 11Q (5562.098614 sec): 3 clusters Score: Raw -44654.279779 + Penalty 1238.918014 = -43415.361765 nChanged 5 SP:Iteration 12Q (5562.101555 sec): 3 clusters Score: Raw -44662.452342 + Penalty 1238.918014 = -43423.534328 nChanged 6 SP:Iteration 13Q (5562.104484 sec): 3 clusters Score: Raw -44668.382930 + Penalty 1238.918014 = -43429.464915 nChanged 6 SP:Iteration 14Q (5562.107411 sec): 3 clusters Score: Raw -44672.791295 + Penalty 1238.918014 = -43433.873281 nChanged 4 SP:Iteration 15Q (5562.110343 sec): 3 clusters Score: Raw -44675.798637 + Penalty 1238.918014 = -43436.880622 nChanged 4 SP:Iteration 16Q (5562.113265 sec): 3 clusters Score: Raw -44678.790098 + Penalty 1238.918014 = -43439.872084 nChanged 3 SP:Iteration 17Q (5562.116164 sec): 3 clusters Score: Raw -44680.154786 + Penalty 1238.918014 = -43441.236772 nChanged 1 SP:Iteration 18Q (5562.119075 sec): 3 clusters Score: Raw -44681.160344 + Penalty 1238.918014 = -43442.242329 nChanged 2 SP:Iteration 19Q (5562.121992 sec): 3 clusters Score: Raw -44683.567440 + Penalty 1238.918014 = -43444.649426 nChanged 1 SP:Iteration 20F (5562.124942 sec): 3 clusters Score: Raw -44684.214893 + Penalty 1238.918014 = -43445.296879 nChanged 0 Trying to split cluster 26 (10422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5562.148814 sec): 2 clusters Score: Raw -811918.061211 + Penalty 878.909052 = -811039.152159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5562.175656 sec): 3 clusters Score: Raw -805710.476073 + Penalty 1757.818105 = -803952.657968 nChanged 4727 SP:Iteration 1F (5562.201290 sec): 3 clusters Score: Raw -808394.354898 + Penalty 1757.818105 = -806636.536793 nChanged 655 SP:Iteration 2F (5562.227033 sec): 3 clusters Score: Raw -808734.542807 + Penalty 1757.818105 = -806976.724702 nChanged 602 SP:Iteration 3F (5562.252663 sec): 3 clusters Score: Raw -809077.215112 + Penalty 1757.818105 = -807319.397007 nChanged 598 SP:Iteration 4F (5562.278330 sec): 3 clusters Score: Raw -809439.966877 + Penalty 1757.818105 = -807682.148773 nChanged 568 SP:Iteration 5F (5562.304007 sec): 3 clusters Score: Raw -809783.336133 + Penalty 1757.818105 = -808025.518028 nChanged 569 SP:Iteration 6F (5562.329961 sec): 3 clusters Score: Raw -810102.454919 + Penalty 1757.818105 = -808344.636814 nChanged 483 SP:Iteration 7Q (5562.356292 sec): 3 clusters Score: Raw -810343.646286 + Penalty 1757.818105 = -808585.828181 nChanged 431 SP:Iteration 8Q (5562.382618 sec): 3 clusters Score: Raw -810579.761204 + Penalty 1757.818105 = -808821.943100 nChanged 407 SP:Iteration 9Q (5562.408845 sec): 3 clusters Score: Raw -810781.727033 + Penalty 1757.818105 = -809023.908929 nChanged 336 SP:Iteration 10Q (5562.435052 sec): 3 clusters Score: Raw -810943.642952 + Penalty 1757.818105 = -809185.824847 nChanged 316 SP:Iteration 11Q (5562.460935 sec): 3 clusters Score: Raw -811088.070243 + Penalty 1757.818105 = -809330.252138 nChanged 278 SP:Iteration 12Q (5562.486918 sec): 3 clusters Score: Raw -811201.169250 + Penalty 1757.818105 = -809443.351145 nChanged 216 SP:Iteration 13Q (5562.512736 sec): 3 clusters Score: Raw -811284.358831 + Penalty 1757.818105 = -809526.540726 nChanged 163 SP:Iteration 14Q (5562.538414 sec): 3 clusters Score: Raw -811331.272880 + Penalty 1757.818105 = -809573.454775 nChanged 134 SP:Iteration 15Q (5562.564083 sec): 3 clusters Score: Raw -811362.413625 + Penalty 1757.818105 = -809604.595520 nChanged 94 SP:Iteration 16Q (5562.589712 sec): 3 clusters Score: Raw -811380.827307 + Penalty 1757.818105 = -809623.009202 nChanged 68 SP:Iteration 17Q (5562.615325 sec): 3 clusters Score: Raw -811389.309228 + Penalty 1757.818105 = -809631.491123 nChanged 55 SP:Iteration 18Q (5562.641130 sec): 3 clusters Score: Raw -811395.571779 + Penalty 1757.818105 = -809637.753674 nChanged 37 SP:Iteration 19Q (5562.666584 sec): 3 clusters Score: Raw -811399.883538 + Penalty 1757.818105 = -809642.065433 nChanged 31 SP:Iteration 20F (5562.692501 sec): 3 clusters Score: Raw -811402.768093 + Penalty 1757.818105 = -809644.949988 nChanged 25 SP:Iteration 21Q (5562.718165 sec): 3 clusters Score: Raw -811404.341960 + Penalty 1757.818105 = -809646.523855 nChanged 14 SP:Iteration 22Q (5562.743747 sec): 3 clusters Score: Raw -811405.481404 + Penalty 1757.818105 = -809647.663299 nChanged 11 SP:Iteration 23Q (5562.769288 sec): 3 clusters Score: Raw -811406.171080 + Penalty 1757.818105 = -809648.352976 nChanged 11 SP:Iteration 24Q (5562.794829 sec): 3 clusters Score: Raw -811407.029042 + Penalty 1757.818105 = -809649.210937 nChanged 9 SP:Iteration 25Q (5562.828842 sec): 3 clusters Score: Raw -811407.642822 + Penalty 1757.818105 = -809649.824717 nChanged 10 SP:Iteration 26Q (5562.854297 sec): 3 clusters Score: Raw -811408.612741 + Penalty 1757.818105 = -809650.794636 nChanged 6 SP:Iteration 27Q (5562.879996 sec): 3 clusters Score: Raw -811409.266452 + Penalty 1757.818105 = -809651.448347 nChanged 10 SP:Iteration 28Q (5562.905488 sec): 3 clusters Score: Raw -811410.172679 + Penalty 1757.818105 = -809652.354574 nChanged 8 SP:Iteration 29Q (5562.930931 sec): 3 clusters Score: Raw -811410.785779 + Penalty 1757.818105 = -809652.967674 nChanged 12 SP:Iteration 30Q (5562.956394 sec): 3 clusters Score: Raw -811411.788665 + Penalty 1757.818105 = -809653.970560 nChanged 12 SP:Iteration 31Q (5562.981888 sec): 3 clusters Score: Raw -811413.021466 + Penalty 1757.818105 = -809655.203361 nChanged 19 SP:Iteration 32Q (5563.007645 sec): 3 clusters Score: Raw -811414.992524 + Penalty 1757.818105 = -809657.174420 nChanged 20 SP:Iteration 33Q (5563.033482 sec): 3 clusters Score: Raw -811416.938403 + Penalty 1757.818105 = -809659.120298 nChanged 18 SP:Iteration 34Q (5563.058921 sec): 3 clusters Score: Raw -811418.493863 + Penalty 1757.818105 = -809660.675758 nChanged 14 SP:Iteration 35Q (5563.084511 sec): 3 clusters Score: Raw -811419.698475 + Penalty 1757.818105 = -809661.880370 nChanged 10 SP:Iteration 36Q (5563.109984 sec): 3 clusters Score: Raw -811420.608949 + Penalty 1757.818105 = -809662.790844 nChanged 12 SP:Iteration 37Q (5563.135531 sec): 3 clusters Score: Raw -811421.549045 + Penalty 1757.818105 = -809663.730940 nChanged 13 SP:Iteration 38Q (5563.161351 sec): 3 clusters Score: Raw -811422.293149 + Penalty 1757.818105 = -809664.475044 nChanged 9 SP:Iteration 39Q (5563.186897 sec): 3 clusters Score: Raw -811422.760958 + Penalty 1757.818105 = -809664.942853 nChanged 7 SP:Iteration 40F (5563.212475 sec): 3 clusters Score: Raw -811423.276244 + Penalty 1757.818105 = -809665.458140 nChanged 9 SP:Iteration 41Q (5563.238129 sec): 3 clusters Score: Raw -811423.778227 + Penalty 1757.818105 = -809665.960122 nChanged 6 SP:Iteration 42Q (5563.263740 sec): 3 clusters Score: Raw -811424.089190 + Penalty 1757.818105 = -809666.271085 nChanged 6 SP:Iteration 43Q (5563.289362 sec): 3 clusters Score: Raw -811424.644563 + Penalty 1757.818105 = -809666.826459 nChanged 6 SP:Iteration 44Q (5563.314980 sec): 3 clusters Score: Raw -811425.101298 + Penalty 1757.818105 = -809667.283193 nChanged 9 SP:Iteration 45Q (5563.340526 sec): 3 clusters Score: Raw -811425.738912 + Penalty 1757.818105 = -809667.920807 nChanged 11 SP:Iteration 46Q (5563.366117 sec): 3 clusters Score: Raw -811426.432506 + Penalty 1757.818105 = -809668.614401 nChanged 12 SP:Iteration 47Q (5563.391750 sec): 3 clusters Score: Raw -811427.401751 + Penalty 1757.818105 = -809669.583646 nChanged 11 SP:Iteration 48Q (5563.417429 sec): 3 clusters Score: Raw -811428.146654 + Penalty 1757.818105 = -809670.328550 nChanged 7 SP:Iteration 49Q (5563.442975 sec): 3 clusters Score: Raw -811428.462591 + Penalty 1757.818105 = -809670.644486 nChanged 5 SP:Iteration 50Q (5563.468751 sec): 3 clusters Score: Raw -811428.779029 + Penalty 1757.818105 = -809670.960925 nChanged 3 SP:Iteration 51Q (5563.494235 sec): 3 clusters Score: Raw -811429.051288 + Penalty 1757.818105 = -809671.233183 nChanged 4 SP:Iteration 52Q (5563.519784 sec): 3 clusters Score: Raw -811429.280834 + Penalty 1757.818105 = -809671.462729 nChanged 2 SP:Iteration 53Q (5563.545317 sec): 3 clusters Score: Raw -811429.374853 + Penalty 1757.818105 = -809671.556748 nChanged 4 SP:Iteration 54Q (5563.570824 sec): 3 clusters Score: Raw -811429.550389 + Penalty 1757.818105 = -809671.732284 nChanged 5 SP:Iteration 55Q (5563.596506 sec): 3 clusters Score: Raw -811429.758005 + Penalty 1757.818105 = -809671.939901 nChanged 4 SP:Iteration 56Q (5563.622264 sec): 3 clusters Score: Raw -811429.935345 + Penalty 1757.818105 = -809672.117240 nChanged 1 SP:Iteration 57Q (5563.647799 sec): 3 clusters Score: Raw -811429.990320 + Penalty 1757.818105 = -809672.172215 nChanged 0 SP:Iteration 58F (5563.673664 sec): 3 clusters Score: Raw -811429.990320 + Penalty 1757.818105 = -809672.172215 nChanged 0 Trying to split cluster 27 (36069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5563.718908 sec): 2 clusters Score: Raw -3280760.296244 + Penalty 996.852960 = -3279763.443285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5563.775524 sec): 3 clusters Score: Raw -3257542.363102 + Penalty 1993.705919 = -3255548.657183 nChanged 17128 SP:Iteration 1F (5563.869176 sec): 3 clusters Score: Raw -3267422.535519 + Penalty 1993.705919 = -3265428.829599 nChanged 1524 SP:Iteration 2Q (5563.927076 sec): 3 clusters Score: Raw -3267959.256637 + Penalty 1993.705919 = -3265965.550718 nChanged 1705 SP:Iteration 3Q (5563.981346 sec): 3 clusters Score: Raw -3268708.197337 + Penalty 1993.705919 = -3266714.491418 nChanged 2011 SP:Iteration 4F (5564.032319 sec): 3 clusters Score: Raw -3269864.062952 + Penalty 1993.705919 = -3267870.357033 nChanged 2394 SP:Iteration 5F (5564.084187 sec): 3 clusters Score: Raw -3271586.113932 + Penalty 1993.705919 = -3269592.408012 nChanged 2543 SP:Iteration 6F (5564.136232 sec): 3 clusters Score: Raw -3273724.457553 + Penalty 1993.705919 = -3271730.751633 nChanged 2294 SP:Iteration 7F (5564.188379 sec): 3 clusters Score: Raw -3275771.227327 + Penalty 1993.705919 = -3273777.521407 nChanged 1795 SP:Iteration 8Q (5564.241801 sec): 3 clusters Score: Raw -3277175.112353 + Penalty 1993.705919 = -3275181.406434 nChanged 1271 SP:Iteration 9Q (5564.292478 sec): 3 clusters Score: Raw -3277979.764857 + Penalty 1993.705919 = -3275986.058937 nChanged 875 SP:Iteration 10Q (5564.341974 sec): 3 clusters Score: Raw -3278447.985686 + Penalty 1993.705919 = -3276454.279767 nChanged 721 SP:Iteration 11Q (5564.390706 sec): 3 clusters Score: Raw -3278828.968931 + Penalty 1993.705919 = -3276835.263012 nChanged 641 SP:Iteration 12Q (5564.439249 sec): 3 clusters Score: Raw -3279151.895999 + Penalty 1993.705919 = -3277158.190079 nChanged 538 SP:Iteration 13Q (5564.487359 sec): 3 clusters Score: Raw -3279412.279962 + Penalty 1993.705919 = -3277418.574043 nChanged 495 SP:Iteration 14Q (5564.535174 sec): 3 clusters Score: Raw -3279662.902356 + Penalty 1993.705919 = -3277669.196437 nChanged 447 SP:Iteration 15Q (5564.582520 sec): 3 clusters Score: Raw -3279883.200311 + Penalty 1993.705919 = -3277889.494392 nChanged 397 SP:Iteration 16Q (5564.629404 sec): 3 clusters Score: Raw -3280071.015933 + Penalty 1993.705919 = -3278077.310014 nChanged 318 SP:Iteration 17Q (5564.675969 sec): 3 clusters Score: Raw -3280221.721309 + Penalty 1993.705919 = -3278228.015390 nChanged 279 SP:Iteration 18Q (5564.722618 sec): 3 clusters Score: Raw -3280353.386366 + Penalty 1993.705919 = -3278359.680447 nChanged 238 SP:Iteration 19Q (5564.768631 sec): 3 clusters Score: Raw -3280468.076897 + Penalty 1993.705919 = -3278474.370978 nChanged 215 SP:Iteration 20F (5564.819599 sec): 3 clusters Score: Raw -3280566.899488 + Penalty 1993.705919 = -3278573.193569 nChanged 197 SP:Iteration 21Q (5564.866513 sec): 3 clusters Score: Raw -3280665.474816 + Penalty 1993.705919 = -3278671.768897 nChanged 162 SP:Iteration 22Q (5564.911815 sec): 3 clusters Score: Raw -3280748.810780 + Penalty 1993.705919 = -3278755.104860 nChanged 123 SP:Iteration 23Q (5564.956803 sec): 3 clusters Score: Raw -3280808.357766 + Penalty 1993.705919 = -3278814.651847 nChanged 105 SP:Iteration 24Q (5565.001636 sec): 3 clusters Score: Raw -3280864.224234 + Penalty 1993.705919 = -3278870.518315 nChanged 85 SP:Iteration 25Q (5565.046495 sec): 3 clusters Score: Raw -3280903.247686 + Penalty 1993.705919 = -3278909.541766 nChanged 64 SP:Iteration 26Q (5565.091111 sec): 3 clusters Score: Raw -3280929.717015 + Penalty 1993.705919 = -3278936.011095 nChanged 43 SP:Iteration 27Q (5565.136021 sec): 3 clusters Score: Raw -3280945.699237 + Penalty 1993.705919 = -3278951.993318 nChanged 40 SP:Iteration 28Q (5565.180471 sec): 3 clusters Score: Raw -3280962.983816 + Penalty 1993.705919 = -3278969.277897 nChanged 36 SP:Iteration 29Q (5565.231962 sec): 3 clusters Score: Raw -3280979.664700 + Penalty 1993.705919 = -3278985.958781 nChanged 28 SP:Iteration 30Q (5565.276970 sec): 3 clusters Score: Raw -3280993.886037 + Penalty 1993.705919 = -3279000.180117 nChanged 22 SP:Iteration 31Q (5565.321647 sec): 3 clusters Score: Raw -3281003.589278 + Penalty 1993.705919 = -3279009.883359 nChanged 15 SP:Iteration 32Q (5565.366457 sec): 3 clusters Score: Raw -3281008.975402 + Penalty 1993.705919 = -3279015.269483 nChanged 16 SP:Iteration 33Q (5565.411229 sec): 3 clusters Score: Raw -3281014.078892 + Penalty 1993.705919 = -3279020.372973 nChanged 13 SP:Iteration 34Q (5565.455950 sec): 3 clusters Score: Raw -3281019.592723 + Penalty 1993.705919 = -3279025.886803 nChanged 7 SP:Iteration 35Q (5565.500524 sec): 3 clusters Score: Raw -3281022.622631 + Penalty 1993.705919 = -3279028.916711 nChanged 5 SP:Iteration 36Q (5565.545069 sec): 3 clusters Score: Raw -3281024.032260 + Penalty 1993.705919 = -3279030.326341 nChanged 0 SP:Iteration 37F (5565.595513 sec): 3 clusters Score: Raw -3281024.032260 + Penalty 1993.705919 = -3279030.326341 nChanged 0 Trying to split cluster 28 (1816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5565.606283 sec): 2 clusters Score: Raw -138778.353693 + Penalty 712.917198 = -138065.436495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5565.614039 sec): 3 clusters Score: Raw -137889.076690 + Penalty 1425.834396 = -136463.242293 nChanged 700 SP:Iteration 1F (5565.621169 sec): 3 clusters Score: Raw -138312.599282 + Penalty 1425.834396 = -136886.764886 nChanged 130 SP:Iteration 2F (5565.628312 sec): 3 clusters Score: Raw -138393.461494 + Penalty 1425.834396 = -136967.627098 nChanged 95 SP:Iteration 3F (5565.635330 sec): 3 clusters Score: Raw -138460.362797 + Penalty 1425.834396 = -137034.528401 nChanged 83 SP:Iteration 4Q (5565.642430 sec): 3 clusters Score: Raw -138519.553219 + Penalty 1425.834396 = -137093.718823 nChanged 87 SP:Iteration 5Q (5565.649546 sec): 3 clusters Score: Raw -138597.545743 + Penalty 1425.834396 = -137171.711347 nChanged 90 SP:Iteration 6Q (5565.656677 sec): 3 clusters Score: Raw -138683.751129 + Penalty 1425.834396 = -137257.916732 nChanged 101 SP:Iteration 7F (5565.663770 sec): 3 clusters Score: Raw -138792.599964 + Penalty 1425.834396 = -137366.765568 nChanged 93 SP:Iteration 8F (5565.670857 sec): 3 clusters Score: Raw -138872.268678 + Penalty 1425.834396 = -137446.434282 nChanged 70 SP:Iteration 9Q (5565.677910 sec): 3 clusters Score: Raw -138931.174675 + Penalty 1425.834396 = -137505.340279 nChanged 50 SP:Iteration 10Q (5565.684879 sec): 3 clusters Score: Raw -138972.856283 + Penalty 1425.834396 = -137547.021887 nChanged 44 SP:Iteration 11Q (5565.691920 sec): 3 clusters Score: Raw -139002.694325 + Penalty 1425.834396 = -137576.859929 nChanged 34 SP:Iteration 12Q (5565.698903 sec): 3 clusters Score: Raw -139022.022873 + Penalty 1425.834396 = -137596.188477 nChanged 16 SP:Iteration 13Q (5565.705963 sec): 3 clusters Score: Raw -139029.098702 + Penalty 1425.834396 = -137603.264306 nChanged 5 SP:Iteration 14Q (5565.712974 sec): 3 clusters Score: Raw -139030.448689 + Penalty 1425.834396 = -137604.614293 nChanged 3 SP:Iteration 15Q (5565.719925 sec): 3 clusters Score: Raw -139031.413059 + Penalty 1425.834396 = -137605.578662 nChanged 3 SP:Iteration 16Q (5565.726951 sec): 3 clusters Score: Raw -139032.272658 + Penalty 1425.834396 = -137606.438261 nChanged 0 SP:Iteration 17F (5565.733984 sec): 3 clusters Score: Raw -139032.272658 + Penalty 1425.834396 = -137606.438261 nChanged 0 Trying to split cluster 29 (1758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5565.748357 sec): 2 clusters Score: Raw -149683.556540 + Penalty 709.833547 = -148973.722992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5565.755818 sec): 3 clusters Score: Raw -148917.639561 + Penalty 1419.667095 = -147497.972466 nChanged 692 SP:Iteration 1F (5565.762650 sec): 3 clusters Score: Raw -149340.142191 + Penalty 1419.667095 = -147920.475096 nChanged 152 SP:Iteration 2F (5565.769499 sec): 3 clusters Score: Raw -149476.282759 + Penalty 1419.667095 = -148056.615664 nChanged 124 SP:Iteration 3F (5565.776329 sec): 3 clusters Score: Raw -149631.617057 + Penalty 1419.667095 = -148211.949962 nChanged 136 SP:Iteration 4F (5565.783201 sec): 3 clusters Score: Raw -149836.662691 + Penalty 1419.667095 = -148416.995596 nChanged 128 SP:Iteration 5F (5565.789958 sec): 3 clusters Score: Raw -150022.553649 + Penalty 1419.667095 = -148602.886554 nChanged 90 SP:Iteration 6F (5565.796813 sec): 3 clusters Score: Raw -150110.069996 + Penalty 1419.667095 = -148690.402901 nChanged 49 SP:Iteration 7Q (5565.803615 sec): 3 clusters Score: Raw -150150.983484 + Penalty 1419.667095 = -148731.316390 nChanged 45 SP:Iteration 8Q (5565.810403 sec): 3 clusters Score: Raw -150181.151000 + Penalty 1419.667095 = -148761.483905 nChanged 36 SP:Iteration 9Q (5565.817231 sec): 3 clusters Score: Raw -150204.769835 + Penalty 1419.667095 = -148785.102740 nChanged 25 SP:Iteration 10Q (5565.823938 sec): 3 clusters Score: Raw -150215.644886 + Penalty 1419.667095 = -148795.977791 nChanged 22 SP:Iteration 11Q (5565.830736 sec): 3 clusters Score: Raw -150228.595654 + Penalty 1419.667095 = -148808.928559 nChanged 16 SP:Iteration 12Q (5565.837504 sec): 3 clusters Score: Raw -150234.602302 + Penalty 1419.667095 = -148814.935207 nChanged 10 SP:Iteration 13Q (5565.844210 sec): 3 clusters Score: Raw -150237.816353 + Penalty 1419.667095 = -148818.149258 nChanged 1 SP:Iteration 14Q (5565.850985 sec): 3 clusters Score: Raw -150238.506631 + Penalty 1419.667095 = -148818.839536 nChanged 1 SP:Iteration 15Q (5565.857701 sec): 3 clusters Score: Raw -150238.810464 + Penalty 1419.667095 = -148819.143369 nChanged 1 SP:Iteration 16Q (5565.864376 sec): 3 clusters Score: Raw -150239.045565 + Penalty 1419.667095 = -148819.378470 nChanged 0 SP:Iteration 17F (5565.871184 sec): 3 clusters Score: Raw -150239.045565 + Penalty 1419.667095 = -148819.378470 nChanged 0 Trying to split cluster 30 (148270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5566.034844 sec): 2 clusters Score: Raw -13239874.428917 + Penalty 1131.145070 = -13238743.283847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5566.232429 sec): 3 clusters Score: Raw -13141262.979619 + Penalty 2262.290141 = -13139000.689479 nChanged 72039 SP:Iteration 1F (5566.451718 sec): 3 clusters Score: Raw -13185356.875846 + Penalty 2262.290141 = -13183094.585705 nChanged 6283 SP:Iteration 2Q (5566.669639 sec): 3 clusters Score: Raw -13187331.997458 + Penalty 2262.290141 = -13185069.707317 nChanged 6821 SP:Iteration 3Q (5566.886970 sec): 3 clusters Score: Raw -13189779.600400 + Penalty 2262.290141 = -13187517.310259 nChanged 7267 SP:Iteration 4Q (5567.104079 sec): 3 clusters Score: Raw -13192787.118474 + Penalty 2262.290141 = -13190524.828334 nChanged 7739 SP:Iteration 5F (5567.298847 sec): 3 clusters Score: Raw -13196213.634043 + Penalty 2262.290141 = -13193951.343902 nChanged 7892 SP:Iteration 6F (5567.494092 sec): 3 clusters Score: Raw -13200203.101447 + Penalty 2262.290141 = -13197940.811306 nChanged 8013 SP:Iteration 7F (5567.689273 sec): 3 clusters Score: Raw -13204932.542771 + Penalty 2262.290141 = -13202670.252630 nChanged 7861 SP:Iteration 8F (5567.884183 sec): 3 clusters Score: Raw -13210418.058311 + Penalty 2262.290141 = -13208155.768170 nChanged 7488 SP:Iteration 9F (5568.079271 sec): 3 clusters Score: Raw -13215466.637064 + Penalty 2262.290141 = -13213204.346924 nChanged 5986 SP:Iteration 10Q (5568.292702 sec): 3 clusters Score: Raw -13218418.184884 + Penalty 2262.290141 = -13216155.894743 nChanged 3985 SP:Iteration 11Q (5568.503192 sec): 3 clusters Score: Raw -13219745.489522 + Penalty 2262.290141 = -13217483.199381 nChanged 2653 SP:Iteration 12Q (5568.711826 sec): 3 clusters Score: Raw -13220468.766548 + Penalty 2262.290141 = -13218206.476407 nChanged 2090 SP:Iteration 13Q (5568.919011 sec): 3 clusters Score: Raw -13221029.043122 + Penalty 2262.290141 = -13218766.752981 nChanged 2011 SP:Iteration 14Q (5569.125155 sec): 3 clusters Score: Raw -13221592.470159 + Penalty 2262.290141 = -13219330.180019 nChanged 2063 SP:Iteration 15Q (5569.330378 sec): 3 clusters Score: Raw -13222177.507252 + Penalty 2262.290141 = -13219915.217111 nChanged 2071 SP:Iteration 16Q (5569.534904 sec): 3 clusters Score: Raw -13222789.926863 + Penalty 2262.290141 = -13220527.636722 nChanged 2135 SP:Iteration 17Q (5569.738525 sec): 3 clusters Score: Raw -13223417.752179 + Penalty 2262.290141 = -13221155.462038 nChanged 2092 SP:Iteration 18Q (5569.940938 sec): 3 clusters Score: Raw -13224035.334468 + Penalty 2262.290141 = -13221773.044328 nChanged 2035 SP:Iteration 19Q (5570.142536 sec): 3 clusters Score: Raw -13224628.160220 + Penalty 2262.290141 = -13222365.870079 nChanged 2043 SP:Iteration 20F (5570.337645 sec): 3 clusters Score: Raw -13225261.289822 + Penalty 2262.290141 = -13222998.999682 nChanged 2096 SP:Iteration 21Q (5570.537684 sec): 3 clusters Score: Raw -13225920.567696 + Penalty 2262.290141 = -13223658.277555 nChanged 2138 SP:Iteration 22Q (5570.736463 sec): 3 clusters Score: Raw -13226616.762698 + Penalty 2262.290141 = -13224354.472558 nChanged 2146 SP:Iteration 23Q (5570.933851 sec): 3 clusters Score: Raw -13227346.171722 + Penalty 2262.290141 = -13225083.881581 nChanged 2147 SP:Iteration 24Q (5571.130240 sec): 3 clusters Score: Raw -13228089.731292 + Penalty 2262.290141 = -13225827.441151 nChanged 2141 SP:Iteration 25Q (5571.324921 sec): 3 clusters Score: Raw -13228837.390936 + Penalty 2262.290141 = -13226575.100795 nChanged 2044 SP:Iteration 26Q (5571.518440 sec): 3 clusters Score: Raw -13229565.524914 + Penalty 2262.290141 = -13227303.234773 nChanged 2033 SP:Iteration 27Q (5571.710175 sec): 3 clusters Score: Raw -13230317.366672 + Penalty 2262.290141 = -13228055.076531 nChanged 1955 SP:Iteration 28Q (5571.900373 sec): 3 clusters Score: Raw -13231054.792984 + Penalty 2262.290141 = -13228792.502843 nChanged 1948 SP:Iteration 29Q (5572.089154 sec): 3 clusters Score: Raw -13231823.588535 + Penalty 2262.290141 = -13229561.298394 nChanged 1840 SP:Iteration 30Q (5572.276115 sec): 3 clusters Score: Raw -13232559.485064 + Penalty 2262.290141 = -13230297.194924 nChanged 1786 SP:Iteration 31Q (5572.461550 sec): 3 clusters Score: Raw -13233325.624296 + Penalty 2262.290141 = -13231063.334155 nChanged 1727 SP:Iteration 32Q (5572.645173 sec): 3 clusters Score: Raw -13234099.094688 + Penalty 2262.290141 = -13231836.804547 nChanged 1576 SP:Iteration 33Q (5572.827062 sec): 3 clusters Score: Raw -13234835.273664 + Penalty 2262.290141 = -13232572.983523 nChanged 1508 SP:Iteration 34Q (5573.007434 sec): 3 clusters Score: Raw -13235570.602735 + Penalty 2262.290141 = -13233308.312594 nChanged 1367 SP:Iteration 35Q (5573.186444 sec): 3 clusters Score: Raw -13236250.000413 + Penalty 2262.290141 = -13233987.710272 nChanged 1198 SP:Iteration 36Q (5573.363780 sec): 3 clusters Score: Raw -13236855.564719 + Penalty 2262.290141 = -13234593.274578 nChanged 1080 SP:Iteration 37Q (5573.539822 sec): 3 clusters Score: Raw -13237417.160424 + Penalty 2262.290141 = -13235154.870283 nChanged 888 SP:Iteration 38Q (5573.714413 sec): 3 clusters Score: Raw -13237883.199387 + Penalty 2262.290141 = -13235620.909246 nChanged 798 SP:Iteration 39Q (5573.887242 sec): 3 clusters Score: Raw -13238316.922369 + Penalty 2262.290141 = -13236054.632228 nChanged 712 SP:Iteration 40F (5574.080362 sec): 3 clusters Score: Raw -13238721.621944 + Penalty 2262.290141 = -13236459.331803 nChanged 566 SP:Iteration 41Q (5574.260064 sec): 3 clusters Score: Raw -13239047.536197 + Penalty 2262.290141 = -13236785.246056 nChanged 437 SP:Iteration 42Q (5574.449473 sec): 3 clusters Score: Raw -13239323.866819 + Penalty 2262.290141 = -13237061.576678 nChanged 357 SP:Iteration 43Q (5574.621106 sec): 3 clusters Score: Raw -13239571.127289 + Penalty 2262.290141 = -13237308.837148 nChanged 233 SP:Iteration 44Q (5574.791137 sec): 3 clusters Score: Raw -13239724.419954 + Penalty 2262.290141 = -13237462.129813 nChanged 152 SP:Iteration 45Q (5574.960906 sec): 3 clusters Score: Raw -13239827.948847 + Penalty 2262.290141 = -13237565.658706 nChanged 105 SP:Iteration 46Q (5575.130347 sec): 3 clusters Score: Raw -13239897.657535 + Penalty 2262.290141 = -13237635.367394 nChanged 63 SP:Iteration 47Q (5575.299668 sec): 3 clusters Score: Raw -13239937.067881 + Penalty 2262.290141 = -13237674.777740 nChanged 41 SP:Iteration 48Q (5575.469028 sec): 3 clusters Score: Raw -13239966.240836 + Penalty 2262.290141 = -13237703.950696 nChanged 31 SP:Iteration 49Q (5575.638253 sec): 3 clusters Score: Raw -13239986.460370 + Penalty 2262.290141 = -13237724.170230 nChanged 18 SP:Iteration 50Q (5575.807500 sec): 3 clusters Score: Raw -13239997.872914 + Penalty 2262.290141 = -13237735.582773 nChanged 17 SP:Iteration 51Q (5575.976732 sec): 3 clusters Score: Raw -13240007.381739 + Penalty 2262.290141 = -13237745.091598 nChanged 15 SP:Iteration 52Q (5576.145867 sec): 3 clusters Score: Raw -13240017.787321 + Penalty 2262.290141 = -13237755.497180 nChanged 18 SP:Iteration 53Q (5576.315082 sec): 3 clusters Score: Raw -13240031.611130 + Penalty 2262.290141 = -13237769.320989 nChanged 13 SP:Iteration 54Q (5576.484192 sec): 3 clusters Score: Raw -13240041.135397 + Penalty 2262.290141 = -13237778.845257 nChanged 11 SP:Iteration 55Q (5576.653223 sec): 3 clusters Score: Raw -13240047.567148 + Penalty 2262.290141 = -13237785.277007 nChanged 9 SP:Iteration 56Q (5576.822430 sec): 3 clusters Score: Raw -13240053.570094 + Penalty 2262.290141 = -13237791.279953 nChanged 3 SP:Iteration 57Q (5576.998730 sec): 3 clusters Score: Raw -13240054.851592 + Penalty 2262.290141 = -13237792.561451 nChanged 3 SP:Iteration 58Q (5577.167910 sec): 3 clusters Score: Raw -13240055.851001 + Penalty 2262.290141 = -13237793.560860 nChanged 1 SP:Iteration 59Q (5577.337104 sec): 3 clusters Score: Raw -13240056.232058 + Penalty 2262.290141 = -13237793.941917 nChanged 1 SP:Iteration 60F (5577.530289 sec): 3 clusters Score: Raw -13240056.992240 + Penalty 2262.290141 = -13237794.702099 nChanged 0 Trying to split cluster 31 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5577.540611 sec): 2 clusters Score: Raw -13412.285056 + Penalty 525.295763 = -12886.989293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5577.542274 sec): 3 clusters Score: Raw -13489.449648 + Penalty 1050.591527 = -12438.858121 nChanged 72 SP:Iteration 1F (5577.543746 sec): 3 clusters Score: Raw -13672.989191 + Penalty 1050.591527 = -12622.397664 nChanged 23 SP:Iteration 2F (5577.545182 sec): 3 clusters Score: Raw -13722.392214 + Penalty 1050.591527 = -12671.800687 nChanged 11 SP:Iteration 3Q (5577.546602 sec): 3 clusters Score: Raw -13752.082529 + Penalty 1050.591527 = -12701.491002 nChanged 7 SP:Iteration 4Q (5577.548009 sec): 3 clusters Score: Raw -13790.358066 + Penalty 1050.591527 = -12739.766540 nChanged 7 SP:Iteration 5Q (5577.549410 sec): 3 clusters Score: Raw -13817.272074 + Penalty 1050.591527 = -12766.680548 nChanged 5 SP:Iteration 6Q (5577.550811 sec): 3 clusters Score: Raw -13861.260548 + Penalty 1050.591527 = -12810.669022 nChanged 11 SP:Iteration 7Q (5577.552206 sec): 3 clusters Score: Raw -13928.169238 + Penalty 1050.591527 = -12877.577711 nChanged 6 SP:Iteration 8Q (5577.553603 sec): 3 clusters Score: Raw -13970.600387 + Penalty 1050.591527 = -12920.008860 nChanged 9 SP:Iteration 9Q (5577.554999 sec): 3 clusters Score: Raw -14045.700986 + Penalty 1050.591527 = -12995.109459 nChanged 4 SP:Iteration 10Q (5577.556399 sec): 3 clusters Score: Raw -14072.002814 + Penalty 1050.591527 = -13021.411288 nChanged 1 SP:Iteration 11Q (5577.557781 sec): 3 clusters Score: Raw -14084.650612 + Penalty 1050.591527 = -13034.059086 nChanged 0 SP:Iteration 12F (5577.559199 sec): 3 clusters Score: Raw -14084.650612 + Penalty 1050.591527 = -13034.059086 nChanged 0 Score: Raw -45233781.291039 + Penalty 46344.482851 = -45187436.808189 Splitting cluster 31 changes total score from -45188001.268195 to -45187436.808189 So it's not getting split. Trying to split cluster 32 (4771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5587.365779 sec): 2 clusters Score: Raw -410121.534037 + Penalty 804.679565 = -409316.854472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5587.384509 sec): 3 clusters Score: Raw -407446.800755 + Penalty 1609.359129 = -405837.441626 nChanged 2059 SP:Iteration 1F (5587.401632 sec): 3 clusters Score: Raw -408616.572071 + Penalty 1609.359129 = -407007.212942 nChanged 307 SP:Iteration 2F (5587.418939 sec): 3 clusters Score: Raw -408783.517743 + Penalty 1609.359129 = -407174.158614 nChanged 279 SP:Iteration 3F (5587.436231 sec): 3 clusters Score: Raw -408979.340062 + Penalty 1609.359129 = -407369.980932 nChanged 272 SP:Iteration 4F (5587.453358 sec): 3 clusters Score: Raw -409204.904982 + Penalty 1609.359129 = -407595.545853 nChanged 334 SP:Iteration 5F (5587.470403 sec): 3 clusters Score: Raw -409529.381621 + Penalty 1609.359129 = -407920.022492 nChanged 309 SP:Iteration 6F (5587.487547 sec): 3 clusters Score: Raw -409829.812643 + Penalty 1609.359129 = -408220.453514 nChanged 269 SP:Iteration 7F (5587.504802 sec): 3 clusters Score: Raw -410061.889020 + Penalty 1609.359129 = -408452.529891 nChanged 225 SP:Iteration 8Q (5587.521789 sec): 3 clusters Score: Raw -410224.811789 + Penalty 1609.359129 = -408615.452660 nChanged 143 SP:Iteration 9Q (5587.538882 sec): 3 clusters Score: Raw -410305.086640 + Penalty 1609.359129 = -408695.727511 nChanged 84 SP:Iteration 10Q (5587.555717 sec): 3 clusters Score: Raw -410337.175287 + Penalty 1609.359129 = -408727.816158 nChanged 45 SP:Iteration 11Q (5587.572723 sec): 3 clusters Score: Raw -410351.762464 + Penalty 1609.359129 = -408742.403335 nChanged 41 SP:Iteration 12Q (5587.589683 sec): 3 clusters Score: Raw -410361.733428 + Penalty 1609.359129 = -408752.374299 nChanged 21 SP:Iteration 13Q (5587.606512 sec): 3 clusters Score: Raw -410367.178364 + Penalty 1609.359129 = -408757.819235 nChanged 25 SP:Iteration 14Q (5587.623306 sec): 3 clusters Score: Raw -410372.565082 + Penalty 1609.359129 = -408763.205953 nChanged 20 SP:Iteration 15Q (5587.640111 sec): 3 clusters Score: Raw -410376.492702 + Penalty 1609.359129 = -408767.133573 nChanged 7 SP:Iteration 16Q (5587.657061 sec): 3 clusters Score: Raw -410377.447916 + Penalty 1609.359129 = -408768.088787 nChanged 6 SP:Iteration 17Q (5587.674008 sec): 3 clusters Score: Raw -410378.601789 + Penalty 1609.359129 = -408769.242660 nChanged 6 SP:Iteration 18Q (5587.690930 sec): 3 clusters Score: Raw -410379.363846 + Penalty 1609.359129 = -408770.004717 nChanged 6 SP:Iteration 19Q (5587.707739 sec): 3 clusters Score: Raw -410380.070099 + Penalty 1609.359129 = -408770.710970 nChanged 5 SP:Iteration 20F (5587.724996 sec): 3 clusters Score: Raw -410381.348626 + Penalty 1609.359129 = -408771.989497 nChanged 9 SP:Iteration 21Q (5587.741813 sec): 3 clusters Score: Raw -410382.952701 + Penalty 1609.359129 = -408773.593572 nChanged 12 SP:Iteration 22Q (5587.758606 sec): 3 clusters Score: Raw -410385.632020 + Penalty 1609.359129 = -408776.272891 nChanged 9 SP:Iteration 23Q (5587.775627 sec): 3 clusters Score: Raw -410387.627726 + Penalty 1609.359129 = -408778.268597 nChanged 9 SP:Iteration 24Q (5587.792606 sec): 3 clusters Score: Raw -410390.635658 + Penalty 1609.359129 = -408781.276529 nChanged 14 SP:Iteration 25Q (5587.809397 sec): 3 clusters Score: Raw -410394.716785 + Penalty 1609.359129 = -408785.357656 nChanged 13 SP:Iteration 26Q (5587.826358 sec): 3 clusters Score: Raw -410399.076463 + Penalty 1609.359129 = -408789.717334 nChanged 13 SP:Iteration 27Q (5587.843296 sec): 3 clusters Score: Raw -410401.592053 + Penalty 1609.359129 = -408792.232924 nChanged 10 SP:Iteration 28Q (5587.860094 sec): 3 clusters Score: Raw -410403.144947 + Penalty 1609.359129 = -408793.785818 nChanged 9 SP:Iteration 29Q (5587.877021 sec): 3 clusters Score: Raw -410404.126654 + Penalty 1609.359129 = -408794.767525 nChanged 7 SP:Iteration 30Q (5587.894013 sec): 3 clusters Score: Raw -410405.175133 + Penalty 1609.359129 = -408795.816004 nChanged 8 SP:Iteration 31Q (5587.910950 sec): 3 clusters Score: Raw -410407.055220 + Penalty 1609.359129 = -408797.696091 nChanged 10 SP:Iteration 32Q (5587.927902 sec): 3 clusters Score: Raw -410409.997882 + Penalty 1609.359129 = -408800.638753 nChanged 12 SP:Iteration 33Q (5587.944834 sec): 3 clusters Score: Raw -410412.558970 + Penalty 1609.359129 = -408803.199841 nChanged 7 SP:Iteration 34Q (5587.961791 sec): 3 clusters Score: Raw -410414.105300 + Penalty 1609.359129 = -408804.746171 nChanged 9 SP:Iteration 35Q (5587.978678 sec): 3 clusters Score: Raw -410416.532366 + Penalty 1609.359129 = -408807.173237 nChanged 10 SP:Iteration 36Q (5587.995465 sec): 3 clusters Score: Raw -410418.999355 + Penalty 1609.359129 = -408809.640226 nChanged 12 SP:Iteration 37Q (5588.012210 sec): 3 clusters Score: Raw -410422.979444 + Penalty 1609.359129 = -408813.620315 nChanged 20 SP:Iteration 38Q (5588.029118 sec): 3 clusters Score: Raw -410431.650850 + Penalty 1609.359129 = -408822.291721 nChanged 30 SP:Iteration 39Q (5588.045844 sec): 3 clusters Score: Raw -410442.655014 + Penalty 1609.359129 = -408833.295885 nChanged 30 SP:Iteration 40F (5588.062933 sec): 3 clusters Score: Raw -410452.394518 + Penalty 1609.359129 = -408843.035389 nChanged 20 SP:Iteration 41Q (5588.079846 sec): 3 clusters Score: Raw -410457.369446 + Penalty 1609.359129 = -408848.010317 nChanged 18 SP:Iteration 42Q (5588.096952 sec): 3 clusters Score: Raw -410462.250386 + Penalty 1609.359129 = -408852.891257 nChanged 19 SP:Iteration 43Q (5588.114016 sec): 3 clusters Score: Raw -410467.941410 + Penalty 1609.359129 = -408858.582281 nChanged 17 SP:Iteration 44Q (5588.130933 sec): 3 clusters Score: Raw -410473.486303 + Penalty 1609.359129 = -408864.127174 nChanged 21 SP:Iteration 45Q (5588.147995 sec): 3 clusters Score: Raw -410480.612137 + Penalty 1609.359129 = -408871.253008 nChanged 22 SP:Iteration 46Q (5588.164824 sec): 3 clusters Score: Raw -410490.147346 + Penalty 1609.359129 = -408880.788217 nChanged 29 SP:Iteration 47Q (5588.181692 sec): 3 clusters Score: Raw -410499.243304 + Penalty 1609.359129 = -408889.884175 nChanged 14 SP:Iteration 48Q (5588.198342 sec): 3 clusters Score: Raw -410502.877861 + Penalty 1609.359129 = -408893.518732 nChanged 14 SP:Iteration 49Q (5588.215339 sec): 3 clusters Score: Raw -410506.353277 + Penalty 1609.359129 = -408896.994148 nChanged 8 SP:Iteration 50Q (5588.232130 sec): 3 clusters Score: Raw -410507.790561 + Penalty 1609.359129 = -408898.431432 nChanged 4 SP:Iteration 51Q (5588.248937 sec): 3 clusters Score: Raw -410508.048299 + Penalty 1609.359129 = -408898.689170 nChanged 2 SP:Iteration 52Q (5588.265713 sec): 3 clusters Score: Raw -410508.344794 + Penalty 1609.359129 = -408898.985664 nChanged 2 SP:Iteration 53Q (5588.282509 sec): 3 clusters Score: Raw -410508.632399 + Penalty 1609.359129 = -408899.273270 nChanged 4 SP:Iteration 54Q (5588.299251 sec): 3 clusters Score: Raw -410509.713763 + Penalty 1609.359129 = -408900.354634 nChanged 6 SP:Iteration 55Q (5588.316049 sec): 3 clusters Score: Raw -410511.169357 + Penalty 1609.359129 = -408901.810228 nChanged 7 SP:Iteration 56Q (5588.332817 sec): 3 clusters Score: Raw -410512.477940 + Penalty 1609.359129 = -408903.118811 nChanged 4 SP:Iteration 57Q (5588.349619 sec): 3 clusters Score: Raw -410513.124858 + Penalty 1609.359129 = -408903.765729 nChanged 3 SP:Iteration 58Q (5588.366378 sec): 3 clusters Score: Raw -410513.613622 + Penalty 1609.359129 = -408904.254493 nChanged 1 SP:Iteration 59Q (5588.383003 sec): 3 clusters Score: Raw -410513.635588 + Penalty 1609.359129 = -408904.276459 nChanged 1 SP:Iteration 60F (5588.400267 sec): 3 clusters Score: Raw -410513.791679 + Penalty 1609.359129 = -408904.432550 nChanged 0 Trying to split cluster 33 (2354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5588.415494 sec): 2 clusters Score: Raw -186988.584569 + Penalty 737.567772 = -186251.016797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5588.425178 sec): 3 clusters Score: Raw -185812.177965 + Penalty 1475.135545 = -184337.042420 nChanged 973 SP:Iteration 1F (5588.433998 sec): 3 clusters Score: Raw -186423.137857 + Penalty 1475.135545 = -184948.002313 nChanged 211 SP:Iteration 2F (5588.442773 sec): 3 clusters Score: Raw -186593.345345 + Penalty 1475.135545 = -185118.209800 nChanged 168 SP:Iteration 3F (5588.451705 sec): 3 clusters Score: Raw -186765.037983 + Penalty 1475.135545 = -185289.902438 nChanged 147 SP:Iteration 4F (5588.460588 sec): 3 clusters Score: Raw -186946.092796 + Penalty 1475.135545 = -185470.957251 nChanged 130 SP:Iteration 5F (5588.469514 sec): 3 clusters Score: Raw -187073.519706 + Penalty 1475.135545 = -185598.384162 nChanged 103 SP:Iteration 6Q (5588.478234 sec): 3 clusters Score: Raw -187179.119563 + Penalty 1475.135545 = -185703.984018 nChanged 100 SP:Iteration 7Q (5588.486918 sec): 3 clusters Score: Raw -187280.445570 + Penalty 1475.135545 = -185805.310026 nChanged 76 SP:Iteration 8Q (5588.495584 sec): 3 clusters Score: Raw -187330.300608 + Penalty 1475.135545 = -185855.165063 nChanged 55 SP:Iteration 9Q (5588.504203 sec): 3 clusters Score: Raw -187355.600091 + Penalty 1475.135545 = -185880.464546 nChanged 34 SP:Iteration 10Q (5588.512830 sec): 3 clusters Score: Raw -187371.194535 + Penalty 1475.135545 = -185896.058990 nChanged 24 SP:Iteration 11Q (5588.521571 sec): 3 clusters Score: Raw -187383.732065 + Penalty 1475.135545 = -185908.596520 nChanged 17 SP:Iteration 12Q (5588.530327 sec): 3 clusters Score: Raw -187391.025775 + Penalty 1475.135545 = -185915.890230 nChanged 11 SP:Iteration 13Q (5588.539063 sec): 3 clusters Score: Raw -187395.339910 + Penalty 1475.135545 = -185920.204365 nChanged 9 SP:Iteration 14Q (5588.547636 sec): 3 clusters Score: Raw -187397.879759 + Penalty 1475.135545 = -185922.744214 nChanged 11 SP:Iteration 15Q (5588.556336 sec): 3 clusters Score: Raw -187401.846934 + Penalty 1475.135545 = -185926.711389 nChanged 12 SP:Iteration 16Q (5588.564941 sec): 3 clusters Score: Raw -187407.930810 + Penalty 1475.135545 = -185932.795265 nChanged 7 SP:Iteration 17Q (5588.573660 sec): 3 clusters Score: Raw -187410.143382 + Penalty 1475.135545 = -185935.007838 nChanged 7 SP:Iteration 18Q (5588.582315 sec): 3 clusters Score: Raw -187412.372299 + Penalty 1475.135545 = -185937.236754 nChanged 5 SP:Iteration 19Q (5588.591002 sec): 3 clusters Score: Raw -187414.433905 + Penalty 1475.135545 = -185939.298360 nChanged 7 SP:Iteration 20F (5588.599753 sec): 3 clusters Score: Raw -187416.108818 + Penalty 1475.135545 = -185940.973274 nChanged 5 SP:Iteration 21Q (5588.608471 sec): 3 clusters Score: Raw -187417.226258 + Penalty 1475.135545 = -185942.090713 nChanged 3 SP:Iteration 22Q (5588.617188 sec): 3 clusters Score: Raw -187417.335615 + Penalty 1475.135545 = -185942.200070 nChanged 0 SP:Iteration 23F (5588.626065 sec): 3 clusters Score: Raw -187417.335615 + Penalty 1475.135545 = -185942.200070 nChanged 0 Trying to split cluster 34 (68451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5588.710616 sec): 2 clusters Score: Raw -6147440.141947 + Penalty 1057.717977 = -6146382.423970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5588.808053 sec): 3 clusters Score: Raw -6102835.258208 + Penalty 2115.435954 = -6100719.822254 nChanged 32920 SP:Iteration 1F (5588.902634 sec): 3 clusters Score: Raw -6122261.567882 + Penalty 2115.435954 = -6120146.131928 nChanged 2847 SP:Iteration 2Q (5589.005633 sec): 3 clusters Score: Raw -6123364.886447 + Penalty 2115.435954 = -6121249.450493 nChanged 3272 SP:Iteration 3Q (5589.108600 sec): 3 clusters Score: Raw -6124981.535396 + Penalty 2115.435954 = -6122866.099442 nChanged 3722 SP:Iteration 4F (5589.202962 sec): 3 clusters Score: Raw -6127232.080897 + Penalty 2115.435954 = -6125116.644943 nChanged 4229 SP:Iteration 5F (5589.297532 sec): 3 clusters Score: Raw -6130155.415334 + Penalty 2115.435954 = -6128039.979380 nChanged 4407 SP:Iteration 6F (5589.392174 sec): 3 clusters Score: Raw -6133303.931741 + Penalty 2115.435954 = -6131188.495787 nChanged 4020 SP:Iteration 7F (5589.486619 sec): 3 clusters Score: Raw -6135708.778228 + Penalty 2115.435954 = -6133593.342274 nChanged 3163 SP:Iteration 8Q (5589.587818 sec): 3 clusters Score: Raw -6137001.805139 + Penalty 2115.435954 = -6134886.369185 nChanged 2074 SP:Iteration 9Q (5589.688528 sec): 3 clusters Score: Raw -6137585.810728 + Penalty 2115.435954 = -6135470.374775 nChanged 1325 SP:Iteration 10Q (5589.788519 sec): 3 clusters Score: Raw -6137865.299102 + Penalty 2115.435954 = -6135749.863149 nChanged 874 SP:Iteration 11Q (5589.900107 sec): 3 clusters Score: Raw -6138016.266155 + Penalty 2115.435954 = -6135900.830202 nChanged 745 SP:Iteration 12Q (5589.999726 sec): 3 clusters Score: Raw -6138141.880978 + Penalty 2115.435954 = -6136026.445024 nChanged 648 SP:Iteration 13Q (5590.099244 sec): 3 clusters Score: Raw -6138246.008670 + Penalty 2115.435954 = -6136130.572717 nChanged 611 SP:Iteration 14Q (5590.198298 sec): 3 clusters Score: Raw -6138348.115888 + Penalty 2115.435954 = -6136232.679934 nChanged 607 SP:Iteration 15Q (5590.297359 sec): 3 clusters Score: Raw -6138447.106182 + Penalty 2115.435954 = -6136331.670229 nChanged 581 SP:Iteration 16Q (5590.396656 sec): 3 clusters Score: Raw -6138551.419830 + Penalty 2115.435954 = -6136435.983877 nChanged 647 SP:Iteration 17Q (5590.495724 sec): 3 clusters Score: Raw -6138673.648482 + Penalty 2115.435954 = -6136558.212528 nChanged 666 SP:Iteration 18Q (5590.594455 sec): 3 clusters Score: Raw -6138796.355767 + Penalty 2115.435954 = -6136680.919813 nChanged 662 SP:Iteration 19Q (5590.693304 sec): 3 clusters Score: Raw -6138917.531455 + Penalty 2115.435954 = -6136802.095501 nChanged 696 SP:Iteration 20F (5590.787998 sec): 3 clusters Score: Raw -6139038.859734 + Penalty 2115.435954 = -6136923.423780 nChanged 643 SP:Iteration 21Q (5590.887088 sec): 3 clusters Score: Raw -6139136.754791 + Penalty 2115.435954 = -6137021.318837 nChanged 568 SP:Iteration 22Q (5590.986340 sec): 3 clusters Score: Raw -6139221.955395 + Penalty 2115.435954 = -6137106.519441 nChanged 535 SP:Iteration 23Q (5591.085279 sec): 3 clusters Score: Raw -6139295.128046 + Penalty 2115.435954 = -6137179.692092 nChanged 487 SP:Iteration 24Q (5591.184122 sec): 3 clusters Score: Raw -6139356.291381 + Penalty 2115.435954 = -6137240.855428 nChanged 444 SP:Iteration 25Q (5591.283029 sec): 3 clusters Score: Raw -6139410.106210 + Penalty 2115.435954 = -6137294.670256 nChanged 426 SP:Iteration 26Q (5591.381786 sec): 3 clusters Score: Raw -6139460.383774 + Penalty 2115.435954 = -6137344.947820 nChanged 401 SP:Iteration 27Q (5591.480491 sec): 3 clusters Score: Raw -6139504.376480 + Penalty 2115.435954 = -6137388.940527 nChanged 409 SP:Iteration 28Q (5591.579439 sec): 3 clusters Score: Raw -6139545.727326 + Penalty 2115.435954 = -6137430.291372 nChanged 392 SP:Iteration 29Q (5591.677927 sec): 3 clusters Score: Raw -6139587.395445 + Penalty 2115.435954 = -6137471.959491 nChanged 367 SP:Iteration 30Q (5591.776605 sec): 3 clusters Score: Raw -6139624.107711 + Penalty 2115.435954 = -6137508.671757 nChanged 367 SP:Iteration 31Q (5591.875308 sec): 3 clusters Score: Raw -6139657.136838 + Penalty 2115.435954 = -6137541.700885 nChanged 320 SP:Iteration 32Q (5591.973730 sec): 3 clusters Score: Raw -6139684.856307 + Penalty 2115.435954 = -6137569.420354 nChanged 294 SP:Iteration 33Q (5592.072123 sec): 3 clusters Score: Raw -6139707.267950 + Penalty 2115.435954 = -6137591.831996 nChanged 272 SP:Iteration 34Q (5592.170656 sec): 3 clusters Score: Raw -6139726.766320 + Penalty 2115.435954 = -6137611.330367 nChanged 265 SP:Iteration 35Q (5592.268968 sec): 3 clusters Score: Raw -6139744.579869 + Penalty 2115.435954 = -6137629.143915 nChanged 216 SP:Iteration 36Q (5592.367285 sec): 3 clusters Score: Raw -6139756.895260 + Penalty 2115.435954 = -6137641.459307 nChanged 183 SP:Iteration 37Q (5592.465837 sec): 3 clusters Score: Raw -6139767.188870 + Penalty 2115.435954 = -6137651.752916 nChanged 176 SP:Iteration 38Q (5592.563923 sec): 3 clusters Score: Raw -6139777.155289 + Penalty 2115.435954 = -6137661.719336 nChanged 185 SP:Iteration 39Q (5592.662218 sec): 3 clusters Score: Raw -6139786.928591 + Penalty 2115.435954 = -6137671.492637 nChanged 160 SP:Iteration 40F (5592.756783 sec): 3 clusters Score: Raw -6139794.271039 + Penalty 2115.435954 = -6137678.835085 nChanged 142 SP:Iteration 41Q (5592.855797 sec): 3 clusters Score: Raw -6139801.025891 + Penalty 2115.435954 = -6137685.589937 nChanged 131 SP:Iteration 42Q (5592.954622 sec): 3 clusters Score: Raw -6139806.477806 + Penalty 2115.435954 = -6137691.041853 nChanged 128 SP:Iteration 43Q (5593.053876 sec): 3 clusters Score: Raw -6139812.500858 + Penalty 2115.435954 = -6137697.064905 nChanged 136 SP:Iteration 44Q (5593.152694 sec): 3 clusters Score: Raw -6139817.720439 + Penalty 2115.435954 = -6137702.284486 nChanged 109 SP:Iteration 45Q (5593.251469 sec): 3 clusters Score: Raw -6139820.730832 + Penalty 2115.435954 = -6137705.294878 nChanged 90 SP:Iteration 46Q (5593.350449 sec): 3 clusters Score: Raw -6139824.214661 + Penalty 2115.435954 = -6137708.778708 nChanged 96 SP:Iteration 47Q (5593.449260 sec): 3 clusters Score: Raw -6139827.683334 + Penalty 2115.435954 = -6137712.247380 nChanged 91 SP:Iteration 48Q (5593.548199 sec): 3 clusters Score: Raw -6139830.551633 + Penalty 2115.435954 = -6137715.115680 nChanged 74 SP:Iteration 49Q (5593.647175 sec): 3 clusters Score: Raw -6139832.683110 + Penalty 2115.435954 = -6137717.247156 nChanged 77 SP:Iteration 50Q (5593.745143 sec): 3 clusters Score: Raw -6139834.970842 + Penalty 2115.435954 = -6137719.534888 nChanged 89 SP:Iteration 51Q (5593.845680 sec): 3 clusters Score: Raw -6139838.228194 + Penalty 2115.435954 = -6137722.792241 nChanged 90 SP:Iteration 52Q (5593.944400 sec): 3 clusters Score: Raw -6139841.483687 + Penalty 2115.435954 = -6137726.047733 nChanged 90 SP:Iteration 53Q (5594.043052 sec): 3 clusters Score: Raw -6139843.964808 + Penalty 2115.435954 = -6137728.528855 nChanged 78 SP:Iteration 54Q (5594.141963 sec): 3 clusters Score: Raw -6139846.266725 + Penalty 2115.435954 = -6137730.830772 nChanged 73 SP:Iteration 55Q (5594.240701 sec): 3 clusters Score: Raw -6139848.611848 + Penalty 2115.435954 = -6137733.175894 nChanged 76 SP:Iteration 56Q (5594.339271 sec): 3 clusters Score: Raw -6139851.250381 + Penalty 2115.435954 = -6137735.814427 nChanged 78 SP:Iteration 57Q (5594.438141 sec): 3 clusters Score: Raw -6139853.462572 + Penalty 2115.435954 = -6137738.026619 nChanged 72 SP:Iteration 58Q (5594.536975 sec): 3 clusters Score: Raw -6139855.450123 + Penalty 2115.435954 = -6137740.014170 nChanged 63 SP:Iteration 59Q (5594.635775 sec): 3 clusters Score: Raw -6139857.068594 + Penalty 2115.435954 = -6137741.632641 nChanged 64 SP:Iteration 60F (5594.730653 sec): 3 clusters Score: Raw -6139858.806821 + Penalty 2115.435954 = -6137743.370867 nChanged 68 SP:Iteration 61Q (5594.829450 sec): 3 clusters Score: Raw -6139860.382799 + Penalty 2115.435954 = -6137744.946845 nChanged 60 SP:Iteration 62Q (5594.928281 sec): 3 clusters Score: Raw -6139861.825291 + Penalty 2115.435954 = -6137746.389337 nChanged 56 SP:Iteration 63Q (5595.027062 sec): 3 clusters Score: Raw -6139863.361043 + Penalty 2115.435954 = -6137747.925090 nChanged 60 SP:Iteration 64Q (5595.125792 sec): 3 clusters Score: Raw -6139864.577142 + Penalty 2115.435954 = -6137749.141189 nChanged 51 SP:Iteration 65Q (5595.224489 sec): 3 clusters Score: Raw -6139865.589171 + Penalty 2115.435954 = -6137750.153218 nChanged 49 SP:Iteration 66Q (5595.323449 sec): 3 clusters Score: Raw -6139866.754219 + Penalty 2115.435954 = -6137751.318266 nChanged 44 SP:Iteration 67Q (5595.422396 sec): 3 clusters Score: Raw -6139867.800938 + Penalty 2115.435954 = -6137752.364985 nChanged 52 SP:Iteration 68Q (5595.521084 sec): 3 clusters Score: Raw -6139869.013556 + Penalty 2115.435954 = -6137753.577602 nChanged 47 SP:Iteration 69Q (5595.620138 sec): 3 clusters Score: Raw -6139870.055435 + Penalty 2115.435954 = -6137754.619482 nChanged 48 SP:Iteration 70Q (5595.718921 sec): 3 clusters Score: Raw -6139871.032131 + Penalty 2115.435954 = -6137755.596178 nChanged 47 SP:Iteration 71Q (5595.817737 sec): 3 clusters Score: Raw -6139872.183284 + Penalty 2115.435954 = -6137756.747331 nChanged 51 SP:Iteration 72Q (5595.916422 sec): 3 clusters Score: Raw -6139873.362995 + Penalty 2115.435954 = -6137757.927041 nChanged 42 SP:Iteration 73Q (5596.015252 sec): 3 clusters Score: Raw -6139874.263394 + Penalty 2115.435954 = -6137758.827440 nChanged 49 SP:Iteration 74Q (5596.113903 sec): 3 clusters Score: Raw -6139875.441176 + Penalty 2115.435954 = -6137760.005223 nChanged 45 SP:Iteration 75Q (5596.212779 sec): 3 clusters Score: Raw -6139876.463494 + Penalty 2115.435954 = -6137761.027540 nChanged 55 SP:Iteration 76Q (5596.311438 sec): 3 clusters Score: Raw -6139877.434559 + Penalty 2115.435954 = -6137761.998605 nChanged 43 SP:Iteration 77Q (5596.410178 sec): 3 clusters Score: Raw -6139878.455853 + Penalty 2115.435954 = -6137763.019899 nChanged 45 SP:Iteration 78Q (5596.509074 sec): 3 clusters Score: Raw -6139879.656023 + Penalty 2115.435954 = -6137764.220070 nChanged 45 SP:Iteration 79Q (5596.607852 sec): 3 clusters Score: Raw -6139880.647191 + Penalty 2115.435954 = -6137765.211237 nChanged 44 SP:Iteration 80F (5596.702386 sec): 3 clusters Score: Raw -6139881.586405 + Penalty 2115.435954 = -6137766.150451 nChanged 36 SP:Iteration 81Q (5596.801323 sec): 3 clusters Score: Raw -6139882.276591 + Penalty 2115.435954 = -6137766.840637 nChanged 40 SP:Iteration 82Q (5596.899957 sec): 3 clusters Score: Raw -6139883.021498 + Penalty 2115.435954 = -6137767.585544 nChanged 32 SP:Iteration 83Q (5596.998952 sec): 3 clusters Score: Raw -6139883.535681 + Penalty 2115.435954 = -6137768.099728 nChanged 41 SP:Iteration 84Q (5597.097753 sec): 3 clusters Score: Raw -6139884.200583 + Penalty 2115.435954 = -6137768.764629 nChanged 23 SP:Iteration 85Q (5597.196686 sec): 3 clusters Score: Raw -6139884.543411 + Penalty 2115.435954 = -6137769.107457 nChanged 23 SP:Iteration 86Q (5597.295385 sec): 3 clusters Score: Raw -6139885.011812 + Penalty 2115.435954 = -6137769.575858 nChanged 23 SP:Iteration 87Q (5597.394346 sec): 3 clusters Score: Raw -6139885.407082 + Penalty 2115.435954 = -6137769.971129 nChanged 17 SP:Iteration 88Q (5597.493027 sec): 3 clusters Score: Raw -6139885.674135 + Penalty 2115.435954 = -6137770.238181 nChanged 18 SP:Iteration 89Q (5597.591714 sec): 3 clusters Score: Raw -6139886.069644 + Penalty 2115.435954 = -6137770.633691 nChanged 26 SP:Iteration 90Q (5597.691425 sec): 3 clusters Score: Raw -6139886.577213 + Penalty 2115.435954 = -6137771.141259 nChanged 30 SP:Iteration 91Q (5597.790577 sec): 3 clusters Score: Raw -6139887.097156 + Penalty 2115.435954 = -6137771.661203 nChanged 31 SP:Iteration 92Q (5597.889351 sec): 3 clusters Score: Raw -6139887.781555 + Penalty 2115.435954 = -6137772.345602 nChanged 37 SP:Iteration 93Q (5597.988041 sec): 3 clusters Score: Raw -6139888.751158 + Penalty 2115.435954 = -6137773.315205 nChanged 41 SP:Iteration 94Q (5598.086870 sec): 3 clusters Score: Raw -6139889.532867 + Penalty 2115.435954 = -6137774.096913 nChanged 39 SP:Iteration 95Q (5598.185569 sec): 3 clusters Score: Raw -6139890.136689 + Penalty 2115.435954 = -6137774.700735 nChanged 27 SP:Iteration 96Q (5598.284368 sec): 3 clusters Score: Raw -6139890.543215 + Penalty 2115.435954 = -6137775.107262 nChanged 30 SP:Iteration 97Q (5598.392141 sec): 3 clusters Score: Raw -6139891.018765 + Penalty 2115.435954 = -6137775.582811 nChanged 23 SP:Iteration 98Q (5598.491553 sec): 3 clusters Score: Raw -6139891.344296 + Penalty 2115.435954 = -6137775.908343 nChanged 23 SP:Iteration 99Q (5598.590961 sec): 3 clusters Score: Raw -6139891.667449 + Penalty 2115.435954 = -6137776.231496 nChanged 19 SP:Iteration 100F (5598.686314 sec): 3 clusters Score: Raw -6139891.943756 + Penalty 2115.435954 = -6137776.507802 nChanged 10 SP:Iteration 101Q (5598.785188 sec): 3 clusters Score: Raw -6139892.042217 + Penalty 2115.435954 = -6137776.606263 nChanged 6 SP:Iteration 102Q (5598.883733 sec): 3 clusters Score: Raw -6139892.100943 + Penalty 2115.435954 = -6137776.664990 nChanged 6 SP:Iteration 103Q (5598.982430 sec): 3 clusters Score: Raw -6139892.139635 + Penalty 2115.435954 = -6137776.703682 nChanged 10 SP:Iteration 104Q (5599.081242 sec): 3 clusters Score: Raw -6139892.234633 + Penalty 2115.435954 = -6137776.798679 nChanged 11 SP:Iteration 105Q (5599.180056 sec): 3 clusters Score: Raw -6139892.362462 + Penalty 2115.435954 = -6137776.926508 nChanged 10 SP:Iteration 106Q (5599.279066 sec): 3 clusters Score: Raw -6139892.503388 + Penalty 2115.435954 = -6137777.067434 nChanged 9 SP:Iteration 107Q (5599.377782 sec): 3 clusters Score: Raw -6139892.583440 + Penalty 2115.435954 = -6137777.147486 nChanged 6 SP:Iteration 108Q (5599.476490 sec): 3 clusters Score: Raw -6139892.628442 + Penalty 2115.435954 = -6137777.192488 nChanged 8 SP:Iteration 109Q (5599.575345 sec): 3 clusters Score: Raw -6139892.707609 + Penalty 2115.435954 = -6137777.271656 nChanged 9 SP:Iteration 110Q (5599.674262 sec): 3 clusters Score: Raw -6139892.820726 + Penalty 2115.435954 = -6137777.384773 nChanged 9 SP:Iteration 111Q (5599.773186 sec): 3 clusters Score: Raw -6139892.931337 + Penalty 2115.435954 = -6137777.495384 nChanged 5 SP:Iteration 112Q (5599.871877 sec): 3 clusters Score: Raw -6139892.974279 + Penalty 2115.435954 = -6137777.538326 nChanged 8 SP:Iteration 113Q (5599.970464 sec): 3 clusters Score: Raw -6139893.087598 + Penalty 2115.435954 = -6137777.651645 nChanged 7 SP:Iteration 114Q (5600.069096 sec): 3 clusters Score: Raw -6139893.137462 + Penalty 2115.435954 = -6137777.701509 nChanged 6 SP:Iteration 115Q (5600.168004 sec): 3 clusters Score: Raw -6139893.230990 + Penalty 2115.435954 = -6137777.795036 nChanged 13 SP:Iteration 116Q (5600.266624 sec): 3 clusters Score: Raw -6139893.401212 + Penalty 2115.435954 = -6137777.965258 nChanged 15 SP:Iteration 117Q (5600.365133 sec): 3 clusters Score: Raw -6139893.561053 + Penalty 2115.435954 = -6137778.125099 nChanged 9 SP:Iteration 118Q (5600.463883 sec): 3 clusters Score: Raw -6139893.651764 + Penalty 2115.435954 = -6137778.215811 nChanged 8 SP:Iteration 119Q (5600.562809 sec): 3 clusters Score: Raw -6139893.741648 + Penalty 2115.435954 = -6137778.305694 nChanged 5 SP:Iteration 120F (5600.657712 sec): 3 clusters Score: Raw -6139893.781165 + Penalty 2115.435954 = -6137778.345212 nChanged 6 SP:Iteration 121Q (5600.756549 sec): 3 clusters Score: Raw -6139893.872741 + Penalty 2115.435954 = -6137778.436787 nChanged 9 SP:Iteration 122Q (5600.855044 sec): 3 clusters Score: Raw -6139894.015617 + Penalty 2115.435954 = -6137778.579663 nChanged 11 SP:Iteration 123Q (5600.953642 sec): 3 clusters Score: Raw -6139894.163144 + Penalty 2115.435954 = -6137778.727190 nChanged 19 SP:Iteration 124Q (5601.052495 sec): 3 clusters Score: Raw -6139894.481519 + Penalty 2115.435954 = -6137779.045565 nChanged 15 SP:Iteration 125Q (5601.151157 sec): 3 clusters Score: Raw -6139894.644163 + Penalty 2115.435954 = -6137779.208209 nChanged 14 SP:Iteration 126Q (5601.249728 sec): 3 clusters Score: Raw -6139894.827296 + Penalty 2115.435954 = -6137779.391342 nChanged 17 SP:Iteration 127Q (5601.348425 sec): 3 clusters Score: Raw -6139894.997023 + Penalty 2115.435954 = -6137779.561069 nChanged 10 SP:Iteration 128Q (5601.447106 sec): 3 clusters Score: Raw -6139895.076055 + Penalty 2115.435954 = -6137779.640102 nChanged 10 SP:Iteration 129Q (5601.554938 sec): 3 clusters Score: Raw -6139895.175869 + Penalty 2115.435954 = -6137779.739916 nChanged 13 SP:Iteration 130Q (5601.653865 sec): 3 clusters Score: Raw -6139895.317282 + Penalty 2115.435954 = -6137779.881328 nChanged 7 SP:Iteration 131Q (5601.752702 sec): 3 clusters Score: Raw -6139895.406745 + Penalty 2115.435954 = -6137779.970792 nChanged 9 SP:Iteration 132Q (5601.851459 sec): 3 clusters Score: Raw -6139895.478852 + Penalty 2115.435954 = -6137780.042898 nChanged 8 SP:Iteration 133Q (5601.950072 sec): 3 clusters Score: Raw -6139895.545626 + Penalty 2115.435954 = -6137780.109673 nChanged 5 SP:Iteration 134Q (5602.048907 sec): 3 clusters Score: Raw -6139895.588096 + Penalty 2115.435954 = -6137780.152142 nChanged 8 SP:Iteration 135Q (5602.147527 sec): 3 clusters Score: Raw -6139895.646676 + Penalty 2115.435954 = -6137780.210723 nChanged 3 SP:Iteration 136Q (5602.246320 sec): 3 clusters Score: Raw -6139895.664674 + Penalty 2115.435954 = -6137780.228720 nChanged 3 SP:Iteration 137Q (5602.345124 sec): 3 clusters Score: Raw -6139895.700185 + Penalty 2115.435954 = -6137780.264232 nChanged 9 SP:Iteration 138Q (5602.444062 sec): 3 clusters Score: Raw -6139895.773048 + Penalty 2115.435954 = -6137780.337095 nChanged 3 SP:Iteration 139Q (5602.542742 sec): 3 clusters Score: Raw -6139895.783239 + Penalty 2115.435954 = -6137780.347286 nChanged 1 SP:Iteration 140F (5602.637230 sec): 3 clusters Score: Raw -6139895.791711 + Penalty 2115.435954 = -6137780.355757 nChanged 1 SP:Iteration 141Q (5602.736019 sec): 3 clusters Score: Raw -6139895.796221 + Penalty 2115.435954 = -6137780.360268 nChanged 0 SP:Iteration 142F (5602.830906 sec): 3 clusters Score: Raw -6139895.796221 + Penalty 2115.435954 = -6137780.360268 nChanged 0 Trying to split cluster 35 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5602.836213 sec): 2 clusters Score: Raw -17279.462871 + Penalty 529.354633 = -16750.108238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5602.837932 sec): 3 clusters Score: Raw -17333.188585 + Penalty 1058.709266 = -16274.479319 nChanged 77 SP:Iteration 1F (5602.839464 sec): 3 clusters Score: Raw -17477.571642 + Penalty 1058.709266 = -16418.862376 nChanged 22 SP:Iteration 2F (5602.840954 sec): 3 clusters Score: Raw -17540.516204 + Penalty 1058.709266 = -16481.806938 nChanged 12 SP:Iteration 3Q (5602.842438 sec): 3 clusters Score: Raw -17582.712103 + Penalty 1058.709266 = -16524.002837 nChanged 6 SP:Iteration 4Q (5602.843925 sec): 3 clusters Score: Raw -17588.313925 + Penalty 1058.709266 = -16529.604659 nChanged 1 SP:Iteration 5Q (5602.845387 sec): 3 clusters Score: Raw -17590.462082 + Penalty 1058.709266 = -16531.752816 nChanged 2 SP:Iteration 6Q (5602.846857 sec): 3 clusters Score: Raw -17593.687163 + Penalty 1058.709266 = -16534.977897 nChanged 3 SP:Iteration 7Q (5602.848316 sec): 3 clusters Score: Raw -17596.527582 + Penalty 1058.709266 = -16537.818316 nChanged 1 SP:Iteration 8Q (5602.849790 sec): 3 clusters Score: Raw -17598.017235 + Penalty 1058.709266 = -16539.307969 nChanged 0 SP:Iteration 9F (5602.851270 sec): 3 clusters Score: Raw -17598.017235 + Penalty 1058.709266 = -16539.307969 nChanged 0 Trying to split cluster 36 (1583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5602.865800 sec): 2 clusters Score: Raw -135448.094113 + Penalty 699.872321 = -134748.221792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5602.872555 sec): 3 clusters Score: Raw -134704.315917 + Penalty 1399.744641 = -133304.571276 nChanged 579 SP:Iteration 1F (5602.878827 sec): 3 clusters Score: Raw -135064.891406 + Penalty 1399.744641 = -133665.146764 nChanged 141 SP:Iteration 2F (5602.885169 sec): 3 clusters Score: Raw -135169.520494 + Penalty 1399.744641 = -133769.775853 nChanged 94 SP:Iteration 3F (5602.891520 sec): 3 clusters Score: Raw -135242.672588 + Penalty 1399.744641 = -133842.927946 nChanged 80 SP:Iteration 4F (5602.897811 sec): 3 clusters Score: Raw -135323.644412 + Penalty 1399.744641 = -133923.899770 nChanged 71 SP:Iteration 5Q (5602.904123 sec): 3 clusters Score: Raw -135384.624590 + Penalty 1399.744641 = -133984.879949 nChanged 60 SP:Iteration 6Q (5602.910445 sec): 3 clusters Score: Raw -135430.867370 + Penalty 1399.744641 = -134031.122729 nChanged 49 SP:Iteration 7Q (5602.916730 sec): 3 clusters Score: Raw -135465.529861 + Penalty 1399.744641 = -134065.785220 nChanged 45 SP:Iteration 8Q (5602.923035 sec): 3 clusters Score: Raw -135497.887037 + Penalty 1399.744641 = -134098.142396 nChanged 29 SP:Iteration 9Q (5602.929316 sec): 3 clusters Score: Raw -135519.254489 + Penalty 1399.744641 = -134119.509847 nChanged 25 SP:Iteration 10Q (5602.935567 sec): 3 clusters Score: Raw -135534.912041 + Penalty 1399.744641 = -134135.167399 nChanged 27 SP:Iteration 11Q (5602.941879 sec): 3 clusters Score: Raw -135552.344125 + Penalty 1399.744641 = -134152.599484 nChanged 21 SP:Iteration 12Q (5602.948111 sec): 3 clusters Score: Raw -135568.967130 + Penalty 1399.744641 = -134169.222489 nChanged 15 SP:Iteration 13Q (5602.954414 sec): 3 clusters Score: Raw -135576.529965 + Penalty 1399.744641 = -134176.785324 nChanged 6 SP:Iteration 14Q (5602.960673 sec): 3 clusters Score: Raw -135580.587924 + Penalty 1399.744641 = -134180.843282 nChanged 6 SP:Iteration 15Q (5602.966912 sec): 3 clusters Score: Raw -135584.603203 + Penalty 1399.744641 = -134184.858561 nChanged 4 SP:Iteration 16Q (5602.973122 sec): 3 clusters Score: Raw -135586.830487 + Penalty 1399.744641 = -134187.085846 nChanged 4 SP:Iteration 17Q (5602.979321 sec): 3 clusters Score: Raw -135588.276894 + Penalty 1399.744641 = -134188.532252 nChanged 2 SP:Iteration 18Q (5602.985580 sec): 3 clusters Score: Raw -135589.037499 + Penalty 1399.744641 = -134189.292858 nChanged 3 SP:Iteration 19Q (5602.991815 sec): 3 clusters Score: Raw -135589.824203 + Penalty 1399.744641 = -134190.079562 nChanged 0 SP:Iteration 20F (5602.998057 sec): 3 clusters Score: Raw -135589.824203 + Penalty 1399.744641 = -134190.079562 nChanged 0 Iteration 219Q (5607.455438 sec): 37 clusters Score: Raw -45233120.749196 + Penalty 45091.929260 = -45188028.819936 nChanged 564 Iteration 220F (5616.265777 sec): 37 clusters Score: Raw -45233147.049980 + Penalty 45091.929260 = -45188055.120719 nChanged 551 Iteration 221Q (5620.345297 sec): 37 clusters Score: Raw -45233172.438044 + Penalty 45091.929260 = -45188080.508784 nChanged 512 Iteration 222Q (5624.441252 sec): 37 clusters Score: Raw -45233196.198981 + Penalty 45091.929260 = -45188104.269721 nChanged 502 Iteration 223Q (5628.522537 sec): 37 clusters Score: Raw -45233216.357123 + Penalty 45091.929260 = -45188124.427863 nChanged 429 Iteration 224Q (5632.600506 sec): 37 clusters Score: Raw -45233233.970460 + Penalty 45091.929260 = -45188142.041200 nChanged 419 Iteration 225Q (5636.669557 sec): 37 clusters Score: Raw -45233253.153827 + Penalty 45091.929260 = -45188161.224567 nChanged 448 Iteration 226Q (5640.743375 sec): 37 clusters Score: Raw -45233271.417298 + Penalty 45091.929260 = -45188179.488038 nChanged 431 Iteration 227Q (5644.820128 sec): 37 clusters Score: Raw -45233286.802406 + Penalty 45091.929260 = -45188194.873145 nChanged 419 Iteration 228Q (5648.895438 sec): 37 clusters Score: Raw -45233301.585274 + Penalty 45091.929260 = -45188209.656014 nChanged 381 Iteration 229Q (5652.969186 sec): 37 clusters Score: Raw -45233315.108689 + Penalty 45091.929260 = -45188223.179429 nChanged 350 Iteration 230Q (5657.062993 sec): 37 clusters Score: Raw -45233326.789952 + Penalty 45091.929260 = -45188234.860692 nChanged 360 Iteration 231Q (5661.139588 sec): 37 clusters Score: Raw -45233339.600928 + Penalty 45091.929260 = -45188247.671667 nChanged 364 Iteration 232Q (5665.237737 sec): 37 clusters Score: Raw -45233352.328940 + Penalty 45091.929260 = -45188260.399680 nChanged 337 Iteration 233Q (5669.321583 sec): 37 clusters Score: Raw -45233363.653351 + Penalty 45091.929260 = -45188271.724091 nChanged 331 Iteration 234Q (5673.397041 sec): 37 clusters Score: Raw -45233375.985401 + Penalty 45091.929260 = -45188284.056141 nChanged 350 Iteration 235Q (5677.499849 sec): 37 clusters Score: Raw -45233390.556135 + Penalty 45091.929260 = -45188298.626875 nChanged 383 Iteration 236Q (5681.594752 sec): 37 clusters Score: Raw -45233405.705269 + Penalty 45091.929260 = -45188313.776008 nChanged 387 Iteration 237Q (5685.667366 sec): 37 clusters Score: Raw -45233419.809729 + Penalty 45091.929260 = -45188327.880469 nChanged 348 Iteration 238Q (5689.766689 sec): 37 clusters Score: Raw -45233430.137826 + Penalty 45091.929260 = -45188338.208565 nChanged 311 Iteration 239Q (5693.843382 sec): 37 clusters Score: Raw -45233439.011596 + Penalty 45091.929260 = -45188347.082336 nChanged 289 Iteration 240F (5702.203433 sec): 37 clusters Score: Raw -45233446.447226 + Penalty 45091.929260 = -45188354.517965 nChanged 263 Iteration 241Q (5706.278690 sec): 37 clusters Score: Raw -45233452.368164 + Penalty 45091.929260 = -45188360.438903 nChanged 250 Iteration 242Q (5710.392544 sec): 37 clusters Score: Raw -45233458.666693 + Penalty 45091.929260 = -45188366.737432 nChanged 261 Iteration 243Q (5714.489506 sec): 37 clusters Score: Raw -45233465.776872 + Penalty 45091.929260 = -45188373.847612 nChanged 271 Iteration 244Q (5718.561132 sec): 37 clusters Score: Raw -45233472.585446 + Penalty 45091.929260 = -45188380.656186 nChanged 265 Iteration 245Q (5722.655280 sec): 37 clusters Score: Raw -45233480.246022 + Penalty 45091.929260 = -45188388.316761 nChanged 271 Iteration 246Q (5726.731764 sec): 37 clusters Score: Raw -45233487.860157 + Penalty 45091.929260 = -45188395.930896 nChanged 262 Iteration 247Q (5730.812106 sec): 37 clusters Score: Raw -45233494.683946 + Penalty 45091.929260 = -45188402.754686 nChanged 259 Iteration 248Q (5734.887548 sec): 37 clusters Score: Raw -45233501.937398 + Penalty 45091.929260 = -45188410.008137 nChanged 241 Iteration 249Q (5738.963583 sec): 37 clusters Score: Raw -45233507.923357 + Penalty 45091.929260 = -45188415.994097 nChanged 219 Iteration 250Q (5743.035144 sec): 37 clusters Score: Raw -45233513.525416 + Penalty 45091.929260 = -45188421.596156 nChanged 193 Iteration 251Q (5747.110569 sec): 37 clusters Score: Raw -45233519.201088 + Penalty 45091.929260 = -45188427.271828 nChanged 220 Iteration 252Q (5751.192112 sec): 37 clusters Score: Raw -45233525.245391 + Penalty 45091.929260 = -45188433.316130 nChanged 198 Iteration 253Q (5755.264021 sec): 37 clusters Score: Raw -45233530.992108 + Penalty 45091.929260 = -45188439.062848 nChanged 218 Iteration 254Q (5759.335543 sec): 37 clusters Score: Raw -45233537.087194 + Penalty 45091.929260 = -45188445.157934 nChanged 222 Iteration 255Q (5763.411325 sec): 37 clusters Score: Raw -45233542.160628 + Penalty 45091.929260 = -45188450.231368 nChanged 207 Iteration 256Q (5767.484072 sec): 37 clusters Score: Raw -45233546.669253 + Penalty 45091.929260 = -45188454.739992 nChanged 194 Iteration 257Q (5771.557869 sec): 37 clusters Score: Raw -45233550.523674 + Penalty 45091.929260 = -45188458.594414 nChanged 169 Iteration 258Q (5775.630816 sec): 37 clusters Score: Raw -45233554.372945 + Penalty 45091.929260 = -45188462.443685 nChanged 167 Writing temp clu file Because OldScore, -45188458.594414, is greater than current (better) Score,-45188462.443685 Compute initial score before splitting: Score: Raw -45233554.372945 + Penalty 45091.929260 = -45188462.443685 Trying to split cluster 1 (42609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5775.764294 sec): 2 clusters Score: Raw -3579075.831166 + Penalty 1012.682974 = -3578063.148192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5775.834224 sec): 3 clusters Score: Raw -3551548.164498 + Penalty 2025.365948 = -3549522.798550 nChanged 20383 SP:Iteration 1F (5775.898528 sec): 3 clusters Score: Raw -3563250.280892 + Penalty 2025.365948 = -3561224.914944 nChanged 1797 SP:Iteration 2Q (5775.968533 sec): 3 clusters Score: Raw -3563860.301447 + Penalty 2025.365948 = -3561834.935500 nChanged 1890 SP:Iteration 3Q (5776.037477 sec): 3 clusters Score: Raw -3564594.873767 + Penalty 2025.365948 = -3562569.507819 nChanged 2059 SP:Iteration 4Q (5776.106147 sec): 3 clusters Score: Raw -3565502.047810 + Penalty 2025.365948 = -3563476.681862 nChanged 2214 SP:Iteration 5F (5776.169862 sec): 3 clusters Score: Raw -3566612.058208 + Penalty 2025.365948 = -3564586.692260 nChanged 2349 SP:Iteration 6F (5776.234090 sec): 3 clusters Score: Raw -3567922.641308 + Penalty 2025.365948 = -3565897.275360 nChanged 2388 SP:Iteration 7F (5776.298709 sec): 3 clusters Score: Raw -3569467.863808 + Penalty 2025.365948 = -3567442.497860 nChanged 2378 SP:Iteration 8F (5776.362717 sec): 3 clusters Score: Raw -3571069.528806 + Penalty 2025.365948 = -3569044.162858 nChanged 2192 SP:Iteration 9F (5776.427442 sec): 3 clusters Score: Raw -3572255.718201 + Penalty 2025.365948 = -3570230.352253 nChanged 1537 SP:Iteration 10Q (5776.495767 sec): 3 clusters Score: Raw -3572790.320315 + Penalty 2025.365948 = -3570764.954367 nChanged 949 SP:Iteration 11Q (5776.562617 sec): 3 clusters Score: Raw -3572994.531107 + Penalty 2025.365948 = -3570969.165159 nChanged 567 SP:Iteration 12Q (5776.629581 sec): 3 clusters Score: Raw -3573071.481723 + Penalty 2025.365948 = -3571046.115776 nChanged 354 SP:Iteration 13Q (5776.696062 sec): 3 clusters Score: Raw -3573110.808612 + Penalty 2025.365948 = -3571085.442664 nChanged 265 SP:Iteration 14Q (5776.762842 sec): 3 clusters Score: Raw -3573141.073532 + Penalty 2025.365948 = -3571115.707584 nChanged 235 SP:Iteration 15Q (5776.829345 sec): 3 clusters Score: Raw -3573165.446108 + Penalty 2025.365948 = -3571140.080161 nChanged 237 SP:Iteration 16Q (5776.895729 sec): 3 clusters Score: Raw -3573193.537645 + Penalty 2025.365948 = -3571168.171697 nChanged 261 SP:Iteration 17Q (5776.962171 sec): 3 clusters Score: Raw -3573226.678572 + Penalty 2025.365948 = -3571201.312624 nChanged 276 SP:Iteration 18Q (5777.028423 sec): 3 clusters Score: Raw -3573265.724534 + Penalty 2025.365948 = -3571240.358586 nChanged 310 SP:Iteration 19Q (5777.094738 sec): 3 clusters Score: Raw -3573306.718528 + Penalty 2025.365948 = -3571281.352580 nChanged 313 SP:Iteration 20F (5777.157964 sec): 3 clusters Score: Raw -3573350.660488 + Penalty 2025.365948 = -3571325.294540 nChanged 306 SP:Iteration 21Q (5777.225083 sec): 3 clusters Score: Raw -3573395.483635 + Penalty 2025.365948 = -3571370.117688 nChanged 296 SP:Iteration 22Q (5777.291628 sec): 3 clusters Score: Raw -3573436.820912 + Penalty 2025.365948 = -3571411.454965 nChanged 306 SP:Iteration 23Q (5777.357955 sec): 3 clusters Score: Raw -3573481.750342 + Penalty 2025.365948 = -3571456.384394 nChanged 321 SP:Iteration 24Q (5777.424248 sec): 3 clusters Score: Raw -3573526.055437 + Penalty 2025.365948 = -3571500.689489 nChanged 300 SP:Iteration 25Q (5777.490394 sec): 3 clusters Score: Raw -3573564.717823 + Penalty 2025.365948 = -3571539.351875 nChanged 287 SP:Iteration 26Q (5777.556653 sec): 3 clusters Score: Raw -3573605.078735 + Penalty 2025.365948 = -3571579.712787 nChanged 319 SP:Iteration 27Q (5777.622903 sec): 3 clusters Score: Raw -3573653.708369 + Penalty 2025.365948 = -3571628.342422 nChanged 339 SP:Iteration 28Q (5777.689049 sec): 3 clusters Score: Raw -3573707.408296 + Penalty 2025.365948 = -3571682.042348 nChanged 366 SP:Iteration 29Q (5777.754966 sec): 3 clusters Score: Raw -3573763.532306 + Penalty 2025.365948 = -3571738.166358 nChanged 349 SP:Iteration 30Q (5777.820780 sec): 3 clusters Score: Raw -3573820.835122 + Penalty 2025.365948 = -3571795.469174 nChanged 389 SP:Iteration 31Q (5777.886816 sec): 3 clusters Score: Raw -3573888.099499 + Penalty 2025.365948 = -3571862.733551 nChanged 398 SP:Iteration 32Q (5777.952903 sec): 3 clusters Score: Raw -3573968.084547 + Penalty 2025.365948 = -3571942.718599 nChanged 475 SP:Iteration 33Q (5778.019333 sec): 3 clusters Score: Raw -3574065.808015 + Penalty 2025.365948 = -3572040.442068 nChanged 514 SP:Iteration 34Q (5778.085325 sec): 3 clusters Score: Raw -3574188.925050 + Penalty 2025.365948 = -3572163.559103 nChanged 554 SP:Iteration 35Q (5778.150972 sec): 3 clusters Score: Raw -3574331.909049 + Penalty 2025.365948 = -3572306.543102 nChanged 586 SP:Iteration 36Q (5778.216414 sec): 3 clusters Score: Raw -3574483.015249 + Penalty 2025.365948 = -3572457.649301 nChanged 643 SP:Iteration 37Q (5778.281941 sec): 3 clusters Score: Raw -3574678.114331 + Penalty 2025.365948 = -3572652.748383 nChanged 679 SP:Iteration 38Q (5778.346977 sec): 3 clusters Score: Raw -3574900.802309 + Penalty 2025.365948 = -3572875.436361 nChanged 703 SP:Iteration 39Q (5778.411978 sec): 3 clusters Score: Raw -3575170.384807 + Penalty 2025.365948 = -3573145.018860 nChanged 751 SP:Iteration 40F (5778.475432 sec): 3 clusters Score: Raw -3575463.103799 + Penalty 2025.365948 = -3573437.737851 nChanged 754 SP:Iteration 41Q (5778.541307 sec): 3 clusters Score: Raw -3575813.875994 + Penalty 2025.365948 = -3573788.510046 nChanged 806 SP:Iteration 42Q (5778.606166 sec): 3 clusters Score: Raw -3576268.705053 + Penalty 2025.365948 = -3574243.339105 nChanged 848 SP:Iteration 43Q (5778.670570 sec): 3 clusters Score: Raw -3576840.276970 + Penalty 2025.365948 = -3574814.911022 nChanged 918 SP:Iteration 44Q (5778.767099 sec): 3 clusters Score: Raw -3577484.051032 + Penalty 2025.365948 = -3575458.685084 nChanged 830 SP:Iteration 45Q (5778.853250 sec): 3 clusters Score: Raw -3577991.724434 + Penalty 2025.365948 = -3575966.358486 nChanged 697 SP:Iteration 46Q (5778.917605 sec): 3 clusters Score: Raw -3578329.061079 + Penalty 2025.365948 = -3576303.695131 nChanged 535 SP:Iteration 47Q (5778.981170 sec): 3 clusters Score: Raw -3578551.685667 + Penalty 2025.365948 = -3576526.319719 nChanged 443 SP:Iteration 48Q (5779.043205 sec): 3 clusters Score: Raw -3578700.048306 + Penalty 2025.365948 = -3576674.682358 nChanged 356 SP:Iteration 49Q (5779.105653 sec): 3 clusters Score: Raw -3578808.140234 + Penalty 2025.365948 = -3576782.774286 nChanged 292 SP:Iteration 50Q (5779.168457 sec): 3 clusters Score: Raw -3578879.174965 + Penalty 2025.365948 = -3576853.809017 nChanged 250 SP:Iteration 51Q (5779.233596 sec): 3 clusters Score: Raw -3578931.602321 + Penalty 2025.365948 = -3576906.236373 nChanged 230 SP:Iteration 52Q (5779.300423 sec): 3 clusters Score: Raw -3578975.916194 + Penalty 2025.365948 = -3576950.550246 nChanged 196 SP:Iteration 53Q (5779.362489 sec): 3 clusters Score: Raw -3579012.119679 + Penalty 2025.365948 = -3576986.753731 nChanged 192 SP:Iteration 54Q (5779.453832 sec): 3 clusters Score: Raw -3579045.227561 + Penalty 2025.365948 = -3577019.861613 nChanged 163 SP:Iteration 55Q (5779.526374 sec): 3 clusters Score: Raw -3579073.692880 + Penalty 2025.365948 = -3577048.326932 nChanged 166 SP:Iteration 56Q (5779.590968 sec): 3 clusters Score: Raw -3579097.732648 + Penalty 2025.365948 = -3577072.366700 nChanged 134 SP:Iteration 57Q (5779.651861 sec): 3 clusters Score: Raw -3579114.166030 + Penalty 2025.365948 = -3577088.800082 nChanged 117 SP:Iteration 58Q (5779.712797 sec): 3 clusters Score: Raw -3579128.884518 + Penalty 2025.365948 = -3577103.518570 nChanged 97 SP:Iteration 59Q (5779.773437 sec): 3 clusters Score: Raw -3579139.807683 + Penalty 2025.365948 = -3577114.441736 nChanged 94 SP:Iteration 60F (5779.837022 sec): 3 clusters Score: Raw -3579149.413881 + Penalty 2025.365948 = -3577124.047933 nChanged 77 SP:Iteration 61Q (5779.899360 sec): 3 clusters Score: Raw -3579155.555982 + Penalty 2025.365948 = -3577130.190034 nChanged 83 SP:Iteration 62Q (5779.960790 sec): 3 clusters Score: Raw -3579162.475687 + Penalty 2025.365948 = -3577137.109739 nChanged 79 SP:Iteration 63Q (5780.022276 sec): 3 clusters Score: Raw -3579168.487753 + Penalty 2025.365948 = -3577143.121805 nChanged 77 SP:Iteration 64Q (5780.083456 sec): 3 clusters Score: Raw -3579174.089042 + Penalty 2025.365948 = -3577148.723095 nChanged 67 SP:Iteration 65Q (5780.144634 sec): 3 clusters Score: Raw -3579178.905762 + Penalty 2025.365948 = -3577153.539814 nChanged 71 SP:Iteration 66Q (5780.205543 sec): 3 clusters Score: Raw -3579184.321242 + Penalty 2025.365948 = -3577158.955294 nChanged 66 SP:Iteration 67Q (5780.266657 sec): 3 clusters Score: Raw -3579188.929825 + Penalty 2025.365948 = -3577163.563878 nChanged 61 SP:Iteration 68Q (5780.327868 sec): 3 clusters Score: Raw -3579192.924952 + Penalty 2025.365948 = -3577167.559004 nChanged 58 SP:Iteration 69Q (5780.388636 sec): 3 clusters Score: Raw -3579196.951020 + Penalty 2025.365948 = -3577171.585073 nChanged 55 SP:Iteration 70Q (5780.449520 sec): 3 clusters Score: Raw -3579201.272778 + Penalty 2025.365948 = -3577175.906830 nChanged 43 SP:Iteration 71Q (5780.510437 sec): 3 clusters Score: Raw -3579204.254974 + Penalty 2025.365948 = -3577178.889026 nChanged 57 SP:Iteration 72Q (5780.571307 sec): 3 clusters Score: Raw -3579208.361015 + Penalty 2025.365948 = -3577182.995068 nChanged 56 SP:Iteration 73Q (5780.631855 sec): 3 clusters Score: Raw -3579212.793760 + Penalty 2025.365948 = -3577187.427812 nChanged 51 SP:Iteration 74Q (5780.692448 sec): 3 clusters Score: Raw -3579216.240459 + Penalty 2025.365948 = -3577190.874511 nChanged 50 SP:Iteration 75Q (5780.752960 sec): 3 clusters Score: Raw -3579219.398429 + Penalty 2025.365948 = -3577194.032481 nChanged 52 SP:Iteration 76Q (5780.813757 sec): 3 clusters Score: Raw -3579223.132502 + Penalty 2025.365948 = -3577197.766554 nChanged 46 SP:Iteration 77Q (5780.874529 sec): 3 clusters Score: Raw -3579226.166398 + Penalty 2025.365948 = -3577200.800450 nChanged 48 SP:Iteration 78Q (5780.934930 sec): 3 clusters Score: Raw -3579229.045050 + Penalty 2025.365948 = -3577203.679102 nChanged 43 SP:Iteration 79Q (5780.995427 sec): 3 clusters Score: Raw -3579231.511336 + Penalty 2025.365948 = -3577206.145389 nChanged 33 SP:Iteration 80F (5781.058950 sec): 3 clusters Score: Raw -3579233.545609 + Penalty 2025.365948 = -3577208.179661 nChanged 33 SP:Iteration 81Q (5781.120489 sec): 3 clusters Score: Raw -3579235.983452 + Penalty 2025.365948 = -3577210.617504 nChanged 44 SP:Iteration 82Q (5781.181123 sec): 3 clusters Score: Raw -3579238.973669 + Penalty 2025.365948 = -3577213.607721 nChanged 42 SP:Iteration 83Q (5781.241733 sec): 3 clusters Score: Raw -3579241.455409 + Penalty 2025.365948 = -3577216.089461 nChanged 35 SP:Iteration 84Q (5781.302422 sec): 3 clusters Score: Raw -3579243.516290 + Penalty 2025.365948 = -3577218.150342 nChanged 37 SP:Iteration 85Q (5781.362930 sec): 3 clusters Score: Raw -3579245.852208 + Penalty 2025.365948 = -3577220.486260 nChanged 30 SP:Iteration 86Q (5781.423593 sec): 3 clusters Score: Raw -3579247.384618 + Penalty 2025.365948 = -3577222.018670 nChanged 28 SP:Iteration 87Q (5781.483998 sec): 3 clusters Score: Raw -3579248.731576 + Penalty 2025.365948 = -3577223.365628 nChanged 31 SP:Iteration 88Q (5781.544625 sec): 3 clusters Score: Raw -3579250.235390 + Penalty 2025.365948 = -3577224.869442 nChanged 27 SP:Iteration 89Q (5781.604893 sec): 3 clusters Score: Raw -3579251.810966 + Penalty 2025.365948 = -3577226.445018 nChanged 29 SP:Iteration 90Q (5781.665171 sec): 3 clusters Score: Raw -3579253.267323 + Penalty 2025.365948 = -3577227.901375 nChanged 31 SP:Iteration 91Q (5781.725457 sec): 3 clusters Score: Raw -3579254.977822 + Penalty 2025.365948 = -3577229.611874 nChanged 29 SP:Iteration 92Q (5781.786018 sec): 3 clusters Score: Raw -3579256.482505 + Penalty 2025.365948 = -3577231.116558 nChanged 34 SP:Iteration 93Q (5781.846259 sec): 3 clusters Score: Raw -3579258.276818 + Penalty 2025.365948 = -3577232.910870 nChanged 24 SP:Iteration 94Q (5781.906645 sec): 3 clusters Score: Raw -3579259.282331 + Penalty 2025.365948 = -3577233.916384 nChanged 18 SP:Iteration 95Q (5781.966962 sec): 3 clusters Score: Raw -3579259.874694 + Penalty 2025.365948 = -3577234.508746 nChanged 16 SP:Iteration 96Q (5782.043602 sec): 3 clusters Score: Raw -3579260.520511 + Penalty 2025.365948 = -3577235.154563 nChanged 18 SP:Iteration 97Q (5782.108654 sec): 3 clusters Score: Raw -3579261.412964 + Penalty 2025.365948 = -3577236.047016 nChanged 16 SP:Iteration 98Q (5782.169440 sec): 3 clusters Score: Raw -3579261.957725 + Penalty 2025.365948 = -3577236.591778 nChanged 12 SP:Iteration 99Q (5782.229653 sec): 3 clusters Score: Raw -3579262.462301 + Penalty 2025.365948 = -3577237.096353 nChanged 15 SP:Iteration 100F (5782.292916 sec): 3 clusters Score: Raw -3579263.190345 + Penalty 2025.365948 = -3577237.824397 nChanged 13 SP:Iteration 101Q (5782.354235 sec): 3 clusters Score: Raw -3579263.910354 + Penalty 2025.365948 = -3577238.544406 nChanged 19 SP:Iteration 102Q (5782.414536 sec): 3 clusters Score: Raw -3579265.143700 + Penalty 2025.365948 = -3577239.777752 nChanged 20 SP:Iteration 103Q (5782.474891 sec): 3 clusters Score: Raw -3579266.643833 + Penalty 2025.365948 = -3577241.277885 nChanged 18 SP:Iteration 104Q (5782.535252 sec): 3 clusters Score: Raw -3579267.754812 + Penalty 2025.365948 = -3577242.388864 nChanged 28 SP:Iteration 105Q (5782.595516 sec): 3 clusters Score: Raw -3579269.493435 + Penalty 2025.365948 = -3577244.127488 nChanged 36 SP:Iteration 106Q (5782.655678 sec): 3 clusters Score: Raw -3579271.620595 + Penalty 2025.365948 = -3577246.254647 nChanged 24 SP:Iteration 107Q (5782.716000 sec): 3 clusters Score: Raw -3579273.072764 + Penalty 2025.365948 = -3577247.706816 nChanged 23 SP:Iteration 108Q (5782.776172 sec): 3 clusters Score: Raw -3579274.040557 + Penalty 2025.365948 = -3577248.674609 nChanged 18 SP:Iteration 109Q (5782.836380 sec): 3 clusters Score: Raw -3579274.838109 + Penalty 2025.365948 = -3577249.472161 nChanged 17 SP:Iteration 110Q (5782.896637 sec): 3 clusters Score: Raw -3579275.572998 + Penalty 2025.365948 = -3577250.207051 nChanged 14 SP:Iteration 111Q (5782.956741 sec): 3 clusters Score: Raw -3579276.115983 + Penalty 2025.365948 = -3577250.750035 nChanged 17 SP:Iteration 112Q (5783.016868 sec): 3 clusters Score: Raw -3579276.757812 + Penalty 2025.365948 = -3577251.391864 nChanged 16 SP:Iteration 113Q (5783.077035 sec): 3 clusters Score: Raw -3579277.541541 + Penalty 2025.365948 = -3577252.175593 nChanged 14 SP:Iteration 114Q (5783.137178 sec): 3 clusters Score: Raw -3579278.067504 + Penalty 2025.365948 = -3577252.701557 nChanged 12 SP:Iteration 115Q (5783.197327 sec): 3 clusters Score: Raw -3579278.451367 + Penalty 2025.365948 = -3577253.085419 nChanged 14 SP:Iteration 116Q (5783.257347 sec): 3 clusters Score: Raw -3579279.222084 + Penalty 2025.365948 = -3577253.856137 nChanged 20 SP:Iteration 117Q (5783.317405 sec): 3 clusters Score: Raw -3579280.223769 + Penalty 2025.365948 = -3577254.857822 nChanged 16 SP:Iteration 118Q (5783.377579 sec): 3 clusters Score: Raw -3579281.274997 + Penalty 2025.365948 = -3577255.909049 nChanged 17 SP:Iteration 119Q (5783.437594 sec): 3 clusters Score: Raw -3579282.334850 + Penalty 2025.365948 = -3577256.968902 nChanged 22 SP:Iteration 120F (5783.501337 sec): 3 clusters Score: Raw -3579283.587875 + Penalty 2025.365948 = -3577258.221927 nChanged 24 SP:Iteration 121Q (5783.572649 sec): 3 clusters Score: Raw -3579284.982487 + Penalty 2025.365948 = -3577259.616539 nChanged 30 SP:Iteration 122Q (5783.632931 sec): 3 clusters Score: Raw -3579287.321343 + Penalty 2025.365948 = -3577261.955395 nChanged 28 SP:Iteration 123Q (5783.693077 sec): 3 clusters Score: Raw -3579288.924230 + Penalty 2025.365948 = -3577263.558282 nChanged 24 SP:Iteration 124Q (5783.753071 sec): 3 clusters Score: Raw -3579290.113470 + Penalty 2025.365948 = -3577264.747522 nChanged 29 SP:Iteration 125Q (5783.812885 sec): 3 clusters Score: Raw -3579291.639430 + Penalty 2025.365948 = -3577266.273482 nChanged 30 SP:Iteration 126Q (5783.872803 sec): 3 clusters Score: Raw -3579293.151790 + Penalty 2025.365948 = -3577267.785842 nChanged 22 SP:Iteration 127Q (5783.932654 sec): 3 clusters Score: Raw -3579294.610019 + Penalty 2025.365948 = -3577269.244071 nChanged 23 SP:Iteration 128Q (5783.992529 sec): 3 clusters Score: Raw -3579296.402933 + Penalty 2025.365948 = -3577271.036985 nChanged 22 SP:Iteration 129Q (5784.052467 sec): 3 clusters Score: Raw -3579297.499416 + Penalty 2025.365948 = -3577272.133468 nChanged 20 SP:Iteration 130Q (5784.112418 sec): 3 clusters Score: Raw -3579298.529668 + Penalty 2025.365948 = -3577273.163721 nChanged 19 SP:Iteration 131Q (5784.172417 sec): 3 clusters Score: Raw -3579299.334884 + Penalty 2025.365948 = -3577273.968936 nChanged 14 SP:Iteration 132Q (5784.232127 sec): 3 clusters Score: Raw -3579300.035190 + Penalty 2025.365948 = -3577274.669242 nChanged 15 SP:Iteration 133Q (5784.292136 sec): 3 clusters Score: Raw -3579300.839670 + Penalty 2025.365948 = -3577275.473722 nChanged 16 SP:Iteration 134Q (5784.351872 sec): 3 clusters Score: Raw -3579301.797515 + Penalty 2025.365948 = -3577276.431567 nChanged 17 SP:Iteration 135Q (5784.412004 sec): 3 clusters Score: Raw -3579302.681791 + Penalty 2025.365948 = -3577277.315843 nChanged 20 SP:Iteration 136Q (5784.471646 sec): 3 clusters Score: Raw -3579303.879911 + Penalty 2025.365948 = -3577278.513964 nChanged 17 SP:Iteration 137Q (5784.531390 sec): 3 clusters Score: Raw -3579304.647327 + Penalty 2025.365948 = -3577279.281379 nChanged 12 SP:Iteration 138Q (5784.591168 sec): 3 clusters Score: Raw -3579305.416316 + Penalty 2025.365948 = -3577280.050368 nChanged 16 SP:Iteration 139Q (5784.650863 sec): 3 clusters Score: Raw -3579306.348074 + Penalty 2025.365948 = -3577280.982126 nChanged 17 SP:Iteration 140F (5784.714044 sec): 3 clusters Score: Raw -3579307.315084 + Penalty 2025.365948 = -3577281.949136 nChanged 21 SP:Iteration 141Q (5784.774805 sec): 3 clusters Score: Raw -3579308.610474 + Penalty 2025.365948 = -3577283.244527 nChanged 21 SP:Iteration 142Q (5784.834381 sec): 3 clusters Score: Raw -3579310.097611 + Penalty 2025.365948 = -3577284.731664 nChanged 16 SP:Iteration 143Q (5784.894105 sec): 3 clusters Score: Raw -3579311.600168 + Penalty 2025.365948 = -3577286.234220 nChanged 19 SP:Iteration 144Q (5784.953758 sec): 3 clusters Score: Raw -3579312.683018 + Penalty 2025.365948 = -3577287.317070 nChanged 9 SP:Iteration 145Q (5785.013434 sec): 3 clusters Score: Raw -3579313.137817 + Penalty 2025.365948 = -3577287.771869 nChanged 10 SP:Iteration 146Q (5785.073247 sec): 3 clusters Score: Raw -3579313.900516 + Penalty 2025.365948 = -3577288.534569 nChanged 16 SP:Iteration 147Q (5785.132968 sec): 3 clusters Score: Raw -3579314.962842 + Penalty 2025.365948 = -3577289.596894 nChanged 18 SP:Iteration 148Q (5785.192546 sec): 3 clusters Score: Raw -3579315.969547 + Penalty 2025.365948 = -3577290.603599 nChanged 22 SP:Iteration 149Q (5785.252090 sec): 3 clusters Score: Raw -3579316.944247 + Penalty 2025.365948 = -3577291.578300 nChanged 11 SP:Iteration 150Q (5785.311741 sec): 3 clusters Score: Raw -3579317.334303 + Penalty 2025.365948 = -3577291.968356 nChanged 11 SP:Iteration 151Q (5785.371282 sec): 3 clusters Score: Raw -3579317.658507 + Penalty 2025.365948 = -3577292.292559 nChanged 11 SP:Iteration 152Q (5785.430942 sec): 3 clusters Score: Raw -3579318.303108 + Penalty 2025.365948 = -3577292.937160 nChanged 20 SP:Iteration 153Q (5785.490416 sec): 3 clusters Score: Raw -3579319.186983 + Penalty 2025.365948 = -3577293.821036 nChanged 14 SP:Iteration 154Q (5785.550016 sec): 3 clusters Score: Raw -3579319.716979 + Penalty 2025.365948 = -3577294.351031 nChanged 13 SP:Iteration 155Q (5785.609478 sec): 3 clusters Score: Raw -3579320.277033 + Penalty 2025.365948 = -3577294.911086 nChanged 8 SP:Iteration 156Q (5785.669103 sec): 3 clusters Score: Raw -3579320.498081 + Penalty 2025.365948 = -3577295.132133 nChanged 7 SP:Iteration 157Q (5785.728665 sec): 3 clusters Score: Raw -3579320.666116 + Penalty 2025.365948 = -3577295.300168 nChanged 3 SP:Iteration 158Q (5785.788157 sec): 3 clusters Score: Raw -3579320.730213 + Penalty 2025.365948 = -3577295.364265 nChanged 4 SP:Iteration 159Q (5785.847685 sec): 3 clusters Score: Raw -3579320.881289 + Penalty 2025.365948 = -3577295.515342 nChanged 5 SP:Iteration 160F (5785.910474 sec): 3 clusters Score: Raw -3579321.126719 + Penalty 2025.365948 = -3577295.760772 nChanged 6 SP:Iteration 161Q (5785.971122 sec): 3 clusters Score: Raw -3579321.456185 + Penalty 2025.365948 = -3577296.090237 nChanged 8 SP:Iteration 162Q (5786.030764 sec): 3 clusters Score: Raw -3579321.758927 + Penalty 2025.365948 = -3577296.392979 nChanged 6 SP:Iteration 163Q (5786.089195 sec): 3 clusters Score: Raw -3579322.061824 + Penalty 2025.365948 = -3577296.695876 nChanged 5 SP:Iteration 164Q (5786.152444 sec): 3 clusters Score: Raw -3579322.267687 + Penalty 2025.365948 = -3577296.901739 nChanged 9 SP:Iteration 165Q (5786.211451 sec): 3 clusters Score: Raw -3579322.668391 + Penalty 2025.365948 = -3577297.302444 nChanged 4 SP:Iteration 166Q (5786.271146 sec): 3 clusters Score: Raw -3579322.762863 + Penalty 2025.365948 = -3577297.396915 nChanged 3 SP:Iteration 167Q (5786.330496 sec): 3 clusters Score: Raw -3579322.816221 + Penalty 2025.365948 = -3577297.450273 nChanged 1 SP:Iteration 168Q (5786.390026 sec): 3 clusters Score: Raw -3579322.832391 + Penalty 2025.365948 = -3577297.466443 nChanged 0 SP:Iteration 169F (5786.453397 sec): 3 clusters Score: Raw -3579322.832391 + Penalty 2025.365948 = -3577297.466443 nChanged 0 Trying to split cluster 2 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5786.460631 sec): 2 clusters Score: Raw -24713.972430 + Penalty 554.860957 = -24159.111473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5786.462670 sec): 3 clusters Score: Raw -24699.877349 + Penalty 1109.721915 = -23590.155434 nChanged 105 SP:Iteration 1F (5786.464480 sec): 3 clusters Score: Raw -24850.142503 + Penalty 1109.721915 = -23740.420588 nChanged 32 SP:Iteration 2F (5786.466282 sec): 3 clusters Score: Raw -24888.834844 + Penalty 1109.721915 = -23779.112929 nChanged 16 SP:Iteration 3Q (5786.468055 sec): 3 clusters Score: Raw -24905.726332 + Penalty 1109.721915 = -23796.004417 nChanged 5 SP:Iteration 4Q (5786.469895 sec): 3 clusters Score: Raw -24910.561677 + Penalty 1109.721915 = -23800.839762 nChanged 3 SP:Iteration 5Q (5786.471653 sec): 3 clusters Score: Raw -24911.953239 + Penalty 1109.721915 = -23802.231324 nChanged 1 SP:Iteration 6Q (5786.473420 sec): 3 clusters Score: Raw -24912.657825 + Penalty 1109.721915 = -23802.935910 nChanged 2 SP:Iteration 7Q (5786.475177 sec): 3 clusters Score: Raw -24913.042533 + Penalty 1109.721915 = -23803.320618 nChanged 0 SP:Iteration 8F (5786.476953 sec): 3 clusters Score: Raw -24913.042533 + Penalty 1109.721915 = -23803.320618 nChanged 0 Trying to split cluster 3 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5786.487625 sec): 2 clusters Score: Raw -60226.385139 + Penalty 641.132157 = -59585.252982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5786.491535 sec): 3 clusters Score: Raw -59944.021750 + Penalty 1282.264314 = -58661.757436 nChanged 278 SP:Iteration 1F (5786.495212 sec): 3 clusters Score: Raw -60236.139022 + Penalty 1282.264314 = -58953.874708 nChanged 95 SP:Iteration 2F (5786.498862 sec): 3 clusters Score: Raw -60381.821738 + Penalty 1282.264314 = -59099.557424 nChanged 68 SP:Iteration 3F (5786.502528 sec): 3 clusters Score: Raw -60516.464242 + Penalty 1282.264314 = -59234.199928 nChanged 58 SP:Iteration 4F (5786.506200 sec): 3 clusters Score: Raw -60627.844068 + Penalty 1282.264314 = -59345.579754 nChanged 40 SP:Iteration 5Q (5786.509804 sec): 3 clusters Score: Raw -60705.444508 + Penalty 1282.264314 = -59423.180194 nChanged 29 SP:Iteration 6Q (5786.513397 sec): 3 clusters Score: Raw -60752.053594 + Penalty 1282.264314 = -59469.789280 nChanged 17 SP:Iteration 7Q (5786.516958 sec): 3 clusters Score: Raw -60766.789305 + Penalty 1282.264314 = -59484.524991 nChanged 10 SP:Iteration 8Q (5786.520497 sec): 3 clusters Score: Raw -60776.440677 + Penalty 1282.264314 = -59494.176363 nChanged 6 SP:Iteration 9Q (5786.524033 sec): 3 clusters Score: Raw -60782.204681 + Penalty 1282.264314 = -59499.940367 nChanged 7 SP:Iteration 10Q (5786.527579 sec): 3 clusters Score: Raw -60788.713238 + Penalty 1282.264314 = -59506.448924 nChanged 5 SP:Iteration 11Q (5786.531115 sec): 3 clusters Score: Raw -60795.367991 + Penalty 1282.264314 = -59513.103677 nChanged 4 SP:Iteration 12Q (5786.534674 sec): 3 clusters Score: Raw -60798.131147 + Penalty 1282.264314 = -59515.866833 nChanged 3 SP:Iteration 13Q (5786.538222 sec): 3 clusters Score: Raw -60799.688157 + Penalty 1282.264314 = -59517.423843 nChanged 3 SP:Iteration 14Q (5786.541759 sec): 3 clusters Score: Raw -60801.011623 + Penalty 1282.264314 = -59518.747309 nChanged 0 SP:Iteration 15F (5786.545363 sec): 3 clusters Score: Raw -60801.011623 + Penalty 1282.264314 = -59518.747309 nChanged 0 Trying to split cluster 4 (3134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5786.561744 sec): 2 clusters Score: Raw -283115.381274 + Penalty 764.756215 = -282350.625059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5786.574296 sec): 3 clusters Score: Raw -281524.094459 + Penalty 1529.512430 = -279994.582029 nChanged 1294 SP:Iteration 1F (5786.585944 sec): 3 clusters Score: Raw -282297.531025 + Penalty 1529.512430 = -280768.018595 nChanged 255 SP:Iteration 2F (5786.597587 sec): 3 clusters Score: Raw -282505.382482 + Penalty 1529.512430 = -280975.870052 nChanged 208 SP:Iteration 3F (5786.609232 sec): 3 clusters Score: Raw -282664.644259 + Penalty 1529.512430 = -281135.131828 nChanged 172 SP:Iteration 4F (5786.620875 sec): 3 clusters Score: Raw -282794.706115 + Penalty 1529.512430 = -281265.193684 nChanged 162 SP:Iteration 5F (5786.632414 sec): 3 clusters Score: Raw -282929.963970 + Penalty 1529.512430 = -281400.451540 nChanged 173 SP:Iteration 6F (5786.644016 sec): 3 clusters Score: Raw -283055.665348 + Penalty 1529.512430 = -281526.152917 nChanged 120 SP:Iteration 7Q (5786.655607 sec): 3 clusters Score: Raw -283144.282123 + Penalty 1529.512430 = -281614.769693 nChanged 78 SP:Iteration 8Q (5786.667216 sec): 3 clusters Score: Raw -283196.726129 + Penalty 1529.512430 = -281667.213698 nChanged 64 SP:Iteration 9Q (5786.678792 sec): 3 clusters Score: Raw -283237.680359 + Penalty 1529.512430 = -281708.167929 nChanged 57 SP:Iteration 10Q (5786.690367 sec): 3 clusters Score: Raw -283276.492950 + Penalty 1529.512430 = -281746.980519 nChanged 49 SP:Iteration 11Q (5786.701774 sec): 3 clusters Score: Raw -283300.262673 + Penalty 1529.512430 = -281770.750243 nChanged 31 SP:Iteration 12Q (5786.713277 sec): 3 clusters Score: Raw -283315.776782 + Penalty 1529.512430 = -281786.264351 nChanged 23 SP:Iteration 13Q (5786.724763 sec): 3 clusters Score: Raw -283327.263158 + Penalty 1529.512430 = -281797.750727 nChanged 20 SP:Iteration 14Q (5786.736225 sec): 3 clusters Score: Raw -283334.501061 + Penalty 1529.512430 = -281804.988631 nChanged 11 SP:Iteration 15Q (5786.747651 sec): 3 clusters Score: Raw -283337.787197 + Penalty 1529.512430 = -281808.274767 nChanged 11 SP:Iteration 16Q (5786.759106 sec): 3 clusters Score: Raw -283341.879707 + Penalty 1529.512430 = -281812.367277 nChanged 12 SP:Iteration 17Q (5786.770515 sec): 3 clusters Score: Raw -283346.634525 + Penalty 1529.512430 = -281817.122095 nChanged 9 SP:Iteration 18Q (5786.781922 sec): 3 clusters Score: Raw -283349.895981 + Penalty 1529.512430 = -281820.383551 nChanged 8 SP:Iteration 19Q (5786.793342 sec): 3 clusters Score: Raw -283352.214948 + Penalty 1529.512430 = -281822.702517 nChanged 6 SP:Iteration 20F (5786.804996 sec): 3 clusters Score: Raw -283354.825280 + Penalty 1529.512430 = -281825.312850 nChanged 10 SP:Iteration 21Q (5786.816426 sec): 3 clusters Score: Raw -283358.218901 + Penalty 1529.512430 = -281828.706471 nChanged 7 SP:Iteration 22Q (5786.827856 sec): 3 clusters Score: Raw -283359.649069 + Penalty 1529.512430 = -281830.136639 nChanged 4 SP:Iteration 23Q (5786.839161 sec): 3 clusters Score: Raw -283360.554006 + Penalty 1529.512430 = -281831.041575 nChanged 2 SP:Iteration 24Q (5786.850562 sec): 3 clusters Score: Raw -283360.849432 + Penalty 1529.512430 = -281831.337002 nChanged 0 SP:Iteration 25F (5786.862089 sec): 3 clusters Score: Raw -283360.849432 + Penalty 1529.512430 = -281831.337002 nChanged 0 Trying to split cluster 5 (16818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5786.891107 sec): 2 clusters Score: Raw -1340362.510634 + Penalty 924.369477 = -1339438.141157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5786.925300 sec): 3 clusters Score: Raw -1329959.887698 + Penalty 1848.738954 = -1328111.148745 nChanged 7772 SP:Iteration 1F (5786.958052 sec): 3 clusters Score: Raw -1334582.054688 + Penalty 1848.738954 = -1332733.315734 nChanged 952 SP:Iteration 2F (5786.990981 sec): 3 clusters Score: Raw -1335035.905224 + Penalty 1848.738954 = -1333187.166270 nChanged 1005 SP:Iteration 3F (5787.023519 sec): 3 clusters Score: Raw -1335574.239174 + Penalty 1848.738954 = -1333725.500220 nChanged 1008 SP:Iteration 4F (5787.056622 sec): 3 clusters Score: Raw -1336173.329173 + Penalty 1848.738954 = -1334324.590219 nChanged 993 SP:Iteration 5F (5787.089355 sec): 3 clusters Score: Raw -1336761.854177 + Penalty 1848.738954 = -1334913.115224 nChanged 919 SP:Iteration 6F (5787.122020 sec): 3 clusters Score: Raw -1337334.791564 + Penalty 1848.738954 = -1335486.052611 nChanged 818 SP:Iteration 7Q (5787.155336 sec): 3 clusters Score: Raw -1337810.801217 + Penalty 1848.738954 = -1335962.062263 nChanged 690 SP:Iteration 8Q (5787.188395 sec): 3 clusters Score: Raw -1338164.153157 + Penalty 1848.738954 = -1336315.414203 nChanged 502 SP:Iteration 9Q (5787.221186 sec): 3 clusters Score: Raw -1338378.046826 + Penalty 1848.738954 = -1336529.307872 nChanged 416 SP:Iteration 10Q (5787.253623 sec): 3 clusters Score: Raw -1338557.869289 + Penalty 1848.738954 = -1336709.130336 nChanged 375 SP:Iteration 11Q (5787.285967 sec): 3 clusters Score: Raw -1338705.606281 + Penalty 1848.738954 = -1336856.867327 nChanged 308 SP:Iteration 12Q (5787.318045 sec): 3 clusters Score: Raw -1338823.235867 + Penalty 1848.738954 = -1336974.496913 nChanged 256 SP:Iteration 13Q (5787.350081 sec): 3 clusters Score: Raw -1338912.273558 + Penalty 1848.738954 = -1337063.534604 nChanged 241 SP:Iteration 14Q (5787.381905 sec): 3 clusters Score: Raw -1338985.783789 + Penalty 1848.738954 = -1337137.044835 nChanged 196 SP:Iteration 15Q (5787.413732 sec): 3 clusters Score: Raw -1339042.473172 + Penalty 1848.738954 = -1337193.734218 nChanged 202 SP:Iteration 16Q (5787.445281 sec): 3 clusters Score: Raw -1339098.858375 + Penalty 1848.738954 = -1337250.119421 nChanged 194 SP:Iteration 17Q (5787.477030 sec): 3 clusters Score: Raw -1339154.857485 + Penalty 1848.738954 = -1337306.118531 nChanged 192 SP:Iteration 18Q (5787.508520 sec): 3 clusters Score: Raw -1339210.391216 + Penalty 1848.738954 = -1337361.652263 nChanged 197 SP:Iteration 19Q (5787.539928 sec): 3 clusters Score: Raw -1339268.186965 + Penalty 1848.738954 = -1337419.448011 nChanged 187 SP:Iteration 20F (5787.572716 sec): 3 clusters Score: Raw -1339320.866459 + Penalty 1848.738954 = -1337472.127505 nChanged 174 SP:Iteration 21Q (5787.604000 sec): 3 clusters Score: Raw -1339374.114318 + Penalty 1848.738954 = -1337525.375364 nChanged 199 SP:Iteration 22Q (5787.635031 sec): 3 clusters Score: Raw -1339438.750599 + Penalty 1848.738954 = -1337590.011645 nChanged 189 SP:Iteration 23Q (5787.666170 sec): 3 clusters Score: Raw -1339499.691542 + Penalty 1848.738954 = -1337650.952588 nChanged 194 SP:Iteration 24Q (5787.697153 sec): 3 clusters Score: Raw -1339568.026497 + Penalty 1848.738954 = -1337719.287544 nChanged 192 SP:Iteration 25Q (5787.727831 sec): 3 clusters Score: Raw -1339639.473423 + Penalty 1848.738954 = -1337790.734469 nChanged 188 SP:Iteration 26Q (5787.758421 sec): 3 clusters Score: Raw -1339707.174679 + Penalty 1848.738954 = -1337858.435725 nChanged 195 SP:Iteration 27Q (5787.788677 sec): 3 clusters Score: Raw -1339780.300077 + Penalty 1848.738954 = -1337931.561123 nChanged 177 SP:Iteration 28Q (5787.818800 sec): 3 clusters Score: Raw -1339849.228223 + Penalty 1848.738954 = -1338000.489269 nChanged 177 SP:Iteration 29Q (5787.848935 sec): 3 clusters Score: Raw -1339916.048248 + Penalty 1848.738954 = -1338067.309294 nChanged 164 SP:Iteration 30Q (5787.878936 sec): 3 clusters Score: Raw -1339978.999698 + Penalty 1848.738954 = -1338130.260744 nChanged 166 SP:Iteration 31Q (5787.908968 sec): 3 clusters Score: Raw -1340044.967145 + Penalty 1848.738954 = -1338196.228191 nChanged 158 SP:Iteration 32Q (5787.938885 sec): 3 clusters Score: Raw -1340101.135315 + Penalty 1848.738954 = -1338252.396361 nChanged 151 SP:Iteration 33Q (5787.968484 sec): 3 clusters Score: Raw -1340161.647762 + Penalty 1848.738954 = -1338312.908808 nChanged 126 SP:Iteration 34Q (5787.997944 sec): 3 clusters Score: Raw -1340216.213469 + Penalty 1848.738954 = -1338367.474516 nChanged 130 SP:Iteration 35Q (5788.027272 sec): 3 clusters Score: Raw -1340286.592951 + Penalty 1848.738954 = -1338437.853997 nChanged 121 SP:Iteration 36Q (5788.056788 sec): 3 clusters Score: Raw -1340361.004757 + Penalty 1848.738954 = -1338512.265803 nChanged 91 SP:Iteration 37Q (5788.085862 sec): 3 clusters Score: Raw -1340409.312281 + Penalty 1848.738954 = -1338560.573327 nChanged 99 SP:Iteration 38Q (5788.114974 sec): 3 clusters Score: Raw -1340469.849842 + Penalty 1848.738954 = -1338621.110888 nChanged 90 SP:Iteration 39Q (5788.143720 sec): 3 clusters Score: Raw -1340517.924866 + Penalty 1848.738954 = -1338669.185912 nChanged 70 SP:Iteration 40F (5788.176301 sec): 3 clusters Score: Raw -1340560.534454 + Penalty 1848.738954 = -1338711.795500 nChanged 62 SP:Iteration 41Q (5788.205030 sec): 3 clusters Score: Raw -1340589.882521 + Penalty 1848.738954 = -1338741.143567 nChanged 51 SP:Iteration 42Q (5788.233423 sec): 3 clusters Score: Raw -1340615.488564 + Penalty 1848.738954 = -1338766.749610 nChanged 38 SP:Iteration 43Q (5788.261849 sec): 3 clusters Score: Raw -1340644.772952 + Penalty 1848.738954 = -1338796.033998 nChanged 37 SP:Iteration 44Q (5788.290228 sec): 3 clusters Score: Raw -1340678.005461 + Penalty 1848.738954 = -1338829.266507 nChanged 38 SP:Iteration 45Q (5788.318423 sec): 3 clusters Score: Raw -1340705.402795 + Penalty 1848.738954 = -1338856.663841 nChanged 40 SP:Iteration 46Q (5788.346583 sec): 3 clusters Score: Raw -1340737.751334 + Penalty 1848.738954 = -1338889.012380 nChanged 47 SP:Iteration 47Q (5788.374733 sec): 3 clusters Score: Raw -1340765.299406 + Penalty 1848.738954 = -1338916.560452 nChanged 34 SP:Iteration 48Q (5788.403018 sec): 3 clusters Score: Raw -1340788.816754 + Penalty 1848.738954 = -1338940.077800 nChanged 29 SP:Iteration 49Q (5788.430940 sec): 3 clusters Score: Raw -1340803.952130 + Penalty 1848.738954 = -1338955.213176 nChanged 23 SP:Iteration 50Q (5788.458753 sec): 3 clusters Score: Raw -1340813.402660 + Penalty 1848.738954 = -1338964.663706 nChanged 18 SP:Iteration 51Q (5788.486652 sec): 3 clusters Score: Raw -1340823.975834 + Penalty 1848.738954 = -1338975.236880 nChanged 15 SP:Iteration 52Q (5788.514775 sec): 3 clusters Score: Raw -1340829.315303 + Penalty 1848.738954 = -1338980.576349 nChanged 10 SP:Iteration 53Q (5788.542650 sec): 3 clusters Score: Raw -1340833.303909 + Penalty 1848.738954 = -1338984.564955 nChanged 10 SP:Iteration 54Q (5788.570511 sec): 3 clusters Score: Raw -1340836.710379 + Penalty 1848.738954 = -1338987.971425 nChanged 4 SP:Iteration 55Q (5788.598260 sec): 3 clusters Score: Raw -1340839.112996 + Penalty 1848.738954 = -1338990.374042 nChanged 8 SP:Iteration 56Q (5788.626225 sec): 3 clusters Score: Raw -1340842.468251 + Penalty 1848.738954 = -1338993.729297 nChanged 8 SP:Iteration 57Q (5788.654003 sec): 3 clusters Score: Raw -1340848.466958 + Penalty 1848.738954 = -1338999.728004 nChanged 10 SP:Iteration 58Q (5788.681762 sec): 3 clusters Score: Raw -1340852.368737 + Penalty 1848.738954 = -1339003.629783 nChanged 7 SP:Iteration 59Q (5788.709585 sec): 3 clusters Score: Raw -1340854.329053 + Penalty 1848.738954 = -1339005.590099 nChanged 5 SP:Iteration 60F (5788.741980 sec): 3 clusters Score: Raw -1340856.264171 + Penalty 1848.738954 = -1339007.525217 nChanged 1 SP:Iteration 61Q (5788.770016 sec): 3 clusters Score: Raw -1340856.716968 + Penalty 1848.738954 = -1339007.978014 nChanged 3 SP:Iteration 62Q (5788.798001 sec): 3 clusters Score: Raw -1340858.383112 + Penalty 1848.738954 = -1339009.644158 nChanged 4 SP:Iteration 63Q (5788.825965 sec): 3 clusters Score: Raw -1340860.186739 + Penalty 1848.738954 = -1339011.447785 nChanged 3 SP:Iteration 64Q (5788.853692 sec): 3 clusters Score: Raw -1340860.925060 + Penalty 1848.738954 = -1339012.186107 nChanged 0 SP:Iteration 65F (5788.886238 sec): 3 clusters Score: Raw -1340860.925060 + Penalty 1848.738954 = -1339012.186107 nChanged 0 Trying to split cluster 6 (8920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5788.906122 sec): 2 clusters Score: Raw -806941.666249 + Penalty 864.124866 = -806077.541383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5788.931223 sec): 3 clusters Score: Raw -801709.962946 + Penalty 1728.249733 = -799981.713214 nChanged 3958 SP:Iteration 1F (5788.955434 sec): 3 clusters Score: Raw -803827.135230 + Penalty 1728.249733 = -802098.885498 nChanged 471 SP:Iteration 2F (5788.979337 sec): 3 clusters Score: Raw -804003.906358 + Penalty 1728.249733 = -802275.656625 nChanged 428 SP:Iteration 3Q (5789.003775 sec): 3 clusters Score: Raw -804180.764331 + Penalty 1728.249733 = -802452.514598 nChanged 418 SP:Iteration 4Q (5789.028237 sec): 3 clusters Score: Raw -804388.487217 + Penalty 1728.249733 = -802660.237485 nChanged 406 SP:Iteration 5Q (5789.052865 sec): 3 clusters Score: Raw -804624.802351 + Penalty 1728.249733 = -802896.552618 nChanged 431 SP:Iteration 6Q (5789.077263 sec): 3 clusters Score: Raw -804894.091420 + Penalty 1728.249733 = -803165.841687 nChanged 422 SP:Iteration 7Q (5789.101884 sec): 3 clusters Score: Raw -805159.320366 + Penalty 1728.249733 = -803431.070633 nChanged 420 SP:Iteration 8Q (5789.126449 sec): 3 clusters Score: Raw -805427.350917 + Penalty 1728.249733 = -803699.101184 nChanged 417 SP:Iteration 9Q (5789.150836 sec): 3 clusters Score: Raw -805705.157145 + Penalty 1728.249733 = -803976.907412 nChanged 357 SP:Iteration 10Q (5789.174963 sec): 3 clusters Score: Raw -805934.084173 + Penalty 1728.249733 = -804205.834440 nChanged 286 SP:Iteration 11Q (5789.198984 sec): 3 clusters Score: Raw -806108.484913 + Penalty 1728.249733 = -804380.235180 nChanged 246 SP:Iteration 12Q (5789.222598 sec): 3 clusters Score: Raw -806254.890388 + Penalty 1728.249733 = -804526.640655 nChanged 208 SP:Iteration 13Q (5789.246035 sec): 3 clusters Score: Raw -806361.855461 + Penalty 1728.249733 = -804633.605728 nChanged 180 SP:Iteration 14Q (5789.269392 sec): 3 clusters Score: Raw -806449.029657 + Penalty 1728.249733 = -804720.779925 nChanged 145 SP:Iteration 15Q (5789.292672 sec): 3 clusters Score: Raw -806528.771693 + Penalty 1728.249733 = -804800.521960 nChanged 138 SP:Iteration 16Q (5789.315835 sec): 3 clusters Score: Raw -806600.174403 + Penalty 1728.249733 = -804871.924670 nChanged 116 SP:Iteration 17Q (5789.339047 sec): 3 clusters Score: Raw -806653.007527 + Penalty 1728.249733 = -804924.757794 nChanged 89 SP:Iteration 18Q (5789.361921 sec): 3 clusters Score: Raw -806688.881008 + Penalty 1728.249733 = -804960.631275 nChanged 75 SP:Iteration 19Q (5789.384883 sec): 3 clusters Score: Raw -806721.493525 + Penalty 1728.249733 = -804993.243793 nChanged 75 SP:Iteration 20F (5789.408923 sec): 3 clusters Score: Raw -806755.090841 + Penalty 1728.249733 = -805026.841108 nChanged 68 SP:Iteration 21Q (5789.431605 sec): 3 clusters Score: Raw -806786.321143 + Penalty 1728.249733 = -805058.071410 nChanged 68 SP:Iteration 22Q (5789.454475 sec): 3 clusters Score: Raw -806822.944189 + Penalty 1728.249733 = -805094.694456 nChanged 70 SP:Iteration 23Q (5789.477000 sec): 3 clusters Score: Raw -806852.408004 + Penalty 1728.249733 = -805124.158271 nChanged 49 SP:Iteration 24Q (5789.499547 sec): 3 clusters Score: Raw -806876.075163 + Penalty 1728.249733 = -805147.825430 nChanged 41 SP:Iteration 25Q (5789.522217 sec): 3 clusters Score: Raw -806893.949414 + Penalty 1728.249733 = -805165.699681 nChanged 35 SP:Iteration 26Q (5789.544649 sec): 3 clusters Score: Raw -806911.575074 + Penalty 1728.249733 = -805183.325342 nChanged 37 SP:Iteration 27Q (5789.567010 sec): 3 clusters Score: Raw -806927.138710 + Penalty 1728.249733 = -805198.888977 nChanged 31 SP:Iteration 28Q (5789.589421 sec): 3 clusters Score: Raw -806940.477921 + Penalty 1728.249733 = -805212.228188 nChanged 28 SP:Iteration 29Q (5789.611882 sec): 3 clusters Score: Raw -806952.771568 + Penalty 1728.249733 = -805224.521835 nChanged 21 SP:Iteration 30Q (5789.634471 sec): 3 clusters Score: Raw -806966.446728 + Penalty 1728.249733 = -805238.196995 nChanged 22 SP:Iteration 31Q (5789.656806 sec): 3 clusters Score: Raw -806977.423932 + Penalty 1728.249733 = -805249.174199 nChanged 23 SP:Iteration 32Q (5789.679138 sec): 3 clusters Score: Raw -806988.101182 + Penalty 1728.249733 = -805259.851449 nChanged 16 SP:Iteration 33Q (5789.701420 sec): 3 clusters Score: Raw -806996.295859 + Penalty 1728.249733 = -805268.046126 nChanged 12 SP:Iteration 34Q (5789.723759 sec): 3 clusters Score: Raw -807002.661842 + Penalty 1728.249733 = -805274.412109 nChanged 12 SP:Iteration 35Q (5789.745923 sec): 3 clusters Score: Raw -807006.600967 + Penalty 1728.249733 = -805278.351234 nChanged 9 SP:Iteration 36Q (5789.768007 sec): 3 clusters Score: Raw -807009.911722 + Penalty 1728.249733 = -805281.661989 nChanged 7 SP:Iteration 37Q (5789.790352 sec): 3 clusters Score: Raw -807014.541875 + Penalty 1728.249733 = -805286.292143 nChanged 7 SP:Iteration 38Q (5789.812656 sec): 3 clusters Score: Raw -807017.239236 + Penalty 1728.249733 = -805288.989503 nChanged 7 SP:Iteration 39Q (5789.834979 sec): 3 clusters Score: Raw -807018.749571 + Penalty 1728.249733 = -805290.499839 nChanged 3 SP:Iteration 40F (5789.859028 sec): 3 clusters Score: Raw -807019.623779 + Penalty 1728.249733 = -805291.374046 nChanged 5 SP:Iteration 41Q (5789.881144 sec): 3 clusters Score: Raw -807022.089709 + Penalty 1728.249733 = -805293.839976 nChanged 7 SP:Iteration 42Q (5789.903334 sec): 3 clusters Score: Raw -807026.186521 + Penalty 1728.249733 = -805297.936788 nChanged 6 SP:Iteration 43Q (5789.925509 sec): 3 clusters Score: Raw -807028.856149 + Penalty 1728.249733 = -805300.606416 nChanged 7 SP:Iteration 44Q (5789.947681 sec): 3 clusters Score: Raw -807031.201643 + Penalty 1728.249733 = -805302.951910 nChanged 4 SP:Iteration 45Q (5789.969987 sec): 3 clusters Score: Raw -807032.912867 + Penalty 1728.249733 = -805304.663134 nChanged 6 SP:Iteration 46Q (5789.992221 sec): 3 clusters Score: Raw -807034.653694 + Penalty 1728.249733 = -805306.403961 nChanged 4 SP:Iteration 47Q (5790.014468 sec): 3 clusters Score: Raw -807036.401231 + Penalty 1728.249733 = -805308.151498 nChanged 6 SP:Iteration 48Q (5790.036730 sec): 3 clusters Score: Raw -807039.206812 + Penalty 1728.249733 = -805310.957079 nChanged 10 SP:Iteration 49Q (5790.058822 sec): 3 clusters Score: Raw -807044.025801 + Penalty 1728.249733 = -805315.776068 nChanged 9 SP:Iteration 50Q (5790.080977 sec): 3 clusters Score: Raw -807047.527079 + Penalty 1728.249733 = -805319.277347 nChanged 6 SP:Iteration 51Q (5790.103144 sec): 3 clusters Score: Raw -807049.300782 + Penalty 1728.249733 = -805321.051050 nChanged 4 SP:Iteration 52Q (5790.125355 sec): 3 clusters Score: Raw -807050.413441 + Penalty 1728.249733 = -805322.163708 nChanged 3 SP:Iteration 53Q (5790.147538 sec): 3 clusters Score: Raw -807052.149649 + Penalty 1728.249733 = -805323.899916 nChanged 6 SP:Iteration 54Q (5790.169910 sec): 3 clusters Score: Raw -807056.599059 + Penalty 1728.249733 = -805328.349326 nChanged 13 SP:Iteration 55Q (5790.192049 sec): 3 clusters Score: Raw -807063.492849 + Penalty 1728.249733 = -805335.243117 nChanged 5 SP:Iteration 56Q (5790.214303 sec): 3 clusters Score: Raw -807065.299103 + Penalty 1728.249733 = -805337.049370 nChanged 6 SP:Iteration 57Q (5790.236429 sec): 3 clusters Score: Raw -807067.291992 + Penalty 1728.249733 = -805339.042259 nChanged 2 SP:Iteration 58Q (5790.258857 sec): 3 clusters Score: Raw -807067.576676 + Penalty 1728.249733 = -805339.326943 nChanged 0 SP:Iteration 59F (5790.282852 sec): 3 clusters Score: Raw -807067.576676 + Penalty 1728.249733 = -805339.326943 nChanged 0 Trying to split cluster 7 (68659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5790.361748 sec): 2 clusters Score: Raw -5992639.689216 + Penalty 1058.006213 = -5991581.683003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5790.456572 sec): 3 clusters Score: Raw -5947676.433773 + Penalty 2116.012425 = -5945560.421347 nChanged 33110 SP:Iteration 1F (5790.548382 sec): 3 clusters Score: Raw -5968166.131454 + Penalty 2116.012425 = -5966050.119029 nChanged 3871 SP:Iteration 2F (5790.640071 sec): 3 clusters Score: Raw -5970018.376734 + Penalty 2116.012425 = -5967902.364309 nChanged 4604 SP:Iteration 3F (5790.731678 sec): 3 clusters Score: Raw -5972830.172258 + Penalty 2116.012425 = -5970714.159833 nChanged 5095 SP:Iteration 4F (5790.823006 sec): 3 clusters Score: Raw -5976514.328337 + Penalty 2116.012425 = -5974398.315912 nChanged 5060 SP:Iteration 5F (5790.914622 sec): 3 clusters Score: Raw -5980898.719879 + Penalty 2116.012425 = -5978782.707453 nChanged 4214 SP:Iteration 6F (5791.006543 sec): 3 clusters Score: Raw -5984967.260951 + Penalty 2116.012425 = -5982851.248525 nChanged 2848 SP:Iteration 7Q (5791.101566 sec): 3 clusters Score: Raw -5987585.946092 + Penalty 2116.012425 = -5985469.933666 nChanged 1902 SP:Iteration 8Q (5791.193092 sec): 3 clusters Score: Raw -5988800.904841 + Penalty 2116.012425 = -5986684.892415 nChanged 1304 SP:Iteration 9Q (5791.280715 sec): 3 clusters Score: Raw -5989441.907284 + Penalty 2116.012425 = -5987325.894859 nChanged 1046 SP:Iteration 10Q (5791.366754 sec): 3 clusters Score: Raw -5989923.168342 + Penalty 2116.012425 = -5987807.155916 nChanged 943 SP:Iteration 11Q (5791.451641 sec): 3 clusters Score: Raw -5990345.238725 + Penalty 2116.012425 = -5988229.226300 nChanged 831 SP:Iteration 12Q (5791.535085 sec): 3 clusters Score: Raw -5990712.446552 + Penalty 2116.012425 = -5988596.434127 nChanged 750 SP:Iteration 13Q (5791.617450 sec): 3 clusters Score: Raw -5991035.585136 + Penalty 2116.012425 = -5988919.572711 nChanged 640 SP:Iteration 14Q (5791.699137 sec): 3 clusters Score: Raw -5991309.164561 + Penalty 2116.012425 = -5989193.152136 nChanged 587 SP:Iteration 15Q (5791.779965 sec): 3 clusters Score: Raw -5991550.628244 + Penalty 2116.012425 = -5989434.615819 nChanged 487 SP:Iteration 16Q (5791.860351 sec): 3 clusters Score: Raw -5991736.288988 + Penalty 2116.012425 = -5989620.276562 nChanged 419 SP:Iteration 17Q (5791.940203 sec): 3 clusters Score: Raw -5991897.750370 + Penalty 2116.012425 = -5989781.737945 nChanged 391 SP:Iteration 18Q (5792.019329 sec): 3 clusters Score: Raw -5992058.547392 + Penalty 2116.012425 = -5989942.534967 nChanged 343 SP:Iteration 19Q (5792.098062 sec): 3 clusters Score: Raw -5992203.955842 + Penalty 2116.012425 = -5990087.943416 nChanged 332 SP:Iteration 20F (5792.189163 sec): 3 clusters Score: Raw -5992340.170533 + Penalty 2116.012425 = -5990224.158107 nChanged 253 SP:Iteration 21Q (5792.267412 sec): 3 clusters Score: Raw -5992442.644762 + Penalty 2116.012425 = -5990326.632337 nChanged 214 SP:Iteration 22Q (5792.344571 sec): 3 clusters Score: Raw -5992529.228999 + Penalty 2116.012425 = -5990413.216573 nChanged 196 SP:Iteration 23Q (5792.421252 sec): 3 clusters Score: Raw -5992599.838661 + Penalty 2116.012425 = -5990483.826236 nChanged 138 SP:Iteration 24Q (5792.497905 sec): 3 clusters Score: Raw -5992646.665602 + Penalty 2116.012425 = -5990530.653177 nChanged 126 SP:Iteration 25Q (5792.574363 sec): 3 clusters Score: Raw -5992694.222968 + Penalty 2116.012425 = -5990578.210542 nChanged 122 SP:Iteration 26Q (5792.650522 sec): 3 clusters Score: Raw -5992731.857910 + Penalty 2116.012425 = -5990615.845485 nChanged 93 SP:Iteration 27Q (5792.726518 sec): 3 clusters Score: Raw -5992761.317496 + Penalty 2116.012425 = -5990645.305071 nChanged 78 SP:Iteration 28Q (5792.802458 sec): 3 clusters Score: Raw -5992783.836834 + Penalty 2116.012425 = -5990667.824408 nChanged 69 SP:Iteration 29Q (5792.878567 sec): 3 clusters Score: Raw -5992803.875104 + Penalty 2116.012425 = -5990687.862679 nChanged 48 SP:Iteration 30Q (5792.954514 sec): 3 clusters Score: Raw -5992816.807943 + Penalty 2116.012425 = -5990700.795517 nChanged 38 SP:Iteration 31Q (5793.030384 sec): 3 clusters Score: Raw -5992828.678082 + Penalty 2116.012425 = -5990712.665656 nChanged 37 SP:Iteration 32Q (5793.106214 sec): 3 clusters Score: Raw -5992839.330327 + Penalty 2116.012425 = -5990723.317901 nChanged 38 SP:Iteration 33Q (5793.181949 sec): 3 clusters Score: Raw -5992851.918854 + Penalty 2116.012425 = -5990735.906428 nChanged 39 SP:Iteration 34Q (5793.257913 sec): 3 clusters Score: Raw -5992863.317118 + Penalty 2116.012425 = -5990747.304693 nChanged 42 SP:Iteration 35Q (5793.333621 sec): 3 clusters Score: Raw -5992873.612316 + Penalty 2116.012425 = -5990757.599891 nChanged 27 SP:Iteration 36Q (5793.409257 sec): 3 clusters Score: Raw -5992879.745719 + Penalty 2116.012425 = -5990763.733294 nChanged 19 SP:Iteration 37Q (5793.485040 sec): 3 clusters Score: Raw -5992884.770441 + Penalty 2116.012425 = -5990768.758016 nChanged 20 SP:Iteration 38Q (5793.560544 sec): 3 clusters Score: Raw -5992890.950668 + Penalty 2116.012425 = -5990774.938242 nChanged 20 SP:Iteration 39Q (5793.635987 sec): 3 clusters Score: Raw -5992897.528457 + Penalty 2116.012425 = -5990781.516032 nChanged 21 SP:Iteration 40F (5793.726301 sec): 3 clusters Score: Raw -5992904.203024 + Penalty 2116.012425 = -5990788.190599 nChanged 16 SP:Iteration 41Q (5793.801708 sec): 3 clusters Score: Raw -5992907.484239 + Penalty 2116.012425 = -5990791.471813 nChanged 15 SP:Iteration 42Q (5793.877150 sec): 3 clusters Score: Raw -5992910.717587 + Penalty 2116.012425 = -5990794.705162 nChanged 8 SP:Iteration 43Q (5793.952916 sec): 3 clusters Score: Raw -5992913.280080 + Penalty 2116.012425 = -5990797.267654 nChanged 11 SP:Iteration 44Q (5794.028321 sec): 3 clusters Score: Raw -5992915.322355 + Penalty 2116.012425 = -5990799.309929 nChanged 5 SP:Iteration 45Q (5794.103957 sec): 3 clusters Score: Raw -5992916.338420 + Penalty 2116.012425 = -5990800.325995 nChanged 5 SP:Iteration 46Q (5794.179496 sec): 3 clusters Score: Raw -5992917.838455 + Penalty 2116.012425 = -5990801.826030 nChanged 3 SP:Iteration 47Q (5794.254993 sec): 3 clusters Score: Raw -5992918.873753 + Penalty 2116.012425 = -5990802.861328 nChanged 4 SP:Iteration 48Q (5794.330357 sec): 3 clusters Score: Raw -5992919.493229 + Penalty 2116.012425 = -5990803.480803 nChanged 2 SP:Iteration 49Q (5794.405926 sec): 3 clusters Score: Raw -5992919.752951 + Penalty 2116.012425 = -5990803.740526 nChanged 1 SP:Iteration 50Q (5794.481091 sec): 3 clusters Score: Raw -5992920.220651 + Penalty 2116.012425 = -5990804.208226 nChanged 1 SP:Iteration 51Q (5794.556444 sec): 3 clusters Score: Raw -5992920.478119 + Penalty 2116.012425 = -5990804.465694 nChanged 2 SP:Iteration 52Q (5794.632359 sec): 3 clusters Score: Raw -5992920.884598 + Penalty 2116.012425 = -5990804.872172 nChanged 1 SP:Iteration 53Q (5794.708839 sec): 3 clusters Score: Raw -5992920.976647 + Penalty 2116.012425 = -5990804.964222 nChanged 1 SP:Iteration 54Q (5794.784285 sec): 3 clusters Score: Raw -5992921.229873 + Penalty 2116.012425 = -5990805.217448 nChanged 2 SP:Iteration 55Q (5794.859697 sec): 3 clusters Score: Raw -5992921.617749 + Penalty 2116.012425 = -5990805.605324 nChanged 2 SP:Iteration 56Q (5794.935431 sec): 3 clusters Score: Raw -5992922.281631 + Penalty 2116.012425 = -5990806.269206 nChanged 5 SP:Iteration 57Q (5795.011091 sec): 3 clusters Score: Raw -5992923.154036 + Penalty 2116.012425 = -5990807.141611 nChanged 3 SP:Iteration 58Q (5795.086548 sec): 3 clusters Score: Raw -5992923.842491 + Penalty 2116.012425 = -5990807.830066 nChanged 4 SP:Iteration 59Q (5795.162042 sec): 3 clusters Score: Raw -5992924.255182 + Penalty 2116.012425 = -5990808.242756 nChanged 2 SP:Iteration 60F (5795.252775 sec): 3 clusters Score: Raw -5992924.696887 + Penalty 2116.012425 = -5990808.684461 nChanged 0 Trying to split cluster 8 (2089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5795.259544 sec): 2 clusters Score: Raw -184251.305403 + Penalty 726.221872 = -183525.083531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5795.268201 sec): 3 clusters Score: Raw -183217.680667 + Penalty 1452.443745 = -181765.236922 nChanged 813 SP:Iteration 1F (5795.276139 sec): 3 clusters Score: Raw -183689.663169 + Penalty 1452.443745 = -182237.219424 nChanged 170 SP:Iteration 2F (5795.283973 sec): 3 clusters Score: Raw -183791.864463 + Penalty 1452.443745 = -182339.420718 nChanged 122 SP:Iteration 3F (5795.291783 sec): 3 clusters Score: Raw -183859.973384 + Penalty 1452.443745 = -182407.529639 nChanged 90 SP:Iteration 4Q (5795.299750 sec): 3 clusters Score: Raw -183909.092625 + Penalty 1452.443745 = -182456.648880 nChanged 79 SP:Iteration 5Q (5795.307672 sec): 3 clusters Score: Raw -183965.410727 + Penalty 1452.443745 = -182512.966983 nChanged 89 SP:Iteration 6Q (5795.315594 sec): 3 clusters Score: Raw -184030.385160 + Penalty 1452.443745 = -182577.941415 nChanged 103 SP:Iteration 7Q (5795.323443 sec): 3 clusters Score: Raw -184115.258869 + Penalty 1452.443745 = -182662.815124 nChanged 97 SP:Iteration 8Q (5795.331253 sec): 3 clusters Score: Raw -184207.157953 + Penalty 1452.443745 = -182754.714208 nChanged 91 SP:Iteration 9Q (5795.339042 sec): 3 clusters Score: Raw -184296.649377 + Penalty 1452.443745 = -182844.205632 nChanged 71 SP:Iteration 10Q (5795.346895 sec): 3 clusters Score: Raw -184368.964411 + Penalty 1452.443745 = -182916.520666 nChanged 77 SP:Iteration 11Q (5795.354664 sec): 3 clusters Score: Raw -184428.048855 + Penalty 1452.443745 = -182975.605110 nChanged 59 SP:Iteration 12Q (5795.362487 sec): 3 clusters Score: Raw -184467.544968 + Penalty 1452.443745 = -183015.101223 nChanged 39 SP:Iteration 13Q (5795.370272 sec): 3 clusters Score: Raw -184488.551395 + Penalty 1452.443745 = -183036.107651 nChanged 36 SP:Iteration 14Q (5795.377971 sec): 3 clusters Score: Raw -184501.614638 + Penalty 1452.443745 = -183049.170894 nChanged 18 SP:Iteration 15Q (5795.385756 sec): 3 clusters Score: Raw -184508.356805 + Penalty 1452.443745 = -183055.913060 nChanged 13 SP:Iteration 16Q (5795.393450 sec): 3 clusters Score: Raw -184512.683595 + Penalty 1452.443745 = -183060.239850 nChanged 9 SP:Iteration 17Q (5795.401197 sec): 3 clusters Score: Raw -184517.672645 + Penalty 1452.443745 = -183065.228900 nChanged 10 SP:Iteration 18Q (5795.408951 sec): 3 clusters Score: Raw -184523.800045 + Penalty 1452.443745 = -183071.356301 nChanged 15 SP:Iteration 19Q (5795.416722 sec): 3 clusters Score: Raw -184532.947535 + Penalty 1452.443745 = -183080.503790 nChanged 17 SP:Iteration 20F (5795.424503 sec): 3 clusters Score: Raw -184540.796085 + Penalty 1452.443745 = -183088.352340 nChanged 17 SP:Iteration 21Q (5795.432187 sec): 3 clusters Score: Raw -184548.470130 + Penalty 1452.443745 = -183096.026385 nChanged 13 SP:Iteration 22Q (5795.439934 sec): 3 clusters Score: Raw -184553.530140 + Penalty 1452.443745 = -183101.086395 nChanged 9 SP:Iteration 23Q (5795.447683 sec): 3 clusters Score: Raw -184556.143163 + Penalty 1452.443745 = -183103.699419 nChanged 9 SP:Iteration 24Q (5795.455457 sec): 3 clusters Score: Raw -184559.663740 + Penalty 1452.443745 = -183107.219996 nChanged 11 SP:Iteration 25Q (5795.463135 sec): 3 clusters Score: Raw -184563.387881 + Penalty 1452.443745 = -183110.944137 nChanged 8 SP:Iteration 26Q (5795.470890 sec): 3 clusters Score: Raw -184565.928060 + Penalty 1452.443745 = -183113.484315 nChanged 4 SP:Iteration 27Q (5795.478638 sec): 3 clusters Score: Raw -184567.581560 + Penalty 1452.443745 = -183115.137816 nChanged 6 SP:Iteration 28Q (5795.486413 sec): 3 clusters Score: Raw -184570.021336 + Penalty 1452.443745 = -183117.577592 nChanged 8 SP:Iteration 29Q (5795.494162 sec): 3 clusters Score: Raw -184572.200131 + Penalty 1452.443745 = -183119.756386 nChanged 5 SP:Iteration 30Q (5795.501828 sec): 3 clusters Score: Raw -184573.349094 + Penalty 1452.443745 = -183120.905350 nChanged 3 SP:Iteration 31Q (5795.509561 sec): 3 clusters Score: Raw -184574.019936 + Penalty 1452.443745 = -183121.576191 nChanged 2 SP:Iteration 32Q (5795.517315 sec): 3 clusters Score: Raw -184574.498476 + Penalty 1452.443745 = -183122.054731 nChanged 0 SP:Iteration 33F (5795.525170 sec): 3 clusters Score: Raw -184574.498476 + Penalty 1452.443745 = -183122.054731 nChanged 0 Trying to split cluster 9 (6105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5795.543922 sec): 2 clusters Score: Raw -546949.994942 + Penalty 828.102022 = -546121.892920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5795.564380 sec): 3 clusters Score: Raw -543488.281466 + Penalty 1656.204043 = -541832.077423 nChanged 2664 SP:Iteration 1F (5795.584445 sec): 3 clusters Score: Raw -545291.221366 + Penalty 1656.204043 = -543635.017322 nChanged 477 SP:Iteration 2F (5795.604587 sec): 3 clusters Score: Raw -545611.513163 + Penalty 1656.204043 = -543955.309120 nChanged 403 SP:Iteration 3F (5795.624743 sec): 3 clusters Score: Raw -545890.891672 + Penalty 1656.204043 = -544234.687629 nChanged 401 SP:Iteration 4F (5795.644587 sec): 3 clusters Score: Raw -546167.346081 + Penalty 1656.204043 = -544511.142037 nChanged 339 SP:Iteration 5F (5795.664702 sec): 3 clusters Score: Raw -546440.849424 + Penalty 1656.204043 = -544784.645381 nChanged 308 SP:Iteration 6F (5795.684690 sec): 3 clusters Score: Raw -546678.840564 + Penalty 1656.204043 = -545022.636521 nChanged 222 SP:Iteration 7Q (5795.704690 sec): 3 clusters Score: Raw -546783.744238 + Penalty 1656.204043 = -545127.540195 nChanged 131 SP:Iteration 8Q (5795.724412 sec): 3 clusters Score: Raw -546833.903900 + Penalty 1656.204043 = -545177.699857 nChanged 96 SP:Iteration 9Q (5795.744465 sec): 3 clusters Score: Raw -546862.187556 + Penalty 1656.204043 = -545205.983512 nChanged 56 SP:Iteration 10Q (5795.764231 sec): 3 clusters Score: Raw -546872.515094 + Penalty 1656.204043 = -545216.311050 nChanged 41 SP:Iteration 11Q (5795.783972 sec): 3 clusters Score: Raw -546880.413704 + Penalty 1656.204043 = -545224.209661 nChanged 33 SP:Iteration 12Q (5795.803592 sec): 3 clusters Score: Raw -546886.924053 + Penalty 1656.204043 = -545230.720009 nChanged 35 SP:Iteration 13Q (5795.823479 sec): 3 clusters Score: Raw -546893.242550 + Penalty 1656.204043 = -545237.038507 nChanged 38 SP:Iteration 14Q (5795.843149 sec): 3 clusters Score: Raw -546901.117100 + Penalty 1656.204043 = -545244.913057 nChanged 33 SP:Iteration 15Q (5795.862886 sec): 3 clusters Score: Raw -546909.182775 + Penalty 1656.204043 = -545252.978732 nChanged 29 SP:Iteration 16Q (5795.882797 sec): 3 clusters Score: Raw -546917.853611 + Penalty 1656.204043 = -545261.649567 nChanged 35 SP:Iteration 17Q (5795.902275 sec): 3 clusters Score: Raw -546925.014714 + Penalty 1656.204043 = -545268.810671 nChanged 30 SP:Iteration 18Q (5795.921881 sec): 3 clusters Score: Raw -546930.475530 + Penalty 1656.204043 = -545274.271487 nChanged 26 SP:Iteration 19Q (5795.941346 sec): 3 clusters Score: Raw -546936.946930 + Penalty 1656.204043 = -545280.742887 nChanged 31 SP:Iteration 20F (5795.961010 sec): 3 clusters Score: Raw -546941.695483 + Penalty 1656.204043 = -545285.491439 nChanged 17 SP:Iteration 21Q (5795.980622 sec): 3 clusters Score: Raw -546945.580419 + Penalty 1656.204043 = -545289.376375 nChanged 24 SP:Iteration 22Q (5796.000350 sec): 3 clusters Score: Raw -546950.832152 + Penalty 1656.204043 = -545294.628109 nChanged 23 SP:Iteration 23Q (5796.019962 sec): 3 clusters Score: Raw -546955.483020 + Penalty 1656.204043 = -545299.278977 nChanged 24 SP:Iteration 24Q (5796.039422 sec): 3 clusters Score: Raw -546959.231193 + Penalty 1656.204043 = -545303.027149 nChanged 22 SP:Iteration 25Q (5796.059038 sec): 3 clusters Score: Raw -546963.637965 + Penalty 1656.204043 = -545307.433922 nChanged 25 SP:Iteration 26Q (5796.078532 sec): 3 clusters Score: Raw -546968.257263 + Penalty 1656.204043 = -545312.053220 nChanged 17 SP:Iteration 27Q (5796.098127 sec): 3 clusters Score: Raw -546970.763642 + Penalty 1656.204043 = -545314.559598 nChanged 10 SP:Iteration 28Q (5796.117594 sec): 3 clusters Score: Raw -546972.573055 + Penalty 1656.204043 = -545316.369011 nChanged 12 SP:Iteration 29Q (5796.137132 sec): 3 clusters Score: Raw -546974.521307 + Penalty 1656.204043 = -545318.317263 nChanged 9 SP:Iteration 30Q (5796.156478 sec): 3 clusters Score: Raw -546975.921398 + Penalty 1656.204043 = -545319.717354 nChanged 10 SP:Iteration 31Q (5796.175938 sec): 3 clusters Score: Raw -546977.330135 + Penalty 1656.204043 = -545321.126091 nChanged 10 SP:Iteration 32Q (5796.195372 sec): 3 clusters Score: Raw -546978.970425 + Penalty 1656.204043 = -545322.766381 nChanged 12 SP:Iteration 33Q (5796.214799 sec): 3 clusters Score: Raw -546981.362893 + Penalty 1656.204043 = -545325.158849 nChanged 15 SP:Iteration 34Q (5796.234104 sec): 3 clusters Score: Raw -546983.937447 + Penalty 1656.204043 = -545327.733404 nChanged 18 SP:Iteration 35Q (5796.253307 sec): 3 clusters Score: Raw -546987.539050 + Penalty 1656.204043 = -545331.335006 nChanged 19 SP:Iteration 36Q (5796.272765 sec): 3 clusters Score: Raw -546991.391391 + Penalty 1656.204043 = -545335.187348 nChanged 17 SP:Iteration 37Q (5796.292326 sec): 3 clusters Score: Raw -546994.032644 + Penalty 1656.204043 = -545337.828601 nChanged 17 SP:Iteration 38Q (5796.311655 sec): 3 clusters Score: Raw -546996.755160 + Penalty 1656.204043 = -545340.551117 nChanged 16 SP:Iteration 39Q (5796.331100 sec): 3 clusters Score: Raw -546999.607784 + Penalty 1656.204043 = -545343.403741 nChanged 21 SP:Iteration 40F (5796.351118 sec): 3 clusters Score: Raw -547003.145543 + Penalty 1656.204043 = -545346.941499 nChanged 13 SP:Iteration 41Q (5796.370617 sec): 3 clusters Score: Raw -547004.923057 + Penalty 1656.204043 = -545348.719013 nChanged 13 SP:Iteration 42Q (5796.390060 sec): 3 clusters Score: Raw -547006.967392 + Penalty 1656.204043 = -545350.763349 nChanged 15 SP:Iteration 43Q (5796.409562 sec): 3 clusters Score: Raw -547009.915518 + Penalty 1656.204043 = -545353.711475 nChanged 16 SP:Iteration 44Q (5796.429221 sec): 3 clusters Score: Raw -547013.262908 + Penalty 1656.204043 = -545357.058864 nChanged 13 SP:Iteration 45Q (5796.448614 sec): 3 clusters Score: Raw -547015.314209 + Penalty 1656.204043 = -545359.110166 nChanged 17 SP:Iteration 46Q (5796.467851 sec): 3 clusters Score: Raw -547017.766157 + Penalty 1656.204043 = -545361.562113 nChanged 13 SP:Iteration 47Q (5796.487263 sec): 3 clusters Score: Raw -547019.858703 + Penalty 1656.204043 = -545363.654659 nChanged 12 SP:Iteration 48Q (5796.506707 sec): 3 clusters Score: Raw -547021.674726 + Penalty 1656.204043 = -545365.470683 nChanged 9 SP:Iteration 49Q (5796.526095 sec): 3 clusters Score: Raw -547023.010245 + Penalty 1656.204043 = -545366.806202 nChanged 8 SP:Iteration 50Q (5796.545552 sec): 3 clusters Score: Raw -547024.303939 + Penalty 1656.204043 = -545368.099896 nChanged 9 SP:Iteration 51Q (5796.564671 sec): 3 clusters Score: Raw -547025.586234 + Penalty 1656.204043 = -545369.382191 nChanged 4 SP:Iteration 52Q (5796.584049 sec): 3 clusters Score: Raw -547025.959232 + Penalty 1656.204043 = -545369.755189 nChanged 4 SP:Iteration 53Q (5796.603619 sec): 3 clusters Score: Raw -547026.905852 + Penalty 1656.204043 = -545370.701809 nChanged 4 SP:Iteration 54Q (5796.622805 sec): 3 clusters Score: Raw -547027.500743 + Penalty 1656.204043 = -545371.296699 nChanged 7 SP:Iteration 55Q (5796.641954 sec): 3 clusters Score: Raw -547028.321233 + Penalty 1656.204043 = -545372.117190 nChanged 10 SP:Iteration 56Q (5796.661429 sec): 3 clusters Score: Raw -547029.751720 + Penalty 1656.204043 = -545373.547676 nChanged 6 SP:Iteration 57Q (5796.680769 sec): 3 clusters Score: Raw -547030.779551 + Penalty 1656.204043 = -545374.575507 nChanged 5 SP:Iteration 58Q (5796.700177 sec): 3 clusters Score: Raw -547031.265823 + Penalty 1656.204043 = -545375.061779 nChanged 5 SP:Iteration 59Q (5796.719676 sec): 3 clusters Score: Raw -547031.506584 + Penalty 1656.204043 = -545375.302541 nChanged 1 SP:Iteration 60F (5796.739622 sec): 3 clusters Score: Raw -547031.568317 + Penalty 1656.204043 = -545375.364273 nChanged 1 SP:Iteration 61Q (5796.759028 sec): 3 clusters Score: Raw -547032.027730 + Penalty 1656.204043 = -545375.823687 nChanged 2 SP:Iteration 62Q (5796.778482 sec): 3 clusters Score: Raw -547032.184435 + Penalty 1656.204043 = -545375.980392 nChanged 0 SP:Iteration 63F (5796.798417 sec): 3 clusters Score: Raw -547032.184435 + Penalty 1656.204043 = -545375.980392 nChanged 0 Trying to split cluster 10 (3970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5796.814917 sec): 2 clusters Score: Raw -327015.596093 + Penalty 787.219530 = -326228.376562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5796.830665 sec): 3 clusters Score: Raw -324839.765064 + Penalty 1574.439061 = -323265.326003 nChanged 1657 SP:Iteration 1F (5796.845405 sec): 3 clusters Score: Raw -325851.034452 + Penalty 1574.439061 = -324276.595391 nChanged 355 SP:Iteration 2F (5796.859927 sec): 3 clusters Score: Raw -326115.733765 + Penalty 1574.439061 = -324541.294704 nChanged 314 SP:Iteration 3F (5796.874605 sec): 3 clusters Score: Raw -326315.502305 + Penalty 1574.439061 = -324741.063244 nChanged 230 SP:Iteration 4F (5796.889329 sec): 3 clusters Score: Raw -326441.328413 + Penalty 1574.439061 = -324866.889352 nChanged 209 SP:Iteration 5F (5796.903974 sec): 3 clusters Score: Raw -326567.314033 + Penalty 1574.439061 = -324992.874972 nChanged 183 SP:Iteration 6Q (5796.918600 sec): 3 clusters Score: Raw -326680.874376 + Penalty 1574.439061 = -325106.435315 nChanged 162 SP:Iteration 7Q (5796.933268 sec): 3 clusters Score: Raw -326790.519925 + Penalty 1574.439061 = -325216.080864 nChanged 129 SP:Iteration 8Q (5796.947839 sec): 3 clusters Score: Raw -326883.536895 + Penalty 1574.439061 = -325309.097834 nChanged 130 SP:Iteration 9Q (5796.962404 sec): 3 clusters Score: Raw -326985.329605 + Penalty 1574.439061 = -325410.890544 nChanged 101 SP:Iteration 10Q (5796.976839 sec): 3 clusters Score: Raw -327067.117184 + Penalty 1574.439061 = -325492.678123 nChanged 101 SP:Iteration 11Q (5796.991320 sec): 3 clusters Score: Raw -327140.496759 + Penalty 1574.439061 = -325566.057698 nChanged 83 SP:Iteration 12Q (5797.005530 sec): 3 clusters Score: Raw -327202.954043 + Penalty 1574.439061 = -325628.514982 nChanged 81 SP:Iteration 13Q (5797.019639 sec): 3 clusters Score: Raw -327261.747919 + Penalty 1574.439061 = -325687.308858 nChanged 63 SP:Iteration 14Q (5797.033656 sec): 3 clusters Score: Raw -327299.839010 + Penalty 1574.439061 = -325725.399949 nChanged 51 SP:Iteration 15Q (5797.047624 sec): 3 clusters Score: Raw -327327.638479 + Penalty 1574.439061 = -325753.199418 nChanged 38 SP:Iteration 16Q (5797.061687 sec): 3 clusters Score: Raw -327345.545903 + Penalty 1574.439061 = -325771.106842 nChanged 35 SP:Iteration 17Q (5797.075672 sec): 3 clusters Score: Raw -327363.239611 + Penalty 1574.439061 = -325788.800550 nChanged 30 SP:Iteration 18Q (5797.089665 sec): 3 clusters Score: Raw -327376.851803 + Penalty 1574.439061 = -325802.412742 nChanged 28 SP:Iteration 19Q (5797.103659 sec): 3 clusters Score: Raw -327391.862004 + Penalty 1574.439061 = -325817.422943 nChanged 26 SP:Iteration 20F (5797.118153 sec): 3 clusters Score: Raw -327406.907408 + Penalty 1574.439061 = -325832.468347 nChanged 31 SP:Iteration 21Q (5797.132089 sec): 3 clusters Score: Raw -327427.878927 + Penalty 1574.439061 = -325853.439866 nChanged 24 SP:Iteration 22Q (5797.145974 sec): 3 clusters Score: Raw -327445.449568 + Penalty 1574.439061 = -325871.010507 nChanged 21 SP:Iteration 23Q (5797.159736 sec): 3 clusters Score: Raw -327457.511050 + Penalty 1574.439061 = -325883.071989 nChanged 22 SP:Iteration 24Q (5797.173468 sec): 3 clusters Score: Raw -327467.322592 + Penalty 1574.439061 = -325892.883531 nChanged 8 SP:Iteration 25Q (5797.187310 sec): 3 clusters Score: Raw -327472.375884 + Penalty 1574.439061 = -325897.936823 nChanged 9 SP:Iteration 26Q (5797.201124 sec): 3 clusters Score: Raw -327476.166357 + Penalty 1574.439061 = -325901.727296 nChanged 2 SP:Iteration 27Q (5797.214936 sec): 3 clusters Score: Raw -327476.924416 + Penalty 1574.439061 = -325902.485355 nChanged 2 SP:Iteration 28Q (5797.228725 sec): 3 clusters Score: Raw -327477.547633 + Penalty 1574.439061 = -325903.108572 nChanged 1 SP:Iteration 29Q (5797.242353 sec): 3 clusters Score: Raw -327477.761242 + Penalty 1574.439061 = -325903.322181 nChanged 0 SP:Iteration 30F (5797.256755 sec): 3 clusters Score: Raw -327477.761242 + Penalty 1574.439061 = -325903.322181 nChanged 0 Trying to split cluster 11 (4216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5797.273431 sec): 2 clusters Score: Raw -383190.286563 + Penalty 792.930999 = -382397.355565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5797.289963 sec): 3 clusters Score: Raw -380893.099401 + Penalty 1585.861997 = -379307.237404 nChanged 1766 SP:Iteration 1F (5797.305212 sec): 3 clusters Score: Raw -381789.929635 + Penalty 1585.861997 = -380204.067638 nChanged 310 SP:Iteration 2F (5797.320473 sec): 3 clusters Score: Raw -381935.541023 + Penalty 1585.861997 = -380349.679025 nChanged 239 SP:Iteration 3F (5797.335904 sec): 3 clusters Score: Raw -382051.300267 + Penalty 1585.861997 = -380465.438269 nChanged 192 SP:Iteration 4Q (5797.351237 sec): 3 clusters Score: Raw -382140.269213 + Penalty 1585.861997 = -380554.407215 nChanged 178 SP:Iteration 5Q (5797.366738 sec): 3 clusters Score: Raw -382232.204154 + Penalty 1585.861997 = -380646.342157 nChanged 183 SP:Iteration 6Q (5797.382047 sec): 3 clusters Score: Raw -382352.432215 + Penalty 1585.861997 = -380766.570218 nChanged 193 SP:Iteration 7Q (5797.397367 sec): 3 clusters Score: Raw -382472.781915 + Penalty 1585.861997 = -380886.919918 nChanged 180 SP:Iteration 8Q (5797.412783 sec): 3 clusters Score: Raw -382602.091837 + Penalty 1585.861997 = -381016.229839 nChanged 160 SP:Iteration 9Q (5797.428217 sec): 3 clusters Score: Raw -382705.668189 + Penalty 1585.861997 = -381119.806191 nChanged 145 SP:Iteration 10Q (5797.443612 sec): 3 clusters Score: Raw -382807.596251 + Penalty 1585.861997 = -381221.734254 nChanged 126 SP:Iteration 11Q (5797.458967 sec): 3 clusters Score: Raw -382889.296610 + Penalty 1585.861997 = -381303.434612 nChanged 107 SP:Iteration 12Q (5797.474196 sec): 3 clusters Score: Raw -382948.083341 + Penalty 1585.861997 = -381362.221344 nChanged 91 SP:Iteration 13Q (5797.489236 sec): 3 clusters Score: Raw -383009.968866 + Penalty 1585.861997 = -381424.106869 nChanged 93 SP:Iteration 14Q (5797.504193 sec): 3 clusters Score: Raw -383075.253148 + Penalty 1585.861997 = -381489.391151 nChanged 86 SP:Iteration 15Q (5797.519104 sec): 3 clusters Score: Raw -383128.838801 + Penalty 1585.861997 = -381542.976804 nChanged 59 SP:Iteration 16Q (5797.534084 sec): 3 clusters Score: Raw -383164.256802 + Penalty 1585.861997 = -381578.394805 nChanged 45 SP:Iteration 17Q (5797.548865 sec): 3 clusters Score: Raw -383188.298020 + Penalty 1585.861997 = -381602.436023 nChanged 29 SP:Iteration 18Q (5797.563669 sec): 3 clusters Score: Raw -383201.305952 + Penalty 1585.861997 = -381615.443954 nChanged 25 SP:Iteration 19Q (5797.578491 sec): 3 clusters Score: Raw -383214.589759 + Penalty 1585.861997 = -381628.727762 nChanged 23 SP:Iteration 20F (5797.593898 sec): 3 clusters Score: Raw -383223.453329 + Penalty 1585.861997 = -381637.591332 nChanged 21 SP:Iteration 21Q (5797.608498 sec): 3 clusters Score: Raw -383233.761636 + Penalty 1585.861997 = -381647.899639 nChanged 18 SP:Iteration 22Q (5797.623220 sec): 3 clusters Score: Raw -383241.487871 + Penalty 1585.861997 = -381655.625874 nChanged 17 SP:Iteration 23Q (5797.637721 sec): 3 clusters Score: Raw -383248.737756 + Penalty 1585.861997 = -381662.875759 nChanged 15 SP:Iteration 24Q (5797.687215 sec): 3 clusters Score: Raw -383254.803500 + Penalty 1585.861997 = -381668.941503 nChanged 16 SP:Iteration 25Q (5797.731022 sec): 3 clusters Score: Raw -383264.495546 + Penalty 1585.861997 = -381678.633548 nChanged 16 SP:Iteration 26Q (5797.773281 sec): 3 clusters Score: Raw -383270.810455 + Penalty 1585.861997 = -381684.948458 nChanged 7 SP:Iteration 27Q (5797.787931 sec): 3 clusters Score: Raw -383274.683635 + Penalty 1585.861997 = -381688.821638 nChanged 6 SP:Iteration 28Q (5797.802561 sec): 3 clusters Score: Raw -383280.809156 + Penalty 1585.861997 = -381694.947159 nChanged 5 SP:Iteration 29Q (5797.817077 sec): 3 clusters Score: Raw -383286.362625 + Penalty 1585.861997 = -381700.500628 nChanged 10 SP:Iteration 30Q (5797.831658 sec): 3 clusters Score: Raw -383290.744602 + Penalty 1585.861997 = -381704.882605 nChanged 6 SP:Iteration 31Q (5797.846105 sec): 3 clusters Score: Raw -383292.911359 + Penalty 1585.861997 = -381707.049362 nChanged 6 SP:Iteration 32Q (5797.860530 sec): 3 clusters Score: Raw -383295.923591 + Penalty 1585.861997 = -381710.061594 nChanged 6 SP:Iteration 33Q (5797.875139 sec): 3 clusters Score: Raw -383299.530484 + Penalty 1585.861997 = -381713.668487 nChanged 4 SP:Iteration 34Q (5797.889702 sec): 3 clusters Score: Raw -383300.635603 + Penalty 1585.861997 = -381714.773606 nChanged 2 SP:Iteration 35Q (5797.904266 sec): 3 clusters Score: Raw -383301.728701 + Penalty 1585.861997 = -381715.866703 nChanged 3 SP:Iteration 36Q (5797.918798 sec): 3 clusters Score: Raw -383303.826786 + Penalty 1585.861997 = -381717.964788 nChanged 4 SP:Iteration 37Q (5797.933196 sec): 3 clusters Score: Raw -383305.696386 + Penalty 1585.861997 = -381719.834389 nChanged 4 SP:Iteration 38Q (5797.947742 sec): 3 clusters Score: Raw -383308.254152 + Penalty 1585.861997 = -381722.392155 nChanged 3 SP:Iteration 39Q (5797.962275 sec): 3 clusters Score: Raw -383309.835944 + Penalty 1585.861997 = -381723.973947 nChanged 4 SP:Iteration 40F (5797.977689 sec): 3 clusters Score: Raw -383312.117408 + Penalty 1585.861997 = -381726.255411 nChanged 6 SP:Iteration 41Q (5797.992225 sec): 3 clusters Score: Raw -383314.727399 + Penalty 1585.861997 = -381728.865402 nChanged 4 SP:Iteration 42Q (5798.006769 sec): 3 clusters Score: Raw -383318.234748 + Penalty 1585.861997 = -381732.372751 nChanged 7 SP:Iteration 43Q (5798.021286 sec): 3 clusters Score: Raw -383320.708787 + Penalty 1585.861997 = -381734.846789 nChanged 4 SP:Iteration 44Q (5798.035834 sec): 3 clusters Score: Raw -383322.883355 + Penalty 1585.861997 = -381737.021358 nChanged 1 SP:Iteration 45Q (5798.050321 sec): 3 clusters Score: Raw -383323.383084 + Penalty 1585.861997 = -381737.521087 nChanged 0 SP:Iteration 46F (5798.065603 sec): 3 clusters Score: Raw -383323.383084 + Penalty 1585.861997 = -381737.521087 nChanged 0 Trying to split cluster 12 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5798.074111 sec): 2 clusters Score: Raw -5440.219304 + Penalty 472.132263 = -4968.087040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5798.075366 sec): 3 clusters Score: Raw -5538.248649 + Penalty 944.264527 = -4593.984122 nChanged 26 SP:Iteration 1F (5798.076442 sec): 3 clusters Score: Raw -5627.398840 + Penalty 944.264527 = -4683.134313 nChanged 4 SP:Iteration 2Q (5798.077501 sec): 3 clusters Score: Raw -5640.257961 + Penalty 944.264527 = -4695.993434 nChanged 4 SP:Iteration 3Q (5798.078557 sec): 3 clusters Score: Raw -5646.183692 + Penalty 944.264527 = -4701.919165 nChanged 1 SP:Iteration 4Q (5798.079617 sec): 3 clusters Score: Raw -5647.614872 + Penalty 944.264527 = -4703.350345 nChanged 1 SP:Iteration 5Q (5798.080681 sec): 3 clusters Score: Raw -5648.265610 + Penalty 944.264527 = -4704.001083 nChanged 0 SP:Iteration 6F (5798.081766 sec): 3 clusters Score: Raw -5648.265610 + Penalty 944.264527 = -4704.001083 nChanged 0 Trying to split cluster 13 (1133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5798.093619 sec): 2 clusters Score: Raw -92317.283141 + Penalty 668.099305 = -91649.183836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5798.098721 sec): 3 clusters Score: Raw -91855.593023 + Penalty 1336.198610 = -90519.394413 nChanged 416 SP:Iteration 1F (5798.103450 sec): 3 clusters Score: Raw -92152.131886 + Penalty 1336.198610 = -90815.933277 nChanged 88 SP:Iteration 2F (5798.108170 sec): 3 clusters Score: Raw -92226.905729 + Penalty 1336.198610 = -90890.707119 nChanged 56 SP:Iteration 3Q (5798.112909 sec): 3 clusters Score: Raw -92266.382344 + Penalty 1336.198610 = -90930.183735 nChanged 48 SP:Iteration 4Q (5798.117635 sec): 3 clusters Score: Raw -92336.506010 + Penalty 1336.198610 = -91000.307401 nChanged 58 SP:Iteration 5F (5798.122269 sec): 3 clusters Score: Raw -92403.309414 + Penalty 1336.198610 = -91067.110804 nChanged 58 SP:Iteration 6F (5798.126958 sec): 3 clusters Score: Raw -92462.792575 + Penalty 1336.198610 = -91126.593965 nChanged 41 SP:Iteration 7Q (5798.131635 sec): 3 clusters Score: Raw -92494.772675 + Penalty 1336.198610 = -91158.574066 nChanged 42 SP:Iteration 8Q (5798.136329 sec): 3 clusters Score: Raw -92521.897706 + Penalty 1336.198610 = -91185.699096 nChanged 31 SP:Iteration 9Q (5798.141000 sec): 3 clusters Score: Raw -92543.653411 + Penalty 1336.198610 = -91207.454801 nChanged 28 SP:Iteration 10Q (5798.145663 sec): 3 clusters Score: Raw -92583.493334 + Penalty 1336.198610 = -91247.294724 nChanged 37 SP:Iteration 11Q (5798.150300 sec): 3 clusters Score: Raw -92626.700382 + Penalty 1336.198610 = -91290.501773 nChanged 39 SP:Iteration 12Q (5798.154980 sec): 3 clusters Score: Raw -92664.394590 + Penalty 1336.198610 = -91328.195981 nChanged 32 SP:Iteration 13Q (5798.159654 sec): 3 clusters Score: Raw -92685.147942 + Penalty 1336.198610 = -91348.949332 nChanged 23 SP:Iteration 14Q (5798.164261 sec): 3 clusters Score: Raw -92702.418688 + Penalty 1336.198610 = -91366.220078 nChanged 15 SP:Iteration 15Q (5798.168881 sec): 3 clusters Score: Raw -92712.557552 + Penalty 1336.198610 = -91376.358943 nChanged 9 SP:Iteration 16Q (5798.173484 sec): 3 clusters Score: Raw -92718.536092 + Penalty 1336.198610 = -91382.337483 nChanged 7 SP:Iteration 17Q (5798.178067 sec): 3 clusters Score: Raw -92726.245157 + Penalty 1336.198610 = -91390.046548 nChanged 4 SP:Iteration 18Q (5798.182673 sec): 3 clusters Score: Raw -92728.003358 + Penalty 1336.198610 = -91391.804749 nChanged 2 SP:Iteration 19Q (5798.187271 sec): 3 clusters Score: Raw -92730.019394 + Penalty 1336.198610 = -91393.820784 nChanged 4 SP:Iteration 20F (5798.191890 sec): 3 clusters Score: Raw -92731.997924 + Penalty 1336.198610 = -91395.799315 nChanged 2 SP:Iteration 21Q (5798.196483 sec): 3 clusters Score: Raw -92732.948027 + Penalty 1336.198610 = -91396.749417 nChanged 2 SP:Iteration 22Q (5798.201108 sec): 3 clusters Score: Raw -92733.660607 + Penalty 1336.198610 = -91397.461998 nChanged 0 SP:Iteration 23F (5798.205714 sec): 3 clusters Score: Raw -92733.660607 + Penalty 1336.198610 = -91397.461998 nChanged 0 Trying to split cluster 14 (18765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5798.235629 sec): 2 clusters Score: Raw -1646106.045467 + Penalty 934.776128 = -1645171.269339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5798.273173 sec): 3 clusters Score: Raw -1634390.881469 + Penalty 1869.552255 = -1632521.329214 nChanged 8651 SP:Iteration 1F (5798.308551 sec): 3 clusters Score: Raw -1639741.830682 + Penalty 1869.552255 = -1637872.278426 nChanged 1285 SP:Iteration 2F (5798.344147 sec): 3 clusters Score: Raw -1640413.299378 + Penalty 1869.552255 = -1638543.747123 nChanged 1205 SP:Iteration 3F (5798.379490 sec): 3 clusters Score: Raw -1641108.673147 + Penalty 1869.552255 = -1639239.120891 nChanged 1272 SP:Iteration 4F (5798.414956 sec): 3 clusters Score: Raw -1641940.144158 + Penalty 1869.552255 = -1640070.591902 nChanged 1204 SP:Iteration 5F (5798.450454 sec): 3 clusters Score: Raw -1642779.594058 + Penalty 1869.552255 = -1640910.041803 nChanged 1124 SP:Iteration 6F (5798.485878 sec): 3 clusters Score: Raw -1643640.525354 + Penalty 1869.552255 = -1641770.973098 nChanged 982 SP:Iteration 7F (5798.521124 sec): 3 clusters Score: Raw -1644445.862849 + Penalty 1869.552255 = -1642576.310594 nChanged 776 SP:Iteration 8Q (5798.557007 sec): 3 clusters Score: Raw -1645133.547546 + Penalty 1869.552255 = -1643263.995291 nChanged 499 SP:Iteration 9Q (5798.591424 sec): 3 clusters Score: Raw -1645570.247192 + Penalty 1869.552255 = -1643700.694937 nChanged 320 SP:Iteration 10Q (5798.624262 sec): 3 clusters Score: Raw -1645818.703650 + Penalty 1869.552255 = -1643949.151395 nChanged 179 SP:Iteration 11Q (5798.656017 sec): 3 clusters Score: Raw -1645943.020215 + Penalty 1869.552255 = -1644073.467959 nChanged 122 SP:Iteration 12Q (5798.687146 sec): 3 clusters Score: Raw -1646017.153671 + Penalty 1869.552255 = -1644147.601416 nChanged 84 SP:Iteration 13Q (5798.718138 sec): 3 clusters Score: Raw -1646083.160897 + Penalty 1869.552255 = -1644213.608641 nChanged 72 SP:Iteration 14Q (5798.748713 sec): 3 clusters Score: Raw -1646129.261235 + Penalty 1869.552255 = -1644259.708980 nChanged 56 SP:Iteration 15Q (5798.778817 sec): 3 clusters Score: Raw -1646157.987252 + Penalty 1869.552255 = -1644288.434997 nChanged 45 SP:Iteration 16Q (5798.808879 sec): 3 clusters Score: Raw -1646184.613649 + Penalty 1869.552255 = -1644315.061394 nChanged 35 SP:Iteration 17Q (5798.838760 sec): 3 clusters Score: Raw -1646202.800853 + Penalty 1869.552255 = -1644333.248598 nChanged 26 SP:Iteration 18Q (5798.868904 sec): 3 clusters Score: Raw -1646215.558510 + Penalty 1869.552255 = -1644346.006255 nChanged 22 SP:Iteration 19Q (5798.898740 sec): 3 clusters Score: Raw -1646225.321055 + Penalty 1869.552255 = -1644355.768800 nChanged 13 SP:Iteration 20F (5798.933710 sec): 3 clusters Score: Raw -1646231.861399 + Penalty 1869.552255 = -1644362.309144 nChanged 11 SP:Iteration 21Q (5798.963770 sec): 3 clusters Score: Raw -1646235.581653 + Penalty 1869.552255 = -1644366.029397 nChanged 7 SP:Iteration 22Q (5798.993543 sec): 3 clusters Score: Raw -1646238.740738 + Penalty 1869.552255 = -1644369.188483 nChanged 5 SP:Iteration 23Q (5799.023343 sec): 3 clusters Score: Raw -1646240.136121 + Penalty 1869.552255 = -1644370.583866 nChanged 1 SP:Iteration 24Q (5799.053206 sec): 3 clusters Score: Raw -1646241.239315 + Penalty 1869.552255 = -1644371.687060 nChanged 8 SP:Iteration 25Q (5799.083074 sec): 3 clusters Score: Raw -1646245.252250 + Penalty 1869.552255 = -1644375.699995 nChanged 5 SP:Iteration 26Q (5799.112793 sec): 3 clusters Score: Raw -1646247.201504 + Penalty 1869.552255 = -1644377.649248 nChanged 4 SP:Iteration 27Q (5799.142592 sec): 3 clusters Score: Raw -1646249.825685 + Penalty 1869.552255 = -1644380.273430 nChanged 5 SP:Iteration 28Q (5799.172429 sec): 3 clusters Score: Raw -1646252.812950 + Penalty 1869.552255 = -1644383.260694 nChanged 10 SP:Iteration 29Q (5799.202216 sec): 3 clusters Score: Raw -1646256.553566 + Penalty 1869.552255 = -1644387.001311 nChanged 6 SP:Iteration 30Q (5799.231879 sec): 3 clusters Score: Raw -1646259.875541 + Penalty 1869.552255 = -1644390.323285 nChanged 3 SP:Iteration 31Q (5799.261668 sec): 3 clusters Score: Raw -1646261.130273 + Penalty 1869.552255 = -1644391.578017 nChanged 2 SP:Iteration 32Q (5799.291397 sec): 3 clusters Score: Raw -1646261.724735 + Penalty 1869.552255 = -1644392.172480 nChanged 0 SP:Iteration 33F (5799.326473 sec): 3 clusters Score: Raw -1646261.724735 + Penalty 1869.552255 = -1644392.172480 nChanged 0 Trying to split cluster 15 (3864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5799.342189 sec): 2 clusters Score: Raw -346443.235614 + Penalty 784.648529 = -345658.587085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5799.357809 sec): 3 clusters Score: Raw -344386.351649 + Penalty 1569.297057 = -342817.054592 nChanged 1641 SP:Iteration 1F (5799.372257 sec): 3 clusters Score: Raw -345255.667009 + Penalty 1569.297057 = -343686.369951 nChanged 269 SP:Iteration 2F (5799.386634 sec): 3 clusters Score: Raw -345390.472173 + Penalty 1569.297057 = -343821.175116 nChanged 191 SP:Iteration 3Q (5799.401088 sec): 3 clusters Score: Raw -345484.937861 + Penalty 1569.297057 = -343915.640804 nChanged 173 SP:Iteration 4Q (5799.415519 sec): 3 clusters Score: Raw -345558.378237 + Penalty 1569.297057 = -343989.081180 nChanged 147 SP:Iteration 5Q (5799.429822 sec): 3 clusters Score: Raw -345630.975286 + Penalty 1569.297057 = -344061.678229 nChanged 127 SP:Iteration 6Q (5799.444194 sec): 3 clusters Score: Raw -345695.935258 + Penalty 1569.297057 = -344126.638201 nChanged 132 SP:Iteration 7Q (5799.458460 sec): 3 clusters Score: Raw -345765.510688 + Penalty 1569.297057 = -344196.213631 nChanged 142 SP:Iteration 8Q (5799.472874 sec): 3 clusters Score: Raw -345842.167602 + Penalty 1569.297057 = -344272.870545 nChanged 122 SP:Iteration 9Q (5799.487256 sec): 3 clusters Score: Raw -345912.371284 + Penalty 1569.297057 = -344343.074227 nChanged 105 SP:Iteration 10Q (5799.501565 sec): 3 clusters Score: Raw -345974.699606 + Penalty 1569.297057 = -344405.402549 nChanged 111 SP:Iteration 11Q (5799.515783 sec): 3 clusters Score: Raw -346056.360700 + Penalty 1569.297057 = -344487.063643 nChanged 121 SP:Iteration 12Q (5799.530167 sec): 3 clusters Score: Raw -346146.985856 + Penalty 1569.297057 = -344577.688799 nChanged 110 SP:Iteration 13Q (5799.544505 sec): 3 clusters Score: Raw -346232.842867 + Penalty 1569.297057 = -344663.545810 nChanged 115 SP:Iteration 14Q (5799.558630 sec): 3 clusters Score: Raw -346321.391618 + Penalty 1569.297057 = -344752.094561 nChanged 98 SP:Iteration 15Q (5799.573819 sec): 3 clusters Score: Raw -346397.513383 + Penalty 1569.297057 = -344828.216326 nChanged 70 SP:Iteration 16Q (5799.587920 sec): 3 clusters Score: Raw -346451.374210 + Penalty 1569.297057 = -344882.077153 nChanged 52 SP:Iteration 17Q (5799.601915 sec): 3 clusters Score: Raw -346496.881300 + Penalty 1569.297057 = -344927.584243 nChanged 47 SP:Iteration 18Q (5799.615798 sec): 3 clusters Score: Raw -346536.139555 + Penalty 1569.297057 = -344966.842498 nChanged 34 SP:Iteration 19Q (5799.629399 sec): 3 clusters Score: Raw -346559.774662 + Penalty 1569.297057 = -344990.477605 nChanged 26 SP:Iteration 20F (5799.643787 sec): 3 clusters Score: Raw -346579.039442 + Penalty 1569.297057 = -345009.742385 nChanged 24 SP:Iteration 21Q (5799.657422 sec): 3 clusters Score: Raw -346593.243903 + Penalty 1569.297057 = -345023.946846 nChanged 13 SP:Iteration 22Q (5799.670851 sec): 3 clusters Score: Raw -346603.871578 + Penalty 1569.297057 = -345034.574521 nChanged 10 SP:Iteration 23Q (5799.684438 sec): 3 clusters Score: Raw -346613.262103 + Penalty 1569.297057 = -345043.965045 nChanged 9 SP:Iteration 24Q (5799.697970 sec): 3 clusters Score: Raw -346624.127110 + Penalty 1569.297057 = -345054.830053 nChanged 10 SP:Iteration 25Q (5799.711445 sec): 3 clusters Score: Raw -346630.445156 + Penalty 1569.297057 = -345061.148099 nChanged 9 SP:Iteration 26Q (5799.724929 sec): 3 clusters Score: Raw -346636.078937 + Penalty 1569.297057 = -345066.781880 nChanged 9 SP:Iteration 27Q (5799.738391 sec): 3 clusters Score: Raw -346642.100930 + Penalty 1569.297057 = -345072.803873 nChanged 3 SP:Iteration 28Q (5799.751710 sec): 3 clusters Score: Raw -346643.668494 + Penalty 1569.297057 = -345074.371436 nChanged 5 SP:Iteration 29Q (5799.765119 sec): 3 clusters Score: Raw -346648.583674 + Penalty 1569.297057 = -345079.286617 nChanged 5 SP:Iteration 30Q (5799.778407 sec): 3 clusters Score: Raw -346652.443425 + Penalty 1569.297057 = -345083.146367 nChanged 5 SP:Iteration 31Q (5799.791817 sec): 3 clusters Score: Raw -346655.083742 + Penalty 1569.297057 = -345085.786685 nChanged 1 SP:Iteration 32Q (5799.805191 sec): 3 clusters Score: Raw -346655.540183 + Penalty 1569.297057 = -345086.243126 nChanged 1 SP:Iteration 33Q (5799.818457 sec): 3 clusters Score: Raw -346655.922527 + Penalty 1569.297057 = -345086.625470 nChanged 0 SP:Iteration 34F (5799.832836 sec): 3 clusters Score: Raw -346655.922527 + Penalty 1569.297057 = -345086.625470 nChanged 0 Trying to split cluster 16 (2328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5799.848275 sec): 2 clusters Score: Raw -186010.757794 + Penalty 736.512657 = -185274.245137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5799.857934 sec): 3 clusters Score: Raw -184849.356802 + Penalty 1473.025314 = -183376.331488 nChanged 949 SP:Iteration 1F (5799.866880 sec): 3 clusters Score: Raw -185416.273646 + Penalty 1473.025314 = -183943.248332 nChanged 162 SP:Iteration 2F (5799.875842 sec): 3 clusters Score: Raw -185510.356644 + Penalty 1473.025314 = -184037.331331 nChanged 122 SP:Iteration 3F (5799.884803 sec): 3 clusters Score: Raw -185566.785633 + Penalty 1473.025314 = -184093.760319 nChanged 74 SP:Iteration 4Q (5799.893706 sec): 3 clusters Score: Raw -185594.736456 + Penalty 1473.025314 = -184121.711142 nChanged 61 SP:Iteration 5Q (5799.902647 sec): 3 clusters Score: Raw -185624.849780 + Penalty 1473.025314 = -184151.824467 nChanged 53 SP:Iteration 6Q (5799.911579 sec): 3 clusters Score: Raw -185655.038566 + Penalty 1473.025314 = -184182.013253 nChanged 63 SP:Iteration 7Q (5799.920466 sec): 3 clusters Score: Raw -185682.526537 + Penalty 1473.025314 = -184209.501224 nChanged 51 SP:Iteration 8Q (5799.929317 sec): 3 clusters Score: Raw -185702.591134 + Penalty 1473.025314 = -184229.565820 nChanged 50 SP:Iteration 9Q (5799.938197 sec): 3 clusters Score: Raw -185724.713563 + Penalty 1473.025314 = -184251.688249 nChanged 52 SP:Iteration 10Q (5799.947053 sec): 3 clusters Score: Raw -185752.277876 + Penalty 1473.025314 = -184279.252562 nChanged 65 SP:Iteration 11Q (5799.955894 sec): 3 clusters Score: Raw -185787.792654 + Penalty 1473.025314 = -184314.767340 nChanged 67 SP:Iteration 12Q (5799.964733 sec): 3 clusters Score: Raw -185822.174910 + Penalty 1473.025314 = -184349.149597 nChanged 69 SP:Iteration 13Q (5799.973428 sec): 3 clusters Score: Raw -185859.998466 + Penalty 1473.025314 = -184386.973152 nChanged 75 SP:Iteration 14Q (5799.982118 sec): 3 clusters Score: Raw -185911.795087 + Penalty 1473.025314 = -184438.769773 nChanged 76 SP:Iteration 15Q (5799.990868 sec): 3 clusters Score: Raw -185969.981031 + Penalty 1473.025314 = -184496.955717 nChanged 74 SP:Iteration 16Q (5799.999647 sec): 3 clusters Score: Raw -186013.509533 + Penalty 1473.025314 = -184540.484219 nChanged 47 SP:Iteration 17Q (5800.008411 sec): 3 clusters Score: Raw -186046.976699 + Penalty 1473.025314 = -184573.951386 nChanged 39 SP:Iteration 18Q (5800.017038 sec): 3 clusters Score: Raw -186073.033317 + Penalty 1473.025314 = -184600.008004 nChanged 30 SP:Iteration 19Q (5800.025685 sec): 3 clusters Score: Raw -186092.945516 + Penalty 1473.025314 = -184619.920203 nChanged 32 SP:Iteration 20F (5800.034327 sec): 3 clusters Score: Raw -186113.878454 + Penalty 1473.025314 = -184640.853140 nChanged 18 SP:Iteration 21Q (5800.043018 sec): 3 clusters Score: Raw -186123.130686 + Penalty 1473.025314 = -184650.105372 nChanged 9 SP:Iteration 22Q (5800.051695 sec): 3 clusters Score: Raw -186132.624014 + Penalty 1473.025314 = -184659.598701 nChanged 17 SP:Iteration 23Q (5800.060347 sec): 3 clusters Score: Raw -186153.794966 + Penalty 1473.025314 = -184680.769652 nChanged 17 SP:Iteration 24Q (5800.068927 sec): 3 clusters Score: Raw -186171.704808 + Penalty 1473.025314 = -184698.679495 nChanged 12 SP:Iteration 25Q (5800.077510 sec): 3 clusters Score: Raw -186183.028133 + Penalty 1473.025314 = -184710.002820 nChanged 5 SP:Iteration 26Q (5800.086046 sec): 3 clusters Score: Raw -186187.407068 + Penalty 1473.025314 = -184714.381754 nChanged 3 SP:Iteration 27Q (5800.094569 sec): 3 clusters Score: Raw -186189.789931 + Penalty 1473.025314 = -184716.764617 nChanged 5 SP:Iteration 28Q (5800.103033 sec): 3 clusters Score: Raw -186192.248102 + Penalty 1473.025314 = -184719.222789 nChanged 6 SP:Iteration 29Q (5800.111435 sec): 3 clusters Score: Raw -186194.613071 + Penalty 1473.025314 = -184721.587757 nChanged 2 SP:Iteration 30Q (5800.119832 sec): 3 clusters Score: Raw -186195.275307 + Penalty 1473.025314 = -184722.249993 nChanged 2 SP:Iteration 31Q (5800.128335 sec): 3 clusters Score: Raw -186196.242235 + Penalty 1473.025314 = -184723.216921 nChanged 1 SP:Iteration 32Q (5800.136879 sec): 3 clusters Score: Raw -186196.454936 + Penalty 1473.025314 = -184723.429622 nChanged 1 SP:Iteration 33Q (5800.145347 sec): 3 clusters Score: Raw -186196.951179 + Penalty 1473.025314 = -184723.925866 nChanged 0 SP:Iteration 34F (5800.154085 sec): 3 clusters Score: Raw -186196.951179 + Penalty 1473.025314 = -184723.925866 nChanged 0 Trying to split cluster 17 (17465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5800.184375 sec): 2 clusters Score: Raw -1509369.151768 + Penalty 927.955645 = -1508441.196123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5800.219812 sec): 3 clusters Score: Raw -1498563.939446 + Penalty 1855.911290 = -1496708.028156 nChanged 8022 SP:Iteration 1F (5800.253425 sec): 3 clusters Score: Raw -1503432.183228 + Penalty 1855.911290 = -1501576.271939 nChanged 1065 SP:Iteration 2F (5800.286699 sec): 3 clusters Score: Raw -1504018.823518 + Penalty 1855.911290 = -1502162.912229 nChanged 1118 SP:Iteration 3F (5800.320388 sec): 3 clusters Score: Raw -1504689.827850 + Penalty 1855.911290 = -1502833.916560 nChanged 1105 SP:Iteration 4F (5800.354161 sec): 3 clusters Score: Raw -1505529.478545 + Penalty 1855.911290 = -1503673.567256 nChanged 1101 SP:Iteration 5F (5800.387594 sec): 3 clusters Score: Raw -1506388.871983 + Penalty 1855.911290 = -1504532.960693 nChanged 965 SP:Iteration 6F (5800.421387 sec): 3 clusters Score: Raw -1507037.102993 + Penalty 1855.911290 = -1505181.191703 nChanged 764 SP:Iteration 7Q (5800.454926 sec): 3 clusters Score: Raw -1507413.388245 + Penalty 1855.911290 = -1505557.476955 nChanged 519 SP:Iteration 8Q (5800.488041 sec): 3 clusters Score: Raw -1507616.152497 + Penalty 1855.911290 = -1505760.241207 nChanged 363 SP:Iteration 9Q (5800.521047 sec): 3 clusters Score: Raw -1507755.030705 + Penalty 1855.911290 = -1505899.119416 nChanged 298 SP:Iteration 10Q (5800.553758 sec): 3 clusters Score: Raw -1507858.928078 + Penalty 1855.911290 = -1506003.016788 nChanged 237 SP:Iteration 11Q (5800.586303 sec): 3 clusters Score: Raw -1507924.836165 + Penalty 1855.911290 = -1506068.924875 nChanged 163 SP:Iteration 12Q (5800.618747 sec): 3 clusters Score: Raw -1507968.361386 + Penalty 1855.911290 = -1506112.450096 nChanged 182 SP:Iteration 13Q (5800.651061 sec): 3 clusters Score: Raw -1508020.133913 + Penalty 1855.911290 = -1506164.222623 nChanged 167 SP:Iteration 14Q (5800.683877 sec): 3 clusters Score: Raw -1508065.943825 + Penalty 1855.911290 = -1506210.032535 nChanged 167 SP:Iteration 15Q (5800.715930 sec): 3 clusters Score: Raw -1508107.394322 + Penalty 1855.911290 = -1506251.483032 nChanged 141 SP:Iteration 16Q (5800.748245 sec): 3 clusters Score: Raw -1508142.101722 + Penalty 1855.911290 = -1506286.190432 nChanged 155 SP:Iteration 17Q (5800.780110 sec): 3 clusters Score: Raw -1508183.113235 + Penalty 1855.911290 = -1506327.201945 nChanged 150 SP:Iteration 18Q (5800.811925 sec): 3 clusters Score: Raw -1508222.888056 + Penalty 1855.911290 = -1506366.976767 nChanged 162 SP:Iteration 19Q (5800.844005 sec): 3 clusters Score: Raw -1508269.796372 + Penalty 1855.911290 = -1506413.885082 nChanged 157 SP:Iteration 20F (5800.877503 sec): 3 clusters Score: Raw -1508312.964719 + Penalty 1855.911290 = -1506457.053430 nChanged 180 SP:Iteration 21Q (5800.909322 sec): 3 clusters Score: Raw -1508368.692490 + Penalty 1855.911290 = -1506512.781200 nChanged 190 SP:Iteration 22Q (5800.940889 sec): 3 clusters Score: Raw -1508430.245826 + Penalty 1855.911290 = -1506574.334536 nChanged 198 SP:Iteration 23Q (5800.972313 sec): 3 clusters Score: Raw -1508509.997384 + Penalty 1855.911290 = -1506654.086094 nChanged 209 SP:Iteration 24Q (5801.003728 sec): 3 clusters Score: Raw -1508603.451796 + Penalty 1855.911290 = -1506747.540507 nChanged 218 SP:Iteration 25Q (5801.034959 sec): 3 clusters Score: Raw -1508701.591343 + Penalty 1855.911290 = -1506845.680053 nChanged 212 SP:Iteration 26Q (5801.066160 sec): 3 clusters Score: Raw -1508799.694986 + Penalty 1855.911290 = -1506943.783696 nChanged 193 SP:Iteration 27Q (5801.097180 sec): 3 clusters Score: Raw -1508882.251505 + Penalty 1855.911290 = -1507026.340215 nChanged 190 SP:Iteration 28Q (5801.128200 sec): 3 clusters Score: Raw -1508957.667470 + Penalty 1855.911290 = -1507101.756180 nChanged 176 SP:Iteration 29Q (5801.158965 sec): 3 clusters Score: Raw -1509018.520240 + Penalty 1855.911290 = -1507162.608950 nChanged 163 SP:Iteration 30Q (5801.189810 sec): 3 clusters Score: Raw -1509069.335537 + Penalty 1855.911290 = -1507213.424247 nChanged 145 SP:Iteration 31Q (5801.220302 sec): 3 clusters Score: Raw -1509122.359451 + Penalty 1855.911290 = -1507266.448161 nChanged 142 SP:Iteration 32Q (5801.250755 sec): 3 clusters Score: Raw -1509170.637636 + Penalty 1855.911290 = -1507314.726346 nChanged 148 SP:Iteration 33Q (5801.281129 sec): 3 clusters Score: Raw -1509213.924597 + Penalty 1855.911290 = -1507358.013307 nChanged 124 SP:Iteration 34Q (5801.311427 sec): 3 clusters Score: Raw -1509248.465650 + Penalty 1855.911290 = -1507392.554360 nChanged 121 SP:Iteration 35Q (5801.341648 sec): 3 clusters Score: Raw -1509279.891733 + Penalty 1855.911290 = -1507423.980443 nChanged 109 SP:Iteration 36Q (5801.371800 sec): 3 clusters Score: Raw -1509310.159948 + Penalty 1855.911290 = -1507454.248658 nChanged 94 SP:Iteration 37Q (5801.401743 sec): 3 clusters Score: Raw -1509338.592512 + Penalty 1855.911290 = -1507482.681222 nChanged 97 SP:Iteration 38Q (5801.431796 sec): 3 clusters Score: Raw -1509361.791706 + Penalty 1855.911290 = -1507505.880416 nChanged 78 SP:Iteration 39Q (5801.461633 sec): 3 clusters Score: Raw -1509381.540411 + Penalty 1855.911290 = -1507525.629121 nChanged 78 SP:Iteration 40F (5801.495164 sec): 3 clusters Score: Raw -1509402.119734 + Penalty 1855.911290 = -1507546.208444 nChanged 71 SP:Iteration 41Q (5801.533336 sec): 3 clusters Score: Raw -1509418.408436 + Penalty 1855.911290 = -1507562.497146 nChanged 61 SP:Iteration 42Q (5801.554607 sec): 3 clusters Score: Raw -1509431.970806 + Penalty 1855.911290 = -1507576.059516 nChanged 54 SP:Iteration 43Q (5801.585158 sec): 3 clusters Score: Raw -1509445.499770 + Penalty 1855.911290 = -1507589.588480 nChanged 56 SP:Iteration 44Q (5801.614892 sec): 3 clusters Score: Raw -1509456.664421 + Penalty 1855.911290 = -1507600.753131 nChanged 46 SP:Iteration 45Q (5801.644497 sec): 3 clusters Score: Raw -1509464.309195 + Penalty 1855.911290 = -1507608.397905 nChanged 36 SP:Iteration 46Q (5801.674132 sec): 3 clusters Score: Raw -1509469.775765 + Penalty 1855.911290 = -1507613.864475 nChanged 25 SP:Iteration 47Q (5801.703752 sec): 3 clusters Score: Raw -1509473.280006 + Penalty 1855.911290 = -1507617.368716 nChanged 21 SP:Iteration 48Q (5801.733394 sec): 3 clusters Score: Raw -1509477.397174 + Penalty 1855.911290 = -1507621.485884 nChanged 24 SP:Iteration 49Q (5801.762744 sec): 3 clusters Score: Raw -1509481.411109 + Penalty 1855.911290 = -1507625.499819 nChanged 22 SP:Iteration 50Q (5801.792148 sec): 3 clusters Score: Raw -1509484.374168 + Penalty 1855.911290 = -1507628.462878 nChanged 19 SP:Iteration 51Q (5801.821445 sec): 3 clusters Score: Raw -1509486.877976 + Penalty 1855.911290 = -1507630.966686 nChanged 15 SP:Iteration 52Q (5801.850951 sec): 3 clusters Score: Raw -1509489.177069 + Penalty 1855.911290 = -1507633.265779 nChanged 16 SP:Iteration 53Q (5801.880344 sec): 3 clusters Score: Raw -1509492.495498 + Penalty 1855.911290 = -1507636.584208 nChanged 15 SP:Iteration 54Q (5801.909786 sec): 3 clusters Score: Raw -1509495.360947 + Penalty 1855.911290 = -1507639.449657 nChanged 14 SP:Iteration 55Q (5801.939089 sec): 3 clusters Score: Raw -1509498.305320 + Penalty 1855.911290 = -1507642.394030 nChanged 14 SP:Iteration 56Q (5801.968628 sec): 3 clusters Score: Raw -1509500.743740 + Penalty 1855.911290 = -1507644.832450 nChanged 13 SP:Iteration 57Q (5801.997961 sec): 3 clusters Score: Raw -1509502.488576 + Penalty 1855.911290 = -1507646.577286 nChanged 5 SP:Iteration 58Q (5802.027513 sec): 3 clusters Score: Raw -1509503.141550 + Penalty 1855.911290 = -1507647.230260 nChanged 8 SP:Iteration 59Q (5802.057635 sec): 3 clusters Score: Raw -1509503.961355 + Penalty 1855.911290 = -1507648.050065 nChanged 4 SP:Iteration 60F (5802.091061 sec): 3 clusters Score: Raw -1509504.667182 + Penalty 1855.911290 = -1507648.755892 nChanged 6 SP:Iteration 61Q (5802.120395 sec): 3 clusters Score: Raw -1509505.417515 + Penalty 1855.911290 = -1507649.506225 nChanged 8 SP:Iteration 62Q (5802.149672 sec): 3 clusters Score: Raw -1509506.270168 + Penalty 1855.911290 = -1507650.358878 nChanged 6 SP:Iteration 63Q (5802.178849 sec): 3 clusters Score: Raw -1509507.163552 + Penalty 1855.911290 = -1507651.252262 nChanged 7 SP:Iteration 64Q (5802.208217 sec): 3 clusters Score: Raw -1509508.713358 + Penalty 1855.911290 = -1507652.802068 nChanged 11 SP:Iteration 65Q (5802.237350 sec): 3 clusters Score: Raw -1509512.124963 + Penalty 1855.911290 = -1507656.213673 nChanged 17 SP:Iteration 66Q (5802.266617 sec): 3 clusters Score: Raw -1509516.595186 + Penalty 1855.911290 = -1507660.683896 nChanged 20 SP:Iteration 67Q (5802.295787 sec): 3 clusters Score: Raw -1509520.784697 + Penalty 1855.911290 = -1507664.873407 nChanged 19 SP:Iteration 68Q (5802.325035 sec): 3 clusters Score: Raw -1509524.069778 + Penalty 1855.911290 = -1507668.158489 nChanged 12 SP:Iteration 69Q (5802.354148 sec): 3 clusters Score: Raw -1509525.659810 + Penalty 1855.911290 = -1507669.748520 nChanged 10 SP:Iteration 70Q (5802.383483 sec): 3 clusters Score: Raw -1509527.440328 + Penalty 1855.911290 = -1507671.529038 nChanged 16 SP:Iteration 71Q (5802.412609 sec): 3 clusters Score: Raw -1509530.812877 + Penalty 1855.911290 = -1507674.901587 nChanged 14 SP:Iteration 72Q (5802.441850 sec): 3 clusters Score: Raw -1509533.854203 + Penalty 1855.911290 = -1507677.942913 nChanged 14 SP:Iteration 73Q (5802.470868 sec): 3 clusters Score: Raw -1509536.883841 + Penalty 1855.911290 = -1507680.972552 nChanged 13 SP:Iteration 74Q (5802.500195 sec): 3 clusters Score: Raw -1509539.934793 + Penalty 1855.911290 = -1507684.023503 nChanged 14 SP:Iteration 75Q (5802.529254 sec): 3 clusters Score: Raw -1509543.404736 + Penalty 1855.911290 = -1507687.493446 nChanged 15 SP:Iteration 76Q (5802.558614 sec): 3 clusters Score: Raw -1509547.837874 + Penalty 1855.911290 = -1507691.926584 nChanged 15 SP:Iteration 77Q (5802.587590 sec): 3 clusters Score: Raw -1509551.369552 + Penalty 1855.911290 = -1507695.458262 nChanged 16 SP:Iteration 78Q (5802.616508 sec): 3 clusters Score: Raw -1509554.290449 + Penalty 1855.911290 = -1507698.379160 nChanged 8 SP:Iteration 79Q (5802.645595 sec): 3 clusters Score: Raw -1509555.466350 + Penalty 1855.911290 = -1507699.555060 nChanged 2 SP:Iteration 80F (5802.679066 sec): 3 clusters Score: Raw -1509555.598253 + Penalty 1855.911290 = -1507699.686963 nChanged 1 SP:Iteration 81Q (5802.708250 sec): 3 clusters Score: Raw -1509555.692922 + Penalty 1855.911290 = -1507699.781632 nChanged 2 SP:Iteration 82Q (5802.737357 sec): 3 clusters Score: Raw -1509555.867331 + Penalty 1855.911290 = -1507699.956041 nChanged 2 SP:Iteration 83Q (5802.766481 sec): 3 clusters Score: Raw -1509556.204447 + Penalty 1855.911290 = -1507700.293157 nChanged 3 SP:Iteration 84Q (5802.795400 sec): 3 clusters Score: Raw -1509557.096310 + Penalty 1855.911290 = -1507701.185020 nChanged 4 SP:Iteration 85Q (5802.824511 sec): 3 clusters Score: Raw -1509557.456355 + Penalty 1855.911290 = -1507701.545065 nChanged 2 SP:Iteration 86Q (5802.853516 sec): 3 clusters Score: Raw -1509557.803689 + Penalty 1855.911290 = -1507701.892399 nChanged 5 SP:Iteration 87Q (5802.882668 sec): 3 clusters Score: Raw -1509558.872364 + Penalty 1855.911290 = -1507702.961075 nChanged 4 SP:Iteration 88Q (5802.911665 sec): 3 clusters Score: Raw -1509559.421392 + Penalty 1855.911290 = -1507703.510102 nChanged 6 SP:Iteration 89Q (5802.940627 sec): 3 clusters Score: Raw -1509560.477599 + Penalty 1855.911290 = -1507704.566309 nChanged 6 SP:Iteration 90Q (5802.969576 sec): 3 clusters Score: Raw -1509560.948050 + Penalty 1855.911290 = -1507705.036760 nChanged 2 SP:Iteration 91Q (5802.998506 sec): 3 clusters Score: Raw -1509561.155417 + Penalty 1855.911290 = -1507705.244127 nChanged 2 SP:Iteration 92Q (5803.027462 sec): 3 clusters Score: Raw -1509561.413024 + Penalty 1855.911290 = -1507705.501735 nChanged 1 SP:Iteration 93Q (5803.056716 sec): 3 clusters Score: Raw -1509561.430738 + Penalty 1855.911290 = -1507705.519448 nChanged 0 SP:Iteration 94F (5803.090039 sec): 3 clusters Score: Raw -1509561.430738 + Penalty 1855.911290 = -1507705.519448 nChanged 0 Trying to split cluster 18 (2831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5803.104977 sec): 2 clusters Score: Raw -229768.573477 + Penalty 755.096602 = -229013.476875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5803.116909 sec): 3 clusters Score: Raw -228316.592433 + Penalty 1510.193204 = -226806.399229 nChanged 1121 SP:Iteration 1F (5803.127559 sec): 3 clusters Score: Raw -229029.024117 + Penalty 1510.193204 = -227518.830913 nChanged 277 SP:Iteration 2F (5803.138487 sec): 3 clusters Score: Raw -229264.571512 + Penalty 1510.193204 = -227754.378308 nChanged 209 SP:Iteration 3F (5803.149398 sec): 3 clusters Score: Raw -229428.659382 + Penalty 1510.193204 = -227918.466178 nChanged 157 SP:Iteration 4F (5803.160301 sec): 3 clusters Score: Raw -229561.416156 + Penalty 1510.193204 = -228051.222952 nChanged 140 SP:Iteration 5Q (5803.171206 sec): 3 clusters Score: Raw -229662.273582 + Penalty 1510.193204 = -228152.080378 nChanged 107 SP:Iteration 6Q (5803.182109 sec): 3 clusters Score: Raw -229726.494715 + Penalty 1510.193204 = -228216.301511 nChanged 80 SP:Iteration 7Q (5803.192880 sec): 3 clusters Score: Raw -229766.772867 + Penalty 1510.193204 = -228256.579662 nChanged 57 SP:Iteration 8Q (5803.203727 sec): 3 clusters Score: Raw -229793.153072 + Penalty 1510.193204 = -228282.959868 nChanged 34 SP:Iteration 9Q (5803.214514 sec): 3 clusters Score: Raw -229801.890804 + Penalty 1510.193204 = -228291.697600 nChanged 22 SP:Iteration 10Q (5803.225319 sec): 3 clusters Score: Raw -229807.188056 + Penalty 1510.193204 = -228296.994852 nChanged 15 SP:Iteration 11Q (5803.236123 sec): 3 clusters Score: Raw -229812.030065 + Penalty 1510.193204 = -228301.836861 nChanged 17 SP:Iteration 12Q (5803.246808 sec): 3 clusters Score: Raw -229816.371718 + Penalty 1510.193204 = -228306.178514 nChanged 16 SP:Iteration 13Q (5803.257559 sec): 3 clusters Score: Raw -229821.298033 + Penalty 1510.193204 = -228311.104828 nChanged 18 SP:Iteration 14Q (5803.268348 sec): 3 clusters Score: Raw -229825.127748 + Penalty 1510.193204 = -228314.934544 nChanged 16 SP:Iteration 15Q (5803.279185 sec): 3 clusters Score: Raw -229829.635265 + Penalty 1510.193204 = -228319.442061 nChanged 15 SP:Iteration 16Q (5803.289956 sec): 3 clusters Score: Raw -229833.751139 + Penalty 1510.193204 = -228323.557935 nChanged 16 SP:Iteration 17Q (5803.300703 sec): 3 clusters Score: Raw -229838.862561 + Penalty 1510.193204 = -228328.669356 nChanged 17 SP:Iteration 18Q (5803.311498 sec): 3 clusters Score: Raw -229844.686323 + Penalty 1510.193204 = -228334.493119 nChanged 22 SP:Iteration 19Q (5803.322268 sec): 3 clusters Score: Raw -229851.443876 + Penalty 1510.193204 = -228341.250672 nChanged 23 SP:Iteration 20F (5803.333239 sec): 3 clusters Score: Raw -229858.116292 + Penalty 1510.193204 = -228347.923088 nChanged 17 SP:Iteration 21Q (5803.343956 sec): 3 clusters Score: Raw -229861.763320 + Penalty 1510.193204 = -228351.570116 nChanged 8 SP:Iteration 22Q (5803.354580 sec): 3 clusters Score: Raw -229864.369795 + Penalty 1510.193204 = -228354.176590 nChanged 9 SP:Iteration 23Q (5803.365224 sec): 3 clusters Score: Raw -229867.501203 + Penalty 1510.193204 = -228357.307998 nChanged 9 SP:Iteration 24Q (5803.376000 sec): 3 clusters Score: Raw -229869.461724 + Penalty 1510.193204 = -228359.268520 nChanged 9 SP:Iteration 25Q (5803.386676 sec): 3 clusters Score: Raw -229870.768086 + Penalty 1510.193204 = -228360.574882 nChanged 4 SP:Iteration 26Q (5803.397377 sec): 3 clusters Score: Raw -229871.283258 + Penalty 1510.193204 = -228361.090054 nChanged 3 SP:Iteration 27Q (5803.408078 sec): 3 clusters Score: Raw -229871.981099 + Penalty 1510.193204 = -228361.787895 nChanged 7 SP:Iteration 28Q (5803.418669 sec): 3 clusters Score: Raw -229873.372996 + Penalty 1510.193204 = -228363.179792 nChanged 8 SP:Iteration 29Q (5803.429417 sec): 3 clusters Score: Raw -229874.557938 + Penalty 1510.193204 = -228364.364734 nChanged 6 SP:Iteration 30Q (5803.440230 sec): 3 clusters Score: Raw -229876.412542 + Penalty 1510.193204 = -228366.219338 nChanged 8 SP:Iteration 31Q (5803.450944 sec): 3 clusters Score: Raw -229877.949182 + Penalty 1510.193204 = -228367.755978 nChanged 8 SP:Iteration 32Q (5803.461706 sec): 3 clusters Score: Raw -229878.905938 + Penalty 1510.193204 = -228368.712734 nChanged 6 SP:Iteration 33Q (5803.472450 sec): 3 clusters Score: Raw -229880.304943 + Penalty 1510.193204 = -228370.111739 nChanged 6 SP:Iteration 34Q (5803.483256 sec): 3 clusters Score: Raw -229881.213171 + Penalty 1510.193204 = -228371.019967 nChanged 8 SP:Iteration 35Q (5803.494036 sec): 3 clusters Score: Raw -229882.899473 + Penalty 1510.193204 = -228372.706269 nChanged 11 SP:Iteration 36Q (5803.504865 sec): 3 clusters Score: Raw -229885.609298 + Penalty 1510.193204 = -228375.416094 nChanged 12 SP:Iteration 37Q (5803.515658 sec): 3 clusters Score: Raw -229888.557624 + Penalty 1510.193204 = -228378.364420 nChanged 8 SP:Iteration 38Q (5803.526419 sec): 3 clusters Score: Raw -229890.227264 + Penalty 1510.193204 = -228380.034060 nChanged 7 SP:Iteration 39Q (5803.537209 sec): 3 clusters Score: Raw -229891.388479 + Penalty 1510.193204 = -228381.195275 nChanged 3 SP:Iteration 40F (5803.548197 sec): 3 clusters Score: Raw -229892.166698 + Penalty 1510.193204 = -228381.973494 nChanged 3 SP:Iteration 41Q (5803.558972 sec): 3 clusters Score: Raw -229892.358992 + Penalty 1510.193204 = -228382.165788 nChanged 1 SP:Iteration 42Q (5803.569646 sec): 3 clusters Score: Raw -229892.400573 + Penalty 1510.193204 = -228382.207369 nChanged 0 SP:Iteration 43F (5803.580617 sec): 3 clusters Score: Raw -229892.400573 + Penalty 1510.193204 = -228382.207369 nChanged 0 Trying to split cluster 19 (6139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5803.599112 sec): 2 clusters Score: Raw -442158.124809 + Penalty 828.629628 = -441329.495181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5803.620538 sec): 3 clusters Score: Raw -438682.120727 + Penalty 1657.259257 = -437024.861470 nChanged 2716 SP:Iteration 1F (5803.640999 sec): 3 clusters Score: Raw -440460.395357 + Penalty 1657.259257 = -438803.136100 nChanged 610 SP:Iteration 2F (5803.661602 sec): 3 clusters Score: Raw -441004.684923 + Penalty 1657.259257 = -439347.425666 nChanged 537 SP:Iteration 3F (5803.682211 sec): 3 clusters Score: Raw -441443.821429 + Penalty 1657.259257 = -439786.562172 nChanged 394 SP:Iteration 4F (5803.702664 sec): 3 clusters Score: Raw -441804.524766 + Penalty 1657.259257 = -440147.265510 nChanged 305 SP:Iteration 5Q (5803.723527 sec): 3 clusters Score: Raw -442055.708131 + Penalty 1657.259257 = -440398.448874 nChanged 196 SP:Iteration 6Q (5803.744609 sec): 3 clusters Score: Raw -442186.256578 + Penalty 1657.259257 = -440528.997321 nChanged 144 SP:Iteration 7Q (5803.765529 sec): 3 clusters Score: Raw -442265.844827 + Penalty 1657.259257 = -440608.585570 nChanged 101 SP:Iteration 8Q (5803.786256 sec): 3 clusters Score: Raw -442314.243417 + Penalty 1657.259257 = -440656.984160 nChanged 77 SP:Iteration 9Q (5803.806819 sec): 3 clusters Score: Raw -442354.000080 + Penalty 1657.259257 = -440696.740823 nChanged 67 SP:Iteration 10Q (5803.827387 sec): 3 clusters Score: Raw -442389.111840 + Penalty 1657.259257 = -440731.852583 nChanged 50 SP:Iteration 11Q (5803.847860 sec): 3 clusters Score: Raw -442415.546296 + Penalty 1657.259257 = -440758.287039 nChanged 42 SP:Iteration 12Q (5803.868322 sec): 3 clusters Score: Raw -442440.829103 + Penalty 1657.259257 = -440783.569846 nChanged 36 SP:Iteration 13Q (5803.888513 sec): 3 clusters Score: Raw -442456.241562 + Penalty 1657.259257 = -440798.982305 nChanged 26 SP:Iteration 14Q (5803.913861 sec): 3 clusters Score: Raw -442466.596662 + Penalty 1657.259257 = -440809.337405 nChanged 16 SP:Iteration 15Q (5803.934059 sec): 3 clusters Score: Raw -442471.722220 + Penalty 1657.259257 = -440814.462963 nChanged 12 SP:Iteration 16Q (5803.954220 sec): 3 clusters Score: Raw -442475.697071 + Penalty 1657.259257 = -440818.437814 nChanged 9 SP:Iteration 17Q (5803.974286 sec): 3 clusters Score: Raw -442479.048902 + Penalty 1657.259257 = -440821.789645 nChanged 11 SP:Iteration 18Q (5803.994338 sec): 3 clusters Score: Raw -442481.620193 + Penalty 1657.259257 = -440824.360936 nChanged 12 SP:Iteration 19Q (5804.014520 sec): 3 clusters Score: Raw -442486.026409 + Penalty 1657.259257 = -440828.767153 nChanged 11 SP:Iteration 20F (5804.035082 sec): 3 clusters Score: Raw -442489.856655 + Penalty 1657.259257 = -440832.597398 nChanged 14 SP:Iteration 21Q (5804.055048 sec): 3 clusters Score: Raw -442495.230505 + Penalty 1657.259257 = -440837.971249 nChanged 12 SP:Iteration 22Q (5804.074984 sec): 3 clusters Score: Raw -442500.173121 + Penalty 1657.259257 = -440842.913864 nChanged 9 SP:Iteration 23Q (5804.095026 sec): 3 clusters Score: Raw -442505.586323 + Penalty 1657.259257 = -440848.327066 nChanged 16 SP:Iteration 24Q (5804.115180 sec): 3 clusters Score: Raw -442512.007447 + Penalty 1657.259257 = -440854.748190 nChanged 16 SP:Iteration 25Q (5804.135325 sec): 3 clusters Score: Raw -442517.160646 + Penalty 1657.259257 = -440859.901389 nChanged 10 SP:Iteration 26Q (5804.155631 sec): 3 clusters Score: Raw -442524.877589 + Penalty 1657.259257 = -440867.618332 nChanged 11 SP:Iteration 27Q (5804.175478 sec): 3 clusters Score: Raw -442529.753414 + Penalty 1657.259257 = -440872.494157 nChanged 10 SP:Iteration 28Q (5804.195551 sec): 3 clusters Score: Raw -442531.883650 + Penalty 1657.259257 = -440874.624393 nChanged 6 SP:Iteration 29Q (5804.215812 sec): 3 clusters Score: Raw -442533.417733 + Penalty 1657.259257 = -440876.158476 nChanged 5 SP:Iteration 30Q (5804.235922 sec): 3 clusters Score: Raw -442534.812923 + Penalty 1657.259257 = -440877.553666 nChanged 6 SP:Iteration 31Q (5804.255916 sec): 3 clusters Score: Raw -442536.864077 + Penalty 1657.259257 = -440879.604820 nChanged 6 SP:Iteration 32Q (5804.275789 sec): 3 clusters Score: Raw -442538.650319 + Penalty 1657.259257 = -440881.391063 nChanged 2 SP:Iteration 33Q (5804.296051 sec): 3 clusters Score: Raw -442539.746685 + Penalty 1657.259257 = -440882.487428 nChanged 4 SP:Iteration 34Q (5804.315964 sec): 3 clusters Score: Raw -442543.082864 + Penalty 1657.259257 = -440885.823607 nChanged 8 SP:Iteration 35Q (5804.336034 sec): 3 clusters Score: Raw -442547.157771 + Penalty 1657.259257 = -440889.898514 nChanged 11 SP:Iteration 36Q (5804.356181 sec): 3 clusters Score: Raw -442550.516079 + Penalty 1657.259257 = -440893.256822 nChanged 11 SP:Iteration 37Q (5804.376137 sec): 3 clusters Score: Raw -442558.503315 + Penalty 1657.259257 = -440901.244058 nChanged 13 SP:Iteration 38Q (5804.395884 sec): 3 clusters Score: Raw -442564.322447 + Penalty 1657.259257 = -440907.063190 nChanged 10 SP:Iteration 39Q (5804.416003 sec): 3 clusters Score: Raw -442568.516954 + Penalty 1657.259257 = -440911.257697 nChanged 10 SP:Iteration 40F (5804.436642 sec): 3 clusters Score: Raw -442571.155512 + Penalty 1657.259257 = -440913.896255 nChanged 7 SP:Iteration 41Q (5804.456404 sec): 3 clusters Score: Raw -442573.934996 + Penalty 1657.259257 = -440916.675739 nChanged 8 SP:Iteration 42Q (5804.476284 sec): 3 clusters Score: Raw -442576.918375 + Penalty 1657.259257 = -440919.659118 nChanged 6 SP:Iteration 43Q (5804.496201 sec): 3 clusters Score: Raw -442578.693565 + Penalty 1657.259257 = -440921.434309 nChanged 3 SP:Iteration 44Q (5804.515918 sec): 3 clusters Score: Raw -442579.230278 + Penalty 1657.259257 = -440921.971021 nChanged 2 SP:Iteration 45Q (5804.536074 sec): 3 clusters Score: Raw -442579.577170 + Penalty 1657.259257 = -440922.317913 nChanged 0 SP:Iteration 46F (5804.556803 sec): 3 clusters Score: Raw -442579.577170 + Penalty 1657.259257 = -440922.317913 nChanged 0 Trying to split cluster 20 (1846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5804.571518 sec): 2 clusters Score: Raw -158221.508065 + Penalty 714.473759 = -157507.034306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5804.579195 sec): 3 clusters Score: Raw -157331.060436 + Penalty 1428.947519 = -155902.112917 nChanged 699 SP:Iteration 1F (5804.586332 sec): 3 clusters Score: Raw -157757.508854 + Penalty 1428.947519 = -156328.561336 nChanged 182 SP:Iteration 2F (5804.593411 sec): 3 clusters Score: Raw -157919.769021 + Penalty 1428.947519 = -156490.821502 nChanged 130 SP:Iteration 3F (5804.600545 sec): 3 clusters Score: Raw -158055.834607 + Penalty 1428.947519 = -156626.887088 nChanged 118 SP:Iteration 4F (5804.607584 sec): 3 clusters Score: Raw -158154.310850 + Penalty 1428.947519 = -156725.363331 nChanged 104 SP:Iteration 5F (5804.614739 sec): 3 clusters Score: Raw -158248.727777 + Penalty 1428.947519 = -156819.780259 nChanged 83 SP:Iteration 6Q (5804.621876 sec): 3 clusters Score: Raw -158314.433230 + Penalty 1428.947519 = -156885.485711 nChanged 55 SP:Iteration 7Q (5804.628983 sec): 3 clusters Score: Raw -158353.845570 + Penalty 1428.947519 = -156924.898051 nChanged 46 SP:Iteration 8Q (5804.636095 sec): 3 clusters Score: Raw -158389.339743 + Penalty 1428.947519 = -156960.392224 nChanged 40 SP:Iteration 9Q (5804.643125 sec): 3 clusters Score: Raw -158421.611262 + Penalty 1428.947519 = -156992.663744 nChanged 39 SP:Iteration 10Q (5804.650191 sec): 3 clusters Score: Raw -158447.116332 + Penalty 1428.947519 = -157018.168813 nChanged 35 SP:Iteration 11Q (5804.657191 sec): 3 clusters Score: Raw -158474.054845 + Penalty 1428.947519 = -157045.107326 nChanged 26 SP:Iteration 12Q (5804.664227 sec): 3 clusters Score: Raw -158493.328481 + Penalty 1428.947519 = -157064.380962 nChanged 26 SP:Iteration 13Q (5804.671261 sec): 3 clusters Score: Raw -158511.188942 + Penalty 1428.947519 = -157082.241423 nChanged 20 SP:Iteration 14Q (5804.678308 sec): 3 clusters Score: Raw -158523.170626 + Penalty 1428.947519 = -157094.223107 nChanged 15 SP:Iteration 15Q (5804.685313 sec): 3 clusters Score: Raw -158532.314425 + Penalty 1428.947519 = -157103.366906 nChanged 16 SP:Iteration 16Q (5804.692253 sec): 3 clusters Score: Raw -158540.415600 + Penalty 1428.947519 = -157111.468081 nChanged 14 SP:Iteration 17Q (5804.699217 sec): 3 clusters Score: Raw -158547.686834 + Penalty 1428.947519 = -157118.739315 nChanged 8 SP:Iteration 18Q (5804.706233 sec): 3 clusters Score: Raw -158551.555924 + Penalty 1428.947519 = -157122.608405 nChanged 8 SP:Iteration 19Q (5804.713203 sec): 3 clusters Score: Raw -158555.329286 + Penalty 1428.947519 = -157126.381767 nChanged 6 SP:Iteration 20F (5804.720195 sec): 3 clusters Score: Raw -158558.739762 + Penalty 1428.947519 = -157129.792243 nChanged 3 SP:Iteration 21Q (5804.727085 sec): 3 clusters Score: Raw -158560.448498 + Penalty 1428.947519 = -157131.500980 nChanged 7 SP:Iteration 22Q (5804.734097 sec): 3 clusters Score: Raw -158566.415926 + Penalty 1428.947519 = -157137.468407 nChanged 10 SP:Iteration 23Q (5804.740983 sec): 3 clusters Score: Raw -158571.263860 + Penalty 1428.947519 = -157142.316341 nChanged 9 SP:Iteration 24Q (5804.747884 sec): 3 clusters Score: Raw -158574.024566 + Penalty 1428.947519 = -157145.077048 nChanged 3 SP:Iteration 25Q (5804.754775 sec): 3 clusters Score: Raw -158575.172936 + Penalty 1428.947519 = -157146.225418 nChanged 4 SP:Iteration 26Q (5804.761689 sec): 3 clusters Score: Raw -158577.050773 + Penalty 1428.947519 = -157148.103254 nChanged 3 SP:Iteration 27Q (5804.768638 sec): 3 clusters Score: Raw -158577.795363 + Penalty 1428.947519 = -157148.847844 nChanged 2 SP:Iteration 28Q (5804.775601 sec): 3 clusters Score: Raw -158578.148649 + Penalty 1428.947519 = -157149.201130 nChanged 1 SP:Iteration 29Q (5804.782590 sec): 3 clusters Score: Raw -158578.247872 + Penalty 1428.947519 = -157149.300353 nChanged 0 SP:Iteration 30F (5804.789669 sec): 3 clusters Score: Raw -158578.247872 + Penalty 1428.947519 = -157149.300353 nChanged 0 Trying to split cluster 21 (23291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5804.826094 sec): 2 clusters Score: Raw -2065160.904622 + Penalty 955.303118 = -2064205.601504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5804.868463 sec): 3 clusters Score: Raw -2050618.360318 + Penalty 1910.606237 = -2048707.754081 nChanged 10876 SP:Iteration 1F (5804.905875 sec): 3 clusters Score: Raw -2056979.063654 + Penalty 1910.606237 = -2055068.457417 nChanged 1291 SP:Iteration 2F (5804.943593 sec): 3 clusters Score: Raw -2057559.891664 + Penalty 1910.606237 = -2055649.285427 nChanged 1417 SP:Iteration 3F (5804.981091 sec): 3 clusters Score: Raw -2058284.832273 + Penalty 1910.606237 = -2056374.226036 nChanged 1443 SP:Iteration 4F (5805.018804 sec): 3 clusters Score: Raw -2059074.057113 + Penalty 1910.606237 = -2057163.450876 nChanged 1443 SP:Iteration 5F (5805.056523 sec): 3 clusters Score: Raw -2059894.509960 + Penalty 1910.606237 = -2057983.903723 nChanged 1374 SP:Iteration 6F (5805.094267 sec): 3 clusters Score: Raw -2060754.361787 + Penalty 1910.606237 = -2058843.755551 nChanged 1272 SP:Iteration 7F (5805.131992 sec): 3 clusters Score: Raw -2061584.651377 + Penalty 1910.606237 = -2059674.045140 nChanged 1174 SP:Iteration 8F (5805.169574 sec): 3 clusters Score: Raw -2062423.307952 + Penalty 1910.606237 = -2060512.701715 nChanged 1032 SP:Iteration 9Q (5805.207987 sec): 3 clusters Score: Raw -2063226.619167 + Penalty 1910.606237 = -2061316.012930 nChanged 870 SP:Iteration 10Q (5805.245535 sec): 3 clusters Score: Raw -2063895.452408 + Penalty 1910.606237 = -2061984.846172 nChanged 651 SP:Iteration 11Q (5805.282238 sec): 3 clusters Score: Raw -2064447.186833 + Penalty 1910.606237 = -2062536.580596 nChanged 416 SP:Iteration 12Q (5805.317810 sec): 3 clusters Score: Raw -2064814.532724 + Penalty 1910.606237 = -2062903.926487 nChanged 227 SP:Iteration 13Q (5805.352130 sec): 3 clusters Score: Raw -2065021.967743 + Penalty 1910.606237 = -2063111.361506 nChanged 134 SP:Iteration 14Q (5805.384915 sec): 3 clusters Score: Raw -2065129.821993 + Penalty 1910.606237 = -2063219.215756 nChanged 72 SP:Iteration 15Q (5805.417389 sec): 3 clusters Score: Raw -2065203.870621 + Penalty 1910.606237 = -2063293.264384 nChanged 53 SP:Iteration 16Q (5805.449572 sec): 3 clusters Score: Raw -2065255.762095 + Penalty 1910.606237 = -2063345.155858 nChanged 30 SP:Iteration 17Q (5805.481737 sec): 3 clusters Score: Raw -2065281.518758 + Penalty 1910.606237 = -2063370.912521 nChanged 26 SP:Iteration 18Q (5805.513852 sec): 3 clusters Score: Raw -2065303.755238 + Penalty 1910.606237 = -2063393.149001 nChanged 24 SP:Iteration 19Q (5805.545793 sec): 3 clusters Score: Raw -2065321.039445 + Penalty 1910.606237 = -2063410.433208 nChanged 18 SP:Iteration 20F (5805.582928 sec): 3 clusters Score: Raw -2065330.051918 + Penalty 1910.606237 = -2063419.445682 nChanged 13 SP:Iteration 21Q (5805.615234 sec): 3 clusters Score: Raw -2065338.727417 + Penalty 1910.606237 = -2063428.121180 nChanged 9 SP:Iteration 22Q (5805.647209 sec): 3 clusters Score: Raw -2065343.783406 + Penalty 1910.606237 = -2063433.177169 nChanged 4 SP:Iteration 23Q (5805.679235 sec): 3 clusters Score: Raw -2065346.029477 + Penalty 1910.606237 = -2063435.423241 nChanged 3 SP:Iteration 24Q (5805.711223 sec): 3 clusters Score: Raw -2065347.294872 + Penalty 1910.606237 = -2063436.688635 nChanged 4 SP:Iteration 25Q (5805.743187 sec): 3 clusters Score: Raw -2065351.827470 + Penalty 1910.606237 = -2063441.221233 nChanged 7 SP:Iteration 26Q (5805.775209 sec): 3 clusters Score: Raw -2065359.639740 + Penalty 1910.606237 = -2063449.033503 nChanged 9 SP:Iteration 27Q (5805.807217 sec): 3 clusters Score: Raw -2065366.238673 + Penalty 1910.606237 = -2063455.632436 nChanged 2 SP:Iteration 28Q (5805.839282 sec): 3 clusters Score: Raw -2065367.631810 + Penalty 1910.606237 = -2063457.025573 nChanged 1 SP:Iteration 29Q (5805.871190 sec): 3 clusters Score: Raw -2065368.124849 + Penalty 1910.606237 = -2063457.518612 nChanged 1 SP:Iteration 30Q (5805.903138 sec): 3 clusters Score: Raw -2065368.830057 + Penalty 1910.606237 = -2063458.223820 nChanged 0 SP:Iteration 31F (5805.940264 sec): 3 clusters Score: Raw -2065368.830057 + Penalty 1910.606237 = -2063458.223820 nChanged 0 Trying to split cluster 22 (1708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5805.954060 sec): 2 clusters Score: Raw -151817.515720 + Penalty 707.092446 = -151110.423275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5805.961369 sec): 3 clusters Score: Raw -150989.313494 + Penalty 1414.184891 = -149575.128603 nChanged 653 SP:Iteration 1F (5805.968000 sec): 3 clusters Score: Raw -151371.266243 + Penalty 1414.184891 = -149957.081352 nChanged 146 SP:Iteration 2F (5805.974603 sec): 3 clusters Score: Raw -151472.727343 + Penalty 1414.184891 = -150058.542451 nChanged 91 SP:Iteration 3F (5805.981201 sec): 3 clusters Score: Raw -151538.240386 + Penalty 1414.184891 = -150124.055495 nChanged 70 SP:Iteration 4Q (5805.987823 sec): 3 clusters Score: Raw -151579.004955 + Penalty 1414.184891 = -150164.820064 nChanged 53 SP:Iteration 5Q (5805.994402 sec): 3 clusters Score: Raw -151603.261889 + Penalty 1414.184891 = -150189.076998 nChanged 40 SP:Iteration 6Q (5806.000999 sec): 3 clusters Score: Raw -151621.210684 + Penalty 1414.184891 = -150207.025793 nChanged 30 SP:Iteration 7Q (5806.007586 sec): 3 clusters Score: Raw -151634.780169 + Penalty 1414.184891 = -150220.595278 nChanged 20 SP:Iteration 8Q (5806.014190 sec): 3 clusters Score: Raw -151644.169400 + Penalty 1414.184891 = -150229.984509 nChanged 24 SP:Iteration 9Q (5806.020788 sec): 3 clusters Score: Raw -151656.014068 + Penalty 1414.184891 = -150241.829177 nChanged 22 SP:Iteration 10Q (5806.027345 sec): 3 clusters Score: Raw -151665.269414 + Penalty 1414.184891 = -150251.084523 nChanged 16 SP:Iteration 11Q (5806.033889 sec): 3 clusters Score: Raw -151673.268318 + Penalty 1414.184891 = -150259.083427 nChanged 27 SP:Iteration 12Q (5806.040489 sec): 3 clusters Score: Raw -151688.623167 + Penalty 1414.184891 = -150274.438276 nChanged 28 SP:Iteration 13Q (5806.047061 sec): 3 clusters Score: Raw -151701.823394 + Penalty 1414.184891 = -150287.638503 nChanged 20 SP:Iteration 14Q (5806.053648 sec): 3 clusters Score: Raw -151709.448408 + Penalty 1414.184891 = -150295.263517 nChanged 16 SP:Iteration 15Q (5806.060182 sec): 3 clusters Score: Raw -151717.564431 + Penalty 1414.184891 = -150303.379540 nChanged 19 SP:Iteration 16Q (5806.066702 sec): 3 clusters Score: Raw -151725.621393 + Penalty 1414.184891 = -150311.436501 nChanged 18 SP:Iteration 17Q (5806.073262 sec): 3 clusters Score: Raw -151735.160692 + Penalty 1414.184891 = -150320.975800 nChanged 15 SP:Iteration 18Q (5806.079811 sec): 3 clusters Score: Raw -151741.217832 + Penalty 1414.184891 = -150327.032941 nChanged 18 SP:Iteration 19Q (5806.086343 sec): 3 clusters Score: Raw -151749.921165 + Penalty 1414.184891 = -150335.736274 nChanged 26 SP:Iteration 20F (5806.092931 sec): 3 clusters Score: Raw -151766.424527 + Penalty 1414.184891 = -150352.239636 nChanged 25 SP:Iteration 21Q (5806.099469 sec): 3 clusters Score: Raw -151780.629363 + Penalty 1414.184891 = -150366.444472 nChanged 17 SP:Iteration 22Q (5806.105938 sec): 3 clusters Score: Raw -151787.933756 + Penalty 1414.184891 = -150373.748865 nChanged 13 SP:Iteration 23Q (5806.112396 sec): 3 clusters Score: Raw -151794.575940 + Penalty 1414.184891 = -150380.391049 nChanged 13 SP:Iteration 24Q (5806.118904 sec): 3 clusters Score: Raw -151805.404683 + Penalty 1414.184891 = -150391.219792 nChanged 22 SP:Iteration 25Q (5806.125435 sec): 3 clusters Score: Raw -151821.097585 + Penalty 1414.184891 = -150406.912694 nChanged 20 SP:Iteration 26Q (5806.131918 sec): 3 clusters Score: Raw -151839.605781 + Penalty 1414.184891 = -150425.420890 nChanged 29 SP:Iteration 27Q (5806.138387 sec): 3 clusters Score: Raw -151862.216274 + Penalty 1414.184891 = -150448.031383 nChanged 25 SP:Iteration 28Q (5806.144794 sec): 3 clusters Score: Raw -151880.699497 + Penalty 1414.184891 = -150466.514606 nChanged 24 SP:Iteration 29Q (5806.151174 sec): 3 clusters Score: Raw -151900.048294 + Penalty 1414.184891 = -150485.863403 nChanged 21 SP:Iteration 30Q (5806.157637 sec): 3 clusters Score: Raw -151914.162839 + Penalty 1414.184891 = -150499.977948 nChanged 23 SP:Iteration 31Q (5806.163997 sec): 3 clusters Score: Raw -151930.231983 + Penalty 1414.184891 = -150516.047092 nChanged 28 SP:Iteration 32Q (5806.170435 sec): 3 clusters Score: Raw -151952.569658 + Penalty 1414.184891 = -150538.384767 nChanged 33 SP:Iteration 33Q (5806.176837 sec): 3 clusters Score: Raw -151974.592149 + Penalty 1414.184891 = -150560.407258 nChanged 19 SP:Iteration 34Q (5806.208059 sec): 3 clusters Score: Raw -151984.964752 + Penalty 1414.184891 = -150570.779861 nChanged 17 SP:Iteration 35Q (5806.221618 sec): 3 clusters Score: Raw -151999.882407 + Penalty 1414.184891 = -150585.697515 nChanged 19 SP:Iteration 36Q (5806.228037 sec): 3 clusters Score: Raw -152010.779511 + Penalty 1414.184891 = -150596.594620 nChanged 11 SP:Iteration 37Q (5806.234405 sec): 3 clusters Score: Raw -152017.592441 + Penalty 1414.184891 = -150603.407550 nChanged 9 SP:Iteration 38Q (5806.240791 sec): 3 clusters Score: Raw -152021.411063 + Penalty 1414.184891 = -150607.226171 nChanged 6 SP:Iteration 39Q (5806.247230 sec): 3 clusters Score: Raw -152024.776321 + Penalty 1414.184891 = -150610.591430 nChanged 9 SP:Iteration 40F (5806.253696 sec): 3 clusters Score: Raw -152029.742267 + Penalty 1414.184891 = -150615.557376 nChanged 7 SP:Iteration 41Q (5806.260064 sec): 3 clusters Score: Raw -152034.350342 + Penalty 1414.184891 = -150620.165451 nChanged 6 SP:Iteration 42Q (5806.266419 sec): 3 clusters Score: Raw -152038.052644 + Penalty 1414.184891 = -150623.867753 nChanged 5 SP:Iteration 43Q (5806.272712 sec): 3 clusters Score: Raw -152039.639220 + Penalty 1414.184891 = -150625.454329 nChanged 1 SP:Iteration 44Q (5806.279093 sec): 3 clusters Score: Raw -152039.811012 + Penalty 1414.184891 = -150625.626121 nChanged 0 SP:Iteration 45F (5806.285556 sec): 3 clusters Score: Raw -152039.811012 + Penalty 1414.184891 = -150625.626121 nChanged 0 Trying to split cluster 23 (2514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5806.301268 sec): 2 clusters Score: Raw -208865.556122 + Penalty 743.814887 = -208121.741235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5806.311584 sec): 3 clusters Score: Raw -207582.708597 + Penalty 1487.629774 = -206095.078823 nChanged 1018 SP:Iteration 1F (5806.321160 sec): 3 clusters Score: Raw -208222.716813 + Penalty 1487.629774 = -206735.087039 nChanged 207 SP:Iteration 2F (5806.330727 sec): 3 clusters Score: Raw -208366.948351 + Penalty 1487.629774 = -206879.318577 nChanged 134 SP:Iteration 3F (5806.340351 sec): 3 clusters Score: Raw -208445.207522 + Penalty 1487.629774 = -206957.577748 nChanged 101 SP:Iteration 4Q (5806.349837 sec): 3 clusters Score: Raw -208503.538929 + Penalty 1487.629774 = -207015.909155 nChanged 71 SP:Iteration 5Q (5806.359281 sec): 3 clusters Score: Raw -208538.187126 + Penalty 1487.629774 = -207050.557352 nChanged 66 SP:Iteration 6Q (5806.368845 sec): 3 clusters Score: Raw -208568.304832 + Penalty 1487.629774 = -207080.675058 nChanged 54 SP:Iteration 7Q (5806.378353 sec): 3 clusters Score: Raw -208588.706261 + Penalty 1487.629774 = -207101.076487 nChanged 44 SP:Iteration 8Q (5806.387800 sec): 3 clusters Score: Raw -208611.601244 + Penalty 1487.629774 = -207123.971470 nChanged 52 SP:Iteration 9Q (5806.397320 sec): 3 clusters Score: Raw -208637.822551 + Penalty 1487.629774 = -207150.192777 nChanged 58 SP:Iteration 10Q (5806.406803 sec): 3 clusters Score: Raw -208672.552159 + Penalty 1487.629774 = -207184.922385 nChanged 65 SP:Iteration 11Q (5806.416326 sec): 3 clusters Score: Raw -208718.626062 + Penalty 1487.629774 = -207230.996289 nChanged 67 SP:Iteration 12Q (5806.425831 sec): 3 clusters Score: Raw -208774.496422 + Penalty 1487.629774 = -207286.866648 nChanged 55 SP:Iteration 13Q (5806.435366 sec): 3 clusters Score: Raw -208811.434492 + Penalty 1487.629774 = -207323.804718 nChanged 42 SP:Iteration 14Q (5806.444830 sec): 3 clusters Score: Raw -208834.312288 + Penalty 1487.629774 = -207346.682514 nChanged 41 SP:Iteration 15Q (5806.454259 sec): 3 clusters Score: Raw -208858.029298 + Penalty 1487.629774 = -207370.399524 nChanged 30 SP:Iteration 16Q (5806.463591 sec): 3 clusters Score: Raw -208871.993870 + Penalty 1487.629774 = -207384.364096 nChanged 17 SP:Iteration 17Q (5806.472886 sec): 3 clusters Score: Raw -208880.134434 + Penalty 1487.629774 = -207392.504660 nChanged 14 SP:Iteration 18Q (5806.482169 sec): 3 clusters Score: Raw -208886.139754 + Penalty 1487.629774 = -207398.509980 nChanged 12 SP:Iteration 19Q (5806.491447 sec): 3 clusters Score: Raw -208890.340080 + Penalty 1487.629774 = -207402.710306 nChanged 16 SP:Iteration 20F (5806.500953 sec): 3 clusters Score: Raw -208894.052583 + Penalty 1487.629774 = -207406.422809 nChanged 13 SP:Iteration 21Q (5806.510297 sec): 3 clusters Score: Raw -208897.460221 + Penalty 1487.629774 = -207409.830447 nChanged 10 SP:Iteration 22Q (5806.519545 sec): 3 clusters Score: Raw -208900.552639 + Penalty 1487.629774 = -207412.922865 nChanged 11 SP:Iteration 23Q (5806.528819 sec): 3 clusters Score: Raw -208903.553410 + Penalty 1487.629774 = -207415.923636 nChanged 12 SP:Iteration 24Q (5806.538145 sec): 3 clusters Score: Raw -208908.897461 + Penalty 1487.629774 = -207421.267687 nChanged 10 SP:Iteration 25Q (5806.547472 sec): 3 clusters Score: Raw -208913.861368 + Penalty 1487.629774 = -207426.231594 nChanged 14 SP:Iteration 26Q (5806.556785 sec): 3 clusters Score: Raw -208918.730270 + Penalty 1487.629774 = -207431.100496 nChanged 12 SP:Iteration 27Q (5806.566047 sec): 3 clusters Score: Raw -208922.017493 + Penalty 1487.629774 = -207434.387719 nChanged 6 SP:Iteration 28Q (5806.575259 sec): 3 clusters Score: Raw -208923.782870 + Penalty 1487.629774 = -207436.153096 nChanged 6 SP:Iteration 29Q (5806.584528 sec): 3 clusters Score: Raw -208925.560769 + Penalty 1487.629774 = -207437.930995 nChanged 6 SP:Iteration 30Q (5806.593766 sec): 3 clusters Score: Raw -208927.219788 + Penalty 1487.629774 = -207439.590014 nChanged 6 SP:Iteration 31Q (5806.603061 sec): 3 clusters Score: Raw -208928.522188 + Penalty 1487.629774 = -207440.892414 nChanged 7 SP:Iteration 32Q (5806.612350 sec): 3 clusters Score: Raw -208930.737107 + Penalty 1487.629774 = -207443.107333 nChanged 7 SP:Iteration 33Q (5806.621630 sec): 3 clusters Score: Raw -208934.237866 + Penalty 1487.629774 = -207446.608092 nChanged 7 SP:Iteration 34Q (5806.630853 sec): 3 clusters Score: Raw -208936.640079 + Penalty 1487.629774 = -207449.010305 nChanged 8 SP:Iteration 35Q (5806.640122 sec): 3 clusters Score: Raw -208940.529120 + Penalty 1487.629774 = -207452.899346 nChanged 7 SP:Iteration 36Q (5806.649282 sec): 3 clusters Score: Raw -208942.791560 + Penalty 1487.629774 = -207455.161786 nChanged 6 SP:Iteration 37Q (5806.658465 sec): 3 clusters Score: Raw -208944.946520 + Penalty 1487.629774 = -207457.316746 nChanged 5 SP:Iteration 38Q (5806.667717 sec): 3 clusters Score: Raw -208946.175762 + Penalty 1487.629774 = -207458.545988 nChanged 2 SP:Iteration 39Q (5806.676873 sec): 3 clusters Score: Raw -208946.952818 + Penalty 1487.629774 = -207459.323045 nChanged 3 SP:Iteration 40F (5806.686391 sec): 3 clusters Score: Raw -208948.511547 + Penalty 1487.629774 = -207460.881773 nChanged 2 SP:Iteration 41Q (5806.695678 sec): 3 clusters Score: Raw -208949.232370 + Penalty 1487.629774 = -207461.602596 nChanged 1 SP:Iteration 42Q (5806.704913 sec): 3 clusters Score: Raw -208949.571101 + Penalty 1487.629774 = -207461.941327 nChanged 1 SP:Iteration 43Q (5806.714152 sec): 3 clusters Score: Raw -208949.715236 + Penalty 1487.629774 = -207462.085462 nChanged 1 SP:Iteration 44Q (5806.723350 sec): 3 clusters Score: Raw -208950.000655 + Penalty 1487.629774 = -207462.370882 nChanged 0 SP:Iteration 45F (5806.732765 sec): 3 clusters Score: Raw -208950.000655 + Penalty 1487.629774 = -207462.370882 nChanged 0 Trying to split cluster 24 (18701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5806.763665 sec): 2 clusters Score: Raw -1708465.883229 + Penalty 934.451566 = -1707531.431663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5806.798904 sec): 3 clusters Score: Raw -1696818.317299 + Penalty 1868.903133 = -1694949.414167 nChanged 8603 SP:Iteration 1F (5806.831836 sec): 3 clusters Score: Raw -1701599.986804 + Penalty 1868.903133 = -1699731.083671 nChanged 878 SP:Iteration 2Q (5806.866102 sec): 3 clusters Score: Raw -1701904.986616 + Penalty 1868.903133 = -1700036.083483 nChanged 846 SP:Iteration 3Q (5806.900170 sec): 3 clusters Score: Raw -1702249.182122 + Penalty 1868.903133 = -1700380.278989 nChanged 874 SP:Iteration 4Q (5806.934265 sec): 3 clusters Score: Raw -1702693.303420 + Penalty 1868.903133 = -1700824.400287 nChanged 976 SP:Iteration 5F (5806.967786 sec): 3 clusters Score: Raw -1703290.241953 + Penalty 1868.903133 = -1701421.338820 nChanged 1084 SP:Iteration 6F (5807.001474 sec): 3 clusters Score: Raw -1704058.372322 + Penalty 1868.903133 = -1702189.469189 nChanged 1151 SP:Iteration 7F (5807.034852 sec): 3 clusters Score: Raw -1704884.613178 + Penalty 1868.903133 = -1703015.710045 nChanged 1137 SP:Iteration 8F (5807.068393 sec): 3 clusters Score: Raw -1705711.145555 + Penalty 1868.903133 = -1703842.242422 nChanged 1023 SP:Iteration 9F (5807.101953 sec): 3 clusters Score: Raw -1706414.358217 + Penalty 1868.903133 = -1704545.455084 nChanged 828 SP:Iteration 10Q (5807.134930 sec): 3 clusters Score: Raw -1706913.200835 + Penalty 1868.903133 = -1705044.297702 nChanged 630 SP:Iteration 11Q (5807.167249 sec): 3 clusters Score: Raw -1707243.275229 + Penalty 1868.903133 = -1705374.372097 nChanged 480 SP:Iteration 12Q (5807.199291 sec): 3 clusters Score: Raw -1707482.729717 + Penalty 1868.903133 = -1705613.826585 nChanged 370 SP:Iteration 13Q (5807.230972 sec): 3 clusters Score: Raw -1707654.893939 + Penalty 1868.903133 = -1705785.990806 nChanged 285 SP:Iteration 14Q (5807.262486 sec): 3 clusters Score: Raw -1707780.588312 + Penalty 1868.903133 = -1705911.685179 nChanged 251 SP:Iteration 15Q (5807.293758 sec): 3 clusters Score: Raw -1707894.425185 + Penalty 1868.903133 = -1706025.522052 nChanged 228 SP:Iteration 16Q (5807.324808 sec): 3 clusters Score: Raw -1708009.465067 + Penalty 1868.903133 = -1706140.561934 nChanged 238 SP:Iteration 17Q (5807.355871 sec): 3 clusters Score: Raw -1708126.034252 + Penalty 1868.903133 = -1706257.131120 nChanged 217 SP:Iteration 18Q (5807.386762 sec): 3 clusters Score: Raw -1708227.041838 + Penalty 1868.903133 = -1706358.138706 nChanged 187 SP:Iteration 19Q (5807.417454 sec): 3 clusters Score: Raw -1708308.163945 + Penalty 1868.903133 = -1706439.260813 nChanged 160 SP:Iteration 20F (5807.450956 sec): 3 clusters Score: Raw -1708374.997290 + Penalty 1868.903133 = -1706506.094157 nChanged 135 SP:Iteration 21Q (5807.481585 sec): 3 clusters Score: Raw -1708436.063533 + Penalty 1868.903133 = -1706567.160400 nChanged 130 SP:Iteration 22Q (5807.511965 sec): 3 clusters Score: Raw -1708490.542091 + Penalty 1868.903133 = -1706621.638959 nChanged 110 SP:Iteration 23Q (5807.542136 sec): 3 clusters Score: Raw -1708531.507840 + Penalty 1868.903133 = -1706662.604707 nChanged 85 SP:Iteration 24Q (5807.572281 sec): 3 clusters Score: Raw -1708565.564952 + Penalty 1868.903133 = -1706696.661820 nChanged 77 SP:Iteration 25Q (5807.602332 sec): 3 clusters Score: Raw -1708597.979565 + Penalty 1868.903133 = -1706729.076433 nChanged 70 SP:Iteration 26Q (5807.632497 sec): 3 clusters Score: Raw -1708627.257243 + Penalty 1868.903133 = -1706758.354110 nChanged 68 SP:Iteration 27Q (5807.662400 sec): 3 clusters Score: Raw -1708653.251305 + Penalty 1868.903133 = -1706784.348172 nChanged 57 SP:Iteration 28Q (5807.692385 sec): 3 clusters Score: Raw -1708672.639379 + Penalty 1868.903133 = -1706803.736246 nChanged 51 SP:Iteration 29Q (5807.722107 sec): 3 clusters Score: Raw -1708690.462734 + Penalty 1868.903133 = -1706821.559601 nChanged 41 SP:Iteration 30Q (5807.751805 sec): 3 clusters Score: Raw -1708704.609399 + Penalty 1868.903133 = -1706835.706266 nChanged 30 SP:Iteration 31Q (5807.781570 sec): 3 clusters Score: Raw -1708713.170751 + Penalty 1868.903133 = -1706844.267618 nChanged 32 SP:Iteration 32Q (5807.811273 sec): 3 clusters Score: Raw -1708719.626230 + Penalty 1868.903133 = -1706850.723097 nChanged 20 SP:Iteration 33Q (5807.840836 sec): 3 clusters Score: Raw -1708723.430239 + Penalty 1868.903133 = -1706854.527107 nChanged 15 SP:Iteration 34Q (5807.870518 sec): 3 clusters Score: Raw -1708725.660578 + Penalty 1868.903133 = -1706856.757446 nChanged 15 SP:Iteration 35Q (5807.900078 sec): 3 clusters Score: Raw -1708728.073746 + Penalty 1868.903133 = -1706859.170613 nChanged 13 SP:Iteration 36Q (5807.929704 sec): 3 clusters Score: Raw -1708730.984042 + Penalty 1868.903133 = -1706862.080909 nChanged 13 SP:Iteration 37Q (5807.959275 sec): 3 clusters Score: Raw -1708734.120677 + Penalty 1868.903133 = -1706865.217544 nChanged 11 SP:Iteration 38Q (5808.006279 sec): 3 clusters Score: Raw -1708737.827516 + Penalty 1868.903133 = -1706868.924384 nChanged 13 SP:Iteration 39Q (5808.035867 sec): 3 clusters Score: Raw -1708741.188504 + Penalty 1868.903133 = -1706872.285371 nChanged 18 SP:Iteration 40F (5808.069303 sec): 3 clusters Score: Raw -1708745.659080 + Penalty 1868.903133 = -1706876.755947 nChanged 18 SP:Iteration 41Q (5808.099080 sec): 3 clusters Score: Raw -1708748.813148 + Penalty 1868.903133 = -1706879.910016 nChanged 17 SP:Iteration 42Q (5808.128722 sec): 3 clusters Score: Raw -1708752.786507 + Penalty 1868.903133 = -1706883.883374 nChanged 19 SP:Iteration 43Q (5808.158252 sec): 3 clusters Score: Raw -1708757.610861 + Penalty 1868.903133 = -1706888.707728 nChanged 20 SP:Iteration 44Q (5808.187877 sec): 3 clusters Score: Raw -1708761.957989 + Penalty 1868.903133 = -1706893.054856 nChanged 15 SP:Iteration 45Q (5808.217445 sec): 3 clusters Score: Raw -1708764.806868 + Penalty 1868.903133 = -1706895.903736 nChanged 12 SP:Iteration 46Q (5808.247114 sec): 3 clusters Score: Raw -1708767.127350 + Penalty 1868.903133 = -1706898.224217 nChanged 10 SP:Iteration 47Q (5808.276636 sec): 3 clusters Score: Raw -1708769.857147 + Penalty 1868.903133 = -1706900.954014 nChanged 11 SP:Iteration 48Q (5808.306214 sec): 3 clusters Score: Raw -1708772.508956 + Penalty 1868.903133 = -1706903.605823 nChanged 9 SP:Iteration 49Q (5808.335680 sec): 3 clusters Score: Raw -1708774.687710 + Penalty 1868.903133 = -1706905.784577 nChanged 10 SP:Iteration 50Q (5808.365104 sec): 3 clusters Score: Raw -1708776.370351 + Penalty 1868.903133 = -1706907.467218 nChanged 13 SP:Iteration 51Q (5808.394620 sec): 3 clusters Score: Raw -1708778.396325 + Penalty 1868.903133 = -1706909.493192 nChanged 4 SP:Iteration 52Q (5808.424095 sec): 3 clusters Score: Raw -1708778.716209 + Penalty 1868.903133 = -1706909.813077 nChanged 3 SP:Iteration 53Q (5808.453609 sec): 3 clusters Score: Raw -1708779.110764 + Penalty 1868.903133 = -1706910.207632 nChanged 3 SP:Iteration 54Q (5808.483096 sec): 3 clusters Score: Raw -1708779.351783 + Penalty 1868.903133 = -1706910.448650 nChanged 0 SP:Iteration 55F (5808.516590 sec): 3 clusters Score: Raw -1708779.351783 + Penalty 1868.903133 = -1706910.448650 nChanged 0 Trying to split cluster 25 (679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5808.529650 sec): 2 clusters Score: Raw -44425.693113 + Penalty 619.459007 = -43806.234106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5808.532998 sec): 3 clusters Score: Raw -44211.808073 + Penalty 1238.918014 = -42972.890059 nChanged 247 SP:Iteration 1F (5808.536099 sec): 3 clusters Score: Raw -44422.902734 + Penalty 1238.918014 = -43183.984719 nChanged 52 SP:Iteration 2F (5808.539091 sec): 3 clusters Score: Raw -44473.069940 + Penalty 1238.918014 = -43234.151926 nChanged 33 SP:Iteration 3Q (5808.542091 sec): 3 clusters Score: Raw -44517.711575 + Penalty 1238.918014 = -43278.793560 nChanged 29 SP:Iteration 4Q (5808.545075 sec): 3 clusters Score: Raw -44547.052663 + Penalty 1238.918014 = -43308.134649 nChanged 14 SP:Iteration 5Q (5808.548039 sec): 3 clusters Score: Raw -44568.570181 + Penalty 1238.918014 = -43329.652166 nChanged 13 SP:Iteration 6Q (5808.551012 sec): 3 clusters Score: Raw -44591.941916 + Penalty 1238.918014 = -43353.023902 nChanged 13 SP:Iteration 7Q (5808.553974 sec): 3 clusters Score: Raw -44605.197673 + Penalty 1238.918014 = -43366.279659 nChanged 12 SP:Iteration 8Q (5808.556932 sec): 3 clusters Score: Raw -44610.980003 + Penalty 1238.918014 = -43372.061989 nChanged 10 SP:Iteration 9Q (5808.559859 sec): 3 clusters Score: Raw -44619.002140 + Penalty 1238.918014 = -43380.084126 nChanged 7 SP:Iteration 10Q (5808.562814 sec): 3 clusters Score: Raw -44622.385360 + Penalty 1238.918014 = -43383.467345 nChanged 5 SP:Iteration 11Q (5808.565756 sec): 3 clusters Score: Raw -44624.056787 + Penalty 1238.918014 = -43385.138773 nChanged 5 SP:Iteration 12Q (5808.568729 sec): 3 clusters Score: Raw -44626.975328 + Penalty 1238.918014 = -43388.057314 nChanged 6 SP:Iteration 13Q (5808.571693 sec): 3 clusters Score: Raw -44636.626859 + Penalty 1238.918014 = -43397.708845 nChanged 11 SP:Iteration 14Q (5808.574644 sec): 3 clusters Score: Raw -44642.494728 + Penalty 1238.918014 = -43403.576714 nChanged 5 SP:Iteration 15Q (5808.577566 sec): 3 clusters Score: Raw -44643.967069 + Penalty 1238.918014 = -43405.049054 nChanged 5 SP:Iteration 16Q (5808.580516 sec): 3 clusters Score: Raw -44649.315305 + Penalty 1238.918014 = -43410.397291 nChanged 6 SP:Iteration 17Q (5808.583474 sec): 3 clusters Score: Raw -44657.057342 + Penalty 1238.918014 = -43418.139328 nChanged 7 SP:Iteration 18Q (5808.586429 sec): 3 clusters Score: Raw -44661.353241 + Penalty 1238.918014 = -43422.435227 nChanged 7 SP:Iteration 19Q (5808.589355 sec): 3 clusters Score: Raw -44666.414269 + Penalty 1238.918014 = -43427.496255 nChanged 4 SP:Iteration 20F (5808.592346 sec): 3 clusters Score: Raw -44669.310791 + Penalty 1238.918014 = -43430.392777 nChanged 2 SP:Iteration 21Q (5808.595265 sec): 3 clusters Score: Raw -44670.868121 + Penalty 1238.918014 = -43431.950107 nChanged 0 SP:Iteration 22F (5808.598222 sec): 3 clusters Score: Raw -44670.868121 + Penalty 1238.918014 = -43431.950107 nChanged 0 Trying to split cluster 26 (10637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5808.622022 sec): 2 clusters Score: Raw -829625.713206 + Penalty 880.848908 = -828744.864298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5808.648651 sec): 3 clusters Score: Raw -823279.407351 + Penalty 1761.697816 = -821517.709535 nChanged 4778 SP:Iteration 1F (5808.674243 sec): 3 clusters Score: Raw -826073.585963 + Penalty 1761.697816 = -824311.888147 nChanged 718 SP:Iteration 2F (5808.699964 sec): 3 clusters Score: Raw -826447.267974 + Penalty 1761.697816 = -824685.570158 nChanged 649 SP:Iteration 3F (5808.725568 sec): 3 clusters Score: Raw -826805.596215 + Penalty 1761.697816 = -825043.898399 nChanged 610 SP:Iteration 4F (5808.751227 sec): 3 clusters Score: Raw -827197.806719 + Penalty 1761.697816 = -825436.108903 nChanged 605 SP:Iteration 5F (5808.776846 sec): 3 clusters Score: Raw -827602.449882 + Penalty 1761.697816 = -825840.752066 nChanged 532 SP:Iteration 6F (5808.802537 sec): 3 clusters Score: Raw -827986.765397 + Penalty 1761.697816 = -826225.067581 nChanged 527 SP:Iteration 7Q (5808.827911 sec): 3 clusters Score: Raw -828425.809272 + Penalty 1761.697816 = -826664.111456 nChanged 425 SP:Iteration 8Q (5808.853150 sec): 3 clusters Score: Raw -828775.411412 + Penalty 1761.697816 = -827013.713596 nChanged 343 SP:Iteration 9Q (5808.877948 sec): 3 clusters Score: Raw -829054.020972 + Penalty 1761.697816 = -827292.323156 nChanged 261 SP:Iteration 10Q (5808.902225 sec): 3 clusters Score: Raw -829261.482509 + Penalty 1761.697816 = -827499.784693 nChanged 185 SP:Iteration 11Q (5808.926105 sec): 3 clusters Score: Raw -829387.089982 + Penalty 1761.697816 = -827625.392166 nChanged 136 SP:Iteration 12Q (5808.949598 sec): 3 clusters Score: Raw -829475.820183 + Penalty 1761.697816 = -827714.122367 nChanged 119 SP:Iteration 13Q (5808.972900 sec): 3 clusters Score: Raw -829555.135408 + Penalty 1761.697816 = -827793.437592 nChanged 70 SP:Iteration 14Q (5809.025541 sec): 3 clusters Score: Raw -829596.259701 + Penalty 1761.697816 = -827834.561885 nChanged 56 SP:Iteration 15Q (5809.048734 sec): 3 clusters Score: Raw -829630.017685 + Penalty 1761.697816 = -827868.319869 nChanged 48 SP:Iteration 16Q (5809.071783 sec): 3 clusters Score: Raw -829656.179735 + Penalty 1761.697816 = -827894.481919 nChanged 38 SP:Iteration 17Q (5809.094748 sec): 3 clusters Score: Raw -829675.402982 + Penalty 1761.697816 = -827913.705166 nChanged 32 SP:Iteration 18Q (5809.117756 sec): 3 clusters Score: Raw -829695.150027 + Penalty 1761.697816 = -827933.452211 nChanged 32 SP:Iteration 19Q (5809.140568 sec): 3 clusters Score: Raw -829715.234620 + Penalty 1761.697816 = -827953.536804 nChanged 23 SP:Iteration 20F (5809.166016 sec): 3 clusters Score: Raw -829730.314098 + Penalty 1761.697816 = -827968.616282 nChanged 21 SP:Iteration 21Q (5809.188555 sec): 3 clusters Score: Raw -829745.963462 + Penalty 1761.697816 = -827984.265646 nChanged 16 SP:Iteration 22Q (5809.211210 sec): 3 clusters Score: Raw -829757.170964 + Penalty 1761.697816 = -827995.473148 nChanged 7 SP:Iteration 23Q (5809.233774 sec): 3 clusters Score: Raw -829762.343945 + Penalty 1761.697816 = -828000.646129 nChanged 11 SP:Iteration 24Q (5809.256326 sec): 3 clusters Score: Raw -829770.540907 + Penalty 1761.697816 = -828008.843091 nChanged 11 SP:Iteration 25Q (5809.278934 sec): 3 clusters Score: Raw -829777.891497 + Penalty 1761.697816 = -828016.193681 nChanged 12 SP:Iteration 26Q (5809.301694 sec): 3 clusters Score: Raw -829785.980612 + Penalty 1761.697816 = -828024.282796 nChanged 4 SP:Iteration 27Q (5809.324173 sec): 3 clusters Score: Raw -829788.153083 + Penalty 1761.697816 = -828026.455267 nChanged 3 SP:Iteration 28Q (5809.346885 sec): 3 clusters Score: Raw -829789.859490 + Penalty 1761.697816 = -828028.161674 nChanged 1 SP:Iteration 29Q (5809.369407 sec): 3 clusters Score: Raw -829790.742021 + Penalty 1761.697816 = -828029.044205 nChanged 2 SP:Iteration 30Q (5809.392078 sec): 3 clusters Score: Raw -829791.182121 + Penalty 1761.697816 = -828029.484305 nChanged 1 SP:Iteration 31Q (5809.414571 sec): 3 clusters Score: Raw -829791.365749 + Penalty 1761.697816 = -828029.667933 nChanged 0 SP:Iteration 32F (5809.440167 sec): 3 clusters Score: Raw -829791.365749 + Penalty 1761.697816 = -828029.667933 nChanged 0 Trying to split cluster 27 (35932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5809.489072 sec): 2 clusters Score: Raw -3269107.577681 + Penalty 996.491437 = -3268111.086245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5809.545774 sec): 3 clusters Score: Raw -3246298.771618 + Penalty 1992.982873 = -3244305.788745 nChanged 16766 SP:Iteration 1F (5809.597477 sec): 3 clusters Score: Raw -3255787.576833 + Penalty 1992.982873 = -3253794.593960 nChanged 1403 SP:Iteration 2Q (5809.652734 sec): 3 clusters Score: Raw -3256253.710758 + Penalty 1992.982873 = -3254260.727885 nChanged 1541 SP:Iteration 3Q (5809.706431 sec): 3 clusters Score: Raw -3256910.410593 + Penalty 1992.982873 = -3254917.427720 nChanged 1843 SP:Iteration 4F (5809.757076 sec): 3 clusters Score: Raw -3257917.649243 + Penalty 1992.982873 = -3255924.666370 nChanged 2295 SP:Iteration 5F (5809.808636 sec): 3 clusters Score: Raw -3259516.753397 + Penalty 1992.982873 = -3257523.770524 nChanged 2691 SP:Iteration 6F (5809.860114 sec): 3 clusters Score: Raw -3261753.208993 + Penalty 1992.982873 = -3259760.226120 nChanged 2534 SP:Iteration 7F (5809.911702 sec): 3 clusters Score: Raw -3263873.372108 + Penalty 1992.982873 = -3261880.389235 nChanged 2142 SP:Iteration 8F (5809.963510 sec): 3 clusters Score: Raw -3265355.203415 + Penalty 1992.982873 = -3263362.220542 nChanged 1436 SP:Iteration 9Q (5810.016026 sec): 3 clusters Score: Raw -3266081.082384 + Penalty 1992.982873 = -3264088.099511 nChanged 980 SP:Iteration 10Q (5810.066650 sec): 3 clusters Score: Raw -3266508.415214 + Penalty 1992.982873 = -3264515.432341 nChanged 724 SP:Iteration 11Q (5810.117152 sec): 3 clusters Score: Raw -3266810.550466 + Penalty 1992.982873 = -3264817.567593 nChanged 627 SP:Iteration 12Q (5810.167226 sec): 3 clusters Score: Raw -3267074.537919 + Penalty 1992.982873 = -3265081.555046 nChanged 561 SP:Iteration 13Q (5810.217148 sec): 3 clusters Score: Raw -3267313.576879 + Penalty 1992.982873 = -3265320.594006 nChanged 561 SP:Iteration 14Q (5810.266670 sec): 3 clusters Score: Raw -3267559.152801 + Penalty 1992.982873 = -3265566.169928 nChanged 547 SP:Iteration 15Q (5810.315939 sec): 3 clusters Score: Raw -3267790.046594 + Penalty 1992.982873 = -3265797.063721 nChanged 475 SP:Iteration 16Q (5810.364952 sec): 3 clusters Score: Raw -3268005.596290 + Penalty 1992.982873 = -3266012.613417 nChanged 444 SP:Iteration 17Q (5810.413706 sec): 3 clusters Score: Raw -3268204.188981 + Penalty 1992.982873 = -3266211.206108 nChanged 417 SP:Iteration 18Q (5810.462277 sec): 3 clusters Score: Raw -3268368.128114 + Penalty 1992.982873 = -3266375.145241 nChanged 351 SP:Iteration 19Q (5810.510547 sec): 3 clusters Score: Raw -3268494.300114 + Penalty 1992.982873 = -3266501.317241 nChanged 322 SP:Iteration 20F (5810.561433 sec): 3 clusters Score: Raw -3268619.603627 + Penalty 1992.982873 = -3266626.620753 nChanged 311 SP:Iteration 21Q (5810.610148 sec): 3 clusters Score: Raw -3268737.187485 + Penalty 1992.982873 = -3266744.204612 nChanged 276 SP:Iteration 22Q (5810.657882 sec): 3 clusters Score: Raw -3268835.078993 + Penalty 1992.982873 = -3266842.096120 nChanged 251 SP:Iteration 23Q (5810.705533 sec): 3 clusters Score: Raw -3268912.237185 + Penalty 1992.982873 = -3266919.254311 nChanged 192 SP:Iteration 24Q (5810.753276 sec): 3 clusters Score: Raw -3268966.775241 + Penalty 1992.982873 = -3266973.792368 nChanged 179 SP:Iteration 25Q (5810.800926 sec): 3 clusters Score: Raw -3269012.633971 + Penalty 1992.982873 = -3267019.651098 nChanged 147 SP:Iteration 26Q (5810.848145 sec): 3 clusters Score: Raw -3269046.545466 + Penalty 1992.982873 = -3267053.562593 nChanged 137 SP:Iteration 27Q (5810.895350 sec): 3 clusters Score: Raw -3269079.439629 + Penalty 1992.982873 = -3267086.456756 nChanged 133 SP:Iteration 28Q (5810.942326 sec): 3 clusters Score: Raw -3269114.366322 + Penalty 1992.982873 = -3267121.383449 nChanged 133 SP:Iteration 29Q (5810.989157 sec): 3 clusters Score: Raw -3269153.624742 + Penalty 1992.982873 = -3267160.641869 nChanged 134 SP:Iteration 30Q (5811.035791 sec): 3 clusters Score: Raw -3269192.934752 + Penalty 1992.982873 = -3267199.951879 nChanged 121 SP:Iteration 31Q (5811.106112 sec): 3 clusters Score: Raw -3269222.587406 + Penalty 1992.982873 = -3267229.604533 nChanged 130 SP:Iteration 32Q (5811.177424 sec): 3 clusters Score: Raw -3269255.246861 + Penalty 1992.982873 = -3267262.263988 nChanged 119 SP:Iteration 33Q (5811.223972 sec): 3 clusters Score: Raw -3269282.936310 + Penalty 1992.982873 = -3267289.953437 nChanged 111 SP:Iteration 34Q (5811.270154 sec): 3 clusters Score: Raw -3269303.194206 + Penalty 1992.982873 = -3267310.211333 nChanged 92 SP:Iteration 35Q (5811.316460 sec): 3 clusters Score: Raw -3269319.443432 + Penalty 1992.982873 = -3267326.460559 nChanged 93 SP:Iteration 36Q (5811.362907 sec): 3 clusters Score: Raw -3269337.487167 + Penalty 1992.982873 = -3267344.504294 nChanged 87 SP:Iteration 37Q (5811.409133 sec): 3 clusters Score: Raw -3269353.328359 + Penalty 1992.982873 = -3267360.345486 nChanged 75 SP:Iteration 38Q (5811.455113 sec): 3 clusters Score: Raw -3269366.416537 + Penalty 1992.982873 = -3267373.433664 nChanged 72 SP:Iteration 39Q (5811.501146 sec): 3 clusters Score: Raw -3269380.436243 + Penalty 1992.982873 = -3267387.453370 nChanged 76 SP:Iteration 40F (5811.552542 sec): 3 clusters Score: Raw -3269392.184225 + Penalty 1992.982873 = -3267399.201352 nChanged 67 SP:Iteration 41Q (5811.598648 sec): 3 clusters Score: Raw -3269404.016270 + Penalty 1992.982873 = -3267411.033396 nChanged 72 SP:Iteration 42Q (5811.644669 sec): 3 clusters Score: Raw -3269417.025974 + Penalty 1992.982873 = -3267424.043101 nChanged 65 SP:Iteration 43Q (5811.690456 sec): 3 clusters Score: Raw -3269430.149794 + Penalty 1992.982873 = -3267437.166921 nChanged 61 SP:Iteration 44Q (5811.736191 sec): 3 clusters Score: Raw -3269441.815955 + Penalty 1992.982873 = -3267448.833082 nChanged 61 SP:Iteration 45Q (5811.782047 sec): 3 clusters Score: Raw -3269455.129923 + Penalty 1992.982873 = -3267462.147050 nChanged 66 SP:Iteration 46Q (5811.827775 sec): 3 clusters Score: Raw -3269467.380381 + Penalty 1992.982873 = -3267474.397508 nChanged 51 SP:Iteration 47Q (5811.873626 sec): 3 clusters Score: Raw -3269475.063517 + Penalty 1992.982873 = -3267482.080644 nChanged 40 SP:Iteration 48Q (5811.919238 sec): 3 clusters Score: Raw -3269479.901744 + Penalty 1992.982873 = -3267486.918871 nChanged 43 SP:Iteration 49Q (5811.964930 sec): 3 clusters Score: Raw -3269484.473036 + Penalty 1992.982873 = -3267491.490163 nChanged 28 SP:Iteration 50Q (5812.010569 sec): 3 clusters Score: Raw -3269488.409480 + Penalty 1992.982873 = -3267495.426607 nChanged 32 SP:Iteration 51Q (5812.056129 sec): 3 clusters Score: Raw -3269492.777176 + Penalty 1992.982873 = -3267499.794303 nChanged 29 SP:Iteration 52Q (5812.101661 sec): 3 clusters Score: Raw -3269496.727879 + Penalty 1992.982873 = -3267503.745006 nChanged 28 SP:Iteration 53Q (5812.147203 sec): 3 clusters Score: Raw -3269500.119690 + Penalty 1992.982873 = -3267507.136817 nChanged 39 SP:Iteration 54Q (5812.192803 sec): 3 clusters Score: Raw -3269504.477164 + Penalty 1992.982873 = -3267511.494291 nChanged 32 SP:Iteration 55Q (5812.238335 sec): 3 clusters Score: Raw -3269508.078309 + Penalty 1992.982873 = -3267515.095436 nChanged 30 SP:Iteration 56Q (5812.283793 sec): 3 clusters Score: Raw -3269511.873046 + Penalty 1992.982873 = -3267518.890173 nChanged 24 SP:Iteration 57Q (5812.329151 sec): 3 clusters Score: Raw -3269513.941479 + Penalty 1992.982873 = -3267520.958606 nChanged 17 SP:Iteration 58Q (5812.374489 sec): 3 clusters Score: Raw -3269515.463794 + Penalty 1992.982873 = -3267522.480921 nChanged 17 SP:Iteration 59Q (5812.419950 sec): 3 clusters Score: Raw -3269516.771668 + Penalty 1992.982873 = -3267523.788795 nChanged 13 SP:Iteration 60F (5812.471895 sec): 3 clusters Score: Raw -3269517.603217 + Penalty 1992.982873 = -3267524.620344 nChanged 9 SP:Iteration 61Q (5812.517115 sec): 3 clusters Score: Raw -3269518.432183 + Penalty 1992.982873 = -3267525.449310 nChanged 9 SP:Iteration 62Q (5812.562697 sec): 3 clusters Score: Raw -3269519.026522 + Penalty 1992.982873 = -3267526.043649 nChanged 8 SP:Iteration 63Q (5812.608117 sec): 3 clusters Score: Raw -3269519.412385 + Penalty 1992.982873 = -3267526.429512 nChanged 7 SP:Iteration 64Q (5812.653581 sec): 3 clusters Score: Raw -3269519.742108 + Penalty 1992.982873 = -3267526.759235 nChanged 6 SP:Iteration 65Q (5812.699037 sec): 3 clusters Score: Raw -3269520.103788 + Penalty 1992.982873 = -3267527.120915 nChanged 5 SP:Iteration 66Q (5812.744124 sec): 3 clusters Score: Raw -3269520.436024 + Penalty 1992.982873 = -3267527.453151 nChanged 6 SP:Iteration 67Q (5812.789506 sec): 3 clusters Score: Raw -3269520.992782 + Penalty 1992.982873 = -3267528.009909 nChanged 5 SP:Iteration 68Q (5812.835126 sec): 3 clusters Score: Raw -3269521.705222 + Penalty 1992.982873 = -3267528.722349 nChanged 5 SP:Iteration 69Q (5812.880449 sec): 3 clusters Score: Raw -3269522.290625 + Penalty 1992.982873 = -3267529.307752 nChanged 10 SP:Iteration 70Q (5812.926047 sec): 3 clusters Score: Raw -3269523.525541 + Penalty 1992.982873 = -3267530.542668 nChanged 11 SP:Iteration 71Q (5812.971482 sec): 3 clusters Score: Raw -3269524.600639 + Penalty 1992.982873 = -3267531.617766 nChanged 6 SP:Iteration 72Q (5813.016918 sec): 3 clusters Score: Raw -3269525.301839 + Penalty 1992.982873 = -3267532.318965 nChanged 8 SP:Iteration 73Q (5813.062137 sec): 3 clusters Score: Raw -3269526.253146 + Penalty 1992.982873 = -3267533.270273 nChanged 9 SP:Iteration 74Q (5813.107513 sec): 3 clusters Score: Raw -3269527.071762 + Penalty 1992.982873 = -3267534.088889 nChanged 11 SP:Iteration 75Q (5813.152958 sec): 3 clusters Score: Raw -3269528.539465 + Penalty 1992.982873 = -3267535.556592 nChanged 16 SP:Iteration 76Q (5813.198252 sec): 3 clusters Score: Raw -3269530.205630 + Penalty 1992.982873 = -3267537.222757 nChanged 11 SP:Iteration 77Q (5813.243522 sec): 3 clusters Score: Raw -3269531.502871 + Penalty 1992.982873 = -3267538.519998 nChanged 9 SP:Iteration 78Q (5813.289014 sec): 3 clusters Score: Raw -3269532.184349 + Penalty 1992.982873 = -3267539.201476 nChanged 5 SP:Iteration 79Q (5813.334226 sec): 3 clusters Score: Raw -3269532.519528 + Penalty 1992.982873 = -3267539.536655 nChanged 4 SP:Iteration 80F (5813.385976 sec): 3 clusters Score: Raw -3269532.852115 + Penalty 1992.982873 = -3267539.869242 nChanged 3 SP:Iteration 81Q (5813.430987 sec): 3 clusters Score: Raw -3269533.025545 + Penalty 1992.982873 = -3267540.042672 nChanged 1 SP:Iteration 82Q (5813.476494 sec): 3 clusters Score: Raw -3269533.303211 + Penalty 1992.982873 = -3267540.320338 nChanged 1 SP:Iteration 83Q (5813.521768 sec): 3 clusters Score: Raw -3269533.349240 + Penalty 1992.982873 = -3267540.366367 nChanged 1 SP:Iteration 84Q (5813.567084 sec): 3 clusters Score: Raw -3269533.419704 + Penalty 1992.982873 = -3267540.436831 nChanged 0 SP:Iteration 85F (5813.618693 sec): 3 clusters Score: Raw -3269533.419704 + Penalty 1992.982873 = -3267540.436831 nChanged 0 Trying to split cluster 28 (1816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5813.628980 sec): 2 clusters Score: Raw -138778.353693 + Penalty 712.917198 = -138065.436495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5813.636673 sec): 3 clusters Score: Raw -137911.920851 + Penalty 1425.834396 = -136486.086455 nChanged 694 SP:Iteration 1F (5813.643740 sec): 3 clusters Score: Raw -138395.023075 + Penalty 1425.834396 = -136969.188679 nChanged 177 SP:Iteration 2F (5813.650780 sec): 3 clusters Score: Raw -138546.486825 + Penalty 1425.834396 = -137120.652429 nChanged 121 SP:Iteration 3F (5813.657972 sec): 3 clusters Score: Raw -138625.063041 + Penalty 1425.834396 = -137199.228645 nChanged 67 SP:Iteration 4Q (5813.665094 sec): 3 clusters Score: Raw -138668.206196 + Penalty 1425.834396 = -137242.371800 nChanged 63 SP:Iteration 5Q (5813.672137 sec): 3 clusters Score: Raw -138706.226664 + Penalty 1425.834396 = -137280.392267 nChanged 56 SP:Iteration 6Q (5813.679165 sec): 3 clusters Score: Raw -138743.148717 + Penalty 1425.834396 = -137317.314321 nChanged 59 SP:Iteration 7Q (5813.686165 sec): 3 clusters Score: Raw -138780.209318 + Penalty 1425.834396 = -137354.374922 nChanged 38 SP:Iteration 8Q (5813.693199 sec): 3 clusters Score: Raw -138806.869616 + Penalty 1425.834396 = -137381.035219 nChanged 31 SP:Iteration 9Q (5813.700175 sec): 3 clusters Score: Raw -138831.036992 + Penalty 1425.834396 = -137405.202596 nChanged 35 SP:Iteration 10Q (5813.707236 sec): 3 clusters Score: Raw -138853.653763 + Penalty 1425.834396 = -137427.819366 nChanged 34 SP:Iteration 11Q (5813.714273 sec): 3 clusters Score: Raw -138873.743279 + Penalty 1425.834396 = -137447.908882 nChanged 31 SP:Iteration 12Q (5813.721315 sec): 3 clusters Score: Raw -138894.119494 + Penalty 1425.834396 = -137468.285098 nChanged 36 SP:Iteration 13Q (5813.728344 sec): 3 clusters Score: Raw -138923.659037 + Penalty 1425.834396 = -137497.824641 nChanged 34 SP:Iteration 14Q (5813.735359 sec): 3 clusters Score: Raw -138943.886355 + Penalty 1425.834396 = -137518.051959 nChanged 26 SP:Iteration 15Q (5813.742408 sec): 3 clusters Score: Raw -138959.078978 + Penalty 1425.834396 = -137533.244581 nChanged 17 SP:Iteration 16Q (5813.749450 sec): 3 clusters Score: Raw -138968.295322 + Penalty 1425.834396 = -137542.460926 nChanged 11 SP:Iteration 17Q (5813.756567 sec): 3 clusters Score: Raw -138972.351652 + Penalty 1425.834396 = -137546.517255 nChanged 6 SP:Iteration 18Q (5813.763503 sec): 3 clusters Score: Raw -138974.071363 + Penalty 1425.834396 = -137548.236967 nChanged 2 SP:Iteration 19Q (5813.770513 sec): 3 clusters Score: Raw -138974.680014 + Penalty 1425.834396 = -137548.845617 nChanged 4 SP:Iteration 20F (5813.777577 sec): 3 clusters Score: Raw -138975.556629 + Penalty 1425.834396 = -137549.722232 nChanged 2 SP:Iteration 21Q (5813.784600 sec): 3 clusters Score: Raw -138976.374451 + Penalty 1425.834396 = -137550.540055 nChanged 2 SP:Iteration 22Q (5813.791606 sec): 3 clusters Score: Raw -138977.172486 + Penalty 1425.834396 = -137551.338090 nChanged 2 SP:Iteration 23Q (5813.798613 sec): 3 clusters Score: Raw -138978.127698 + Penalty 1425.834396 = -137552.293302 nChanged 3 SP:Iteration 24Q (5813.805603 sec): 3 clusters Score: Raw -138979.042161 + Penalty 1425.834396 = -137553.207764 nChanged 2 SP:Iteration 25Q (5813.812554 sec): 3 clusters Score: Raw -138980.004288 + Penalty 1425.834396 = -137554.169892 nChanged 2 SP:Iteration 26Q (5813.819557 sec): 3 clusters Score: Raw -138980.445096 + Penalty 1425.834396 = -137554.610700 nChanged 0 SP:Iteration 27F (5813.826573 sec): 3 clusters Score: Raw -138980.445096 + Penalty 1425.834396 = -137554.610700 nChanged 0 Trying to split cluster 29 (1756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5813.841005 sec): 2 clusters Score: Raw -149512.206745 + Penalty 709.725409 = -148802.481337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5813.848360 sec): 3 clusters Score: Raw -148741.521331 + Penalty 1419.450817 = -147322.070514 nChanged 660 SP:Iteration 1F (5813.855152 sec): 3 clusters Score: Raw -149283.912920 + Penalty 1419.450817 = -147864.462103 nChanged 225 SP:Iteration 2F (5813.861913 sec): 3 clusters Score: Raw -149582.018110 + Penalty 1419.450817 = -148162.567293 nChanged 171 SP:Iteration 3F (5813.868684 sec): 3 clusters Score: Raw -149810.358383 + Penalty 1419.450817 = -148390.907566 nChanged 112 SP:Iteration 4F (5813.875364 sec): 3 clusters Score: Raw -149923.582052 + Penalty 1419.450817 = -148504.131235 nChanged 76 SP:Iteration 5Q (5813.881992 sec): 3 clusters Score: Raw -149978.241645 + Penalty 1419.450817 = -148558.790828 nChanged 46 SP:Iteration 6Q (5813.888577 sec): 3 clusters Score: Raw -150011.174905 + Penalty 1419.450817 = -148591.724088 nChanged 28 SP:Iteration 7Q (5813.895255 sec): 3 clusters Score: Raw -150031.317464 + Penalty 1419.450817 = -148611.866647 nChanged 15 SP:Iteration 8Q (5813.901948 sec): 3 clusters Score: Raw -150040.197910 + Penalty 1419.450817 = -148620.747093 nChanged 12 SP:Iteration 9Q (5813.908629 sec): 3 clusters Score: Raw -150045.987008 + Penalty 1419.450817 = -148626.536190 nChanged 5 SP:Iteration 10Q (5813.915213 sec): 3 clusters Score: Raw -150048.531668 + Penalty 1419.450817 = -148629.080851 nChanged 4 SP:Iteration 11Q (5813.921860 sec): 3 clusters Score: Raw -150049.759213 + Penalty 1419.450817 = -148630.308396 nChanged 0 SP:Iteration 12F (5813.928548 sec): 3 clusters Score: Raw -150049.759213 + Penalty 1419.450817 = -148630.308396 nChanged 0 Trying to split cluster 30 (145210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5814.088847 sec): 2 clusters Score: Raw -12973151.433371 + Penalty 1129.163944 = -12972022.269427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5814.282953 sec): 3 clusters Score: Raw -12876605.072304 + Penalty 2258.327887 = -12874346.744417 nChanged 70467 SP:Iteration 1F (5814.474096 sec): 3 clusters Score: Raw -12920988.118005 + Penalty 2258.327887 = -12918729.790118 nChanged 7347 SP:Iteration 2F (5814.664497 sec): 3 clusters Score: Raw -12923793.434067 + Penalty 2258.327887 = -12921535.106180 nChanged 8022 SP:Iteration 3F (5814.855527 sec): 3 clusters Score: Raw -12927338.781153 + Penalty 2258.327887 = -12925080.453265 nChanged 8299 SP:Iteration 4F (5815.046597 sec): 3 clusters Score: Raw -12931502.444137 + Penalty 2258.327887 = -12929244.116249 nChanged 8565 SP:Iteration 5F (5815.237611 sec): 3 clusters Score: Raw -12936452.037431 + Penalty 2258.327887 = -12934193.709543 nChanged 8517 SP:Iteration 6F (5815.428302 sec): 3 clusters Score: Raw -12942008.281035 + Penalty 2258.327887 = -12939749.953148 nChanged 8244 SP:Iteration 7F (5815.619223 sec): 3 clusters Score: Raw -12948014.993592 + Penalty 2258.327887 = -12945756.665705 nChanged 7502 SP:Iteration 8F (5815.810049 sec): 3 clusters Score: Raw -12954111.515215 + Penalty 2258.327887 = -12951853.187328 nChanged 6343 SP:Iteration 9Q (5816.015931 sec): 3 clusters Score: Raw -12959374.870181 + Penalty 2258.327887 = -12957116.542294 nChanged 4898 SP:Iteration 10Q (5816.210930 sec): 3 clusters Score: Raw -12963350.887246 + Penalty 2258.327887 = -12961092.559359 nChanged 3698 SP:Iteration 11Q (5816.394254 sec): 3 clusters Score: Raw -12966182.862229 + Penalty 2258.327887 = -12963924.534341 nChanged 2822 SP:Iteration 12Q (5816.569228 sec): 3 clusters Score: Raw -12968213.789776 + Penalty 2258.327887 = -12965955.461889 nChanged 2194 SP:Iteration 13Q (5816.738161 sec): 3 clusters Score: Raw -12969701.888399 + Penalty 2258.327887 = -12967443.560511 nChanged 1679 SP:Iteration 14Q (5816.902357 sec): 3 clusters Score: Raw -12970771.932274 + Penalty 2258.327887 = -12968513.604387 nChanged 1235 SP:Iteration 15Q (5817.061566 sec): 3 clusters Score: Raw -12971503.908062 + Penalty 2258.327887 = -12969245.580175 nChanged 943 SP:Iteration 16Q (5817.218380 sec): 3 clusters Score: Raw -12972060.417721 + Penalty 2258.327887 = -12969802.089833 nChanged 699 SP:Iteration 17Q (5817.373546 sec): 3 clusters Score: Raw -12972457.834510 + Penalty 2258.327887 = -12970199.506623 nChanged 519 SP:Iteration 18Q (5817.527429 sec): 3 clusters Score: Raw -12972740.555172 + Penalty 2258.327887 = -12970482.227285 nChanged 366 SP:Iteration 19Q (5817.680358 sec): 3 clusters Score: Raw -12972924.831626 + Penalty 2258.327887 = -12970666.503739 nChanged 267 SP:Iteration 20F (5817.868082 sec): 3 clusters Score: Raw -12973045.339117 + Penalty 2258.327887 = -12970787.011229 nChanged 194 SP:Iteration 21Q (5818.019613 sec): 3 clusters Score: Raw -12973137.530854 + Penalty 2258.327887 = -12970879.202966 nChanged 130 SP:Iteration 22Q (5818.171131 sec): 3 clusters Score: Raw -12973191.472369 + Penalty 2258.327887 = -12970933.144481 nChanged 103 SP:Iteration 23Q (5818.322411 sec): 3 clusters Score: Raw -12973229.956251 + Penalty 2258.327887 = -12970971.628363 nChanged 84 SP:Iteration 24Q (5818.473447 sec): 3 clusters Score: Raw -12973269.375006 + Penalty 2258.327887 = -12971011.047119 nChanged 70 SP:Iteration 25Q (5818.625082 sec): 3 clusters Score: Raw -12973300.263771 + Penalty 2258.327887 = -12971041.935884 nChanged 68 SP:Iteration 26Q (5818.776158 sec): 3 clusters Score: Raw -12973327.041372 + Penalty 2258.327887 = -12971068.713485 nChanged 64 SP:Iteration 27Q (5818.926895 sec): 3 clusters Score: Raw -12973352.085438 + Penalty 2258.327887 = -12971093.757551 nChanged 48 SP:Iteration 28Q (5819.077454 sec): 3 clusters Score: Raw -12973369.822677 + Penalty 2258.327887 = -12971111.494789 nChanged 46 SP:Iteration 29Q (5819.227887 sec): 3 clusters Score: Raw -12973393.472952 + Penalty 2258.327887 = -12971135.145065 nChanged 44 SP:Iteration 30Q (5819.378299 sec): 3 clusters Score: Raw -12973412.808112 + Penalty 2258.327887 = -12971154.480225 nChanged 43 SP:Iteration 31Q (5819.528607 sec): 3 clusters Score: Raw -12973429.080844 + Penalty 2258.327887 = -12971170.752956 nChanged 35 SP:Iteration 32Q (5819.707764 sec): 3 clusters Score: Raw -12973446.883089 + Penalty 2258.327887 = -12971188.555202 nChanged 35 SP:Iteration 33Q (5819.860291 sec): 3 clusters Score: Raw -12973461.238306 + Penalty 2258.327887 = -12971202.910418 nChanged 37 SP:Iteration 34Q (5820.010517 sec): 3 clusters Score: Raw -12973473.615154 + Penalty 2258.327887 = -12971215.287267 nChanged 35 SP:Iteration 35Q (5820.160774 sec): 3 clusters Score: Raw -12973485.390449 + Penalty 2258.327887 = -12971227.062561 nChanged 20 SP:Iteration 36Q (5820.310701 sec): 3 clusters Score: Raw -12973490.178371 + Penalty 2258.327887 = -12971231.850483 nChanged 15 SP:Iteration 37Q (5820.460687 sec): 3 clusters Score: Raw -12973495.286209 + Penalty 2258.327887 = -12971236.958321 nChanged 12 SP:Iteration 38Q (5820.610510 sec): 3 clusters Score: Raw -12973499.404202 + Penalty 2258.327887 = -12971241.076314 nChanged 11 SP:Iteration 39Q (5820.760481 sec): 3 clusters Score: Raw -12973503.102527 + Penalty 2258.327887 = -12971244.774640 nChanged 8 SP:Iteration 40F (5820.947867 sec): 3 clusters Score: Raw -12973506.440953 + Penalty 2258.327887 = -12971248.113065 nChanged 13 SP:Iteration 41Q (5821.097969 sec): 3 clusters Score: Raw -12973512.702946 + Penalty 2258.327887 = -12971254.375058 nChanged 12 SP:Iteration 42Q (5821.248046 sec): 3 clusters Score: Raw -12973516.840814 + Penalty 2258.327887 = -12971258.512927 nChanged 10 SP:Iteration 43Q (5821.398101 sec): 3 clusters Score: Raw -12973521.684525 + Penalty 2258.327887 = -12971263.356637 nChanged 11 SP:Iteration 44Q (5821.548260 sec): 3 clusters Score: Raw -12973526.378196 + Penalty 2258.327887 = -12971268.050309 nChanged 10 SP:Iteration 45Q (5821.698271 sec): 3 clusters Score: Raw -12973529.439878 + Penalty 2258.327887 = -12971271.111991 nChanged 5 SP:Iteration 46Q (5821.848579 sec): 3 clusters Score: Raw -12973530.402081 + Penalty 2258.327887 = -12971272.074194 nChanged 0 SP:Iteration 47F (5822.036635 sec): 3 clusters Score: Raw -12973530.402081 + Penalty 2258.327887 = -12971272.074194 nChanged 0 Trying to split cluster 31 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5822.046751 sec): 2 clusters Score: Raw -13412.285056 + Penalty 525.295763 = -12886.989293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5822.048450 sec): 3 clusters Score: Raw -13510.978902 + Penalty 1050.591527 = -12460.387375 nChanged 82 SP:Iteration 1F (5822.049935 sec): 3 clusters Score: Raw -13727.809128 + Penalty 1050.591527 = -12677.217601 nChanged 23 SP:Iteration 2F (5822.051416 sec): 3 clusters Score: Raw -13804.853423 + Penalty 1050.591527 = -12754.261896 nChanged 10 SP:Iteration 3Q (5822.052841 sec): 3 clusters Score: Raw -13886.915203 + Penalty 1050.591527 = -12836.323677 nChanged 9 SP:Iteration 4Q (5822.054229 sec): 3 clusters Score: Raw -13959.334160 + Penalty 1050.591527 = -12908.742633 nChanged 8 SP:Iteration 5Q (5822.055641 sec): 3 clusters Score: Raw -14004.734993 + Penalty 1050.591527 = -12954.143466 nChanged 5 SP:Iteration 6Q (5822.057027 sec): 3 clusters Score: Raw -14021.430457 + Penalty 1050.591527 = -12970.838931 nChanged 1 SP:Iteration 7Q (5822.058421 sec): 3 clusters Score: Raw -14022.957667 + Penalty 1050.591527 = -12972.366140 nChanged 2 SP:Iteration 8Q (5822.059809 sec): 3 clusters Score: Raw -14025.833258 + Penalty 1050.591527 = -12975.241732 nChanged 1 SP:Iteration 9Q (5822.061205 sec): 3 clusters Score: Raw -14033.166854 + Penalty 1050.591527 = -12982.575327 nChanged 1 SP:Iteration 10Q (5822.062595 sec): 3 clusters Score: Raw -14054.649095 + Penalty 1050.591527 = -13004.057569 nChanged 0 SP:Iteration 11F (5822.064031 sec): 3 clusters Score: Raw -14054.649095 + Penalty 1050.591527 = -13004.057569 nChanged 0 Score: Raw -45234199.713635 + Penalty 46344.482851 = -45187855.230784 Splitting cluster 31 changes total score from -45188462.443685 to -45187855.230784 So it's not getting split. Trying to split cluster 32 (4771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5831.876944 sec): 2 clusters Score: Raw -410121.534037 + Penalty 804.679565 = -409316.854472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5831.895518 sec): 3 clusters Score: Raw -407518.935954 + Penalty 1609.359129 = -405909.576825 nChanged 2008 SP:Iteration 1F (5831.912709 sec): 3 clusters Score: Raw -408626.557168 + Penalty 1609.359129 = -407017.198039 nChanged 362 SP:Iteration 2F (5831.929838 sec): 3 clusters Score: Raw -408823.941236 + Penalty 1609.359129 = -407214.582107 nChanged 270 SP:Iteration 3F (5831.947157 sec): 3 clusters Score: Raw -408983.937506 + Penalty 1609.359129 = -407374.578377 nChanged 255 SP:Iteration 4F (5831.964438 sec): 3 clusters Score: Raw -409163.761504 + Penalty 1609.359129 = -407554.402375 nChanged 243 SP:Iteration 5F (5831.981717 sec): 3 clusters Score: Raw -409354.718934 + Penalty 1609.359129 = -407745.359805 nChanged 254 SP:Iteration 6F (5831.998961 sec): 3 clusters Score: Raw -409570.214531 + Penalty 1609.359129 = -407960.855402 nChanged 256 SP:Iteration 7F (5832.016090 sec): 3 clusters Score: Raw -409803.570599 + Penalty 1609.359129 = -408194.211470 nChanged 240 SP:Iteration 8F (5832.033328 sec): 3 clusters Score: Raw -410006.543643 + Penalty 1609.359129 = -408397.184514 nChanged 221 SP:Iteration 9Q (5832.050383 sec): 3 clusters Score: Raw -410149.460546 + Penalty 1609.359129 = -408540.101417 nChanged 143 SP:Iteration 10Q (5832.067414 sec): 3 clusters Score: Raw -410214.094197 + Penalty 1609.359129 = -408604.735068 nChanged 93 SP:Iteration 11Q (5832.084389 sec): 3 clusters Score: Raw -410252.187973 + Penalty 1609.359129 = -408642.828844 nChanged 78 SP:Iteration 12Q (5832.101392 sec): 3 clusters Score: Raw -410289.328364 + Penalty 1609.359129 = -408679.969235 nChanged 75 SP:Iteration 13Q (5832.118335 sec): 3 clusters Score: Raw -410329.044880 + Penalty 1609.359129 = -408719.685751 nChanged 56 SP:Iteration 14Q (5832.135276 sec): 3 clusters Score: Raw -410355.167476 + Penalty 1609.359129 = -408745.808347 nChanged 51 SP:Iteration 15Q (5832.152209 sec): 3 clusters Score: Raw -410377.557508 + Penalty 1609.359129 = -408768.198379 nChanged 39 SP:Iteration 16Q (5832.169153 sec): 3 clusters Score: Raw -410395.325854 + Penalty 1609.359129 = -408785.966725 nChanged 41 SP:Iteration 17Q (5832.185855 sec): 3 clusters Score: Raw -410414.457439 + Penalty 1609.359129 = -408805.098310 nChanged 40 SP:Iteration 18Q (5832.202627 sec): 3 clusters Score: Raw -410429.360401 + Penalty 1609.359129 = -408820.001272 nChanged 31 SP:Iteration 19Q (5832.219527 sec): 3 clusters Score: Raw -410436.604527 + Penalty 1609.359129 = -408827.245398 nChanged 25 SP:Iteration 20F (5832.236722 sec): 3 clusters Score: Raw -410444.559037 + Penalty 1609.359129 = -408835.199908 nChanged 25 SP:Iteration 21Q (5832.253645 sec): 3 clusters Score: Raw -410450.066644 + Penalty 1609.359129 = -408840.707515 nChanged 19 SP:Iteration 22Q (5832.270562 sec): 3 clusters Score: Raw -410453.385281 + Penalty 1609.359129 = -408844.026152 nChanged 14 SP:Iteration 23Q (5832.287485 sec): 3 clusters Score: Raw -410456.644172 + Penalty 1609.359129 = -408847.285043 nChanged 16 SP:Iteration 24Q (5832.304234 sec): 3 clusters Score: Raw -410460.439442 + Penalty 1609.359129 = -408851.080313 nChanged 11 SP:Iteration 25Q (5832.321151 sec): 3 clusters Score: Raw -410462.470407 + Penalty 1609.359129 = -408853.111278 nChanged 12 SP:Iteration 26Q (5832.337875 sec): 3 clusters Score: Raw -410464.768271 + Penalty 1609.359129 = -408855.409142 nChanged 13 SP:Iteration 27Q (5832.354802 sec): 3 clusters Score: Raw -410466.548093 + Penalty 1609.359129 = -408857.188964 nChanged 10 SP:Iteration 28Q (5832.371688 sec): 3 clusters Score: Raw -410468.588501 + Penalty 1609.359129 = -408859.229372 nChanged 15 SP:Iteration 29Q (5832.388430 sec): 3 clusters Score: Raw -410471.676317 + Penalty 1609.359129 = -408862.317188 nChanged 11 SP:Iteration 30Q (5832.405311 sec): 3 clusters Score: Raw -410474.394113 + Penalty 1609.359129 = -408865.034984 nChanged 12 SP:Iteration 31Q (5832.422249 sec): 3 clusters Score: Raw -410477.543291 + Penalty 1609.359129 = -408868.184162 nChanged 17 SP:Iteration 32Q (5832.438963 sec): 3 clusters Score: Raw -410482.000448 + Penalty 1609.359129 = -408872.641319 nChanged 11 SP:Iteration 33Q (5832.455855 sec): 3 clusters Score: Raw -410485.389457 + Penalty 1609.359129 = -408876.030328 nChanged 13 SP:Iteration 34Q (5832.472728 sec): 3 clusters Score: Raw -410488.285937 + Penalty 1609.359129 = -408878.926808 nChanged 10 SP:Iteration 35Q (5832.489659 sec): 3 clusters Score: Raw -410489.957701 + Penalty 1609.359129 = -408880.598572 nChanged 8 SP:Iteration 36Q (5832.506515 sec): 3 clusters Score: Raw -410491.625907 + Penalty 1609.359129 = -408882.266778 nChanged 7 SP:Iteration 37Q (5832.523369 sec): 3 clusters Score: Raw -410492.936046 + Penalty 1609.359129 = -408883.576917 nChanged 5 SP:Iteration 38Q (5832.540207 sec): 3 clusters Score: Raw -410493.740525 + Penalty 1609.359129 = -408884.381396 nChanged 1 SP:Iteration 39Q (5832.556966 sec): 3 clusters Score: Raw -410493.840960 + Penalty 1609.359129 = -408884.481831 nChanged 0 SP:Iteration 40F (5832.573910 sec): 3 clusters Score: Raw -410493.840960 + Penalty 1609.359129 = -408884.481831 nChanged 0 Trying to split cluster 33 (2355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5832.589035 sec): 2 clusters Score: Raw -187057.731128 + Penalty 737.608121 = -186320.123007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5832.598637 sec): 3 clusters Score: Raw -185909.013766 + Penalty 1475.216241 = -184433.797525 nChanged 896 SP:Iteration 1F (5832.607604 sec): 3 clusters Score: Raw -186478.619593 + Penalty 1475.216241 = -185003.403352 nChanged 215 SP:Iteration 2F (5832.616444 sec): 3 clusters Score: Raw -186667.475299 + Penalty 1475.216241 = -185192.259058 nChanged 165 SP:Iteration 3F (5832.625283 sec): 3 clusters Score: Raw -186798.417965 + Penalty 1475.216241 = -185323.201724 nChanged 129 SP:Iteration 4F (5832.634081 sec): 3 clusters Score: Raw -186887.360839 + Penalty 1475.216241 = -185412.144598 nChanged 112 SP:Iteration 5Q (5832.643027 sec): 3 clusters Score: Raw -186965.935050 + Penalty 1475.216241 = -185490.718809 nChanged 106 SP:Iteration 6Q (5832.651961 sec): 3 clusters Score: Raw -187042.314544 + Penalty 1475.216241 = -185567.098302 nChanged 95 SP:Iteration 7Q (5832.660868 sec): 3 clusters Score: Raw -187106.157284 + Penalty 1475.216241 = -185630.941042 nChanged 69 SP:Iteration 8Q (5832.669823 sec): 3 clusters Score: Raw -187156.858385 + Penalty 1475.216241 = -185681.642144 nChanged 65 SP:Iteration 9Q (5832.678623 sec): 3 clusters Score: Raw -187200.425076 + Penalty 1475.216241 = -185725.208835 nChanged 63 SP:Iteration 10Q (5832.687424 sec): 3 clusters Score: Raw -187235.645791 + Penalty 1475.216241 = -185760.429550 nChanged 41 SP:Iteration 11Q (5832.696210 sec): 3 clusters Score: Raw -187256.170741 + Penalty 1475.216241 = -185780.954500 nChanged 36 SP:Iteration 12Q (5832.705155 sec): 3 clusters Score: Raw -187269.472430 + Penalty 1475.216241 = -185794.256189 nChanged 26 SP:Iteration 13Q (5832.714043 sec): 3 clusters Score: Raw -187280.885752 + Penalty 1475.216241 = -185805.669510 nChanged 22 SP:Iteration 14Q (5832.722939 sec): 3 clusters Score: Raw -187292.458026 + Penalty 1475.216241 = -185817.241785 nChanged 24 SP:Iteration 15Q (5832.731723 sec): 3 clusters Score: Raw -187303.661033 + Penalty 1475.216241 = -185828.444791 nChanged 25 SP:Iteration 16Q (5832.740491 sec): 3 clusters Score: Raw -187320.176316 + Penalty 1475.216241 = -185844.960075 nChanged 25 SP:Iteration 17Q (5832.749391 sec): 3 clusters Score: Raw -187331.960181 + Penalty 1475.216241 = -185856.743939 nChanged 23 SP:Iteration 18Q (5832.758217 sec): 3 clusters Score: Raw -187344.869079 + Penalty 1475.216241 = -185869.652838 nChanged 22 SP:Iteration 19Q (5832.767027 sec): 3 clusters Score: Raw -187361.215866 + Penalty 1475.216241 = -185885.999625 nChanged 22 SP:Iteration 20F (5832.775940 sec): 3 clusters Score: Raw -187377.719171 + Penalty 1475.216241 = -185902.502930 nChanged 11 SP:Iteration 21Q (5832.784799 sec): 3 clusters Score: Raw -187382.475680 + Penalty 1475.216241 = -185907.259439 nChanged 12 SP:Iteration 22Q (5832.793727 sec): 3 clusters Score: Raw -187388.789680 + Penalty 1475.216241 = -185913.573439 nChanged 6 SP:Iteration 23Q (5832.802505 sec): 3 clusters Score: Raw -187391.815673 + Penalty 1475.216241 = -185916.599432 nChanged 5 SP:Iteration 24Q (5832.811219 sec): 3 clusters Score: Raw -187394.971628 + Penalty 1475.216241 = -185919.755387 nChanged 3 SP:Iteration 25Q (5832.819997 sec): 3 clusters Score: Raw -187396.853122 + Penalty 1475.216241 = -185921.636881 nChanged 4 SP:Iteration 26Q (5832.828825 sec): 3 clusters Score: Raw -187398.267798 + Penalty 1475.216241 = -185923.051556 nChanged 4 SP:Iteration 27Q (5832.837636 sec): 3 clusters Score: Raw -187400.174938 + Penalty 1475.216241 = -185924.958697 nChanged 2 SP:Iteration 28Q (5832.846436 sec): 3 clusters Score: Raw -187400.536187 + Penalty 1475.216241 = -185925.319946 nChanged 0 SP:Iteration 29F (5832.855368 sec): 3 clusters Score: Raw -187400.536187 + Penalty 1475.216241 = -185925.319946 nChanged 0 Trying to split cluster 34 (68451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5832.940093 sec): 2 clusters Score: Raw -6147440.141947 + Penalty 1057.717977 = -6146382.423970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5833.038124 sec): 3 clusters Score: Raw -6102617.437035 + Penalty 2115.435954 = -6100502.001081 nChanged 32835 SP:Iteration 1F (5833.132895 sec): 3 clusters Score: Raw -6121655.126317 + Penalty 2115.435954 = -6119539.690363 nChanged 2791 SP:Iteration 2Q (5833.235897 sec): 3 clusters Score: Raw -6122508.420954 + Penalty 2115.435954 = -6120392.985000 nChanged 2893 SP:Iteration 3Q (5833.338962 sec): 3 clusters Score: Raw -6123544.852860 + Penalty 2115.435954 = -6121429.416906 nChanged 3070 SP:Iteration 4Q (5833.441768 sec): 3 clusters Score: Raw -6124832.170047 + Penalty 2115.435954 = -6122716.734094 nChanged 3291 SP:Iteration 5Q (5833.544643 sec): 3 clusters Score: Raw -6126400.835524 + Penalty 2115.435954 = -6124285.399571 nChanged 3581 SP:Iteration 6F (5833.639378 sec): 3 clusters Score: Raw -6128331.263541 + Penalty 2115.435954 = -6126215.827587 nChanged 3863 SP:Iteration 7F (5833.733976 sec): 3 clusters Score: Raw -6130745.588650 + Penalty 2115.435954 = -6128630.152696 nChanged 3971 SP:Iteration 8F (5833.828055 sec): 3 clusters Score: Raw -6133426.478217 + Penalty 2115.435954 = -6131311.042264 nChanged 3676 SP:Iteration 9F (5833.922845 sec): 3 clusters Score: Raw -6135891.941067 + Penalty 2115.435954 = -6133776.505113 nChanged 3084 SP:Iteration 10Q (5834.022187 sec): 3 clusters Score: Raw -6137770.011016 + Penalty 2115.435954 = -6135654.575063 nChanged 2375 SP:Iteration 11Q (5834.119390 sec): 3 clusters Score: Raw -6139055.249264 + Penalty 2115.435954 = -6136939.813311 nChanged 1907 SP:Iteration 12Q (5834.214832 sec): 3 clusters Score: Raw -6140014.121467 + Penalty 2115.435954 = -6137898.685513 nChanged 1674 SP:Iteration 13Q (5834.308760 sec): 3 clusters Score: Raw -6140884.097337 + Penalty 2115.435954 = -6138768.661384 nChanged 1576 SP:Iteration 14Q (5834.401687 sec): 3 clusters Score: Raw -6141730.826628 + Penalty 2115.435954 = -6139615.390675 nChanged 1499 SP:Iteration 15Q (5834.493452 sec): 3 clusters Score: Raw -6142559.788539 + Penalty 2115.435954 = -6140444.352585 nChanged 1422 SP:Iteration 16Q (5834.607564 sec): 3 clusters Score: Raw -6143390.554697 + Penalty 2115.435954 = -6141275.118743 nChanged 1274 SP:Iteration 17Q (5834.696515 sec): 3 clusters Score: Raw -6144176.529219 + Penalty 2115.435954 = -6142061.093266 nChanged 1151 SP:Iteration 18Q (5834.783956 sec): 3 clusters Score: Raw -6144951.014395 + Penalty 2115.435954 = -6142835.578441 nChanged 994 SP:Iteration 19Q (5834.869851 sec): 3 clusters Score: Raw -6145656.495794 + Penalty 2115.435954 = -6143541.059840 nChanged 808 SP:Iteration 20F (5834.964212 sec): 3 clusters Score: Raw -6146207.531058 + Penalty 2115.435954 = -6144092.095105 nChanged 571 SP:Iteration 21Q (5835.048149 sec): 3 clusters Score: Raw -6146580.342668 + Penalty 2115.435954 = -6144464.906715 nChanged 467 SP:Iteration 22Q (5835.130478 sec): 3 clusters Score: Raw -6146880.869943 + Penalty 2115.435954 = -6144765.433989 nChanged 345 SP:Iteration 23Q (5835.212519 sec): 3 clusters Score: Raw -6147112.264318 + Penalty 2115.435954 = -6144996.828365 nChanged 267 SP:Iteration 24Q (5835.294138 sec): 3 clusters Score: Raw -6147280.507523 + Penalty 2115.435954 = -6145165.071569 nChanged 174 SP:Iteration 25Q (5835.375658 sec): 3 clusters Score: Raw -6147386.768412 + Penalty 2115.435954 = -6145271.332459 nChanged 132 SP:Iteration 26Q (5835.457167 sec): 3 clusters Score: Raw -6147458.733467 + Penalty 2115.435954 = -6145343.297514 nChanged 90 SP:Iteration 27Q (5835.538595 sec): 3 clusters Score: Raw -6147512.443228 + Penalty 2115.435954 = -6145397.007274 nChanged 72 SP:Iteration 28Q (5835.619593 sec): 3 clusters Score: Raw -6147558.925410 + Penalty 2115.435954 = -6145443.489456 nChanged 50 SP:Iteration 29Q (5835.700884 sec): 3 clusters Score: Raw -6147586.095542 + Penalty 2115.435954 = -6145470.659588 nChanged 32 SP:Iteration 30Q (5835.781835 sec): 3 clusters Score: Raw -6147601.677475 + Penalty 2115.435954 = -6145486.241522 nChanged 26 SP:Iteration 31Q (5835.871557 sec): 3 clusters Score: Raw -6147617.106729 + Penalty 2115.435954 = -6145501.670775 nChanged 22 SP:Iteration 32Q (5835.952733 sec): 3 clusters Score: Raw -6147628.439730 + Penalty 2115.435954 = -6145513.003776 nChanged 13 SP:Iteration 33Q (5836.033739 sec): 3 clusters Score: Raw -6147634.393430 + Penalty 2115.435954 = -6145518.957476 nChanged 15 SP:Iteration 34Q (5836.114733 sec): 3 clusters Score: Raw -6147642.442463 + Penalty 2115.435954 = -6145527.006509 nChanged 12 SP:Iteration 35Q (5836.195740 sec): 3 clusters Score: Raw -6147649.768746 + Penalty 2115.435954 = -6145534.332793 nChanged 16 SP:Iteration 36Q (5836.276838 sec): 3 clusters Score: Raw -6147658.466390 + Penalty 2115.435954 = -6145543.030437 nChanged 10 SP:Iteration 37Q (5836.357770 sec): 3 clusters Score: Raw -6147663.887959 + Penalty 2115.435954 = -6145548.452006 nChanged 10 SP:Iteration 38Q (5836.438906 sec): 3 clusters Score: Raw -6147670.285785 + Penalty 2115.435954 = -6145554.849831 nChanged 8 SP:Iteration 39Q (5836.520275 sec): 3 clusters Score: Raw -6147673.538011 + Penalty 2115.435954 = -6145558.102057 nChanged 7 SP:Iteration 40F (5836.614450 sec): 3 clusters Score: Raw -6147676.242600 + Penalty 2115.435954 = -6145560.806646 nChanged 6 SP:Iteration 41Q (5836.695724 sec): 3 clusters Score: Raw -6147680.252872 + Penalty 2115.435954 = -6145564.816918 nChanged 8 SP:Iteration 42Q (5836.776854 sec): 3 clusters Score: Raw -6147685.059582 + Penalty 2115.435954 = -6145569.623628 nChanged 7 SP:Iteration 43Q (5836.857582 sec): 3 clusters Score: Raw -6147688.613218 + Penalty 2115.435954 = -6145573.177265 nChanged 5 SP:Iteration 44Q (5836.938704 sec): 3 clusters Score: Raw -6147690.751219 + Penalty 2115.435954 = -6145575.315265 nChanged 5 SP:Iteration 45Q (5837.019840 sec): 3 clusters Score: Raw -6147692.287593 + Penalty 2115.435954 = -6145576.851639 nChanged 0 SP:Iteration 46F (5837.113904 sec): 3 clusters Score: Raw -6147692.287593 + Penalty 2115.435954 = -6145576.851639 nChanged 0 Trying to split cluster 35 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5837.119225 sec): 2 clusters Score: Raw -17279.462871 + Penalty 529.354633 = -16750.108238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5837.121014 sec): 3 clusters Score: Raw -17336.757820 + Penalty 1058.709266 = -16278.048554 nChanged 69 SP:Iteration 1F (5837.122573 sec): 3 clusters Score: Raw -17467.813282 + Penalty 1058.709266 = -16409.104016 nChanged 20 SP:Iteration 2F (5837.124086 sec): 3 clusters Score: Raw -17501.172539 + Penalty 1058.709266 = -16442.463273 nChanged 6 SP:Iteration 3Q (5837.125619 sec): 3 clusters Score: Raw -17526.928733 + Penalty 1058.709266 = -16468.219467 nChanged 3 SP:Iteration 4Q (5837.127130 sec): 3 clusters Score: Raw -17532.100581 + Penalty 1058.709266 = -16473.391315 nChanged 5 SP:Iteration 5Q (5837.128647 sec): 3 clusters Score: Raw -17572.394931 + Penalty 1058.709266 = -16513.685665 nChanged 8 SP:Iteration 6Q (5837.130133 sec): 3 clusters Score: Raw -17588.411623 + Penalty 1058.709266 = -16529.702357 nChanged 2 SP:Iteration 7Q (5837.131641 sec): 3 clusters Score: Raw -17591.614612 + Penalty 1058.709266 = -16532.905346 nChanged 1 SP:Iteration 8Q (5837.133140 sec): 3 clusters Score: Raw -17593.409721 + Penalty 1058.709266 = -16534.700455 nChanged 1 SP:Iteration 9Q (5837.134634 sec): 3 clusters Score: Raw -17595.537465 + Penalty 1058.709266 = -16536.828198 nChanged 1 SP:Iteration 10Q (5837.136122 sec): 3 clusters Score: Raw -17606.190588 + Penalty 1058.709266 = -16547.481322 nChanged 1 SP:Iteration 11Q (5837.137621 sec): 3 clusters Score: Raw -17607.775976 + Penalty 1058.709266 = -16549.066710 nChanged 0 SP:Iteration 12F (5837.139109 sec): 3 clusters Score: Raw -17607.775976 + Penalty 1058.709266 = -16549.066710 nChanged 0 Trying to split cluster 36 (1583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5837.153637 sec): 2 clusters Score: Raw -135448.094113 + Penalty 699.872321 = -134748.221792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5837.160489 sec): 3 clusters Score: Raw -134723.876740 + Penalty 1399.744641 = -133324.132098 nChanged 581 SP:Iteration 1F (5837.166870 sec): 3 clusters Score: Raw -135083.492904 + Penalty 1399.744641 = -133683.748263 nChanged 160 SP:Iteration 2F (5837.173166 sec): 3 clusters Score: Raw -135207.036026 + Penalty 1399.744641 = -133807.291384 nChanged 98 SP:Iteration 3F (5837.179391 sec): 3 clusters Score: Raw -135253.998710 + Penalty 1399.744641 = -133854.254069 nChanged 59 SP:Iteration 4Q (5837.185682 sec): 3 clusters Score: Raw -135281.323586 + Penalty 1399.744641 = -133881.578944 nChanged 40 SP:Iteration 5Q (5837.191941 sec): 3 clusters Score: Raw -135301.603113 + Penalty 1399.744641 = -133901.858472 nChanged 30 SP:Iteration 6Q (5837.198295 sec): 3 clusters Score: Raw -135315.988525 + Penalty 1399.744641 = -133916.243884 nChanged 24 SP:Iteration 7Q (5837.204626 sec): 3 clusters Score: Raw -135329.170856 + Penalty 1399.744641 = -133929.426215 nChanged 22 SP:Iteration 8Q (5837.210892 sec): 3 clusters Score: Raw -135338.383582 + Penalty 1399.744641 = -133938.638941 nChanged 17 SP:Iteration 9Q (5837.217203 sec): 3 clusters Score: Raw -135344.307007 + Penalty 1399.744641 = -133944.562366 nChanged 16 SP:Iteration 10Q (5837.223521 sec): 3 clusters Score: Raw -135349.843662 + Penalty 1399.744641 = -133950.099020 nChanged 11 SP:Iteration 11Q (5837.229867 sec): 3 clusters Score: Raw -135353.891086 + Penalty 1399.744641 = -133954.146444 nChanged 8 SP:Iteration 12Q (5837.236097 sec): 3 clusters Score: Raw -135358.126510 + Penalty 1399.744641 = -133958.381868 nChanged 14 SP:Iteration 13Q (5837.242458 sec): 3 clusters Score: Raw -135363.171391 + Penalty 1399.744641 = -133963.426749 nChanged 6 SP:Iteration 14Q (5837.248749 sec): 3 clusters Score: Raw -135366.054677 + Penalty 1399.744641 = -133966.310036 nChanged 5 SP:Iteration 15Q (5837.255059 sec): 3 clusters Score: Raw -135367.400730 + Penalty 1399.744641 = -133967.656088 nChanged 5 SP:Iteration 16Q (5837.261355 sec): 3 clusters Score: Raw -135368.766451 + Penalty 1399.744641 = -133969.021810 nChanged 5 SP:Iteration 17Q (5837.267654 sec): 3 clusters Score: Raw -135371.873666 + Penalty 1399.744641 = -133972.129024 nChanged 5 SP:Iteration 18Q (5837.273926 sec): 3 clusters Score: Raw -135373.772984 + Penalty 1399.744641 = -133974.028343 nChanged 8 SP:Iteration 19Q (5837.280178 sec): 3 clusters Score: Raw -135376.585591 + Penalty 1399.744641 = -133976.840949 nChanged 9 SP:Iteration 20F (5837.286458 sec): 3 clusters Score: Raw -135378.455601 + Penalty 1399.744641 = -133978.710960 nChanged 5 SP:Iteration 21Q (5837.292793 sec): 3 clusters Score: Raw -135380.163664 + Penalty 1399.744641 = -133980.419022 nChanged 8 SP:Iteration 22Q (5837.299097 sec): 3 clusters Score: Raw -135382.943768 + Penalty 1399.744641 = -133983.199126 nChanged 4 SP:Iteration 23Q (5837.305333 sec): 3 clusters Score: Raw -135383.580334 + Penalty 1399.744641 = -133983.835693 nChanged 2 SP:Iteration 24Q (5837.311653 sec): 3 clusters Score: Raw -135384.064030 + Penalty 1399.744641 = -133984.319388 nChanged 3 SP:Iteration 25Q (5837.317977 sec): 3 clusters Score: Raw -135385.257153 + Penalty 1399.744641 = -133985.512512 nChanged 3 SP:Iteration 26Q (5837.324307 sec): 3 clusters Score: Raw -135386.445709 + Penalty 1399.744641 = -133986.701068 nChanged 4 SP:Iteration 27Q (5837.330664 sec): 3 clusters Score: Raw -135387.320681 + Penalty 1399.744641 = -133987.576040 nChanged 4 SP:Iteration 28Q (5837.336938 sec): 3 clusters Score: Raw -135389.836574 + Penalty 1399.744641 = -133990.091932 nChanged 6 SP:Iteration 29Q (5837.343220 sec): 3 clusters Score: Raw -135391.817237 + Penalty 1399.744641 = -133992.072595 nChanged 6 SP:Iteration 30Q (5837.349446 sec): 3 clusters Score: Raw -135394.471580 + Penalty 1399.744641 = -133994.726939 nChanged 10 SP:Iteration 31Q (5837.355743 sec): 3 clusters Score: Raw -135399.782401 + Penalty 1399.744641 = -134000.037760 nChanged 6 SP:Iteration 32Q (5837.362092 sec): 3 clusters Score: Raw -135401.941010 + Penalty 1399.744641 = -134002.196368 nChanged 4 SP:Iteration 33Q (5837.368270 sec): 3 clusters Score: Raw -135403.638276 + Penalty 1399.744641 = -134003.893635 nChanged 4 SP:Iteration 34Q (5837.374496 sec): 3 clusters Score: Raw -135404.742749 + Penalty 1399.744641 = -134004.998108 nChanged 4 SP:Iteration 35Q (5837.380776 sec): 3 clusters Score: Raw -135405.476683 + Penalty 1399.744641 = -134005.732042 nChanged 2 SP:Iteration 36Q (5837.387129 sec): 3 clusters Score: Raw -135407.126771 + Penalty 1399.744641 = -134007.382129 nChanged 4 SP:Iteration 37Q (5837.393443 sec): 3 clusters Score: Raw -135408.099661 + Penalty 1399.744641 = -134008.355019 nChanged 5 SP:Iteration 38Q (5837.399716 sec): 3 clusters Score: Raw -135409.697232 + Penalty 1399.744641 = -134009.952590 nChanged 4 SP:Iteration 39Q (5837.406043 sec): 3 clusters Score: Raw -135413.664144 + Penalty 1399.744641 = -134013.919502 nChanged 8 SP:Iteration 40F (5837.412317 sec): 3 clusters Score: Raw -135419.323075 + Penalty 1399.744641 = -134019.578433 nChanged 11 SP:Iteration 41Q (5837.418690 sec): 3 clusters Score: Raw -135422.788066 + Penalty 1399.744641 = -134023.043424 nChanged 13 SP:Iteration 42Q (5837.424978 sec): 3 clusters Score: Raw -135427.825887 + Penalty 1399.744641 = -134028.081246 nChanged 11 SP:Iteration 43Q (5837.431218 sec): 3 clusters Score: Raw -135434.187233 + Penalty 1399.744641 = -134034.442592 nChanged 14 SP:Iteration 44Q (5837.437493 sec): 3 clusters Score: Raw -135441.132602 + Penalty 1399.744641 = -134041.387961 nChanged 12 SP:Iteration 45Q (5837.443797 sec): 3 clusters Score: Raw -135447.816278 + Penalty 1399.744641 = -134048.071637 nChanged 13 SP:Iteration 46Q (5837.450106 sec): 3 clusters Score: Raw -135455.068478 + Penalty 1399.744641 = -134055.323836 nChanged 14 SP:Iteration 47Q (5837.456351 sec): 3 clusters Score: Raw -135464.773631 + Penalty 1399.744641 = -134065.028990 nChanged 15 SP:Iteration 48Q (5837.462614 sec): 3 clusters Score: Raw -135474.348095 + Penalty 1399.744641 = -134074.603453 nChanged 14 SP:Iteration 49Q (5837.468853 sec): 3 clusters Score: Raw -135482.033014 + Penalty 1399.744641 = -134082.288373 nChanged 11 SP:Iteration 50Q (5837.475147 sec): 3 clusters Score: Raw -135488.151233 + Penalty 1399.744641 = -134088.406592 nChanged 14 SP:Iteration 51Q (5837.481495 sec): 3 clusters Score: Raw -135496.071791 + Penalty 1399.744641 = -134096.327149 nChanged 19 SP:Iteration 52Q (5837.487806 sec): 3 clusters Score: Raw -135504.633781 + Penalty 1399.744641 = -134104.889139 nChanged 15 SP:Iteration 53Q (5837.494061 sec): 3 clusters Score: Raw -135513.279077 + Penalty 1399.744641 = -134113.534436 nChanged 15 SP:Iteration 54Q (5837.500388 sec): 3 clusters Score: Raw -135522.053043 + Penalty 1399.744641 = -134122.308401 nChanged 14 SP:Iteration 55Q (5837.506702 sec): 3 clusters Score: Raw -135530.397626 + Penalty 1399.744641 = -134130.652985 nChanged 16 SP:Iteration 56Q (5837.512983 sec): 3 clusters Score: Raw -135542.928772 + Penalty 1399.744641 = -134143.184131 nChanged 19 SP:Iteration 57Q (5837.519331 sec): 3 clusters Score: Raw -135556.753190 + Penalty 1399.744641 = -134157.008549 nChanged 21 SP:Iteration 58Q (5837.525554 sec): 3 clusters Score: Raw -135572.303487 + Penalty 1399.744641 = -134172.558845 nChanged 14 SP:Iteration 59Q (5837.531807 sec): 3 clusters Score: Raw -135582.066285 + Penalty 1399.744641 = -134182.321644 nChanged 10 SP:Iteration 60F (5837.538105 sec): 3 clusters Score: Raw -135587.245741 + Penalty 1399.744641 = -134187.501100 nChanged 6 SP:Iteration 61Q (5837.544370 sec): 3 clusters Score: Raw -135590.462536 + Penalty 1399.744641 = -134190.717895 nChanged 7 SP:Iteration 62Q (5837.550640 sec): 3 clusters Score: Raw -135595.944322 + Penalty 1399.744641 = -134196.199681 nChanged 5 SP:Iteration 63Q (5837.556952 sec): 3 clusters Score: Raw -135600.697756 + Penalty 1399.744641 = -134200.953115 nChanged 7 SP:Iteration 64Q (5837.563260 sec): 3 clusters Score: Raw -135605.277886 + Penalty 1399.744641 = -134205.533245 nChanged 7 SP:Iteration 65Q (5837.569546 sec): 3 clusters Score: Raw -135609.076425 + Penalty 1399.744641 = -134209.331784 nChanged 4 SP:Iteration 66Q (5837.575856 sec): 3 clusters Score: Raw -135611.533855 + Penalty 1399.744641 = -134211.789213 nChanged 3 SP:Iteration 67Q (5837.582142 sec): 3 clusters Score: Raw -135613.411575 + Penalty 1399.744641 = -134213.666934 nChanged 3 SP:Iteration 68Q (5837.588392 sec): 3 clusters Score: Raw -135615.659039 + Penalty 1399.744641 = -134215.914397 nChanged 5 SP:Iteration 69Q (5837.594581 sec): 3 clusters Score: Raw -135619.817340 + Penalty 1399.744641 = -134220.072699 nChanged 6 SP:Iteration 70Q (5837.600836 sec): 3 clusters Score: Raw -135624.022654 + Penalty 1399.744641 = -134224.278013 nChanged 8 SP:Iteration 71Q (5837.607105 sec): 3 clusters Score: Raw -135630.132255 + Penalty 1399.744641 = -134230.387614 nChanged 5 SP:Iteration 72Q (5837.613408 sec): 3 clusters Score: Raw -135633.661536 + Penalty 1399.744641 = -134233.916895 nChanged 1 SP:Iteration 73Q (5837.619680 sec): 3 clusters Score: Raw -135634.212309 + Penalty 1399.744641 = -134234.467668 nChanged 1 SP:Iteration 74Q (5837.625960 sec): 3 clusters Score: Raw -135634.563376 + Penalty 1399.744641 = -134234.818734 nChanged 1 SP:Iteration 75Q (5837.632174 sec): 3 clusters Score: Raw -135634.820200 + Penalty 1399.744641 = -134235.075558 nChanged 1 SP:Iteration 76Q (5837.638397 sec): 3 clusters Score: Raw -135635.135889 + Penalty 1399.744641 = -134235.391247 nChanged 1 SP:Iteration 77Q (5837.644692 sec): 3 clusters Score: Raw -135635.780478 + Penalty 1399.744641 = -134236.035837 nChanged 1 SP:Iteration 78Q (5837.650962 sec): 3 clusters Score: Raw -135637.367332 + Penalty 1399.744641 = -134237.622691 nChanged 3 SP:Iteration 79Q (5837.657242 sec): 3 clusters Score: Raw -135638.665583 + Penalty 1399.744641 = -134238.920941 nChanged 1 SP:Iteration 80F (5837.663561 sec): 3 clusters Score: Raw -135639.154425 + Penalty 1399.744641 = -134239.409783 nChanged 1 SP:Iteration 81Q (5837.669795 sec): 3 clusters Score: Raw -135639.887978 + Penalty 1399.744641 = -134240.143337 nChanged 0 SP:Iteration 82F (5837.676128 sec): 3 clusters Score: Raw -135639.887978 + Penalty 1399.744641 = -134240.143337 nChanged 0 Iteration 259Q (5842.170173 sec): 37 clusters Score: Raw -45233558.664183 + Penalty 45091.929260 = -45188466.734923 nChanged 173 Iteration 260F (5850.977835 sec): 37 clusters Score: Raw -45233562.194879 + Penalty 45091.929260 = -45188470.265618 nChanged 170 Iteration 261Q (5855.047522 sec): 37 clusters Score: Raw -45233566.128196 + Penalty 45091.929260 = -45188474.198935 nChanged 177 Iteration 262Q (5859.114928 sec): 37 clusters Score: Raw -45233570.883194 + Penalty 45091.929260 = -45188478.953934 nChanged 176 Iteration 263Q (5863.185564 sec): 37 clusters Score: Raw -45233575.679122 + Penalty 45091.929260 = -45188483.749862 nChanged 190 Iteration 264Q (5867.271713 sec): 37 clusters Score: Raw -45233580.612710 + Penalty 45091.929260 = -45188488.683449 nChanged 183 Iteration 265Q (5871.364365 sec): 37 clusters Score: Raw -45233585.221615 + Penalty 45091.929260 = -45188493.292355 nChanged 205 Iteration 266Q (5875.433455 sec): 37 clusters Score: Raw -45233589.968173 + Penalty 45091.929260 = -45188498.038912 nChanged 190 Iteration 267Q (5879.504372 sec): 37 clusters Score: Raw -45233594.126226 + Penalty 45091.929260 = -45188502.196966 nChanged 173 Iteration 268Q (5883.573675 sec): 37 clusters Score: Raw -45233597.852204 + Penalty 45091.929260 = -45188505.922944 nChanged 172 Iteration 269Q (5887.684532 sec): 37 clusters Score: Raw -45233603.065520 + Penalty 45091.929260 = -45188511.136259 nChanged 155 Iteration 270Q (5891.778762 sec): 37 clusters Score: Raw -45233606.914755 + Penalty 45091.929260 = -45188514.985495 nChanged 163 Iteration 271Q (5895.847016 sec): 37 clusters Score: Raw -45233610.830697 + Penalty 45091.929260 = -45188518.901436 nChanged 150 Iteration 272Q (5899.917889 sec): 37 clusters Score: Raw -45233614.548329 + Penalty 45091.929260 = -45188522.619069 nChanged 142 Iteration 273Q (5903.986182 sec): 37 clusters Score: Raw -45233618.598700 + Penalty 45091.929260 = -45188526.669439 nChanged 162 Iteration 274Q (5908.082609 sec): 37 clusters Score: Raw -45233622.326094 + Penalty 45091.929260 = -45188530.396834 nChanged 155 Iteration 275Q (5912.174094 sec): 37 clusters Score: Raw -45233625.926762 + Penalty 45091.929260 = -45188533.997501 nChanged 153 Iteration 276Q (5916.242500 sec): 37 clusters Score: Raw -45233629.659800 + Penalty 45091.929260 = -45188537.730540 nChanged 123 Iteration 277Q (5920.325144 sec): 37 clusters Score: Raw -45233632.943224 + Penalty 45091.929260 = -45188541.013964 nChanged 137 Iteration 278Q (5924.395431 sec): 37 clusters Score: Raw -45233636.121780 + Penalty 45091.929260 = -45188544.192520 nChanged 143 Iteration 279Q (5928.480936 sec): 37 clusters Score: Raw -45233639.572813 + Penalty 45091.929260 = -45188547.643552 nChanged 151 Iteration 280F (5936.856214 sec): 37 clusters Score: Raw -45233642.951959 + Penalty 45091.929260 = -45188551.022699 nChanged 153 Iteration 281Q (5940.924412 sec): 37 clusters Score: Raw -45233647.228172 + Penalty 45091.929260 = -45188555.298912 nChanged 140 Iteration 282Q (5944.998631 sec): 37 clusters Score: Raw -45233650.504318 + Penalty 45091.929260 = -45188558.575057 nChanged 130 Iteration 283Q (5949.075823 sec): 37 clusters Score: Raw -45233653.498281 + Penalty 45091.929260 = -45188561.569020 nChanged 123 Iteration 284Q (5953.144263 sec): 37 clusters Score: Raw -45233655.984292 + Penalty 45091.929260 = -45188564.055031 nChanged 107 Iteration 285Q (5957.232354 sec): 37 clusters Score: Raw -45233658.005944 + Penalty 45091.929260 = -45188566.076684 nChanged 98 Iteration 286Q (5961.301823 sec): 37 clusters Score: Raw -45233660.202830 + Penalty 45091.929260 = -45188568.273570 nChanged 98 Iteration 287Q (5965.391698 sec): 37 clusters Score: Raw -45233662.013412 + Penalty 45091.929260 = -45188570.084152 nChanged 94 Iteration 288Q (5969.482649 sec): 37 clusters Score: Raw -45233663.784700 + Penalty 45091.929260 = -45188571.855440 nChanged 93 Iteration 289Q (5973.557660 sec): 37 clusters Score: Raw -45233665.617357 + Penalty 45091.929260 = -45188573.688097 nChanged 107 Iteration 290Q (5977.652410 sec): 37 clusters Score: Raw -45233668.158967 + Penalty 45091.929260 = -45188576.229707 nChanged 99 Iteration 291Q (5981.722035 sec): 37 clusters Score: Raw -45233670.467465 + Penalty 45091.929260 = -45188578.538205 nChanged 117 Iteration 292Q (5985.815458 sec): 37 clusters Score: Raw -45233672.869616 + Penalty 45091.929260 = -45188580.940355 nChanged 110 Iteration 293Q (5989.906707 sec): 37 clusters Score: Raw -45233675.368997 + Penalty 45091.929260 = -45188583.439737 nChanged 99 Iteration 294Q (5993.986443 sec): 37 clusters Score: Raw -45233677.428620 + Penalty 45091.929260 = -45188585.499360 nChanged 102 Iteration 295Q (5998.054043 sec): 37 clusters Score: Raw -45233679.698924 + Penalty 45091.929260 = -45188587.769663 nChanged 84 Iteration 296Q (6002.156744 sec): 37 clusters Score: Raw -45233681.579749 + Penalty 45091.929260 = -45188589.650489 nChanged 73 Iteration 297Q (6006.249347 sec): 37 clusters Score: Raw -45233683.076391 + Penalty 45091.929260 = -45188591.147131 nChanged 60 Iteration 298Q (6010.337375 sec): 37 clusters Score: Raw -45233684.337604 + Penalty 45091.929260 = -45188592.408343 nChanged 71 Writing temp clu file Because OldScore, -45188591.147131, is greater than current (better) Score,-45188592.408343 Compute initial score before splitting: Score: Raw -45233684.337604 + Penalty 45091.929260 = -45188592.408343 Trying to split cluster 1 (42851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6010.470859 sec): 2 clusters Score: Raw -3600866.334127 + Penalty 1013.221005 = -3599853.113122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6010.541589 sec): 3 clusters Score: Raw -3573263.341528 + Penalty 2026.442010 = -3571236.899518 nChanged 20224 SP:Iteration 1F (6010.605951 sec): 3 clusters Score: Raw -3585040.463153 + Penalty 2026.442010 = -3583014.021144 nChanged 2126 SP:Iteration 2Q (6010.676168 sec): 3 clusters Score: Raw -3585857.157987 + Penalty 2026.442010 = -3583830.715977 nChanged 2398 SP:Iteration 3F (6010.739668 sec): 3 clusters Score: Raw -3587036.234837 + Penalty 2026.442010 = -3585009.792827 nChanged 2718 SP:Iteration 4F (6010.804207 sec): 3 clusters Score: Raw -3588650.662662 + Penalty 2026.442010 = -3586624.220652 nChanged 2962 SP:Iteration 5F (6010.868245 sec): 3 clusters Score: Raw -3590668.343308 + Penalty 2026.442010 = -3588641.901299 nChanged 2880 SP:Iteration 6F (6010.932978 sec): 3 clusters Score: Raw -3592727.926852 + Penalty 2026.442010 = -3590701.484843 nChanged 2389 SP:Iteration 7F (6010.997440 sec): 3 clusters Score: Raw -3594437.607591 + Penalty 2026.442010 = -3592411.165581 nChanged 1948 SP:Iteration 8Q (6011.066666 sec): 3 clusters Score: Raw -3595862.798064 + Penalty 2026.442010 = -3593836.356054 nChanged 1537 SP:Iteration 9Q (6011.133066 sec): 3 clusters Score: Raw -3596902.006897 + Penalty 2026.442010 = -3594875.564887 nChanged 1142 SP:Iteration 10Q (6011.198003 sec): 3 clusters Score: Raw -3597525.168114 + Penalty 2026.442010 = -3595498.726105 nChanged 828 SP:Iteration 11Q (6011.261591 sec): 3 clusters Score: Raw -3597954.583175 + Penalty 2026.442010 = -3595928.141166 nChanged 676 SP:Iteration 12Q (6011.324491 sec): 3 clusters Score: Raw -3598313.012951 + Penalty 2026.442010 = -3596286.570941 nChanged 596 SP:Iteration 13Q (6011.386960 sec): 3 clusters Score: Raw -3598681.990147 + Penalty 2026.442010 = -3596655.548138 nChanged 548 SP:Iteration 14Q (6011.448867 sec): 3 clusters Score: Raw -3599064.658149 + Penalty 2026.442010 = -3597038.216139 nChanged 515 SP:Iteration 15Q (6011.509962 sec): 3 clusters Score: Raw -3599482.721187 + Penalty 2026.442010 = -3597456.279177 nChanged 509 SP:Iteration 16Q (6011.570396 sec): 3 clusters Score: Raw -3599880.885412 + Penalty 2026.442010 = -3597854.443402 nChanged 455 SP:Iteration 17Q (6011.630266 sec): 3 clusters Score: Raw -3600189.826444 + Penalty 2026.442010 = -3598163.384435 nChanged 431 SP:Iteration 18Q (6011.689725 sec): 3 clusters Score: Raw -3600465.677377 + Penalty 2026.442010 = -3598439.235368 nChanged 361 SP:Iteration 19Q (6011.748869 sec): 3 clusters Score: Raw -3600657.720287 + Penalty 2026.442010 = -3598631.278278 nChanged 283 SP:Iteration 20F (6011.812683 sec): 3 clusters Score: Raw -3600785.018051 + Penalty 2026.442010 = -3598758.576042 nChanged 247 SP:Iteration 21Q (6011.872511 sec): 3 clusters Score: Raw -3600882.554737 + Penalty 2026.442010 = -3598856.112727 nChanged 202 SP:Iteration 22Q (6011.931115 sec): 3 clusters Score: Raw -3600954.545878 + Penalty 2026.442010 = -3598928.103868 nChanged 197 SP:Iteration 23Q (6011.989620 sec): 3 clusters Score: Raw -3601026.805147 + Penalty 2026.442010 = -3599000.363137 nChanged 155 SP:Iteration 24Q (6012.047972 sec): 3 clusters Score: Raw -3601068.122839 + Penalty 2026.442010 = -3599041.680829 nChanged 137 SP:Iteration 25Q (6012.106325 sec): 3 clusters Score: Raw -3601101.082996 + Penalty 2026.442010 = -3599074.640987 nChanged 102 SP:Iteration 26Q (6012.164805 sec): 3 clusters Score: Raw -3601123.020769 + Penalty 2026.442010 = -3599096.578760 nChanged 96 SP:Iteration 27Q (6012.223009 sec): 3 clusters Score: Raw -3601139.145922 + Penalty 2026.442010 = -3599112.703913 nChanged 82 SP:Iteration 28Q (6012.281340 sec): 3 clusters Score: Raw -3601153.393651 + Penalty 2026.442010 = -3599126.951641 nChanged 74 SP:Iteration 29Q (6012.339561 sec): 3 clusters Score: Raw -3601164.082026 + Penalty 2026.442010 = -3599137.640017 nChanged 61 SP:Iteration 30Q (6012.397739 sec): 3 clusters Score: Raw -3601170.764641 + Penalty 2026.442010 = -3599144.322632 nChanged 41 SP:Iteration 31Q (6012.456067 sec): 3 clusters Score: Raw -3601174.588284 + Penalty 2026.442010 = -3599148.146274 nChanged 27 SP:Iteration 32Q (6012.514223 sec): 3 clusters Score: Raw -3601176.792966 + Penalty 2026.442010 = -3599150.350956 nChanged 20 SP:Iteration 33Q (6012.572296 sec): 3 clusters Score: Raw -3601178.134508 + Penalty 2026.442010 = -3599151.692498 nChanged 18 SP:Iteration 34Q (6012.630545 sec): 3 clusters Score: Raw -3601179.048793 + Penalty 2026.442010 = -3599152.606783 nChanged 11 SP:Iteration 35Q (6012.688737 sec): 3 clusters Score: Raw -3601179.670516 + Penalty 2026.442010 = -3599153.228506 nChanged 8 SP:Iteration 36Q (6012.746620 sec): 3 clusters Score: Raw -3601179.993186 + Penalty 2026.442010 = -3599153.551176 nChanged 4 SP:Iteration 37Q (6012.805246 sec): 3 clusters Score: Raw -3601180.226003 + Penalty 2026.442010 = -3599153.783993 nChanged 3 SP:Iteration 38Q (6012.863489 sec): 3 clusters Score: Raw -3601180.394146 + Penalty 2026.442010 = -3599153.952137 nChanged 0 SP:Iteration 39F (6012.926826 sec): 3 clusters Score: Raw -3601180.394146 + Penalty 2026.442010 = -3599153.952137 nChanged 0 Trying to split cluster 2 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6012.934021 sec): 2 clusters Score: Raw -24713.972430 + Penalty 554.860957 = -24159.111473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6012.936148 sec): 3 clusters Score: Raw -24705.397580 + Penalty 1109.721915 = -23595.675665 nChanged 88 SP:Iteration 1F (6012.937979 sec): 3 clusters Score: Raw -24848.570135 + Penalty 1109.721915 = -23738.848221 nChanged 25 SP:Iteration 2F (6012.939778 sec): 3 clusters Score: Raw -24883.547710 + Penalty 1109.721915 = -23773.825795 nChanged 12 SP:Iteration 3Q (6012.941559 sec): 3 clusters Score: Raw -24895.288414 + Penalty 1109.721915 = -23785.566499 nChanged 8 SP:Iteration 4Q (6012.943329 sec): 3 clusters Score: Raw -24903.383912 + Penalty 1109.721915 = -23793.661997 nChanged 8 SP:Iteration 5Q (6012.945113 sec): 3 clusters Score: Raw -24909.684668 + Penalty 1109.721915 = -23799.962753 nChanged 6 SP:Iteration 6Q (6012.946885 sec): 3 clusters Score: Raw -24913.020836 + Penalty 1109.721915 = -23803.298921 nChanged 4 SP:Iteration 7Q (6012.948641 sec): 3 clusters Score: Raw -24915.936837 + Penalty 1109.721915 = -23806.214922 nChanged 3 SP:Iteration 8Q (6012.950407 sec): 3 clusters Score: Raw -24919.021446 + Penalty 1109.721915 = -23809.299531 nChanged 2 SP:Iteration 9Q (6012.952158 sec): 3 clusters Score: Raw -24920.742808 + Penalty 1109.721915 = -23811.020893 nChanged 1 SP:Iteration 10Q (6012.953916 sec): 3 clusters Score: Raw -24920.917237 + Penalty 1109.721915 = -23811.195323 nChanged 0 SP:Iteration 11F (6012.955686 sec): 3 clusters Score: Raw -24920.917237 + Penalty 1109.721915 = -23811.195323 nChanged 0 Trying to split cluster 3 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6012.966315 sec): 2 clusters Score: Raw -60236.063075 + Penalty 641.132157 = -59594.930918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6012.970367 sec): 3 clusters Score: Raw -59948.054805 + Penalty 1282.264314 = -58665.790491 nChanged 304 SP:Iteration 1F (6012.974032 sec): 3 clusters Score: Raw -60272.749875 + Penalty 1282.264314 = -58990.485561 nChanged 96 SP:Iteration 2F (6012.977687 sec): 3 clusters Score: Raw -60410.243953 + Penalty 1282.264314 = -59127.979639 nChanged 60 SP:Iteration 3F (6012.981298 sec): 3 clusters Score: Raw -60549.089855 + Penalty 1282.264314 = -59266.825541 nChanged 51 SP:Iteration 4F (6012.984911 sec): 3 clusters Score: Raw -60612.126372 + Penalty 1282.264314 = -59329.862058 nChanged 28 SP:Iteration 5Q (6012.988510 sec): 3 clusters Score: Raw -60640.782302 + Penalty 1282.264314 = -59358.517988 nChanged 17 SP:Iteration 6Q (6012.992097 sec): 3 clusters Score: Raw -60657.153986 + Penalty 1282.264314 = -59374.889672 nChanged 8 SP:Iteration 7Q (6012.995660 sec): 3 clusters Score: Raw -60662.578413 + Penalty 1282.264314 = -59380.314099 nChanged 3 SP:Iteration 8Q (6012.999275 sec): 3 clusters Score: Raw -60666.215349 + Penalty 1282.264314 = -59383.951035 nChanged 5 SP:Iteration 9Q (6013.002877 sec): 3 clusters Score: Raw -60674.210880 + Penalty 1282.264314 = -59391.946566 nChanged 5 SP:Iteration 10Q (6013.006432 sec): 3 clusters Score: Raw -60681.273825 + Penalty 1282.264314 = -59399.009511 nChanged 4 SP:Iteration 11Q (6013.009966 sec): 3 clusters Score: Raw -60684.854153 + Penalty 1282.264314 = -59402.589839 nChanged 2 SP:Iteration 12Q (6013.013520 sec): 3 clusters Score: Raw -60687.824189 + Penalty 1282.264314 = -59405.559875 nChanged 3 SP:Iteration 13Q (6013.017069 sec): 3 clusters Score: Raw -60689.104816 + Penalty 1282.264314 = -59406.840502 nChanged 0 SP:Iteration 14F (6013.020743 sec): 3 clusters Score: Raw -60689.104816 + Penalty 1282.264314 = -59406.840502 nChanged 0 Trying to split cluster 4 (3134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6013.036986 sec): 2 clusters Score: Raw -283115.381274 + Penalty 764.756215 = -282350.625059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6013.049415 sec): 3 clusters Score: Raw -281454.156366 + Penalty 1529.512430 = -279924.643935 nChanged 1304 SP:Iteration 1F (6013.061036 sec): 3 clusters Score: Raw -282189.938992 + Penalty 1529.512430 = -280660.426562 nChanged 232 SP:Iteration 2F (6013.072661 sec): 3 clusters Score: Raw -282316.118646 + Penalty 1529.512430 = -280786.606216 nChanged 184 SP:Iteration 3F (6013.084162 sec): 3 clusters Score: Raw -282417.638861 + Penalty 1529.512430 = -280888.126431 nChanged 161 SP:Iteration 4F (6013.095786 sec): 3 clusters Score: Raw -282527.795169 + Penalty 1529.512430 = -280998.282739 nChanged 161 SP:Iteration 5F (6013.107284 sec): 3 clusters Score: Raw -282624.337854 + Penalty 1529.512430 = -281094.825423 nChanged 124 SP:Iteration 6Q (6013.118948 sec): 3 clusters Score: Raw -282691.283019 + Penalty 1529.512430 = -281161.770589 nChanged 112 SP:Iteration 7Q (6013.130653 sec): 3 clusters Score: Raw -282756.663939 + Penalty 1529.512430 = -281227.151509 nChanged 119 SP:Iteration 8Q (6013.142233 sec): 3 clusters Score: Raw -282831.996969 + Penalty 1529.512430 = -281302.484539 nChanged 124 SP:Iteration 9Q (6013.153936 sec): 3 clusters Score: Raw -282923.438223 + Penalty 1529.512430 = -281393.925793 nChanged 115 SP:Iteration 10Q (6013.165522 sec): 3 clusters Score: Raw -283019.397209 + Penalty 1529.512430 = -281489.884779 nChanged 115 SP:Iteration 11Q (6013.177192 sec): 3 clusters Score: Raw -283116.494674 + Penalty 1529.512430 = -281586.982243 nChanged 83 SP:Iteration 12Q (6013.188815 sec): 3 clusters Score: Raw -283170.363818 + Penalty 1529.512430 = -281640.851387 nChanged 49 SP:Iteration 13Q (6013.200359 sec): 3 clusters Score: Raw -283201.480271 + Penalty 1529.512430 = -281671.967841 nChanged 44 SP:Iteration 14Q (6013.211860 sec): 3 clusters Score: Raw -283231.370285 + Penalty 1529.512430 = -281701.857854 nChanged 36 SP:Iteration 15Q (6013.223351 sec): 3 clusters Score: Raw -283259.597022 + Penalty 1529.512430 = -281730.084592 nChanged 29 SP:Iteration 16Q (6013.234647 sec): 3 clusters Score: Raw -283277.123499 + Penalty 1529.512430 = -281747.611069 nChanged 25 SP:Iteration 17Q (6013.246031 sec): 3 clusters Score: Raw -283294.651081 + Penalty 1529.512430 = -281765.138651 nChanged 28 SP:Iteration 18Q (6013.257439 sec): 3 clusters Score: Raw -283315.507350 + Penalty 1529.512430 = -281785.994919 nChanged 20 SP:Iteration 19Q (6013.268656 sec): 3 clusters Score: Raw -283329.825110 + Penalty 1529.512430 = -281800.312680 nChanged 17 SP:Iteration 20F (6013.280263 sec): 3 clusters Score: Raw -283337.136859 + Penalty 1529.512430 = -281807.624429 nChanged 13 SP:Iteration 21Q (6013.291465 sec): 3 clusters Score: Raw -283343.824034 + Penalty 1529.512430 = -281814.311604 nChanged 8 SP:Iteration 22Q (6013.302766 sec): 3 clusters Score: Raw -283346.399851 + Penalty 1529.512430 = -281816.887420 nChanged 5 SP:Iteration 23Q (6013.313905 sec): 3 clusters Score: Raw -283347.735605 + Penalty 1529.512430 = -281818.223174 nChanged 2 SP:Iteration 24Q (6013.325209 sec): 3 clusters Score: Raw -283348.415415 + Penalty 1529.512430 = -281818.902985 nChanged 1 SP:Iteration 25Q (6013.336463 sec): 3 clusters Score: Raw -283348.540408 + Penalty 1529.512430 = -281819.027978 nChanged 1 SP:Iteration 26Q (6013.347638 sec): 3 clusters Score: Raw -283348.647743 + Penalty 1529.512430 = -281819.135313 nChanged 0 SP:Iteration 27F (6013.359136 sec): 3 clusters Score: Raw -283348.647743 + Penalty 1529.512430 = -281819.135313 nChanged 0 Trying to split cluster 5 (16950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6013.388430 sec): 2 clusters Score: Raw -1351556.298579 + Penalty 925.112196 = -1350631.186383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6013.422858 sec): 3 clusters Score: Raw -1341085.939444 + Penalty 1850.224391 = -1339235.715052 nChanged 7827 SP:Iteration 1F (6013.455968 sec): 3 clusters Score: Raw -1345757.920899 + Penalty 1850.224391 = -1343907.696507 nChanged 1133 SP:Iteration 2F (6013.488874 sec): 3 clusters Score: Raw -1346403.427481 + Penalty 1850.224391 = -1344553.203090 nChanged 1197 SP:Iteration 3F (6013.521649 sec): 3 clusters Score: Raw -1347117.089171 + Penalty 1850.224391 = -1345266.864780 nChanged 1119 SP:Iteration 4F (6013.554638 sec): 3 clusters Score: Raw -1347849.017485 + Penalty 1850.224391 = -1345998.793094 nChanged 1070 SP:Iteration 5F (6013.587630 sec): 3 clusters Score: Raw -1348503.360431 + Penalty 1850.224391 = -1346653.136039 nChanged 895 SP:Iteration 6F (6013.620360 sec): 3 clusters Score: Raw -1348995.092673 + Penalty 1850.224391 = -1347144.868281 nChanged 740 SP:Iteration 7Q (6013.653892 sec): 3 clusters Score: Raw -1349390.553984 + Penalty 1850.224391 = -1347540.329593 nChanged 648 SP:Iteration 8Q (6013.687011 sec): 3 clusters Score: Raw -1349703.550463 + Penalty 1850.224391 = -1347853.326071 nChanged 528 SP:Iteration 9Q (6013.720508 sec): 3 clusters Score: Raw -1349896.035919 + Penalty 1850.224391 = -1348045.811527 nChanged 348 SP:Iteration 10Q (6013.753702 sec): 3 clusters Score: Raw -1349992.716718 + Penalty 1850.224391 = -1348142.492327 nChanged 284 SP:Iteration 11Q (6013.786820 sec): 3 clusters Score: Raw -1350059.291604 + Penalty 1850.224391 = -1348209.067213 nChanged 210 SP:Iteration 12Q (6013.819676 sec): 3 clusters Score: Raw -1350102.599680 + Penalty 1850.224391 = -1348252.375288 nChanged 187 SP:Iteration 13Q (6013.852763 sec): 3 clusters Score: Raw -1350142.330615 + Penalty 1850.224391 = -1348292.106224 nChanged 175 SP:Iteration 14Q (6013.885887 sec): 3 clusters Score: Raw -1350178.538163 + Penalty 1850.224391 = -1348328.313771 nChanged 166 SP:Iteration 15Q (6013.918671 sec): 3 clusters Score: Raw -1350205.857363 + Penalty 1850.224391 = -1348355.632971 nChanged 121 SP:Iteration 16Q (6013.951475 sec): 3 clusters Score: Raw -1350224.834340 + Penalty 1850.224391 = -1348374.609948 nChanged 115 SP:Iteration 17Q (6013.984424 sec): 3 clusters Score: Raw -1350240.295747 + Penalty 1850.224391 = -1348390.071355 nChanged 95 SP:Iteration 18Q (6014.017401 sec): 3 clusters Score: Raw -1350251.586763 + Penalty 1850.224391 = -1348401.362371 nChanged 86 SP:Iteration 19Q (6014.050309 sec): 3 clusters Score: Raw -1350262.073954 + Penalty 1850.224391 = -1348411.849563 nChanged 90 SP:Iteration 20F (6014.083224 sec): 3 clusters Score: Raw -1350272.630040 + Penalty 1850.224391 = -1348422.405649 nChanged 78 SP:Iteration 21Q (6014.116101 sec): 3 clusters Score: Raw -1350281.516458 + Penalty 1850.224391 = -1348431.292067 nChanged 72 SP:Iteration 22Q (6014.149049 sec): 3 clusters Score: Raw -1350290.750164 + Penalty 1850.224391 = -1348440.525773 nChanged 84 SP:Iteration 23Q (6014.181918 sec): 3 clusters Score: Raw -1350302.704507 + Penalty 1850.224391 = -1348452.480115 nChanged 87 SP:Iteration 24Q (6014.214805 sec): 3 clusters Score: Raw -1350312.421000 + Penalty 1850.224391 = -1348462.196609 nChanged 76 SP:Iteration 25Q (6014.247578 sec): 3 clusters Score: Raw -1350320.778783 + Penalty 1850.224391 = -1348470.554392 nChanged 58 SP:Iteration 26Q (6014.280298 sec): 3 clusters Score: Raw -1350327.712510 + Penalty 1850.224391 = -1348477.488119 nChanged 64 SP:Iteration 27Q (6014.313116 sec): 3 clusters Score: Raw -1350335.641767 + Penalty 1850.224391 = -1348485.417375 nChanged 64 SP:Iteration 28Q (6014.345918 sec): 3 clusters Score: Raw -1350343.024203 + Penalty 1850.224391 = -1348492.799811 nChanged 69 SP:Iteration 29Q (6014.378846 sec): 3 clusters Score: Raw -1350350.636751 + Penalty 1850.224391 = -1348500.412359 nChanged 73 SP:Iteration 30Q (6014.411723 sec): 3 clusters Score: Raw -1350358.840039 + Penalty 1850.224391 = -1348508.615647 nChanged 71 SP:Iteration 31Q (6014.444409 sec): 3 clusters Score: Raw -1350366.863964 + Penalty 1850.224391 = -1348516.639572 nChanged 67 SP:Iteration 32Q (6014.477211 sec): 3 clusters Score: Raw -1350374.346671 + Penalty 1850.224391 = -1348524.122280 nChanged 64 SP:Iteration 33Q (6014.509898 sec): 3 clusters Score: Raw -1350381.022608 + Penalty 1850.224391 = -1348530.798216 nChanged 56 SP:Iteration 34Q (6014.542858 sec): 3 clusters Score: Raw -1350385.707808 + Penalty 1850.224391 = -1348535.483417 nChanged 47 SP:Iteration 35Q (6014.575680 sec): 3 clusters Score: Raw -1350389.394292 + Penalty 1850.224391 = -1348539.169901 nChanged 40 SP:Iteration 36Q (6014.608473 sec): 3 clusters Score: Raw -1350392.113339 + Penalty 1850.224391 = -1348541.888948 nChanged 30 SP:Iteration 37Q (6014.641168 sec): 3 clusters Score: Raw -1350394.825279 + Penalty 1850.224391 = -1348544.600887 nChanged 39 SP:Iteration 38Q (6014.674100 sec): 3 clusters Score: Raw -1350397.440636 + Penalty 1850.224391 = -1348547.216245 nChanged 30 SP:Iteration 39Q (6014.706787 sec): 3 clusters Score: Raw -1350399.885564 + Penalty 1850.224391 = -1348549.661172 nChanged 34 SP:Iteration 40F (6014.739729 sec): 3 clusters Score: Raw -1350402.523347 + Penalty 1850.224391 = -1348552.298956 nChanged 30 SP:Iteration 41Q (6014.772688 sec): 3 clusters Score: Raw -1350405.370800 + Penalty 1850.224391 = -1348555.146409 nChanged 40 SP:Iteration 42Q (6014.805536 sec): 3 clusters Score: Raw -1350409.668399 + Penalty 1850.224391 = -1348559.444008 nChanged 41 SP:Iteration 43Q (6014.838357 sec): 3 clusters Score: Raw -1350413.218338 + Penalty 1850.224391 = -1348562.993947 nChanged 43 SP:Iteration 44Q (6014.871035 sec): 3 clusters Score: Raw -1350415.981405 + Penalty 1850.224391 = -1348565.757014 nChanged 32 SP:Iteration 45Q (6014.903869 sec): 3 clusters Score: Raw -1350418.247623 + Penalty 1850.224391 = -1348568.023231 nChanged 31 SP:Iteration 46Q (6014.936578 sec): 3 clusters Score: Raw -1350420.379896 + Penalty 1850.224391 = -1348570.155505 nChanged 29 SP:Iteration 47Q (6014.969261 sec): 3 clusters Score: Raw -1350422.469477 + Penalty 1850.224391 = -1348572.245086 nChanged 28 SP:Iteration 48Q (6015.002006 sec): 3 clusters Score: Raw -1350424.801771 + Penalty 1850.224391 = -1348574.577379 nChanged 30 SP:Iteration 49Q (6015.034796 sec): 3 clusters Score: Raw -1350426.954609 + Penalty 1850.224391 = -1348576.730218 nChanged 23 SP:Iteration 50Q (6015.067726 sec): 3 clusters Score: Raw -1350428.709791 + Penalty 1850.224391 = -1348578.485399 nChanged 30 SP:Iteration 51Q (6015.100493 sec): 3 clusters Score: Raw -1350431.353046 + Penalty 1850.224391 = -1348581.128655 nChanged 30 SP:Iteration 52Q (6015.133385 sec): 3 clusters Score: Raw -1350433.791217 + Penalty 1850.224391 = -1348583.566826 nChanged 32 SP:Iteration 53Q (6015.166026 sec): 3 clusters Score: Raw -1350436.111975 + Penalty 1850.224391 = -1348585.887583 nChanged 28 SP:Iteration 54Q (6015.198814 sec): 3 clusters Score: Raw -1350437.887387 + Penalty 1850.224391 = -1348587.662996 nChanged 27 SP:Iteration 55Q (6015.231420 sec): 3 clusters Score: Raw -1350439.940943 + Penalty 1850.224391 = -1348589.716551 nChanged 32 SP:Iteration 56Q (6015.264230 sec): 3 clusters Score: Raw -1350442.414078 + Penalty 1850.224391 = -1348592.189686 nChanged 37 SP:Iteration 57Q (6015.297002 sec): 3 clusters Score: Raw -1350445.580927 + Penalty 1850.224391 = -1348595.356535 nChanged 39 SP:Iteration 58Q (6015.329713 sec): 3 clusters Score: Raw -1350448.799828 + Penalty 1850.224391 = -1348598.575436 nChanged 29 SP:Iteration 59Q (6015.362395 sec): 3 clusters Score: Raw -1350450.990732 + Penalty 1850.224391 = -1348600.766340 nChanged 31 SP:Iteration 60F (6015.395244 sec): 3 clusters Score: Raw -1350452.869759 + Penalty 1850.224391 = -1348602.645368 nChanged 27 SP:Iteration 61Q (6015.428046 sec): 3 clusters Score: Raw -1350454.244832 + Penalty 1850.224391 = -1348604.020441 nChanged 19 SP:Iteration 62Q (6015.460767 sec): 3 clusters Score: Raw -1350455.221113 + Penalty 1850.224391 = -1348604.996721 nChanged 12 SP:Iteration 63Q (6015.493548 sec): 3 clusters Score: Raw -1350456.032199 + Penalty 1850.224391 = -1348605.807807 nChanged 16 SP:Iteration 64Q (6015.526407 sec): 3 clusters Score: Raw -1350456.643437 + Penalty 1850.224391 = -1348606.419045 nChanged 12 SP:Iteration 65Q (6015.559173 sec): 3 clusters Score: Raw -1350457.116367 + Penalty 1850.224391 = -1348606.891976 nChanged 13 SP:Iteration 66Q (6015.591939 sec): 3 clusters Score: Raw -1350457.910881 + Penalty 1850.224391 = -1348607.686490 nChanged 15 SP:Iteration 67Q (6015.624726 sec): 3 clusters Score: Raw -1350458.674933 + Penalty 1850.224391 = -1348608.450541 nChanged 8 SP:Iteration 68Q (6015.691509 sec): 3 clusters Score: Raw -1350459.233503 + Penalty 1850.224391 = -1348609.009111 nChanged 9 SP:Iteration 69Q (6015.723547 sec): 3 clusters Score: Raw -1350459.734049 + Penalty 1850.224391 = -1348609.509657 nChanged 9 SP:Iteration 70Q (6015.756343 sec): 3 clusters Score: Raw -1350460.185764 + Penalty 1850.224391 = -1348609.961372 nChanged 10 SP:Iteration 71Q (6015.789213 sec): 3 clusters Score: Raw -1350461.216925 + Penalty 1850.224391 = -1348610.992534 nChanged 14 SP:Iteration 72Q (6015.821901 sec): 3 clusters Score: Raw -1350462.277715 + Penalty 1850.224391 = -1348612.053324 nChanged 15 SP:Iteration 73Q (6015.854751 sec): 3 clusters Score: Raw -1350463.469086 + Penalty 1850.224391 = -1348613.244695 nChanged 19 SP:Iteration 74Q (6015.887399 sec): 3 clusters Score: Raw -1350464.453522 + Penalty 1850.224391 = -1348614.229131 nChanged 24 SP:Iteration 75Q (6015.920259 sec): 3 clusters Score: Raw -1350465.824022 + Penalty 1850.224391 = -1348615.599630 nChanged 23 SP:Iteration 76Q (6015.952851 sec): 3 clusters Score: Raw -1350467.029774 + Penalty 1850.224391 = -1348616.805383 nChanged 25 SP:Iteration 77Q (6015.985687 sec): 3 clusters Score: Raw -1350469.039913 + Penalty 1850.224391 = -1348618.815521 nChanged 29 SP:Iteration 78Q (6016.018414 sec): 3 clusters Score: Raw -1350471.402370 + Penalty 1850.224391 = -1348621.177979 nChanged 40 SP:Iteration 79Q (6016.051180 sec): 3 clusters Score: Raw -1350474.408396 + Penalty 1850.224391 = -1348624.184004 nChanged 31 SP:Iteration 80F (6016.083989 sec): 3 clusters Score: Raw -1350476.453834 + Penalty 1850.224391 = -1348626.229443 nChanged 27 SP:Iteration 81Q (6016.116745 sec): 3 clusters Score: Raw -1350478.136687 + Penalty 1850.224391 = -1348627.912295 nChanged 21 SP:Iteration 82Q (6016.149796 sec): 3 clusters Score: Raw -1350479.139293 + Penalty 1850.224391 = -1348628.914901 nChanged 16 SP:Iteration 83Q (6016.182400 sec): 3 clusters Score: Raw -1350479.825065 + Penalty 1850.224391 = -1348629.600674 nChanged 16 SP:Iteration 84Q (6016.215274 sec): 3 clusters Score: Raw -1350480.554477 + Penalty 1850.224391 = -1348630.330085 nChanged 13 SP:Iteration 85Q (6016.247854 sec): 3 clusters Score: Raw -1350481.052262 + Penalty 1850.224391 = -1348630.827870 nChanged 13 SP:Iteration 86Q (6016.280615 sec): 3 clusters Score: Raw -1350481.594037 + Penalty 1850.224391 = -1348631.369645 nChanged 8 SP:Iteration 87Q (6016.313225 sec): 3 clusters Score: Raw -1350481.771408 + Penalty 1850.224391 = -1348631.547017 nChanged 4 SP:Iteration 88Q (6016.345897 sec): 3 clusters Score: Raw -1350481.888039 + Penalty 1850.224391 = -1348631.663647 nChanged 4 SP:Iteration 89Q (6016.378681 sec): 3 clusters Score: Raw -1350482.049564 + Penalty 1850.224391 = -1348631.825173 nChanged 5 SP:Iteration 90Q (6016.411414 sec): 3 clusters Score: Raw -1350482.306716 + Penalty 1850.224391 = -1348632.082325 nChanged 9 SP:Iteration 91Q (6016.444030 sec): 3 clusters Score: Raw -1350482.929169 + Penalty 1850.224391 = -1348632.704778 nChanged 17 SP:Iteration 92Q (6016.476817 sec): 3 clusters Score: Raw -1350483.847931 + Penalty 1850.224391 = -1348633.623540 nChanged 16 SP:Iteration 93Q (6016.509617 sec): 3 clusters Score: Raw -1350484.570264 + Penalty 1850.224391 = -1348634.345873 nChanged 8 SP:Iteration 94Q (6016.542279 sec): 3 clusters Score: Raw -1350485.036674 + Penalty 1850.224391 = -1348634.812283 nChanged 10 SP:Iteration 95Q (6016.575031 sec): 3 clusters Score: Raw -1350485.686094 + Penalty 1850.224391 = -1348635.461703 nChanged 14 SP:Iteration 96Q (6016.607697 sec): 3 clusters Score: Raw -1350486.939143 + Penalty 1850.224391 = -1348636.714752 nChanged 14 SP:Iteration 97Q (6016.640502 sec): 3 clusters Score: Raw -1350487.708972 + Penalty 1850.224391 = -1348637.484580 nChanged 16 SP:Iteration 98Q (6016.673082 sec): 3 clusters Score: Raw -1350488.583962 + Penalty 1850.224391 = -1348638.359571 nChanged 13 SP:Iteration 99Q (6016.705622 sec): 3 clusters Score: Raw -1350489.307617 + Penalty 1850.224391 = -1348639.083225 nChanged 16 SP:Iteration 100F (6016.738789 sec): 3 clusters Score: Raw -1350490.475543 + Penalty 1850.224391 = -1348640.251152 nChanged 19 SP:Iteration 101Q (6016.771440 sec): 3 clusters Score: Raw -1350491.656402 + Penalty 1850.224391 = -1348641.432010 nChanged 23 SP:Iteration 102Q (6016.804309 sec): 3 clusters Score: Raw -1350493.022763 + Penalty 1850.224391 = -1348642.798371 nChanged 18 SP:Iteration 103Q (6016.836886 sec): 3 clusters Score: Raw -1350493.782437 + Penalty 1850.224391 = -1348643.558046 nChanged 9 SP:Iteration 104Q (6016.869735 sec): 3 clusters Score: Raw -1350494.160122 + Penalty 1850.224391 = -1348643.935730 nChanged 10 SP:Iteration 105Q (6016.902302 sec): 3 clusters Score: Raw -1350494.566298 + Penalty 1850.224391 = -1348644.341906 nChanged 11 SP:Iteration 106Q (6016.935050 sec): 3 clusters Score: Raw -1350495.187882 + Penalty 1850.224391 = -1348644.963491 nChanged 15 SP:Iteration 107Q (6016.967500 sec): 3 clusters Score: Raw -1350496.028754 + Penalty 1850.224391 = -1348645.804362 nChanged 14 SP:Iteration 108Q (6017.000240 sec): 3 clusters Score: Raw -1350496.909510 + Penalty 1850.224391 = -1348646.685119 nChanged 14 SP:Iteration 109Q (6017.032865 sec): 3 clusters Score: Raw -1350498.400026 + Penalty 1850.224391 = -1348648.175635 nChanged 28 SP:Iteration 110Q (6017.065377 sec): 3 clusters Score: Raw -1350500.606089 + Penalty 1850.224391 = -1348650.381698 nChanged 19 SP:Iteration 111Q (6017.098022 sec): 3 clusters Score: Raw -1350501.804373 + Penalty 1850.224391 = -1348651.579981 nChanged 23 SP:Iteration 112Q (6017.130624 sec): 3 clusters Score: Raw -1350503.320231 + Penalty 1850.224391 = -1348653.095840 nChanged 23 SP:Iteration 113Q (6017.163361 sec): 3 clusters Score: Raw -1350505.104151 + Penalty 1850.224391 = -1348654.879759 nChanged 22 SP:Iteration 114Q (6017.195893 sec): 3 clusters Score: Raw -1350506.996359 + Penalty 1850.224391 = -1348656.771968 nChanged 27 SP:Iteration 115Q (6017.228516 sec): 3 clusters Score: Raw -1350509.503336 + Penalty 1850.224391 = -1348659.278945 nChanged 32 SP:Iteration 116Q (6017.261015 sec): 3 clusters Score: Raw -1350512.459254 + Penalty 1850.224391 = -1348662.234862 nChanged 31 SP:Iteration 117Q (6017.293587 sec): 3 clusters Score: Raw -1350516.191061 + Penalty 1850.224391 = -1348665.966670 nChanged 41 SP:Iteration 118Q (6017.326161 sec): 3 clusters Score: Raw -1350520.328789 + Penalty 1850.224391 = -1348670.104397 nChanged 41 SP:Iteration 119Q (6017.358776 sec): 3 clusters Score: Raw -1350523.476741 + Penalty 1850.224391 = -1348673.252349 nChanged 27 SP:Iteration 120F (6017.391414 sec): 3 clusters Score: Raw -1350526.203331 + Penalty 1850.224391 = -1348675.978939 nChanged 40 SP:Iteration 121Q (6017.424367 sec): 3 clusters Score: Raw -1350529.817155 + Penalty 1850.224391 = -1348679.592763 nChanged 40 SP:Iteration 122Q (6017.457051 sec): 3 clusters Score: Raw -1350534.605554 + Penalty 1850.224391 = -1348684.381163 nChanged 35 SP:Iteration 123Q (6017.489527 sec): 3 clusters Score: Raw -1350538.976182 + Penalty 1850.224391 = -1348688.751791 nChanged 51 SP:Iteration 124Q (6017.522122 sec): 3 clusters Score: Raw -1350545.075879 + Penalty 1850.224391 = -1348694.851487 nChanged 64 SP:Iteration 125Q (6017.554685 sec): 3 clusters Score: Raw -1350551.893145 + Penalty 1850.224391 = -1348701.668753 nChanged 45 SP:Iteration 126Q (6017.587296 sec): 3 clusters Score: Raw -1350555.531731 + Penalty 1850.224391 = -1348705.307339 nChanged 39 SP:Iteration 127Q (6017.619725 sec): 3 clusters Score: Raw -1350558.583517 + Penalty 1850.224391 = -1348708.359126 nChanged 33 SP:Iteration 128Q (6017.652104 sec): 3 clusters Score: Raw -1350561.484055 + Penalty 1850.224391 = -1348711.259663 nChanged 28 SP:Iteration 129Q (6017.684542 sec): 3 clusters Score: Raw -1350563.819062 + Penalty 1850.224391 = -1348713.594670 nChanged 37 SP:Iteration 130Q (6017.717080 sec): 3 clusters Score: Raw -1350566.721769 + Penalty 1850.224391 = -1348716.497377 nChanged 30 SP:Iteration 131Q (6017.749673 sec): 3 clusters Score: Raw -1350568.872604 + Penalty 1850.224391 = -1348718.648212 nChanged 32 SP:Iteration 132Q (6017.781924 sec): 3 clusters Score: Raw -1350571.173355 + Penalty 1850.224391 = -1348720.948964 nChanged 33 SP:Iteration 133Q (6017.814432 sec): 3 clusters Score: Raw -1350573.240566 + Penalty 1850.224391 = -1348723.016174 nChanged 31 SP:Iteration 134Q (6017.846786 sec): 3 clusters Score: Raw -1350575.506673 + Penalty 1850.224391 = -1348725.282282 nChanged 32 SP:Iteration 135Q (6017.879256 sec): 3 clusters Score: Raw -1350578.451315 + Penalty 1850.224391 = -1348728.226923 nChanged 43 SP:Iteration 136Q (6017.911709 sec): 3 clusters Score: Raw -1350582.970979 + Penalty 1850.224391 = -1348732.746588 nChanged 41 SP:Iteration 137Q (6017.944173 sec): 3 clusters Score: Raw -1350587.132337 + Penalty 1850.224391 = -1348736.907945 nChanged 43 SP:Iteration 138Q (6017.976543 sec): 3 clusters Score: Raw -1350592.392383 + Penalty 1850.224391 = -1348742.167992 nChanged 41 SP:Iteration 139Q (6018.008871 sec): 3 clusters Score: Raw -1350597.357527 + Penalty 1850.224391 = -1348747.133136 nChanged 44 SP:Iteration 140F (6018.041747 sec): 3 clusters Score: Raw -1350602.578906 + Penalty 1850.224391 = -1348752.354515 nChanged 52 SP:Iteration 141Q (6018.074057 sec): 3 clusters Score: Raw -1350608.263520 + Penalty 1850.224391 = -1348758.039128 nChanged 46 SP:Iteration 142Q (6018.106359 sec): 3 clusters Score: Raw -1350613.002488 + Penalty 1850.224391 = -1348762.778097 nChanged 48 SP:Iteration 143Q (6018.138494 sec): 3 clusters Score: Raw -1350618.554711 + Penalty 1850.224391 = -1348768.330320 nChanged 54 SP:Iteration 144Q (6018.170847 sec): 3 clusters Score: Raw -1350623.197093 + Penalty 1850.224391 = -1348772.972702 nChanged 36 SP:Iteration 145Q (6018.203178 sec): 3 clusters Score: Raw -1350626.756825 + Penalty 1850.224391 = -1348776.532434 nChanged 34 SP:Iteration 146Q (6018.235620 sec): 3 clusters Score: Raw -1350629.435809 + Penalty 1850.224391 = -1348779.211418 nChanged 37 SP:Iteration 147Q (6018.267846 sec): 3 clusters Score: Raw -1350632.334655 + Penalty 1850.224391 = -1348782.110264 nChanged 35 SP:Iteration 148Q (6018.300121 sec): 3 clusters Score: Raw -1350634.921716 + Penalty 1850.224391 = -1348784.697325 nChanged 35 SP:Iteration 149Q (6018.332370 sec): 3 clusters Score: Raw -1350637.513095 + Penalty 1850.224391 = -1348787.288704 nChanged 31 SP:Iteration 150Q (6018.364387 sec): 3 clusters Score: Raw -1350639.966140 + Penalty 1850.224391 = -1348789.741748 nChanged 25 SP:Iteration 151Q (6018.396721 sec): 3 clusters Score: Raw -1350641.797727 + Penalty 1850.224391 = -1348791.573335 nChanged 27 SP:Iteration 152Q (6018.428763 sec): 3 clusters Score: Raw -1350643.546360 + Penalty 1850.224391 = -1348793.321968 nChanged 29 SP:Iteration 153Q (6018.460960 sec): 3 clusters Score: Raw -1350645.810831 + Penalty 1850.224391 = -1348795.586439 nChanged 33 SP:Iteration 154Q (6018.493122 sec): 3 clusters Score: Raw -1350648.104240 + Penalty 1850.224391 = -1348797.879849 nChanged 33 SP:Iteration 155Q (6018.525140 sec): 3 clusters Score: Raw -1350651.046463 + Penalty 1850.224391 = -1348800.822072 nChanged 32 SP:Iteration 156Q (6018.557179 sec): 3 clusters Score: Raw -1350653.920366 + Penalty 1850.224391 = -1348803.695974 nChanged 39 SP:Iteration 157Q (6018.589307 sec): 3 clusters Score: Raw -1350657.690724 + Penalty 1850.224391 = -1348807.466333 nChanged 43 SP:Iteration 158Q (6018.621317 sec): 3 clusters Score: Raw -1350662.884343 + Penalty 1850.224391 = -1348812.659951 nChanged 49 SP:Iteration 159Q (6018.653292 sec): 3 clusters Score: Raw -1350668.601737 + Penalty 1850.224391 = -1348818.377345 nChanged 43 SP:Iteration 160F (6018.686119 sec): 3 clusters Score: Raw -1350673.442826 + Penalty 1850.224391 = -1348823.218435 nChanged 41 SP:Iteration 161Q (6018.718223 sec): 3 clusters Score: Raw -1350677.494080 + Penalty 1850.224391 = -1348827.269689 nChanged 38 SP:Iteration 162Q (6018.750236 sec): 3 clusters Score: Raw -1350681.460985 + Penalty 1850.224391 = -1348831.236593 nChanged 34 SP:Iteration 163Q (6018.782317 sec): 3 clusters Score: Raw -1350684.499681 + Penalty 1850.224391 = -1348834.275290 nChanged 30 SP:Iteration 164Q (6018.814159 sec): 3 clusters Score: Raw -1350686.904366 + Penalty 1850.224391 = -1348836.679975 nChanged 34 SP:Iteration 165Q (6018.846255 sec): 3 clusters Score: Raw -1350690.045641 + Penalty 1850.224391 = -1348839.821250 nChanged 27 SP:Iteration 166Q (6018.878277 sec): 3 clusters Score: Raw -1350692.320890 + Penalty 1850.224391 = -1348842.096498 nChanged 23 SP:Iteration 167Q (6018.910188 sec): 3 clusters Score: Raw -1350693.743335 + Penalty 1850.224391 = -1348843.518944 nChanged 18 SP:Iteration 168Q (6018.941908 sec): 3 clusters Score: Raw -1350694.784895 + Penalty 1850.224391 = -1348844.560504 nChanged 13 SP:Iteration 169Q (6018.973810 sec): 3 clusters Score: Raw -1350695.678054 + Penalty 1850.224391 = -1348845.453662 nChanged 16 SP:Iteration 170Q (6019.019134 sec): 3 clusters Score: Raw -1350696.743203 + Penalty 1850.224391 = -1348846.518812 nChanged 13 SP:Iteration 171Q (6019.051131 sec): 3 clusters Score: Raw -1350697.701906 + Penalty 1850.224391 = -1348847.477515 nChanged 13 SP:Iteration 172Q (6019.084101 sec): 3 clusters Score: Raw -1350698.836802 + Penalty 1850.224391 = -1348848.612410 nChanged 18 SP:Iteration 173Q (6019.115900 sec): 3 clusters Score: Raw -1350700.767527 + Penalty 1850.224391 = -1348850.543135 nChanged 22 SP:Iteration 174Q (6019.147815 sec): 3 clusters Score: Raw -1350702.482442 + Penalty 1850.224391 = -1348852.258050 nChanged 30 SP:Iteration 175Q (6019.179547 sec): 3 clusters Score: Raw -1350704.362082 + Penalty 1850.224391 = -1348854.137691 nChanged 26 SP:Iteration 176Q (6019.211380 sec): 3 clusters Score: Raw -1350706.682674 + Penalty 1850.224391 = -1348856.458283 nChanged 32 SP:Iteration 177Q (6019.243245 sec): 3 clusters Score: Raw -1350710.433756 + Penalty 1850.224391 = -1348860.209365 nChanged 42 SP:Iteration 178Q (6019.275004 sec): 3 clusters Score: Raw -1350717.107330 + Penalty 1850.224391 = -1348866.882938 nChanged 49 SP:Iteration 179Q (6019.306798 sec): 3 clusters Score: Raw -1350725.091383 + Penalty 1850.224391 = -1348874.866992 nChanged 68 SP:Iteration 180F (6019.339526 sec): 3 clusters Score: Raw -1350736.166046 + Penalty 1850.224391 = -1348885.941654 nChanged 64 SP:Iteration 181Q (6019.371246 sec): 3 clusters Score: Raw -1350746.154714 + Penalty 1850.224391 = -1348895.930322 nChanged 60 SP:Iteration 182Q (6019.403036 sec): 3 clusters Score: Raw -1350754.809113 + Penalty 1850.224391 = -1348904.584721 nChanged 72 SP:Iteration 183Q (6019.434735 sec): 3 clusters Score: Raw -1350766.408216 + Penalty 1850.224391 = -1348916.183825 nChanged 75 SP:Iteration 184Q (6019.466293 sec): 3 clusters Score: Raw -1350778.605989 + Penalty 1850.224391 = -1348928.381597 nChanged 89 SP:Iteration 185Q (6019.497857 sec): 3 clusters Score: Raw -1350793.241864 + Penalty 1850.224391 = -1348943.017473 nChanged 81 SP:Iteration 186Q (6019.529391 sec): 3 clusters Score: Raw -1350804.759127 + Penalty 1850.224391 = -1348954.534736 nChanged 84 SP:Iteration 187Q (6019.560971 sec): 3 clusters Score: Raw -1350817.398296 + Penalty 1850.224391 = -1348967.173905 nChanged 85 SP:Iteration 188Q (6019.592474 sec): 3 clusters Score: Raw -1350829.069064 + Penalty 1850.224391 = -1348978.844672 nChanged 74 SP:Iteration 189Q (6019.624016 sec): 3 clusters Score: Raw -1350839.884197 + Penalty 1850.224391 = -1348989.659805 nChanged 67 SP:Iteration 190Q (6019.655222 sec): 3 clusters Score: Raw -1350851.051580 + Penalty 1850.224391 = -1349000.827189 nChanged 89 SP:Iteration 191Q (6019.686488 sec): 3 clusters Score: Raw -1350868.223328 + Penalty 1850.224391 = -1349017.998937 nChanged 100 SP:Iteration 192Q (6019.717756 sec): 3 clusters Score: Raw -1350886.508289 + Penalty 1850.224391 = -1349036.283898 nChanged 99 SP:Iteration 193Q (6019.748816 sec): 3 clusters Score: Raw -1350906.016386 + Penalty 1850.224391 = -1349055.791995 nChanged 88 SP:Iteration 194Q (6019.779822 sec): 3 clusters Score: Raw -1350924.636992 + Penalty 1850.224391 = -1349074.412601 nChanged 107 SP:Iteration 195Q (6019.810669 sec): 3 clusters Score: Raw -1350947.754846 + Penalty 1850.224391 = -1349097.530454 nChanged 106 SP:Iteration 196Q (6019.841636 sec): 3 clusters Score: Raw -1350974.404752 + Penalty 1850.224391 = -1349124.180361 nChanged 117 SP:Iteration 197Q (6019.872393 sec): 3 clusters Score: Raw -1351003.623626 + Penalty 1850.224391 = -1349153.399235 nChanged 118 SP:Iteration 198Q (6019.903239 sec): 3 clusters Score: Raw -1351031.720684 + Penalty 1850.224391 = -1349181.496292 nChanged 122 SP:Iteration 199Q (6019.933858 sec): 3 clusters Score: Raw -1351059.508690 + Penalty 1850.224391 = -1349209.284299 nChanged 109 SP:Iteration 200F (6019.966743 sec): 3 clusters Score: Raw -1351083.049461 + Penalty 1850.224391 = -1349232.825070 nChanged 103 SP:Iteration 201Q (6019.997386 sec): 3 clusters Score: Raw -1351106.387211 + Penalty 1850.224391 = -1349256.162820 nChanged 103 SP:Iteration 202Q (6020.027712 sec): 3 clusters Score: Raw -1351130.999272 + Penalty 1850.224391 = -1349280.774881 nChanged 101 SP:Iteration 203Q (6020.058281 sec): 3 clusters Score: Raw -1351156.642657 + Penalty 1850.224391 = -1349306.418266 nChanged 97 SP:Iteration 204Q (6020.088619 sec): 3 clusters Score: Raw -1351184.052761 + Penalty 1850.224391 = -1349333.828369 nChanged 117 SP:Iteration 205Q (6020.118858 sec): 3 clusters Score: Raw -1351228.631429 + Penalty 1850.224391 = -1349378.407037 nChanged 132 SP:Iteration 206Q (6020.149053 sec): 3 clusters Score: Raw -1351270.490569 + Penalty 1850.224391 = -1349420.266177 nChanged 115 SP:Iteration 207Q (6020.178958 sec): 3 clusters Score: Raw -1351305.937371 + Penalty 1850.224391 = -1349455.712980 nChanged 107 SP:Iteration 208Q (6020.208720 sec): 3 clusters Score: Raw -1351340.862332 + Penalty 1850.224391 = -1349490.637941 nChanged 99 SP:Iteration 209Q (6020.238407 sec): 3 clusters Score: Raw -1351372.487612 + Penalty 1850.224391 = -1349522.263220 nChanged 94 SP:Iteration 210Q (6020.268033 sec): 3 clusters Score: Raw -1351405.457097 + Penalty 1850.224391 = -1349555.232706 nChanged 89 SP:Iteration 211Q (6020.297529 sec): 3 clusters Score: Raw -1351439.179970 + Penalty 1850.224391 = -1349588.955579 nChanged 83 SP:Iteration 212Q (6020.327025 sec): 3 clusters Score: Raw -1351465.809278 + Penalty 1850.224391 = -1349615.584886 nChanged 67 SP:Iteration 213Q (6020.356336 sec): 3 clusters Score: Raw -1351483.544169 + Penalty 1850.224391 = -1349633.319777 nChanged 60 SP:Iteration 214Q (6020.385477 sec): 3 clusters Score: Raw -1351501.711802 + Penalty 1850.224391 = -1349651.487410 nChanged 64 SP:Iteration 215Q (6020.414731 sec): 3 clusters Score: Raw -1351524.195448 + Penalty 1850.224391 = -1349673.971057 nChanged 59 SP:Iteration 216Q (6020.443740 sec): 3 clusters Score: Raw -1351543.937483 + Penalty 1850.224391 = -1349693.713092 nChanged 49 SP:Iteration 217Q (6020.472764 sec): 3 clusters Score: Raw -1351559.095779 + Penalty 1850.224391 = -1349708.871387 nChanged 50 SP:Iteration 218Q (6020.501590 sec): 3 clusters Score: Raw -1351574.641829 + Penalty 1850.224391 = -1349724.417437 nChanged 51 SP:Iteration 219Q (6020.530452 sec): 3 clusters Score: Raw -1351592.885034 + Penalty 1850.224391 = -1349742.660642 nChanged 49 SP:Iteration 220F (6020.562831 sec): 3 clusters Score: Raw -1351607.472534 + Penalty 1850.224391 = -1349757.248143 nChanged 39 SP:Iteration 221Q (6020.591900 sec): 3 clusters Score: Raw -1351620.417131 + Penalty 1850.224391 = -1349770.192740 nChanged 39 SP:Iteration 222Q (6020.620590 sec): 3 clusters Score: Raw -1351632.407948 + Penalty 1850.224391 = -1349782.183557 nChanged 29 SP:Iteration 223Q (6020.649112 sec): 3 clusters Score: Raw -1351639.303106 + Penalty 1850.224391 = -1349789.078715 nChanged 22 SP:Iteration 224Q (6020.677712 sec): 3 clusters Score: Raw -1351644.020407 + Penalty 1850.224391 = -1349793.796015 nChanged 18 SP:Iteration 225Q (6020.706183 sec): 3 clusters Score: Raw -1351648.375906 + Penalty 1850.224391 = -1349798.151514 nChanged 22 SP:Iteration 226Q (6020.734730 sec): 3 clusters Score: Raw -1351653.662095 + Penalty 1850.224391 = -1349803.437704 nChanged 17 SP:Iteration 227Q (6020.763174 sec): 3 clusters Score: Raw -1351658.073401 + Penalty 1850.224391 = -1349807.849010 nChanged 12 SP:Iteration 228Q (6020.791776 sec): 3 clusters Score: Raw -1351660.795340 + Penalty 1850.224391 = -1349810.570949 nChanged 14 SP:Iteration 229Q (6020.819775 sec): 3 clusters Score: Raw -1351664.973196 + Penalty 1850.224391 = -1349814.748804 nChanged 15 SP:Iteration 230Q (6020.848212 sec): 3 clusters Score: Raw -1351668.420097 + Penalty 1850.224391 = -1349818.195706 nChanged 16 SP:Iteration 231Q (6020.912461 sec): 3 clusters Score: Raw -1351672.156542 + Penalty 1850.224391 = -1349821.932151 nChanged 18 SP:Iteration 232Q (6020.940097 sec): 3 clusters Score: Raw -1351676.702130 + Penalty 1850.224391 = -1349826.477739 nChanged 11 SP:Iteration 233Q (6020.968588 sec): 3 clusters Score: Raw -1351678.952604 + Penalty 1850.224391 = -1349828.728213 nChanged 7 SP:Iteration 234Q (6020.997067 sec): 3 clusters Score: Raw -1351680.224959 + Penalty 1850.224391 = -1349830.000567 nChanged 7 SP:Iteration 235Q (6021.025498 sec): 3 clusters Score: Raw -1351681.074811 + Penalty 1850.224391 = -1349830.850420 nChanged 5 SP:Iteration 236Q (6021.053716 sec): 3 clusters Score: Raw -1351682.084651 + Penalty 1850.224391 = -1349831.860259 nChanged 8 SP:Iteration 237Q (6021.082106 sec): 3 clusters Score: Raw -1351684.117950 + Penalty 1850.224391 = -1349833.893558 nChanged 9 SP:Iteration 238Q (6021.110455 sec): 3 clusters Score: Raw -1351686.184140 + Penalty 1850.224391 = -1349835.959748 nChanged 11 SP:Iteration 239Q (6021.138622 sec): 3 clusters Score: Raw -1351688.765905 + Penalty 1850.224391 = -1349838.541513 nChanged 9 SP:Iteration 240F (6021.171330 sec): 3 clusters Score: Raw -1351690.956974 + Penalty 1850.224391 = -1349840.732583 nChanged 9 SP:Iteration 241Q (6021.199717 sec): 3 clusters Score: Raw -1351692.971609 + Penalty 1850.224391 = -1349842.747218 nChanged 8 SP:Iteration 242Q (6021.228021 sec): 3 clusters Score: Raw -1351695.136187 + Penalty 1850.224391 = -1349844.911795 nChanged 11 SP:Iteration 243Q (6021.256208 sec): 3 clusters Score: Raw -1351697.768057 + Penalty 1850.224391 = -1349847.543665 nChanged 13 SP:Iteration 244Q (6021.284335 sec): 3 clusters Score: Raw -1351701.115976 + Penalty 1850.224391 = -1349850.891585 nChanged 12 SP:Iteration 245Q (6021.312605 sec): 3 clusters Score: Raw -1351704.368339 + Penalty 1850.224391 = -1349854.143947 nChanged 12 SP:Iteration 246Q (6021.340896 sec): 3 clusters Score: Raw -1351706.946156 + Penalty 1850.224391 = -1349856.721765 nChanged 7 SP:Iteration 247Q (6021.369024 sec): 3 clusters Score: Raw -1351708.632793 + Penalty 1850.224391 = -1349858.408401 nChanged 5 SP:Iteration 248Q (6021.397379 sec): 3 clusters Score: Raw -1351709.255919 + Penalty 1850.224391 = -1349859.031527 nChanged 2 SP:Iteration 249Q (6021.425534 sec): 3 clusters Score: Raw -1351709.559900 + Penalty 1850.224391 = -1349859.335508 nChanged 4 SP:Iteration 250Q (6021.453602 sec): 3 clusters Score: Raw -1351710.095073 + Penalty 1850.224391 = -1349859.870681 nChanged 3 SP:Iteration 251Q (6021.481701 sec): 3 clusters Score: Raw -1351710.478206 + Penalty 1850.224391 = -1349860.253814 nChanged 2 SP:Iteration 252Q (6021.509804 sec): 3 clusters Score: Raw -1351710.709724 + Penalty 1850.224391 = -1349860.485332 nChanged 3 SP:Iteration 253Q (6021.537994 sec): 3 clusters Score: Raw -1351711.759248 + Penalty 1850.224391 = -1349861.534857 nChanged 4 SP:Iteration 254Q (6021.566019 sec): 3 clusters Score: Raw -1351712.684173 + Penalty 1850.224391 = -1349862.459781 nChanged 4 SP:Iteration 255Q (6021.594389 sec): 3 clusters Score: Raw -1351714.469474 + Penalty 1850.224391 = -1349864.245082 nChanged 7 SP:Iteration 256Q (6021.622379 sec): 3 clusters Score: Raw -1351716.650752 + Penalty 1850.224391 = -1349866.426361 nChanged 3 SP:Iteration 257Q (6021.650457 sec): 3 clusters Score: Raw -1351717.370802 + Penalty 1850.224391 = -1349867.146411 nChanged 4 SP:Iteration 258Q (6021.678717 sec): 3 clusters Score: Raw -1351718.176337 + Penalty 1850.224391 = -1349867.951945 nChanged 4 SP:Iteration 259Q (6021.706748 sec): 3 clusters Score: Raw -1351719.129819 + Penalty 1850.224391 = -1349868.905428 nChanged 3 SP:Iteration 260F (6021.739518 sec): 3 clusters Score: Raw -1351719.869813 + Penalty 1850.224391 = -1349869.645422 nChanged 2 SP:Iteration 261Q (6021.767763 sec): 3 clusters Score: Raw -1351720.275108 + Penalty 1850.224391 = -1349870.050717 nChanged 1 SP:Iteration 262Q (6021.795917 sec): 3 clusters Score: Raw -1351720.375275 + Penalty 1850.224391 = -1349870.150883 nChanged 0 SP:Iteration 263F (6021.828425 sec): 3 clusters Score: Raw -1351720.375275 + Penalty 1850.224391 = -1349870.150883 nChanged 0 Trying to split cluster 6 (8969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6021.848262 sec): 2 clusters Score: Raw -811157.468862 + Penalty 864.645299 = -810292.823563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6021.873117 sec): 3 clusters Score: Raw -805835.835843 + Penalty 1729.290599 = -804106.545244 nChanged 3991 SP:Iteration 1F (6021.897031 sec): 3 clusters Score: Raw -808122.215487 + Penalty 1729.290599 = -806392.924889 nChanged 518 SP:Iteration 2F (6021.920998 sec): 3 clusters Score: Raw -808337.716643 + Penalty 1729.290599 = -806608.426045 nChanged 423 SP:Iteration 3Q (6021.945653 sec): 3 clusters Score: Raw -808520.863709 + Penalty 1729.290599 = -806791.573110 nChanged 419 SP:Iteration 4Q (6021.970438 sec): 3 clusters Score: Raw -808722.175670 + Penalty 1729.290599 = -806992.885071 nChanged 409 SP:Iteration 5Q (6021.995061 sec): 3 clusters Score: Raw -808929.871431 + Penalty 1729.290599 = -807200.580833 nChanged 404 SP:Iteration 6Q (6022.019734 sec): 3 clusters Score: Raw -809142.653575 + Penalty 1729.290599 = -807413.362977 nChanged 413 SP:Iteration 7Q (6022.044122 sec): 3 clusters Score: Raw -809380.233027 + Penalty 1729.290599 = -807650.942428 nChanged 418 SP:Iteration 8Q (6022.068423 sec): 3 clusters Score: Raw -809622.781666 + Penalty 1729.290599 = -807893.491067 nChanged 408 SP:Iteration 9Q (6022.092931 sec): 3 clusters Score: Raw -809854.712741 + Penalty 1729.290599 = -808125.422142 nChanged 334 SP:Iteration 10Q (6022.116999 sec): 3 clusters Score: Raw -810026.687165 + Penalty 1729.290599 = -808297.396566 nChanged 289 SP:Iteration 11Q (6022.140872 sec): 3 clusters Score: Raw -810165.011057 + Penalty 1729.290599 = -808435.720458 nChanged 249 SP:Iteration 12Q (6022.164623 sec): 3 clusters Score: Raw -810266.530276 + Penalty 1729.290599 = -808537.239678 nChanged 179 SP:Iteration 13Q (6022.188253 sec): 3 clusters Score: Raw -810335.812255 + Penalty 1729.290599 = -808606.521656 nChanged 168 SP:Iteration 14Q (6022.211710 sec): 3 clusters Score: Raw -810393.950596 + Penalty 1729.290599 = -808664.659997 nChanged 129 SP:Iteration 15Q (6022.235267 sec): 3 clusters Score: Raw -810437.486330 + Penalty 1729.290599 = -808708.195731 nChanged 115 SP:Iteration 16Q (6022.258647 sec): 3 clusters Score: Raw -810468.008635 + Penalty 1729.290599 = -808738.718036 nChanged 99 SP:Iteration 17Q (6022.281928 sec): 3 clusters Score: Raw -810500.832452 + Penalty 1729.290599 = -808771.541854 nChanged 89 SP:Iteration 18Q (6022.305143 sec): 3 clusters Score: Raw -810526.548713 + Penalty 1729.290599 = -808797.258115 nChanged 78 SP:Iteration 19Q (6022.328418 sec): 3 clusters Score: Raw -810549.015461 + Penalty 1729.290599 = -808819.724862 nChanged 72 SP:Iteration 20F (6022.352581 sec): 3 clusters Score: Raw -810567.965919 + Penalty 1729.290599 = -808838.675320 nChanged 76 SP:Iteration 21Q (6022.375509 sec): 3 clusters Score: Raw -810591.366646 + Penalty 1729.290599 = -808862.076048 nChanged 76 SP:Iteration 22Q (6022.398498 sec): 3 clusters Score: Raw -810613.486435 + Penalty 1729.290599 = -808884.195836 nChanged 73 SP:Iteration 23Q (6022.421272 sec): 3 clusters Score: Raw -810637.872005 + Penalty 1729.290599 = -808908.581407 nChanged 93 SP:Iteration 24Q (6022.443963 sec): 3 clusters Score: Raw -810680.680540 + Penalty 1729.290599 = -808951.389941 nChanged 102 SP:Iteration 25Q (6022.466756 sec): 3 clusters Score: Raw -810736.770404 + Penalty 1729.290599 = -809007.479805 nChanged 116 SP:Iteration 26Q (6022.489484 sec): 3 clusters Score: Raw -810814.418681 + Penalty 1729.290599 = -809085.128082 nChanged 114 SP:Iteration 27Q (6022.512039 sec): 3 clusters Score: Raw -810883.590188 + Penalty 1729.290599 = -809154.299589 nChanged 103 SP:Iteration 28Q (6022.534499 sec): 3 clusters Score: Raw -810942.146914 + Penalty 1729.290599 = -809212.856315 nChanged 96 SP:Iteration 29Q (6022.556773 sec): 3 clusters Score: Raw -810996.101447 + Penalty 1729.290599 = -809266.810848 nChanged 94 SP:Iteration 30Q (6022.579110 sec): 3 clusters Score: Raw -811050.351791 + Penalty 1729.290599 = -809321.061192 nChanged 70 SP:Iteration 31Q (6022.601319 sec): 3 clusters Score: Raw -811085.356944 + Penalty 1729.290599 = -809356.066345 nChanged 65 SP:Iteration 32Q (6022.623385 sec): 3 clusters Score: Raw -811115.434478 + Penalty 1729.290599 = -809386.143879 nChanged 57 SP:Iteration 33Q (6022.645777 sec): 3 clusters Score: Raw -811137.141763 + Penalty 1729.290599 = -809407.851164 nChanged 54 SP:Iteration 34Q (6022.667837 sec): 3 clusters Score: Raw -811163.384855 + Penalty 1729.290599 = -809434.094257 nChanged 47 SP:Iteration 35Q (6022.689826 sec): 3 clusters Score: Raw -811188.596989 + Penalty 1729.290599 = -809459.306390 nChanged 50 SP:Iteration 36Q (6022.711685 sec): 3 clusters Score: Raw -811212.568389 + Penalty 1729.290599 = -809483.277791 nChanged 35 SP:Iteration 37Q (6022.733450 sec): 3 clusters Score: Raw -811227.081472 + Penalty 1729.290599 = -809497.790873 nChanged 29 SP:Iteration 38Q (6022.755416 sec): 3 clusters Score: Raw -811239.763914 + Penalty 1729.290599 = -809510.473315 nChanged 25 SP:Iteration 39Q (6022.777139 sec): 3 clusters Score: Raw -811249.488224 + Penalty 1729.290599 = -809520.197626 nChanged 31 SP:Iteration 40F (6022.800991 sec): 3 clusters Score: Raw -811262.076634 + Penalty 1729.290599 = -809532.786036 nChanged 29 SP:Iteration 41Q (6022.822898 sec): 3 clusters Score: Raw -811277.412680 + Penalty 1729.290599 = -809548.122082 nChanged 34 SP:Iteration 42Q (6022.844595 sec): 3 clusters Score: Raw -811295.334362 + Penalty 1729.290599 = -809566.043764 nChanged 28 SP:Iteration 43Q (6022.866227 sec): 3 clusters Score: Raw -811307.690982 + Penalty 1729.290599 = -809578.400384 nChanged 22 SP:Iteration 44Q (6022.887998 sec): 3 clusters Score: Raw -811318.655944 + Penalty 1729.290599 = -809589.365346 nChanged 18 SP:Iteration 45Q (6022.909677 sec): 3 clusters Score: Raw -811325.302172 + Penalty 1729.290599 = -809596.011574 nChanged 15 SP:Iteration 46Q (6022.931197 sec): 3 clusters Score: Raw -811331.024566 + Penalty 1729.290599 = -809601.733968 nChanged 10 SP:Iteration 47Q (6022.952714 sec): 3 clusters Score: Raw -811335.644389 + Penalty 1729.290599 = -809606.353790 nChanged 11 SP:Iteration 48Q (6022.974223 sec): 3 clusters Score: Raw -811340.418623 + Penalty 1729.290599 = -809611.128024 nChanged 9 SP:Iteration 49Q (6022.995850 sec): 3 clusters Score: Raw -811345.577379 + Penalty 1729.290599 = -809616.286781 nChanged 14 SP:Iteration 50Q (6023.017356 sec): 3 clusters Score: Raw -811353.544895 + Penalty 1729.290599 = -809624.254297 nChanged 12 SP:Iteration 51Q (6023.039087 sec): 3 clusters Score: Raw -811357.458627 + Penalty 1729.290599 = -809628.168028 nChanged 8 SP:Iteration 52Q (6023.060649 sec): 3 clusters Score: Raw -811359.965890 + Penalty 1729.290599 = -809630.675291 nChanged 4 SP:Iteration 53Q (6023.082205 sec): 3 clusters Score: Raw -811360.734121 + Penalty 1729.290599 = -809631.443522 nChanged 2 SP:Iteration 54Q (6023.103839 sec): 3 clusters Score: Raw -811361.130496 + Penalty 1729.290599 = -809631.839897 nChanged 3 SP:Iteration 55Q (6023.125561 sec): 3 clusters Score: Raw -811361.552108 + Penalty 1729.290599 = -809632.261510 nChanged 2 SP:Iteration 56Q (6023.147154 sec): 3 clusters Score: Raw -811362.258320 + Penalty 1729.290599 = -809632.967721 nChanged 1 SP:Iteration 57Q (6023.168807 sec): 3 clusters Score: Raw -811362.377337 + Penalty 1729.290599 = -809633.086738 nChanged 0 SP:Iteration 58F (6023.192587 sec): 3 clusters Score: Raw -811362.377337 + Penalty 1729.290599 = -809633.086738 nChanged 0 Trying to split cluster 7 (70848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6023.273627 sec): 2 clusters Score: Raw -6182189.434468 + Penalty 1060.987742 = -6181128.446727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6023.371685 sec): 3 clusters Score: Raw -6135802.510725 + Penalty 2121.975483 = -6133680.535242 nChanged 34068 SP:Iteration 1F (6023.467568 sec): 3 clusters Score: Raw -6157293.092437 + Penalty 2121.975483 = -6155171.116954 nChanged 3425 SP:Iteration 2Q (6023.568949 sec): 3 clusters Score: Raw -6159118.197482 + Penalty 2121.975483 = -6156996.221999 nChanged 4220 SP:Iteration 3F (6023.664527 sec): 3 clusters Score: Raw -6162004.945613 + Penalty 2121.975483 = -6159882.970130 nChanged 4805 SP:Iteration 4F (6023.760112 sec): 3 clusters Score: Raw -6165827.847688 + Penalty 2121.975483 = -6163705.872205 nChanged 5154 SP:Iteration 5F (6023.855477 sec): 3 clusters Score: Raw -6170087.064447 + Penalty 2121.975483 = -6167965.088964 nChanged 4776 SP:Iteration 6F (6023.951266 sec): 3 clusters Score: Raw -6173336.308966 + Penalty 2121.975483 = -6171214.333483 nChanged 3471 SP:Iteration 7Q (6024.048982 sec): 3 clusters Score: Raw -6174949.262082 + Penalty 2121.975483 = -6172827.286599 nChanged 2125 SP:Iteration 8Q (6024.146388 sec): 3 clusters Score: Raw -6175720.390025 + Penalty 2121.975483 = -6173598.414542 nChanged 1569 SP:Iteration 9Q (6024.243241 sec): 3 clusters Score: Raw -6176271.236289 + Penalty 2121.975483 = -6174149.260806 nChanged 1479 SP:Iteration 10Q (6024.339891 sec): 3 clusters Score: Raw -6176856.975349 + Penalty 2121.975483 = -6174734.999866 nChanged 1477 SP:Iteration 11Q (6024.436902 sec): 3 clusters Score: Raw -6177485.774222 + Penalty 2121.975483 = -6175363.798739 nChanged 1513 SP:Iteration 12Q (6024.533202 sec): 3 clusters Score: Raw -6178239.533819 + Penalty 2121.975483 = -6176117.558336 nChanged 1595 SP:Iteration 13Q (6024.629904 sec): 3 clusters Score: Raw -6179135.062709 + Penalty 2121.975483 = -6177013.087226 nChanged 1469 SP:Iteration 14Q (6024.726262 sec): 3 clusters Score: Raw -6180030.279834 + Penalty 2121.975483 = -6177908.304351 nChanged 1362 SP:Iteration 15Q (6024.822567 sec): 3 clusters Score: Raw -6180802.220731 + Penalty 2121.975483 = -6178680.245248 nChanged 1203 SP:Iteration 16Q (6024.918991 sec): 3 clusters Score: Raw -6181298.928018 + Penalty 2121.975483 = -6179176.952535 nChanged 913 SP:Iteration 17Q (6025.015034 sec): 3 clusters Score: Raw -6181579.525612 + Penalty 2121.975483 = -6179457.550129 nChanged 725 SP:Iteration 18Q (6025.111124 sec): 3 clusters Score: Raw -6181747.874486 + Penalty 2121.975483 = -6179625.899003 nChanged 529 SP:Iteration 19Q (6025.206947 sec): 3 clusters Score: Raw -6181839.858552 + Penalty 2121.975483 = -6179717.883069 nChanged 415 SP:Iteration 20F (6025.302036 sec): 3 clusters Score: Raw -6181901.451920 + Penalty 2121.975483 = -6179779.476437 nChanged 338 SP:Iteration 21Q (6025.397896 sec): 3 clusters Score: Raw -6181948.211152 + Penalty 2121.975483 = -6179826.235669 nChanged 312 SP:Iteration 22Q (6025.494070 sec): 3 clusters Score: Raw -6181986.188916 + Penalty 2121.975483 = -6179864.213433 nChanged 309 SP:Iteration 23Q (6025.589178 sec): 3 clusters Score: Raw -6182025.695387 + Penalty 2121.975483 = -6179903.719904 nChanged 307 SP:Iteration 24Q (6025.684129 sec): 3 clusters Score: Raw -6182063.488131 + Penalty 2121.975483 = -6179941.512648 nChanged 291 SP:Iteration 25Q (6025.778148 sec): 3 clusters Score: Raw -6182096.887398 + Penalty 2121.975483 = -6179974.911915 nChanged 279 SP:Iteration 26Q (6025.872466 sec): 3 clusters Score: Raw -6182128.243731 + Penalty 2121.975483 = -6180006.268248 nChanged 274 SP:Iteration 27Q (6025.966045 sec): 3 clusters Score: Raw -6182160.042152 + Penalty 2121.975483 = -6180038.066669 nChanged 301 SP:Iteration 28Q (6026.059307 sec): 3 clusters Score: Raw -6182195.614391 + Penalty 2121.975483 = -6180073.638908 nChanged 310 SP:Iteration 29Q (6026.152340 sec): 3 clusters Score: Raw -6182233.177513 + Penalty 2121.975483 = -6180111.202030 nChanged 320 SP:Iteration 30Q (6026.244888 sec): 3 clusters Score: Raw -6182272.551786 + Penalty 2121.975483 = -6180150.576303 nChanged 330 SP:Iteration 31Q (6026.337087 sec): 3 clusters Score: Raw -6182310.709755 + Penalty 2121.975483 = -6180188.734272 nChanged 324 SP:Iteration 32Q (6026.428551 sec): 3 clusters Score: Raw -6182345.630696 + Penalty 2121.975483 = -6180223.655213 nChanged 310 SP:Iteration 33Q (6026.519955 sec): 3 clusters Score: Raw -6182380.055409 + Penalty 2121.975483 = -6180258.079926 nChanged 318 SP:Iteration 34Q (6026.611206 sec): 3 clusters Score: Raw -6182418.580256 + Penalty 2121.975483 = -6180296.604773 nChanged 334 SP:Iteration 35Q (6026.701994 sec): 3 clusters Score: Raw -6182457.890154 + Penalty 2121.975483 = -6180335.914671 nChanged 323 SP:Iteration 36Q (6026.792045 sec): 3 clusters Score: Raw -6182495.798013 + Penalty 2121.975483 = -6180373.822530 nChanged 310 SP:Iteration 37Q (6026.882111 sec): 3 clusters Score: Raw -6182531.988855 + Penalty 2121.975483 = -6180410.013372 nChanged 315 SP:Iteration 38Q (6026.971659 sec): 3 clusters Score: Raw -6182566.666196 + Penalty 2121.975483 = -6180444.690713 nChanged 277 SP:Iteration 39Q (6027.060922 sec): 3 clusters Score: Raw -6182597.211707 + Penalty 2121.975483 = -6180475.236224 nChanged 271 SP:Iteration 40F (6027.156256 sec): 3 clusters Score: Raw -6182624.699092 + Penalty 2121.975483 = -6180502.723608 nChanged 219 SP:Iteration 41Q (6027.246836 sec): 3 clusters Score: Raw -6182644.144261 + Penalty 2121.975483 = -6180522.168777 nChanged 213 SP:Iteration 42Q (6027.337263 sec): 3 clusters Score: Raw -6182662.572306 + Penalty 2121.975483 = -6180540.596823 nChanged 215 SP:Iteration 43Q (6027.427304 sec): 3 clusters Score: Raw -6182680.238662 + Penalty 2121.975483 = -6180558.263179 nChanged 191 SP:Iteration 44Q (6027.517108 sec): 3 clusters Score: Raw -6182694.597111 + Penalty 2121.975483 = -6180572.621628 nChanged 186 SP:Iteration 45Q (6027.607003 sec): 3 clusters Score: Raw -6182709.089397 + Penalty 2121.975483 = -6180587.113914 nChanged 204 SP:Iteration 46Q (6027.696915 sec): 3 clusters Score: Raw -6182724.489042 + Penalty 2121.975483 = -6180602.513559 nChanged 183 SP:Iteration 47Q (6027.786450 sec): 3 clusters Score: Raw -6182737.702303 + Penalty 2121.975483 = -6180615.726820 nChanged 181 SP:Iteration 48Q (6027.875991 sec): 3 clusters Score: Raw -6182751.606396 + Penalty 2121.975483 = -6180629.630913 nChanged 180 SP:Iteration 49Q (6027.965279 sec): 3 clusters Score: Raw -6182765.359324 + Penalty 2121.975483 = -6180643.383841 nChanged 171 SP:Iteration 50Q (6028.054445 sec): 3 clusters Score: Raw -6182776.447822 + Penalty 2121.975483 = -6180654.472339 nChanged 151 SP:Iteration 51Q (6028.143744 sec): 3 clusters Score: Raw -6182786.210321 + Penalty 2121.975483 = -6180664.234837 nChanged 145 SP:Iteration 52Q (6028.232870 sec): 3 clusters Score: Raw -6182795.531078 + Penalty 2121.975483 = -6180673.555595 nChanged 135 SP:Iteration 53Q (6028.321862 sec): 3 clusters Score: Raw -6182804.269859 + Penalty 2121.975483 = -6180682.294376 nChanged 132 SP:Iteration 54Q (6028.410634 sec): 3 clusters Score: Raw -6182813.035853 + Penalty 2121.975483 = -6180691.060370 nChanged 135 SP:Iteration 55Q (6028.499310 sec): 3 clusters Score: Raw -6182822.223483 + Penalty 2121.975483 = -6180700.248000 nChanged 133 SP:Iteration 56Q (6028.587833 sec): 3 clusters Score: Raw -6182830.992256 + Penalty 2121.975483 = -6180709.016773 nChanged 143 SP:Iteration 57Q (6028.676310 sec): 3 clusters Score: Raw -6182839.475403 + Penalty 2121.975483 = -6180717.499920 nChanged 122 SP:Iteration 58Q (6028.764848 sec): 3 clusters Score: Raw -6182846.850464 + Penalty 2121.975483 = -6180724.874981 nChanged 140 SP:Iteration 59Q (6028.853288 sec): 3 clusters Score: Raw -6182856.347648 + Penalty 2121.975483 = -6180734.372165 nChanged 133 SP:Iteration 60F (6028.948461 sec): 3 clusters Score: Raw -6182864.686565 + Penalty 2121.975483 = -6180742.711082 nChanged 142 SP:Iteration 61Q (6029.037434 sec): 3 clusters Score: Raw -6182874.794100 + Penalty 2121.975483 = -6180752.818616 nChanged 154 SP:Iteration 62Q (6029.139023 sec): 3 clusters Score: Raw -6182886.067412 + Penalty 2121.975483 = -6180764.091929 nChanged 148 SP:Iteration 63Q (6029.228066 sec): 3 clusters Score: Raw -6182895.949524 + Penalty 2121.975483 = -6180773.974041 nChanged 152 SP:Iteration 64Q (6029.317080 sec): 3 clusters Score: Raw -6182906.698663 + Penalty 2121.975483 = -6180784.723180 nChanged 141 SP:Iteration 65Q (6029.406155 sec): 3 clusters Score: Raw -6182916.394873 + Penalty 2121.975483 = -6180794.419390 nChanged 143 SP:Iteration 66Q (6029.495033 sec): 3 clusters Score: Raw -6182926.125577 + Penalty 2121.975483 = -6180804.150094 nChanged 159 SP:Iteration 67Q (6029.583999 sec): 3 clusters Score: Raw -6182936.921147 + Penalty 2121.975483 = -6180814.945664 nChanged 145 SP:Iteration 68Q (6029.673184 sec): 3 clusters Score: Raw -6182946.465009 + Penalty 2121.975483 = -6180824.489526 nChanged 121 SP:Iteration 69Q (6029.764381 sec): 3 clusters Score: Raw -6182953.793181 + Penalty 2121.975483 = -6180831.817698 nChanged 117 SP:Iteration 70Q (6029.854347 sec): 3 clusters Score: Raw -6182960.301124 + Penalty 2121.975483 = -6180838.325641 nChanged 96 SP:Iteration 71Q (6029.944084 sec): 3 clusters Score: Raw -6182965.084118 + Penalty 2121.975483 = -6180843.108635 nChanged 93 SP:Iteration 72Q (6030.033332 sec): 3 clusters Score: Raw -6182969.782030 + Penalty 2121.975483 = -6180847.806547 nChanged 95 SP:Iteration 73Q (6030.122251 sec): 3 clusters Score: Raw -6182974.032702 + Penalty 2121.975483 = -6180852.057219 nChanged 77 SP:Iteration 74Q (6030.211422 sec): 3 clusters Score: Raw -6182977.562891 + Penalty 2121.975483 = -6180855.587408 nChanged 82 SP:Iteration 75Q (6030.299925 sec): 3 clusters Score: Raw -6182981.758235 + Penalty 2121.975483 = -6180859.782752 nChanged 87 SP:Iteration 76Q (6030.388318 sec): 3 clusters Score: Raw -6182986.523595 + Penalty 2121.975483 = -6180864.548112 nChanged 86 SP:Iteration 77Q (6030.476676 sec): 3 clusters Score: Raw -6182990.847677 + Penalty 2121.975483 = -6180868.872194 nChanged 77 SP:Iteration 78Q (6030.564717 sec): 3 clusters Score: Raw -6182994.572624 + Penalty 2121.975483 = -6180872.597141 nChanged 78 SP:Iteration 79Q (6030.652848 sec): 3 clusters Score: Raw -6182998.299085 + Penalty 2121.975483 = -6180876.323602 nChanged 65 SP:Iteration 80F (6030.748444 sec): 3 clusters Score: Raw -6183000.808310 + Penalty 2121.975483 = -6180878.832827 nChanged 61 SP:Iteration 81Q (6030.837394 sec): 3 clusters Score: Raw -6183003.170835 + Penalty 2121.975483 = -6180881.195352 nChanged 58 SP:Iteration 82Q (6030.934159 sec): 3 clusters Score: Raw -6183005.697696 + Penalty 2121.975483 = -6180883.722213 nChanged 79 SP:Iteration 83Q (6031.022726 sec): 3 clusters Score: Raw -6183009.590012 + Penalty 2121.975483 = -6180887.614529 nChanged 84 SP:Iteration 84Q (6031.111201 sec): 3 clusters Score: Raw -6183013.563682 + Penalty 2121.975483 = -6180891.588199 nChanged 77 SP:Iteration 85Q (6031.199753 sec): 3 clusters Score: Raw -6183017.687118 + Penalty 2121.975483 = -6180895.711635 nChanged 87 SP:Iteration 86Q (6031.288131 sec): 3 clusters Score: Raw -6183022.695970 + Penalty 2121.975483 = -6180900.720487 nChanged 93 SP:Iteration 87Q (6031.376511 sec): 3 clusters Score: Raw -6183028.552566 + Penalty 2121.975483 = -6180906.577083 nChanged 95 SP:Iteration 88Q (6031.464644 sec): 3 clusters Score: Raw -6183034.043900 + Penalty 2121.975483 = -6180912.068417 nChanged 76 SP:Iteration 89Q (6031.552722 sec): 3 clusters Score: Raw -6183037.860261 + Penalty 2121.975483 = -6180915.884778 nChanged 63 SP:Iteration 90Q (6031.640919 sec): 3 clusters Score: Raw -6183040.786543 + Penalty 2121.975483 = -6180918.811059 nChanged 72 SP:Iteration 91Q (6031.729079 sec): 3 clusters Score: Raw -6183043.907822 + Penalty 2121.975483 = -6180921.932338 nChanged 70 SP:Iteration 92Q (6031.817217 sec): 3 clusters Score: Raw -6183046.768120 + Penalty 2121.975483 = -6180924.792637 nChanged 54 SP:Iteration 93Q (6031.905343 sec): 3 clusters Score: Raw -6183048.758728 + Penalty 2121.975483 = -6180926.783245 nChanged 45 SP:Iteration 94Q (6031.993522 sec): 3 clusters Score: Raw -6183050.111772 + Penalty 2121.975483 = -6180928.136289 nChanged 38 SP:Iteration 95Q (6032.081621 sec): 3 clusters Score: Raw -6183051.076901 + Penalty 2121.975483 = -6180929.101418 nChanged 26 SP:Iteration 96Q (6032.169614 sec): 3 clusters Score: Raw -6183051.631398 + Penalty 2121.975483 = -6180929.655915 nChanged 24 SP:Iteration 97Q (6032.257630 sec): 3 clusters Score: Raw -6183052.204350 + Penalty 2121.975483 = -6180930.228867 nChanged 25 SP:Iteration 98Q (6032.345633 sec): 3 clusters Score: Raw -6183052.881592 + Penalty 2121.975483 = -6180930.906109 nChanged 24 SP:Iteration 99Q (6032.433729 sec): 3 clusters Score: Raw -6183053.653848 + Penalty 2121.975483 = -6180931.678364 nChanged 19 SP:Iteration 100F (6032.529810 sec): 3 clusters Score: Raw -6183054.139499 + Penalty 2121.975483 = -6180932.164016 nChanged 21 SP:Iteration 101Q (6032.639556 sec): 3 clusters Score: Raw -6183054.622472 + Penalty 2121.975483 = -6180932.646989 nChanged 17 SP:Iteration 102Q (6032.729455 sec): 3 clusters Score: Raw -6183055.005000 + Penalty 2121.975483 = -6180933.029517 nChanged 15 SP:Iteration 103Q (6032.817681 sec): 3 clusters Score: Raw -6183055.371086 + Penalty 2121.975483 = -6180933.395603 nChanged 26 SP:Iteration 104Q (6032.905913 sec): 3 clusters Score: Raw -6183056.054775 + Penalty 2121.975483 = -6180934.079292 nChanged 18 SP:Iteration 105Q (6032.994081 sec): 3 clusters Score: Raw -6183056.381427 + Penalty 2121.975483 = -6180934.405944 nChanged 12 SP:Iteration 106Q (6033.082172 sec): 3 clusters Score: Raw -6183056.558439 + Penalty 2121.975483 = -6180934.582956 nChanged 10 SP:Iteration 107Q (6033.170250 sec): 3 clusters Score: Raw -6183056.708884 + Penalty 2121.975483 = -6180934.733401 nChanged 15 SP:Iteration 108Q (6033.258386 sec): 3 clusters Score: Raw -6183056.951937 + Penalty 2121.975483 = -6180934.976454 nChanged 12 SP:Iteration 109Q (6033.346597 sec): 3 clusters Score: Raw -6183057.135536 + Penalty 2121.975483 = -6180935.160053 nChanged 14 SP:Iteration 110Q (6033.434807 sec): 3 clusters Score: Raw -6183057.352817 + Penalty 2121.975483 = -6180935.377334 nChanged 13 SP:Iteration 111Q (6033.522841 sec): 3 clusters Score: Raw -6183057.559205 + Penalty 2121.975483 = -6180935.583722 nChanged 11 SP:Iteration 112Q (6033.610913 sec): 3 clusters Score: Raw -6183057.722401 + Penalty 2121.975483 = -6180935.746918 nChanged 12 SP:Iteration 113Q (6033.699003 sec): 3 clusters Score: Raw -6183057.930559 + Penalty 2121.975483 = -6180935.955076 nChanged 12 SP:Iteration 114Q (6033.787093 sec): 3 clusters Score: Raw -6183058.111018 + Penalty 2121.975483 = -6180936.135535 nChanged 8 SP:Iteration 115Q (6033.875228 sec): 3 clusters Score: Raw -6183058.278077 + Penalty 2121.975483 = -6180936.302594 nChanged 7 SP:Iteration 116Q (6033.963322 sec): 3 clusters Score: Raw -6183058.420602 + Penalty 2121.975483 = -6180936.445119 nChanged 7 SP:Iteration 117Q (6034.051470 sec): 3 clusters Score: Raw -6183058.625846 + Penalty 2121.975483 = -6180936.650363 nChanged 9 SP:Iteration 118Q (6034.139570 sec): 3 clusters Score: Raw -6183058.804268 + Penalty 2121.975483 = -6180936.828785 nChanged 8 SP:Iteration 119Q (6034.227502 sec): 3 clusters Score: Raw -6183058.910902 + Penalty 2121.975483 = -6180936.935419 nChanged 10 SP:Iteration 120F (6034.323214 sec): 3 clusters Score: Raw -6183059.106915 + Penalty 2121.975483 = -6180937.131432 nChanged 9 SP:Iteration 121Q (6034.411417 sec): 3 clusters Score: Raw -6183059.225408 + Penalty 2121.975483 = -6180937.249925 nChanged 2 SP:Iteration 122Q (6034.499568 sec): 3 clusters Score: Raw -6183059.291241 + Penalty 2121.975483 = -6180937.315758 nChanged 4 SP:Iteration 123Q (6034.587611 sec): 3 clusters Score: Raw -6183059.372482 + Penalty 2121.975483 = -6180937.396999 nChanged 6 SP:Iteration 124Q (6034.675672 sec): 3 clusters Score: Raw -6183059.463122 + Penalty 2121.975483 = -6180937.487639 nChanged 4 SP:Iteration 125Q (6034.763586 sec): 3 clusters Score: Raw -6183059.569676 + Penalty 2121.975483 = -6180937.594193 nChanged 5 SP:Iteration 126Q (6034.851633 sec): 3 clusters Score: Raw -6183059.682701 + Penalty 2121.975483 = -6180937.707218 nChanged 4 SP:Iteration 127Q (6034.939667 sec): 3 clusters Score: Raw -6183059.739372 + Penalty 2121.975483 = -6180937.763889 nChanged 4 SP:Iteration 128Q (6035.028030 sec): 3 clusters Score: Raw -6183059.864983 + Penalty 2121.975483 = -6180937.889500 nChanged 5 SP:Iteration 129Q (6035.116101 sec): 3 clusters Score: Raw -6183059.927732 + Penalty 2121.975483 = -6180937.952249 nChanged 6 SP:Iteration 130Q (6035.204062 sec): 3 clusters Score: Raw -6183060.040736 + Penalty 2121.975483 = -6180938.065253 nChanged 6 SP:Iteration 131Q (6035.292074 sec): 3 clusters Score: Raw -6183060.118352 + Penalty 2121.975483 = -6180938.142868 nChanged 4 SP:Iteration 132Q (6035.380042 sec): 3 clusters Score: Raw -6183060.228351 + Penalty 2121.975483 = -6180938.252868 nChanged 8 SP:Iteration 133Q (6035.468037 sec): 3 clusters Score: Raw -6183060.384582 + Penalty 2121.975483 = -6180938.409099 nChanged 9 SP:Iteration 134Q (6035.556067 sec): 3 clusters Score: Raw -6183060.580332 + Penalty 2121.975483 = -6180938.604849 nChanged 7 SP:Iteration 135Q (6035.644292 sec): 3 clusters Score: Raw -6183060.719850 + Penalty 2121.975483 = -6180938.744367 nChanged 7 SP:Iteration 136Q (6035.732291 sec): 3 clusters Score: Raw -6183060.872599 + Penalty 2121.975483 = -6180938.897116 nChanged 6 SP:Iteration 137Q (6035.820345 sec): 3 clusters Score: Raw -6183061.103458 + Penalty 2121.975483 = -6180939.127975 nChanged 7 SP:Iteration 138Q (6035.908476 sec): 3 clusters Score: Raw -6183061.245355 + Penalty 2121.975483 = -6180939.269872 nChanged 11 SP:Iteration 139Q (6035.996521 sec): 3 clusters Score: Raw -6183061.392787 + Penalty 2121.975483 = -6180939.417304 nChanged 2 SP:Iteration 140F (6036.091992 sec): 3 clusters Score: Raw -6183061.403777 + Penalty 2121.975483 = -6180939.428294 nChanged 0 Trying to split cluster 8 (2094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6036.098981 sec): 2 clusters Score: Raw -184677.155876 + Penalty 726.448982 = -183950.706894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6036.107670 sec): 3 clusters Score: Raw -183643.452489 + Penalty 1452.897964 = -182190.554525 nChanged 800 SP:Iteration 1F (6036.115612 sec): 3 clusters Score: Raw -184098.758112 + Penalty 1452.897964 = -182645.860148 nChanged 171 SP:Iteration 2F (6036.123576 sec): 3 clusters Score: Raw -184208.916930 + Penalty 1452.897964 = -182756.018966 nChanged 118 SP:Iteration 3F (6036.131529 sec): 3 clusters Score: Raw -184280.690144 + Penalty 1452.897964 = -182827.792180 nChanged 81 SP:Iteration 4Q (6036.139515 sec): 3 clusters Score: Raw -184324.327708 + Penalty 1452.897964 = -182871.429743 nChanged 77 SP:Iteration 5Q (6036.147588 sec): 3 clusters Score: Raw -184372.405544 + Penalty 1452.897964 = -182919.507579 nChanged 71 SP:Iteration 6Q (6036.155592 sec): 3 clusters Score: Raw -184422.653542 + Penalty 1452.897964 = -182969.755577 nChanged 75 SP:Iteration 7Q (6036.163578 sec): 3 clusters Score: Raw -184467.638321 + Penalty 1452.897964 = -183014.740357 nChanged 69 SP:Iteration 8Q (6036.171469 sec): 3 clusters Score: Raw -184509.553824 + Penalty 1452.897964 = -183056.655860 nChanged 61 SP:Iteration 9Q (6036.179386 sec): 3 clusters Score: Raw -184546.134747 + Penalty 1452.897964 = -183093.236783 nChanged 51 SP:Iteration 10Q (6036.187267 sec): 3 clusters Score: Raw -184582.801896 + Penalty 1452.897964 = -183129.903932 nChanged 63 SP:Iteration 11Q (6036.195207 sec): 3 clusters Score: Raw -184624.666291 + Penalty 1452.897964 = -183171.768326 nChanged 50 SP:Iteration 12Q (6036.203117 sec): 3 clusters Score: Raw -184647.274157 + Penalty 1452.897964 = -183194.376192 nChanged 31 SP:Iteration 13Q (6036.210971 sec): 3 clusters Score: Raw -184662.718839 + Penalty 1452.897964 = -183209.820875 nChanged 39 SP:Iteration 14Q (6036.218866 sec): 3 clusters Score: Raw -184681.715861 + Penalty 1452.897964 = -183228.817897 nChanged 29 SP:Iteration 15Q (6036.226752 sec): 3 clusters Score: Raw -184695.606923 + Penalty 1452.897964 = -183242.708959 nChanged 22 SP:Iteration 16Q (6036.234564 sec): 3 clusters Score: Raw -184707.363692 + Penalty 1452.897964 = -183254.465727 nChanged 32 SP:Iteration 17Q (6036.242475 sec): 3 clusters Score: Raw -184729.781476 + Penalty 1452.897964 = -183276.883511 nChanged 37 SP:Iteration 18Q (6036.250355 sec): 3 clusters Score: Raw -184760.668414 + Penalty 1452.897964 = -183307.770449 nChanged 40 SP:Iteration 19Q (6036.258159 sec): 3 clusters Score: Raw -184786.152839 + Penalty 1452.897964 = -183333.254874 nChanged 38 SP:Iteration 20F (6036.266064 sec): 3 clusters Score: Raw -184808.520589 + Penalty 1452.897964 = -183355.622624 nChanged 39 SP:Iteration 21Q (6036.273940 sec): 3 clusters Score: Raw -184833.969042 + Penalty 1452.897964 = -183381.071077 nChanged 43 SP:Iteration 22Q (6036.281715 sec): 3 clusters Score: Raw -184859.060921 + Penalty 1452.897964 = -183406.162956 nChanged 33 SP:Iteration 23Q (6036.289489 sec): 3 clusters Score: Raw -184876.207929 + Penalty 1452.897964 = -183423.309965 nChanged 34 SP:Iteration 24Q (6036.297334 sec): 3 clusters Score: Raw -184891.370502 + Penalty 1452.897964 = -183438.472537 nChanged 21 SP:Iteration 25Q (6036.305210 sec): 3 clusters Score: Raw -184899.853175 + Penalty 1452.897964 = -183446.955211 nChanged 19 SP:Iteration 26Q (6036.313042 sec): 3 clusters Score: Raw -184913.658765 + Penalty 1452.897964 = -183460.760801 nChanged 22 SP:Iteration 27Q (6036.320792 sec): 3 clusters Score: Raw -184925.206552 + Penalty 1452.897964 = -183472.308588 nChanged 20 SP:Iteration 28Q (6036.328628 sec): 3 clusters Score: Raw -184933.793920 + Penalty 1452.897964 = -183480.895956 nChanged 15 SP:Iteration 29Q (6036.336473 sec): 3 clusters Score: Raw -184940.843724 + Penalty 1452.897964 = -183487.945760 nChanged 18 SP:Iteration 30Q (6036.344310 sec): 3 clusters Score: Raw -184949.153930 + Penalty 1452.897964 = -183496.255966 nChanged 17 SP:Iteration 31Q (6036.352067 sec): 3 clusters Score: Raw -184958.155563 + Penalty 1452.897964 = -183505.257599 nChanged 14 SP:Iteration 32Q (6036.388705 sec): 3 clusters Score: Raw -184962.900701 + Penalty 1452.897964 = -183510.002736 nChanged 11 SP:Iteration 33Q (6036.412996 sec): 3 clusters Score: Raw -184966.858835 + Penalty 1452.897964 = -183513.960871 nChanged 7 SP:Iteration 34Q (6036.420826 sec): 3 clusters Score: Raw -184970.834934 + Penalty 1452.897964 = -183517.936970 nChanged 8 SP:Iteration 35Q (6036.428779 sec): 3 clusters Score: Raw -184975.677329 + Penalty 1452.897964 = -183522.779364 nChanged 15 SP:Iteration 36Q (6036.436600 sec): 3 clusters Score: Raw -184982.711477 + Penalty 1452.897964 = -183529.813513 nChanged 17 SP:Iteration 37Q (6036.444421 sec): 3 clusters Score: Raw -184991.017328 + Penalty 1452.897964 = -183538.119364 nChanged 17 SP:Iteration 38Q (6036.452156 sec): 3 clusters Score: Raw -185000.696904 + Penalty 1452.897964 = -183547.798940 nChanged 23 SP:Iteration 39Q (6036.459943 sec): 3 clusters Score: Raw -185009.073423 + Penalty 1452.897964 = -183556.175459 nChanged 15 SP:Iteration 40F (6036.467889 sec): 3 clusters Score: Raw -185018.328655 + Penalty 1452.897964 = -183565.430691 nChanged 16 SP:Iteration 41Q (6036.475604 sec): 3 clusters Score: Raw -185026.082495 + Penalty 1452.897964 = -183573.184531 nChanged 16 SP:Iteration 42Q (6036.485036 sec): 3 clusters Score: Raw -185032.600697 + Penalty 1452.897964 = -183579.702732 nChanged 14 SP:Iteration 43Q (6036.492815 sec): 3 clusters Score: Raw -185038.729884 + Penalty 1452.897964 = -183585.831919 nChanged 14 SP:Iteration 44Q (6036.500502 sec): 3 clusters Score: Raw -185044.290495 + Penalty 1452.897964 = -183591.392531 nChanged 17 SP:Iteration 45Q (6036.508249 sec): 3 clusters Score: Raw -185052.472007 + Penalty 1452.897964 = -183599.574042 nChanged 10 SP:Iteration 46Q (6036.515990 sec): 3 clusters Score: Raw -185057.896540 + Penalty 1452.897964 = -183604.998576 nChanged 14 SP:Iteration 47Q (6036.523737 sec): 3 clusters Score: Raw -185062.378857 + Penalty 1452.897964 = -183609.480893 nChanged 11 SP:Iteration 48Q (6036.531407 sec): 3 clusters Score: Raw -185066.344329 + Penalty 1452.897964 = -183613.446364 nChanged 7 SP:Iteration 49Q (6036.539136 sec): 3 clusters Score: Raw -185068.733449 + Penalty 1452.897964 = -183615.835485 nChanged 5 SP:Iteration 50Q (6036.546873 sec): 3 clusters Score: Raw -185069.645513 + Penalty 1452.897964 = -183616.747549 nChanged 1 SP:Iteration 51Q (6036.554578 sec): 3 clusters Score: Raw -185069.966324 + Penalty 1452.897964 = -183617.068360 nChanged 1 SP:Iteration 52Q (6036.562301 sec): 3 clusters Score: Raw -185070.090688 + Penalty 1452.897964 = -183617.192723 nChanged 0 SP:Iteration 53F (6036.570215 sec): 3 clusters Score: Raw -185070.090688 + Penalty 1452.897964 = -183617.192723 nChanged 0 Trying to split cluster 9 (6168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6036.589156 sec): 2 clusters Score: Raw -552439.126555 + Penalty 829.077342 = -551610.049213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6036.609720 sec): 3 clusters Score: Raw -548891.304714 + Penalty 1658.154684 = -547233.150030 nChanged 2717 SP:Iteration 1F (6036.630026 sec): 3 clusters Score: Raw -550359.686684 + Penalty 1658.154684 = -548701.532000 nChanged 405 SP:Iteration 2F (6036.649903 sec): 3 clusters Score: Raw -550576.785794 + Penalty 1658.154684 = -548918.631110 nChanged 396 SP:Iteration 3F (6036.669832 sec): 3 clusters Score: Raw -550814.716300 + Penalty 1658.154684 = -549156.561616 nChanged 392 SP:Iteration 4F (6036.689686 sec): 3 clusters Score: Raw -551092.163732 + Penalty 1658.154684 = -549434.009048 nChanged 392 SP:Iteration 5F (6036.709924 sec): 3 clusters Score: Raw -551387.175334 + Penalty 1658.154684 = -549729.020650 nChanged 404 SP:Iteration 6F (6036.729850 sec): 3 clusters Score: Raw -551722.187582 + Penalty 1658.154684 = -550064.032898 nChanged 349 SP:Iteration 7F (6036.749975 sec): 3 clusters Score: Raw -552033.612429 + Penalty 1658.154684 = -550375.457745 nChanged 266 SP:Iteration 8Q (6036.769863 sec): 3 clusters Score: Raw -552265.913202 + Penalty 1658.154684 = -550607.758518 nChanged 174 SP:Iteration 9Q (6036.789565 sec): 3 clusters Score: Raw -552410.856990 + Penalty 1658.154684 = -550752.702306 nChanged 98 SP:Iteration 10Q (6036.809132 sec): 3 clusters Score: Raw -552492.249476 + Penalty 1658.154684 = -550834.094792 nChanged 69 SP:Iteration 11Q (6036.828443 sec): 3 clusters Score: Raw -552553.428365 + Penalty 1658.154684 = -550895.273682 nChanged 66 SP:Iteration 12Q (6036.847629 sec): 3 clusters Score: Raw -552614.661959 + Penalty 1658.154684 = -550956.507275 nChanged 49 SP:Iteration 13Q (6036.866588 sec): 3 clusters Score: Raw -552658.002707 + Penalty 1658.154684 = -550999.848023 nChanged 29 SP:Iteration 14Q (6036.885421 sec): 3 clusters Score: Raw -552676.163367 + Penalty 1658.154684 = -551018.008683 nChanged 16 SP:Iteration 15Q (6036.904075 sec): 3 clusters Score: Raw -552684.273570 + Penalty 1658.154684 = -551026.118886 nChanged 13 SP:Iteration 16Q (6036.922818 sec): 3 clusters Score: Raw -552690.591902 + Penalty 1658.154684 = -551032.437218 nChanged 9 SP:Iteration 17Q (6036.941372 sec): 3 clusters Score: Raw -552694.870471 + Penalty 1658.154684 = -551036.715787 nChanged 13 SP:Iteration 18Q (6036.960003 sec): 3 clusters Score: Raw -552700.779103 + Penalty 1658.154684 = -551042.624419 nChanged 3 SP:Iteration 19Q (6036.978513 sec): 3 clusters Score: Raw -552701.312317 + Penalty 1658.154684 = -551043.157633 nChanged 1 SP:Iteration 20F (6036.998604 sec): 3 clusters Score: Raw -552701.420702 + Penalty 1658.154684 = -551043.266018 nChanged 0 Trying to split cluster 10 (3967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6037.015153 sec): 2 clusters Score: Raw -326811.494490 + Penalty 787.147715 = -326024.346775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6037.031003 sec): 3 clusters Score: Raw -324634.720621 + Penalty 1574.295430 = -323060.425192 nChanged 1670 SP:Iteration 1F (6037.045518 sec): 3 clusters Score: Raw -325663.016264 + Penalty 1574.295430 = -324088.720834 nChanged 357 SP:Iteration 2F (6037.060182 sec): 3 clusters Score: Raw -325917.194991 + Penalty 1574.295430 = -324342.899561 nChanged 289 SP:Iteration 3F (6037.074798 sec): 3 clusters Score: Raw -326134.266287 + Penalty 1574.295430 = -324559.970857 nChanged 248 SP:Iteration 4F (6037.089242 sec): 3 clusters Score: Raw -326327.391701 + Penalty 1574.295430 = -324753.096271 nChanged 225 SP:Iteration 5F (6037.103683 sec): 3 clusters Score: Raw -326504.479151 + Penalty 1574.295430 = -324930.183721 nChanged 204 SP:Iteration 6F (6037.118220 sec): 3 clusters Score: Raw -326671.014774 + Penalty 1574.295430 = -325096.719345 nChanged 179 SP:Iteration 7Q (6037.132594 sec): 3 clusters Score: Raw -326813.244721 + Penalty 1574.295430 = -325238.949291 nChanged 142 SP:Iteration 8Q (6037.147070 sec): 3 clusters Score: Raw -326933.400635 + Penalty 1574.295430 = -325359.105205 nChanged 114 SP:Iteration 9Q (6037.161478 sec): 3 clusters Score: Raw -327043.552216 + Penalty 1574.295430 = -325469.256786 nChanged 87 SP:Iteration 10Q (6037.175847 sec): 3 clusters Score: Raw -327117.991832 + Penalty 1574.295430 = -325543.696402 nChanged 71 SP:Iteration 11Q (6037.190141 sec): 3 clusters Score: Raw -327173.049191 + Penalty 1574.295430 = -325598.753761 nChanged 46 SP:Iteration 12Q (6037.204330 sec): 3 clusters Score: Raw -327207.865163 + Penalty 1574.295430 = -325633.569733 nChanged 44 SP:Iteration 13Q (6037.218443 sec): 3 clusters Score: Raw -327229.843961 + Penalty 1574.295430 = -325655.548531 nChanged 34 SP:Iteration 14Q (6037.232488 sec): 3 clusters Score: Raw -327244.773948 + Penalty 1574.295430 = -325670.478518 nChanged 26 SP:Iteration 15Q (6037.246511 sec): 3 clusters Score: Raw -327259.733078 + Penalty 1574.295430 = -325685.437648 nChanged 17 SP:Iteration 16Q (6037.260492 sec): 3 clusters Score: Raw -327267.655815 + Penalty 1574.295430 = -325693.360385 nChanged 11 SP:Iteration 17Q (6037.274473 sec): 3 clusters Score: Raw -327272.207430 + Penalty 1574.295430 = -325697.912000 nChanged 11 SP:Iteration 18Q (6037.288199 sec): 3 clusters Score: Raw -327276.659634 + Penalty 1574.295430 = -325702.364204 nChanged 11 SP:Iteration 19Q (6037.302143 sec): 3 clusters Score: Raw -327280.648639 + Penalty 1574.295430 = -325706.353209 nChanged 4 SP:Iteration 20F (6037.316527 sec): 3 clusters Score: Raw -327281.996679 + Penalty 1574.295430 = -325707.701250 nChanged 5 SP:Iteration 21Q (6037.330445 sec): 3 clusters Score: Raw -327283.706650 + Penalty 1574.295430 = -325709.411220 nChanged 3 SP:Iteration 22Q (6037.344326 sec): 3 clusters Score: Raw -327284.955435 + Penalty 1574.295430 = -325710.660005 nChanged 4 SP:Iteration 23Q (6037.358226 sec): 3 clusters Score: Raw -327286.227527 + Penalty 1574.295430 = -325711.932097 nChanged 2 SP:Iteration 24Q (6037.372134 sec): 3 clusters Score: Raw -327286.757424 + Penalty 1574.295430 = -325712.461994 nChanged 0 SP:Iteration 25F (6037.386521 sec): 3 clusters Score: Raw -327286.757424 + Penalty 1574.295430 = -325712.461994 nChanged 0 Trying to split cluster 11 (4187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6037.403181 sec): 2 clusters Score: Raw -380627.208480 + Penalty 792.275278 = -379834.933202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6037.419559 sec): 3 clusters Score: Raw -378352.463472 + Penalty 1584.550556 = -376767.912917 nChanged 1749 SP:Iteration 1F (6037.434622 sec): 3 clusters Score: Raw -379293.458042 + Penalty 1584.550556 = -377708.907486 nChanged 272 SP:Iteration 2F (6037.449800 sec): 3 clusters Score: Raw -379413.479481 + Penalty 1584.550556 = -377828.928925 nChanged 216 SP:Iteration 3F (6037.464967 sec): 3 clusters Score: Raw -379512.299163 + Penalty 1584.550556 = -377927.748607 nChanged 174 SP:Iteration 4Q (6037.480197 sec): 3 clusters Score: Raw -379588.486704 + Penalty 1584.550556 = -378003.936149 nChanged 161 SP:Iteration 5Q (6037.495433 sec): 3 clusters Score: Raw -379663.110114 + Penalty 1584.550556 = -378078.559559 nChanged 155 SP:Iteration 6Q (6037.510638 sec): 3 clusters Score: Raw -379734.784720 + Penalty 1584.550556 = -378150.234164 nChanged 129 SP:Iteration 7Q (6037.525680 sec): 3 clusters Score: Raw -379813.724145 + Penalty 1584.550556 = -378229.173590 nChanged 177 SP:Iteration 8Q (6037.540828 sec): 3 clusters Score: Raw -379929.539206 + Penalty 1584.550556 = -378344.988651 nChanged 182 SP:Iteration 9Q (6037.555813 sec): 3 clusters Score: Raw -380055.776089 + Penalty 1584.550556 = -378471.225534 nChanged 179 SP:Iteration 10Q (6037.570875 sec): 3 clusters Score: Raw -380175.686799 + Penalty 1584.550556 = -378591.136244 nChanged 149 SP:Iteration 11Q (6037.585932 sec): 3 clusters Score: Raw -380292.613245 + Penalty 1584.550556 = -378708.062690 nChanged 129 SP:Iteration 12Q (6037.600738 sec): 3 clusters Score: Raw -380374.221042 + Penalty 1584.550556 = -378789.670487 nChanged 86 SP:Iteration 13Q (6037.615513 sec): 3 clusters Score: Raw -380423.668064 + Penalty 1584.550556 = -378839.117509 nChanged 78 SP:Iteration 14Q (6037.630379 sec): 3 clusters Score: Raw -380468.973896 + Penalty 1584.550556 = -378884.423340 nChanged 86 SP:Iteration 15Q (6037.645155 sec): 3 clusters Score: Raw -380512.730336 + Penalty 1584.550556 = -378928.179780 nChanged 63 SP:Iteration 16Q (6037.659887 sec): 3 clusters Score: Raw -380551.658086 + Penalty 1584.550556 = -378967.107531 nChanged 51 SP:Iteration 17Q (6037.674537 sec): 3 clusters Score: Raw -380579.056454 + Penalty 1584.550556 = -378994.505898 nChanged 44 SP:Iteration 18Q (6037.689005 sec): 3 clusters Score: Raw -380599.664850 + Penalty 1584.550556 = -379015.114294 nChanged 44 SP:Iteration 19Q (6037.703565 sec): 3 clusters Score: Raw -380616.980339 + Penalty 1584.550556 = -379032.429783 nChanged 38 SP:Iteration 20F (6037.718563 sec): 3 clusters Score: Raw -380633.035764 + Penalty 1584.550556 = -379048.485209 nChanged 42 SP:Iteration 21Q (6037.733123 sec): 3 clusters Score: Raw -380649.970889 + Penalty 1584.550556 = -379065.420333 nChanged 40 SP:Iteration 22Q (6037.747495 sec): 3 clusters Score: Raw -380666.829442 + Penalty 1584.550556 = -379082.278887 nChanged 27 SP:Iteration 23Q (6037.761935 sec): 3 clusters Score: Raw -380678.291168 + Penalty 1584.550556 = -379093.740613 nChanged 24 SP:Iteration 24Q (6037.776359 sec): 3 clusters Score: Raw -380687.527224 + Penalty 1584.550556 = -379102.976669 nChanged 21 SP:Iteration 25Q (6037.790617 sec): 3 clusters Score: Raw -380697.471847 + Penalty 1584.550556 = -379112.921291 nChanged 18 SP:Iteration 26Q (6037.805030 sec): 3 clusters Score: Raw -380707.537144 + Penalty 1584.550556 = -379122.986589 nChanged 19 SP:Iteration 27Q (6037.819280 sec): 3 clusters Score: Raw -380717.157013 + Penalty 1584.550556 = -379132.606458 nChanged 20 SP:Iteration 28Q (6037.833622 sec): 3 clusters Score: Raw -380725.265720 + Penalty 1584.550556 = -379140.715165 nChanged 12 SP:Iteration 29Q (6037.847818 sec): 3 clusters Score: Raw -380728.508738 + Penalty 1584.550556 = -379143.958183 nChanged 9 SP:Iteration 30Q (6037.862152 sec): 3 clusters Score: Raw -380730.709280 + Penalty 1584.550556 = -379146.158725 nChanged 9 SP:Iteration 31Q (6037.876482 sec): 3 clusters Score: Raw -380734.192826 + Penalty 1584.550556 = -379149.642271 nChanged 12 SP:Iteration 32Q (6037.890800 sec): 3 clusters Score: Raw -380737.510823 + Penalty 1584.550556 = -379152.960268 nChanged 8 SP:Iteration 33Q (6037.904987 sec): 3 clusters Score: Raw -380740.480973 + Penalty 1584.550556 = -379155.930417 nChanged 5 SP:Iteration 34Q (6037.919118 sec): 3 clusters Score: Raw -380742.636643 + Penalty 1584.550556 = -379158.086087 nChanged 9 SP:Iteration 35Q (6037.933262 sec): 3 clusters Score: Raw -380745.963301 + Penalty 1584.550556 = -379161.412745 nChanged 2 SP:Iteration 36Q (6037.947540 sec): 3 clusters Score: Raw -380746.369324 + Penalty 1584.550556 = -379161.818768 nChanged 1 SP:Iteration 37Q (6037.961647 sec): 3 clusters Score: Raw -380746.823563 + Penalty 1584.550556 = -379162.273007 nChanged 1 SP:Iteration 38Q (6037.975753 sec): 3 clusters Score: Raw -380747.024781 + Penalty 1584.550556 = -379162.474226 nChanged 2 SP:Iteration 39Q (6037.989870 sec): 3 clusters Score: Raw -380747.421794 + Penalty 1584.550556 = -379162.871239 nChanged 3 SP:Iteration 40F (6038.004815 sec): 3 clusters Score: Raw -380748.086743 + Penalty 1584.550556 = -379163.536188 nChanged 4 SP:Iteration 41Q (6038.019059 sec): 3 clusters Score: Raw -380749.493157 + Penalty 1584.550556 = -379164.942601 nChanged 5 SP:Iteration 42Q (6038.033332 sec): 3 clusters Score: Raw -380751.469296 + Penalty 1584.550556 = -379166.918740 nChanged 5 SP:Iteration 43Q (6038.047594 sec): 3 clusters Score: Raw -380752.699873 + Penalty 1584.550556 = -379168.149318 nChanged 5 SP:Iteration 44Q (6038.061672 sec): 3 clusters Score: Raw -380753.546887 + Penalty 1584.550556 = -379168.996331 nChanged 3 SP:Iteration 45Q (6038.075952 sec): 3 clusters Score: Raw -380754.407900 + Penalty 1584.550556 = -379169.857344 nChanged 5 SP:Iteration 46Q (6038.090036 sec): 3 clusters Score: Raw -380756.272753 + Penalty 1584.550556 = -379171.722197 nChanged 2 SP:Iteration 47Q (6038.104318 sec): 3 clusters Score: Raw -380757.204748 + Penalty 1584.550556 = -379172.654192 nChanged 1 SP:Iteration 48Q (6038.118437 sec): 3 clusters Score: Raw -380757.592884 + Penalty 1584.550556 = -379173.042328 nChanged 0 SP:Iteration 49F (6038.133373 sec): 3 clusters Score: Raw -380757.592884 + Penalty 1584.550556 = -379173.042328 nChanged 0 Trying to split cluster 12 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6038.141653 sec): 2 clusters Score: Raw -5440.219304 + Penalty 472.132263 = -4968.087040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6038.142866 sec): 3 clusters Score: Raw -5555.333732 + Penalty 944.264527 = -4611.069205 nChanged 29 SP:Iteration 1F (6038.143939 sec): 3 clusters Score: Raw -5662.257283 + Penalty 944.264527 = -4717.992756 nChanged 4 SP:Iteration 2Q (6038.144970 sec): 3 clusters Score: Raw -5680.822604 + Penalty 944.264527 = -4736.558077 nChanged 1 SP:Iteration 3Q (6038.145984 sec): 3 clusters Score: Raw -5698.952867 + Penalty 944.264527 = -4754.688340 nChanged 2 SP:Iteration 4Q (6038.147016 sec): 3 clusters Score: Raw -5711.452410 + Penalty 944.264527 = -4767.187883 nChanged 0 SP:Iteration 5F (6038.148077 sec): 3 clusters Score: Raw -5711.452410 + Penalty 944.264527 = -4767.187883 nChanged 0 Trying to split cluster 13 (1127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6038.159678 sec): 2 clusters Score: Raw -91818.627685 + Penalty 667.594879 = -91151.032806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6038.164702 sec): 3 clusters Score: Raw -91359.106169 + Penalty 1335.189758 = -90023.916412 nChanged 399 SP:Iteration 1F (6038.169282 sec): 3 clusters Score: Raw -91627.633791 + Penalty 1335.189758 = -90292.444033 nChanged 100 SP:Iteration 2F (6038.173868 sec): 3 clusters Score: Raw -91744.474259 + Penalty 1335.189758 = -90409.284502 nChanged 81 SP:Iteration 3F (6038.178466 sec): 3 clusters Score: Raw -91844.686063 + Penalty 1335.189758 = -90509.496305 nChanged 73 SP:Iteration 4F (6038.183059 sec): 3 clusters Score: Raw -91923.257312 + Penalty 1335.189758 = -90588.067555 nChanged 65 SP:Iteration 5F (6038.187620 sec): 3 clusters Score: Raw -91981.330044 + Penalty 1335.189758 = -90646.140286 nChanged 46 SP:Iteration 6Q (6038.192223 sec): 3 clusters Score: Raw -92023.317088 + Penalty 1335.189758 = -90688.127331 nChanged 37 SP:Iteration 7Q (6038.196847 sec): 3 clusters Score: Raw -92057.157786 + Penalty 1335.189758 = -90721.968028 nChanged 25 SP:Iteration 8Q (6038.201464 sec): 3 clusters Score: Raw -92077.813099 + Penalty 1335.189758 = -90742.623342 nChanged 19 SP:Iteration 9Q (6038.206002 sec): 3 clusters Score: Raw -92090.769702 + Penalty 1335.189758 = -90755.579945 nChanged 16 SP:Iteration 10Q (6038.210610 sec): 3 clusters Score: Raw -92103.716917 + Penalty 1335.189758 = -90768.527159 nChanged 14 SP:Iteration 11Q (6038.215190 sec): 3 clusters Score: Raw -92116.865306 + Penalty 1335.189758 = -90781.675549 nChanged 12 SP:Iteration 12Q (6038.219719 sec): 3 clusters Score: Raw -92125.540283 + Penalty 1335.189758 = -90790.350525 nChanged 7 SP:Iteration 13Q (6038.224262 sec): 3 clusters Score: Raw -92131.258722 + Penalty 1335.189758 = -90796.068964 nChanged 5 SP:Iteration 14Q (6038.228808 sec): 3 clusters Score: Raw -92134.119281 + Penalty 1335.189758 = -90798.929524 nChanged 2 SP:Iteration 15Q (6038.233329 sec): 3 clusters Score: Raw -92135.780919 + Penalty 1335.189758 = -90800.591162 nChanged 1 SP:Iteration 16Q (6038.237831 sec): 3 clusters Score: Raw -92137.005142 + Penalty 1335.189758 = -90801.815384 nChanged 2 SP:Iteration 17Q (6038.242419 sec): 3 clusters Score: Raw -92138.966175 + Penalty 1335.189758 = -90803.776418 nChanged 2 SP:Iteration 18Q (6038.246912 sec): 3 clusters Score: Raw -92140.492364 + Penalty 1335.189758 = -90805.302606 nChanged 3 SP:Iteration 19Q (6038.251439 sec): 3 clusters Score: Raw -92143.577158 + Penalty 1335.189758 = -90808.387401 nChanged 2 SP:Iteration 20F (6038.255997 sec): 3 clusters Score: Raw -92144.827457 + Penalty 1335.189758 = -90809.637699 nChanged 2 SP:Iteration 21Q (6038.260524 sec): 3 clusters Score: Raw -92145.620259 + Penalty 1335.189758 = -90810.430501 nChanged 2 SP:Iteration 22Q (6038.265064 sec): 3 clusters Score: Raw -92146.910132 + Penalty 1335.189758 = -90811.720374 nChanged 1 SP:Iteration 23Q (6038.269594 sec): 3 clusters Score: Raw -92147.280248 + Penalty 1335.189758 = -90812.090490 nChanged 0 SP:Iteration 24F (6038.274121 sec): 3 clusters Score: Raw -92147.280248 + Penalty 1335.189758 = -90812.090490 nChanged 0 Trying to split cluster 14 (18765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6038.304092 sec): 2 clusters Score: Raw -1646106.045467 + Penalty 934.776128 = -1645171.269339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6038.341560 sec): 3 clusters Score: Raw -1634455.004048 + Penalty 1869.552255 = -1632585.451792 nChanged 8696 SP:Iteration 1F (6038.377034 sec): 3 clusters Score: Raw -1639283.453585 + Penalty 1869.552255 = -1637413.901330 nChanged 930 SP:Iteration 2Q (6038.413994 sec): 3 clusters Score: Raw -1639659.055375 + Penalty 1869.552255 = -1637789.503120 nChanged 913 SP:Iteration 3Q (6038.450641 sec): 3 clusters Score: Raw -1640022.449688 + Penalty 1869.552255 = -1638152.897433 nChanged 938 SP:Iteration 4Q (6038.487377 sec): 3 clusters Score: Raw -1640455.811903 + Penalty 1869.552255 = -1638586.259648 nChanged 952 SP:Iteration 5F (6038.522997 sec): 3 clusters Score: Raw -1640906.886832 + Penalty 1869.552255 = -1639037.334577 nChanged 949 SP:Iteration 6F (6038.558432 sec): 3 clusters Score: Raw -1641338.242596 + Penalty 1869.552255 = -1639468.690341 nChanged 882 SP:Iteration 7Q (6038.594970 sec): 3 clusters Score: Raw -1641792.560058 + Penalty 1869.552255 = -1639923.007803 nChanged 916 SP:Iteration 8Q (6038.631579 sec): 3 clusters Score: Raw -1642281.432116 + Penalty 1869.552255 = -1640411.879861 nChanged 922 SP:Iteration 9Q (6038.668188 sec): 3 clusters Score: Raw -1642824.563243 + Penalty 1869.552255 = -1640955.010988 nChanged 886 SP:Iteration 10Q (6038.704715 sec): 3 clusters Score: Raw -1643368.734148 + Penalty 1869.552255 = -1641499.181893 nChanged 837 SP:Iteration 11Q (6038.740971 sec): 3 clusters Score: Raw -1643846.045783 + Penalty 1869.552255 = -1641976.493528 nChanged 735 SP:Iteration 12Q (6038.777006 sec): 3 clusters Score: Raw -1644211.379495 + Penalty 1869.552255 = -1642341.827240 nChanged 581 SP:Iteration 13Q (6038.813040 sec): 3 clusters Score: Raw -1644441.251302 + Penalty 1869.552255 = -1642571.699047 nChanged 427 SP:Iteration 14Q (6038.848752 sec): 3 clusters Score: Raw -1644568.931822 + Penalty 1869.552255 = -1642699.379567 nChanged 300 SP:Iteration 15Q (6038.884366 sec): 3 clusters Score: Raw -1644647.866590 + Penalty 1869.552255 = -1642778.314334 nChanged 235 SP:Iteration 16Q (6038.919966 sec): 3 clusters Score: Raw -1644711.829639 + Penalty 1869.552255 = -1642842.277384 nChanged 235 SP:Iteration 17Q (6038.955487 sec): 3 clusters Score: Raw -1644776.875512 + Penalty 1869.552255 = -1642907.323257 nChanged 227 SP:Iteration 18Q (6038.990885 sec): 3 clusters Score: Raw -1644836.167392 + Penalty 1869.552255 = -1642966.615137 nChanged 215 SP:Iteration 19Q (6039.026256 sec): 3 clusters Score: Raw -1644886.191487 + Penalty 1869.552255 = -1643016.639232 nChanged 201 SP:Iteration 20F (6039.061663 sec): 3 clusters Score: Raw -1644933.084935 + Penalty 1869.552255 = -1643063.532679 nChanged 195 SP:Iteration 21Q (6039.096902 sec): 3 clusters Score: Raw -1644979.895514 + Penalty 1869.552255 = -1643110.343258 nChanged 164 SP:Iteration 22Q (6039.131929 sec): 3 clusters Score: Raw -1645010.273140 + Penalty 1869.552255 = -1643140.720884 nChanged 150 SP:Iteration 23Q (6039.167010 sec): 3 clusters Score: Raw -1645037.502238 + Penalty 1869.552255 = -1643167.949983 nChanged 121 SP:Iteration 24Q (6039.202110 sec): 3 clusters Score: Raw -1645057.927722 + Penalty 1869.552255 = -1643188.375467 nChanged 114 SP:Iteration 25Q (6039.237111 sec): 3 clusters Score: Raw -1645077.740011 + Penalty 1869.552255 = -1643208.187756 nChanged 113 SP:Iteration 26Q (6039.272024 sec): 3 clusters Score: Raw -1645096.518340 + Penalty 1869.552255 = -1643226.966084 nChanged 119 SP:Iteration 27Q (6039.307006 sec): 3 clusters Score: Raw -1645116.434116 + Penalty 1869.552255 = -1643246.881861 nChanged 132 SP:Iteration 28Q (6039.342021 sec): 3 clusters Score: Raw -1645141.376503 + Penalty 1869.552255 = -1643271.824248 nChanged 154 SP:Iteration 29Q (6039.376833 sec): 3 clusters Score: Raw -1645170.513574 + Penalty 1869.552255 = -1643300.961319 nChanged 147 SP:Iteration 30Q (6039.411624 sec): 3 clusters Score: Raw -1645196.483520 + Penalty 1869.552255 = -1643326.931265 nChanged 128 SP:Iteration 31Q (6039.446275 sec): 3 clusters Score: Raw -1645218.438452 + Penalty 1869.552255 = -1643348.886197 nChanged 130 SP:Iteration 32Q (6039.481007 sec): 3 clusters Score: Raw -1645243.968054 + Penalty 1869.552255 = -1643374.415798 nChanged 134 SP:Iteration 33Q (6039.515655 sec): 3 clusters Score: Raw -1645267.329425 + Penalty 1869.552255 = -1643397.777169 nChanged 121 SP:Iteration 34Q (6039.550288 sec): 3 clusters Score: Raw -1645288.007635 + Penalty 1869.552255 = -1643418.455380 nChanged 133 SP:Iteration 35Q (6039.584780 sec): 3 clusters Score: Raw -1645310.683883 + Penalty 1869.552255 = -1643441.131628 nChanged 131 SP:Iteration 36Q (6039.619143 sec): 3 clusters Score: Raw -1645331.275233 + Penalty 1869.552255 = -1643461.722977 nChanged 120 SP:Iteration 37Q (6039.653645 sec): 3 clusters Score: Raw -1645350.575312 + Penalty 1869.552255 = -1643481.023057 nChanged 124 SP:Iteration 38Q (6039.687989 sec): 3 clusters Score: Raw -1645373.110988 + Penalty 1869.552255 = -1643503.558733 nChanged 143 SP:Iteration 39Q (6039.722205 sec): 3 clusters Score: Raw -1645404.836180 + Penalty 1869.552255 = -1643535.283925 nChanged 156 SP:Iteration 40F (6039.757601 sec): 3 clusters Score: Raw -1645441.008106 + Penalty 1869.552255 = -1643571.455851 nChanged 149 SP:Iteration 41Q (6039.791943 sec): 3 clusters Score: Raw -1645473.362394 + Penalty 1869.552255 = -1643603.810139 nChanged 145 SP:Iteration 42Q (6039.826041 sec): 3 clusters Score: Raw -1645507.610517 + Penalty 1869.552255 = -1643638.058262 nChanged 156 SP:Iteration 43Q (6039.860250 sec): 3 clusters Score: Raw -1645547.572807 + Penalty 1869.552255 = -1643678.020552 nChanged 152 SP:Iteration 44Q (6039.894453 sec): 3 clusters Score: Raw -1645588.886646 + Penalty 1869.552255 = -1643719.334391 nChanged 167 SP:Iteration 45Q (6039.928520 sec): 3 clusters Score: Raw -1645637.732122 + Penalty 1869.552255 = -1643768.179866 nChanged 176 SP:Iteration 46Q (6039.962461 sec): 3 clusters Score: Raw -1645688.605671 + Penalty 1869.552255 = -1643819.053416 nChanged 187 SP:Iteration 47Q (6039.996467 sec): 3 clusters Score: Raw -1645745.336488 + Penalty 1869.552255 = -1643875.784233 nChanged 160 SP:Iteration 48Q (6040.030220 sec): 3 clusters Score: Raw -1645788.608505 + Penalty 1869.552255 = -1643919.056250 nChanged 169 SP:Iteration 49Q (6040.063937 sec): 3 clusters Score: Raw -1645836.789922 + Penalty 1869.552255 = -1643967.237666 nChanged 149 SP:Iteration 50Q (6040.097571 sec): 3 clusters Score: Raw -1645879.534836 + Penalty 1869.552255 = -1644009.982580 nChanged 149 SP:Iteration 51Q (6040.131007 sec): 3 clusters Score: Raw -1645922.332769 + Penalty 1869.552255 = -1644052.780514 nChanged 130 SP:Iteration 52Q (6040.164461 sec): 3 clusters Score: Raw -1645961.632300 + Penalty 1869.552255 = -1644092.080045 nChanged 132 SP:Iteration 53Q (6040.197864 sec): 3 clusters Score: Raw -1646003.455352 + Penalty 1869.552255 = -1644133.903097 nChanged 126 SP:Iteration 54Q (6040.230985 sec): 3 clusters Score: Raw -1646040.570416 + Penalty 1869.552255 = -1644171.018161 nChanged 109 SP:Iteration 55Q (6040.264207 sec): 3 clusters Score: Raw -1646070.489443 + Penalty 1869.552255 = -1644200.937188 nChanged 107 SP:Iteration 56Q (6040.297377 sec): 3 clusters Score: Raw -1646106.772807 + Penalty 1869.552255 = -1644237.220552 nChanged 111 SP:Iteration 57Q (6040.330400 sec): 3 clusters Score: Raw -1646146.646978 + Penalty 1869.552255 = -1644277.094723 nChanged 101 SP:Iteration 58Q (6040.363041 sec): 3 clusters Score: Raw -1646186.404373 + Penalty 1869.552255 = -1644316.852118 nChanged 100 SP:Iteration 59Q (6040.395700 sec): 3 clusters Score: Raw -1646226.172079 + Penalty 1869.552255 = -1644356.619824 nChanged 80 SP:Iteration 60F (6040.431106 sec): 3 clusters Score: Raw -1646257.560656 + Penalty 1869.552255 = -1644388.008400 nChanged 72 SP:Iteration 61Q (6040.463608 sec): 3 clusters Score: Raw -1646284.550627 + Penalty 1869.552255 = -1644414.998372 nChanged 60 SP:Iteration 62Q (6040.495965 sec): 3 clusters Score: Raw -1646308.955229 + Penalty 1869.552255 = -1644439.402974 nChanged 45 SP:Iteration 63Q (6040.528156 sec): 3 clusters Score: Raw -1646325.172547 + Penalty 1869.552255 = -1644455.620292 nChanged 48 SP:Iteration 64Q (6040.560505 sec): 3 clusters Score: Raw -1646340.473006 + Penalty 1869.552255 = -1644470.920751 nChanged 41 SP:Iteration 65Q (6040.592684 sec): 3 clusters Score: Raw -1646351.979935 + Penalty 1869.552255 = -1644482.427680 nChanged 31 SP:Iteration 66Q (6040.624737 sec): 3 clusters Score: Raw -1646363.108544 + Penalty 1869.552255 = -1644493.556289 nChanged 27 SP:Iteration 67Q (6040.656939 sec): 3 clusters Score: Raw -1646370.100027 + Penalty 1869.552255 = -1644500.547771 nChanged 17 SP:Iteration 68Q (6040.688975 sec): 3 clusters Score: Raw -1646373.806805 + Penalty 1869.552255 = -1644504.254549 nChanged 16 SP:Iteration 69Q (6040.720991 sec): 3 clusters Score: Raw -1646376.249336 + Penalty 1869.552255 = -1644506.697081 nChanged 11 SP:Iteration 70Q (6040.753013 sec): 3 clusters Score: Raw -1646378.542654 + Penalty 1869.552255 = -1644508.990399 nChanged 8 SP:Iteration 71Q (6040.785068 sec): 3 clusters Score: Raw -1646380.203574 + Penalty 1869.552255 = -1644510.651319 nChanged 6 SP:Iteration 72Q (6040.817110 sec): 3 clusters Score: Raw -1646381.311725 + Penalty 1869.552255 = -1644511.759470 nChanged 3 SP:Iteration 73Q (6040.849091 sec): 3 clusters Score: Raw -1646382.013043 + Penalty 1869.552255 = -1644512.460787 nChanged 2 SP:Iteration 74Q (6040.881015 sec): 3 clusters Score: Raw -1646382.375038 + Penalty 1869.552255 = -1644512.822783 nChanged 2 SP:Iteration 75Q (6040.913163 sec): 3 clusters Score: Raw -1646382.687523 + Penalty 1869.552255 = -1644513.135268 nChanged 4 SP:Iteration 76Q (6040.944982 sec): 3 clusters Score: Raw -1646383.215220 + Penalty 1869.552255 = -1644513.662965 nChanged 2 SP:Iteration 77Q (6040.976932 sec): 3 clusters Score: Raw -1646383.719579 + Penalty 1869.552255 = -1644514.167324 nChanged 2 SP:Iteration 78Q (6041.008924 sec): 3 clusters Score: Raw -1646383.881832 + Penalty 1869.552255 = -1644514.329577 nChanged 0 SP:Iteration 79F (6041.044139 sec): 3 clusters Score: Raw -1646383.881832 + Penalty 1869.552255 = -1644514.329577 nChanged 0 Trying to split cluster 15 (3856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6041.059957 sec): 2 clusters Score: Raw -345611.886426 + Penalty 784.451637 = -344827.434789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6041.075459 sec): 3 clusters Score: Raw -343528.092599 + Penalty 1568.903275 = -341959.189324 nChanged 1660 SP:Iteration 1F (6041.089787 sec): 3 clusters Score: Raw -344493.073563 + Penalty 1568.903275 = -342924.170289 nChanged 297 SP:Iteration 2F (6041.104122 sec): 3 clusters Score: Raw -344691.064172 + Penalty 1568.903275 = -343122.160897 nChanged 274 SP:Iteration 3F (6041.118246 sec): 3 clusters Score: Raw -344884.781047 + Penalty 1568.903275 = -343315.877772 nChanged 277 SP:Iteration 4F (6041.132535 sec): 3 clusters Score: Raw -345090.016608 + Penalty 1568.903275 = -343521.113334 nChanged 224 SP:Iteration 5F (6041.146885 sec): 3 clusters Score: Raw -345268.529222 + Penalty 1568.903275 = -343699.625948 nChanged 182 SP:Iteration 6Q (6041.161236 sec): 3 clusters Score: Raw -345402.168692 + Penalty 1568.903275 = -343833.265418 nChanged 163 SP:Iteration 7Q (6041.175648 sec): 3 clusters Score: Raw -345536.991400 + Penalty 1568.903275 = -343968.088125 nChanged 121 SP:Iteration 8Q (6041.189877 sec): 3 clusters Score: Raw -345619.873508 + Penalty 1568.903275 = -344050.970234 nChanged 74 SP:Iteration 9Q (6041.204230 sec): 3 clusters Score: Raw -345670.111114 + Penalty 1568.903275 = -344101.207839 nChanged 48 SP:Iteration 10Q (6041.218572 sec): 3 clusters Score: Raw -345705.262525 + Penalty 1568.903275 = -344136.359251 nChanged 35 SP:Iteration 11Q (6041.232711 sec): 3 clusters Score: Raw -345729.586903 + Penalty 1568.903275 = -344160.683629 nChanged 29 SP:Iteration 12Q (6041.246880 sec): 3 clusters Score: Raw -345746.084923 + Penalty 1568.903275 = -344177.181648 nChanged 21 SP:Iteration 13Q (6041.260973 sec): 3 clusters Score: Raw -345767.196036 + Penalty 1568.903275 = -344198.292761 nChanged 17 SP:Iteration 14Q (6041.274986 sec): 3 clusters Score: Raw -345784.708531 + Penalty 1568.903275 = -344215.805257 nChanged 15 SP:Iteration 15Q (6041.288795 sec): 3 clusters Score: Raw -345794.185106 + Penalty 1568.903275 = -344225.281832 nChanged 9 SP:Iteration 16Q (6041.302587 sec): 3 clusters Score: Raw -345798.681668 + Penalty 1568.903275 = -344229.778394 nChanged 8 SP:Iteration 17Q (6041.316320 sec): 3 clusters Score: Raw -345807.342928 + Penalty 1568.903275 = -344238.439654 nChanged 8 SP:Iteration 18Q (6041.329998 sec): 3 clusters Score: Raw -345816.033966 + Penalty 1568.903275 = -344247.130691 nChanged 8 SP:Iteration 19Q (6041.343629 sec): 3 clusters Score: Raw -345823.078865 + Penalty 1568.903275 = -344254.175591 nChanged 7 SP:Iteration 20F (6041.357470 sec): 3 clusters Score: Raw -345828.349976 + Penalty 1568.903275 = -344259.446701 nChanged 7 SP:Iteration 21Q (6041.371096 sec): 3 clusters Score: Raw -345834.231042 + Penalty 1568.903275 = -344265.327768 nChanged 4 SP:Iteration 22Q (6041.384644 sec): 3 clusters Score: Raw -345835.933560 + Penalty 1568.903275 = -344267.030285 nChanged 3 SP:Iteration 23Q (6041.398207 sec): 3 clusters Score: Raw -345838.764497 + Penalty 1568.903275 = -344269.861223 nChanged 3 SP:Iteration 24Q (6041.411705 sec): 3 clusters Score: Raw -345842.126683 + Penalty 1568.903275 = -344273.223408 nChanged 3 SP:Iteration 25Q (6041.425194 sec): 3 clusters Score: Raw -345846.753060 + Penalty 1568.903275 = -344277.849786 nChanged 7 SP:Iteration 26Q (6041.438642 sec): 3 clusters Score: Raw -345852.718121 + Penalty 1568.903275 = -344283.814847 nChanged 4 SP:Iteration 27Q (6041.451920 sec): 3 clusters Score: Raw -345855.797119 + Penalty 1568.903275 = -344286.893845 nChanged 4 SP:Iteration 28Q (6041.465039 sec): 3 clusters Score: Raw -345857.378945 + Penalty 1568.903275 = -344288.475671 nChanged 1 SP:Iteration 29Q (6041.478301 sec): 3 clusters Score: Raw -345857.682553 + Penalty 1568.903275 = -344288.779279 nChanged 0 SP:Iteration 30F (6041.492652 sec): 3 clusters Score: Raw -345857.682553 + Penalty 1568.903275 = -344288.779279 nChanged 0 Trying to split cluster 16 (2340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6041.507938 sec): 2 clusters Score: Raw -187059.089442 + Penalty 737.001090 = -186322.088352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6041.517534 sec): 3 clusters Score: Raw -185889.523749 + Penalty 1474.002180 = -184415.521570 nChanged 896 SP:Iteration 1F (6041.526395 sec): 3 clusters Score: Raw -186476.334100 + Penalty 1474.002180 = -185002.331920 nChanged 198 SP:Iteration 2F (6041.535091 sec): 3 clusters Score: Raw -186625.888040 + Penalty 1474.002180 = -185151.885861 nChanged 135 SP:Iteration 3F (6041.543931 sec): 3 clusters Score: Raw -186689.989957 + Penalty 1474.002180 = -185215.987777 nChanged 79 SP:Iteration 4Q (6041.552711 sec): 3 clusters Score: Raw -186724.804013 + Penalty 1474.002180 = -185250.801833 nChanged 57 SP:Iteration 5Q (6041.561618 sec): 3 clusters Score: Raw -186755.446890 + Penalty 1474.002180 = -185281.444710 nChanged 52 SP:Iteration 6Q (6041.570327 sec): 3 clusters Score: Raw -186778.551571 + Penalty 1474.002180 = -185304.549392 nChanged 55 SP:Iteration 7Q (6041.579024 sec): 3 clusters Score: Raw -186805.902666 + Penalty 1474.002180 = -185331.900486 nChanged 52 SP:Iteration 8Q (6041.587767 sec): 3 clusters Score: Raw -186830.865337 + Penalty 1474.002180 = -185356.863157 nChanged 44 SP:Iteration 9Q (6041.596616 sec): 3 clusters Score: Raw -186852.861031 + Penalty 1474.002180 = -185378.858851 nChanged 40 SP:Iteration 10Q (6041.605452 sec): 3 clusters Score: Raw -186873.335201 + Penalty 1474.002180 = -185399.333021 nChanged 36 SP:Iteration 11Q (6041.614303 sec): 3 clusters Score: Raw -186883.966083 + Penalty 1474.002180 = -185409.963904 nChanged 25 SP:Iteration 12Q (6041.623092 sec): 3 clusters Score: Raw -186893.478265 + Penalty 1474.002180 = -185419.476086 nChanged 25 SP:Iteration 13Q (6041.631771 sec): 3 clusters Score: Raw -186903.127598 + Penalty 1474.002180 = -185429.125419 nChanged 20 SP:Iteration 14Q (6041.640555 sec): 3 clusters Score: Raw -186912.812071 + Penalty 1474.002180 = -185438.809891 nChanged 22 SP:Iteration 15Q (6041.649376 sec): 3 clusters Score: Raw -186923.731357 + Penalty 1474.002180 = -185449.729177 nChanged 15 SP:Iteration 16Q (6041.658169 sec): 3 clusters Score: Raw -186928.980169 + Penalty 1474.002180 = -185454.977989 nChanged 14 SP:Iteration 17Q (6041.666971 sec): 3 clusters Score: Raw -186937.152501 + Penalty 1474.002180 = -185463.150322 nChanged 15 SP:Iteration 18Q (6041.675778 sec): 3 clusters Score: Raw -186941.936593 + Penalty 1474.002180 = -185467.934413 nChanged 14 SP:Iteration 19Q (6041.684594 sec): 3 clusters Score: Raw -186946.306119 + Penalty 1474.002180 = -185472.303939 nChanged 10 SP:Iteration 20F (6041.693273 sec): 3 clusters Score: Raw -186949.770840 + Penalty 1474.002180 = -185475.768660 nChanged 12 SP:Iteration 21Q (6041.702072 sec): 3 clusters Score: Raw -186951.787041 + Penalty 1474.002180 = -185477.784862 nChanged 5 SP:Iteration 22Q (6041.710746 sec): 3 clusters Score: Raw -186952.774750 + Penalty 1474.002180 = -185478.772571 nChanged 6 SP:Iteration 23Q (6041.719420 sec): 3 clusters Score: Raw -186955.090961 + Penalty 1474.002180 = -185481.088782 nChanged 10 SP:Iteration 24Q (6041.728209 sec): 3 clusters Score: Raw -186957.127994 + Penalty 1474.002180 = -185483.125814 nChanged 4 SP:Iteration 25Q (6041.736984 sec): 3 clusters Score: Raw -186958.179249 + Penalty 1474.002180 = -185484.177070 nChanged 1 SP:Iteration 26Q (6041.745775 sec): 3 clusters Score: Raw -186958.667848 + Penalty 1474.002180 = -185484.665668 nChanged 3 SP:Iteration 27Q (6041.754578 sec): 3 clusters Score: Raw -186959.323356 + Penalty 1474.002180 = -185485.321176 nChanged 3 SP:Iteration 28Q (6041.763347 sec): 3 clusters Score: Raw -186959.995466 + Penalty 1474.002180 = -185485.993287 nChanged 1 SP:Iteration 29Q (6041.772161 sec): 3 clusters Score: Raw -186960.105663 + Penalty 1474.002180 = -185486.103484 nChanged 2 SP:Iteration 30Q (6041.780892 sec): 3 clusters Score: Raw -186960.452942 + Penalty 1474.002180 = -185486.450763 nChanged 1 SP:Iteration 31Q (6041.789665 sec): 3 clusters Score: Raw -186960.560151 + Penalty 1474.002180 = -185486.557971 nChanged 2 SP:Iteration 32Q (6041.798310 sec): 3 clusters Score: Raw -186960.717306 + Penalty 1474.002180 = -185486.715126 nChanged 0 SP:Iteration 33F (6041.807091 sec): 3 clusters Score: Raw -186960.717306 + Penalty 1474.002180 = -185486.715126 nChanged 0 Trying to split cluster 17 (15787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6041.834286 sec): 2 clusters Score: Raw -1364766.545430 + Penalty 918.359499 = -1363848.185930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6041.867661 sec): 3 clusters Score: Raw -1355042.434945 + Penalty 1836.718998 = -1353205.715946 nChanged 7252 SP:Iteration 1F (6041.898854 sec): 3 clusters Score: Raw -1358991.797902 + Penalty 1836.718998 = -1357155.078904 nChanged 773 SP:Iteration 2Q (6041.931262 sec): 3 clusters Score: Raw -1359218.414356 + Penalty 1836.718998 = -1357381.695358 nChanged 644 SP:Iteration 3Q (6041.963542 sec): 3 clusters Score: Raw -1359408.627867 + Penalty 1836.718998 = -1357571.908869 nChanged 596 SP:Iteration 4Q (6041.996001 sec): 3 clusters Score: Raw -1359581.046424 + Penalty 1836.718998 = -1357744.327426 nChanged 552 SP:Iteration 5Q (6042.028475 sec): 3 clusters Score: Raw -1359749.714622 + Penalty 1836.718998 = -1357912.995624 nChanged 535 SP:Iteration 6Q (6042.060909 sec): 3 clusters Score: Raw -1359921.504732 + Penalty 1836.718998 = -1358084.785734 nChanged 537 SP:Iteration 7Q (6042.093338 sec): 3 clusters Score: Raw -1360120.890283 + Penalty 1836.718998 = -1358284.171285 nChanged 570 SP:Iteration 8Q (6042.125860 sec): 3 clusters Score: Raw -1360363.875961 + Penalty 1836.718998 = -1358527.156963 nChanged 658 SP:Iteration 9Q (6042.158051 sec): 3 clusters Score: Raw -1360668.163995 + Penalty 1836.718998 = -1358831.444997 nChanged 701 SP:Iteration 10Q (6042.190263 sec): 3 clusters Score: Raw -1361069.342663 + Penalty 1836.718998 = -1359232.623665 nChanged 765 SP:Iteration 11Q (6042.222551 sec): 3 clusters Score: Raw -1361586.012846 + Penalty 1836.718998 = -1359749.293848 nChanged 750 SP:Iteration 12Q (6042.254623 sec): 3 clusters Score: Raw -1362056.405759 + Penalty 1836.718998 = -1360219.686761 nChanged 660 SP:Iteration 13Q (6042.286469 sec): 3 clusters Score: Raw -1362473.428942 + Penalty 1836.718998 = -1360636.709944 nChanged 551 SP:Iteration 14Q (6042.318153 sec): 3 clusters Score: Raw -1362742.306530 + Penalty 1836.718998 = -1360905.587532 nChanged 401 SP:Iteration 15Q (6042.349198 sec): 3 clusters Score: Raw -1362917.897799 + Penalty 1836.718998 = -1361081.178801 nChanged 320 SP:Iteration 16Q (6042.409235 sec): 3 clusters Score: Raw -1363041.441547 + Penalty 1836.718998 = -1361204.722549 nChanged 272 SP:Iteration 17Q (6042.439445 sec): 3 clusters Score: Raw -1363142.981282 + Penalty 1836.718998 = -1361306.262283 nChanged 257 SP:Iteration 18Q (6042.470090 sec): 3 clusters Score: Raw -1363243.876921 + Penalty 1836.718998 = -1361407.157923 nChanged 271 SP:Iteration 19Q (6042.500356 sec): 3 clusters Score: Raw -1363351.034102 + Penalty 1836.718998 = -1361514.315103 nChanged 265 SP:Iteration 20F (6042.531947 sec): 3 clusters Score: Raw -1363467.192175 + Penalty 1836.718998 = -1361630.473177 nChanged 276 SP:Iteration 21Q (6042.561759 sec): 3 clusters Score: Raw -1363605.012207 + Penalty 1836.718998 = -1361768.293209 nChanged 274 SP:Iteration 22Q (6042.591251 sec): 3 clusters Score: Raw -1363752.209978 + Penalty 1836.718998 = -1361915.490980 nChanged 269 SP:Iteration 23Q (6042.620474 sec): 3 clusters Score: Raw -1363893.402867 + Penalty 1836.718998 = -1362056.683868 nChanged 235 SP:Iteration 24Q (6042.649508 sec): 3 clusters Score: Raw -1364013.855465 + Penalty 1836.718998 = -1362177.136466 nChanged 227 SP:Iteration 25Q (6042.678385 sec): 3 clusters Score: Raw -1364135.150668 + Penalty 1836.718998 = -1362298.431670 nChanged 203 SP:Iteration 26Q (6042.706880 sec): 3 clusters Score: Raw -1364242.066472 + Penalty 1836.718998 = -1362405.347473 nChanged 171 SP:Iteration 27Q (6042.735036 sec): 3 clusters Score: Raw -1364339.671786 + Penalty 1836.718998 = -1362502.952787 nChanged 148 SP:Iteration 28Q (6042.763198 sec): 3 clusters Score: Raw -1364424.283382 + Penalty 1836.718998 = -1362587.564383 nChanged 138 SP:Iteration 29Q (6042.791094 sec): 3 clusters Score: Raw -1364500.859937 + Penalty 1836.718998 = -1362664.140939 nChanged 108 SP:Iteration 30Q (6042.818662 sec): 3 clusters Score: Raw -1364559.437933 + Penalty 1836.718998 = -1362722.718935 nChanged 102 SP:Iteration 31Q (6042.846135 sec): 3 clusters Score: Raw -1364616.123353 + Penalty 1836.718998 = -1362779.404355 nChanged 90 SP:Iteration 32Q (6042.873417 sec): 3 clusters Score: Raw -1364671.274067 + Penalty 1836.718998 = -1362834.555069 nChanged 73 SP:Iteration 33Q (6042.900587 sec): 3 clusters Score: Raw -1364703.690944 + Penalty 1836.718998 = -1362866.971946 nChanged 58 SP:Iteration 34Q (6042.927941 sec): 3 clusters Score: Raw -1364731.048254 + Penalty 1836.718998 = -1362894.329255 nChanged 65 SP:Iteration 35Q (6042.955025 sec): 3 clusters Score: Raw -1364771.058145 + Penalty 1836.718998 = -1362934.339147 nChanged 65 SP:Iteration 36Q (6042.982006 sec): 3 clusters Score: Raw -1364812.474410 + Penalty 1836.718998 = -1362975.755412 nChanged 46 SP:Iteration 37Q (6043.008856 sec): 3 clusters Score: Raw -1364844.472038 + Penalty 1836.718998 = -1363007.753040 nChanged 35 SP:Iteration 38Q (6043.035854 sec): 3 clusters Score: Raw -1364864.495105 + Penalty 1836.718998 = -1363027.776107 nChanged 37 SP:Iteration 39Q (6043.062605 sec): 3 clusters Score: Raw -1364882.111392 + Penalty 1836.718998 = -1363045.392393 nChanged 26 SP:Iteration 40F (6043.093793 sec): 3 clusters Score: Raw -1364896.585616 + Penalty 1836.718998 = -1363059.866618 nChanged 13 SP:Iteration 41Q (6043.120780 sec): 3 clusters Score: Raw -1364906.565560 + Penalty 1836.718998 = -1363069.846562 nChanged 18 SP:Iteration 42Q (6043.147669 sec): 3 clusters Score: Raw -1364917.229409 + Penalty 1836.718998 = -1363080.510411 nChanged 17 SP:Iteration 43Q (6043.174565 sec): 3 clusters Score: Raw -1364925.419573 + Penalty 1836.718998 = -1363088.700575 nChanged 19 SP:Iteration 44Q (6043.201304 sec): 3 clusters Score: Raw -1364932.932761 + Penalty 1836.718998 = -1363096.213763 nChanged 12 SP:Iteration 45Q (6043.227880 sec): 3 clusters Score: Raw -1364937.294389 + Penalty 1836.718998 = -1363100.575391 nChanged 7 SP:Iteration 46Q (6043.254659 sec): 3 clusters Score: Raw -1364940.515171 + Penalty 1836.718998 = -1363103.796173 nChanged 4 SP:Iteration 47Q (6043.281203 sec): 3 clusters Score: Raw -1364941.381090 + Penalty 1836.718998 = -1363104.662092 nChanged 1 SP:Iteration 48Q (6043.307720 sec): 3 clusters Score: Raw -1364941.776303 + Penalty 1836.718998 = -1363105.057305 nChanged 1 SP:Iteration 49Q (6043.334189 sec): 3 clusters Score: Raw -1364942.605387 + Penalty 1836.718998 = -1363105.886389 nChanged 3 SP:Iteration 50Q (6043.360829 sec): 3 clusters Score: Raw -1364943.643483 + Penalty 1836.718998 = -1363106.924485 nChanged 3 SP:Iteration 51Q (6043.387363 sec): 3 clusters Score: Raw -1364945.079083 + Penalty 1836.718998 = -1363108.360085 nChanged 3 SP:Iteration 52Q (6043.413859 sec): 3 clusters Score: Raw -1364945.847271 + Penalty 1836.718998 = -1363109.128273 nChanged 4 SP:Iteration 53Q (6043.440323 sec): 3 clusters Score: Raw -1364946.489364 + Penalty 1836.718998 = -1363109.770366 nChanged 3 SP:Iteration 54Q (6043.466890 sec): 3 clusters Score: Raw -1364947.271794 + Penalty 1836.718998 = -1363110.552796 nChanged 2 SP:Iteration 55Q (6043.493526 sec): 3 clusters Score: Raw -1364947.753017 + Penalty 1836.718998 = -1363111.034019 nChanged 2 SP:Iteration 56Q (6043.520207 sec): 3 clusters Score: Raw -1364948.899877 + Penalty 1836.718998 = -1363112.180879 nChanged 5 SP:Iteration 57Q (6043.546655 sec): 3 clusters Score: Raw -1364951.622905 + Penalty 1836.718998 = -1363114.903907 nChanged 2 SP:Iteration 58Q (6043.573119 sec): 3 clusters Score: Raw -1364953.346629 + Penalty 1836.718998 = -1363116.627631 nChanged 4 SP:Iteration 59Q (6043.599704 sec): 3 clusters Score: Raw -1364954.970483 + Penalty 1836.718998 = -1363118.251485 nChanged 1 SP:Iteration 60F (6043.630893 sec): 3 clusters Score: Raw -1364955.425227 + Penalty 1836.718998 = -1363118.706229 nChanged 2 SP:Iteration 61Q (6043.657588 sec): 3 clusters Score: Raw -1364955.785594 + Penalty 1836.718998 = -1363119.066596 nChanged 1 SP:Iteration 62Q (6043.684130 sec): 3 clusters Score: Raw -1364955.846917 + Penalty 1836.718998 = -1363119.127919 nChanged 2 SP:Iteration 63Q (6043.710599 sec): 3 clusters Score: Raw -1364956.547968 + Penalty 1836.718998 = -1363119.828969 nChanged 4 SP:Iteration 64Q (6043.737295 sec): 3 clusters Score: Raw -1364957.745669 + Penalty 1836.718998 = -1363121.026671 nChanged 4 SP:Iteration 65Q (6043.763744 sec): 3 clusters Score: Raw -1364960.071485 + Penalty 1836.718998 = -1363123.352487 nChanged 3 SP:Iteration 66Q (6043.790253 sec): 3 clusters Score: Raw -1364961.162535 + Penalty 1836.718998 = -1363124.443536 nChanged 1 SP:Iteration 67Q (6043.816808 sec): 3 clusters Score: Raw -1364961.599972 + Penalty 1836.718998 = -1363124.880974 nChanged 1 SP:Iteration 68Q (6043.843303 sec): 3 clusters Score: Raw -1364961.998416 + Penalty 1836.718998 = -1363125.279418 nChanged 2 SP:Iteration 69Q (6043.869778 sec): 3 clusters Score: Raw -1364962.860987 + Penalty 1836.718998 = -1363126.141989 nChanged 0 SP:Iteration 70F (6043.900967 sec): 3 clusters Score: Raw -1364962.860987 + Penalty 1836.718998 = -1363126.141989 nChanged 0 Trying to split cluster 18 (2841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6043.916050 sec): 2 clusters Score: Raw -230555.584643 + Penalty 755.431581 = -229800.153062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6043.927810 sec): 3 clusters Score: Raw -229097.651400 + Penalty 1510.863163 = -227586.788237 nChanged 1187 SP:Iteration 1F (6043.938636 sec): 3 clusters Score: Raw -229865.874320 + Penalty 1510.863163 = -228355.011158 nChanged 242 SP:Iteration 2F (6043.949618 sec): 3 clusters Score: Raw -230038.889609 + Penalty 1510.863163 = -228528.026447 nChanged 152 SP:Iteration 3F (6043.960587 sec): 3 clusters Score: Raw -230152.921609 + Penalty 1510.863163 = -228642.058447 nChanged 130 SP:Iteration 4Q (6043.971284 sec): 3 clusters Score: Raw -230249.994489 + Penalty 1510.863163 = -228739.131326 nChanged 103 SP:Iteration 5Q (6043.981939 sec): 3 clusters Score: Raw -230327.795778 + Penalty 1510.863163 = -228816.932615 nChanged 102 SP:Iteration 6Q (6043.992711 sec): 3 clusters Score: Raw -230384.796080 + Penalty 1510.863163 = -228873.932918 nChanged 84 SP:Iteration 7Q (6044.003426 sec): 3 clusters Score: Raw -230419.725294 + Penalty 1510.863163 = -228908.862132 nChanged 50 SP:Iteration 8Q (6044.014080 sec): 3 clusters Score: Raw -230439.808542 + Penalty 1510.863163 = -228928.945379 nChanged 44 SP:Iteration 9Q (6044.024672 sec): 3 clusters Score: Raw -230457.817992 + Penalty 1510.863163 = -228946.954829 nChanged 43 SP:Iteration 10Q (6044.035303 sec): 3 clusters Score: Raw -230470.888270 + Penalty 1510.863163 = -228960.025108 nChanged 26 SP:Iteration 11Q (6044.045911 sec): 3 clusters Score: Raw -230481.025499 + Penalty 1510.863163 = -228970.162336 nChanged 29 SP:Iteration 12Q (6044.056584 sec): 3 clusters Score: Raw -230493.584984 + Penalty 1510.863163 = -228982.721822 nChanged 30 SP:Iteration 13Q (6044.067093 sec): 3 clusters Score: Raw -230503.944063 + Penalty 1510.863163 = -228993.080900 nChanged 27 SP:Iteration 14Q (6044.077678 sec): 3 clusters Score: Raw -230513.895151 + Penalty 1510.863163 = -229003.031989 nChanged 30 SP:Iteration 15Q (6044.088256 sec): 3 clusters Score: Raw -230524.648514 + Penalty 1510.863163 = -229013.785352 nChanged 29 SP:Iteration 16Q (6044.098728 sec): 3 clusters Score: Raw -230537.137892 + Penalty 1510.863163 = -229026.274729 nChanged 28 SP:Iteration 17Q (6044.109186 sec): 3 clusters Score: Raw -230547.024380 + Penalty 1510.863163 = -229036.161217 nChanged 25 SP:Iteration 18Q (6044.119760 sec): 3 clusters Score: Raw -230557.424137 + Penalty 1510.863163 = -229046.560974 nChanged 25 SP:Iteration 19Q (6044.130302 sec): 3 clusters Score: Raw -230564.886922 + Penalty 1510.863163 = -229054.023759 nChanged 19 SP:Iteration 20F (6044.141045 sec): 3 clusters Score: Raw -230570.388314 + Penalty 1510.863163 = -229059.525151 nChanged 18 SP:Iteration 21Q (6044.151470 sec): 3 clusters Score: Raw -230575.149282 + Penalty 1510.863163 = -229064.286120 nChanged 14 SP:Iteration 22Q (6044.161908 sec): 3 clusters Score: Raw -230580.051217 + Penalty 1510.863163 = -229069.188054 nChanged 17 SP:Iteration 23Q (6044.172441 sec): 3 clusters Score: Raw -230585.820063 + Penalty 1510.863163 = -229074.956901 nChanged 12 SP:Iteration 24Q (6044.182947 sec): 3 clusters Score: Raw -230587.664320 + Penalty 1510.863163 = -229076.801158 nChanged 5 SP:Iteration 25Q (6044.193370 sec): 3 clusters Score: Raw -230588.410341 + Penalty 1510.863163 = -229077.547179 nChanged 2 SP:Iteration 26Q (6044.203864 sec): 3 clusters Score: Raw -230588.637357 + Penalty 1510.863163 = -229077.774195 nChanged 2 SP:Iteration 27Q (6044.214372 sec): 3 clusters Score: Raw -230588.965950 + Penalty 1510.863163 = -229078.102788 nChanged 1 SP:Iteration 28Q (6044.224799 sec): 3 clusters Score: Raw -230589.070977 + Penalty 1510.863163 = -229078.207814 nChanged 0 SP:Iteration 29F (6044.238502 sec): 3 clusters Score: Raw -230589.070977 + Penalty 1510.863163 = -229078.207814 nChanged 0 Trying to split cluster 19 (6251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6044.257073 sec): 2 clusters Score: Raw -450470.514885 + Penalty 830.347189 = -449640.167696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6044.278709 sec): 3 clusters Score: Raw -447007.694743 + Penalty 1660.694379 = -445347.000365 nChanged 2721 SP:Iteration 1F (6044.299850 sec): 3 clusters Score: Raw -448661.508538 + Penalty 1660.694379 = -447000.814159 nChanged 513 SP:Iteration 2F (6044.320932 sec): 3 clusters Score: Raw -448995.111960 + Penalty 1660.694379 = -447334.417581 nChanged 442 SP:Iteration 3F (6044.341795 sec): 3 clusters Score: Raw -449267.134535 + Penalty 1660.694379 = -447606.440156 nChanged 383 SP:Iteration 4F (6044.362780 sec): 3 clusters Score: Raw -449499.166775 + Penalty 1660.694379 = -447838.472397 nChanged 343 SP:Iteration 5F (6044.383925 sec): 3 clusters Score: Raw -449715.424995 + Penalty 1660.694379 = -448054.730616 nChanged 311 SP:Iteration 6Q (6044.405251 sec): 3 clusters Score: Raw -449906.076569 + Penalty 1660.694379 = -448245.382190 nChanged 261 SP:Iteration 7Q (6044.426339 sec): 3 clusters Score: Raw -450064.258827 + Penalty 1660.694379 = -448403.564448 nChanged 254 SP:Iteration 8Q (6044.447466 sec): 3 clusters Score: Raw -450225.732643 + Penalty 1660.694379 = -448565.038265 nChanged 234 SP:Iteration 9Q (6044.468433 sec): 3 clusters Score: Raw -450369.596052 + Penalty 1660.694379 = -448708.901673 nChanged 189 SP:Iteration 10Q (6044.489687 sec): 3 clusters Score: Raw -450489.548127 + Penalty 1660.694379 = -448828.853748 nChanged 157 SP:Iteration 11Q (6044.511055 sec): 3 clusters Score: Raw -450585.628959 + Penalty 1660.694379 = -448924.934581 nChanged 136 SP:Iteration 12Q (6044.532110 sec): 3 clusters Score: Raw -450671.201175 + Penalty 1660.694379 = -449010.506796 nChanged 99 SP:Iteration 13Q (6044.553313 sec): 3 clusters Score: Raw -450735.470305 + Penalty 1660.694379 = -449074.775927 nChanged 90 SP:Iteration 14Q (6044.574217 sec): 3 clusters Score: Raw -450789.492538 + Penalty 1660.694379 = -449128.798159 nChanged 64 SP:Iteration 15Q (6044.595406 sec): 3 clusters Score: Raw -450822.616434 + Penalty 1660.694379 = -449161.922055 nChanged 45 SP:Iteration 16Q (6044.616149 sec): 3 clusters Score: Raw -450843.110412 + Penalty 1660.694379 = -449182.416033 nChanged 32 SP:Iteration 17Q (6044.636921 sec): 3 clusters Score: Raw -450857.172437 + Penalty 1660.694379 = -449196.478058 nChanged 25 SP:Iteration 18Q (6044.657668 sec): 3 clusters Score: Raw -450866.931606 + Penalty 1660.694379 = -449206.237227 nChanged 19 SP:Iteration 19Q (6044.678180 sec): 3 clusters Score: Raw -450875.729281 + Penalty 1660.694379 = -449215.034903 nChanged 22 SP:Iteration 20F (6044.699212 sec): 3 clusters Score: Raw -450884.763437 + Penalty 1660.694379 = -449224.069059 nChanged 19 SP:Iteration 21Q (6044.719615 sec): 3 clusters Score: Raw -450895.981788 + Penalty 1660.694379 = -449235.287409 nChanged 16 SP:Iteration 22Q (6044.739929 sec): 3 clusters Score: Raw -450905.173900 + Penalty 1660.694379 = -449244.479521 nChanged 9 SP:Iteration 23Q (6044.760000 sec): 3 clusters Score: Raw -450910.148737 + Penalty 1660.694379 = -449249.454358 nChanged 6 SP:Iteration 24Q (6044.780396 sec): 3 clusters Score: Raw -450912.318111 + Penalty 1660.694379 = -449251.623732 nChanged 3 SP:Iteration 25Q (6044.800737 sec): 3 clusters Score: Raw -450913.014019 + Penalty 1660.694379 = -449252.319640 nChanged 4 SP:Iteration 26Q (6044.821008 sec): 3 clusters Score: Raw -450914.038930 + Penalty 1660.694379 = -449253.344551 nChanged 2 SP:Iteration 27Q (6044.841092 sec): 3 clusters Score: Raw -450914.621147 + Penalty 1660.694379 = -449253.926768 nChanged 0 SP:Iteration 28F (6044.862108 sec): 3 clusters Score: Raw -450914.621147 + Penalty 1660.694379 = -449253.926768 nChanged 0 Trying to split cluster 20 (1846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6044.876829 sec): 2 clusters Score: Raw -158221.508065 + Penalty 714.473759 = -157507.034306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6044.884492 sec): 3 clusters Score: Raw -157278.948466 + Penalty 1428.947519 = -155850.000947 nChanged 733 SP:Iteration 1F (6044.891588 sec): 3 clusters Score: Raw -157767.652415 + Penalty 1428.947519 = -156338.704896 nChanged 188 SP:Iteration 2F (6044.898633 sec): 3 clusters Score: Raw -157946.629469 + Penalty 1428.947519 = -156517.681950 nChanged 129 SP:Iteration 3F (6044.905690 sec): 3 clusters Score: Raw -158052.791864 + Penalty 1428.947519 = -156623.844346 nChanged 84 SP:Iteration 4Q (6044.912682 sec): 3 clusters Score: Raw -158123.475953 + Penalty 1428.947519 = -156694.528434 nChanged 77 SP:Iteration 5Q (6044.919763 sec): 3 clusters Score: Raw -158183.428699 + Penalty 1428.947519 = -156754.481180 nChanged 60 SP:Iteration 6Q (6044.926816 sec): 3 clusters Score: Raw -158224.151773 + Penalty 1428.947519 = -156795.204254 nChanged 56 SP:Iteration 7Q (6044.933818 sec): 3 clusters Score: Raw -158264.168895 + Penalty 1428.947519 = -156835.221376 nChanged 46 SP:Iteration 8Q (6044.940833 sec): 3 clusters Score: Raw -158300.490569 + Penalty 1428.947519 = -156871.543050 nChanged 37 SP:Iteration 9Q (6044.947773 sec): 3 clusters Score: Raw -158323.216181 + Penalty 1428.947519 = -156894.268662 nChanged 32 SP:Iteration 10Q (6044.954777 sec): 3 clusters Score: Raw -158342.604812 + Penalty 1428.947519 = -156913.657293 nChanged 33 SP:Iteration 11Q (6044.961739 sec): 3 clusters Score: Raw -158362.891123 + Penalty 1428.947519 = -156933.943604 nChanged 38 SP:Iteration 12Q (6044.968629 sec): 3 clusters Score: Raw -158387.861516 + Penalty 1428.947519 = -156958.913997 nChanged 44 SP:Iteration 13Q (6044.975576 sec): 3 clusters Score: Raw -158417.003457 + Penalty 1428.947519 = -156988.055938 nChanged 32 SP:Iteration 14Q (6044.982541 sec): 3 clusters Score: Raw -158441.572211 + Penalty 1428.947519 = -157012.624692 nChanged 34 SP:Iteration 15Q (6044.989470 sec): 3 clusters Score: Raw -158468.928652 + Penalty 1428.947519 = -157039.981133 nChanged 38 SP:Iteration 16Q (6044.996360 sec): 3 clusters Score: Raw -158497.562587 + Penalty 1428.947519 = -157068.615068 nChanged 28 SP:Iteration 17Q (6045.003268 sec): 3 clusters Score: Raw -158515.976875 + Penalty 1428.947519 = -157087.029356 nChanged 23 SP:Iteration 18Q (6045.010140 sec): 3 clusters Score: Raw -158528.071595 + Penalty 1428.947519 = -157099.124077 nChanged 17 SP:Iteration 19Q (6045.017032 sec): 3 clusters Score: Raw -158537.863977 + Penalty 1428.947519 = -157108.916458 nChanged 12 SP:Iteration 20F (6045.023940 sec): 3 clusters Score: Raw -158544.262594 + Penalty 1428.947519 = -157115.315075 nChanged 8 SP:Iteration 21Q (6045.030809 sec): 3 clusters Score: Raw -158550.295770 + Penalty 1428.947519 = -157121.348252 nChanged 9 SP:Iteration 22Q (6045.037584 sec): 3 clusters Score: Raw -158555.507255 + Penalty 1428.947519 = -157126.559736 nChanged 6 SP:Iteration 23Q (6045.044429 sec): 3 clusters Score: Raw -158556.953057 + Penalty 1428.947519 = -157128.005538 nChanged 1 SP:Iteration 24Q (6045.051306 sec): 3 clusters Score: Raw -158557.159688 + Penalty 1428.947519 = -157128.212169 nChanged 1 SP:Iteration 25Q (6045.058121 sec): 3 clusters Score: Raw -158557.633924 + Penalty 1428.947519 = -157128.686405 nChanged 0 SP:Iteration 26F (6045.065009 sec): 3 clusters Score: Raw -158557.633924 + Penalty 1428.947519 = -157128.686405 nChanged 0 Trying to split cluster 21 (23281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6045.101383 sec): 2 clusters Score: Raw -2064302.090864 + Penalty 955.262321 = -2063346.828543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6045.143493 sec): 3 clusters Score: Raw -2049717.354140 + Penalty 1910.524643 = -2047806.829498 nChanged 10887 SP:Iteration 1F (6045.180752 sec): 3 clusters Score: Raw -2055946.596700 + Penalty 1910.524643 = -2054036.072058 nChanged 1104 SP:Iteration 2Q (6045.219856 sec): 3 clusters Score: Raw -2056339.714413 + Penalty 1910.524643 = -2054429.189770 nChanged 1132 SP:Iteration 3Q (6045.258570 sec): 3 clusters Score: Raw -2056797.029725 + Penalty 1910.524643 = -2054886.505082 nChanged 1180 SP:Iteration 4F (6045.296123 sec): 3 clusters Score: Raw -2057371.526263 + Penalty 1910.524643 = -2055461.001620 nChanged 1286 SP:Iteration 5F (6045.334139 sec): 3 clusters Score: Raw -2058128.010069 + Penalty 1910.524643 = -2056217.485426 nChanged 1450 SP:Iteration 6F (6045.372402 sec): 3 clusters Score: Raw -2059072.441009 + Penalty 1910.524643 = -2057161.916366 nChanged 1365 SP:Iteration 7F (6045.410041 sec): 3 clusters Score: Raw -2060071.044273 + Penalty 1910.524643 = -2058160.519630 nChanged 1239 SP:Iteration 8F (6045.467672 sec): 3 clusters Score: Raw -2061044.603830 + Penalty 1910.524643 = -2059134.079187 nChanged 984 SP:Iteration 9Q (6045.508395 sec): 3 clusters Score: Raw -2061849.329560 + Penalty 1910.524643 = -2059938.804917 nChanged 760 SP:Iteration 10Q (6045.545589 sec): 3 clusters Score: Raw -2062379.433014 + Penalty 1910.524643 = -2060468.908371 nChanged 581 SP:Iteration 11Q (6045.582002 sec): 3 clusters Score: Raw -2062716.756430 + Penalty 1910.524643 = -2060806.231788 nChanged 445 SP:Iteration 12Q (6045.618051 sec): 3 clusters Score: Raw -2062945.687888 + Penalty 1910.524643 = -2061035.163245 nChanged 333 SP:Iteration 13Q (6045.653567 sec): 3 clusters Score: Raw -2063125.370504 + Penalty 1910.524643 = -2061214.845862 nChanged 298 SP:Iteration 14Q (6045.689351 sec): 3 clusters Score: Raw -2063281.073335 + Penalty 1910.524643 = -2061370.548693 nChanged 276 SP:Iteration 15Q (6045.724563 sec): 3 clusters Score: Raw -2063416.804749 + Penalty 1910.524643 = -2061506.280106 nChanged 242 SP:Iteration 16Q (6045.759735 sec): 3 clusters Score: Raw -2063521.478054 + Penalty 1910.524643 = -2061610.953411 nChanged 231 SP:Iteration 17Q (6045.794528 sec): 3 clusters Score: Raw -2063626.895253 + Penalty 1910.524643 = -2061716.370610 nChanged 201 SP:Iteration 18Q (6045.829276 sec): 3 clusters Score: Raw -2063717.910363 + Penalty 1910.524643 = -2061807.385721 nChanged 181 SP:Iteration 19Q (6045.863861 sec): 3 clusters Score: Raw -2063809.688128 + Penalty 1910.524643 = -2061899.163485 nChanged 157 SP:Iteration 20F (6045.901489 sec): 3 clusters Score: Raw -2063886.830074 + Penalty 1910.524643 = -2061976.305432 nChanged 163 SP:Iteration 21Q (6045.935765 sec): 3 clusters Score: Raw -2063953.361893 + Penalty 1910.524643 = -2062042.837251 nChanged 145 SP:Iteration 22Q (6045.970028 sec): 3 clusters Score: Raw -2064009.017671 + Penalty 1910.524643 = -2062098.493029 nChanged 127 SP:Iteration 23Q (6046.027659 sec): 3 clusters Score: Raw -2064063.073710 + Penalty 1910.524643 = -2062152.549067 nChanged 129 SP:Iteration 24Q (6046.060951 sec): 3 clusters Score: Raw -2064114.668881 + Penalty 1910.524643 = -2062204.144238 nChanged 109 SP:Iteration 25Q (6046.094604 sec): 3 clusters Score: Raw -2064158.774470 + Penalty 1910.524643 = -2062248.249827 nChanged 89 SP:Iteration 26Q (6046.128277 sec): 3 clusters Score: Raw -2064181.103816 + Penalty 1910.524643 = -2062270.579173 nChanged 59 SP:Iteration 27Q (6046.161716 sec): 3 clusters Score: Raw -2064194.138329 + Penalty 1910.524643 = -2062283.613686 nChanged 58 SP:Iteration 28Q (6046.195177 sec): 3 clusters Score: Raw -2064206.147658 + Penalty 1910.524643 = -2062295.623015 nChanged 47 SP:Iteration 29Q (6046.228650 sec): 3 clusters Score: Raw -2064213.993968 + Penalty 1910.524643 = -2062303.469326 nChanged 36 SP:Iteration 30Q (6046.261907 sec): 3 clusters Score: Raw -2064220.112067 + Penalty 1910.524643 = -2062309.587424 nChanged 34 SP:Iteration 31Q (6046.295374 sec): 3 clusters Score: Raw -2064227.012450 + Penalty 1910.524643 = -2062316.487808 nChanged 40 SP:Iteration 32Q (6046.328343 sec): 3 clusters Score: Raw -2064235.589889 + Penalty 1910.524643 = -2062325.065246 nChanged 41 SP:Iteration 33Q (6046.361701 sec): 3 clusters Score: Raw -2064243.555947 + Penalty 1910.524643 = -2062333.031305 nChanged 36 SP:Iteration 34Q (6046.395080 sec): 3 clusters Score: Raw -2064251.436628 + Penalty 1910.524643 = -2062340.911985 nChanged 37 SP:Iteration 35Q (6046.428293 sec): 3 clusters Score: Raw -2064261.347216 + Penalty 1910.524643 = -2062350.822574 nChanged 43 SP:Iteration 36Q (6046.461922 sec): 3 clusters Score: Raw -2064269.186141 + Penalty 1910.524643 = -2062358.661498 nChanged 30 SP:Iteration 37Q (6046.495640 sec): 3 clusters Score: Raw -2064275.896862 + Penalty 1910.524643 = -2062365.372220 nChanged 25 SP:Iteration 38Q (6046.528715 sec): 3 clusters Score: Raw -2064282.689388 + Penalty 1910.524643 = -2062372.164745 nChanged 26 SP:Iteration 39Q (6046.561981 sec): 3 clusters Score: Raw -2064286.798573 + Penalty 1910.524643 = -2062376.273930 nChanged 26 SP:Iteration 40F (6046.599561 sec): 3 clusters Score: Raw -2064290.780974 + Penalty 1910.524643 = -2062380.256331 nChanged 24 SP:Iteration 41Q (6046.633257 sec): 3 clusters Score: Raw -2064295.265515 + Penalty 1910.524643 = -2062384.740872 nChanged 27 SP:Iteration 42Q (6046.666777 sec): 3 clusters Score: Raw -2064299.607755 + Penalty 1910.524643 = -2062389.083113 nChanged 22 SP:Iteration 43Q (6046.700393 sec): 3 clusters Score: Raw -2064303.907292 + Penalty 1910.524643 = -2062393.382649 nChanged 26 SP:Iteration 44Q (6046.733708 sec): 3 clusters Score: Raw -2064309.158533 + Penalty 1910.524643 = -2062398.633891 nChanged 21 SP:Iteration 45Q (6046.767030 sec): 3 clusters Score: Raw -2064313.030893 + Penalty 1910.524643 = -2062402.506250 nChanged 23 SP:Iteration 46Q (6046.800329 sec): 3 clusters Score: Raw -2064318.114901 + Penalty 1910.524643 = -2062407.590258 nChanged 20 SP:Iteration 47Q (6046.833958 sec): 3 clusters Score: Raw -2064321.404443 + Penalty 1910.524643 = -2062410.879801 nChanged 18 SP:Iteration 48Q (6046.867436 sec): 3 clusters Score: Raw -2064324.004055 + Penalty 1910.524643 = -2062413.479412 nChanged 12 SP:Iteration 49Q (6046.900767 sec): 3 clusters Score: Raw -2064325.248435 + Penalty 1910.524643 = -2062414.723793 nChanged 13 SP:Iteration 50Q (6046.933881 sec): 3 clusters Score: Raw -2064326.836410 + Penalty 1910.524643 = -2062416.311767 nChanged 13 SP:Iteration 51Q (6046.967287 sec): 3 clusters Score: Raw -2064329.183074 + Penalty 1910.524643 = -2062418.658431 nChanged 10 SP:Iteration 52Q (6047.000633 sec): 3 clusters Score: Raw -2064330.326593 + Penalty 1910.524643 = -2062419.801950 nChanged 11 SP:Iteration 53Q (6047.033815 sec): 3 clusters Score: Raw -2064331.847859 + Penalty 1910.524643 = -2062421.323216 nChanged 8 SP:Iteration 54Q (6047.066792 sec): 3 clusters Score: Raw -2064332.821033 + Penalty 1910.524643 = -2062422.296390 nChanged 10 SP:Iteration 55Q (6047.099768 sec): 3 clusters Score: Raw -2064333.830143 + Penalty 1910.524643 = -2062423.305500 nChanged 8 SP:Iteration 56Q (6047.133097 sec): 3 clusters Score: Raw -2064335.080415 + Penalty 1910.524643 = -2062424.555772 nChanged 14 SP:Iteration 57Q (6047.166223 sec): 3 clusters Score: Raw -2064338.099714 + Penalty 1910.524643 = -2062427.575071 nChanged 12 SP:Iteration 58Q (6047.199177 sec): 3 clusters Score: Raw -2064339.636190 + Penalty 1910.524643 = -2062429.111547 nChanged 15 SP:Iteration 59Q (6047.232055 sec): 3 clusters Score: Raw -2064342.248874 + Penalty 1910.524643 = -2062431.724231 nChanged 11 SP:Iteration 60F (6047.269550 sec): 3 clusters Score: Raw -2064344.458725 + Penalty 1910.524643 = -2062433.934082 nChanged 15 SP:Iteration 61Q (6047.302731 sec): 3 clusters Score: Raw -2064347.182654 + Penalty 1910.524643 = -2062436.658011 nChanged 11 SP:Iteration 62Q (6047.335429 sec): 3 clusters Score: Raw -2064348.519141 + Penalty 1910.524643 = -2062437.994498 nChanged 8 SP:Iteration 63Q (6047.368265 sec): 3 clusters Score: Raw -2064349.359053 + Penalty 1910.524643 = -2062438.834410 nChanged 8 SP:Iteration 64Q (6047.401035 sec): 3 clusters Score: Raw -2064350.741565 + Penalty 1910.524643 = -2062440.216923 nChanged 7 SP:Iteration 65Q (6047.434146 sec): 3 clusters Score: Raw -2064351.928804 + Penalty 1910.524643 = -2062441.404161 nChanged 8 SP:Iteration 66Q (6047.467010 sec): 3 clusters Score: Raw -2064353.391834 + Penalty 1910.524643 = -2062442.867192 nChanged 9 SP:Iteration 67Q (6047.512762 sec): 3 clusters Score: Raw -2064354.642110 + Penalty 1910.524643 = -2062444.117467 nChanged 9 SP:Iteration 68Q (6047.552747 sec): 3 clusters Score: Raw -2064356.442173 + Penalty 1910.524643 = -2062445.917530 nChanged 11 SP:Iteration 69Q (6047.588436 sec): 3 clusters Score: Raw -2064358.871565 + Penalty 1910.524643 = -2062448.346922 nChanged 8 SP:Iteration 70Q (6047.621115 sec): 3 clusters Score: Raw -2064360.488221 + Penalty 1910.524643 = -2062449.963578 nChanged 12 SP:Iteration 71Q (6047.654339 sec): 3 clusters Score: Raw -2064362.534555 + Penalty 1910.524643 = -2062452.009912 nChanged 9 SP:Iteration 72Q (6047.687347 sec): 3 clusters Score: Raw -2064364.153036 + Penalty 1910.524643 = -2062453.628394 nChanged 10 SP:Iteration 73Q (6047.720105 sec): 3 clusters Score: Raw -2064365.610221 + Penalty 1910.524643 = -2062455.085579 nChanged 11 SP:Iteration 74Q (6047.753018 sec): 3 clusters Score: Raw -2064367.723863 + Penalty 1910.524643 = -2062457.199221 nChanged 11 SP:Iteration 75Q (6047.785877 sec): 3 clusters Score: Raw -2064370.209651 + Penalty 1910.524643 = -2062459.685009 nChanged 9 SP:Iteration 76Q (6047.818771 sec): 3 clusters Score: Raw -2064372.744239 + Penalty 1910.524643 = -2062462.219597 nChanged 14 SP:Iteration 77Q (6047.851503 sec): 3 clusters Score: Raw -2064375.034194 + Penalty 1910.524643 = -2062464.509551 nChanged 8 SP:Iteration 78Q (6047.884172 sec): 3 clusters Score: Raw -2064376.551093 + Penalty 1910.524643 = -2062466.026451 nChanged 9 SP:Iteration 79Q (6047.916792 sec): 3 clusters Score: Raw -2064378.436899 + Penalty 1910.524643 = -2062467.912257 nChanged 9 SP:Iteration 80F (6047.954226 sec): 3 clusters Score: Raw -2064380.196657 + Penalty 1910.524643 = -2062469.672014 nChanged 7 SP:Iteration 81Q (6047.987362 sec): 3 clusters Score: Raw -2064381.191792 + Penalty 1910.524643 = -2062470.667150 nChanged 4 SP:Iteration 82Q (6048.020251 sec): 3 clusters Score: Raw -2064381.706757 + Penalty 1910.524643 = -2062471.182115 nChanged 5 SP:Iteration 83Q (6048.052979 sec): 3 clusters Score: Raw -2064382.416774 + Penalty 1910.524643 = -2062471.892131 nChanged 2 SP:Iteration 84Q (6048.085819 sec): 3 clusters Score: Raw -2064382.641809 + Penalty 1910.524643 = -2062472.117166 nChanged 2 SP:Iteration 85Q (6048.118577 sec): 3 clusters Score: Raw -2064382.890250 + Penalty 1910.524643 = -2062472.365608 nChanged 3 SP:Iteration 86Q (6048.151208 sec): 3 clusters Score: Raw -2064383.280474 + Penalty 1910.524643 = -2062472.755832 nChanged 4 SP:Iteration 87Q (6048.183909 sec): 3 clusters Score: Raw -2064383.863027 + Penalty 1910.524643 = -2062473.338384 nChanged 4 SP:Iteration 88Q (6048.216737 sec): 3 clusters Score: Raw -2064384.541790 + Penalty 1910.524643 = -2062474.017148 nChanged 4 SP:Iteration 89Q (6048.249561 sec): 3 clusters Score: Raw -2064385.382761 + Penalty 1910.524643 = -2062474.858119 nChanged 2 SP:Iteration 90Q (6048.282443 sec): 3 clusters Score: Raw -2064385.618640 + Penalty 1910.524643 = -2062475.093997 nChanged 0 SP:Iteration 91F (6048.319924 sec): 3 clusters Score: Raw -2064385.618640 + Penalty 1910.524643 = -2062475.093997 nChanged 0 Trying to split cluster 22 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6048.333628 sec): 2 clusters Score: Raw -153313.182895 + Penalty 708.033321 = -152605.149574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6048.340867 sec): 3 clusters Score: Raw -152489.126474 + Penalty 1416.066643 = -151073.059831 nChanged 635 SP:Iteration 1F (6048.347548 sec): 3 clusters Score: Raw -152853.822894 + Penalty 1416.066643 = -151437.756251 nChanged 121 SP:Iteration 2F (6048.354150 sec): 3 clusters Score: Raw -152920.208162 + Penalty 1416.066643 = -151504.141519 nChanged 83 SP:Iteration 3Q (6048.360883 sec): 3 clusters Score: Raw -152970.805538 + Penalty 1416.066643 = -151554.738895 nChanged 55 SP:Iteration 4Q (6048.367515 sec): 3 clusters Score: Raw -152999.881838 + Penalty 1416.066643 = -151583.815196 nChanged 39 SP:Iteration 5Q (6048.374132 sec): 3 clusters Score: Raw -153014.409393 + Penalty 1416.066643 = -151598.342750 nChanged 25 SP:Iteration 6Q (6048.380827 sec): 3 clusters Score: Raw -153024.484453 + Penalty 1416.066643 = -151608.417811 nChanged 28 SP:Iteration 7Q (6048.387508 sec): 3 clusters Score: Raw -153038.052287 + Penalty 1416.066643 = -151621.985644 nChanged 23 SP:Iteration 8Q (6048.394123 sec): 3 clusters Score: Raw -153047.848130 + Penalty 1416.066643 = -151631.781487 nChanged 20 SP:Iteration 9Q (6048.400783 sec): 3 clusters Score: Raw -153057.803289 + Penalty 1416.066643 = -151641.736646 nChanged 19 SP:Iteration 10Q (6048.407371 sec): 3 clusters Score: Raw -153064.749650 + Penalty 1416.066643 = -151648.683008 nChanged 13 SP:Iteration 11Q (6048.413955 sec): 3 clusters Score: Raw -153070.661562 + Penalty 1416.066643 = -151654.594919 nChanged 11 SP:Iteration 12Q (6048.420534 sec): 3 clusters Score: Raw -153075.998038 + Penalty 1416.066643 = -151659.931395 nChanged 13 SP:Iteration 13Q (6048.427182 sec): 3 clusters Score: Raw -153084.544918 + Penalty 1416.066643 = -151668.478276 nChanged 16 SP:Iteration 14Q (6048.433850 sec): 3 clusters Score: Raw -153092.221456 + Penalty 1416.066643 = -151676.154813 nChanged 17 SP:Iteration 15Q (6048.440416 sec): 3 clusters Score: Raw -153099.965658 + Penalty 1416.066643 = -151683.899015 nChanged 16 SP:Iteration 16Q (6048.447003 sec): 3 clusters Score: Raw -153106.679898 + Penalty 1416.066643 = -151690.613255 nChanged 16 SP:Iteration 17Q (6048.453675 sec): 3 clusters Score: Raw -153112.915492 + Penalty 1416.066643 = -151696.848849 nChanged 17 SP:Iteration 18Q (6048.460281 sec): 3 clusters Score: Raw -153120.945300 + Penalty 1416.066643 = -151704.878657 nChanged 13 SP:Iteration 19Q (6048.466923 sec): 3 clusters Score: Raw -153126.070603 + Penalty 1416.066643 = -151710.003960 nChanged 13 SP:Iteration 20F (6048.473524 sec): 3 clusters Score: Raw -153130.953091 + Penalty 1416.066643 = -151714.886449 nChanged 11 SP:Iteration 21Q (6048.480082 sec): 3 clusters Score: Raw -153135.248991 + Penalty 1416.066643 = -151719.182348 nChanged 9 SP:Iteration 22Q (6048.486738 sec): 3 clusters Score: Raw -153138.384803 + Penalty 1416.066643 = -151722.318161 nChanged 6 SP:Iteration 23Q (6048.493328 sec): 3 clusters Score: Raw -153140.519876 + Penalty 1416.066643 = -151724.453233 nChanged 8 SP:Iteration 24Q (6048.499911 sec): 3 clusters Score: Raw -153144.298210 + Penalty 1416.066643 = -151728.231567 nChanged 13 SP:Iteration 25Q (6048.506544 sec): 3 clusters Score: Raw -153149.852407 + Penalty 1416.066643 = -151733.785765 nChanged 13 SP:Iteration 26Q (6048.513168 sec): 3 clusters Score: Raw -153154.075182 + Penalty 1416.066643 = -151738.008540 nChanged 10 SP:Iteration 27Q (6048.519817 sec): 3 clusters Score: Raw -153156.928485 + Penalty 1416.066643 = -151740.861843 nChanged 8 SP:Iteration 28Q (6048.526448 sec): 3 clusters Score: Raw -153159.805251 + Penalty 1416.066643 = -151743.738608 nChanged 10 SP:Iteration 29Q (6048.533079 sec): 3 clusters Score: Raw -153163.030796 + Penalty 1416.066643 = -151746.964154 nChanged 6 SP:Iteration 30Q (6048.539672 sec): 3 clusters Score: Raw -153165.304905 + Penalty 1416.066643 = -151749.238262 nChanged 7 SP:Iteration 31Q (6048.546300 sec): 3 clusters Score: Raw -153167.065413 + Penalty 1416.066643 = -151750.998771 nChanged 9 SP:Iteration 32Q (6048.552936 sec): 3 clusters Score: Raw -153170.288061 + Penalty 1416.066643 = -151754.221418 nChanged 4 SP:Iteration 33Q (6048.559547 sec): 3 clusters Score: Raw -153171.391253 + Penalty 1416.066643 = -151755.324611 nChanged 5 SP:Iteration 34Q (6048.566149 sec): 3 clusters Score: Raw -153172.938469 + Penalty 1416.066643 = -151756.871827 nChanged 5 SP:Iteration 35Q (6048.572701 sec): 3 clusters Score: Raw -153175.790716 + Penalty 1416.066643 = -151759.724073 nChanged 5 SP:Iteration 36Q (6048.579325 sec): 3 clusters Score: Raw -153177.063957 + Penalty 1416.066643 = -151760.997315 nChanged 4 SP:Iteration 37Q (6048.585981 sec): 3 clusters Score: Raw -153177.940881 + Penalty 1416.066643 = -151761.874238 nChanged 2 SP:Iteration 38Q (6048.592596 sec): 3 clusters Score: Raw -153178.593337 + Penalty 1416.066643 = -151762.526694 nChanged 2 SP:Iteration 39Q (6048.599138 sec): 3 clusters Score: Raw -153179.483494 + Penalty 1416.066643 = -151763.416852 nChanged 5 SP:Iteration 40F (6048.605785 sec): 3 clusters Score: Raw -153180.764463 + Penalty 1416.066643 = -151764.697821 nChanged 3 SP:Iteration 41Q (6048.612404 sec): 3 clusters Score: Raw -153181.780885 + Penalty 1416.066643 = -151765.714243 nChanged 4 SP:Iteration 42Q (6048.619039 sec): 3 clusters Score: Raw -153183.358827 + Penalty 1416.066643 = -151767.292185 nChanged 7 SP:Iteration 43Q (6048.625640 sec): 3 clusters Score: Raw -153186.869238 + Penalty 1416.066643 = -151770.802596 nChanged 9 SP:Iteration 44Q (6048.632239 sec): 3 clusters Score: Raw -153192.055431 + Penalty 1416.066643 = -151775.988789 nChanged 12 SP:Iteration 45Q (6048.638844 sec): 3 clusters Score: Raw -153197.693935 + Penalty 1416.066643 = -151781.627292 nChanged 14 SP:Iteration 46Q (6048.645399 sec): 3 clusters Score: Raw -153204.495662 + Penalty 1416.066643 = -151788.429020 nChanged 18 SP:Iteration 47Q (6048.651940 sec): 3 clusters Score: Raw -153211.968256 + Penalty 1416.066643 = -151795.901614 nChanged 20 SP:Iteration 48Q (6048.658528 sec): 3 clusters Score: Raw -153224.425655 + Penalty 1416.066643 = -151808.359012 nChanged 16 SP:Iteration 49Q (6048.665106 sec): 3 clusters Score: Raw -153237.470407 + Penalty 1416.066643 = -151821.403764 nChanged 27 SP:Iteration 50Q (6048.671616 sec): 3 clusters Score: Raw -153253.471888 + Penalty 1416.066643 = -151837.405245 nChanged 23 SP:Iteration 51Q (6048.678209 sec): 3 clusters Score: Raw -153267.851051 + Penalty 1416.066643 = -151851.784408 nChanged 17 SP:Iteration 52Q (6048.684767 sec): 3 clusters Score: Raw -153280.586025 + Penalty 1416.066643 = -151864.519383 nChanged 19 SP:Iteration 53Q (6048.691316 sec): 3 clusters Score: Raw -153294.212039 + Penalty 1416.066643 = -151878.145396 nChanged 18 SP:Iteration 54Q (6048.697839 sec): 3 clusters Score: Raw -153307.748502 + Penalty 1416.066643 = -151891.681860 nChanged 16 SP:Iteration 55Q (6048.704323 sec): 3 clusters Score: Raw -153315.384816 + Penalty 1416.066643 = -151899.318173 nChanged 12 SP:Iteration 56Q (6048.710858 sec): 3 clusters Score: Raw -153322.841346 + Penalty 1416.066643 = -151906.774703 nChanged 13 SP:Iteration 57Q (6048.717380 sec): 3 clusters Score: Raw -153329.457369 + Penalty 1416.066643 = -151913.390727 nChanged 5 SP:Iteration 58Q (6048.723873 sec): 3 clusters Score: Raw -153332.245239 + Penalty 1416.066643 = -151916.178597 nChanged 6 SP:Iteration 59Q (6048.730314 sec): 3 clusters Score: Raw -153336.901137 + Penalty 1416.066643 = -151920.834494 nChanged 11 SP:Iteration 60F (6048.737002 sec): 3 clusters Score: Raw -153342.507771 + Penalty 1416.066643 = -151926.441128 nChanged 7 SP:Iteration 61Q (6048.743505 sec): 3 clusters Score: Raw -153347.301281 + Penalty 1416.066643 = -151931.234639 nChanged 7 SP:Iteration 62Q (6048.749998 sec): 3 clusters Score: Raw -153352.083295 + Penalty 1416.066643 = -151936.016652 nChanged 4 SP:Iteration 63Q (6048.756420 sec): 3 clusters Score: Raw -153353.019620 + Penalty 1416.066643 = -151936.952977 nChanged 1 SP:Iteration 64Q (6048.762901 sec): 3 clusters Score: Raw -153353.367297 + Penalty 1416.066643 = -151937.300654 nChanged 2 SP:Iteration 65Q (6048.769359 sec): 3 clusters Score: Raw -153354.376873 + Penalty 1416.066643 = -151938.310231 nChanged 0 SP:Iteration 66F (6048.776021 sec): 3 clusters Score: Raw -153354.376873 + Penalty 1416.066643 = -151938.310231 nChanged 0 Trying to split cluster 23 (2516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6048.791851 sec): 2 clusters Score: Raw -209041.555324 + Penalty 743.890434 = -208297.664890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6048.802110 sec): 3 clusters Score: Raw -207777.479863 + Penalty 1487.780867 = -206289.698995 nChanged 948 SP:Iteration 1F (6048.811708 sec): 3 clusters Score: Raw -208352.117594 + Penalty 1487.780867 = -206864.336727 nChanged 198 SP:Iteration 2F (6048.821175 sec): 3 clusters Score: Raw -208486.415558 + Penalty 1487.780867 = -206998.634691 nChanged 162 SP:Iteration 3F (6048.830698 sec): 3 clusters Score: Raw -208593.673537 + Penalty 1487.780867 = -207105.892670 nChanged 133 SP:Iteration 4F (6048.840188 sec): 3 clusters Score: Raw -208668.261921 + Penalty 1487.780867 = -207180.481053 nChanged 114 SP:Iteration 5Q (6048.849782 sec): 3 clusters Score: Raw -208728.506679 + Penalty 1487.780867 = -207240.725812 nChanged 75 SP:Iteration 6Q (6048.859351 sec): 3 clusters Score: Raw -208768.653012 + Penalty 1487.780867 = -207280.872144 nChanged 54 SP:Iteration 7Q (6048.868861 sec): 3 clusters Score: Raw -208800.696732 + Penalty 1487.780867 = -207312.915864 nChanged 60 SP:Iteration 8Q (6048.878419 sec): 3 clusters Score: Raw -208837.779749 + Penalty 1487.780867 = -207349.998881 nChanged 57 SP:Iteration 9Q (6048.887865 sec): 3 clusters Score: Raw -208872.281747 + Penalty 1487.780867 = -207384.500880 nChanged 47 SP:Iteration 10Q (6048.897401 sec): 3 clusters Score: Raw -208898.186709 + Penalty 1487.780867 = -207410.405842 nChanged 37 SP:Iteration 11Q (6048.906940 sec): 3 clusters Score: Raw -208921.068524 + Penalty 1487.780867 = -207433.287657 nChanged 39 SP:Iteration 12Q (6048.916351 sec): 3 clusters Score: Raw -208945.002478 + Penalty 1487.780867 = -207457.221610 nChanged 39 SP:Iteration 13Q (6048.925821 sec): 3 clusters Score: Raw -208963.085398 + Penalty 1487.780867 = -207475.304530 nChanged 33 SP:Iteration 14Q (6048.935322 sec): 3 clusters Score: Raw -208979.035181 + Penalty 1487.780867 = -207491.254313 nChanged 27 SP:Iteration 15Q (6048.944751 sec): 3 clusters Score: Raw -208989.851787 + Penalty 1487.780867 = -207502.070920 nChanged 21 SP:Iteration 16Q (6048.954173 sec): 3 clusters Score: Raw -209001.489323 + Penalty 1487.780867 = -207513.708456 nChanged 20 SP:Iteration 17Q (6048.963503 sec): 3 clusters Score: Raw -209006.917279 + Penalty 1487.780867 = -207519.136412 nChanged 12 SP:Iteration 18Q (6048.972900 sec): 3 clusters Score: Raw -209010.545945 + Penalty 1487.780867 = -207522.765078 nChanged 7 SP:Iteration 19Q (6048.982195 sec): 3 clusters Score: Raw -209011.913968 + Penalty 1487.780867 = -207524.133101 nChanged 4 SP:Iteration 20F (6048.991709 sec): 3 clusters Score: Raw -209014.356268 + Penalty 1487.780867 = -207526.575401 nChanged 4 SP:Iteration 21Q (6049.001039 sec): 3 clusters Score: Raw -209015.100507 + Penalty 1487.780867 = -207527.319639 nChanged 1 SP:Iteration 22Q (6049.010445 sec): 3 clusters Score: Raw -209015.822645 + Penalty 1487.780867 = -207528.041778 nChanged 1 SP:Iteration 23Q (6049.019820 sec): 3 clusters Score: Raw -209015.884763 + Penalty 1487.780867 = -207528.103895 nChanged 0 SP:Iteration 24F (6049.029280 sec): 3 clusters Score: Raw -209015.884763 + Penalty 1487.780867 = -207528.103895 nChanged 0 Trying to split cluster 24 (18701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6049.060257 sec): 2 clusters Score: Raw -1708465.883229 + Penalty 934.451566 = -1707531.431663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6049.095533 sec): 3 clusters Score: Raw -1696893.893965 + Penalty 1868.903133 = -1695024.990832 nChanged 8581 SP:Iteration 1F (6049.128324 sec): 3 clusters Score: Raw -1701852.061141 + Penalty 1868.903133 = -1699983.158008 nChanged 994 SP:Iteration 2F (6049.162046 sec): 3 clusters Score: Raw -1702246.966077 + Penalty 1868.903133 = -1700378.062944 nChanged 968 SP:Iteration 3F (6049.195706 sec): 3 clusters Score: Raw -1702672.030229 + Penalty 1868.903133 = -1700803.127096 nChanged 949 SP:Iteration 4F (6049.229181 sec): 3 clusters Score: Raw -1703204.005575 + Penalty 1868.903133 = -1701335.102443 nChanged 1039 SP:Iteration 5F (6049.262864 sec): 3 clusters Score: Raw -1703912.650852 + Penalty 1868.903133 = -1702043.747720 nChanged 1173 SP:Iteration 6F (6049.296537 sec): 3 clusters Score: Raw -1704803.254872 + Penalty 1868.903133 = -1702934.351739 nChanged 1163 SP:Iteration 7F (6049.330127 sec): 3 clusters Score: Raw -1705643.733314 + Penalty 1868.903133 = -1703774.830182 nChanged 994 SP:Iteration 8F (6049.363657 sec): 3 clusters Score: Raw -1706229.746121 + Penalty 1868.903133 = -1704360.842989 nChanged 756 SP:Iteration 9Q (6049.397335 sec): 3 clusters Score: Raw -1706568.125491 + Penalty 1868.903133 = -1704699.222358 nChanged 521 SP:Iteration 10Q (6049.430378 sec): 3 clusters Score: Raw -1706769.407151 + Penalty 1868.903133 = -1704900.504018 nChanged 411 SP:Iteration 11Q (6049.463447 sec): 3 clusters Score: Raw -1706930.567087 + Penalty 1868.903133 = -1705061.663954 nChanged 395 SP:Iteration 12Q (6049.496206 sec): 3 clusters Score: Raw -1707099.130366 + Penalty 1868.903133 = -1705230.227233 nChanged 377 SP:Iteration 13Q (6049.528890 sec): 3 clusters Score: Raw -1707249.899806 + Penalty 1868.903133 = -1705380.996673 nChanged 346 SP:Iteration 14Q (6049.561671 sec): 3 clusters Score: Raw -1707380.982321 + Penalty 1868.903133 = -1705512.079188 nChanged 334 SP:Iteration 15Q (6049.594161 sec): 3 clusters Score: Raw -1707521.897595 + Penalty 1868.903133 = -1705652.994462 nChanged 325 SP:Iteration 16Q (6049.626775 sec): 3 clusters Score: Raw -1707647.540982 + Penalty 1868.903133 = -1705778.637849 nChanged 274 SP:Iteration 17Q (6049.659230 sec): 3 clusters Score: Raw -1707758.444551 + Penalty 1868.903133 = -1705889.541419 nChanged 272 SP:Iteration 18Q (6049.691504 sec): 3 clusters Score: Raw -1707866.478542 + Penalty 1868.903133 = -1705997.575410 nChanged 247 SP:Iteration 19Q (6049.723704 sec): 3 clusters Score: Raw -1707953.832485 + Penalty 1868.903133 = -1706084.929352 nChanged 217 SP:Iteration 20F (6049.757316 sec): 3 clusters Score: Raw -1708036.731282 + Penalty 1868.903133 = -1706167.828150 nChanged 203 SP:Iteration 21Q (6049.789463 sec): 3 clusters Score: Raw -1708113.456468 + Penalty 1868.903133 = -1706244.553335 nChanged 194 SP:Iteration 22Q (6049.821583 sec): 3 clusters Score: Raw -1708189.296956 + Penalty 1868.903133 = -1706320.393823 nChanged 191 SP:Iteration 23Q (6049.853506 sec): 3 clusters Score: Raw -1708258.083698 + Penalty 1868.903133 = -1706389.180565 nChanged 166 SP:Iteration 24Q (6049.885345 sec): 3 clusters Score: Raw -1708305.803986 + Penalty 1868.903133 = -1706436.900853 nChanged 125 SP:Iteration 25Q (6049.917030 sec): 3 clusters Score: Raw -1708340.837278 + Penalty 1868.903133 = -1706471.934146 nChanged 121 SP:Iteration 26Q (6049.948536 sec): 3 clusters Score: Raw -1708375.739275 + Penalty 1868.903133 = -1706506.836142 nChanged 139 SP:Iteration 27Q (6049.980210 sec): 3 clusters Score: Raw -1708414.056085 + Penalty 1868.903133 = -1706545.152953 nChanged 131 SP:Iteration 28Q (6050.011500 sec): 3 clusters Score: Raw -1708444.830858 + Penalty 1868.903133 = -1706575.927725 nChanged 122 SP:Iteration 29Q (6050.042829 sec): 3 clusters Score: Raw -1708472.429110 + Penalty 1868.903133 = -1706603.525978 nChanged 107 SP:Iteration 30Q (6050.074110 sec): 3 clusters Score: Raw -1708495.465058 + Penalty 1868.903133 = -1706626.561926 nChanged 86 SP:Iteration 31Q (6050.105158 sec): 3 clusters Score: Raw -1708513.069000 + Penalty 1868.903133 = -1706644.165867 nChanged 83 SP:Iteration 32Q (6050.136283 sec): 3 clusters Score: Raw -1708529.407040 + Penalty 1868.903133 = -1706660.503907 nChanged 77 SP:Iteration 33Q (6050.167170 sec): 3 clusters Score: Raw -1708540.505360 + Penalty 1868.903133 = -1706671.602227 nChanged 57 SP:Iteration 34Q (6050.198069 sec): 3 clusters Score: Raw -1708548.438587 + Penalty 1868.903133 = -1706679.535454 nChanged 50 SP:Iteration 35Q (6050.229053 sec): 3 clusters Score: Raw -1708555.650151 + Penalty 1868.903133 = -1706686.747018 nChanged 50 SP:Iteration 36Q (6050.259877 sec): 3 clusters Score: Raw -1708562.001069 + Penalty 1868.903133 = -1706693.097936 nChanged 49 SP:Iteration 37Q (6050.290709 sec): 3 clusters Score: Raw -1708569.409209 + Penalty 1868.903133 = -1706700.506077 nChanged 50 SP:Iteration 38Q (6050.321467 sec): 3 clusters Score: Raw -1708576.376993 + Penalty 1868.903133 = -1706707.473860 nChanged 47 SP:Iteration 39Q (6050.352305 sec): 3 clusters Score: Raw -1708583.464801 + Penalty 1868.903133 = -1706714.561669 nChanged 54 SP:Iteration 40F (6050.385804 sec): 3 clusters Score: Raw -1708590.244554 + Penalty 1868.903133 = -1706721.341421 nChanged 43 SP:Iteration 41Q (6050.416787 sec): 3 clusters Score: Raw -1708595.251285 + Penalty 1868.903133 = -1706726.348152 nChanged 40 SP:Iteration 42Q (6050.447607 sec): 3 clusters Score: Raw -1708600.731035 + Penalty 1868.903133 = -1706731.827902 nChanged 36 SP:Iteration 43Q (6050.478326 sec): 3 clusters Score: Raw -1708604.901897 + Penalty 1868.903133 = -1706735.998765 nChanged 36 SP:Iteration 44Q (6050.509084 sec): 3 clusters Score: Raw -1708609.850311 + Penalty 1868.903133 = -1706740.947179 nChanged 38 SP:Iteration 45Q (6050.539681 sec): 3 clusters Score: Raw -1708615.463636 + Penalty 1868.903133 = -1706746.560503 nChanged 47 SP:Iteration 46Q (6050.570238 sec): 3 clusters Score: Raw -1708623.320457 + Penalty 1868.903133 = -1706754.417324 nChanged 60 SP:Iteration 47Q (6050.600887 sec): 3 clusters Score: Raw -1708634.009586 + Penalty 1868.903133 = -1706765.106453 nChanged 49 SP:Iteration 48Q (6050.631469 sec): 3 clusters Score: Raw -1708643.265320 + Penalty 1868.903133 = -1706774.362187 nChanged 57 SP:Iteration 49Q (6050.662178 sec): 3 clusters Score: Raw -1708652.402949 + Penalty 1868.903133 = -1706783.499816 nChanged 46 SP:Iteration 50Q (6050.692600 sec): 3 clusters Score: Raw -1708659.517694 + Penalty 1868.903133 = -1706790.614561 nChanged 36 SP:Iteration 51Q (6050.723161 sec): 3 clusters Score: Raw -1708663.900496 + Penalty 1868.903133 = -1706794.997363 nChanged 25 SP:Iteration 52Q (6050.753526 sec): 3 clusters Score: Raw -1708667.462909 + Penalty 1868.903133 = -1706798.559776 nChanged 26 SP:Iteration 53Q (6050.784003 sec): 3 clusters Score: Raw -1708670.782571 + Penalty 1868.903133 = -1706801.879438 nChanged 26 SP:Iteration 54Q (6050.814296 sec): 3 clusters Score: Raw -1708674.448445 + Penalty 1868.903133 = -1706805.545313 nChanged 23 SP:Iteration 55Q (6050.844551 sec): 3 clusters Score: Raw -1708677.275547 + Penalty 1868.903133 = -1706808.372414 nChanged 22 SP:Iteration 56Q (6050.874961 sec): 3 clusters Score: Raw -1708680.024270 + Penalty 1868.903133 = -1706811.121137 nChanged 19 SP:Iteration 57Q (6050.905336 sec): 3 clusters Score: Raw -1708683.337140 + Penalty 1868.903133 = -1706814.434007 nChanged 21 SP:Iteration 58Q (6050.935692 sec): 3 clusters Score: Raw -1708686.968544 + Penalty 1868.903133 = -1706818.065411 nChanged 28 SP:Iteration 59Q (6050.965908 sec): 3 clusters Score: Raw -1708691.581838 + Penalty 1868.903133 = -1706822.678705 nChanged 27 SP:Iteration 60F (6050.999564 sec): 3 clusters Score: Raw -1708696.563777 + Penalty 1868.903133 = -1706827.660644 nChanged 35 SP:Iteration 61Q (6051.030176 sec): 3 clusters Score: Raw -1708702.224591 + Penalty 1868.903133 = -1706833.321458 nChanged 34 SP:Iteration 62Q (6051.060302 sec): 3 clusters Score: Raw -1708707.449326 + Penalty 1868.903133 = -1706838.546194 nChanged 30 SP:Iteration 63Q (6051.090492 sec): 3 clusters Score: Raw -1708712.384470 + Penalty 1868.903133 = -1706843.481338 nChanged 33 SP:Iteration 64Q (6051.120610 sec): 3 clusters Score: Raw -1708717.057302 + Penalty 1868.903133 = -1706848.154170 nChanged 27 SP:Iteration 65Q (6051.150759 sec): 3 clusters Score: Raw -1708720.239616 + Penalty 1868.903133 = -1706851.336483 nChanged 25 SP:Iteration 66Q (6051.180817 sec): 3 clusters Score: Raw -1708723.056460 + Penalty 1868.903133 = -1706854.153327 nChanged 23 SP:Iteration 67Q (6051.210968 sec): 3 clusters Score: Raw -1708725.923173 + Penalty 1868.903133 = -1706857.020040 nChanged 21 SP:Iteration 68Q (6051.241019 sec): 3 clusters Score: Raw -1708728.369490 + Penalty 1868.903133 = -1706859.466357 nChanged 16 SP:Iteration 69Q (6051.271028 sec): 3 clusters Score: Raw -1708729.718250 + Penalty 1868.903133 = -1706860.815118 nChanged 11 SP:Iteration 70Q (6051.301040 sec): 3 clusters Score: Raw -1708730.590099 + Penalty 1868.903133 = -1706861.686967 nChanged 15 SP:Iteration 71Q (6051.331243 sec): 3 clusters Score: Raw -1708731.619332 + Penalty 1868.903133 = -1706862.716199 nChanged 9 SP:Iteration 72Q (6051.361256 sec): 3 clusters Score: Raw -1708732.522678 + Penalty 1868.903133 = -1706863.619546 nChanged 14 SP:Iteration 73Q (6051.391190 sec): 3 clusters Score: Raw -1708734.112232 + Penalty 1868.903133 = -1706865.209099 nChanged 19 SP:Iteration 74Q (6051.421148 sec): 3 clusters Score: Raw -1708736.791719 + Penalty 1868.903133 = -1706867.888587 nChanged 19 SP:Iteration 75Q (6051.451124 sec): 3 clusters Score: Raw -1708738.964854 + Penalty 1868.903133 = -1706870.061721 nChanged 16 SP:Iteration 76Q (6051.481024 sec): 3 clusters Score: Raw -1708740.960264 + Penalty 1868.903133 = -1706872.057131 nChanged 18 SP:Iteration 77Q (6051.511116 sec): 3 clusters Score: Raw -1708744.081272 + Penalty 1868.903133 = -1706875.178139 nChanged 28 SP:Iteration 78Q (6051.540932 sec): 3 clusters Score: Raw -1708747.953988 + Penalty 1868.903133 = -1706879.050856 nChanged 24 SP:Iteration 79Q (6051.570789 sec): 3 clusters Score: Raw -1708751.669922 + Penalty 1868.903133 = -1706882.766789 nChanged 22 SP:Iteration 80F (6051.604215 sec): 3 clusters Score: Raw -1708754.981317 + Penalty 1868.903133 = -1706886.078184 nChanged 16 SP:Iteration 81Q (6051.634388 sec): 3 clusters Score: Raw -1708757.310020 + Penalty 1868.903133 = -1706888.406887 nChanged 10 SP:Iteration 82Q (6051.664137 sec): 3 clusters Score: Raw -1708758.733126 + Penalty 1868.903133 = -1706889.829994 nChanged 11 SP:Iteration 83Q (6051.694032 sec): 3 clusters Score: Raw -1708759.927963 + Penalty 1868.903133 = -1706891.024831 nChanged 11 SP:Iteration 84Q (6051.723865 sec): 3 clusters Score: Raw -1708761.079905 + Penalty 1868.903133 = -1706892.176773 nChanged 11 SP:Iteration 85Q (6051.753800 sec): 3 clusters Score: Raw -1708762.579136 + Penalty 1868.903133 = -1706893.676003 nChanged 11 SP:Iteration 86Q (6051.783452 sec): 3 clusters Score: Raw -1708764.112288 + Penalty 1868.903133 = -1706895.209156 nChanged 10 SP:Iteration 87Q (6051.813471 sec): 3 clusters Score: Raw -1708765.489578 + Penalty 1868.903133 = -1706896.586446 nChanged 7 SP:Iteration 88Q (6051.843247 sec): 3 clusters Score: Raw -1708766.096505 + Penalty 1868.903133 = -1706897.193373 nChanged 8 SP:Iteration 89Q (6051.873125 sec): 3 clusters Score: Raw -1708766.870418 + Penalty 1868.903133 = -1706897.967285 nChanged 8 SP:Iteration 90Q (6051.902895 sec): 3 clusters Score: Raw -1708767.609043 + Penalty 1868.903133 = -1706898.705910 nChanged 8 SP:Iteration 91Q (6051.932568 sec): 3 clusters Score: Raw -1708768.274891 + Penalty 1868.903133 = -1706899.371758 nChanged 6 SP:Iteration 92Q (6051.962335 sec): 3 clusters Score: Raw -1708768.990571 + Penalty 1868.903133 = -1706900.087438 nChanged 4 SP:Iteration 93Q (6051.992138 sec): 3 clusters Score: Raw -1708769.306847 + Penalty 1868.903133 = -1706900.403715 nChanged 4 SP:Iteration 94Q (6052.021880 sec): 3 clusters Score: Raw -1708769.917778 + Penalty 1868.903133 = -1706901.014645 nChanged 3 SP:Iteration 95Q (6052.051559 sec): 3 clusters Score: Raw -1708770.545470 + Penalty 1868.903133 = -1706901.642337 nChanged 4 SP:Iteration 96Q (6052.081463 sec): 3 clusters Score: Raw -1708770.922687 + Penalty 1868.903133 = -1706902.019554 nChanged 2 SP:Iteration 97Q (6052.111256 sec): 3 clusters Score: Raw -1708771.288820 + Penalty 1868.903133 = -1706902.385688 nChanged 4 SP:Iteration 98Q (6052.140989 sec): 3 clusters Score: Raw -1708771.597848 + Penalty 1868.903133 = -1706902.694715 nChanged 2 SP:Iteration 99Q (6052.170691 sec): 3 clusters Score: Raw -1708771.800780 + Penalty 1868.903133 = -1706902.897647 nChanged 5 SP:Iteration 100F (6052.204020 sec): 3 clusters Score: Raw -1708772.260289 + Penalty 1868.903133 = -1706903.357156 nChanged 6 SP:Iteration 101Q (6052.233976 sec): 3 clusters Score: Raw -1708773.037165 + Penalty 1868.903133 = -1706904.134032 nChanged 7 SP:Iteration 102Q (6052.263585 sec): 3 clusters Score: Raw -1708773.572162 + Penalty 1868.903133 = -1706904.669029 nChanged 6 SP:Iteration 103Q (6052.293340 sec): 3 clusters Score: Raw -1708774.050502 + Penalty 1868.903133 = -1706905.147369 nChanged 3 SP:Iteration 104Q (6052.322993 sec): 3 clusters Score: Raw -1708774.348813 + Penalty 1868.903133 = -1706905.445680 nChanged 2 SP:Iteration 105Q (6052.352730 sec): 3 clusters Score: Raw -1708774.667194 + Penalty 1868.903133 = -1706905.764062 nChanged 4 SP:Iteration 106Q (6052.382294 sec): 3 clusters Score: Raw -1708774.906392 + Penalty 1868.903133 = -1706906.003259 nChanged 2 SP:Iteration 107Q (6052.412008 sec): 3 clusters Score: Raw -1708774.983382 + Penalty 1868.903133 = -1706906.080249 nChanged 2 SP:Iteration 108Q (6052.441651 sec): 3 clusters Score: Raw -1708775.038266 + Penalty 1868.903133 = -1706906.135134 nChanged 1 SP:Iteration 109Q (6052.471234 sec): 3 clusters Score: Raw -1708775.080591 + Penalty 1868.903133 = -1706906.177459 nChanged 0 SP:Iteration 110F (6052.504810 sec): 3 clusters Score: Raw -1708775.080591 + Penalty 1868.903133 = -1706906.177459 nChanged 0 Trying to split cluster 25 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6052.517896 sec): 2 clusters Score: Raw -44559.451614 + Penalty 619.738419 = -43939.713195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6052.521237 sec): 3 clusters Score: Raw -44367.688802 + Penalty 1239.476838 = -43128.211964 nChanged 212 SP:Iteration 1F (6052.524331 sec): 3 clusters Score: Raw -44608.257606 + Penalty 1239.476838 = -43368.780768 nChanged 64 SP:Iteration 2F (6052.527316 sec): 3 clusters Score: Raw -44712.572098 + Penalty 1239.476838 = -43473.095260 nChanged 54 SP:Iteration 3F (6052.530333 sec): 3 clusters Score: Raw -44773.710976 + Penalty 1239.476838 = -43534.234138 nChanged 23 SP:Iteration 4Q (6052.533286 sec): 3 clusters Score: Raw -44801.980560 + Penalty 1239.476838 = -43562.503722 nChanged 13 SP:Iteration 5Q (6052.536207 sec): 3 clusters Score: Raw -44818.949845 + Penalty 1239.476838 = -43579.473007 nChanged 9 SP:Iteration 6Q (6052.539138 sec): 3 clusters Score: Raw -44827.356684 + Penalty 1239.476838 = -43587.879846 nChanged 6 SP:Iteration 7Q (6052.542062 sec): 3 clusters Score: Raw -44835.850314 + Penalty 1239.476838 = -43596.373476 nChanged 11 SP:Iteration 8Q (6052.544956 sec): 3 clusters Score: Raw -44853.627571 + Penalty 1239.476838 = -43614.150733 nChanged 9 SP:Iteration 9Q (6052.547843 sec): 3 clusters Score: Raw -44859.148441 + Penalty 1239.476838 = -43619.671603 nChanged 5 SP:Iteration 10Q (6052.550754 sec): 3 clusters Score: Raw -44876.099242 + Penalty 1239.476838 = -43636.622404 nChanged 8 SP:Iteration 11Q (6052.553668 sec): 3 clusters Score: Raw -44888.730541 + Penalty 1239.476838 = -43649.253703 nChanged 7 SP:Iteration 12Q (6052.556572 sec): 3 clusters Score: Raw -44897.651759 + Penalty 1239.476838 = -43658.174921 nChanged 5 SP:Iteration 13Q (6052.559461 sec): 3 clusters Score: Raw -44901.655705 + Penalty 1239.476838 = -43662.178867 nChanged 6 SP:Iteration 14Q (6052.562341 sec): 3 clusters Score: Raw -44908.105109 + Penalty 1239.476838 = -43668.628271 nChanged 2 SP:Iteration 15Q (6052.565214 sec): 3 clusters Score: Raw -44910.534550 + Penalty 1239.476838 = -43671.057712 nChanged 1 SP:Iteration 16Q (6052.568108 sec): 3 clusters Score: Raw -44911.155173 + Penalty 1239.476838 = -43671.678335 nChanged 0 SP:Iteration 17F (6052.571070 sec): 3 clusters Score: Raw -44911.155173 + Penalty 1239.476838 = -43671.678335 nChanged 0 Trying to split cluster 26 (10748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6052.595054 sec): 2 clusters Score: Raw -839042.769641 + Penalty 881.835122 = -838160.934519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6052.622027 sec): 3 clusters Score: Raw -832577.422722 + Penalty 1763.670244 = -830813.752477 nChanged 4787 SP:Iteration 1F (6052.647980 sec): 3 clusters Score: Raw -835219.411632 + Penalty 1763.670244 = -833455.741387 nChanged 641 SP:Iteration 2F (6052.707781 sec): 3 clusters Score: Raw -835502.628154 + Penalty 1763.670244 = -833738.957910 nChanged 562 SP:Iteration 3F (6052.747885 sec): 3 clusters Score: Raw -835744.162670 + Penalty 1763.670244 = -833980.492426 nChanged 560 SP:Iteration 4F (6052.773818 sec): 3 clusters Score: Raw -836007.852740 + Penalty 1763.670244 = -834244.182496 nChanged 545 SP:Iteration 5F (6052.799841 sec): 3 clusters Score: Raw -836295.289022 + Penalty 1763.670244 = -834531.618778 nChanged 560 SP:Iteration 6F (6052.837227 sec): 3 clusters Score: Raw -836595.551689 + Penalty 1763.670244 = -834831.881445 nChanged 554 SP:Iteration 7F (6052.862608 sec): 3 clusters Score: Raw -836952.527879 + Penalty 1763.670244 = -835188.857635 nChanged 592 SP:Iteration 8F (6052.888582 sec): 3 clusters Score: Raw -837365.076226 + Penalty 1763.670244 = -835601.405982 nChanged 577 SP:Iteration 9F (6052.914475 sec): 3 clusters Score: Raw -837797.812191 + Penalty 1763.670244 = -836034.141947 nChanged 559 SP:Iteration 10F (6052.940242 sec): 3 clusters Score: Raw -838262.670272 + Penalty 1763.670244 = -836499.000028 nChanged 444 SP:Iteration 11Q (6052.965667 sec): 3 clusters Score: Raw -838614.070212 + Penalty 1763.670244 = -836850.399968 nChanged 299 SP:Iteration 12Q (6052.990613 sec): 3 clusters Score: Raw -838850.022193 + Penalty 1763.670244 = -837086.351949 nChanged 189 SP:Iteration 13Q (6053.015354 sec): 3 clusters Score: Raw -839019.138736 + Penalty 1763.670244 = -837255.468492 nChanged 109 SP:Iteration 14Q (6053.039712 sec): 3 clusters Score: Raw -839120.376528 + Penalty 1763.670244 = -837356.706284 nChanged 62 SP:Iteration 15Q (6053.063835 sec): 3 clusters Score: Raw -839202.302185 + Penalty 1763.670244 = -837438.631940 nChanged 51 SP:Iteration 16Q (6053.087548 sec): 3 clusters Score: Raw -839248.488987 + Penalty 1763.670244 = -837484.818743 nChanged 42 SP:Iteration 17Q (6053.111244 sec): 3 clusters Score: Raw -839297.706802 + Penalty 1763.670244 = -837534.036557 nChanged 41 SP:Iteration 18Q (6053.134722 sec): 3 clusters Score: Raw -839342.313057 + Penalty 1763.670244 = -837578.642813 nChanged 44 SP:Iteration 19Q (6053.158205 sec): 3 clusters Score: Raw -839391.621027 + Penalty 1763.670244 = -837627.950783 nChanged 42 SP:Iteration 20F (6053.184045 sec): 3 clusters Score: Raw -839443.823720 + Penalty 1763.670244 = -837680.153476 nChanged 56 SP:Iteration 21Q (6053.207311 sec): 3 clusters Score: Raw -839513.706902 + Penalty 1763.670244 = -837750.036658 nChanged 50 SP:Iteration 22Q (6053.230854 sec): 3 clusters Score: Raw -839574.443068 + Penalty 1763.670244 = -837810.772824 nChanged 39 SP:Iteration 23Q (6053.254157 sec): 3 clusters Score: Raw -839608.673859 + Penalty 1763.670244 = -837845.003615 nChanged 32 SP:Iteration 24Q (6053.277484 sec): 3 clusters Score: Raw -839632.893414 + Penalty 1763.670244 = -837869.223169 nChanged 18 SP:Iteration 25Q (6053.300750 sec): 3 clusters Score: Raw -839647.027690 + Penalty 1763.670244 = -837883.357446 nChanged 15 SP:Iteration 26Q (6053.324146 sec): 3 clusters Score: Raw -839658.914071 + Penalty 1763.670244 = -837895.243827 nChanged 12 SP:Iteration 27Q (6053.347387 sec): 3 clusters Score: Raw -839664.822668 + Penalty 1763.670244 = -837901.152424 nChanged 3 SP:Iteration 28Q (6053.370651 sec): 3 clusters Score: Raw -839666.314027 + Penalty 1763.670244 = -837902.643783 nChanged 1 SP:Iteration 29Q (6053.393987 sec): 3 clusters Score: Raw -839666.568593 + Penalty 1763.670244 = -837902.898349 nChanged 0 SP:Iteration 30F (6053.419976 sec): 3 clusters Score: Raw -839668.237308 + Penalty 1763.670244 = -837904.567064 nChanged 1 SP:Iteration 31Q (6053.443319 sec): 3 clusters Score: Raw -839668.926366 + Penalty 1763.670244 = -837905.256122 nChanged 1 SP:Iteration 32Q (6053.466576 sec): 3 clusters Score: Raw -839669.086865 + Penalty 1763.670244 = -837905.416621 nChanged 0 SP:Iteration 33F (6053.492650 sec): 3 clusters Score: Raw -839669.086865 + Penalty 1763.670244 = -837905.416621 nChanged 0 Trying to split cluster 27 (35735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6053.541741 sec): 2 clusters Score: Raw -3251575.954694 + Penalty 995.969159 = -3250579.985536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6053.598068 sec): 3 clusters Score: Raw -3228862.248708 + Penalty 1991.938317 = -3226870.310391 nChanged 16827 SP:Iteration 1F (6053.650994 sec): 3 clusters Score: Raw -3238802.203405 + Penalty 1991.938317 = -3236810.265088 nChanged 1674 SP:Iteration 2Q (6053.706878 sec): 3 clusters Score: Raw -3239558.857300 + Penalty 1991.938317 = -3237566.918982 nChanged 1916 SP:Iteration 3F (6053.757244 sec): 3 clusters Score: Raw -3240643.086783 + Penalty 1991.938317 = -3238651.148466 nChanged 2245 SP:Iteration 4F (6053.808656 sec): 3 clusters Score: Raw -3242242.042072 + Penalty 1991.938317 = -3240250.103755 nChanged 2618 SP:Iteration 5F (6053.861737 sec): 3 clusters Score: Raw -3244412.297384 + Penalty 1991.938317 = -3242420.359067 nChanged 2667 SP:Iteration 6F (6053.912068 sec): 3 clusters Score: Raw -3246701.835273 + Penalty 1991.938317 = -3244709.896956 nChanged 2213 SP:Iteration 7F (6053.964104 sec): 3 clusters Score: Raw -3248173.015395 + Penalty 1991.938317 = -3246181.077078 nChanged 1399 SP:Iteration 8Q (6054.017073 sec): 3 clusters Score: Raw -3248785.547889 + Penalty 1991.938317 = -3246793.609572 nChanged 886 SP:Iteration 9Q (6054.069761 sec): 3 clusters Score: Raw -3249127.655202 + Penalty 1991.938317 = -3247135.716885 nChanged 710 SP:Iteration 10Q (6054.120356 sec): 3 clusters Score: Raw -3249388.745671 + Penalty 1991.938317 = -3247396.807354 nChanged 620 SP:Iteration 11Q (6054.171424 sec): 3 clusters Score: Raw -3249611.362700 + Penalty 1991.938317 = -3247619.424382 nChanged 567 SP:Iteration 12Q (6054.222242 sec): 3 clusters Score: Raw -3249829.004973 + Penalty 1991.938317 = -3247837.066656 nChanged 553 SP:Iteration 13Q (6054.272862 sec): 3 clusters Score: Raw -3250033.242026 + Penalty 1991.938317 = -3248041.303709 nChanged 486 SP:Iteration 14Q (6054.323510 sec): 3 clusters Score: Raw -3250192.997415 + Penalty 1991.938317 = -3248201.059098 nChanged 423 SP:Iteration 15Q (6054.374063 sec): 3 clusters Score: Raw -3250322.364719 + Penalty 1991.938317 = -3248330.426402 nChanged 393 SP:Iteration 16Q (6054.424331 sec): 3 clusters Score: Raw -3250442.279903 + Penalty 1991.938317 = -3248450.341586 nChanged 368 SP:Iteration 17Q (6054.474451 sec): 3 clusters Score: Raw -3250540.505512 + Penalty 1991.938317 = -3248548.567195 nChanged 335 SP:Iteration 18Q (6054.524396 sec): 3 clusters Score: Raw -3250629.956924 + Penalty 1991.938317 = -3248638.018607 nChanged 302 SP:Iteration 19Q (6054.574233 sec): 3 clusters Score: Raw -3250700.071236 + Penalty 1991.938317 = -3248708.132919 nChanged 260 SP:Iteration 20F (6054.624695 sec): 3 clusters Score: Raw -3250756.321590 + Penalty 1991.938317 = -3248764.383273 nChanged 239 SP:Iteration 21Q (6054.675463 sec): 3 clusters Score: Raw -3250802.108608 + Penalty 1991.938317 = -3248810.170291 nChanged 227 SP:Iteration 22Q (6054.725196 sec): 3 clusters Score: Raw -3250852.084808 + Penalty 1991.938317 = -3248860.146491 nChanged 250 SP:Iteration 23Q (6054.774789 sec): 3 clusters Score: Raw -3250905.752535 + Penalty 1991.938317 = -3248913.814217 nChanged 208 SP:Iteration 24Q (6054.824026 sec): 3 clusters Score: Raw -3250948.103634 + Penalty 1991.938317 = -3248956.165317 nChanged 220 SP:Iteration 25Q (6054.873165 sec): 3 clusters Score: Raw -3250992.433823 + Penalty 1991.938317 = -3249000.495506 nChanged 216 SP:Iteration 26Q (6054.922315 sec): 3 clusters Score: Raw -3251036.221021 + Penalty 1991.938317 = -3249044.282704 nChanged 193 SP:Iteration 27Q (6054.971125 sec): 3 clusters Score: Raw -3251074.294803 + Penalty 1991.938317 = -3249082.356486 nChanged 193 SP:Iteration 28Q (6055.019584 sec): 3 clusters Score: Raw -3251110.492799 + Penalty 1991.938317 = -3249118.554482 nChanged 188 SP:Iteration 29Q (6055.068051 sec): 3 clusters Score: Raw -3251140.695423 + Penalty 1991.938317 = -3249148.757106 nChanged 165 SP:Iteration 30Q (6055.116265 sec): 3 clusters Score: Raw -3251165.352513 + Penalty 1991.938317 = -3249173.414196 nChanged 164 SP:Iteration 31Q (6055.164271 sec): 3 clusters Score: Raw -3251188.716718 + Penalty 1991.938317 = -3249196.778401 nChanged 175 SP:Iteration 32Q (6055.212177 sec): 3 clusters Score: Raw -3251212.406379 + Penalty 1991.938317 = -3249220.468061 nChanged 152 SP:Iteration 33Q (6055.260026 sec): 3 clusters Score: Raw -3251235.522355 + Penalty 1991.938317 = -3249243.584038 nChanged 166 SP:Iteration 34Q (6055.307617 sec): 3 clusters Score: Raw -3251264.609357 + Penalty 1991.938317 = -3249272.671040 nChanged 171 SP:Iteration 35Q (6055.355294 sec): 3 clusters Score: Raw -3251295.810300 + Penalty 1991.938317 = -3249303.871983 nChanged 164 SP:Iteration 36Q (6055.402758 sec): 3 clusters Score: Raw -3251325.307397 + Penalty 1991.938317 = -3249333.369080 nChanged 160 SP:Iteration 37Q (6055.449966 sec): 3 clusters Score: Raw -3251352.990271 + Penalty 1991.938317 = -3249361.051954 nChanged 156 SP:Iteration 38Q (6055.497143 sec): 3 clusters Score: Raw -3251377.674074 + Penalty 1991.938317 = -3249385.735757 nChanged 153 SP:Iteration 39Q (6055.544101 sec): 3 clusters Score: Raw -3251400.041769 + Penalty 1991.938317 = -3249408.103451 nChanged 129 SP:Iteration 40F (6055.594442 sec): 3 clusters Score: Raw -3251419.664416 + Penalty 1991.938317 = -3249427.726099 nChanged 148 SP:Iteration 41Q (6055.676969 sec): 3 clusters Score: Raw -3251442.866607 + Penalty 1991.938317 = -3249450.928290 nChanged 151 SP:Iteration 42Q (6055.723582 sec): 3 clusters Score: Raw -3251466.140158 + Penalty 1991.938317 = -3249474.201841 nChanged 146 SP:Iteration 43Q (6055.770689 sec): 3 clusters Score: Raw -3251486.781345 + Penalty 1991.938317 = -3249494.843028 nChanged 133 SP:Iteration 44Q (6055.817615 sec): 3 clusters Score: Raw -3251505.576216 + Penalty 1991.938317 = -3249513.637899 nChanged 122 SP:Iteration 45Q (6055.864401 sec): 3 clusters Score: Raw -3251521.551070 + Penalty 1991.938317 = -3249529.612753 nChanged 116 SP:Iteration 46Q (6055.911024 sec): 3 clusters Score: Raw -3251536.771905 + Penalty 1991.938317 = -3249544.833588 nChanged 126 SP:Iteration 47Q (6055.957405 sec): 3 clusters Score: Raw -3251553.734150 + Penalty 1991.938317 = -3249561.795832 nChanged 120 SP:Iteration 48Q (6056.003784 sec): 3 clusters Score: Raw -3251570.121216 + Penalty 1991.938317 = -3249578.182899 nChanged 108 SP:Iteration 49Q (6056.050082 sec): 3 clusters Score: Raw -3251584.883536 + Penalty 1991.938317 = -3249592.945219 nChanged 105 SP:Iteration 50Q (6056.096475 sec): 3 clusters Score: Raw -3251599.038616 + Penalty 1991.938317 = -3249607.100299 nChanged 99 SP:Iteration 51Q (6056.142452 sec): 3 clusters Score: Raw -3251611.344287 + Penalty 1991.938317 = -3249619.405970 nChanged 70 SP:Iteration 52Q (6056.188395 sec): 3 clusters Score: Raw -3251619.164171 + Penalty 1991.938317 = -3249627.225854 nChanged 62 SP:Iteration 53Q (6056.234509 sec): 3 clusters Score: Raw -3251626.070869 + Penalty 1991.938317 = -3249634.132551 nChanged 61 SP:Iteration 54Q (6056.280378 sec): 3 clusters Score: Raw -3251633.130975 + Penalty 1991.938317 = -3249641.192657 nChanged 65 SP:Iteration 55Q (6056.326054 sec): 3 clusters Score: Raw -3251640.223558 + Penalty 1991.938317 = -3249648.285241 nChanged 62 SP:Iteration 56Q (6056.371614 sec): 3 clusters Score: Raw -3251647.158713 + Penalty 1991.938317 = -3249655.220396 nChanged 66 SP:Iteration 57Q (6056.417129 sec): 3 clusters Score: Raw -3251654.548795 + Penalty 1991.938317 = -3249662.610477 nChanged 70 SP:Iteration 58Q (6056.462849 sec): 3 clusters Score: Raw -3251663.038202 + Penalty 1991.938317 = -3249671.099885 nChanged 65 SP:Iteration 59Q (6056.508509 sec): 3 clusters Score: Raw -3251671.028628 + Penalty 1991.938317 = -3249679.090311 nChanged 65 SP:Iteration 60F (6056.559361 sec): 3 clusters Score: Raw -3251680.342859 + Penalty 1991.938317 = -3249688.404542 nChanged 64 SP:Iteration 61Q (6056.605397 sec): 3 clusters Score: Raw -3251689.517345 + Penalty 1991.938317 = -3249697.579028 nChanged 68 SP:Iteration 62Q (6056.650957 sec): 3 clusters Score: Raw -3251699.018782 + Penalty 1991.938317 = -3249707.080465 nChanged 65 SP:Iteration 63Q (6056.696299 sec): 3 clusters Score: Raw -3251706.788761 + Penalty 1991.938317 = -3249714.850444 nChanged 56 SP:Iteration 64Q (6056.741633 sec): 3 clusters Score: Raw -3251712.294703 + Penalty 1991.938317 = -3249720.356386 nChanged 44 SP:Iteration 65Q (6056.786979 sec): 3 clusters Score: Raw -3251717.076327 + Penalty 1991.938317 = -3249725.138010 nChanged 60 SP:Iteration 66Q (6056.832325 sec): 3 clusters Score: Raw -3251724.810714 + Penalty 1991.938317 = -3249732.872397 nChanged 69 SP:Iteration 67Q (6056.877495 sec): 3 clusters Score: Raw -3251734.282719 + Penalty 1991.938317 = -3249742.344402 nChanged 65 SP:Iteration 68Q (6056.922671 sec): 3 clusters Score: Raw -3251742.952935 + Penalty 1991.938317 = -3249751.014618 nChanged 63 SP:Iteration 69Q (6056.967860 sec): 3 clusters Score: Raw -3251751.256390 + Penalty 1991.938317 = -3249759.318073 nChanged 64 SP:Iteration 70Q (6057.013535 sec): 3 clusters Score: Raw -3251758.847636 + Penalty 1991.938317 = -3249766.909319 nChanged 65 SP:Iteration 71Q (6057.059177 sec): 3 clusters Score: Raw -3251767.816125 + Penalty 1991.938317 = -3249775.877808 nChanged 71 SP:Iteration 72Q (6057.103846 sec): 3 clusters Score: Raw -3251777.836799 + Penalty 1991.938317 = -3249785.898482 nChanged 69 SP:Iteration 73Q (6057.148651 sec): 3 clusters Score: Raw -3251786.980493 + Penalty 1991.938317 = -3249795.042176 nChanged 74 SP:Iteration 74Q (6057.193514 sec): 3 clusters Score: Raw -3251795.879793 + Penalty 1991.938317 = -3249803.941476 nChanged 63 SP:Iteration 75Q (6057.238034 sec): 3 clusters Score: Raw -3251804.110038 + Penalty 1991.938317 = -3249812.171721 nChanged 73 SP:Iteration 76Q (6057.282702 sec): 3 clusters Score: Raw -3251815.122723 + Penalty 1991.938317 = -3249823.184406 nChanged 67 SP:Iteration 77Q (6057.327353 sec): 3 clusters Score: Raw -3251826.654867 + Penalty 1991.938317 = -3249834.716550 nChanged 78 SP:Iteration 78Q (6057.371657 sec): 3 clusters Score: Raw -3251837.988821 + Penalty 1991.938317 = -3249846.050504 nChanged 71 SP:Iteration 79Q (6057.415946 sec): 3 clusters Score: Raw -3251849.052497 + Penalty 1991.938317 = -3249857.114180 nChanged 70 SP:Iteration 80F (6057.466925 sec): 3 clusters Score: Raw -3251859.810021 + Penalty 1991.938317 = -3249867.871704 nChanged 62 SP:Iteration 81Q (6057.511542 sec): 3 clusters Score: Raw -3251871.021269 + Penalty 1991.938317 = -3249879.082952 nChanged 72 SP:Iteration 82Q (6057.555847 sec): 3 clusters Score: Raw -3251885.129408 + Penalty 1991.938317 = -3249893.191091 nChanged 67 SP:Iteration 83Q (6057.600113 sec): 3 clusters Score: Raw -3251898.598310 + Penalty 1991.938317 = -3249906.659993 nChanged 58 SP:Iteration 84Q (6057.644096 sec): 3 clusters Score: Raw -3251909.146497 + Penalty 1991.938317 = -3249917.208179 nChanged 53 SP:Iteration 85Q (6057.688262 sec): 3 clusters Score: Raw -3251918.528708 + Penalty 1991.938317 = -3249926.590391 nChanged 51 SP:Iteration 86Q (6057.732293 sec): 3 clusters Score: Raw -3251926.740654 + Penalty 1991.938317 = -3249934.802337 nChanged 41 SP:Iteration 87Q (6057.776421 sec): 3 clusters Score: Raw -3251932.355770 + Penalty 1991.938317 = -3249940.417452 nChanged 40 SP:Iteration 88Q (6057.820435 sec): 3 clusters Score: Raw -3251937.775183 + Penalty 1991.938317 = -3249945.836865 nChanged 41 SP:Iteration 89Q (6057.864292 sec): 3 clusters Score: Raw -3251943.360974 + Penalty 1991.938317 = -3249951.422656 nChanged 38 SP:Iteration 90Q (6057.908147 sec): 3 clusters Score: Raw -3251948.820557 + Penalty 1991.938317 = -3249956.882240 nChanged 39 SP:Iteration 91Q (6057.952148 sec): 3 clusters Score: Raw -3251954.332343 + Penalty 1991.938317 = -3249962.394026 nChanged 35 SP:Iteration 92Q (6057.995945 sec): 3 clusters Score: Raw -3251958.365893 + Penalty 1991.938317 = -3249966.427576 nChanged 21 SP:Iteration 93Q (6058.039831 sec): 3 clusters Score: Raw -3251960.448220 + Penalty 1991.938317 = -3249968.509903 nChanged 22 SP:Iteration 94Q (6058.083609 sec): 3 clusters Score: Raw -3251962.848525 + Penalty 1991.938317 = -3249970.910208 nChanged 20 SP:Iteration 95Q (6058.127266 sec): 3 clusters Score: Raw -3251964.841908 + Penalty 1991.938317 = -3249972.903591 nChanged 17 SP:Iteration 96Q (6058.171128 sec): 3 clusters Score: Raw -3251966.879491 + Penalty 1991.938317 = -3249974.941174 nChanged 20 SP:Iteration 97Q (6058.214804 sec): 3 clusters Score: Raw -3251969.062553 + Penalty 1991.938317 = -3249977.124236 nChanged 16 SP:Iteration 98Q (6058.258609 sec): 3 clusters Score: Raw -3251970.442818 + Penalty 1991.938317 = -3249978.504501 nChanged 12 SP:Iteration 99Q (6058.304158 sec): 3 clusters Score: Raw -3251971.245660 + Penalty 1991.938317 = -3249979.307342 nChanged 11 SP:Iteration 100F (6058.355390 sec): 3 clusters Score: Raw -3251972.246765 + Penalty 1991.938317 = -3249980.308448 nChanged 11 SP:Iteration 101Q (6058.398983 sec): 3 clusters Score: Raw -3251973.401495 + Penalty 1991.938317 = -3249981.463178 nChanged 12 SP:Iteration 102Q (6058.442902 sec): 3 clusters Score: Raw -3251974.575818 + Penalty 1991.938317 = -3249982.637500 nChanged 16 SP:Iteration 103Q (6058.486595 sec): 3 clusters Score: Raw -3251975.946201 + Penalty 1991.938317 = -3249984.007884 nChanged 10 SP:Iteration 104Q (6058.530390 sec): 3 clusters Score: Raw -3251976.750680 + Penalty 1991.938317 = -3249984.812363 nChanged 14 SP:Iteration 105Q (6058.574305 sec): 3 clusters Score: Raw -3251977.946312 + Penalty 1991.938317 = -3249986.007995 nChanged 11 SP:Iteration 106Q (6058.617799 sec): 3 clusters Score: Raw -3251978.801390 + Penalty 1991.938317 = -3249986.863073 nChanged 8 SP:Iteration 107Q (6058.661505 sec): 3 clusters Score: Raw -3251979.649207 + Penalty 1991.938317 = -3249987.710890 nChanged 7 SP:Iteration 108Q (6058.705277 sec): 3 clusters Score: Raw -3251980.337585 + Penalty 1991.938317 = -3249988.399268 nChanged 6 SP:Iteration 109Q (6058.748988 sec): 3 clusters Score: Raw -3251981.003153 + Penalty 1991.938317 = -3249989.064836 nChanged 8 SP:Iteration 110Q (6058.792881 sec): 3 clusters Score: Raw -3251981.620626 + Penalty 1991.938317 = -3249989.682308 nChanged 8 SP:Iteration 111Q (6058.836434 sec): 3 clusters Score: Raw -3251982.170425 + Penalty 1991.938317 = -3249990.232107 nChanged 4 SP:Iteration 112Q (6058.880023 sec): 3 clusters Score: Raw -3251982.365942 + Penalty 1991.938317 = -3249990.427625 nChanged 5 SP:Iteration 113Q (6058.923834 sec): 3 clusters Score: Raw -3251982.623936 + Penalty 1991.938317 = -3249990.685619 nChanged 4 SP:Iteration 114Q (6058.967487 sec): 3 clusters Score: Raw -3251982.825060 + Penalty 1991.938317 = -3249990.886743 nChanged 2 SP:Iteration 115Q (6059.011082 sec): 3 clusters Score: Raw -3251982.912173 + Penalty 1991.938317 = -3249990.973856 nChanged 2 SP:Iteration 116Q (6059.054991 sec): 3 clusters Score: Raw -3251982.981179 + Penalty 1991.938317 = -3249991.042862 nChanged 3 SP:Iteration 117Q (6059.098785 sec): 3 clusters Score: Raw -3251983.194010 + Penalty 1991.938317 = -3249991.255693 nChanged 4 SP:Iteration 118Q (6059.154997 sec): 3 clusters Score: Raw -3251983.962398 + Penalty 1991.938317 = -3249992.024081 nChanged 6 SP:Iteration 119Q (6059.200979 sec): 3 clusters Score: Raw -3251984.740572 + Penalty 1991.938317 = -3249992.802254 nChanged 12 SP:Iteration 120F (6059.252296 sec): 3 clusters Score: Raw -3251985.825489 + Penalty 1991.938317 = -3249993.887172 nChanged 13 SP:Iteration 121Q (6059.295974 sec): 3 clusters Score: Raw -3251987.260588 + Penalty 1991.938317 = -3249995.322271 nChanged 16 SP:Iteration 122Q (6059.339544 sec): 3 clusters Score: Raw -3251988.852188 + Penalty 1991.938317 = -3249996.913871 nChanged 16 SP:Iteration 123Q (6059.383259 sec): 3 clusters Score: Raw -3251990.284903 + Penalty 1991.938317 = -3249998.346586 nChanged 11 SP:Iteration 124Q (6059.426951 sec): 3 clusters Score: Raw -3251991.310344 + Penalty 1991.938317 = -3249999.372027 nChanged 15 SP:Iteration 125Q (6059.470258 sec): 3 clusters Score: Raw -3251992.411402 + Penalty 1991.938317 = -3250000.473085 nChanged 10 SP:Iteration 126Q (6059.513881 sec): 3 clusters Score: Raw -3251993.357942 + Penalty 1991.938317 = -3250001.419625 nChanged 11 SP:Iteration 127Q (6059.557431 sec): 3 clusters Score: Raw -3251994.273502 + Penalty 1991.938317 = -3250002.335185 nChanged 11 SP:Iteration 128Q (6059.601132 sec): 3 clusters Score: Raw -3251995.169437 + Penalty 1991.938317 = -3250003.231120 nChanged 10 SP:Iteration 129Q (6059.644746 sec): 3 clusters Score: Raw -3251996.124287 + Penalty 1991.938317 = -3250004.185970 nChanged 10 SP:Iteration 130Q (6059.688142 sec): 3 clusters Score: Raw -3251997.133672 + Penalty 1991.938317 = -3250005.195355 nChanged 11 SP:Iteration 131Q (6059.731691 sec): 3 clusters Score: Raw -3251998.092417 + Penalty 1991.938317 = -3250006.154099 nChanged 11 SP:Iteration 132Q (6059.775227 sec): 3 clusters Score: Raw -3251999.177172 + Penalty 1991.938317 = -3250007.238855 nChanged 9 SP:Iteration 133Q (6059.819179 sec): 3 clusters Score: Raw -3252000.108394 + Penalty 1991.938317 = -3250008.170077 nChanged 9 SP:Iteration 134Q (6059.862640 sec): 3 clusters Score: Raw -3252001.356295 + Penalty 1991.938317 = -3250009.417978 nChanged 9 SP:Iteration 135Q (6059.906151 sec): 3 clusters Score: Raw -3252002.550851 + Penalty 1991.938317 = -3250010.612534 nChanged 9 SP:Iteration 136Q (6059.949666 sec): 3 clusters Score: Raw -3252003.203406 + Penalty 1991.938317 = -3250011.265089 nChanged 7 SP:Iteration 137Q (6059.993230 sec): 3 clusters Score: Raw -3252003.634323 + Penalty 1991.938317 = -3250011.696006 nChanged 3 SP:Iteration 138Q (6060.036795 sec): 3 clusters Score: Raw -3252004.039449 + Penalty 1991.938317 = -3250012.101132 nChanged 3 SP:Iteration 139Q (6060.080088 sec): 3 clusters Score: Raw -3252004.653929 + Penalty 1991.938317 = -3250012.715612 nChanged 4 SP:Iteration 140F (6060.131534 sec): 3 clusters Score: Raw -3252005.191577 + Penalty 1991.938317 = -3250013.253260 nChanged 3 SP:Iteration 141Q (6060.174929 sec): 3 clusters Score: Raw -3252005.516426 + Penalty 1991.938317 = -3250013.578109 nChanged 3 SP:Iteration 142Q (6060.218444 sec): 3 clusters Score: Raw -3252005.681989 + Penalty 1991.938317 = -3250013.743671 nChanged 1 SP:Iteration 143Q (6060.262019 sec): 3 clusters Score: Raw -3252005.787918 + Penalty 1991.938317 = -3250013.849601 nChanged 2 SP:Iteration 144Q (6060.305489 sec): 3 clusters Score: Raw -3252005.946432 + Penalty 1991.938317 = -3250014.008115 nChanged 2 SP:Iteration 145Q (6060.348957 sec): 3 clusters Score: Raw -3252006.318717 + Penalty 1991.938317 = -3250014.380400 nChanged 8 SP:Iteration 146Q (6060.392429 sec): 3 clusters Score: Raw -3252007.202859 + Penalty 1991.938317 = -3250015.264541 nChanged 7 SP:Iteration 147Q (6060.435909 sec): 3 clusters Score: Raw -3252007.835541 + Penalty 1991.938317 = -3250015.897224 nChanged 6 SP:Iteration 148Q (6060.479414 sec): 3 clusters Score: Raw -3252008.269623 + Penalty 1991.938317 = -3250016.331306 nChanged 6 SP:Iteration 149Q (6060.522760 sec): 3 clusters Score: Raw -3252008.744752 + Penalty 1991.938317 = -3250016.806435 nChanged 1 SP:Iteration 150Q (6060.566279 sec): 3 clusters Score: Raw -3252008.993614 + Penalty 1991.938317 = -3250017.055296 nChanged 4 SP:Iteration 151Q (6060.609708 sec): 3 clusters Score: Raw -3252009.494032 + Penalty 1991.938317 = -3250017.555715 nChanged 4 SP:Iteration 152Q (6060.653107 sec): 3 clusters Score: Raw -3252009.680507 + Penalty 1991.938317 = -3250017.742190 nChanged 1 SP:Iteration 153Q (6060.696626 sec): 3 clusters Score: Raw -3252009.815645 + Penalty 1991.938317 = -3250017.877328 nChanged 2 SP:Iteration 154Q (6060.739812 sec): 3 clusters Score: Raw -3252009.951922 + Penalty 1991.938317 = -3250018.013605 nChanged 1 SP:Iteration 155Q (6060.783450 sec): 3 clusters Score: Raw -3252010.016999 + Penalty 1991.938317 = -3250018.078682 nChanged 0 SP:Iteration 156F (6060.834689 sec): 3 clusters Score: Raw -3252010.016999 + Penalty 1991.938317 = -3250018.078682 nChanged 0 Trying to split cluster 28 (1815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6060.845093 sec): 2 clusters Score: Raw -138709.072628 + Penalty 712.864871 = -137996.207758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6060.852882 sec): 3 clusters Score: Raw -137840.493127 + Penalty 1425.729742 = -136414.763385 nChanged 697 SP:Iteration 1F (6060.883062 sec): 3 clusters Score: Raw -138269.812327 + Penalty 1425.729742 = -136844.082586 nChanged 162 SP:Iteration 2F (6060.890048 sec): 3 clusters Score: Raw -138384.286783 + Penalty 1425.729742 = -136958.557041 nChanged 113 SP:Iteration 3F (6060.897101 sec): 3 clusters Score: Raw -138484.789030 + Penalty 1425.729742 = -137059.059288 nChanged 96 SP:Iteration 4F (6060.904138 sec): 3 clusters Score: Raw -138572.691265 + Penalty 1425.729742 = -137146.961523 nChanged 91 SP:Iteration 5F (6060.911189 sec): 3 clusters Score: Raw -138685.930478 + Penalty 1425.729742 = -137260.200736 nChanged 87 SP:Iteration 6Q (6060.918198 sec): 3 clusters Score: Raw -138810.642974 + Penalty 1425.729742 = -137384.913232 nChanged 59 SP:Iteration 7Q (6060.925063 sec): 3 clusters Score: Raw -138875.159009 + Penalty 1425.729742 = -137449.429268 nChanged 55 SP:Iteration 8Q (6060.931893 sec): 3 clusters Score: Raw -138920.001805 + Penalty 1425.729742 = -137494.272064 nChanged 48 SP:Iteration 9Q (6060.938800 sec): 3 clusters Score: Raw -138949.700454 + Penalty 1425.729742 = -137523.970713 nChanged 31 SP:Iteration 10Q (6060.945678 sec): 3 clusters Score: Raw -138963.639048 + Penalty 1425.729742 = -137537.909306 nChanged 19 SP:Iteration 11Q (6060.952637 sec): 3 clusters Score: Raw -138971.265994 + Penalty 1425.729742 = -137545.536252 nChanged 11 SP:Iteration 12Q (6060.959465 sec): 3 clusters Score: Raw -138976.158629 + Penalty 1425.729742 = -137550.428887 nChanged 7 SP:Iteration 13Q (6060.966345 sec): 3 clusters Score: Raw -138979.505747 + Penalty 1425.729742 = -137553.776005 nChanged 5 SP:Iteration 14Q (6061.002751 sec): 3 clusters Score: Raw -138981.690941 + Penalty 1425.729742 = -137555.961200 nChanged 6 SP:Iteration 15Q (6061.009194 sec): 3 clusters Score: Raw -138984.529589 + Penalty 1425.729742 = -137558.799847 nChanged 8 SP:Iteration 16Q (6061.015987 sec): 3 clusters Score: Raw -138987.857888 + Penalty 1425.729742 = -137562.128146 nChanged 9 SP:Iteration 17Q (6061.023352 sec): 3 clusters Score: Raw -138990.091016 + Penalty 1425.729742 = -137564.361274 nChanged 10 SP:Iteration 18Q (6061.030162 sec): 3 clusters Score: Raw -138993.061450 + Penalty 1425.729742 = -137567.331708 nChanged 9 SP:Iteration 19Q (6061.036979 sec): 3 clusters Score: Raw -138996.942124 + Penalty 1425.729742 = -137571.212382 nChanged 7 SP:Iteration 20F (6061.044014 sec): 3 clusters Score: Raw -138999.415791 + Penalty 1425.729742 = -137573.686050 nChanged 9 SP:Iteration 21Q (6061.050914 sec): 3 clusters Score: Raw -139005.162699 + Penalty 1425.729742 = -137579.432957 nChanged 9 SP:Iteration 22Q (6061.057753 sec): 3 clusters Score: Raw -139008.963097 + Penalty 1425.729742 = -137583.233355 nChanged 6 SP:Iteration 23Q (6061.064497 sec): 3 clusters Score: Raw -139010.477857 + Penalty 1425.729742 = -137584.748115 nChanged 9 SP:Iteration 24Q (6061.071365 sec): 3 clusters Score: Raw -139014.826483 + Penalty 1425.729742 = -137589.096741 nChanged 10 SP:Iteration 25Q (6061.078171 sec): 3 clusters Score: Raw -139018.473124 + Penalty 1425.729742 = -137592.743382 nChanged 10 SP:Iteration 26Q (6061.084981 sec): 3 clusters Score: Raw -139021.860275 + Penalty 1425.729742 = -137596.130533 nChanged 9 SP:Iteration 27Q (6061.091485 sec): 3 clusters Score: Raw -139027.359029 + Penalty 1425.729742 = -137601.629287 nChanged 20 SP:Iteration 28Q (6061.098274 sec): 3 clusters Score: Raw -139037.766510 + Penalty 1425.729742 = -137612.036768 nChanged 8 SP:Iteration 29Q (6061.105132 sec): 3 clusters Score: Raw -139040.987664 + Penalty 1425.729742 = -137615.257922 nChanged 17 SP:Iteration 30Q (6061.111976 sec): 3 clusters Score: Raw -139048.339932 + Penalty 1425.729742 = -137622.610190 nChanged 12 SP:Iteration 31Q (6061.118710 sec): 3 clusters Score: Raw -139051.650071 + Penalty 1425.729742 = -137625.920329 nChanged 13 SP:Iteration 32Q (6061.125583 sec): 3 clusters Score: Raw -139054.902090 + Penalty 1425.729742 = -137629.172349 nChanged 16 SP:Iteration 33Q (6061.132370 sec): 3 clusters Score: Raw -139060.097597 + Penalty 1425.729742 = -137634.367855 nChanged 13 SP:Iteration 34Q (6061.139162 sec): 3 clusters Score: Raw -139064.832864 + Penalty 1425.729742 = -137639.103122 nChanged 13 SP:Iteration 35Q (6061.145942 sec): 3 clusters Score: Raw -139070.078749 + Penalty 1425.729742 = -137644.349007 nChanged 21 SP:Iteration 36Q (6061.152657 sec): 3 clusters Score: Raw -139076.065129 + Penalty 1425.729742 = -137650.335387 nChanged 18 SP:Iteration 37Q (6061.159562 sec): 3 clusters Score: Raw -139081.521297 + Penalty 1425.729742 = -137655.791555 nChanged 16 SP:Iteration 38Q (6061.166420 sec): 3 clusters Score: Raw -139086.634158 + Penalty 1425.729742 = -137660.904416 nChanged 21 SP:Iteration 39Q (6061.173229 sec): 3 clusters Score: Raw -139093.179931 + Penalty 1425.729742 = -137667.450189 nChanged 20 SP:Iteration 40F (6061.180347 sec): 3 clusters Score: Raw -139101.962996 + Penalty 1425.729742 = -137676.233254 nChanged 17 SP:Iteration 41Q (6061.187111 sec): 3 clusters Score: Raw -139108.926456 + Penalty 1425.729742 = -137683.196715 nChanged 22 SP:Iteration 42Q (6061.194018 sec): 3 clusters Score: Raw -139120.199702 + Penalty 1425.729742 = -137694.469960 nChanged 24 SP:Iteration 43Q (6061.200862 sec): 3 clusters Score: Raw -139132.809415 + Penalty 1425.729742 = -137707.079673 nChanged 23 SP:Iteration 44Q (6061.207628 sec): 3 clusters Score: Raw -139141.688765 + Penalty 1425.729742 = -137715.959023 nChanged 18 SP:Iteration 45Q (6061.214451 sec): 3 clusters Score: Raw -139148.726260 + Penalty 1425.729742 = -137722.996518 nChanged 13 SP:Iteration 46Q (6061.221215 sec): 3 clusters Score: Raw -139153.214579 + Penalty 1425.729742 = -137727.484838 nChanged 10 SP:Iteration 47Q (6061.228033 sec): 3 clusters Score: Raw -139156.933437 + Penalty 1425.729742 = -137731.203695 nChanged 8 SP:Iteration 48Q (6061.234846 sec): 3 clusters Score: Raw -139160.563626 + Penalty 1425.729742 = -137734.833884 nChanged 7 SP:Iteration 49Q (6061.241624 sec): 3 clusters Score: Raw -139164.381220 + Penalty 1425.729742 = -137738.651478 nChanged 6 SP:Iteration 50Q (6061.248457 sec): 3 clusters Score: Raw -139168.903288 + Penalty 1425.729742 = -137743.173546 nChanged 9 SP:Iteration 51Q (6061.255323 sec): 3 clusters Score: Raw -139173.726306 + Penalty 1425.729742 = -137747.996564 nChanged 5 SP:Iteration 52Q (6061.262154 sec): 3 clusters Score: Raw -139177.188659 + Penalty 1425.729742 = -137751.458918 nChanged 6 SP:Iteration 53Q (6061.268896 sec): 3 clusters Score: Raw -139180.097674 + Penalty 1425.729742 = -137754.367932 nChanged 4 SP:Iteration 54Q (6061.275635 sec): 3 clusters Score: Raw -139181.496728 + Penalty 1425.729742 = -137755.766986 nChanged 4 SP:Iteration 55Q (6061.282414 sec): 3 clusters Score: Raw -139182.631484 + Penalty 1425.729742 = -137756.901742 nChanged 3 SP:Iteration 56Q (6061.289181 sec): 3 clusters Score: Raw -139184.193276 + Penalty 1425.729742 = -137758.463534 nChanged 3 SP:Iteration 57Q (6061.296008 sec): 3 clusters Score: Raw -139185.946381 + Penalty 1425.729742 = -137760.216639 nChanged 5 SP:Iteration 58Q (6061.302809 sec): 3 clusters Score: Raw -139187.605157 + Penalty 1425.729742 = -137761.875415 nChanged 1 SP:Iteration 59Q (6061.309519 sec): 3 clusters Score: Raw -139187.844616 + Penalty 1425.729742 = -137762.114874 nChanged 1 SP:Iteration 60F (6061.316447 sec): 3 clusters Score: Raw -139188.692779 + Penalty 1425.729742 = -137762.963037 nChanged 2 SP:Iteration 61Q (6061.323202 sec): 3 clusters Score: Raw -139189.463670 + Penalty 1425.729742 = -137763.733928 nChanged 5 SP:Iteration 62Q (6061.330014 sec): 3 clusters Score: Raw -139191.644537 + Penalty 1425.729742 = -137765.914795 nChanged 1 SP:Iteration 63Q (6061.336821 sec): 3 clusters Score: Raw -139191.800040 + Penalty 1425.729742 = -137766.070299 nChanged 0 SP:Iteration 64F (6061.343693 sec): 3 clusters Score: Raw -139191.800040 + Penalty 1425.729742 = -137766.070299 nChanged 0 Trying to split cluster 29 (1752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6061.358147 sec): 2 clusters Score: Raw -149176.410381 + Penalty 709.508761 = -148466.901620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6061.365493 sec): 3 clusters Score: Raw -148436.722651 + Penalty 1419.017522 = -147017.705129 nChanged 681 SP:Iteration 1F (6061.372197 sec): 3 clusters Score: Raw -149097.676208 + Penalty 1419.017522 = -147678.658686 nChanged 207 SP:Iteration 2F (6061.378948 sec): 3 clusters Score: Raw -149368.505224 + Penalty 1419.017522 = -147949.487703 nChanged 125 SP:Iteration 3F (6061.385679 sec): 3 clusters Score: Raw -149524.172656 + Penalty 1419.017522 = -148105.155135 nChanged 87 SP:Iteration 4Q (6061.392112 sec): 3 clusters Score: Raw -149585.332464 + Penalty 1419.017522 = -148166.314942 nChanged 52 SP:Iteration 5Q (6061.398763 sec): 3 clusters Score: Raw -149626.845517 + Penalty 1419.017522 = -148207.827996 nChanged 44 SP:Iteration 6Q (6061.405455 sec): 3 clusters Score: Raw -149659.087373 + Penalty 1419.017522 = -148240.069852 nChanged 38 SP:Iteration 7Q (6061.412105 sec): 3 clusters Score: Raw -149682.123976 + Penalty 1419.017522 = -148263.106454 nChanged 24 SP:Iteration 8Q (6061.418758 sec): 3 clusters Score: Raw -149697.029021 + Penalty 1419.017522 = -148278.011499 nChanged 19 SP:Iteration 9Q (6061.425466 sec): 3 clusters Score: Raw -149707.457890 + Penalty 1419.017522 = -148288.440369 nChanged 14 SP:Iteration 10Q (6061.432098 sec): 3 clusters Score: Raw -149716.328036 + Penalty 1419.017522 = -148297.310514 nChanged 10 SP:Iteration 11Q (6061.438725 sec): 3 clusters Score: Raw -149722.171234 + Penalty 1419.017522 = -148303.153712 nChanged 10 SP:Iteration 12Q (6061.445412 sec): 3 clusters Score: Raw -149727.727134 + Penalty 1419.017522 = -148308.709613 nChanged 8 SP:Iteration 13Q (6061.452165 sec): 3 clusters Score: Raw -149731.273172 + Penalty 1419.017522 = -148312.255651 nChanged 4 SP:Iteration 14Q (6061.458819 sec): 3 clusters Score: Raw -149733.557254 + Penalty 1419.017522 = -148314.539732 nChanged 5 SP:Iteration 15Q (6061.465483 sec): 3 clusters Score: Raw -149736.420690 + Penalty 1419.017522 = -148317.403168 nChanged 3 SP:Iteration 16Q (6061.472103 sec): 3 clusters Score: Raw -149738.082505 + Penalty 1419.017522 = -148319.064983 nChanged 2 SP:Iteration 17Q (6061.478807 sec): 3 clusters Score: Raw -149739.354218 + Penalty 1419.017522 = -148320.336696 nChanged 1 SP:Iteration 18Q (6061.485486 sec): 3 clusters Score: Raw -149740.022026 + Penalty 1419.017522 = -148321.004504 nChanged 0 SP:Iteration 19F (6061.492147 sec): 3 clusters Score: Raw -149741.366363 + Penalty 1419.017522 = -148322.348842 nChanged 1 SP:Iteration 20F (6061.498813 sec): 3 clusters Score: Raw -149742.106724 + Penalty 1419.017522 = -148323.089203 nChanged 0 Trying to split cluster 30 (144200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6061.649737 sec): 2 clusters Score: Raw -12885969.781330 + Penalty 1128.500868 = -12884841.280462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6061.838578 sec): 3 clusters Score: Raw -12789755.474203 + Penalty 2257.001736 = -12787498.472467 nChanged 70597 SP:Iteration 1F (6062.009526 sec): 3 clusters Score: Raw -12832791.887890 + Penalty 2257.001736 = -12830534.886154 nChanged 5493 SP:Iteration 2Q (6062.196890 sec): 3 clusters Score: Raw -12834468.256101 + Penalty 2257.001736 = -12832211.254366 nChanged 6060 SP:Iteration 3Q (6062.384324 sec): 3 clusters Score: Raw -12836560.940083 + Penalty 2257.001736 = -12834303.938347 nChanged 6390 SP:Iteration 4Q (6062.571318 sec): 3 clusters Score: Raw -12839003.003887 + Penalty 2257.001736 = -12836746.002151 nChanged 6768 SP:Iteration 5Q (6062.758670 sec): 3 clusters Score: Raw -12842001.444763 + Penalty 2257.001736 = -12839744.443027 nChanged 7271 SP:Iteration 6F (6062.929458 sec): 3 clusters Score: Raw -12845777.700163 + Penalty 2257.001736 = -12843520.698427 nChanged 7839 SP:Iteration 7F (6063.100453 sec): 3 clusters Score: Raw -12850530.995151 + Penalty 2257.001736 = -12848273.993415 nChanged 8051 SP:Iteration 8F (6063.271537 sec): 3 clusters Score: Raw -12855490.352376 + Penalty 2257.001736 = -12853233.350640 nChanged 7473 SP:Iteration 9F (6063.442150 sec): 3 clusters Score: Raw -12859413.673413 + Penalty 2257.001736 = -12857156.671677 nChanged 5858 SP:Iteration 10Q (6063.626659 sec): 3 clusters Score: Raw -12861662.003687 + Penalty 2257.001736 = -12859405.001952 nChanged 4124 SP:Iteration 11Q (6063.809080 sec): 3 clusters Score: Raw -12862727.312528 + Penalty 2257.001736 = -12860470.310792 nChanged 2767 SP:Iteration 12Q (6063.990064 sec): 3 clusters Score: Raw -12863237.788840 + Penalty 2257.001736 = -12860980.787104 nChanged 1994 SP:Iteration 13Q (6064.170560 sec): 3 clusters Score: Raw -12863572.758539 + Penalty 2257.001736 = -12861315.756804 nChanged 1699 SP:Iteration 14Q (6064.349809 sec): 3 clusters Score: Raw -12863876.008409 + Penalty 2257.001736 = -12861619.006674 nChanged 1697 SP:Iteration 15Q (6064.529107 sec): 3 clusters Score: Raw -12864206.838888 + Penalty 2257.001736 = -12861949.837152 nChanged 1699 SP:Iteration 16Q (6064.719301 sec): 3 clusters Score: Raw -12864555.178915 + Penalty 2257.001736 = -12862298.177180 nChanged 1776 SP:Iteration 17Q (6064.898046 sec): 3 clusters Score: Raw -12864928.024356 + Penalty 2257.001736 = -12862671.022620 nChanged 1849 SP:Iteration 18Q (6065.075741 sec): 3 clusters Score: Raw -12865316.109542 + Penalty 2257.001736 = -12863059.107807 nChanged 1931 SP:Iteration 19Q (6065.252870 sec): 3 clusters Score: Raw -12865747.646815 + Penalty 2257.001736 = -12863490.645080 nChanged 2078 SP:Iteration 20F (6065.423168 sec): 3 clusters Score: Raw -12866241.774056 + Penalty 2257.001736 = -12863984.772320 nChanged 2185 SP:Iteration 21Q (6065.598460 sec): 3 clusters Score: Raw -12866777.571679 + Penalty 2257.001736 = -12864520.569944 nChanged 2343 SP:Iteration 22Q (6065.772658 sec): 3 clusters Score: Raw -12867388.324018 + Penalty 2257.001736 = -12865131.322282 nChanged 2464 SP:Iteration 23Q (6065.946287 sec): 3 clusters Score: Raw -12868074.897667 + Penalty 2257.001736 = -12865817.895931 nChanged 2570 SP:Iteration 24Q (6066.118775 sec): 3 clusters Score: Raw -12868853.079614 + Penalty 2257.001736 = -12866596.077878 nChanged 2773 SP:Iteration 25Q (6066.290334 sec): 3 clusters Score: Raw -12869775.611541 + Penalty 2257.001736 = -12867518.609806 nChanged 2891 SP:Iteration 26Q (6066.460283 sec): 3 clusters Score: Raw -12870792.955685 + Penalty 2257.001736 = -12868535.953949 nChanged 2876 SP:Iteration 27Q (6066.629473 sec): 3 clusters Score: Raw -12871875.390429 + Penalty 2257.001736 = -12869618.388693 nChanged 2895 SP:Iteration 28Q (6066.796226 sec): 3 clusters Score: Raw -12873042.890540 + Penalty 2257.001736 = -12870785.888804 nChanged 2936 SP:Iteration 29Q (6066.961563 sec): 3 clusters Score: Raw -12874297.480995 + Penalty 2257.001736 = -12872040.479259 nChanged 2945 SP:Iteration 30Q (6067.125108 sec): 3 clusters Score: Raw -12875665.678409 + Penalty 2257.001736 = -12873408.676673 nChanged 2897 SP:Iteration 31Q (6067.287255 sec): 3 clusters Score: Raw -12877094.915523 + Penalty 2257.001736 = -12874837.913788 nChanged 2688 SP:Iteration 32Q (6067.446681 sec): 3 clusters Score: Raw -12878494.855413 + Penalty 2257.001736 = -12876237.853677 nChanged 2556 SP:Iteration 33Q (6067.603692 sec): 3 clusters Score: Raw -12879921.062376 + Penalty 2257.001736 = -12877664.060640 nChanged 2325 SP:Iteration 34Q (6067.758918 sec): 3 clusters Score: Raw -12881264.368067 + Penalty 2257.001736 = -12879007.366331 nChanged 1957 SP:Iteration 35Q (6067.911417 sec): 3 clusters Score: Raw -12882394.000660 + Penalty 2257.001736 = -12880136.998924 nChanged 1675 SP:Iteration 36Q (6068.061563 sec): 3 clusters Score: Raw -12883363.601848 + Penalty 2257.001736 = -12881106.600112 nChanged 1339 SP:Iteration 37Q (6068.210803 sec): 3 clusters Score: Raw -12884130.081054 + Penalty 2257.001736 = -12881873.079318 nChanged 1045 SP:Iteration 38Q (6068.356190 sec): 3 clusters Score: Raw -12884719.906255 + Penalty 2257.001736 = -12882462.904519 nChanged 778 SP:Iteration 39Q (6068.500245 sec): 3 clusters Score: Raw -12885161.977963 + Penalty 2257.001736 = -12882904.976227 nChanged 586 SP:Iteration 40F (6068.668247 sec): 3 clusters Score: Raw -12885510.676401 + Penalty 2257.001736 = -12883253.674666 nChanged 457 SP:Iteration 41Q (6068.810613 sec): 3 clusters Score: Raw -12885767.360993 + Penalty 2257.001736 = -12883510.359257 nChanged 303 SP:Iteration 42Q (6068.951935 sec): 3 clusters Score: Raw -12885922.169733 + Penalty 2257.001736 = -12883665.167997 nChanged 193 SP:Iteration 43Q (6069.093038 sec): 3 clusters Score: Raw -12886003.315602 + Penalty 2257.001736 = -12883746.313867 nChanged 145 SP:Iteration 44Q (6069.233940 sec): 3 clusters Score: Raw -12886059.606593 + Penalty 2257.001736 = -12883802.604857 nChanged 107 SP:Iteration 45Q (6069.374595 sec): 3 clusters Score: Raw -12886106.636482 + Penalty 2257.001736 = -12883849.634746 nChanged 89 SP:Iteration 46Q (6069.515000 sec): 3 clusters Score: Raw -12886146.730355 + Penalty 2257.001736 = -12883889.728619 nChanged 70 SP:Iteration 47Q (6069.656767 sec): 3 clusters Score: Raw -12886174.388281 + Penalty 2257.001736 = -12883917.386545 nChanged 59 SP:Iteration 48Q (6069.797460 sec): 3 clusters Score: Raw -12886201.546937 + Penalty 2257.001736 = -12883944.545201 nChanged 42 SP:Iteration 49Q (6069.949059 sec): 3 clusters Score: Raw -12886217.698121 + Penalty 2257.001736 = -12883960.696385 nChanged 27 SP:Iteration 50Q (6070.089147 sec): 3 clusters Score: Raw -12886228.314808 + Penalty 2257.001736 = -12883971.313073 nChanged 25 SP:Iteration 51Q (6070.229424 sec): 3 clusters Score: Raw -12886237.256812 + Penalty 2257.001736 = -12883980.255076 nChanged 22 SP:Iteration 52Q (6070.369593 sec): 3 clusters Score: Raw -12886245.071891 + Penalty 2257.001736 = -12883988.070156 nChanged 19 SP:Iteration 53Q (6070.509860 sec): 3 clusters Score: Raw -12886251.225050 + Penalty 2257.001736 = -12883994.223314 nChanged 21 SP:Iteration 54Q (6070.650112 sec): 3 clusters Score: Raw -12886260.092926 + Penalty 2257.001736 = -12884003.091190 nChanged 18 SP:Iteration 55Q (6070.790430 sec): 3 clusters Score: Raw -12886267.921692 + Penalty 2257.001736 = -12884010.919956 nChanged 11 SP:Iteration 56Q (6070.930562 sec): 3 clusters Score: Raw -12886273.531540 + Penalty 2257.001736 = -12884016.529804 nChanged 14 SP:Iteration 57Q (6071.070734 sec): 3 clusters Score: Raw -12886279.713325 + Penalty 2257.001736 = -12884022.711590 nChanged 9 SP:Iteration 58Q (6071.220919 sec): 3 clusters Score: Raw -12886283.511553 + Penalty 2257.001736 = -12884026.509818 nChanged 14 SP:Iteration 59Q (6071.362052 sec): 3 clusters Score: Raw -12886288.591612 + Penalty 2257.001736 = -12884031.589876 nChanged 13 SP:Iteration 60F (6071.530116 sec): 3 clusters Score: Raw -12886291.668845 + Penalty 2257.001736 = -12884034.667109 nChanged 7 SP:Iteration 61Q (6071.670301 sec): 3 clusters Score: Raw -12886292.964933 + Penalty 2257.001736 = -12884035.963198 nChanged 5 SP:Iteration 62Q (6071.814949 sec): 3 clusters Score: Raw -12886293.791950 + Penalty 2257.001736 = -12884036.790215 nChanged 4 SP:Iteration 63Q (6071.957575 sec): 3 clusters Score: Raw -12886294.575022 + Penalty 2257.001736 = -12884037.573286 nChanged 2 SP:Iteration 64Q (6072.098879 sec): 3 clusters Score: Raw -12886295.284418 + Penalty 2257.001736 = -12884038.282682 nChanged 4 SP:Iteration 65Q (6072.239808 sec): 3 clusters Score: Raw -12886295.967813 + Penalty 2257.001736 = -12884038.966078 nChanged 1 SP:Iteration 66Q (6072.379980 sec): 3 clusters Score: Raw -12886296.620792 + Penalty 2257.001736 = -12884039.619056 nChanged 3 SP:Iteration 67Q (6072.520005 sec): 3 clusters Score: Raw -12886297.975303 + Penalty 2257.001736 = -12884040.973567 nChanged 5 SP:Iteration 68Q (6072.659800 sec): 3 clusters Score: Raw -12886299.235295 + Penalty 2257.001736 = -12884042.233560 nChanged 6 SP:Iteration 69Q (6072.799771 sec): 3 clusters Score: Raw -12886301.228354 + Penalty 2257.001736 = -12884044.226618 nChanged 6 SP:Iteration 70Q (6072.939476 sec): 3 clusters Score: Raw -12886302.528765 + Penalty 2257.001736 = -12884045.527029 nChanged 4 SP:Iteration 71Q (6073.079488 sec): 3 clusters Score: Raw -12886303.768820 + Penalty 2257.001736 = -12884046.767084 nChanged 4 SP:Iteration 72Q (6073.219906 sec): 3 clusters Score: Raw -12886304.747374 + Penalty 2257.001736 = -12884047.745639 nChanged 3 SP:Iteration 73Q (6073.360037 sec): 3 clusters Score: Raw -12886305.315908 + Penalty 2257.001736 = -12884048.314173 nChanged 2 SP:Iteration 74Q (6073.499796 sec): 3 clusters Score: Raw -12886305.792043 + Penalty 2257.001736 = -12884048.790307 nChanged 0 SP:Iteration 75F (6073.667866 sec): 3 clusters Score: Raw -12886305.792043 + Penalty 2257.001736 = -12884048.790307 nChanged 0 Trying to split cluster 31 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6073.677917 sec): 2 clusters Score: Raw -13412.285056 + Penalty 525.295763 = -12886.989293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6073.679603 sec): 3 clusters Score: Raw -13439.517820 + Penalty 1050.591527 = -12388.926294 nChanged 78 SP:Iteration 1F (6073.681185 sec): 3 clusters Score: Raw -13543.520853 + Penalty 1050.591527 = -12492.929326 nChanged 23 SP:Iteration 2F (6073.682659 sec): 3 clusters Score: Raw -13585.544660 + Penalty 1050.591527 = -12534.953133 nChanged 12 SP:Iteration 3Q (6073.684102 sec): 3 clusters Score: Raw -13663.479670 + Penalty 1050.591527 = -12612.888144 nChanged 14 SP:Iteration 4F (6073.685568 sec): 3 clusters Score: Raw -13711.449642 + Penalty 1050.591527 = -12660.858116 nChanged 11 SP:Iteration 5Q (6073.686991 sec): 3 clusters Score: Raw -13755.334458 + Penalty 1050.591527 = -12704.742932 nChanged 11 SP:Iteration 6Q (6073.688411 sec): 3 clusters Score: Raw -13809.732286 + Penalty 1050.591527 = -12759.140759 nChanged 10 SP:Iteration 7Q (6073.689822 sec): 3 clusters Score: Raw -13845.511256 + Penalty 1050.591527 = -12794.919730 nChanged 6 SP:Iteration 8Q (6073.691218 sec): 3 clusters Score: Raw -13888.013965 + Penalty 1050.591527 = -12837.422439 nChanged 5 SP:Iteration 9Q (6073.692615 sec): 3 clusters Score: Raw -13903.267312 + Penalty 1050.591527 = -12852.675786 nChanged 6 SP:Iteration 10Q (6073.694020 sec): 3 clusters Score: Raw -13914.694402 + Penalty 1050.591527 = -12864.102875 nChanged 5 SP:Iteration 11Q (6073.695420 sec): 3 clusters Score: Raw -13926.134591 + Penalty 1050.591527 = -12875.543065 nChanged 5 SP:Iteration 12Q (6073.696811 sec): 3 clusters Score: Raw -13930.783049 + Penalty 1050.591527 = -12880.191523 nChanged 2 SP:Iteration 13Q (6073.698216 sec): 3 clusters Score: Raw -13932.075344 + Penalty 1050.591527 = -12881.483817 nChanged 2 SP:Iteration 14Q (6073.699604 sec): 3 clusters Score: Raw -13932.834295 + Penalty 1050.591527 = -12882.242769 nChanged 1 SP:Iteration 15Q (6073.700996 sec): 3 clusters Score: Raw -13934.668585 + Penalty 1050.591527 = -12884.077059 nChanged 0 SP:Iteration 16F (6073.702446 sec): 3 clusters Score: Raw -13934.668585 + Penalty 1050.591527 = -12884.077059 nChanged 0 Trying to split cluster 32 (4771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6073.720802 sec): 2 clusters Score: Raw -410121.534037 + Penalty 804.679565 = -409316.854472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6073.739614 sec): 3 clusters Score: Raw -407463.863326 + Penalty 1609.359129 = -405854.504197 nChanged 2002 SP:Iteration 1F (6073.756924 sec): 3 clusters Score: Raw -408671.339218 + Penalty 1609.359129 = -407061.980089 nChanged 293 SP:Iteration 2F (6073.774366 sec): 3 clusters Score: Raw -408815.932233 + Penalty 1609.359129 = -407206.573104 nChanged 252 SP:Iteration 3F (6073.791580 sec): 3 clusters Score: Raw -408944.586253 + Penalty 1609.359129 = -407335.227124 nChanged 219 SP:Iteration 4Q (6073.809221 sec): 3 clusters Score: Raw -409071.911515 + Penalty 1609.359129 = -407462.552386 nChanged 226 SP:Iteration 5Q (6073.826501 sec): 3 clusters Score: Raw -409217.136561 + Penalty 1609.359129 = -407607.777432 nChanged 224 SP:Iteration 6Q (6073.843977 sec): 3 clusters Score: Raw -409348.101487 + Penalty 1609.359129 = -407738.742358 nChanged 172 SP:Iteration 7Q (6073.861503 sec): 3 clusters Score: Raw -409462.058919 + Penalty 1609.359129 = -407852.699790 nChanged 153 SP:Iteration 8Q (6073.878892 sec): 3 clusters Score: Raw -409565.965748 + Penalty 1609.359129 = -407956.606619 nChanged 141 SP:Iteration 9Q (6073.896136 sec): 3 clusters Score: Raw -409669.642485 + Penalty 1609.359129 = -408060.283356 nChanged 126 SP:Iteration 10Q (6073.913271 sec): 3 clusters Score: Raw -409751.068954 + Penalty 1609.359129 = -408141.709825 nChanged 116 SP:Iteration 11Q (6073.930445 sec): 3 clusters Score: Raw -409817.437115 + Penalty 1609.359129 = -408208.077986 nChanged 102 SP:Iteration 12Q (6073.947543 sec): 3 clusters Score: Raw -409863.899995 + Penalty 1609.359129 = -408254.540866 nChanged 79 SP:Iteration 13Q (6073.964514 sec): 3 clusters Score: Raw -409901.200721 + Penalty 1609.359129 = -408291.841592 nChanged 55 SP:Iteration 14Q (6073.981545 sec): 3 clusters Score: Raw -409923.332910 + Penalty 1609.359129 = -408313.973780 nChanged 51 SP:Iteration 15Q (6073.998577 sec): 3 clusters Score: Raw -409945.421670 + Penalty 1609.359129 = -408336.062540 nChanged 40 SP:Iteration 16Q (6074.015333 sec): 3 clusters Score: Raw -409963.476961 + Penalty 1609.359129 = -408354.117832 nChanged 39 SP:Iteration 17Q (6074.032193 sec): 3 clusters Score: Raw -409981.020667 + Penalty 1609.359129 = -408371.661538 nChanged 43 SP:Iteration 18Q (6074.049022 sec): 3 clusters Score: Raw -410001.795990 + Penalty 1609.359129 = -408392.436861 nChanged 37 SP:Iteration 19Q (6074.066117 sec): 3 clusters Score: Raw -410017.883514 + Penalty 1609.359129 = -408408.524385 nChanged 37 SP:Iteration 20F (6074.083489 sec): 3 clusters Score: Raw -410032.374388 + Penalty 1609.359129 = -408423.015259 nChanged 38 SP:Iteration 21Q (6074.100263 sec): 3 clusters Score: Raw -410046.980922 + Penalty 1609.359129 = -408437.621793 nChanged 31 SP:Iteration 22Q (6074.117014 sec): 3 clusters Score: Raw -410059.348184 + Penalty 1609.359129 = -408449.989055 nChanged 27 SP:Iteration 23Q (6074.133465 sec): 3 clusters Score: Raw -410073.373442 + Penalty 1609.359129 = -408464.014313 nChanged 31 SP:Iteration 24Q (6074.150353 sec): 3 clusters Score: Raw -410090.251519 + Penalty 1609.359129 = -408480.892390 nChanged 32 SP:Iteration 25Q (6074.167215 sec): 3 clusters Score: Raw -410103.962916 + Penalty 1609.359129 = -408494.603787 nChanged 23 SP:Iteration 26Q (6074.184086 sec): 3 clusters Score: Raw -410117.023298 + Penalty 1609.359129 = -408507.664169 nChanged 19 SP:Iteration 27Q (6074.200821 sec): 3 clusters Score: Raw -410123.696095 + Penalty 1609.359129 = -408514.336966 nChanged 17 SP:Iteration 28Q (6074.217670 sec): 3 clusters Score: Raw -410131.716797 + Penalty 1609.359129 = -408522.357668 nChanged 14 SP:Iteration 29Q (6074.234422 sec): 3 clusters Score: Raw -410139.747079 + Penalty 1609.359129 = -408530.387950 nChanged 15 SP:Iteration 30Q (6074.251132 sec): 3 clusters Score: Raw -410147.800145 + Penalty 1609.359129 = -408538.441016 nChanged 17 SP:Iteration 31Q (6074.268004 sec): 3 clusters Score: Raw -410158.249051 + Penalty 1609.359129 = -408548.889922 nChanged 19 SP:Iteration 32Q (6074.284536 sec): 3 clusters Score: Raw -410167.824103 + Penalty 1609.359129 = -408558.464974 nChanged 18 SP:Iteration 33Q (6074.301164 sec): 3 clusters Score: Raw -410176.203473 + Penalty 1609.359129 = -408566.844344 nChanged 19 SP:Iteration 34Q (6074.318092 sec): 3 clusters Score: Raw -410187.012425 + Penalty 1609.359129 = -408577.653296 nChanged 14 SP:Iteration 35Q (6074.334790 sec): 3 clusters Score: Raw -410194.069323 + Penalty 1609.359129 = -408584.710194 nChanged 9 SP:Iteration 36Q (6074.351459 sec): 3 clusters Score: Raw -410199.749103 + Penalty 1609.359129 = -408590.389974 nChanged 12 SP:Iteration 37Q (6074.367972 sec): 3 clusters Score: Raw -410205.496145 + Penalty 1609.359129 = -408596.137016 nChanged 4 SP:Iteration 38Q (6074.384535 sec): 3 clusters Score: Raw -410206.927008 + Penalty 1609.359129 = -408597.567879 nChanged 5 SP:Iteration 39Q (6074.401186 sec): 3 clusters Score: Raw -410208.384301 + Penalty 1609.359129 = -408599.025172 nChanged 3 SP:Iteration 40F (6074.418854 sec): 3 clusters Score: Raw -410209.937313 + Penalty 1609.359129 = -408600.578184 nChanged 3 SP:Iteration 41Q (6074.435282 sec): 3 clusters Score: Raw -410210.838951 + Penalty 1609.359129 = -408601.479822 nChanged 3 SP:Iteration 42Q (6074.451981 sec): 3 clusters Score: Raw -410211.601845 + Penalty 1609.359129 = -408602.242716 nChanged 2 SP:Iteration 43Q (6074.468669 sec): 3 clusters Score: Raw -410212.174952 + Penalty 1609.359129 = -408602.815823 nChanged 3 SP:Iteration 44Q (6074.485225 sec): 3 clusters Score: Raw -410213.821569 + Penalty 1609.359129 = -408604.462440 nChanged 5 SP:Iteration 45Q (6074.501963 sec): 3 clusters Score: Raw -410215.473890 + Penalty 1609.359129 = -408606.114761 nChanged 2 SP:Iteration 46Q (6074.518579 sec): 3 clusters Score: Raw -410215.817483 + Penalty 1609.359129 = -408606.458354 nChanged 2 SP:Iteration 47Q (6074.535268 sec): 3 clusters Score: Raw -410216.107221 + Penalty 1609.359129 = -408606.748092 nChanged 2 SP:Iteration 48Q (6074.551716 sec): 3 clusters Score: Raw -410216.651576 + Penalty 1609.359129 = -408607.292447 nChanged 0 SP:Iteration 49F (6074.568970 sec): 3 clusters Score: Raw -410216.651576 + Penalty 1609.359129 = -408607.292447 nChanged 0 Trying to split cluster 33 (2355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6074.584351 sec): 2 clusters Score: Raw -187057.731128 + Penalty 737.608121 = -186320.123007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6074.594254 sec): 3 clusters Score: Raw -185916.835345 + Penalty 1475.216241 = -184441.619104 nChanged 924 SP:Iteration 1F (6074.603426 sec): 3 clusters Score: Raw -186517.524821 + Penalty 1475.216241 = -185042.308580 nChanged 200 SP:Iteration 2F (6074.612415 sec): 3 clusters Score: Raw -186667.334276 + Penalty 1475.216241 = -185192.118034 nChanged 149 SP:Iteration 3F (6074.621554 sec): 3 clusters Score: Raw -186758.726977 + Penalty 1475.216241 = -185283.510736 nChanged 104 SP:Iteration 4Q (6074.630579 sec): 3 clusters Score: Raw -186816.721409 + Penalty 1475.216241 = -185341.505168 nChanged 90 SP:Iteration 5Q (6074.639727 sec): 3 clusters Score: Raw -186874.071549 + Penalty 1475.216241 = -185398.855308 nChanged 73 SP:Iteration 6Q (6074.648828 sec): 3 clusters Score: Raw -186932.157651 + Penalty 1475.216241 = -185456.941410 nChanged 84 SP:Iteration 7Q (6074.657799 sec): 3 clusters Score: Raw -186996.844978 + Penalty 1475.216241 = -185521.628736 nChanged 86 SP:Iteration 8Q (6074.666762 sec): 3 clusters Score: Raw -187061.476870 + Penalty 1475.216241 = -185586.260629 nChanged 79 SP:Iteration 9Q (6074.675716 sec): 3 clusters Score: Raw -187131.482513 + Penalty 1475.216241 = -185656.266272 nChanged 70 SP:Iteration 10Q (6074.684785 sec): 3 clusters Score: Raw -187206.157851 + Penalty 1475.216241 = -185730.941610 nChanged 63 SP:Iteration 11Q (6074.693817 sec): 3 clusters Score: Raw -187253.155322 + Penalty 1475.216241 = -185777.939081 nChanged 38 SP:Iteration 12Q (6074.702716 sec): 3 clusters Score: Raw -187278.913607 + Penalty 1475.216241 = -185803.697366 nChanged 37 SP:Iteration 13Q (6074.711605 sec): 3 clusters Score: Raw -187304.188981 + Penalty 1475.216241 = -185828.972739 nChanged 28 SP:Iteration 14Q (6074.720624 sec): 3 clusters Score: Raw -187321.099274 + Penalty 1475.216241 = -185845.883033 nChanged 26 SP:Iteration 15Q (6074.729674 sec): 3 clusters Score: Raw -187334.519247 + Penalty 1475.216241 = -185859.303006 nChanged 18 SP:Iteration 16Q (6074.738671 sec): 3 clusters Score: Raw -187351.015329 + Penalty 1475.216241 = -185875.799088 nChanged 31 SP:Iteration 17Q (6074.747617 sec): 3 clusters Score: Raw -187373.438499 + Penalty 1475.216241 = -185898.222258 nChanged 23 SP:Iteration 18Q (6074.756575 sec): 3 clusters Score: Raw -187384.667314 + Penalty 1475.216241 = -185909.451073 nChanged 11 SP:Iteration 19Q (6074.765515 sec): 3 clusters Score: Raw -187388.196065 + Penalty 1475.216241 = -185912.979824 nChanged 11 SP:Iteration 20F (6074.774556 sec): 3 clusters Score: Raw -187393.208764 + Penalty 1475.216241 = -185917.992523 nChanged 9 SP:Iteration 21Q (6074.783452 sec): 3 clusters Score: Raw -187397.818282 + Penalty 1475.216241 = -185922.602041 nChanged 13 SP:Iteration 22Q (6074.792253 sec): 3 clusters Score: Raw -187403.087692 + Penalty 1475.216241 = -185927.871451 nChanged 7 SP:Iteration 23Q (6074.801139 sec): 3 clusters Score: Raw -187405.020092 + Penalty 1475.216241 = -185929.803851 nChanged 2 SP:Iteration 24Q (6074.809963 sec): 3 clusters Score: Raw -187405.997834 + Penalty 1475.216241 = -185930.781593 nChanged 3 SP:Iteration 25Q (6074.818830 sec): 3 clusters Score: Raw -187409.022093 + Penalty 1475.216241 = -185933.805851 nChanged 7 SP:Iteration 26Q (6074.827632 sec): 3 clusters Score: Raw -187412.617909 + Penalty 1475.216241 = -185937.401668 nChanged 5 SP:Iteration 27Q (6074.836492 sec): 3 clusters Score: Raw -187415.816546 + Penalty 1475.216241 = -185940.600304 nChanged 6 SP:Iteration 28Q (6074.845179 sec): 3 clusters Score: Raw -187418.288410 + Penalty 1475.216241 = -185943.072168 nChanged 3 SP:Iteration 29Q (6074.854093 sec): 3 clusters Score: Raw -187418.953769 + Penalty 1475.216241 = -185943.737527 nChanged 1 SP:Iteration 30Q (6074.862922 sec): 3 clusters Score: Raw -187419.187786 + Penalty 1475.216241 = -185943.971545 nChanged 1 SP:Iteration 31Q (6074.871708 sec): 3 clusters Score: Raw -187419.362583 + Penalty 1475.216241 = -185944.146342 nChanged 0 SP:Iteration 32F (6074.880835 sec): 3 clusters Score: Raw -187419.362583 + Penalty 1475.216241 = -185944.146342 nChanged 0 Trying to split cluster 34 (68451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6074.968379 sec): 2 clusters Score: Raw -6147440.141947 + Penalty 1057.717977 = -6146382.423970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6075.065888 sec): 3 clusters Score: Raw -6102793.031976 + Penalty 2115.435954 = -6100677.596022 nChanged 32749 SP:Iteration 1F (6075.161121 sec): 3 clusters Score: Raw -6122485.249240 + Penalty 2115.435954 = -6120369.813286 nChanged 2949 SP:Iteration 2Q (6075.264280 sec): 3 clusters Score: Raw -6123550.677470 + Penalty 2115.435954 = -6121435.241517 nChanged 3332 SP:Iteration 3Q (6075.367355 sec): 3 clusters Score: Raw -6125070.082884 + Penalty 2115.435954 = -6122954.646931 nChanged 3794 SP:Iteration 4F (6075.461697 sec): 3 clusters Score: Raw -6127275.671212 + Penalty 2115.435954 = -6125160.235259 nChanged 4456 SP:Iteration 5F (6075.556364 sec): 3 clusters Score: Raw -6130365.219953 + Penalty 2115.435954 = -6128249.784000 nChanged 4645 SP:Iteration 6F (6075.651202 sec): 3 clusters Score: Raw -6133908.450975 + Penalty 2115.435954 = -6131793.015021 nChanged 4165 SP:Iteration 7F (6075.745536 sec): 3 clusters Score: Raw -6136607.328343 + Penalty 2115.435954 = -6134491.892389 nChanged 3011 SP:Iteration 8Q (6075.846388 sec): 3 clusters Score: Raw -6137945.244061 + Penalty 2115.435954 = -6135829.808108 nChanged 1856 SP:Iteration 9Q (6075.946540 sec): 3 clusters Score: Raw -6138501.408840 + Penalty 2115.435954 = -6136385.972886 nChanged 1242 SP:Iteration 10Q (6076.045701 sec): 3 clusters Score: Raw -6138835.539134 + Penalty 2115.435954 = -6136720.103180 nChanged 1020 SP:Iteration 11Q (6076.144244 sec): 3 clusters Score: Raw -6139115.414583 + Penalty 2115.435954 = -6136999.978630 nChanged 993 SP:Iteration 12Q (6076.242641 sec): 3 clusters Score: Raw -6139397.383180 + Penalty 2115.435954 = -6137281.947227 nChanged 1046 SP:Iteration 13Q (6076.340587 sec): 3 clusters Score: Raw -6139704.606183 + Penalty 2115.435954 = -6137589.170229 nChanged 1049 SP:Iteration 14Q (6076.438124 sec): 3 clusters Score: Raw -6140004.241871 + Penalty 2115.435954 = -6137888.805917 nChanged 1021 SP:Iteration 15Q (6076.535536 sec): 3 clusters Score: Raw -6140291.106888 + Penalty 2115.435954 = -6138175.670934 nChanged 1031 SP:Iteration 16Q (6076.632435 sec): 3 clusters Score: Raw -6140598.737453 + Penalty 2115.435954 = -6138483.301500 nChanged 1089 SP:Iteration 17Q (6076.728724 sec): 3 clusters Score: Raw -6140945.295758 + Penalty 2115.435954 = -6138829.859804 nChanged 1070 SP:Iteration 18Q (6076.824563 sec): 3 clusters Score: Raw -6141301.898422 + Penalty 2115.435954 = -6139186.462468 nChanged 1098 SP:Iteration 19Q (6076.920144 sec): 3 clusters Score: Raw -6141669.299694 + Penalty 2115.435954 = -6139553.863740 nChanged 1054 SP:Iteration 20F (6077.014814 sec): 3 clusters Score: Raw -6142017.791467 + Penalty 2115.435954 = -6139902.355514 nChanged 1043 SP:Iteration 21Q (6077.109582 sec): 3 clusters Score: Raw -6142375.887040 + Penalty 2115.435954 = -6140260.451087 nChanged 1015 SP:Iteration 22Q (6077.203836 sec): 3 clusters Score: Raw -6142722.398115 + Penalty 2115.435954 = -6140606.962162 nChanged 959 SP:Iteration 23Q (6077.297556 sec): 3 clusters Score: Raw -6143040.767278 + Penalty 2115.435954 = -6140925.331324 nChanged 915 SP:Iteration 24Q (6077.390480 sec): 3 clusters Score: Raw -6143351.233233 + Penalty 2115.435954 = -6141235.797280 nChanged 913 SP:Iteration 25Q (6077.482867 sec): 3 clusters Score: Raw -6143669.331305 + Penalty 2115.435954 = -6141553.895352 nChanged 880 SP:Iteration 26Q (6077.574387 sec): 3 clusters Score: Raw -6143996.033032 + Penalty 2115.435954 = -6141880.597078 nChanged 914 SP:Iteration 27Q (6077.665396 sec): 3 clusters Score: Raw -6144348.255412 + Penalty 2115.435954 = -6142232.819458 nChanged 869 SP:Iteration 28Q (6077.755843 sec): 3 clusters Score: Raw -6144681.594386 + Penalty 2115.435954 = -6142566.158433 nChanged 804 SP:Iteration 29Q (6077.845202 sec): 3 clusters Score: Raw -6144994.497620 + Penalty 2115.435954 = -6142879.061666 nChanged 738 SP:Iteration 30Q (6077.933867 sec): 3 clusters Score: Raw -6145275.373524 + Penalty 2115.435954 = -6143159.937570 nChanged 692 SP:Iteration 31Q (6078.021628 sec): 3 clusters Score: Raw -6145546.568575 + Penalty 2115.435954 = -6143431.132621 nChanged 648 SP:Iteration 32Q (6078.108563 sec): 3 clusters Score: Raw -6145812.878664 + Penalty 2115.435954 = -6143697.442711 nChanged 556 SP:Iteration 33Q (6078.194871 sec): 3 clusters Score: Raw -6146035.007257 + Penalty 2115.435954 = -6143919.571303 nChanged 502 SP:Iteration 34Q (6078.280514 sec): 3 clusters Score: Raw -6146224.716783 + Penalty 2115.435954 = -6144109.280830 nChanged 430 SP:Iteration 35Q (6078.365645 sec): 3 clusters Score: Raw -6146382.500329 + Penalty 2115.435954 = -6144267.064376 nChanged 392 SP:Iteration 36Q (6078.450437 sec): 3 clusters Score: Raw -6146531.761565 + Penalty 2115.435954 = -6144416.325612 nChanged 341 SP:Iteration 37Q (6078.534672 sec): 3 clusters Score: Raw -6146663.840591 + Penalty 2115.435954 = -6144548.404637 nChanged 307 SP:Iteration 38Q (6078.644921 sec): 3 clusters Score: Raw -6146792.136728 + Penalty 2115.435954 = -6144676.700774 nChanged 283 SP:Iteration 39Q (6078.754235 sec): 3 clusters Score: Raw -6146913.724137 + Penalty 2115.435954 = -6144798.288183 nChanged 229 SP:Iteration 40F (6078.848572 sec): 3 clusters Score: Raw -6147020.718422 + Penalty 2115.435954 = -6144905.282469 nChanged 181 SP:Iteration 41Q (6078.953821 sec): 3 clusters Score: Raw -6147103.905958 + Penalty 2115.435954 = -6144988.470005 nChanged 146 SP:Iteration 42Q (6079.035902 sec): 3 clusters Score: Raw -6147171.831310 + Penalty 2115.435954 = -6145056.395357 nChanged 144 SP:Iteration 43Q (6079.117956 sec): 3 clusters Score: Raw -6147234.771277 + Penalty 2115.435954 = -6145119.335323 nChanged 122 SP:Iteration 44Q (6079.199503 sec): 3 clusters Score: Raw -6147287.080348 + Penalty 2115.435954 = -6145171.644395 nChanged 95 SP:Iteration 45Q (6079.280940 sec): 3 clusters Score: Raw -6147327.859664 + Penalty 2115.435954 = -6145212.423710 nChanged 83 SP:Iteration 46Q (6079.375837 sec): 3 clusters Score: Raw -6147372.635174 + Penalty 2115.435954 = -6145257.199220 nChanged 81 SP:Iteration 47Q (6079.457151 sec): 3 clusters Score: Raw -6147418.376822 + Penalty 2115.435954 = -6145302.940868 nChanged 64 SP:Iteration 48Q (6079.538287 sec): 3 clusters Score: Raw -6147452.553630 + Penalty 2115.435954 = -6145337.117676 nChanged 62 SP:Iteration 49Q (6079.619551 sec): 3 clusters Score: Raw -6147484.880163 + Penalty 2115.435954 = -6145369.444210 nChanged 54 SP:Iteration 50Q (6079.700720 sec): 3 clusters Score: Raw -6147511.746520 + Penalty 2115.435954 = -6145396.310566 nChanged 44 SP:Iteration 51Q (6079.782013 sec): 3 clusters Score: Raw -6147534.051048 + Penalty 2115.435954 = -6145418.615095 nChanged 45 SP:Iteration 52Q (6079.863359 sec): 3 clusters Score: Raw -6147552.856351 + Penalty 2115.435954 = -6145437.420398 nChanged 31 SP:Iteration 53Q (6079.944488 sec): 3 clusters Score: Raw -6147564.909746 + Penalty 2115.435954 = -6145449.473793 nChanged 29 SP:Iteration 54Q (6080.025550 sec): 3 clusters Score: Raw -6147578.545763 + Penalty 2115.435954 = -6145463.109809 nChanged 28 SP:Iteration 55Q (6080.106577 sec): 3 clusters Score: Raw -6147588.376021 + Penalty 2115.435954 = -6145472.940067 nChanged 18 SP:Iteration 56Q (6080.187610 sec): 3 clusters Score: Raw -6147594.580370 + Penalty 2115.435954 = -6145479.144417 nChanged 16 SP:Iteration 57Q (6080.268712 sec): 3 clusters Score: Raw -6147600.668166 + Penalty 2115.435954 = -6145485.232213 nChanged 12 SP:Iteration 58Q (6080.349851 sec): 3 clusters Score: Raw -6147604.480000 + Penalty 2115.435954 = -6145489.044046 nChanged 10 SP:Iteration 59Q (6080.430816 sec): 3 clusters Score: Raw -6147606.881239 + Penalty 2115.435954 = -6145491.445286 nChanged 2 SP:Iteration 60F (6080.524548 sec): 3 clusters Score: Raw -6147607.454545 + Penalty 2115.435954 = -6145492.018591 nChanged 3 SP:Iteration 61Q (6080.605698 sec): 3 clusters Score: Raw -6147608.633823 + Penalty 2115.435954 = -6145493.197870 nChanged 4 SP:Iteration 62Q (6080.686896 sec): 3 clusters Score: Raw -6147609.749430 + Penalty 2115.435954 = -6145494.313476 nChanged 3 SP:Iteration 63Q (6080.767937 sec): 3 clusters Score: Raw -6147610.627244 + Penalty 2115.435954 = -6145495.191291 nChanged 4 SP:Iteration 64Q (6080.849026 sec): 3 clusters Score: Raw -6147612.149495 + Penalty 2115.435954 = -6145496.713542 nChanged 6 SP:Iteration 65Q (6080.930177 sec): 3 clusters Score: Raw -6147613.431126 + Penalty 2115.435954 = -6145497.995172 nChanged 4 SP:Iteration 66Q (6081.011576 sec): 3 clusters Score: Raw -6147614.869637 + Penalty 2115.435954 = -6145499.433683 nChanged 4 SP:Iteration 67Q (6081.092760 sec): 3 clusters Score: Raw -6147616.960669 + Penalty 2115.435954 = -6145501.524715 nChanged 4 SP:Iteration 68Q (6081.173871 sec): 3 clusters Score: Raw -6147619.429855 + Penalty 2115.435954 = -6145503.993902 nChanged 3 SP:Iteration 69Q (6081.254919 sec): 3 clusters Score: Raw -6147620.919325 + Penalty 2115.435954 = -6145505.483371 nChanged 2 SP:Iteration 70Q (6081.335904 sec): 3 clusters Score: Raw -6147621.572485 + Penalty 2115.435954 = -6145506.136531 nChanged 2 SP:Iteration 71Q (6081.417091 sec): 3 clusters Score: Raw -6147622.211206 + Penalty 2115.435954 = -6145506.775252 nChanged 1 SP:Iteration 72Q (6081.498370 sec): 3 clusters Score: Raw -6147622.376226 + Penalty 2115.435954 = -6145506.940272 nChanged 0 SP:Iteration 73F (6081.592608 sec): 3 clusters Score: Raw -6147622.376226 + Penalty 2115.435954 = -6145506.940272 nChanged 0 Trying to split cluster 35 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6081.597838 sec): 2 clusters Score: Raw -17279.462871 + Penalty 529.354633 = -16750.108238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6081.599619 sec): 3 clusters Score: Raw -17342.721508 + Penalty 1058.709266 = -16284.012241 nChanged 68 SP:Iteration 1F (6081.601171 sec): 3 clusters Score: Raw -17506.245589 + Penalty 1058.709266 = -16447.536323 nChanged 32 SP:Iteration 2F (6081.602686 sec): 3 clusters Score: Raw -17588.797543 + Penalty 1058.709266 = -16530.088277 nChanged 23 SP:Iteration 3F (6081.604216 sec): 3 clusters Score: Raw -17638.739769 + Penalty 1058.709266 = -16580.030503 nChanged 9 SP:Iteration 4Q (6081.605711 sec): 3 clusters Score: Raw -17654.720004 + Penalty 1058.709266 = -16596.010737 nChanged 3 SP:Iteration 5Q (6081.607190 sec): 3 clusters Score: Raw -17658.011851 + Penalty 1058.709266 = -16599.302585 nChanged 2 SP:Iteration 6Q (6081.608673 sec): 3 clusters Score: Raw -17660.424962 + Penalty 1058.709266 = -16601.715695 nChanged 1 SP:Iteration 7Q (6081.610135 sec): 3 clusters Score: Raw -17661.136678 + Penalty 1058.709266 = -16602.427412 nChanged 1 SP:Iteration 8Q (6081.611608 sec): 3 clusters Score: Raw -17665.450500 + Penalty 1058.709266 = -16606.741234 nChanged 0 SP:Iteration 9F (6081.613227 sec): 3 clusters Score: Raw -17665.450500 + Penalty 1058.709266 = -16606.741234 nChanged 0 Trying to split cluster 36 (1583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6081.627735 sec): 2 clusters Score: Raw -135448.094113 + Penalty 699.872321 = -134748.221792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6081.634714 sec): 3 clusters Score: Raw -134716.750214 + Penalty 1399.744641 = -133317.005572 nChanged 594 SP:Iteration 1F (6081.641083 sec): 3 clusters Score: Raw -135062.431605 + Penalty 1399.744641 = -133662.686963 nChanged 135 SP:Iteration 2F (6081.647334 sec): 3 clusters Score: Raw -135138.814374 + Penalty 1399.744641 = -133739.069732 nChanged 71 SP:Iteration 3Q (6081.653629 sec): 3 clusters Score: Raw -135176.753911 + Penalty 1399.744641 = -133777.009270 nChanged 47 SP:Iteration 4Q (6081.659948 sec): 3 clusters Score: Raw -135200.996666 + Penalty 1399.744641 = -133801.252024 nChanged 31 SP:Iteration 5Q (6081.666252 sec): 3 clusters Score: Raw -135218.784991 + Penalty 1399.744641 = -133819.040349 nChanged 29 SP:Iteration 6Q (6081.672576 sec): 3 clusters Score: Raw -135234.034778 + Penalty 1399.744641 = -133834.290136 nChanged 30 SP:Iteration 7Q (6081.678798 sec): 3 clusters Score: Raw -135248.254435 + Penalty 1399.744641 = -133848.509793 nChanged 24 SP:Iteration 8Q (6081.685067 sec): 3 clusters Score: Raw -135266.532692 + Penalty 1399.744641 = -133866.788050 nChanged 31 SP:Iteration 9Q (6081.691409 sec): 3 clusters Score: Raw -135294.860912 + Penalty 1399.744641 = -133895.116271 nChanged 38 SP:Iteration 10Q (6081.697630 sec): 3 clusters Score: Raw -135328.987619 + Penalty 1399.744641 = -133929.242977 nChanged 43 SP:Iteration 11Q (6081.703895 sec): 3 clusters Score: Raw -135359.193468 + Penalty 1399.744641 = -133959.448826 nChanged 37 SP:Iteration 12Q (6081.710130 sec): 3 clusters Score: Raw -135386.321823 + Penalty 1399.744641 = -133986.577182 nChanged 36 SP:Iteration 13Q (6081.716395 sec): 3 clusters Score: Raw -135409.890249 + Penalty 1399.744641 = -134010.145608 nChanged 34 SP:Iteration 14Q (6081.722678 sec): 3 clusters Score: Raw -135428.000230 + Penalty 1399.744641 = -134028.255589 nChanged 24 SP:Iteration 15Q (6081.728835 sec): 3 clusters Score: Raw -135439.775238 + Penalty 1399.744641 = -134040.030596 nChanged 18 SP:Iteration 16Q (6081.735044 sec): 3 clusters Score: Raw -135448.266567 + Penalty 1399.744641 = -134048.521925 nChanged 23 SP:Iteration 17Q (6081.741225 sec): 3 clusters Score: Raw -135461.118557 + Penalty 1399.744641 = -134061.373916 nChanged 21 SP:Iteration 18Q (6081.747483 sec): 3 clusters Score: Raw -135475.087644 + Penalty 1399.744641 = -134075.343002 nChanged 22 SP:Iteration 19Q (6081.753708 sec): 3 clusters Score: Raw -135488.743825 + Penalty 1399.744641 = -134088.999183 nChanged 24 SP:Iteration 20F (6081.760025 sec): 3 clusters Score: Raw -135501.450528 + Penalty 1399.744641 = -134101.705887 nChanged 20 SP:Iteration 21Q (6081.766287 sec): 3 clusters Score: Raw -135515.825351 + Penalty 1399.744641 = -134116.080710 nChanged 19 SP:Iteration 22Q (6081.772552 sec): 3 clusters Score: Raw -135529.696529 + Penalty 1399.744641 = -134129.951887 nChanged 18 SP:Iteration 23Q (6081.778756 sec): 3 clusters Score: Raw -135539.701111 + Penalty 1399.744641 = -134139.956469 nChanged 11 SP:Iteration 24Q (6081.784902 sec): 3 clusters Score: Raw -135544.925163 + Penalty 1399.744641 = -134145.180521 nChanged 6 SP:Iteration 25Q (6081.791051 sec): 3 clusters Score: Raw -135546.974920 + Penalty 1399.744641 = -134147.230278 nChanged 7 SP:Iteration 26Q (6081.797220 sec): 3 clusters Score: Raw -135550.166908 + Penalty 1399.744641 = -134150.422266 nChanged 7 SP:Iteration 27Q (6081.803294 sec): 3 clusters Score: Raw -135556.384009 + Penalty 1399.744641 = -134156.639367 nChanged 10 SP:Iteration 28Q (6081.809516 sec): 3 clusters Score: Raw -135559.916209 + Penalty 1399.744641 = -134160.171567 nChanged 7 SP:Iteration 29Q (6081.815732 sec): 3 clusters Score: Raw -135561.506320 + Penalty 1399.744641 = -134161.761678 nChanged 3 SP:Iteration 30Q (6081.821858 sec): 3 clusters Score: Raw -135562.208965 + Penalty 1399.744641 = -134162.464324 nChanged 3 SP:Iteration 31Q (6081.828025 sec): 3 clusters Score: Raw -135563.591055 + Penalty 1399.744641 = -134163.846413 nChanged 7 SP:Iteration 32Q (6081.834179 sec): 3 clusters Score: Raw -135566.598232 + Penalty 1399.744641 = -134166.853590 nChanged 7 SP:Iteration 33Q (6081.840351 sec): 3 clusters Score: Raw -135570.158501 + Penalty 1399.744641 = -134170.413860 nChanged 5 SP:Iteration 34Q (6081.846593 sec): 3 clusters Score: Raw -135572.324574 + Penalty 1399.744641 = -134172.579933 nChanged 3 SP:Iteration 35Q (6081.852723 sec): 3 clusters Score: Raw -135573.926762 + Penalty 1399.744641 = -134174.182120 nChanged 1 SP:Iteration 36Q (6081.858907 sec): 3 clusters Score: Raw -135574.310228 + Penalty 1399.744641 = -134174.565587 nChanged 4 SP:Iteration 37Q (6081.865094 sec): 3 clusters Score: Raw -135575.272137 + Penalty 1399.744641 = -134175.527496 nChanged 2 SP:Iteration 38Q (6081.871271 sec): 3 clusters Score: Raw -135575.737222 + Penalty 1399.744641 = -134175.992580 nChanged 0 SP:Iteration 39F (6081.877629 sec): 3 clusters Score: Raw -135575.737222 + Penalty 1399.744641 = -134175.992580 nChanged 0 Iteration 299Q (6086.331543 sec): 37 clusters Score: Raw -45233685.542510 + Penalty 45091.929260 = -45188593.613249 nChanged 66 Iteration 300F (6095.144290 sec): 37 clusters Score: Raw -45233686.924217 + Penalty 45091.929260 = -45188594.994957 nChanged 75 Iteration 301Q (6099.226707 sec): 37 clusters Score: Raw -45233688.317972 + Penalty 45091.929260 = -45188596.388711 nChanged 67 Iteration 302Q (6103.312608 sec): 37 clusters Score: Raw -45233689.419066 + Penalty 45091.929260 = -45188597.489805 nChanged 57 Iteration 303Q (6107.382007 sec): 37 clusters Score: Raw -45233690.101785 + Penalty 45091.929260 = -45188598.172524 nChanged 63 Iteration 304Q (6111.451123 sec): 37 clusters Score: Raw -45233690.900127 + Penalty 45091.929260 = -45188598.970867 nChanged 68 Iteration 305Q (6115.518282 sec): 37 clusters Score: Raw -45233691.892142 + Penalty 45091.929260 = -45188599.962882 nChanged 72 Iteration 306Q (6119.588131 sec): 37 clusters Score: Raw -45233692.959687 + Penalty 45091.929260 = -45188601.030426 nChanged 77 Iteration 307Q (6123.655285 sec): 37 clusters Score: Raw -45233694.025592 + Penalty 45091.929260 = -45188602.096332 nChanged 87 Iteration 308Q (6127.743633 sec): 37 clusters Score: Raw -45233695.473537 + Penalty 45091.929260 = -45188603.544277 nChanged 94 Iteration 309Q (6131.819858 sec): 37 clusters Score: Raw -45233696.815153 + Penalty 45091.929260 = -45188604.885893 nChanged 80 Iteration 310Q (6135.889152 sec): 37 clusters Score: Raw -45233697.872080 + Penalty 45091.929260 = -45188605.942820 nChanged 77 Iteration 311Q (6139.956058 sec): 37 clusters Score: Raw -45233698.957706 + Penalty 45091.929260 = -45188607.028445 nChanged 69 Iteration 312Q (6144.026312 sec): 37 clusters Score: Raw -45233699.991982 + Penalty 45091.929260 = -45188608.062722 nChanged 83 Iteration 313Q (6148.119887 sec): 37 clusters Score: Raw -45233701.149095 + Penalty 45091.929260 = -45188609.219835 nChanged 84 Iteration 314Q (6152.188227 sec): 37 clusters Score: Raw -45233702.296661 + Penalty 45091.929260 = -45188610.367401 nChanged 84 Iteration 315Q (6156.276220 sec): 37 clusters Score: Raw -45233703.392808 + Penalty 45091.929260 = -45188611.463548 nChanged 74 Iteration 316Q (6160.393668 sec): 37 clusters Score: Raw -45233704.269356 + Penalty 45091.929260 = -45188612.340096 nChanged 65 Iteration 317Q (6164.459079 sec): 37 clusters Score: Raw -45233704.957478 + Penalty 45091.929260 = -45188613.028217 nChanged 62 Iteration 318Q (6168.528867 sec): 37 clusters Score: Raw -45233705.682126 + Penalty 45091.929260 = -45188613.752866 nChanged 61 Iteration 319Q (6172.595406 sec): 37 clusters Score: Raw -45233706.511031 + Penalty 45091.929260 = -45188614.581771 nChanged 59 Iteration 320F (6180.954077 sec): 37 clusters Score: Raw -45233707.325622 + Penalty 45091.929260 = -45188615.396362 nChanged 69 Iteration 321Q (6185.021613 sec): 37 clusters Score: Raw -45233708.292994 + Penalty 45091.929260 = -45188616.363733 nChanged 84 Iteration 322Q (6189.094114 sec): 37 clusters Score: Raw -45233709.392320 + Penalty 45091.929260 = -45188617.463060 nChanged 78 Iteration 323Q (6193.168244 sec): 37 clusters Score: Raw -45233710.495537 + Penalty 45091.929260 = -45188618.566277 nChanged 71 Iteration 324Q (6197.238932 sec): 37 clusters Score: Raw -45233711.697820 + Penalty 45091.929260 = -45188619.768560 nChanged 57 Iteration 325Q (6201.335255 sec): 37 clusters Score: Raw -45233712.566283 + Penalty 45091.929260 = -45188620.637023 nChanged 51 Iteration 326Q (6205.405633 sec): 37 clusters Score: Raw -45233713.302183 + Penalty 45091.929260 = -45188621.372922 nChanged 38 Iteration 327Q (6209.486438 sec): 37 clusters Score: Raw -45233713.907224 + Penalty 45091.929260 = -45188621.977964 nChanged 35 Iteration 328Q (6213.585170 sec): 37 clusters Score: Raw -45233714.619534 + Penalty 45091.929260 = -45188622.690273 nChanged 29 Iteration 329Q (6217.656688 sec): 37 clusters Score: Raw -45233715.015895 + Penalty 45091.929260 = -45188623.086634 nChanged 27 Iteration 330Q (6221.749909 sec): 37 clusters Score: Raw -45233715.357300 + Penalty 45091.929260 = -45188623.428039 nChanged 28 Iteration 331Q (6225.867936 sec): 37 clusters Score: Raw -45233715.652726 + Penalty 45091.929260 = -45188623.723465 nChanged 31 Iteration 332Q (6229.938950 sec): 37 clusters Score: Raw -45233715.972763 + Penalty 45091.929260 = -45188624.043502 nChanged 30 Iteration 333Q (6234.007887 sec): 37 clusters Score: Raw -45233716.387037 + Penalty 45091.929260 = -45188624.457776 nChanged 40 Iteration 334Q (6238.100883 sec): 37 clusters Score: Raw -45233716.926135 + Penalty 45091.929260 = -45188624.996874 nChanged 40 Iteration 335Q (6242.190914 sec): 37 clusters Score: Raw -45233717.490651 + Penalty 45091.929260 = -45188625.561390 nChanged 30 Iteration 336Q (6246.252502 sec): 37 clusters Score: Raw -45233717.834161 + Penalty 45091.929260 = -45188625.904901 nChanged 27 Iteration 337Q (6250.318060 sec): 37 clusters Score: Raw -45233718.189139 + Penalty 45091.929260 = -45188626.259879 nChanged 25 Iteration 338Q (6254.394821 sec): 37 clusters Score: Raw -45233718.688622 + Penalty 45091.929260 = -45188626.759361 nChanged 23 Writing temp clu file Because OldScore, -45188626.259879, is greater than current (better) Score,-45188626.759361 Compute initial score before splitting: Score: Raw -45233718.688622 + Penalty 45091.929260 = -45188626.759361 Trying to split cluster 1 (42783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6254.528247 sec): 2 clusters Score: Raw -3597242.093248 + Penalty 1013.070130 = -3596229.023118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6254.598650 sec): 3 clusters Score: Raw -3569733.308766 + Penalty 2026.140260 = -3567707.168506 nChanged 20293 SP:Iteration 1F (6254.663191 sec): 3 clusters Score: Raw -3581608.782263 + Penalty 2026.140260 = -3579582.642003 nChanged 1996 SP:Iteration 2Q (6254.733255 sec): 3 clusters Score: Raw -3582421.498593 + Penalty 2026.140260 = -3580395.358333 nChanged 2239 SP:Iteration 3F (6254.796562 sec): 3 clusters Score: Raw -3583624.421373 + Penalty 2026.140260 = -3581598.281112 nChanged 2693 SP:Iteration 4F (6254.861093 sec): 3 clusters Score: Raw -3585540.632482 + Penalty 2026.140260 = -3583514.492222 nChanged 3100 SP:Iteration 5F (6254.925591 sec): 3 clusters Score: Raw -3588195.928543 + Penalty 2026.140260 = -3586169.788283 nChanged 3081 SP:Iteration 6F (6254.989907 sec): 3 clusters Score: Raw -3590950.063699 + Penalty 2026.140260 = -3588923.923438 nChanged 2499 SP:Iteration 7F (6255.054714 sec): 3 clusters Score: Raw -3592765.053164 + Penalty 2026.140260 = -3590738.912904 nChanged 1670 SP:Iteration 8Q (6255.122844 sec): 3 clusters Score: Raw -3593615.125138 + Penalty 2026.140260 = -3591588.984878 nChanged 1124 SP:Iteration 9Q (6255.188392 sec): 3 clusters Score: Raw -3594125.739237 + Penalty 2026.140260 = -3592099.598977 nChanged 852 SP:Iteration 10Q (6255.253559 sec): 3 clusters Score: Raw -3594555.161724 + Penalty 2026.140260 = -3592529.021464 nChanged 795 SP:Iteration 11Q (6255.318058 sec): 3 clusters Score: Raw -3595017.834249 + Penalty 2026.140260 = -3592991.693989 nChanged 763 SP:Iteration 12Q (6255.382170 sec): 3 clusters Score: Raw -3595481.463621 + Penalty 2026.140260 = -3593455.323361 nChanged 726 SP:Iteration 13Q (6255.445815 sec): 3 clusters Score: Raw -3595940.779361 + Penalty 2026.140260 = -3593914.639100 nChanged 688 SP:Iteration 14Q (6255.509248 sec): 3 clusters Score: Raw -3596376.556007 + Penalty 2026.140260 = -3594350.415746 nChanged 633 SP:Iteration 15Q (6255.571957 sec): 3 clusters Score: Raw -3596733.180200 + Penalty 2026.140260 = -3594707.039939 nChanged 553 SP:Iteration 16Q (6255.634133 sec): 3 clusters Score: Raw -3596986.247764 + Penalty 2026.140260 = -3594960.107504 nChanged 433 SP:Iteration 17Q (6255.696083 sec): 3 clusters Score: Raw -3597146.467953 + Penalty 2026.140260 = -3595120.327693 nChanged 359 SP:Iteration 18Q (6255.757624 sec): 3 clusters Score: Raw -3597258.604849 + Penalty 2026.140260 = -3595232.464589 nChanged 294 SP:Iteration 19Q (6255.819239 sec): 3 clusters Score: Raw -3597336.160565 + Penalty 2026.140260 = -3595310.020305 nChanged 226 SP:Iteration 20F (6255.882748 sec): 3 clusters Score: Raw -3597382.287513 + Penalty 2026.140260 = -3595356.147253 nChanged 152 SP:Iteration 21Q (6255.945141 sec): 3 clusters Score: Raw -3597403.612034 + Penalty 2026.140260 = -3595377.471773 nChanged 113 SP:Iteration 22Q (6256.006491 sec): 3 clusters Score: Raw -3597417.847252 + Penalty 2026.140260 = -3595391.706991 nChanged 101 SP:Iteration 23Q (6256.067531 sec): 3 clusters Score: Raw -3597429.498216 + Penalty 2026.140260 = -3595403.357956 nChanged 82 SP:Iteration 24Q (6256.128839 sec): 3 clusters Score: Raw -3597436.682178 + Penalty 2026.140260 = -3595410.541918 nChanged 63 SP:Iteration 25Q (6256.190157 sec): 3 clusters Score: Raw -3597441.491805 + Penalty 2026.140260 = -3595415.351545 nChanged 63 SP:Iteration 26Q (6256.251107 sec): 3 clusters Score: Raw -3597447.228965 + Penalty 2026.140260 = -3595421.088704 nChanged 67 SP:Iteration 27Q (6256.311840 sec): 3 clusters Score: Raw -3597453.631000 + Penalty 2026.140260 = -3595427.490740 nChanged 69 SP:Iteration 28Q (6256.372827 sec): 3 clusters Score: Raw -3597459.446507 + Penalty 2026.140260 = -3595433.306246 nChanged 75 SP:Iteration 29Q (6256.433656 sec): 3 clusters Score: Raw -3597464.956578 + Penalty 2026.140260 = -3595438.816318 nChanged 50 SP:Iteration 30Q (6256.494435 sec): 3 clusters Score: Raw -3597468.199811 + Penalty 2026.140260 = -3595442.059551 nChanged 44 SP:Iteration 31Q (6256.555127 sec): 3 clusters Score: Raw -3597471.460877 + Penalty 2026.140260 = -3595445.320617 nChanged 34 SP:Iteration 32Q (6256.615690 sec): 3 clusters Score: Raw -3597473.275265 + Penalty 2026.140260 = -3595447.135005 nChanged 23 SP:Iteration 33Q (6256.676388 sec): 3 clusters Score: Raw -3597474.622386 + Penalty 2026.140260 = -3595448.482125 nChanged 27 SP:Iteration 34Q (6256.737057 sec): 3 clusters Score: Raw -3597476.407864 + Penalty 2026.140260 = -3595450.267603 nChanged 28 SP:Iteration 35Q (6256.797721 sec): 3 clusters Score: Raw -3597477.915622 + Penalty 2026.140260 = -3595451.775361 nChanged 32 SP:Iteration 36Q (6256.858110 sec): 3 clusters Score: Raw -3597479.835443 + Penalty 2026.140260 = -3595453.695183 nChanged 31 SP:Iteration 37Q (6256.918672 sec): 3 clusters Score: Raw -3597481.791741 + Penalty 2026.140260 = -3595455.651481 nChanged 34 SP:Iteration 38Q (6256.979026 sec): 3 clusters Score: Raw -3597483.828251 + Penalty 2026.140260 = -3595457.687991 nChanged 39 SP:Iteration 39Q (6257.039394 sec): 3 clusters Score: Raw -3597486.635817 + Penalty 2026.140260 = -3595460.495556 nChanged 35 SP:Iteration 40F (6257.102706 sec): 3 clusters Score: Raw -3597488.991312 + Penalty 2026.140260 = -3595462.851051 nChanged 39 SP:Iteration 41Q (6257.164390 sec): 3 clusters Score: Raw -3597491.402526 + Penalty 2026.140260 = -3595465.262266 nChanged 28 SP:Iteration 42Q (6257.224927 sec): 3 clusters Score: Raw -3597492.767218 + Penalty 2026.140260 = -3595466.626957 nChanged 20 SP:Iteration 43Q (6257.285414 sec): 3 clusters Score: Raw -3597493.646879 + Penalty 2026.140260 = -3595467.506619 nChanged 19 SP:Iteration 44Q (6257.346061 sec): 3 clusters Score: Raw -3597494.490785 + Penalty 2026.140260 = -3595468.350525 nChanged 11 SP:Iteration 45Q (6257.406526 sec): 3 clusters Score: Raw -3597494.878899 + Penalty 2026.140260 = -3595468.738638 nChanged 5 SP:Iteration 46Q (6257.467157 sec): 3 clusters Score: Raw -3597495.012304 + Penalty 2026.140260 = -3595468.872043 nChanged 6 SP:Iteration 47Q (6257.527638 sec): 3 clusters Score: Raw -3597495.232970 + Penalty 2026.140260 = -3595469.092710 nChanged 10 SP:Iteration 48Q (6257.588201 sec): 3 clusters Score: Raw -3597495.655621 + Penalty 2026.140260 = -3595469.515360 nChanged 10 SP:Iteration 49Q (6257.648663 sec): 3 clusters Score: Raw -3597496.128954 + Penalty 2026.140260 = -3595469.988694 nChanged 9 SP:Iteration 50Q (6257.709189 sec): 3 clusters Score: Raw -3597496.479196 + Penalty 2026.140260 = -3595470.338936 nChanged 6 SP:Iteration 51Q (6257.769740 sec): 3 clusters Score: Raw -3597496.754238 + Penalty 2026.140260 = -3595470.613978 nChanged 7 SP:Iteration 52Q (6257.830148 sec): 3 clusters Score: Raw -3597497.007210 + Penalty 2026.140260 = -3595470.866950 nChanged 4 SP:Iteration 53Q (6257.890567 sec): 3 clusters Score: Raw -3597497.094180 + Penalty 2026.140260 = -3595470.953920 nChanged 1 SP:Iteration 54Q (6257.951113 sec): 3 clusters Score: Raw -3597497.126448 + Penalty 2026.140260 = -3595470.986188 nChanged 3 SP:Iteration 55Q (6258.011456 sec): 3 clusters Score: Raw -3597497.190319 + Penalty 2026.140260 = -3595471.050058 nChanged 2 SP:Iteration 56Q (6258.072067 sec): 3 clusters Score: Raw -3597497.271629 + Penalty 2026.140260 = -3595471.131368 nChanged 1 SP:Iteration 57Q (6258.132540 sec): 3 clusters Score: Raw -3597497.327336 + Penalty 2026.140260 = -3595471.187076 nChanged 7 SP:Iteration 58Q (6258.193134 sec): 3 clusters Score: Raw -3597497.603182 + Penalty 2026.140260 = -3595471.462922 nChanged 12 SP:Iteration 59Q (6258.254534 sec): 3 clusters Score: Raw -3597498.101812 + Penalty 2026.140260 = -3595471.961552 nChanged 13 SP:Iteration 60F (6258.317376 sec): 3 clusters Score: Raw -3597498.820401 + Penalty 2026.140260 = -3595472.680140 nChanged 12 SP:Iteration 61Q (6258.378878 sec): 3 clusters Score: Raw -3597499.733507 + Penalty 2026.140260 = -3595473.593246 nChanged 20 SP:Iteration 62Q (6258.439459 sec): 3 clusters Score: Raw -3597500.680132 + Penalty 2026.140260 = -3595474.539872 nChanged 13 SP:Iteration 63Q (6258.499977 sec): 3 clusters Score: Raw -3597501.244291 + Penalty 2026.140260 = -3595475.104031 nChanged 13 SP:Iteration 64Q (6258.560473 sec): 3 clusters Score: Raw -3597501.783740 + Penalty 2026.140260 = -3595475.643480 nChanged 12 SP:Iteration 65Q (6258.620836 sec): 3 clusters Score: Raw -3597502.203926 + Penalty 2026.140260 = -3595476.063666 nChanged 9 SP:Iteration 66Q (6258.681387 sec): 3 clusters Score: Raw -3597502.544428 + Penalty 2026.140260 = -3595476.404168 nChanged 11 SP:Iteration 67Q (6258.741778 sec): 3 clusters Score: Raw -3597502.870513 + Penalty 2026.140260 = -3595476.730253 nChanged 6 SP:Iteration 68Q (6258.802319 sec): 3 clusters Score: Raw -3597503.021337 + Penalty 2026.140260 = -3595476.881077 nChanged 5 SP:Iteration 69Q (6258.862678 sec): 3 clusters Score: Raw -3597503.254803 + Penalty 2026.140260 = -3595477.114542 nChanged 7 SP:Iteration 70Q (6258.923113 sec): 3 clusters Score: Raw -3597503.614934 + Penalty 2026.140260 = -3595477.474673 nChanged 18 SP:Iteration 71Q (6258.983528 sec): 3 clusters Score: Raw -3597504.443490 + Penalty 2026.140260 = -3595478.303230 nChanged 11 SP:Iteration 72Q (6259.044034 sec): 3 clusters Score: Raw -3597504.986854 + Penalty 2026.140260 = -3595478.846594 nChanged 16 SP:Iteration 73Q (6259.129002 sec): 3 clusters Score: Raw -3597506.113562 + Penalty 2026.140260 = -3595479.973302 nChanged 17 SP:Iteration 74Q (6259.189746 sec): 3 clusters Score: Raw -3597506.850341 + Penalty 2026.140260 = -3595480.710081 nChanged 17 SP:Iteration 75Q (6259.250137 sec): 3 clusters Score: Raw -3597507.635618 + Penalty 2026.140260 = -3595481.495358 nChanged 10 SP:Iteration 76Q (6259.310382 sec): 3 clusters Score: Raw -3597508.079103 + Penalty 2026.140260 = -3595481.938843 nChanged 13 SP:Iteration 77Q (6259.370794 sec): 3 clusters Score: Raw -3597508.651574 + Penalty 2026.140260 = -3595482.511313 nChanged 16 SP:Iteration 78Q (6259.431084 sec): 3 clusters Score: Raw -3597509.224462 + Penalty 2026.140260 = -3595483.084202 nChanged 11 SP:Iteration 79Q (6259.491543 sec): 3 clusters Score: Raw -3597509.772765 + Penalty 2026.140260 = -3595483.632505 nChanged 19 SP:Iteration 80F (6259.554773 sec): 3 clusters Score: Raw -3597510.767956 + Penalty 2026.140260 = -3595484.627695 nChanged 20 SP:Iteration 81Q (6259.616139 sec): 3 clusters Score: Raw -3597511.741275 + Penalty 2026.140260 = -3595485.601015 nChanged 24 SP:Iteration 82Q (6259.676466 sec): 3 clusters Score: Raw -3597512.923891 + Penalty 2026.140260 = -3595486.783630 nChanged 24 SP:Iteration 83Q (6259.736778 sec): 3 clusters Score: Raw -3597513.789943 + Penalty 2026.140260 = -3595487.649683 nChanged 18 SP:Iteration 84Q (6259.796956 sec): 3 clusters Score: Raw -3597514.615151 + Penalty 2026.140260 = -3595488.474890 nChanged 20 SP:Iteration 85Q (6259.857390 sec): 3 clusters Score: Raw -3597515.538459 + Penalty 2026.140260 = -3595489.398198 nChanged 21 SP:Iteration 86Q (6259.917765 sec): 3 clusters Score: Raw -3597516.407704 + Penalty 2026.140260 = -3595490.267444 nChanged 12 SP:Iteration 87Q (6259.977877 sec): 3 clusters Score: Raw -3597517.006498 + Penalty 2026.140260 = -3595490.866238 nChanged 12 SP:Iteration 88Q (6260.038112 sec): 3 clusters Score: Raw -3597517.606528 + Penalty 2026.140260 = -3595491.466268 nChanged 11 SP:Iteration 89Q (6260.098437 sec): 3 clusters Score: Raw -3597518.079852 + Penalty 2026.140260 = -3595491.939592 nChanged 15 SP:Iteration 90Q (6260.158620 sec): 3 clusters Score: Raw -3597518.741159 + Penalty 2026.140260 = -3595492.600899 nChanged 11 SP:Iteration 91Q (6260.218930 sec): 3 clusters Score: Raw -3597519.024836 + Penalty 2026.140260 = -3595492.884575 nChanged 6 SP:Iteration 92Q (6260.279223 sec): 3 clusters Score: Raw -3597519.181998 + Penalty 2026.140260 = -3595493.041738 nChanged 8 SP:Iteration 93Q (6260.339270 sec): 3 clusters Score: Raw -3597519.404846 + Penalty 2026.140260 = -3595493.264586 nChanged 6 SP:Iteration 94Q (6260.399513 sec): 3 clusters Score: Raw -3597519.662184 + Penalty 2026.140260 = -3595493.521924 nChanged 8 SP:Iteration 95Q (6260.459584 sec): 3 clusters Score: Raw -3597519.978160 + Penalty 2026.140260 = -3595493.837900 nChanged 8 SP:Iteration 96Q (6260.519639 sec): 3 clusters Score: Raw -3597520.263538 + Penalty 2026.140260 = -3595494.123278 nChanged 10 SP:Iteration 97Q (6260.579934 sec): 3 clusters Score: Raw -3597520.802326 + Penalty 2026.140260 = -3595494.662065 nChanged 10 SP:Iteration 98Q (6260.640031 sec): 3 clusters Score: Raw -3597521.244337 + Penalty 2026.140260 = -3595495.104076 nChanged 7 SP:Iteration 99Q (6260.700016 sec): 3 clusters Score: Raw -3597521.545214 + Penalty 2026.140260 = -3595495.404953 nChanged 11 SP:Iteration 100F (6260.763647 sec): 3 clusters Score: Raw -3597522.258213 + Penalty 2026.140260 = -3595496.117952 nChanged 16 SP:Iteration 101Q (6260.824978 sec): 3 clusters Score: Raw -3597523.246185 + Penalty 2026.140260 = -3595497.105925 nChanged 16 SP:Iteration 102Q (6260.885145 sec): 3 clusters Score: Raw -3597523.886898 + Penalty 2026.140260 = -3595497.746638 nChanged 20 SP:Iteration 103Q (6260.945258 sec): 3 clusters Score: Raw -3597524.949169 + Penalty 2026.140260 = -3595498.808909 nChanged 23 SP:Iteration 104Q (6261.005170 sec): 3 clusters Score: Raw -3597525.954134 + Penalty 2026.140260 = -3595499.813874 nChanged 20 SP:Iteration 105Q (6261.065354 sec): 3 clusters Score: Raw -3597526.675677 + Penalty 2026.140260 = -3595500.535417 nChanged 13 SP:Iteration 106Q (6261.125265 sec): 3 clusters Score: Raw -3597527.239151 + Penalty 2026.140260 = -3595501.098891 nChanged 10 SP:Iteration 107Q (6261.185410 sec): 3 clusters Score: Raw -3597527.608568 + Penalty 2026.140260 = -3595501.468307 nChanged 10 SP:Iteration 108Q (6261.245434 sec): 3 clusters Score: Raw -3597527.979028 + Penalty 2026.140260 = -3595501.838768 nChanged 9 SP:Iteration 109Q (6261.305406 sec): 3 clusters Score: Raw -3597528.233979 + Penalty 2026.140260 = -3595502.093719 nChanged 7 SP:Iteration 110Q (6261.365357 sec): 3 clusters Score: Raw -3597528.428903 + Penalty 2026.140260 = -3595502.288643 nChanged 8 SP:Iteration 111Q (6261.425374 sec): 3 clusters Score: Raw -3597528.635059 + Penalty 2026.140260 = -3595502.494799 nChanged 3 SP:Iteration 112Q (6261.485462 sec): 3 clusters Score: Raw -3597528.770006 + Penalty 2026.140260 = -3595502.629746 nChanged 4 SP:Iteration 113Q (6261.545497 sec): 3 clusters Score: Raw -3597528.875800 + Penalty 2026.140260 = -3595502.735540 nChanged 5 SP:Iteration 114Q (6261.605479 sec): 3 clusters Score: Raw -3597529.063489 + Penalty 2026.140260 = -3595502.923229 nChanged 7 SP:Iteration 115Q (6261.665426 sec): 3 clusters Score: Raw -3597529.403727 + Penalty 2026.140260 = -3595503.263466 nChanged 6 SP:Iteration 116Q (6261.725565 sec): 3 clusters Score: Raw -3597529.628341 + Penalty 2026.140260 = -3595503.488081 nChanged 6 SP:Iteration 117Q (6261.785463 sec): 3 clusters Score: Raw -3597529.841695 + Penalty 2026.140260 = -3595503.701435 nChanged 6 SP:Iteration 118Q (6261.845312 sec): 3 clusters Score: Raw -3597530.096869 + Penalty 2026.140260 = -3595503.956609 nChanged 10 SP:Iteration 119Q (6261.905352 sec): 3 clusters Score: Raw -3597530.453542 + Penalty 2026.140260 = -3595504.313282 nChanged 4 SP:Iteration 120F (6261.969024 sec): 3 clusters Score: Raw -3597530.529429 + Penalty 2026.140260 = -3595504.389169 nChanged 4 SP:Iteration 121Q (6262.030013 sec): 3 clusters Score: Raw -3597530.677191 + Penalty 2026.140260 = -3595504.536931 nChanged 2 SP:Iteration 122Q (6262.089925 sec): 3 clusters Score: Raw -3597530.730752 + Penalty 2026.140260 = -3595504.590492 nChanged 4 SP:Iteration 123Q (6262.149946 sec): 3 clusters Score: Raw -3597530.976016 + Penalty 2026.140260 = -3595504.835756 nChanged 7 SP:Iteration 124Q (6262.210043 sec): 3 clusters Score: Raw -3597531.330765 + Penalty 2026.140260 = -3595505.190505 nChanged 7 SP:Iteration 125Q (6262.270441 sec): 3 clusters Score: Raw -3597531.654997 + Penalty 2026.140260 = -3595505.514737 nChanged 8 SP:Iteration 126Q (6262.330427 sec): 3 clusters Score: Raw -3597532.035641 + Penalty 2026.140260 = -3595505.895381 nChanged 10 SP:Iteration 127Q (6262.390391 sec): 3 clusters Score: Raw -3597532.347761 + Penalty 2026.140260 = -3595506.207500 nChanged 3 SP:Iteration 128Q (6262.450349 sec): 3 clusters Score: Raw -3597532.421619 + Penalty 2026.140260 = -3595506.281359 nChanged 6 SP:Iteration 129Q (6262.510332 sec): 3 clusters Score: Raw -3597532.623234 + Penalty 2026.140260 = -3595506.482974 nChanged 7 SP:Iteration 130Q (6262.570221 sec): 3 clusters Score: Raw -3597532.968134 + Penalty 2026.140260 = -3595506.827874 nChanged 7 SP:Iteration 131Q (6262.630112 sec): 3 clusters Score: Raw -3597533.379824 + Penalty 2026.140260 = -3595507.239564 nChanged 11 SP:Iteration 132Q (6262.690177 sec): 3 clusters Score: Raw -3597533.754683 + Penalty 2026.140260 = -3595507.614423 nChanged 9 SP:Iteration 133Q (6262.750093 sec): 3 clusters Score: Raw -3597534.070035 + Penalty 2026.140260 = -3595507.929775 nChanged 5 SP:Iteration 134Q (6262.809967 sec): 3 clusters Score: Raw -3597534.268970 + Penalty 2026.140260 = -3595508.128710 nChanged 8 SP:Iteration 135Q (6262.869935 sec): 3 clusters Score: Raw -3597534.512705 + Penalty 2026.140260 = -3595508.372445 nChanged 1 SP:Iteration 136Q (6262.929941 sec): 3 clusters Score: Raw -3597534.533348 + Penalty 2026.140260 = -3595508.393087 nChanged 0 SP:Iteration 137F (6262.993232 sec): 3 clusters Score: Raw -3597534.533348 + Penalty 2026.140260 = -3595508.393087 nChanged 0 Trying to split cluster 2 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6263.000262 sec): 2 clusters Score: Raw -24713.972430 + Penalty 554.860957 = -24159.111473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6263.002317 sec): 3 clusters Score: Raw -24661.561160 + Penalty 1109.721915 = -23551.839245 nChanged 92 SP:Iteration 1F (6263.004121 sec): 3 clusters Score: Raw -24783.302156 + Penalty 1109.721915 = -23673.580241 nChanged 36 SP:Iteration 2F (6263.005914 sec): 3 clusters Score: Raw -24860.136557 + Penalty 1109.721915 = -23750.414642 nChanged 20 SP:Iteration 3F (6263.007714 sec): 3 clusters Score: Raw -24914.688822 + Penalty 1109.721915 = -23804.966907 nChanged 18 SP:Iteration 4F (6263.009514 sec): 3 clusters Score: Raw -24956.842380 + Penalty 1109.721915 = -23847.120465 nChanged 13 SP:Iteration 5Q (6263.011293 sec): 3 clusters Score: Raw -25032.185772 + Penalty 1109.721915 = -23922.463857 nChanged 7 SP:Iteration 6Q (6263.013131 sec): 3 clusters Score: Raw -25045.431019 + Penalty 1109.721915 = -23935.709104 nChanged 3 SP:Iteration 7Q (6263.014898 sec): 3 clusters Score: Raw -25049.483286 + Penalty 1109.721915 = -23939.761371 nChanged 0 SP:Iteration 8F (6263.016682 sec): 3 clusters Score: Raw -25049.483286 + Penalty 1109.721915 = -23939.761371 nChanged 0 Trying to split cluster 3 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6263.027351 sec): 2 clusters Score: Raw -60236.063075 + Penalty 641.132157 = -59594.930918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6263.031345 sec): 3 clusters Score: Raw -59934.154561 + Penalty 1282.264314 = -58651.890247 nChanged 284 SP:Iteration 1F (6263.035022 sec): 3 clusters Score: Raw -60188.761932 + Penalty 1282.264314 = -58906.497618 nChanged 56 SP:Iteration 2F (6263.038744 sec): 3 clusters Score: Raw -60263.692694 + Penalty 1282.264314 = -58981.428380 nChanged 41 SP:Iteration 3Q (6263.042444 sec): 3 clusters Score: Raw -60317.404234 + Penalty 1282.264314 = -59035.139920 nChanged 38 SP:Iteration 4Q (6263.046128 sec): 3 clusters Score: Raw -60366.729168 + Penalty 1282.264314 = -59084.464854 nChanged 34 SP:Iteration 5Q (6263.049782 sec): 3 clusters Score: Raw -60427.758493 + Penalty 1282.264314 = -59145.494179 nChanged 38 SP:Iteration 6Q (6263.053447 sec): 3 clusters Score: Raw -60506.704579 + Penalty 1282.264314 = -59224.440265 nChanged 32 SP:Iteration 7Q (6263.057091 sec): 3 clusters Score: Raw -60549.151585 + Penalty 1282.264314 = -59266.887271 nChanged 19 SP:Iteration 8Q (6263.060673 sec): 3 clusters Score: Raw -60565.624381 + Penalty 1282.264314 = -59283.360067 nChanged 13 SP:Iteration 9Q (6263.064283 sec): 3 clusters Score: Raw -60577.024908 + Penalty 1282.264314 = -59294.760594 nChanged 11 SP:Iteration 10Q (6263.067885 sec): 3 clusters Score: Raw -60593.569303 + Penalty 1282.264314 = -59311.304989 nChanged 13 SP:Iteration 11Q (6263.071481 sec): 3 clusters Score: Raw -60612.223846 + Penalty 1282.264314 = -59329.959532 nChanged 10 SP:Iteration 12Q (6263.075036 sec): 3 clusters Score: Raw -60622.639915 + Penalty 1282.264314 = -59340.375601 nChanged 9 SP:Iteration 13Q (6263.078625 sec): 3 clusters Score: Raw -60637.675815 + Penalty 1282.264314 = -59355.411501 nChanged 9 SP:Iteration 14Q (6263.096710 sec): 3 clusters Score: Raw -60653.796287 + Penalty 1282.264314 = -59371.531973 nChanged 11 SP:Iteration 15Q (6263.100448 sec): 3 clusters Score: Raw -60667.764772 + Penalty 1282.264314 = -59385.500458 nChanged 12 SP:Iteration 16Q (6263.104020 sec): 3 clusters Score: Raw -60678.475543 + Penalty 1282.264314 = -59396.211229 nChanged 5 SP:Iteration 17Q (6263.107554 sec): 3 clusters Score: Raw -60683.467463 + Penalty 1282.264314 = -59401.203149 nChanged 1 SP:Iteration 18Q (6263.111120 sec): 3 clusters Score: Raw -60684.744641 + Penalty 1282.264314 = -59402.480327 nChanged 2 SP:Iteration 19Q (6263.114644 sec): 3 clusters Score: Raw -60685.580673 + Penalty 1282.264314 = -59403.316359 nChanged 2 SP:Iteration 20F (6263.118300 sec): 3 clusters Score: Raw -60687.447763 + Penalty 1282.264314 = -59405.183449 nChanged 2 SP:Iteration 21Q (6263.121855 sec): 3 clusters Score: Raw -60688.029644 + Penalty 1282.264314 = -59405.765330 nChanged 0 SP:Iteration 22F (6263.125512 sec): 3 clusters Score: Raw -60688.029644 + Penalty 1282.264314 = -59405.765330 nChanged 0 Trying to split cluster 4 (3134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6263.141814 sec): 2 clusters Score: Raw -283115.381274 + Penalty 764.756215 = -282350.625059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6263.154387 sec): 3 clusters Score: Raw -281431.207199 + Penalty 1529.512430 = -279901.694769 nChanged 1294 SP:Iteration 1F (6263.166080 sec): 3 clusters Score: Raw -282200.011681 + Penalty 1529.512430 = -280670.499251 nChanged 223 SP:Iteration 2F (6263.188990 sec): 3 clusters Score: Raw -282317.185681 + Penalty 1529.512430 = -280787.673251 nChanged 149 SP:Iteration 3Q (6263.224168 sec): 3 clusters Score: Raw -282407.708323 + Penalty 1529.512430 = -280878.195893 nChanged 153 SP:Iteration 4Q (6263.235834 sec): 3 clusters Score: Raw -282505.921592 + Penalty 1529.512430 = -280976.409161 nChanged 173 SP:Iteration 5F (6263.247337 sec): 3 clusters Score: Raw -282631.183880 + Penalty 1529.512430 = -281101.671450 nChanged 167 SP:Iteration 6F (6263.258798 sec): 3 clusters Score: Raw -282746.432564 + Penalty 1529.512430 = -281216.920133 nChanged 150 SP:Iteration 7Q (6263.270190 sec): 3 clusters Score: Raw -282871.222891 + Penalty 1529.512430 = -281341.710460 nChanged 142 SP:Iteration 8Q (6263.281572 sec): 3 clusters Score: Raw -282988.850550 + Penalty 1529.512430 = -281459.338120 nChanged 122 SP:Iteration 9Q (6263.294217 sec): 3 clusters Score: Raw -283098.139126 + Penalty 1529.512430 = -281568.626696 nChanged 101 SP:Iteration 10Q (6263.305639 sec): 3 clusters Score: Raw -283178.893245 + Penalty 1529.512430 = -281649.380815 nChanged 67 SP:Iteration 11Q (6263.316937 sec): 3 clusters Score: Raw -283236.461652 + Penalty 1529.512430 = -281706.949222 nChanged 47 SP:Iteration 12Q (6263.328218 sec): 3 clusters Score: Raw -283272.745992 + Penalty 1529.512430 = -281743.233562 nChanged 31 SP:Iteration 13Q (6263.339294 sec): 3 clusters Score: Raw -283297.960109 + Penalty 1529.512430 = -281768.447678 nChanged 17 SP:Iteration 14Q (6263.350294 sec): 3 clusters Score: Raw -283314.056065 + Penalty 1529.512430 = -281784.543635 nChanged 12 SP:Iteration 15Q (6263.361218 sec): 3 clusters Score: Raw -283322.534890 + Penalty 1529.512430 = -281793.022460 nChanged 8 SP:Iteration 16Q (6263.372256 sec): 3 clusters Score: Raw -283327.721452 + Penalty 1529.512430 = -281798.209022 nChanged 3 SP:Iteration 17Q (6263.383128 sec): 3 clusters Score: Raw -283328.756633 + Penalty 1529.512430 = -281799.244203 nChanged 3 SP:Iteration 18Q (6263.394115 sec): 3 clusters Score: Raw -283329.778860 + Penalty 1529.512430 = -281800.266430 nChanged 1 SP:Iteration 19Q (6263.405102 sec): 3 clusters Score: Raw -283330.291189 + Penalty 1529.512430 = -281800.778758 nChanged 0 SP:Iteration 20F (6263.416378 sec): 3 clusters Score: Raw -283330.291189 + Penalty 1529.512430 = -281800.778758 nChanged 0 Trying to split cluster 5 (17146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6263.445760 sec): 2 clusters Score: Raw -1368070.814548 + Penalty 926.204418 = -1367144.610130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6263.480770 sec): 3 clusters Score: Raw -1357510.768255 + Penalty 1852.408836 = -1355658.359419 nChanged 7829 SP:Iteration 1F (6263.513784 sec): 3 clusters Score: Raw -1362079.560039 + Penalty 1852.408836 = -1360227.151203 nChanged 997 SP:Iteration 2F (6263.546978 sec): 3 clusters Score: Raw -1362566.284732 + Penalty 1852.408836 = -1360713.875896 nChanged 1045 SP:Iteration 3F (6263.580111 sec): 3 clusters Score: Raw -1363230.804694 + Penalty 1852.408836 = -1361378.395859 nChanged 1128 SP:Iteration 4F (6263.613311 sec): 3 clusters Score: Raw -1363984.581498 + Penalty 1852.408836 = -1362132.172662 nChanged 1118 SP:Iteration 5F (6263.646466 sec): 3 clusters Score: Raw -1364736.134600 + Penalty 1852.408836 = -1362883.725764 nChanged 1023 SP:Iteration 6F (6263.679628 sec): 3 clusters Score: Raw -1365349.629967 + Penalty 1852.408836 = -1363497.221131 nChanged 846 SP:Iteration 7Q (6263.713520 sec): 3 clusters Score: Raw -1365842.799852 + Penalty 1852.408836 = -1363990.391016 nChanged 692 SP:Iteration 8Q (6263.746934 sec): 3 clusters Score: Raw -1366172.124919 + Penalty 1852.408836 = -1364319.716083 nChanged 513 SP:Iteration 9Q (6263.780367 sec): 3 clusters Score: Raw -1366365.204753 + Penalty 1852.408836 = -1364512.795917 nChanged 392 SP:Iteration 10Q (6263.813442 sec): 3 clusters Score: Raw -1366498.544727 + Penalty 1852.408836 = -1364646.135891 nChanged 343 SP:Iteration 11Q (6263.846289 sec): 3 clusters Score: Raw -1366597.959862 + Penalty 1852.408836 = -1364745.551026 nChanged 260 SP:Iteration 12Q (6263.879125 sec): 3 clusters Score: Raw -1366673.068622 + Penalty 1852.408836 = -1364820.659786 nChanged 235 SP:Iteration 13Q (6263.911875 sec): 3 clusters Score: Raw -1366736.863377 + Penalty 1852.408836 = -1364884.454541 nChanged 196 SP:Iteration 14Q (6263.944617 sec): 3 clusters Score: Raw -1366787.488096 + Penalty 1852.408836 = -1364935.079260 nChanged 194 SP:Iteration 15Q (6263.977068 sec): 3 clusters Score: Raw -1366828.702889 + Penalty 1852.408836 = -1364976.294053 nChanged 171 SP:Iteration 16Q (6264.009607 sec): 3 clusters Score: Raw -1366865.439972 + Penalty 1852.408836 = -1365013.031136 nChanged 165 SP:Iteration 17Q (6264.042129 sec): 3 clusters Score: Raw -1366899.433018 + Penalty 1852.408836 = -1365047.024182 nChanged 153 SP:Iteration 18Q (6264.074479 sec): 3 clusters Score: Raw -1366931.128476 + Penalty 1852.408836 = -1365078.719640 nChanged 148 SP:Iteration 19Q (6264.106753 sec): 3 clusters Score: Raw -1366957.275545 + Penalty 1852.408836 = -1365104.866709 nChanged 133 SP:Iteration 20F (6264.139642 sec): 3 clusters Score: Raw -1366979.276229 + Penalty 1852.408836 = -1365126.867393 nChanged 111 SP:Iteration 21Q (6264.172133 sec): 3 clusters Score: Raw -1366996.566657 + Penalty 1852.408836 = -1365144.157821 nChanged 109 SP:Iteration 22Q (6264.204278 sec): 3 clusters Score: Raw -1367014.043050 + Penalty 1852.408836 = -1365161.634214 nChanged 116 SP:Iteration 23Q (6264.236416 sec): 3 clusters Score: Raw -1367032.315112 + Penalty 1852.408836 = -1365179.906276 nChanged 107 SP:Iteration 24Q (6264.268346 sec): 3 clusters Score: Raw -1367048.383237 + Penalty 1852.408836 = -1365195.974401 nChanged 117 SP:Iteration 25Q (6264.300528 sec): 3 clusters Score: Raw -1367068.245427 + Penalty 1852.408836 = -1365215.836591 nChanged 108 SP:Iteration 26Q (6264.332536 sec): 3 clusters Score: Raw -1367088.908402 + Penalty 1852.408836 = -1365236.499566 nChanged 111 SP:Iteration 27Q (6264.364587 sec): 3 clusters Score: Raw -1367108.480120 + Penalty 1852.408836 = -1365256.071284 nChanged 121 SP:Iteration 28Q (6264.396560 sec): 3 clusters Score: Raw -1367130.796800 + Penalty 1852.408836 = -1365278.387964 nChanged 121 SP:Iteration 29Q (6264.428568 sec): 3 clusters Score: Raw -1367151.645362 + Penalty 1852.408836 = -1365299.236526 nChanged 122 SP:Iteration 30Q (6264.460137 sec): 3 clusters Score: Raw -1367177.828268 + Penalty 1852.408836 = -1365325.419432 nChanged 134 SP:Iteration 31Q (6264.491940 sec): 3 clusters Score: Raw -1367207.455304 + Penalty 1852.408836 = -1365355.046468 nChanged 135 SP:Iteration 32Q (6264.523593 sec): 3 clusters Score: Raw -1367238.006905 + Penalty 1852.408836 = -1365385.598070 nChanged 145 SP:Iteration 33Q (6264.555161 sec): 3 clusters Score: Raw -1367268.499365 + Penalty 1852.408836 = -1365416.090529 nChanged 128 SP:Iteration 34Q (6264.586741 sec): 3 clusters Score: Raw -1367290.968397 + Penalty 1852.408836 = -1365438.559561 nChanged 108 SP:Iteration 35Q (6264.618104 sec): 3 clusters Score: Raw -1367309.062465 + Penalty 1852.408836 = -1365456.653629 nChanged 109 SP:Iteration 36Q (6264.649576 sec): 3 clusters Score: Raw -1367327.994844 + Penalty 1852.408836 = -1365475.586008 nChanged 105 SP:Iteration 37Q (6264.680815 sec): 3 clusters Score: Raw -1367346.922956 + Penalty 1852.408836 = -1365494.514120 nChanged 96 SP:Iteration 38Q (6264.712043 sec): 3 clusters Score: Raw -1367363.928381 + Penalty 1852.408836 = -1365511.519545 nChanged 100 SP:Iteration 39Q (6264.743186 sec): 3 clusters Score: Raw -1367385.936735 + Penalty 1852.408836 = -1365533.527899 nChanged 116 SP:Iteration 40F (6264.776415 sec): 3 clusters Score: Raw -1367411.249771 + Penalty 1852.408836 = -1365558.840935 nChanged 123 SP:Iteration 41Q (6264.807638 sec): 3 clusters Score: Raw -1367441.214846 + Penalty 1852.408836 = -1365588.806010 nChanged 121 SP:Iteration 42Q (6264.838681 sec): 3 clusters Score: Raw -1367470.040491 + Penalty 1852.408836 = -1365617.631655 nChanged 131 SP:Iteration 43Q (6264.869417 sec): 3 clusters Score: Raw -1367505.611338 + Penalty 1852.408836 = -1365653.202502 nChanged 133 SP:Iteration 44Q (6264.900266 sec): 3 clusters Score: Raw -1367543.404384 + Penalty 1852.408836 = -1365690.995548 nChanged 142 SP:Iteration 45Q (6264.930984 sec): 3 clusters Score: Raw -1367589.272381 + Penalty 1852.408836 = -1365736.863545 nChanged 146 SP:Iteration 46Q (6264.961530 sec): 3 clusters Score: Raw -1367635.787144 + Penalty 1852.408836 = -1365783.378308 nChanged 149 SP:Iteration 47Q (6264.992024 sec): 3 clusters Score: Raw -1367688.037829 + Penalty 1852.408836 = -1365835.628993 nChanged 160 SP:Iteration 48Q (6265.022466 sec): 3 clusters Score: Raw -1367752.362805 + Penalty 1852.408836 = -1365899.953969 nChanged 176 SP:Iteration 49Q (6265.052618 sec): 3 clusters Score: Raw -1367830.920891 + Penalty 1852.408836 = -1365978.512055 nChanged 163 SP:Iteration 50Q (6265.082873 sec): 3 clusters Score: Raw -1367917.502514 + Penalty 1852.408836 = -1366065.093678 nChanged 151 SP:Iteration 51Q (6265.112710 sec): 3 clusters Score: Raw -1368007.519981 + Penalty 1852.408836 = -1366155.111145 nChanged 127 SP:Iteration 52Q (6265.142425 sec): 3 clusters Score: Raw -1368089.646994 + Penalty 1852.408836 = -1366237.238158 nChanged 131 SP:Iteration 53Q (6265.171912 sec): 3 clusters Score: Raw -1368182.255074 + Penalty 1852.408836 = -1366329.846238 nChanged 115 SP:Iteration 54Q (6265.201119 sec): 3 clusters Score: Raw -1368247.445490 + Penalty 1852.408836 = -1366395.036654 nChanged 89 SP:Iteration 55Q (6265.230251 sec): 3 clusters Score: Raw -1368293.884246 + Penalty 1852.408836 = -1366441.475410 nChanged 71 SP:Iteration 56Q (6265.259165 sec): 3 clusters Score: Raw -1368329.560855 + Penalty 1852.408836 = -1366477.152019 nChanged 65 SP:Iteration 57Q (6265.288130 sec): 3 clusters Score: Raw -1368364.292121 + Penalty 1852.408836 = -1366511.883285 nChanged 64 SP:Iteration 58Q (6265.316828 sec): 3 clusters Score: Raw -1368393.009568 + Penalty 1852.408836 = -1366540.600732 nChanged 50 SP:Iteration 59Q (6265.345542 sec): 3 clusters Score: Raw -1368417.528163 + Penalty 1852.408836 = -1366565.119327 nChanged 38 SP:Iteration 60F (6265.378311 sec): 3 clusters Score: Raw -1368440.321996 + Penalty 1852.408836 = -1366587.913160 nChanged 47 SP:Iteration 61Q (6265.407103 sec): 3 clusters Score: Raw -1368463.393598 + Penalty 1852.408836 = -1366610.984762 nChanged 34 SP:Iteration 62Q (6265.435665 sec): 3 clusters Score: Raw -1368478.441746 + Penalty 1852.408836 = -1366626.032910 nChanged 33 SP:Iteration 63Q (6265.464066 sec): 3 clusters Score: Raw -1368494.627499 + Penalty 1852.408836 = -1366642.218663 nChanged 25 SP:Iteration 64Q (6265.492658 sec): 3 clusters Score: Raw -1368504.957385 + Penalty 1852.408836 = -1366652.548549 nChanged 19 SP:Iteration 65Q (6265.520989 sec): 3 clusters Score: Raw -1368510.578266 + Penalty 1852.408836 = -1366658.169430 nChanged 23 SP:Iteration 66Q (6265.549416 sec): 3 clusters Score: Raw -1368517.437492 + Penalty 1852.408836 = -1366665.028656 nChanged 18 SP:Iteration 67Q (6265.577721 sec): 3 clusters Score: Raw -1368522.990273 + Penalty 1852.408836 = -1366670.581437 nChanged 14 SP:Iteration 68Q (6265.605962 sec): 3 clusters Score: Raw -1368529.324026 + Penalty 1852.408836 = -1366676.915190 nChanged 12 SP:Iteration 69Q (6265.634244 sec): 3 clusters Score: Raw -1368532.726864 + Penalty 1852.408836 = -1366680.318028 nChanged 9 SP:Iteration 70Q (6265.662442 sec): 3 clusters Score: Raw -1368535.458068 + Penalty 1852.408836 = -1366683.049232 nChanged 8 SP:Iteration 71Q (6265.690956 sec): 3 clusters Score: Raw -1368538.847855 + Penalty 1852.408836 = -1366686.439019 nChanged 5 SP:Iteration 72Q (6265.719154 sec): 3 clusters Score: Raw -1368540.123763 + Penalty 1852.408836 = -1366687.714927 nChanged 5 SP:Iteration 73Q (6265.747350 sec): 3 clusters Score: Raw -1368541.585722 + Penalty 1852.408836 = -1366689.176886 nChanged 4 SP:Iteration 74Q (6265.775776 sec): 3 clusters Score: Raw -1368542.687568 + Penalty 1852.408836 = -1366690.278732 nChanged 4 SP:Iteration 75Q (6265.803961 sec): 3 clusters Score: Raw -1368543.533195 + Penalty 1852.408836 = -1366691.124359 nChanged 4 SP:Iteration 76Q (6265.832277 sec): 3 clusters Score: Raw -1368544.313517 + Penalty 1852.408836 = -1366691.904681 nChanged 3 SP:Iteration 77Q (6265.860404 sec): 3 clusters Score: Raw -1368545.150532 + Penalty 1852.408836 = -1366692.741696 nChanged 2 SP:Iteration 78Q (6265.888613 sec): 3 clusters Score: Raw -1368545.607164 + Penalty 1852.408836 = -1366693.198328 nChanged 1 SP:Iteration 79Q (6265.916809 sec): 3 clusters Score: Raw -1368545.763415 + Penalty 1852.408836 = -1366693.354579 nChanged 1 SP:Iteration 80F (6265.949612 sec): 3 clusters Score: Raw -1368546.039703 + Penalty 1852.408836 = -1366693.630867 nChanged 2 SP:Iteration 81Q (6265.978253 sec): 3 clusters Score: Raw -1368546.334016 + Penalty 1852.408836 = -1366693.925180 nChanged 1 SP:Iteration 82Q (6266.006410 sec): 3 clusters Score: Raw -1368546.915994 + Penalty 1852.408836 = -1366694.507158 nChanged 1 SP:Iteration 83Q (6266.034767 sec): 3 clusters Score: Raw -1368546.999104 + Penalty 1852.408836 = -1366694.590268 nChanged 1 SP:Iteration 84Q (6266.062928 sec): 3 clusters Score: Raw -1368547.051072 + Penalty 1852.408836 = -1366694.642236 nChanged 0 SP:Iteration 85F (6266.095707 sec): 3 clusters Score: Raw -1368547.051072 + Penalty 1852.408836 = -1366694.642236 nChanged 0 Trying to split cluster 6 (8979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6266.115507 sec): 2 clusters Score: Raw -812012.871934 + Penalty 864.751161 = -811148.120774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6266.140255 sec): 3 clusters Score: Raw -806803.405952 + Penalty 1729.502321 = -805073.903630 nChanged 4030 SP:Iteration 1F (6266.173365 sec): 3 clusters Score: Raw -809103.280170 + Penalty 1729.502321 = -807373.777849 nChanged 598 SP:Iteration 2F (6266.197363 sec): 3 clusters Score: Raw -809407.350442 + Penalty 1729.502321 = -807677.848121 nChanged 556 SP:Iteration 3F (6266.221381 sec): 3 clusters Score: Raw -809730.884570 + Penalty 1729.502321 = -808001.382249 nChanged 591 SP:Iteration 4F (6266.245506 sec): 3 clusters Score: Raw -810140.946735 + Penalty 1729.502321 = -808411.444414 nChanged 583 SP:Iteration 5F (6266.269767 sec): 3 clusters Score: Raw -810596.549623 + Penalty 1729.502321 = -808867.047302 nChanged 543 SP:Iteration 6F (6266.293690 sec): 3 clusters Score: Raw -811032.206810 + Penalty 1729.502321 = -809302.704488 nChanged 420 SP:Iteration 7Q (6266.318197 sec): 3 clusters Score: Raw -811363.729930 + Penalty 1729.502321 = -809634.227609 nChanged 285 SP:Iteration 8Q (6266.343021 sec): 3 clusters Score: Raw -811597.741526 + Penalty 1729.502321 = -809868.239204 nChanged 182 SP:Iteration 9Q (6266.367297 sec): 3 clusters Score: Raw -811758.183284 + Penalty 1729.502321 = -810028.680962 nChanged 135 SP:Iteration 10Q (6266.391326 sec): 3 clusters Score: Raw -811895.999048 + Penalty 1729.502321 = -810166.496726 nChanged 113 SP:Iteration 11Q (6266.414643 sec): 3 clusters Score: Raw -811989.351103 + Penalty 1729.502321 = -810259.848782 nChanged 66 SP:Iteration 12Q (6266.437578 sec): 3 clusters Score: Raw -812032.352227 + Penalty 1729.502321 = -810302.849906 nChanged 37 SP:Iteration 13Q (6266.460090 sec): 3 clusters Score: Raw -812050.610342 + Penalty 1729.502321 = -810321.108020 nChanged 31 SP:Iteration 14Q (6266.482685 sec): 3 clusters Score: Raw -812069.105590 + Penalty 1729.502321 = -810339.603269 nChanged 22 SP:Iteration 15Q (6266.505209 sec): 3 clusters Score: Raw -812081.096551 + Penalty 1729.502321 = -810351.594229 nChanged 19 SP:Iteration 16Q (6266.527775 sec): 3 clusters Score: Raw -812089.703169 + Penalty 1729.502321 = -810360.200847 nChanged 14 SP:Iteration 17Q (6266.550518 sec): 3 clusters Score: Raw -812095.966613 + Penalty 1729.502321 = -810366.464292 nChanged 12 SP:Iteration 18Q (6266.572889 sec): 3 clusters Score: Raw -812102.793091 + Penalty 1729.502321 = -810373.290770 nChanged 18 SP:Iteration 19Q (6266.595238 sec): 3 clusters Score: Raw -812109.365834 + Penalty 1729.502321 = -810379.863513 nChanged 9 SP:Iteration 20F (6266.619691 sec): 3 clusters Score: Raw -812112.970831 + Penalty 1729.502321 = -810383.468510 nChanged 6 SP:Iteration 21Q (6266.642151 sec): 3 clusters Score: Raw -812115.379293 + Penalty 1729.502321 = -810385.876972 nChanged 10 SP:Iteration 22Q (6266.664582 sec): 3 clusters Score: Raw -812120.108734 + Penalty 1729.502321 = -810390.606413 nChanged 13 SP:Iteration 23Q (6266.686861 sec): 3 clusters Score: Raw -812127.942756 + Penalty 1729.502321 = -810398.440435 nChanged 7 SP:Iteration 24Q (6266.709252 sec): 3 clusters Score: Raw -812132.391452 + Penalty 1729.502321 = -810402.889131 nChanged 13 SP:Iteration 25Q (6266.731716 sec): 3 clusters Score: Raw -812138.945404 + Penalty 1729.502321 = -810409.443082 nChanged 11 SP:Iteration 26Q (6266.754188 sec): 3 clusters Score: Raw -812145.054506 + Penalty 1729.502321 = -810415.552185 nChanged 10 SP:Iteration 27Q (6266.776338 sec): 3 clusters Score: Raw -812150.646222 + Penalty 1729.502321 = -810421.143901 nChanged 7 SP:Iteration 28Q (6266.798573 sec): 3 clusters Score: Raw -812154.546641 + Penalty 1729.502321 = -810425.044320 nChanged 3 SP:Iteration 29Q (6266.820968 sec): 3 clusters Score: Raw -812155.467164 + Penalty 1729.502321 = -810425.964842 nChanged 3 SP:Iteration 30Q (6266.843154 sec): 3 clusters Score: Raw -812156.314480 + Penalty 1729.502321 = -810426.812159 nChanged 1 SP:Iteration 31Q (6266.865342 sec): 3 clusters Score: Raw -812156.587746 + Penalty 1729.502321 = -810427.085424 nChanged 0 SP:Iteration 32F (6266.889349 sec): 3 clusters Score: Raw -812156.587746 + Penalty 1729.502321 = -810427.085424 nChanged 0 Trying to split cluster 7 (71431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6266.971328 sec): 2 clusters Score: Raw -6233697.155068 + Penalty 1061.766287 = -6232635.388782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6267.064657 sec): 3 clusters Score: Raw -6186702.552142 + Penalty 2123.532573 = -6184579.019569 nChanged 34292 SP:Iteration 1F (6267.155618 sec): 3 clusters Score: Raw -6207364.240258 + Penalty 2123.532573 = -6205240.707684 nChanged 3725 SP:Iteration 2F (6267.246571 sec): 3 clusters Score: Raw -6208993.467454 + Penalty 2123.532573 = -6206869.934880 nChanged 4650 SP:Iteration 3F (6267.337409 sec): 3 clusters Score: Raw -6211684.281377 + Penalty 2123.532573 = -6209560.748804 nChanged 5725 SP:Iteration 4F (6267.428317 sec): 3 clusters Score: Raw -6215992.686401 + Penalty 2123.532573 = -6213869.153827 nChanged 6326 SP:Iteration 5F (6267.519182 sec): 3 clusters Score: Raw -6221819.386862 + Penalty 2123.532573 = -6219695.854288 nChanged 5631 SP:Iteration 6F (6267.610143 sec): 3 clusters Score: Raw -6227456.486744 + Penalty 2123.532573 = -6225332.954171 nChanged 3743 SP:Iteration 7F (6267.701047 sec): 3 clusters Score: Raw -6231120.211085 + Penalty 2123.532573 = -6228996.678512 nChanged 1836 SP:Iteration 8Q (6267.793235 sec): 3 clusters Score: Raw -6232797.993221 + Penalty 2123.532573 = -6230674.460647 nChanged 725 SP:Iteration 9Q (6267.879687 sec): 3 clusters Score: Raw -6233434.125780 + Penalty 2123.532573 = -6231310.593207 nChanged 255 SP:Iteration 10Q (6267.960103 sec): 3 clusters Score: Raw -6233649.801568 + Penalty 2123.532573 = -6231526.268994 nChanged 97 SP:Iteration 11Q (6268.038689 sec): 3 clusters Score: Raw -6233741.485465 + Penalty 2123.532573 = -6231617.952892 nChanged 46 SP:Iteration 12Q (6268.114793 sec): 3 clusters Score: Raw -6233788.831962 + Penalty 2123.532573 = -6231665.299389 nChanged 29 SP:Iteration 13Q (6268.200027 sec): 3 clusters Score: Raw -6233823.904932 + Penalty 2123.532573 = -6231700.372358 nChanged 32 SP:Iteration 14Q (6268.280129 sec): 3 clusters Score: Raw -6233856.246523 + Penalty 2123.532573 = -6231732.713950 nChanged 21 SP:Iteration 15Q (6268.355322 sec): 3 clusters Score: Raw -6233874.899252 + Penalty 2123.532573 = -6231751.366678 nChanged 13 SP:Iteration 16Q (6268.430390 sec): 3 clusters Score: Raw -6233883.354109 + Penalty 2123.532573 = -6231759.821536 nChanged 8 SP:Iteration 17Q (6268.505364 sec): 3 clusters Score: Raw -6233889.088362 + Penalty 2123.532573 = -6231765.555789 nChanged 6 SP:Iteration 18Q (6268.580492 sec): 3 clusters Score: Raw -6233894.112187 + Penalty 2123.532573 = -6231770.579613 nChanged 11 SP:Iteration 19Q (6268.655536 sec): 3 clusters Score: Raw -6233902.834140 + Penalty 2123.532573 = -6231779.301567 nChanged 5 SP:Iteration 20F (6268.745502 sec): 3 clusters Score: Raw -6233908.341658 + Penalty 2123.532573 = -6231784.809085 nChanged 7 SP:Iteration 21Q (6268.820458 sec): 3 clusters Score: Raw -6233912.114678 + Penalty 2123.532573 = -6231788.582104 nChanged 3 SP:Iteration 22Q (6268.895509 sec): 3 clusters Score: Raw -6233914.832342 + Penalty 2123.532573 = -6231791.299769 nChanged 5 SP:Iteration 23Q (6268.970647 sec): 3 clusters Score: Raw -6233916.121708 + Penalty 2123.532573 = -6231792.589134 nChanged 4 SP:Iteration 24Q (6269.045609 sec): 3 clusters Score: Raw -6233918.272633 + Penalty 2123.532573 = -6231794.740060 nChanged 2 SP:Iteration 25Q (6269.120596 sec): 3 clusters Score: Raw -6233919.354130 + Penalty 2123.532573 = -6231795.821557 nChanged 3 SP:Iteration 26Q (6269.195820 sec): 3 clusters Score: Raw -6233920.796192 + Penalty 2123.532573 = -6231797.263619 nChanged 1 SP:Iteration 27Q (6269.270752 sec): 3 clusters Score: Raw -6233921.135389 + Penalty 2123.532573 = -6231797.602815 nChanged 3 SP:Iteration 28Q (6269.345709 sec): 3 clusters Score: Raw -6233922.259260 + Penalty 2123.532573 = -6231798.726687 nChanged 0 SP:Iteration 29F (6269.435581 sec): 3 clusters Score: Raw -6233922.259260 + Penalty 2123.532573 = -6231798.726687 nChanged 0 Trying to split cluster 8 (2094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6269.442568 sec): 2 clusters Score: Raw -184680.551211 + Penalty 726.448982 = -183954.102229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6269.451262 sec): 3 clusters Score: Raw -183649.835893 + Penalty 1452.897964 = -182196.937929 nChanged 833 SP:Iteration 1F (6269.459266 sec): 3 clusters Score: Raw -184109.412844 + Penalty 1452.897964 = -182656.514879 nChanged 155 SP:Iteration 2F (6269.467253 sec): 3 clusters Score: Raw -184197.752649 + Penalty 1452.897964 = -182744.854685 nChanged 99 SP:Iteration 3Q (6269.475190 sec): 3 clusters Score: Raw -184248.811475 + Penalty 1452.897964 = -182795.913511 nChanged 80 SP:Iteration 4Q (6269.483189 sec): 3 clusters Score: Raw -184289.362725 + Penalty 1452.897964 = -182836.464761 nChanged 66 SP:Iteration 5Q (6269.491131 sec): 3 clusters Score: Raw -184331.364716 + Penalty 1452.897964 = -182878.466752 nChanged 72 SP:Iteration 6Q (6269.499062 sec): 3 clusters Score: Raw -184385.883483 + Penalty 1452.897964 = -182932.985519 nChanged 82 SP:Iteration 7Q (6269.507044 sec): 3 clusters Score: Raw -184439.713701 + Penalty 1452.897964 = -182986.815737 nChanged 86 SP:Iteration 8Q (6269.514930 sec): 3 clusters Score: Raw -184511.298715 + Penalty 1452.897964 = -183058.400751 nChanged 98 SP:Iteration 9Q (6269.522898 sec): 3 clusters Score: Raw -184591.508117 + Penalty 1452.897964 = -183138.610153 nChanged 93 SP:Iteration 10Q (6269.530738 sec): 3 clusters Score: Raw -184678.174687 + Penalty 1452.897964 = -183225.276722 nChanged 92 SP:Iteration 11Q (6269.538567 sec): 3 clusters Score: Raw -184765.112834 + Penalty 1452.897964 = -183312.214870 nChanged 93 SP:Iteration 12Q (6269.546472 sec): 3 clusters Score: Raw -184836.165576 + Penalty 1452.897964 = -183383.267611 nChanged 72 SP:Iteration 13Q (6269.554401 sec): 3 clusters Score: Raw -184887.494846 + Penalty 1452.897964 = -183434.596882 nChanged 48 SP:Iteration 14Q (6269.562261 sec): 3 clusters Score: Raw -184914.182125 + Penalty 1452.897964 = -183461.284160 nChanged 28 SP:Iteration 15Q (6269.570100 sec): 3 clusters Score: Raw -184926.827622 + Penalty 1452.897964 = -183473.929657 nChanged 18 SP:Iteration 16Q (6269.577853 sec): 3 clusters Score: Raw -184932.315403 + Penalty 1452.897964 = -183479.417438 nChanged 14 SP:Iteration 17Q (6269.585697 sec): 3 clusters Score: Raw -184938.045032 + Penalty 1452.897964 = -183485.147068 nChanged 15 SP:Iteration 18Q (6269.593536 sec): 3 clusters Score: Raw -184943.197516 + Penalty 1452.897964 = -183490.299551 nChanged 10 SP:Iteration 19Q (6269.601349 sec): 3 clusters Score: Raw -184947.359414 + Penalty 1452.897964 = -183494.461450 nChanged 13 SP:Iteration 20F (6269.609252 sec): 3 clusters Score: Raw -184952.497273 + Penalty 1452.897964 = -183499.599309 nChanged 7 SP:Iteration 21Q (6269.617100 sec): 3 clusters Score: Raw -184954.293521 + Penalty 1452.897964 = -183501.395557 nChanged 3 SP:Iteration 22Q (6269.624862 sec): 3 clusters Score: Raw -184954.958591 + Penalty 1452.897964 = -183502.060627 nChanged 2 SP:Iteration 23Q (6269.632609 sec): 3 clusters Score: Raw -184955.635951 + Penalty 1452.897964 = -183502.737986 nChanged 1 SP:Iteration 24Q (6269.640436 sec): 3 clusters Score: Raw -184955.751908 + Penalty 1452.897964 = -183502.853943 nChanged 0 SP:Iteration 25F (6269.648328 sec): 3 clusters Score: Raw -184955.751908 + Penalty 1452.897964 = -183502.853943 nChanged 0 Trying to split cluster 9 (6163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6269.667243 sec): 2 clusters Score: Raw -552009.857535 + Penalty 829.000300 = -551180.857234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6269.687801 sec): 3 clusters Score: Raw -548493.547342 + Penalty 1658.000601 = -546835.546742 nChanged 2684 SP:Iteration 1F (6269.707716 sec): 3 clusters Score: Raw -549894.681271 + Penalty 1658.000601 = -548236.680671 nChanged 398 SP:Iteration 2F (6269.727682 sec): 3 clusters Score: Raw -550083.133079 + Penalty 1658.000601 = -548425.132478 nChanged 364 SP:Iteration 3F (6269.747809 sec): 3 clusters Score: Raw -550280.432359 + Penalty 1658.000601 = -548622.431759 nChanged 358 SP:Iteration 4F (6269.767788 sec): 3 clusters Score: Raw -550504.040332 + Penalty 1658.000601 = -548846.039731 nChanged 357 SP:Iteration 5F (6269.787811 sec): 3 clusters Score: Raw -550716.381114 + Penalty 1658.000601 = -549058.380514 nChanged 328 SP:Iteration 6F (6269.807730 sec): 3 clusters Score: Raw -550885.158528 + Penalty 1658.000601 = -549227.157927 nChanged 285 SP:Iteration 7Q (6269.827798 sec): 3 clusters Score: Raw -551023.678248 + Penalty 1658.000601 = -549365.677648 nChanged 259 SP:Iteration 8Q (6269.847958 sec): 3 clusters Score: Raw -551158.716780 + Penalty 1658.000601 = -549500.716179 nChanged 257 SP:Iteration 9Q (6269.868022 sec): 3 clusters Score: Raw -551285.484215 + Penalty 1658.000601 = -549627.483614 nChanged 220 SP:Iteration 10Q (6269.888084 sec): 3 clusters Score: Raw -551412.015719 + Penalty 1658.000601 = -549754.015119 nChanged 207 SP:Iteration 11Q (6269.908080 sec): 3 clusters Score: Raw -551526.349990 + Penalty 1658.000601 = -549868.349389 nChanged 191 SP:Iteration 12Q (6269.927781 sec): 3 clusters Score: Raw -551628.620758 + Penalty 1658.000601 = -549970.620158 nChanged 167 SP:Iteration 13Q (6269.947644 sec): 3 clusters Score: Raw -551725.230859 + Penalty 1658.000601 = -550067.230259 nChanged 156 SP:Iteration 14Q (6269.967322 sec): 3 clusters Score: Raw -551799.193393 + Penalty 1658.000601 = -550141.192792 nChanged 135 SP:Iteration 15Q (6269.987505 sec): 3 clusters Score: Raw -551852.836274 + Penalty 1658.000601 = -550194.835674 nChanged 104 SP:Iteration 16Q (6270.007342 sec): 3 clusters Score: Raw -551884.979703 + Penalty 1658.000601 = -550226.979102 nChanged 83 SP:Iteration 17Q (6270.027514 sec): 3 clusters Score: Raw -551912.882395 + Penalty 1658.000601 = -550254.881794 nChanged 71 SP:Iteration 18Q (6270.047568 sec): 3 clusters Score: Raw -551932.748723 + Penalty 1658.000601 = -550274.748122 nChanged 61 SP:Iteration 19Q (6270.067546 sec): 3 clusters Score: Raw -551946.000789 + Penalty 1658.000601 = -550288.000189 nChanged 52 SP:Iteration 20F (6270.087752 sec): 3 clusters Score: Raw -551959.168962 + Penalty 1658.000601 = -550301.168361 nChanged 58 SP:Iteration 21Q (6270.107695 sec): 3 clusters Score: Raw -551972.634062 + Penalty 1658.000601 = -550314.633462 nChanged 50 SP:Iteration 22Q (6270.127455 sec): 3 clusters Score: Raw -551983.919589 + Penalty 1658.000601 = -550325.918989 nChanged 43 SP:Iteration 23Q (6270.147500 sec): 3 clusters Score: Raw -551993.702226 + Penalty 1658.000601 = -550335.701625 nChanged 44 SP:Iteration 24Q (6270.167257 sec): 3 clusters Score: Raw -552002.931086 + Penalty 1658.000601 = -550344.930485 nChanged 32 SP:Iteration 25Q (6270.187002 sec): 3 clusters Score: Raw -552009.026451 + Penalty 1658.000601 = -550351.025850 nChanged 26 SP:Iteration 26Q (6270.206815 sec): 3 clusters Score: Raw -552013.756496 + Penalty 1658.000601 = -550355.755896 nChanged 15 SP:Iteration 27Q (6270.226765 sec): 3 clusters Score: Raw -552016.128855 + Penalty 1658.000601 = -550358.128255 nChanged 14 SP:Iteration 28Q (6270.246447 sec): 3 clusters Score: Raw -552017.774368 + Penalty 1658.000601 = -550359.773767 nChanged 15 SP:Iteration 29Q (6270.266443 sec): 3 clusters Score: Raw -552019.844807 + Penalty 1658.000601 = -550361.844206 nChanged 8 SP:Iteration 30Q (6270.286272 sec): 3 clusters Score: Raw -552020.492482 + Penalty 1658.000601 = -550362.491881 nChanged 5 SP:Iteration 31Q (6270.306027 sec): 3 clusters Score: Raw -552021.111613 + Penalty 1658.000601 = -550363.111012 nChanged 5 SP:Iteration 32Q (6270.325906 sec): 3 clusters Score: Raw -552021.685112 + Penalty 1658.000601 = -550363.684511 nChanged 3 SP:Iteration 33Q (6270.345731 sec): 3 clusters Score: Raw -552022.311479 + Penalty 1658.000601 = -550364.310879 nChanged 4 SP:Iteration 34Q (6270.365418 sec): 3 clusters Score: Raw -552023.050628 + Penalty 1658.000601 = -550365.050027 nChanged 4 SP:Iteration 35Q (6270.385102 sec): 3 clusters Score: Raw -552023.575153 + Penalty 1658.000601 = -550365.574553 nChanged 7 SP:Iteration 36Q (6270.405035 sec): 3 clusters Score: Raw -552024.390870 + Penalty 1658.000601 = -550366.390269 nChanged 7 SP:Iteration 37Q (6270.424971 sec): 3 clusters Score: Raw -552025.022253 + Penalty 1658.000601 = -550367.021652 nChanged 6 SP:Iteration 38Q (6270.444793 sec): 3 clusters Score: Raw -552026.080072 + Penalty 1658.000601 = -550368.079471 nChanged 9 SP:Iteration 39Q (6270.464314 sec): 3 clusters Score: Raw -552027.116361 + Penalty 1658.000601 = -550369.115760 nChanged 10 SP:Iteration 40F (6270.484241 sec): 3 clusters Score: Raw -552028.237779 + Penalty 1658.000601 = -550370.237179 nChanged 9 SP:Iteration 41Q (6270.503745 sec): 3 clusters Score: Raw -552029.015965 + Penalty 1658.000601 = -550371.015364 nChanged 6 SP:Iteration 42Q (6270.523747 sec): 3 clusters Score: Raw -552029.860349 + Penalty 1658.000601 = -550371.859748 nChanged 6 SP:Iteration 43Q (6270.543449 sec): 3 clusters Score: Raw -552030.857398 + Penalty 1658.000601 = -550372.856798 nChanged 8 SP:Iteration 44Q (6270.563307 sec): 3 clusters Score: Raw -552031.625962 + Penalty 1658.000601 = -550373.625361 nChanged 4 SP:Iteration 45Q (6270.583116 sec): 3 clusters Score: Raw -552032.233954 + Penalty 1658.000601 = -550374.233354 nChanged 4 SP:Iteration 46Q (6270.603052 sec): 3 clusters Score: Raw -552032.710176 + Penalty 1658.000601 = -550374.709576 nChanged 1 SP:Iteration 47Q (6270.622743 sec): 3 clusters Score: Raw -552032.818441 + Penalty 1658.000601 = -550374.817840 nChanged 0 SP:Iteration 48F (6270.642808 sec): 3 clusters Score: Raw -552032.818441 + Penalty 1658.000601 = -550374.817840 nChanged 0 Trying to split cluster 10 (3995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6270.659154 sec): 2 clusters Score: Raw -329175.402247 + Penalty 787.815892 = -328387.586355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6270.675127 sec): 3 clusters Score: Raw -326990.318650 + Penalty 1575.631783 = -325414.686866 nChanged 1679 SP:Iteration 1F (6270.689973 sec): 3 clusters Score: Raw -327925.405266 + Penalty 1575.631783 = -326349.773483 nChanged 328 SP:Iteration 2F (6270.704815 sec): 3 clusters Score: Raw -328158.497729 + Penalty 1575.631783 = -326582.865946 nChanged 286 SP:Iteration 3F (6270.719727 sec): 3 clusters Score: Raw -328401.232249 + Penalty 1575.631783 = -326825.600466 nChanged 271 SP:Iteration 4F (6270.734523 sec): 3 clusters Score: Raw -328593.647280 + Penalty 1575.631783 = -327018.015497 nChanged 229 SP:Iteration 5F (6270.749390 sec): 3 clusters Score: Raw -328774.842430 + Penalty 1575.631783 = -327199.210647 nChanged 218 SP:Iteration 6F (6270.764128 sec): 3 clusters Score: Raw -328959.158663 + Penalty 1575.631783 = -327383.526880 nChanged 203 SP:Iteration 7F (6270.778978 sec): 3 clusters Score: Raw -329093.857543 + Penalty 1575.631783 = -327518.225760 nChanged 164 SP:Iteration 8Q (6270.793616 sec): 3 clusters Score: Raw -329199.083416 + Penalty 1575.631783 = -327623.451633 nChanged 120 SP:Iteration 9Q (6270.808458 sec): 3 clusters Score: Raw -329286.452459 + Penalty 1575.631783 = -327710.820676 nChanged 89 SP:Iteration 10Q (6270.823096 sec): 3 clusters Score: Raw -329350.387283 + Penalty 1575.631783 = -327774.755500 nChanged 56 SP:Iteration 11Q (6270.837690 sec): 3 clusters Score: Raw -329387.719537 + Penalty 1575.631783 = -327812.087754 nChanged 53 SP:Iteration 12Q (6270.852400 sec): 3 clusters Score: Raw -329424.256117 + Penalty 1575.631783 = -327848.624334 nChanged 46 SP:Iteration 13Q (6270.867102 sec): 3 clusters Score: Raw -329450.920622 + Penalty 1575.631783 = -327875.288839 nChanged 34 SP:Iteration 14Q (6270.881559 sec): 3 clusters Score: Raw -329464.525436 + Penalty 1575.631783 = -327888.893653 nChanged 23 SP:Iteration 15Q (6270.895938 sec): 3 clusters Score: Raw -329475.366599 + Penalty 1575.631783 = -327899.734816 nChanged 19 SP:Iteration 16Q (6270.910360 sec): 3 clusters Score: Raw -329480.441198 + Penalty 1575.631783 = -327904.809415 nChanged 6 SP:Iteration 17Q (6270.924889 sec): 3 clusters Score: Raw -329482.495889 + Penalty 1575.631783 = -327906.864106 nChanged 4 SP:Iteration 18Q (6270.939329 sec): 3 clusters Score: Raw -329483.635619 + Penalty 1575.631783 = -327908.003836 nChanged 4 SP:Iteration 19Q (6270.953684 sec): 3 clusters Score: Raw -329484.130101 + Penalty 1575.631783 = -327908.498317 nChanged 3 SP:Iteration 20F (6270.968547 sec): 3 clusters Score: Raw -329485.153760 + Penalty 1575.631783 = -327909.521977 nChanged 1 SP:Iteration 21Q (6270.982885 sec): 3 clusters Score: Raw -329485.304263 + Penalty 1575.631783 = -327909.672480 nChanged 0 SP:Iteration 22F (6270.997626 sec): 3 clusters Score: Raw -329485.304263 + Penalty 1575.631783 = -327909.672480 nChanged 0 Trying to split cluster 11 (4192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6271.014232 sec): 2 clusters Score: Raw -381077.733835 + Penalty 792.388656 = -380285.345178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6271.030610 sec): 3 clusters Score: Raw -378777.766785 + Penalty 1584.777313 = -377192.989472 nChanged 1713 SP:Iteration 1F (6271.045872 sec): 3 clusters Score: Raw -379686.352979 + Penalty 1584.777313 = -378101.575666 nChanged 265 SP:Iteration 2F (6271.060984 sec): 3 clusters Score: Raw -379838.491175 + Penalty 1584.777313 = -378253.713862 nChanged 245 SP:Iteration 3F (6271.076189 sec): 3 clusters Score: Raw -379978.119504 + Penalty 1584.777313 = -378393.342191 nChanged 213 SP:Iteration 4F (6271.091441 sec): 3 clusters Score: Raw -380092.988870 + Penalty 1584.777313 = -378508.211557 nChanged 182 SP:Iteration 5Q (6271.106554 sec): 3 clusters Score: Raw -380218.464464 + Penalty 1584.777313 = -378633.687151 nChanged 209 SP:Iteration 6Q (6271.121773 sec): 3 clusters Score: Raw -380380.953565 + Penalty 1584.777313 = -378796.176252 nChanged 204 SP:Iteration 7Q (6271.136950 sec): 3 clusters Score: Raw -380515.557404 + Penalty 1584.777313 = -378930.780091 nChanged 181 SP:Iteration 8Q (6271.151956 sec): 3 clusters Score: Raw -380634.597679 + Penalty 1584.777313 = -379049.820366 nChanged 178 SP:Iteration 9Q (6271.167040 sec): 3 clusters Score: Raw -380754.701462 + Penalty 1584.777313 = -379169.924149 nChanged 151 SP:Iteration 10Q (6271.182149 sec): 3 clusters Score: Raw -380848.237922 + Penalty 1584.777313 = -379263.460609 nChanged 133 SP:Iteration 11Q (6271.197199 sec): 3 clusters Score: Raw -380915.130105 + Penalty 1584.777313 = -379330.352793 nChanged 98 SP:Iteration 12Q (6271.212060 sec): 3 clusters Score: Raw -380958.208918 + Penalty 1584.777313 = -379373.431605 nChanged 72 SP:Iteration 13Q (6271.226887 sec): 3 clusters Score: Raw -380984.376294 + Penalty 1584.777313 = -379399.598981 nChanged 56 SP:Iteration 14Q (6271.241716 sec): 3 clusters Score: Raw -380997.809318 + Penalty 1584.777313 = -379413.032005 nChanged 33 SP:Iteration 15Q (6271.256551 sec): 3 clusters Score: Raw -381007.056464 + Penalty 1584.777313 = -379422.279151 nChanged 25 SP:Iteration 16Q (6271.271507 sec): 3 clusters Score: Raw -381013.268120 + Penalty 1584.777313 = -379428.490807 nChanged 22 SP:Iteration 17Q (6271.286514 sec): 3 clusters Score: Raw -381016.565764 + Penalty 1584.777313 = -379431.788451 nChanged 15 SP:Iteration 18Q (6271.301291 sec): 3 clusters Score: Raw -381018.915365 + Penalty 1584.777313 = -379434.138052 nChanged 21 SP:Iteration 19Q (6271.316308 sec): 3 clusters Score: Raw -381023.427926 + Penalty 1584.777313 = -379438.650613 nChanged 25 SP:Iteration 20F (6271.331511 sec): 3 clusters Score: Raw -381028.797819 + Penalty 1584.777313 = -379444.020506 nChanged 17 SP:Iteration 21Q (6271.346348 sec): 3 clusters Score: Raw -381032.174795 + Penalty 1584.777313 = -379447.397482 nChanged 11 SP:Iteration 22Q (6271.361330 sec): 3 clusters Score: Raw -381033.965023 + Penalty 1584.777313 = -379449.187710 nChanged 7 SP:Iteration 23Q (6271.376311 sec): 3 clusters Score: Raw -381035.291201 + Penalty 1584.777313 = -379450.513888 nChanged 7 SP:Iteration 24Q (6271.391269 sec): 3 clusters Score: Raw -381036.843509 + Penalty 1584.777313 = -379452.066196 nChanged 7 SP:Iteration 25Q (6271.406224 sec): 3 clusters Score: Raw -381038.301590 + Penalty 1584.777313 = -379453.524277 nChanged 6 SP:Iteration 26Q (6271.421224 sec): 3 clusters Score: Raw -381039.760095 + Penalty 1584.777313 = -379454.982783 nChanged 9 SP:Iteration 27Q (6271.436206 sec): 3 clusters Score: Raw -381041.270481 + Penalty 1584.777313 = -379456.493168 nChanged 4 SP:Iteration 28Q (6271.451238 sec): 3 clusters Score: Raw -381041.730199 + Penalty 1584.777313 = -379456.952887 nChanged 5 SP:Iteration 29Q (6271.466184 sec): 3 clusters Score: Raw -381042.323302 + Penalty 1584.777313 = -379457.545989 nChanged 3 SP:Iteration 30Q (6271.481010 sec): 3 clusters Score: Raw -381042.771209 + Penalty 1584.777313 = -379457.993896 nChanged 5 SP:Iteration 31Q (6271.495994 sec): 3 clusters Score: Raw -381043.808557 + Penalty 1584.777313 = -379459.031244 nChanged 2 SP:Iteration 32Q (6271.510956 sec): 3 clusters Score: Raw -381044.013179 + Penalty 1584.777313 = -379459.235866 nChanged 4 SP:Iteration 33Q (6271.525768 sec): 3 clusters Score: Raw -381044.697564 + Penalty 1584.777313 = -379459.920251 nChanged 4 SP:Iteration 34Q (6271.540590 sec): 3 clusters Score: Raw -381045.404561 + Penalty 1584.777313 = -379460.627248 nChanged 8 SP:Iteration 35Q (6271.555548 sec): 3 clusters Score: Raw -381046.658617 + Penalty 1584.777313 = -379461.881304 nChanged 6 SP:Iteration 36Q (6271.570561 sec): 3 clusters Score: Raw -381047.733990 + Penalty 1584.777313 = -379462.956677 nChanged 3 SP:Iteration 37Q (6271.585405 sec): 3 clusters Score: Raw -381048.244478 + Penalty 1584.777313 = -379463.467165 nChanged 1 SP:Iteration 38Q (6271.600211 sec): 3 clusters Score: Raw -381048.410307 + Penalty 1584.777313 = -379463.632994 nChanged 0 SP:Iteration 39F (6271.615413 sec): 3 clusters Score: Raw -381048.410307 + Penalty 1584.777313 = -379463.632994 nChanged 0 Trying to split cluster 12 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6271.623718 sec): 2 clusters Score: Raw -5440.219304 + Penalty 472.132263 = -4968.087040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6271.624931 sec): 3 clusters Score: Raw -5594.321832 + Penalty 944.264527 = -4650.057305 nChanged 28 SP:Iteration 1F (6271.625996 sec): 3 clusters Score: Raw -5714.525522 + Penalty 944.264527 = -4770.260995 nChanged 7 SP:Iteration 2Q (6271.627036 sec): 3 clusters Score: Raw -5735.234227 + Penalty 944.264527 = -4790.969700 nChanged 4 SP:Iteration 3Q (6271.628115 sec): 3 clusters Score: Raw -5741.347465 + Penalty 944.264527 = -4797.082938 nChanged 2 SP:Iteration 4Q (6271.629151 sec): 3 clusters Score: Raw -5747.782715 + Penalty 944.264527 = -4803.518188 nChanged 2 SP:Iteration 5Q (6271.630182 sec): 3 clusters Score: Raw -5749.349808 + Penalty 944.264527 = -4805.085281 nChanged 2 SP:Iteration 6Q (6271.631211 sec): 3 clusters Score: Raw -5750.424594 + Penalty 944.264527 = -4806.160068 nChanged 0 SP:Iteration 7F (6271.632288 sec): 3 clusters Score: Raw -5750.424594 + Penalty 944.264527 = -4806.160068 nChanged 0 Trying to split cluster 13 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6271.643929 sec): 2 clusters Score: Raw -91739.807244 + Penalty 667.510547 = -91072.296698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6271.648968 sec): 3 clusters Score: Raw -91294.226659 + Penalty 1335.021094 = -89959.205565 nChanged 391 SP:Iteration 1F (6271.653605 sec): 3 clusters Score: Raw -91537.765200 + Penalty 1335.021094 = -90202.744107 nChanged 90 SP:Iteration 2F (6271.658256 sec): 3 clusters Score: Raw -91605.776058 + Penalty 1335.021094 = -90270.754964 nChanged 44 SP:Iteration 3Q (6271.662970 sec): 3 clusters Score: Raw -91626.754270 + Penalty 1335.021094 = -90291.733176 nChanged 26 SP:Iteration 4Q (6271.667674 sec): 3 clusters Score: Raw -91644.776223 + Penalty 1335.021094 = -90309.755129 nChanged 33 SP:Iteration 5Q (6271.672361 sec): 3 clusters Score: Raw -91671.026303 + Penalty 1335.021094 = -90336.005209 nChanged 31 SP:Iteration 6Q (6271.677022 sec): 3 clusters Score: Raw -91695.992712 + Penalty 1335.021094 = -90360.971618 nChanged 27 SP:Iteration 7Q (6271.681712 sec): 3 clusters Score: Raw -91718.499230 + Penalty 1335.021094 = -90383.478137 nChanged 24 SP:Iteration 8Q (6271.686370 sec): 3 clusters Score: Raw -91737.923519 + Penalty 1335.021094 = -90402.902426 nChanged 25 SP:Iteration 9Q (6271.691009 sec): 3 clusters Score: Raw -91752.827299 + Penalty 1335.021094 = -90417.806205 nChanged 10 SP:Iteration 10Q (6271.695727 sec): 3 clusters Score: Raw -91757.146726 + Penalty 1335.021094 = -90422.125633 nChanged 10 SP:Iteration 11Q (6271.700400 sec): 3 clusters Score: Raw -91761.150118 + Penalty 1335.021094 = -90426.129025 nChanged 5 SP:Iteration 12Q (6271.705072 sec): 3 clusters Score: Raw -91763.586517 + Penalty 1335.021094 = -90428.565423 nChanged 6 SP:Iteration 13Q (6271.709725 sec): 3 clusters Score: Raw -91766.482651 + Penalty 1335.021094 = -90431.461557 nChanged 5 SP:Iteration 14Q (6271.714466 sec): 3 clusters Score: Raw -91769.116566 + Penalty 1335.021094 = -90434.095473 nChanged 3 SP:Iteration 15Q (6271.719139 sec): 3 clusters Score: Raw -91770.978334 + Penalty 1335.021094 = -90435.957240 nChanged 7 SP:Iteration 16Q (6271.723770 sec): 3 clusters Score: Raw -91774.082404 + Penalty 1335.021094 = -90439.061311 nChanged 9 SP:Iteration 17Q (6271.728441 sec): 3 clusters Score: Raw -91778.899083 + Penalty 1335.021094 = -90443.877989 nChanged 12 SP:Iteration 18Q (6271.733126 sec): 3 clusters Score: Raw -91784.460514 + Penalty 1335.021094 = -90449.439420 nChanged 8 SP:Iteration 19Q (6271.737758 sec): 3 clusters Score: Raw -91788.152312 + Penalty 1335.021094 = -90453.131218 nChanged 3 SP:Iteration 20F (6271.742346 sec): 3 clusters Score: Raw -91789.441822 + Penalty 1335.021094 = -90454.420728 nChanged 3 SP:Iteration 21Q (6271.746983 sec): 3 clusters Score: Raw -91791.159206 + Penalty 1335.021094 = -90456.138112 nChanged 6 SP:Iteration 22Q (6271.751605 sec): 3 clusters Score: Raw -91795.707879 + Penalty 1335.021094 = -90460.686786 nChanged 7 SP:Iteration 23Q (6271.756244 sec): 3 clusters Score: Raw -91800.118212 + Penalty 1335.021094 = -90465.097118 nChanged 8 SP:Iteration 24Q (6271.760886 sec): 3 clusters Score: Raw -91807.250707 + Penalty 1335.021094 = -90472.229613 nChanged 8 SP:Iteration 25Q (6271.765527 sec): 3 clusters Score: Raw -91813.951680 + Penalty 1335.021094 = -90478.930586 nChanged 10 SP:Iteration 26Q (6271.770141 sec): 3 clusters Score: Raw -91818.956800 + Penalty 1335.021094 = -90483.935706 nChanged 10 SP:Iteration 27Q (6271.774782 sec): 3 clusters Score: Raw -91828.759051 + Penalty 1335.021094 = -90493.737957 nChanged 19 SP:Iteration 28Q (6271.779422 sec): 3 clusters Score: Raw -91843.536371 + Penalty 1335.021094 = -90508.515278 nChanged 20 SP:Iteration 29Q (6271.784036 sec): 3 clusters Score: Raw -91857.235483 + Penalty 1335.021094 = -90522.214389 nChanged 11 SP:Iteration 30Q (6271.788667 sec): 3 clusters Score: Raw -91864.121118 + Penalty 1335.021094 = -90529.100024 nChanged 11 SP:Iteration 31Q (6271.793313 sec): 3 clusters Score: Raw -91867.986793 + Penalty 1335.021094 = -90532.965699 nChanged 10 SP:Iteration 32Q (6271.797987 sec): 3 clusters Score: Raw -91875.973321 + Penalty 1335.021094 = -90540.952227 nChanged 10 SP:Iteration 33Q (6271.802596 sec): 3 clusters Score: Raw -91882.932257 + Penalty 1335.021094 = -90547.911163 nChanged 7 SP:Iteration 34Q (6271.807219 sec): 3 clusters Score: Raw -91889.186020 + Penalty 1335.021094 = -90554.164926 nChanged 9 SP:Iteration 35Q (6271.811873 sec): 3 clusters Score: Raw -91893.508229 + Penalty 1335.021094 = -90558.487135 nChanged 3 SP:Iteration 36Q (6271.816529 sec): 3 clusters Score: Raw -91896.549022 + Penalty 1335.021094 = -90561.527928 nChanged 3 SP:Iteration 37Q (6271.821212 sec): 3 clusters Score: Raw -91897.357302 + Penalty 1335.021094 = -90562.336208 nChanged 4 SP:Iteration 38Q (6271.825875 sec): 3 clusters Score: Raw -91898.937475 + Penalty 1335.021094 = -90563.916381 nChanged 3 SP:Iteration 39Q (6271.830514 sec): 3 clusters Score: Raw -91899.923259 + Penalty 1335.021094 = -90564.902165 nChanged 3 SP:Iteration 40F (6271.835109 sec): 3 clusters Score: Raw -91900.728287 + Penalty 1335.021094 = -90565.707194 nChanged 3 SP:Iteration 41Q (6271.839725 sec): 3 clusters Score: Raw -91901.611193 + Penalty 1335.021094 = -90566.590100 nChanged 5 SP:Iteration 42Q (6271.844378 sec): 3 clusters Score: Raw -91904.555178 + Penalty 1335.021094 = -90569.534085 nChanged 7 SP:Iteration 43Q (6271.849097 sec): 3 clusters Score: Raw -91908.949833 + Penalty 1335.021094 = -90573.928739 nChanged 8 SP:Iteration 44Q (6271.853762 sec): 3 clusters Score: Raw -91912.976629 + Penalty 1335.021094 = -90577.955535 nChanged 5 SP:Iteration 45Q (6271.858412 sec): 3 clusters Score: Raw -91914.604530 + Penalty 1335.021094 = -90579.583437 nChanged 3 SP:Iteration 46Q (6271.863030 sec): 3 clusters Score: Raw -91916.547516 + Penalty 1335.021094 = -90581.526422 nChanged 6 SP:Iteration 47Q (6271.867684 sec): 3 clusters Score: Raw -91919.761139 + Penalty 1335.021094 = -90584.740045 nChanged 7 SP:Iteration 48Q (6271.872335 sec): 3 clusters Score: Raw -91924.135421 + Penalty 1335.021094 = -90589.114327 nChanged 7 SP:Iteration 49Q (6271.876932 sec): 3 clusters Score: Raw -91927.777374 + Penalty 1335.021094 = -90592.756280 nChanged 9 SP:Iteration 50Q (6271.881564 sec): 3 clusters Score: Raw -91945.367029 + Penalty 1335.021094 = -90610.345935 nChanged 16 SP:Iteration 51Q (6271.886265 sec): 3 clusters Score: Raw -91973.113224 + Penalty 1335.021094 = -90638.092130 nChanged 25 SP:Iteration 52Q (6271.890878 sec): 3 clusters Score: Raw -92002.559698 + Penalty 1335.021094 = -90667.538604 nChanged 21 SP:Iteration 53Q (6271.895531 sec): 3 clusters Score: Raw -92028.575623 + Penalty 1335.021094 = -90693.554530 nChanged 33 SP:Iteration 54Q (6271.900190 sec): 3 clusters Score: Raw -92056.777956 + Penalty 1335.021094 = -90721.756862 nChanged 28 SP:Iteration 55Q (6271.904787 sec): 3 clusters Score: Raw -92078.072270 + Penalty 1335.021094 = -90743.051176 nChanged 18 SP:Iteration 56Q (6271.909395 sec): 3 clusters Score: Raw -92091.264647 + Penalty 1335.021094 = -90756.243553 nChanged 7 SP:Iteration 57Q (6271.914038 sec): 3 clusters Score: Raw -92095.555072 + Penalty 1335.021094 = -90760.533978 nChanged 4 SP:Iteration 58Q (6271.918721 sec): 3 clusters Score: Raw -92097.504703 + Penalty 1335.021094 = -90762.483609 nChanged 6 SP:Iteration 59Q (6271.923355 sec): 3 clusters Score: Raw -92099.314836 + Penalty 1335.021094 = -90764.293743 nChanged 4 SP:Iteration 60F (6271.927968 sec): 3 clusters Score: Raw -92100.842730 + Penalty 1335.021094 = -90765.821637 nChanged 3 SP:Iteration 61Q (6271.932604 sec): 3 clusters Score: Raw -92103.141686 + Penalty 1335.021094 = -90768.120592 nChanged 4 SP:Iteration 62Q (6271.937237 sec): 3 clusters Score: Raw -92105.987308 + Penalty 1335.021094 = -90770.966214 nChanged 1 SP:Iteration 63Q (6271.941881 sec): 3 clusters Score: Raw -92106.733506 + Penalty 1335.021094 = -90771.712413 nChanged 2 SP:Iteration 64Q (6271.946521 sec): 3 clusters Score: Raw -92107.363161 + Penalty 1335.021094 = -90772.342068 nChanged 0 SP:Iteration 65F (6271.951457 sec): 3 clusters Score: Raw -92107.363161 + Penalty 1335.021094 = -90772.342068 nChanged 0 Trying to split cluster 14 (18765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6271.981290 sec): 2 clusters Score: Raw -1646106.045467 + Penalty 934.776128 = -1645171.269339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6272.018555 sec): 3 clusters Score: Raw -1634444.734812 + Penalty 1869.552255 = -1632575.182557 nChanged 8651 SP:Iteration 1F (6272.053881 sec): 3 clusters Score: Raw -1639389.983071 + Penalty 1869.552255 = -1637520.430816 nChanged 964 SP:Iteration 2F (6272.089333 sec): 3 clusters Score: Raw -1639799.723064 + Penalty 1869.552255 = -1637930.170809 nChanged 990 SP:Iteration 3F (6272.124964 sec): 3 clusters Score: Raw -1640269.873344 + Penalty 1869.552255 = -1638400.321089 nChanged 993 SP:Iteration 4F (6272.160470 sec): 3 clusters Score: Raw -1640753.978602 + Penalty 1869.552255 = -1638884.426347 nChanged 932 SP:Iteration 5Q (6272.197288 sec): 3 clusters Score: Raw -1641281.891091 + Penalty 1869.552255 = -1639412.338836 nChanged 937 SP:Iteration 6Q (6272.233925 sec): 3 clusters Score: Raw -1641905.140236 + Penalty 1869.552255 = -1640035.587981 nChanged 955 SP:Iteration 7F (6272.269496 sec): 3 clusters Score: Raw -1642570.479499 + Penalty 1869.552255 = -1640700.927243 nChanged 912 SP:Iteration 8Q (6272.305923 sec): 3 clusters Score: Raw -1643219.002739 + Penalty 1869.552255 = -1641349.450484 nChanged 811 SP:Iteration 9Q (6272.341779 sec): 3 clusters Score: Raw -1643747.167321 + Penalty 1869.552255 = -1641877.615065 nChanged 700 SP:Iteration 10Q (6272.377144 sec): 3 clusters Score: Raw -1644186.377559 + Penalty 1869.552255 = -1642316.825303 nChanged 527 SP:Iteration 11Q (6272.411891 sec): 3 clusters Score: Raw -1644496.583782 + Penalty 1869.552255 = -1642627.031527 nChanged 421 SP:Iteration 12Q (6272.446037 sec): 3 clusters Score: Raw -1644705.681055 + Penalty 1869.552255 = -1642836.128799 nChanged 351 SP:Iteration 13Q (6272.479809 sec): 3 clusters Score: Raw -1644877.566268 + Penalty 1869.552255 = -1643008.014012 nChanged 324 SP:Iteration 14Q (6272.513047 sec): 3 clusters Score: Raw -1645053.614893 + Penalty 1869.552255 = -1643184.062637 nChanged 336 SP:Iteration 15Q (6272.546058 sec): 3 clusters Score: Raw -1645257.429772 + Penalty 1869.552255 = -1643387.877517 nChanged 317 SP:Iteration 16Q (6272.578848 sec): 3 clusters Score: Raw -1645440.182267 + Penalty 1869.552255 = -1643570.630011 nChanged 301 SP:Iteration 17Q (6272.611262 sec): 3 clusters Score: Raw -1645607.309786 + Penalty 1869.552255 = -1643737.757530 nChanged 246 SP:Iteration 18Q (6272.643470 sec): 3 clusters Score: Raw -1645732.600777 + Penalty 1869.552255 = -1643863.048522 nChanged 215 SP:Iteration 19Q (6272.675493 sec): 3 clusters Score: Raw -1645833.198469 + Penalty 1869.552255 = -1643963.646214 nChanged 173 SP:Iteration 20F (6272.710588 sec): 3 clusters Score: Raw -1645911.824967 + Penalty 1869.552255 = -1644042.272712 nChanged 153 SP:Iteration 21Q (6272.742297 sec): 3 clusters Score: Raw -1645973.617818 + Penalty 1869.552255 = -1644104.065563 nChanged 149 SP:Iteration 22Q (6272.773745 sec): 3 clusters Score: Raw -1646032.758352 + Penalty 1869.552255 = -1644163.206096 nChanged 121 SP:Iteration 23Q (6272.804970 sec): 3 clusters Score: Raw -1646080.495506 + Penalty 1869.552255 = -1644210.943251 nChanged 114 SP:Iteration 24Q (6272.836137 sec): 3 clusters Score: Raw -1646133.500851 + Penalty 1869.552255 = -1644263.948596 nChanged 113 SP:Iteration 25Q (6272.867141 sec): 3 clusters Score: Raw -1646182.952606 + Penalty 1869.552255 = -1644313.400350 nChanged 116 SP:Iteration 26Q (6272.898174 sec): 3 clusters Score: Raw -1646232.742949 + Penalty 1869.552255 = -1644363.190694 nChanged 90 SP:Iteration 27Q (6272.928998 sec): 3 clusters Score: Raw -1646272.693887 + Penalty 1869.552255 = -1644403.141632 nChanged 65 SP:Iteration 28Q (6272.959805 sec): 3 clusters Score: Raw -1646296.877475 + Penalty 1869.552255 = -1644427.325219 nChanged 64 SP:Iteration 29Q (6272.990497 sec): 3 clusters Score: Raw -1646328.139178 + Penalty 1869.552255 = -1644458.586922 nChanged 55 SP:Iteration 30Q (6273.021370 sec): 3 clusters Score: Raw -1646360.269643 + Penalty 1869.552255 = -1644490.717387 nChanged 63 SP:Iteration 31Q (6273.052044 sec): 3 clusters Score: Raw -1646393.359134 + Penalty 1869.552255 = -1644523.806879 nChanged 43 SP:Iteration 32Q (6273.082574 sec): 3 clusters Score: Raw -1646407.922677 + Penalty 1869.552255 = -1644538.370422 nChanged 35 SP:Iteration 33Q (6273.113220 sec): 3 clusters Score: Raw -1646420.929427 + Penalty 1869.552255 = -1644551.377172 nChanged 42 SP:Iteration 34Q (6273.149733 sec): 3 clusters Score: Raw -1646437.184334 + Penalty 1869.552255 = -1644567.632079 nChanged 33 SP:Iteration 35Q (6273.180076 sec): 3 clusters Score: Raw -1646452.182979 + Penalty 1869.552255 = -1644582.630724 nChanged 33 SP:Iteration 36Q (6273.210549 sec): 3 clusters Score: Raw -1646463.567765 + Penalty 1869.552255 = -1644594.015510 nChanged 25 SP:Iteration 37Q (6273.240855 sec): 3 clusters Score: Raw -1646471.792688 + Penalty 1869.552255 = -1644602.240433 nChanged 21 SP:Iteration 38Q (6273.271096 sec): 3 clusters Score: Raw -1646480.448348 + Penalty 1869.552255 = -1644610.896093 nChanged 14 SP:Iteration 39Q (6273.301301 sec): 3 clusters Score: Raw -1646486.230795 + Penalty 1869.552255 = -1644616.678540 nChanged 12 SP:Iteration 40F (6273.336716 sec): 3 clusters Score: Raw -1646493.011331 + Penalty 1869.552255 = -1644623.459076 nChanged 16 SP:Iteration 41Q (6273.367465 sec): 3 clusters Score: Raw -1646501.106963 + Penalty 1869.552255 = -1644631.554708 nChanged 14 SP:Iteration 42Q (6273.397673 sec): 3 clusters Score: Raw -1646508.504012 + Penalty 1869.552255 = -1644638.951757 nChanged 16 SP:Iteration 43Q (6273.427948 sec): 3 clusters Score: Raw -1646516.960027 + Penalty 1869.552255 = -1644647.407771 nChanged 15 SP:Iteration 44Q (6273.458307 sec): 3 clusters Score: Raw -1646525.397706 + Penalty 1869.552255 = -1644655.845451 nChanged 14 SP:Iteration 45Q (6273.488481 sec): 3 clusters Score: Raw -1646532.356243 + Penalty 1869.552255 = -1644662.803987 nChanged 12 SP:Iteration 46Q (6273.518710 sec): 3 clusters Score: Raw -1646537.876269 + Penalty 1869.552255 = -1644668.324014 nChanged 14 SP:Iteration 47Q (6273.548693 sec): 3 clusters Score: Raw -1646544.293790 + Penalty 1869.552255 = -1644674.741535 nChanged 13 SP:Iteration 48Q (6273.578648 sec): 3 clusters Score: Raw -1646551.527077 + Penalty 1869.552255 = -1644681.974822 nChanged 11 SP:Iteration 49Q (6273.608460 sec): 3 clusters Score: Raw -1646556.141787 + Penalty 1869.552255 = -1644686.589532 nChanged 8 SP:Iteration 50Q (6273.638359 sec): 3 clusters Score: Raw -1646558.365807 + Penalty 1869.552255 = -1644688.813551 nChanged 6 SP:Iteration 51Q (6273.669305 sec): 3 clusters Score: Raw -1646560.376796 + Penalty 1869.552255 = -1644690.824540 nChanged 3 SP:Iteration 52Q (6273.699083 sec): 3 clusters Score: Raw -1646561.513457 + Penalty 1869.552255 = -1644691.961201 nChanged 5 SP:Iteration 53Q (6273.728878 sec): 3 clusters Score: Raw -1646563.497245 + Penalty 1869.552255 = -1644693.944990 nChanged 1 SP:Iteration 54Q (6273.758745 sec): 3 clusters Score: Raw -1646563.862997 + Penalty 1869.552255 = -1644694.310742 nChanged 0 SP:Iteration 55F (6273.793836 sec): 3 clusters Score: Raw -1646563.862997 + Penalty 1869.552255 = -1644694.310742 nChanged 0 Trying to split cluster 15 (3856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6273.809645 sec): 2 clusters Score: Raw -345605.489983 + Penalty 784.451637 = -344821.038346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6273.825194 sec): 3 clusters Score: Raw -343522.398469 + Penalty 1568.903275 = -341953.495194 nChanged 1568 SP:Iteration 1F (6273.839364 sec): 3 clusters Score: Raw -344411.546738 + Penalty 1568.903275 = -342842.643463 nChanged 291 SP:Iteration 2F (6273.853674 sec): 3 clusters Score: Raw -344571.727083 + Penalty 1568.903275 = -343002.823808 nChanged 231 SP:Iteration 3F (6273.867957 sec): 3 clusters Score: Raw -344702.401210 + Penalty 1568.903275 = -343133.497935 nChanged 203 SP:Iteration 4F (6273.882260 sec): 3 clusters Score: Raw -344821.753522 + Penalty 1568.903275 = -343252.850247 nChanged 186 SP:Iteration 5Q (6273.896557 sec): 3 clusters Score: Raw -344929.809731 + Penalty 1568.903275 = -343360.906456 nChanged 138 SP:Iteration 6Q (6273.910971 sec): 3 clusters Score: Raw -344994.881346 + Penalty 1568.903275 = -343425.978072 nChanged 132 SP:Iteration 7Q (6273.925254 sec): 3 clusters Score: Raw -345049.879842 + Penalty 1568.903275 = -343480.976567 nChanged 96 SP:Iteration 8Q (6273.939521 sec): 3 clusters Score: Raw -345094.126406 + Penalty 1568.903275 = -343525.223132 nChanged 126 SP:Iteration 9Q (6273.953791 sec): 3 clusters Score: Raw -345172.679233 + Penalty 1568.903275 = -343603.775958 nChanged 144 SP:Iteration 10Q (6273.967890 sec): 3 clusters Score: Raw -345253.321770 + Penalty 1568.903275 = -343684.418496 nChanged 128 SP:Iteration 11Q (6273.982158 sec): 3 clusters Score: Raw -345322.078037 + Penalty 1568.903275 = -343753.174763 nChanged 112 SP:Iteration 12Q (6273.996366 sec): 3 clusters Score: Raw -345382.233017 + Penalty 1568.903275 = -343813.329743 nChanged 102 SP:Iteration 13Q (6274.010596 sec): 3 clusters Score: Raw -345437.480527 + Penalty 1568.903275 = -343868.577253 nChanged 98 SP:Iteration 14Q (6274.024769 sec): 3 clusters Score: Raw -345492.460329 + Penalty 1568.903275 = -343923.557054 nChanged 92 SP:Iteration 15Q (6274.038997 sec): 3 clusters Score: Raw -345536.530807 + Penalty 1568.903275 = -343967.627532 nChanged 77 SP:Iteration 16Q (6274.053147 sec): 3 clusters Score: Raw -345576.147702 + Penalty 1568.903275 = -344007.244428 nChanged 56 SP:Iteration 17Q (6274.067101 sec): 3 clusters Score: Raw -345611.274283 + Penalty 1568.903275 = -344042.371008 nChanged 59 SP:Iteration 18Q (6274.108782 sec): 3 clusters Score: Raw -345647.996283 + Penalty 1568.903275 = -344079.093009 nChanged 45 SP:Iteration 19Q (6274.123120 sec): 3 clusters Score: Raw -345674.471798 + Penalty 1568.903275 = -344105.568523 nChanged 37 SP:Iteration 20F (6274.137162 sec): 3 clusters Score: Raw -345697.943495 + Penalty 1568.903275 = -344129.040220 nChanged 37 SP:Iteration 21Q (6274.151431 sec): 3 clusters Score: Raw -345716.262805 + Penalty 1568.903275 = -344147.359530 nChanged 27 SP:Iteration 22Q (6274.165325 sec): 3 clusters Score: Raw -345728.105675 + Penalty 1568.903275 = -344159.202400 nChanged 27 SP:Iteration 23Q (6274.179135 sec): 3 clusters Score: Raw -345740.618607 + Penalty 1568.903275 = -344171.715333 nChanged 23 SP:Iteration 24Q (6274.193175 sec): 3 clusters Score: Raw -345751.343713 + Penalty 1568.903275 = -344182.440439 nChanged 20 SP:Iteration 25Q (6274.206931 sec): 3 clusters Score: Raw -345759.004488 + Penalty 1568.903275 = -344190.101214 nChanged 11 SP:Iteration 26Q (6274.220415 sec): 3 clusters Score: Raw -345761.683504 + Penalty 1568.903275 = -344192.780230 nChanged 8 SP:Iteration 27Q (6274.234014 sec): 3 clusters Score: Raw -345763.559846 + Penalty 1568.903275 = -344194.656572 nChanged 8 SP:Iteration 28Q (6274.247582 sec): 3 clusters Score: Raw -345765.667947 + Penalty 1568.903275 = -344196.764672 nChanged 0 SP:Iteration 29F (6274.261561 sec): 3 clusters Score: Raw -345765.667947 + Penalty 1568.903275 = -344196.764672 nChanged 0 Trying to split cluster 16 (2350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6274.277532 sec): 2 clusters Score: Raw -187842.877215 + Penalty 737.406208 = -187105.471007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6274.287980 sec): 3 clusters Score: Raw -186635.721411 + Penalty 1474.812415 = -185160.908996 nChanged 940 SP:Iteration 1F (6274.296938 sec): 3 clusters Score: Raw -187172.617907 + Penalty 1474.812415 = -185697.805492 nChanged 209 SP:Iteration 2F (6274.306016 sec): 3 clusters Score: Raw -187311.142747 + Penalty 1474.812415 = -185836.330332 nChanged 173 SP:Iteration 3F (6274.314899 sec): 3 clusters Score: Raw -187432.904361 + Penalty 1474.812415 = -185958.091945 nChanged 144 SP:Iteration 4F (6274.323989 sec): 3 clusters Score: Raw -187522.510743 + Penalty 1474.812415 = -186047.698327 nChanged 99 SP:Iteration 5Q (6274.333460 sec): 3 clusters Score: Raw -187567.807728 + Penalty 1474.812415 = -186092.995312 nChanged 74 SP:Iteration 6Q (6274.342754 sec): 3 clusters Score: Raw -187603.571814 + Penalty 1474.812415 = -186128.759399 nChanged 60 SP:Iteration 7Q (6274.352003 sec): 3 clusters Score: Raw -187634.164107 + Penalty 1474.812415 = -186159.351692 nChanged 66 SP:Iteration 8Q (6274.361124 sec): 3 clusters Score: Raw -187668.287420 + Penalty 1474.812415 = -186193.475005 nChanged 57 SP:Iteration 9Q (6274.370149 sec): 3 clusters Score: Raw -187695.975664 + Penalty 1474.812415 = -186221.163248 nChanged 43 SP:Iteration 10Q (6274.379112 sec): 3 clusters Score: Raw -187721.304998 + Penalty 1474.812415 = -186246.492583 nChanged 44 SP:Iteration 11Q (6274.388231 sec): 3 clusters Score: Raw -187741.650788 + Penalty 1474.812415 = -186266.838373 nChanged 40 SP:Iteration 12Q (6274.397353 sec): 3 clusters Score: Raw -187759.271806 + Penalty 1474.812415 = -186284.459390 nChanged 42 SP:Iteration 13Q (6274.406615 sec): 3 clusters Score: Raw -187780.854552 + Penalty 1474.812415 = -186306.042137 nChanged 46 SP:Iteration 14Q (6274.415713 sec): 3 clusters Score: Raw -187803.845702 + Penalty 1474.812415 = -186329.033287 nChanged 42 SP:Iteration 15Q (6274.424670 sec): 3 clusters Score: Raw -187817.006521 + Penalty 1474.812415 = -186342.194105 nChanged 31 SP:Iteration 16Q (6274.433755 sec): 3 clusters Score: Raw -187828.114553 + Penalty 1474.812415 = -186353.302138 nChanged 31 SP:Iteration 17Q (6274.442919 sec): 3 clusters Score: Raw -187842.426125 + Penalty 1474.812415 = -186367.613709 nChanged 37 SP:Iteration 18Q (6274.451764 sec): 3 clusters Score: Raw -187862.118204 + Penalty 1474.812415 = -186387.305789 nChanged 35 SP:Iteration 19Q (6274.460526 sec): 3 clusters Score: Raw -187879.417589 + Penalty 1474.812415 = -186404.605174 nChanged 36 SP:Iteration 20F (6274.469387 sec): 3 clusters Score: Raw -187894.403881 + Penalty 1474.812415 = -186419.591465 nChanged 32 SP:Iteration 21Q (6274.478217 sec): 3 clusters Score: Raw -187909.513961 + Penalty 1474.812415 = -186434.701546 nChanged 35 SP:Iteration 22Q (6274.487054 sec): 3 clusters Score: Raw -187926.576112 + Penalty 1474.812415 = -186451.763697 nChanged 22 SP:Iteration 23Q (6274.495843 sec): 3 clusters Score: Raw -187935.710035 + Penalty 1474.812415 = -186460.897620 nChanged 18 SP:Iteration 24Q (6274.504780 sec): 3 clusters Score: Raw -187939.452466 + Penalty 1474.812415 = -186464.640051 nChanged 15 SP:Iteration 25Q (6274.513610 sec): 3 clusters Score: Raw -187943.938172 + Penalty 1474.812415 = -186469.125756 nChanged 9 SP:Iteration 26Q (6274.522534 sec): 3 clusters Score: Raw -187945.699479 + Penalty 1474.812415 = -186470.887063 nChanged 8 SP:Iteration 27Q (6274.531358 sec): 3 clusters Score: Raw -187948.036685 + Penalty 1474.812415 = -186473.224269 nChanged 7 SP:Iteration 28Q (6274.540252 sec): 3 clusters Score: Raw -187949.524880 + Penalty 1474.812415 = -186474.712465 nChanged 3 SP:Iteration 29Q (6274.549117 sec): 3 clusters Score: Raw -187951.248094 + Penalty 1474.812415 = -186476.435678 nChanged 4 SP:Iteration 30Q (6274.557994 sec): 3 clusters Score: Raw -187952.652358 + Penalty 1474.812415 = -186477.839942 nChanged 5 SP:Iteration 31Q (6274.566880 sec): 3 clusters Score: Raw -187953.944847 + Penalty 1474.812415 = -186479.132432 nChanged 1 SP:Iteration 32Q (6274.575927 sec): 3 clusters Score: Raw -187954.121143 + Penalty 1474.812415 = -186479.308728 nChanged 1 SP:Iteration 33Q (6274.585084 sec): 3 clusters Score: Raw -187954.192529 + Penalty 1474.812415 = -186479.380113 nChanged 2 SP:Iteration 34Q (6274.594003 sec): 3 clusters Score: Raw -187954.443858 + Penalty 1474.812415 = -186479.631442 nChanged 1 SP:Iteration 35Q (6274.603518 sec): 3 clusters Score: Raw -187954.677643 + Penalty 1474.812415 = -186479.865227 nChanged 1 SP:Iteration 36Q (6274.612395 sec): 3 clusters Score: Raw -187955.191542 + Penalty 1474.812415 = -186480.379127 nChanged 3 SP:Iteration 37Q (6274.621268 sec): 3 clusters Score: Raw -187955.576196 + Penalty 1474.812415 = -186480.763781 nChanged 3 SP:Iteration 38Q (6274.630161 sec): 3 clusters Score: Raw -187956.162929 + Penalty 1474.812415 = -186481.350513 nChanged 3 SP:Iteration 39Q (6274.639020 sec): 3 clusters Score: Raw -187957.143889 + Penalty 1474.812415 = -186482.331474 nChanged 3 SP:Iteration 40F (6274.647975 sec): 3 clusters Score: Raw -187957.958366 + Penalty 1474.812415 = -186483.145951 nChanged 0 Trying to split cluster 17 (15553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6274.676839 sec): 2 clusters Score: Raw -1344323.037332 + Penalty 916.940838 = -1343406.096493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6274.709580 sec): 3 clusters Score: Raw -1334810.091908 + Penalty 1833.881677 = -1332976.210231 nChanged 7055 SP:Iteration 1F (6274.740937 sec): 3 clusters Score: Raw -1338966.265347 + Penalty 1833.881677 = -1337132.383671 nChanged 833 SP:Iteration 2F (6274.772174 sec): 3 clusters Score: Raw -1339360.236186 + Penalty 1833.881677 = -1337526.354509 nChanged 879 SP:Iteration 3F (6274.803301 sec): 3 clusters Score: Raw -1339833.569834 + Penalty 1833.881677 = -1337999.688157 nChanged 879 SP:Iteration 4F (6274.834977 sec): 3 clusters Score: Raw -1340387.230083 + Penalty 1833.881677 = -1338553.348406 nChanged 917 SP:Iteration 5F (6274.865958 sec): 3 clusters Score: Raw -1341006.054977 + Penalty 1833.881677 = -1339172.173300 nChanged 872 SP:Iteration 6F (6274.897219 sec): 3 clusters Score: Raw -1341604.101923 + Penalty 1833.881677 = -1339770.220247 nChanged 781 SP:Iteration 7F (6274.928540 sec): 3 clusters Score: Raw -1342068.987525 + Penalty 1833.881677 = -1340235.105848 nChanged 626 SP:Iteration 8Q (6274.959970 sec): 3 clusters Score: Raw -1342378.085579 + Penalty 1833.881677 = -1340544.203902 nChanged 459 SP:Iteration 9Q (6274.991328 sec): 3 clusters Score: Raw -1342579.852465 + Penalty 1833.881677 = -1340745.970788 nChanged 382 SP:Iteration 10Q (6275.022403 sec): 3 clusters Score: Raw -1342729.488708 + Penalty 1833.881677 = -1340895.607032 nChanged 330 SP:Iteration 11Q (6275.053433 sec): 3 clusters Score: Raw -1342855.963583 + Penalty 1833.881677 = -1341022.081906 nChanged 274 SP:Iteration 12Q (6275.084151 sec): 3 clusters Score: Raw -1342954.466176 + Penalty 1833.881677 = -1341120.584499 nChanged 270 SP:Iteration 13Q (6275.114717 sec): 3 clusters Score: Raw -1343058.095218 + Penalty 1833.881677 = -1341224.213541 nChanged 246 SP:Iteration 14Q (6275.145250 sec): 3 clusters Score: Raw -1343150.917164 + Penalty 1833.881677 = -1341317.035488 nChanged 239 SP:Iteration 15Q (6275.175537 sec): 3 clusters Score: Raw -1343241.198087 + Penalty 1833.881677 = -1341407.316410 nChanged 237 SP:Iteration 16Q (6275.205674 sec): 3 clusters Score: Raw -1343335.141300 + Penalty 1833.881677 = -1341501.259623 nChanged 218 SP:Iteration 17Q (6275.235811 sec): 3 clusters Score: Raw -1343432.811775 + Penalty 1833.881677 = -1341598.930099 nChanged 218 SP:Iteration 18Q (6275.265703 sec): 3 clusters Score: Raw -1343532.526324 + Penalty 1833.881677 = -1341698.644647 nChanged 213 SP:Iteration 19Q (6275.295663 sec): 3 clusters Score: Raw -1343631.908731 + Penalty 1833.881677 = -1341798.027054 nChanged 197 SP:Iteration 20F (6275.327236 sec): 3 clusters Score: Raw -1343729.322967 + Penalty 1833.881677 = -1341895.441290 nChanged 170 SP:Iteration 21Q (6275.356663 sec): 3 clusters Score: Raw -1343808.591735 + Penalty 1833.881677 = -1341974.710058 nChanged 160 SP:Iteration 22Q (6275.386072 sec): 3 clusters Score: Raw -1343879.601376 + Penalty 1833.881677 = -1342045.719699 nChanged 143 SP:Iteration 23Q (6275.415302 sec): 3 clusters Score: Raw -1343941.430611 + Penalty 1833.881677 = -1342107.548934 nChanged 130 SP:Iteration 24Q (6275.444312 sec): 3 clusters Score: Raw -1343999.453855 + Penalty 1833.881677 = -1342165.572179 nChanged 124 SP:Iteration 25Q (6275.472992 sec): 3 clusters Score: Raw -1344061.309361 + Penalty 1833.881677 = -1342227.427684 nChanged 116 SP:Iteration 26Q (6275.501664 sec): 3 clusters Score: Raw -1344123.156729 + Penalty 1833.881677 = -1342289.275053 nChanged 117 SP:Iteration 27Q (6275.530315 sec): 3 clusters Score: Raw -1344191.243574 + Penalty 1833.881677 = -1342357.361897 nChanged 111 SP:Iteration 28Q (6275.558638 sec): 3 clusters Score: Raw -1344257.378737 + Penalty 1833.881677 = -1342423.497060 nChanged 92 SP:Iteration 29Q (6275.586971 sec): 3 clusters Score: Raw -1344311.832652 + Penalty 1833.881677 = -1342477.950975 nChanged 70 SP:Iteration 30Q (6275.615199 sec): 3 clusters Score: Raw -1344357.005225 + Penalty 1833.881677 = -1342523.123549 nChanged 56 SP:Iteration 31Q (6275.643555 sec): 3 clusters Score: Raw -1344395.025745 + Penalty 1833.881677 = -1342561.144068 nChanged 51 SP:Iteration 32Q (6275.671787 sec): 3 clusters Score: Raw -1344428.074725 + Penalty 1833.881677 = -1342594.193048 nChanged 38 SP:Iteration 33Q (6275.699824 sec): 3 clusters Score: Raw -1344453.847178 + Penalty 1833.881677 = -1342619.965502 nChanged 29 SP:Iteration 34Q (6275.728004 sec): 3 clusters Score: Raw -1344474.776629 + Penalty 1833.881677 = -1342640.894953 nChanged 26 SP:Iteration 35Q (6275.756170 sec): 3 clusters Score: Raw -1344489.856455 + Penalty 1833.881677 = -1342655.974778 nChanged 26 SP:Iteration 36Q (6275.784009 sec): 3 clusters Score: Raw -1344504.411616 + Penalty 1833.881677 = -1342670.529940 nChanged 15 SP:Iteration 37Q (6275.811958 sec): 3 clusters Score: Raw -1344511.832707 + Penalty 1833.881677 = -1342677.951031 nChanged 7 SP:Iteration 38Q (6275.839824 sec): 3 clusters Score: Raw -1344514.015367 + Penalty 1833.881677 = -1342680.133690 nChanged 5 SP:Iteration 39Q (6275.867586 sec): 3 clusters Score: Raw -1344516.554285 + Penalty 1833.881677 = -1342682.672608 nChanged 6 SP:Iteration 40F (6275.898763 sec): 3 clusters Score: Raw -1344518.101080 + Penalty 1833.881677 = -1342684.219403 nChanged 4 SP:Iteration 41Q (6275.926658 sec): 3 clusters Score: Raw -1344519.952714 + Penalty 1833.881677 = -1342686.071037 nChanged 4 SP:Iteration 42Q (6275.954521 sec): 3 clusters Score: Raw -1344522.039005 + Penalty 1833.881677 = -1342688.157328 nChanged 5 SP:Iteration 43Q (6275.982411 sec): 3 clusters Score: Raw -1344523.227457 + Penalty 1833.881677 = -1342689.345780 nChanged 1 SP:Iteration 44Q (6276.010373 sec): 3 clusters Score: Raw -1344524.066911 + Penalty 1833.881677 = -1342690.185234 nChanged 2 SP:Iteration 45Q (6276.038159 sec): 3 clusters Score: Raw -1344524.384387 + Penalty 1833.881677 = -1342690.502710 nChanged 1 SP:Iteration 46Q (6276.066067 sec): 3 clusters Score: Raw -1344524.860282 + Penalty 1833.881677 = -1342690.978606 nChanged 2 SP:Iteration 47Q (6276.093927 sec): 3 clusters Score: Raw -1344525.863658 + Penalty 1833.881677 = -1342691.981981 nChanged 2 SP:Iteration 48Q (6276.121836 sec): 3 clusters Score: Raw -1344526.575813 + Penalty 1833.881677 = -1342692.694137 nChanged 0 SP:Iteration 49F (6276.153152 sec): 3 clusters Score: Raw -1344526.575813 + Penalty 1833.881677 = -1342692.694137 nChanged 0 Trying to split cluster 18 (2845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6276.168233 sec): 2 clusters Score: Raw -230878.464356 + Penalty 755.565243 = -230122.899113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6276.180044 sec): 3 clusters Score: Raw -229417.555674 + Penalty 1511.130486 = -227906.425188 nChanged 1165 SP:Iteration 1F (6276.190986 sec): 3 clusters Score: Raw -230090.797217 + Penalty 1511.130486 = -228579.666731 nChanged 213 SP:Iteration 2F (6276.202004 sec): 3 clusters Score: Raw -230220.643678 + Penalty 1511.130486 = -228709.513192 nChanged 167 SP:Iteration 3F (6276.212891 sec): 3 clusters Score: Raw -230341.633797 + Penalty 1511.130486 = -228830.503311 nChanged 151 SP:Iteration 4F (6276.223836 sec): 3 clusters Score: Raw -230462.755170 + Penalty 1511.130486 = -228951.624684 nChanged 145 SP:Iteration 5F (6276.234800 sec): 3 clusters Score: Raw -230562.324225 + Penalty 1511.130486 = -229051.193739 nChanged 129 SP:Iteration 6Q (6276.245671 sec): 3 clusters Score: Raw -230650.127133 + Penalty 1511.130486 = -229138.996647 nChanged 114 SP:Iteration 7Q (6276.256478 sec): 3 clusters Score: Raw -230725.508336 + Penalty 1511.130486 = -229214.377850 nChanged 89 SP:Iteration 8Q (6276.267391 sec): 3 clusters Score: Raw -230779.074916 + Penalty 1511.130486 = -229267.944430 nChanged 68 SP:Iteration 9Q (6276.278304 sec): 3 clusters Score: Raw -230815.580733 + Penalty 1511.130486 = -229304.450247 nChanged 56 SP:Iteration 10Q (6276.289157 sec): 3 clusters Score: Raw -230845.136890 + Penalty 1511.130486 = -229334.006404 nChanged 43 SP:Iteration 11Q (6276.300059 sec): 3 clusters Score: Raw -230866.685873 + Penalty 1511.130486 = -229355.555387 nChanged 30 SP:Iteration 12Q (6276.310898 sec): 3 clusters Score: Raw -230882.883707 + Penalty 1511.130486 = -229371.753221 nChanged 35 SP:Iteration 13Q (6276.321608 sec): 3 clusters Score: Raw -230901.400702 + Penalty 1511.130486 = -229390.270216 nChanged 34 SP:Iteration 14Q (6276.332408 sec): 3 clusters Score: Raw -230923.083844 + Penalty 1511.130486 = -229411.953358 nChanged 35 SP:Iteration 15Q (6276.343232 sec): 3 clusters Score: Raw -230938.410059 + Penalty 1511.130486 = -229427.279574 nChanged 25 SP:Iteration 16Q (6276.354017 sec): 3 clusters Score: Raw -230951.710591 + Penalty 1511.130486 = -229440.580105 nChanged 25 SP:Iteration 17Q (6276.364779 sec): 3 clusters Score: Raw -230969.002413 + Penalty 1511.130486 = -229457.871927 nChanged 35 SP:Iteration 18Q (6276.375567 sec): 3 clusters Score: Raw -230986.345059 + Penalty 1511.130486 = -229475.214573 nChanged 28 SP:Iteration 19Q (6276.386331 sec): 3 clusters Score: Raw -230997.879473 + Penalty 1511.130486 = -229486.748987 nChanged 19 SP:Iteration 20F (6276.397305 sec): 3 clusters Score: Raw -231005.563640 + Penalty 1511.130486 = -229494.433154 nChanged 15 SP:Iteration 21Q (6276.408011 sec): 3 clusters Score: Raw -231011.766855 + Penalty 1511.130486 = -229500.636369 nChanged 18 SP:Iteration 22Q (6276.418612 sec): 3 clusters Score: Raw -231020.281738 + Penalty 1511.130486 = -229509.151253 nChanged 22 SP:Iteration 23Q (6276.429352 sec): 3 clusters Score: Raw -231027.015560 + Penalty 1511.130486 = -229515.885074 nChanged 7 SP:Iteration 24Q (6276.440068 sec): 3 clusters Score: Raw -231028.181128 + Penalty 1511.130486 = -229517.050642 nChanged 4 SP:Iteration 25Q (6276.450730 sec): 3 clusters Score: Raw -231028.919791 + Penalty 1511.130486 = -229517.789305 nChanged 3 SP:Iteration 26Q (6276.461449 sec): 3 clusters Score: Raw -231029.708046 + Penalty 1511.130486 = -229518.577561 nChanged 2 SP:Iteration 27Q (6276.472097 sec): 3 clusters Score: Raw -231030.442101 + Penalty 1511.130486 = -229519.311615 nChanged 6 SP:Iteration 28Q (6276.482781 sec): 3 clusters Score: Raw -231032.393118 + Penalty 1511.130486 = -229521.262632 nChanged 6 SP:Iteration 29Q (6276.493328 sec): 3 clusters Score: Raw -231034.194200 + Penalty 1511.130486 = -229523.063714 nChanged 2 SP:Iteration 30Q (6276.503979 sec): 3 clusters Score: Raw -231034.798138 + Penalty 1511.130486 = -229523.667652 nChanged 0 SP:Iteration 31F (6276.514755 sec): 3 clusters Score: Raw -231034.798138 + Penalty 1511.130486 = -229523.667652 nChanged 0 Trying to split cluster 19 (6348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6276.533322 sec): 2 clusters Score: Raw -457712.437596 + Penalty 831.810033 = -456880.627564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6276.554965 sec): 3 clusters Score: Raw -454096.145347 + Penalty 1663.620066 = -452432.525282 nChanged 2811 SP:Iteration 1F (6276.575844 sec): 3 clusters Score: Raw -455813.674824 + Penalty 1663.620066 = -454150.054759 nChanged 516 SP:Iteration 2F (6276.596702 sec): 3 clusters Score: Raw -456132.023763 + Penalty 1663.620066 = -454468.403697 nChanged 431 SP:Iteration 3F (6276.617694 sec): 3 clusters Score: Raw -456417.860943 + Penalty 1663.620066 = -454754.240878 nChanged 398 SP:Iteration 4F (6276.638571 sec): 3 clusters Score: Raw -456673.149445 + Penalty 1663.620066 = -455009.529380 nChanged 348 SP:Iteration 5F (6276.659687 sec): 3 clusters Score: Raw -456871.318993 + Penalty 1663.620066 = -455207.698927 nChanged 293 SP:Iteration 6Q (6276.681117 sec): 3 clusters Score: Raw -457035.934600 + Penalty 1663.620066 = -455372.314535 nChanged 242 SP:Iteration 7Q (6276.702331 sec): 3 clusters Score: Raw -457169.317881 + Penalty 1663.620066 = -455505.697816 nChanged 225 SP:Iteration 8Q (6276.723621 sec): 3 clusters Score: Raw -457290.303106 + Penalty 1663.620066 = -455626.683040 nChanged 211 SP:Iteration 9Q (6276.744874 sec): 3 clusters Score: Raw -457401.802141 + Penalty 1663.620066 = -455738.182075 nChanged 168 SP:Iteration 10Q (6276.766158 sec): 3 clusters Score: Raw -457492.188440 + Penalty 1663.620066 = -455828.568375 nChanged 150 SP:Iteration 11Q (6276.787173 sec): 3 clusters Score: Raw -457573.222161 + Penalty 1663.620066 = -455909.602095 nChanged 141 SP:Iteration 12Q (6276.808259 sec): 3 clusters Score: Raw -457653.226136 + Penalty 1663.620066 = -455989.606071 nChanged 121 SP:Iteration 13Q (6276.829251 sec): 3 clusters Score: Raw -457724.069453 + Penalty 1663.620066 = -456060.449388 nChanged 107 SP:Iteration 14Q (6276.850082 sec): 3 clusters Score: Raw -457786.465214 + Penalty 1663.620066 = -456122.845148 nChanged 83 SP:Iteration 15Q (6276.870786 sec): 3 clusters Score: Raw -457836.454821 + Penalty 1663.620066 = -456172.834756 nChanged 56 SP:Iteration 16Q (6276.891541 sec): 3 clusters Score: Raw -457865.757458 + Penalty 1663.620066 = -456202.137392 nChanged 31 SP:Iteration 17Q (6276.912188 sec): 3 clusters Score: Raw -457886.776239 + Penalty 1663.620066 = -456223.156173 nChanged 30 SP:Iteration 18Q (6276.932391 sec): 3 clusters Score: Raw -457906.769281 + Penalty 1663.620066 = -456243.149216 nChanged 31 SP:Iteration 19Q (6276.952715 sec): 3 clusters Score: Raw -457925.537993 + Penalty 1663.620066 = -456261.917927 nChanged 28 SP:Iteration 20F (6276.973581 sec): 3 clusters Score: Raw -457937.843745 + Penalty 1663.620066 = -456274.223680 nChanged 14 SP:Iteration 21Q (6276.993521 sec): 3 clusters Score: Raw -457942.655643 + Penalty 1663.620066 = -456279.035578 nChanged 12 SP:Iteration 22Q (6277.013663 sec): 3 clusters Score: Raw -457947.188714 + Penalty 1663.620066 = -456283.568648 nChanged 6 SP:Iteration 23Q (6277.033461 sec): 3 clusters Score: Raw -457949.275846 + Penalty 1663.620066 = -456285.655780 nChanged 6 SP:Iteration 24Q (6277.053593 sec): 3 clusters Score: Raw -457952.335527 + Penalty 1663.620066 = -456288.715462 nChanged 4 SP:Iteration 25Q (6277.073781 sec): 3 clusters Score: Raw -457954.777172 + Penalty 1663.620066 = -456291.157107 nChanged 7 SP:Iteration 26Q (6277.093663 sec): 3 clusters Score: Raw -457956.991981 + Penalty 1663.620066 = -456293.371916 nChanged 3 SP:Iteration 27Q (6277.113406 sec): 3 clusters Score: Raw -457957.926622 + Penalty 1663.620066 = -456294.306556 nChanged 4 SP:Iteration 28Q (6277.133558 sec): 3 clusters Score: Raw -457959.517650 + Penalty 1663.620066 = -456295.897584 nChanged 6 SP:Iteration 29Q (6277.153384 sec): 3 clusters Score: Raw -457962.655630 + Penalty 1663.620066 = -456299.035564 nChanged 4 SP:Iteration 30Q (6277.173555 sec): 3 clusters Score: Raw -457964.283673 + Penalty 1663.620066 = -456300.663607 nChanged 3 SP:Iteration 31Q (6277.193397 sec): 3 clusters Score: Raw -457965.973429 + Penalty 1663.620066 = -456302.353363 nChanged 1 SP:Iteration 32Q (6277.213351 sec): 3 clusters Score: Raw -457967.308178 + Penalty 1663.620066 = -456303.688113 nChanged 6 SP:Iteration 33Q (6277.233322 sec): 3 clusters Score: Raw -457972.803361 + Penalty 1663.620066 = -456309.183296 nChanged 7 SP:Iteration 34Q (6277.253354 sec): 3 clusters Score: Raw -457975.965062 + Penalty 1663.620066 = -456312.344997 nChanged 5 SP:Iteration 35Q (6277.273171 sec): 3 clusters Score: Raw -457977.376741 + Penalty 1663.620066 = -456313.756676 nChanged 2 SP:Iteration 36Q (6277.293089 sec): 3 clusters Score: Raw -457977.624303 + Penalty 1663.620066 = -456314.004237 nChanged 1 SP:Iteration 37Q (6277.312916 sec): 3 clusters Score: Raw -457978.256102 + Penalty 1663.620066 = -456314.636036 nChanged 1 SP:Iteration 38Q (6277.332555 sec): 3 clusters Score: Raw -457978.347251 + Penalty 1663.620066 = -456314.727185 nChanged 0 SP:Iteration 39F (6277.353548 sec): 3 clusters Score: Raw -457978.347251 + Penalty 1663.620066 = -456314.727185 nChanged 0 Trying to split cluster 20 (1846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6277.368246 sec): 2 clusters Score: Raw -158221.508065 + Penalty 714.473759 = -157507.034306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6277.376056 sec): 3 clusters Score: Raw -157357.693705 + Penalty 1428.947519 = -155928.746187 nChanged 709 SP:Iteration 1F (6277.383132 sec): 3 clusters Score: Raw -157871.419519 + Penalty 1428.947519 = -156442.472000 nChanged 171 SP:Iteration 2F (6277.390132 sec): 3 clusters Score: Raw -158064.590554 + Penalty 1428.947519 = -156635.643035 nChanged 160 SP:Iteration 3F (6277.397172 sec): 3 clusters Score: Raw -158219.478503 + Penalty 1428.947519 = -156790.530984 nChanged 103 SP:Iteration 4F (6277.404168 sec): 3 clusters Score: Raw -158308.048677 + Penalty 1428.947519 = -156879.101158 nChanged 68 SP:Iteration 5Q (6277.411206 sec): 3 clusters Score: Raw -158354.937798 + Penalty 1428.947519 = -156925.990279 nChanged 48 SP:Iteration 6Q (6277.418239 sec): 3 clusters Score: Raw -158384.807759 + Penalty 1428.947519 = -156955.860240 nChanged 39 SP:Iteration 7Q (6277.425168 sec): 3 clusters Score: Raw -158409.969870 + Penalty 1428.947519 = -156981.022351 nChanged 30 SP:Iteration 8Q (6277.432118 sec): 3 clusters Score: Raw -158423.501152 + Penalty 1428.947519 = -156994.553633 nChanged 27 SP:Iteration 9Q (6277.439131 sec): 3 clusters Score: Raw -158441.227616 + Penalty 1428.947519 = -157012.280097 nChanged 24 SP:Iteration 10Q (6277.446180 sec): 3 clusters Score: Raw -158452.503646 + Penalty 1428.947519 = -157023.556127 nChanged 14 SP:Iteration 11Q (6277.453256 sec): 3 clusters Score: Raw -158458.378824 + Penalty 1428.947519 = -157029.431305 nChanged 12 SP:Iteration 12Q (6277.460191 sec): 3 clusters Score: Raw -158466.164534 + Penalty 1428.947519 = -157037.217015 nChanged 11 SP:Iteration 13Q (6277.467122 sec): 3 clusters Score: Raw -158470.262734 + Penalty 1428.947519 = -157041.315215 nChanged 6 SP:Iteration 14Q (6277.474017 sec): 3 clusters Score: Raw -158473.493605 + Penalty 1428.947519 = -157044.546086 nChanged 10 SP:Iteration 15Q (6277.480999 sec): 3 clusters Score: Raw -158475.889160 + Penalty 1428.947519 = -157046.941641 nChanged 5 SP:Iteration 16Q (6277.488006 sec): 3 clusters Score: Raw -158480.196379 + Penalty 1428.947519 = -157051.248860 nChanged 4 SP:Iteration 17Q (6277.494972 sec): 3 clusters Score: Raw -158482.450440 + Penalty 1428.947519 = -157053.502921 nChanged 7 SP:Iteration 18Q (6277.501855 sec): 3 clusters Score: Raw -158486.645064 + Penalty 1428.947519 = -157057.697545 nChanged 9 SP:Iteration 19Q (6277.508816 sec): 3 clusters Score: Raw -158490.570629 + Penalty 1428.947519 = -157061.623111 nChanged 5 SP:Iteration 20F (6277.515801 sec): 3 clusters Score: Raw -158493.401930 + Penalty 1428.947519 = -157064.454411 nChanged 7 SP:Iteration 21Q (6277.522821 sec): 3 clusters Score: Raw -158497.290937 + Penalty 1428.947519 = -157068.343418 nChanged 8 SP:Iteration 22Q (6277.529773 sec): 3 clusters Score: Raw -158501.690628 + Penalty 1428.947519 = -157072.743109 nChanged 14 SP:Iteration 23Q (6277.536720 sec): 3 clusters Score: Raw -158508.590850 + Penalty 1428.947519 = -157079.643332 nChanged 11 SP:Iteration 24Q (6277.543644 sec): 3 clusters Score: Raw -158514.297025 + Penalty 1428.947519 = -157085.349506 nChanged 13 SP:Iteration 25Q (6277.550599 sec): 3 clusters Score: Raw -158520.670908 + Penalty 1428.947519 = -157091.723390 nChanged 19 SP:Iteration 26Q (6277.557529 sec): 3 clusters Score: Raw -158532.280660 + Penalty 1428.947519 = -157103.333141 nChanged 13 SP:Iteration 27Q (6277.564424 sec): 3 clusters Score: Raw -158537.566854 + Penalty 1428.947519 = -157108.619335 nChanged 7 SP:Iteration 28Q (6277.571334 sec): 3 clusters Score: Raw -158539.723120 + Penalty 1428.947519 = -157110.775602 nChanged 6 SP:Iteration 29Q (6277.578243 sec): 3 clusters Score: Raw -158545.095541 + Penalty 1428.947519 = -157116.148023 nChanged 9 SP:Iteration 30Q (6277.585202 sec): 3 clusters Score: Raw -158549.878817 + Penalty 1428.947519 = -157120.931298 nChanged 8 SP:Iteration 31Q (6277.592026 sec): 3 clusters Score: Raw -158556.200005 + Penalty 1428.947519 = -157127.252486 nChanged 9 SP:Iteration 32Q (6277.598914 sec): 3 clusters Score: Raw -158560.508216 + Penalty 1428.947519 = -157131.560697 nChanged 10 SP:Iteration 33Q (6277.605759 sec): 3 clusters Score: Raw -158563.696226 + Penalty 1428.947519 = -157134.748707 nChanged 6 SP:Iteration 34Q (6277.612673 sec): 3 clusters Score: Raw -158566.718948 + Penalty 1428.947519 = -157137.771429 nChanged 5 SP:Iteration 35Q (6277.619536 sec): 3 clusters Score: Raw -158570.243984 + Penalty 1428.947519 = -157141.296465 nChanged 5 SP:Iteration 36Q (6277.626382 sec): 3 clusters Score: Raw -158573.269430 + Penalty 1428.947519 = -157144.321911 nChanged 5 SP:Iteration 37Q (6277.633292 sec): 3 clusters Score: Raw -158575.588463 + Penalty 1428.947519 = -157146.640944 nChanged 9 SP:Iteration 38Q (6277.640115 sec): 3 clusters Score: Raw -158579.486120 + Penalty 1428.947519 = -157150.538601 nChanged 3 SP:Iteration 39Q (6277.646948 sec): 3 clusters Score: Raw -158580.335942 + Penalty 1428.947519 = -157151.388423 nChanged 3 SP:Iteration 40F (6277.653848 sec): 3 clusters Score: Raw -158581.867289 + Penalty 1428.947519 = -157152.919770 nChanged 2 SP:Iteration 41Q (6277.660677 sec): 3 clusters Score: Raw -158582.790182 + Penalty 1428.947519 = -157153.842663 nChanged 1 SP:Iteration 42Q (6277.667489 sec): 3 clusters Score: Raw -158583.228849 + Penalty 1428.947519 = -157154.281330 nChanged 2 SP:Iteration 43Q (6277.674323 sec): 3 clusters Score: Raw -158585.028203 + Penalty 1428.947519 = -157156.080685 nChanged 3 SP:Iteration 44Q (6277.681175 sec): 3 clusters Score: Raw -158586.395425 + Penalty 1428.947519 = -157157.447906 nChanged 0 SP:Iteration 45F (6277.688092 sec): 3 clusters Score: Raw -158586.395425 + Penalty 1428.947519 = -157157.447906 nChanged 0 Trying to split cluster 21 (23281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6277.724666 sec): 2 clusters Score: Raw -2064307.267206 + Penalty 955.262321 = -2063352.004885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6277.765811 sec): 3 clusters Score: Raw -2049697.117908 + Penalty 1910.524643 = -2047786.593266 nChanged 10943 SP:Iteration 1F (6277.803125 sec): 3 clusters Score: Raw -2056066.287737 + Penalty 1910.524643 = -2054155.763095 nChanged 1138 SP:Iteration 2Q (6277.843428 sec): 3 clusters Score: Raw -2056460.967345 + Penalty 1910.524643 = -2054550.442702 nChanged 1059 SP:Iteration 3Q (6277.881661 sec): 3 clusters Score: Raw -2056834.944902 + Penalty 1910.524643 = -2054924.420260 nChanged 1006 SP:Iteration 4Q (6277.920405 sec): 3 clusters Score: Raw -2057226.967201 + Penalty 1910.524643 = -2055316.442558 nChanged 1007 SP:Iteration 5Q (6277.959254 sec): 3 clusters Score: Raw -2057652.834344 + Penalty 1910.524643 = -2055742.309701 nChanged 998 SP:Iteration 6Q (6277.997717 sec): 3 clusters Score: Raw -2058101.680404 + Penalty 1910.524643 = -2056191.155761 nChanged 978 SP:Iteration 7Q (6278.036389 sec): 3 clusters Score: Raw -2058643.486232 + Penalty 1910.524643 = -2056732.961589 nChanged 1056 SP:Iteration 8Q (6278.075073 sec): 3 clusters Score: Raw -2059306.483761 + Penalty 1910.524643 = -2057395.959118 nChanged 1110 SP:Iteration 9Q (6278.113540 sec): 3 clusters Score: Raw -2059983.146028 + Penalty 1910.524643 = -2058072.621385 nChanged 1006 SP:Iteration 10Q (6278.152231 sec): 3 clusters Score: Raw -2060471.311098 + Penalty 1910.524643 = -2058560.786455 nChanged 758 SP:Iteration 11Q (6278.190480 sec): 3 clusters Score: Raw -2060751.079424 + Penalty 1910.524643 = -2058840.554781 nChanged 542 SP:Iteration 12Q (6278.228260 sec): 3 clusters Score: Raw -2060912.741589 + Penalty 1910.524643 = -2059002.216946 nChanged 434 SP:Iteration 13Q (6278.266006 sec): 3 clusters Score: Raw -2061031.234847 + Penalty 1910.524643 = -2059120.710204 nChanged 346 SP:Iteration 14Q (6278.303694 sec): 3 clusters Score: Raw -2061133.917064 + Penalty 1910.524643 = -2059223.392422 nChanged 328 SP:Iteration 15Q (6278.341433 sec): 3 clusters Score: Raw -2061230.757947 + Penalty 1910.524643 = -2059320.233304 nChanged 315 SP:Iteration 16Q (6278.379116 sec): 3 clusters Score: Raw -2061318.433348 + Penalty 1910.524643 = -2059407.908706 nChanged 307 SP:Iteration 17Q (6278.416869 sec): 3 clusters Score: Raw -2061402.337646 + Penalty 1910.524643 = -2059491.813003 nChanged 289 SP:Iteration 18Q (6278.454273 sec): 3 clusters Score: Raw -2061481.128376 + Penalty 1910.524643 = -2059570.603733 nChanged 316 SP:Iteration 19Q (6278.491523 sec): 3 clusters Score: Raw -2061568.523524 + Penalty 1910.524643 = -2059657.998882 nChanged 306 SP:Iteration 20F (6278.529216 sec): 3 clusters Score: Raw -2061657.696464 + Penalty 1910.524643 = -2059747.171822 nChanged 301 SP:Iteration 21Q (6278.566494 sec): 3 clusters Score: Raw -2061745.289664 + Penalty 1910.524643 = -2059834.765022 nChanged 304 SP:Iteration 22Q (6278.603838 sec): 3 clusters Score: Raw -2061813.471946 + Penalty 1910.524643 = -2059902.947303 nChanged 252 SP:Iteration 23Q (6278.641040 sec): 3 clusters Score: Raw -2061867.590702 + Penalty 1910.524643 = -2059957.066059 nChanged 227 SP:Iteration 24Q (6278.678198 sec): 3 clusters Score: Raw -2061914.864003 + Penalty 1910.524643 = -2060004.339361 nChanged 224 SP:Iteration 25Q (6278.715195 sec): 3 clusters Score: Raw -2061956.253796 + Penalty 1910.524643 = -2060045.729154 nChanged 198 SP:Iteration 26Q (6278.752585 sec): 3 clusters Score: Raw -2061985.843578 + Penalty 1910.524643 = -2060075.318935 nChanged 161 SP:Iteration 27Q (6278.789553 sec): 3 clusters Score: Raw -2062006.676390 + Penalty 1910.524643 = -2060096.151747 nChanged 135 SP:Iteration 28Q (6278.826883 sec): 3 clusters Score: Raw -2062023.272147 + Penalty 1910.524643 = -2060112.747504 nChanged 114 SP:Iteration 29Q (6278.863815 sec): 3 clusters Score: Raw -2062038.812142 + Penalty 1910.524643 = -2060128.287499 nChanged 136 SP:Iteration 30Q (6278.901771 sec): 3 clusters Score: Raw -2062058.513360 + Penalty 1910.524643 = -2060147.988717 nChanged 136 SP:Iteration 31Q (6278.939030 sec): 3 clusters Score: Raw -2062079.356585 + Penalty 1910.524643 = -2060168.831942 nChanged 153 SP:Iteration 32Q (6278.975603 sec): 3 clusters Score: Raw -2062103.289892 + Penalty 1910.524643 = -2060192.765249 nChanged 154 SP:Iteration 33Q (6279.012929 sec): 3 clusters Score: Raw -2062128.605545 + Penalty 1910.524643 = -2060218.080902 nChanged 144 SP:Iteration 34Q (6279.050255 sec): 3 clusters Score: Raw -2062152.832785 + Penalty 1910.524643 = -2060242.308143 nChanged 131 SP:Iteration 35Q (6279.087059 sec): 3 clusters Score: Raw -2062171.671674 + Penalty 1910.524643 = -2060261.147031 nChanged 127 SP:Iteration 36Q (6279.124108 sec): 3 clusters Score: Raw -2062190.367331 + Penalty 1910.524643 = -2060279.842688 nChanged 121 SP:Iteration 37Q (6279.160931 sec): 3 clusters Score: Raw -2062207.003068 + Penalty 1910.524643 = -2060296.478425 nChanged 135 SP:Iteration 38Q (6279.197859 sec): 3 clusters Score: Raw -2062227.852563 + Penalty 1910.524643 = -2060317.327920 nChanged 136 SP:Iteration 39Q (6279.234699 sec): 3 clusters Score: Raw -2062248.288730 + Penalty 1910.524643 = -2060337.764087 nChanged 126 SP:Iteration 40F (6279.272300 sec): 3 clusters Score: Raw -2062266.416884 + Penalty 1910.524643 = -2060355.892242 nChanged 121 SP:Iteration 41Q (6279.309507 sec): 3 clusters Score: Raw -2062282.213179 + Penalty 1910.524643 = -2060371.688537 nChanged 105 SP:Iteration 42Q (6279.346597 sec): 3 clusters Score: Raw -2062295.613668 + Penalty 1910.524643 = -2060385.089025 nChanged 106 SP:Iteration 43Q (6279.383440 sec): 3 clusters Score: Raw -2062309.858802 + Penalty 1910.524643 = -2060399.334160 nChanged 113 SP:Iteration 44Q (6279.420565 sec): 3 clusters Score: Raw -2062326.245736 + Penalty 1910.524643 = -2060415.721094 nChanged 112 SP:Iteration 45Q (6279.457469 sec): 3 clusters Score: Raw -2062343.272913 + Penalty 1910.524643 = -2060432.748270 nChanged 121 SP:Iteration 46Q (6279.494516 sec): 3 clusters Score: Raw -2062358.693296 + Penalty 1910.524643 = -2060448.168654 nChanged 108 SP:Iteration 47Q (6279.531388 sec): 3 clusters Score: Raw -2062372.643634 + Penalty 1910.524643 = -2060462.118991 nChanged 102 SP:Iteration 48Q (6279.568247 sec): 3 clusters Score: Raw -2062384.380161 + Penalty 1910.524643 = -2060473.855519 nChanged 101 SP:Iteration 49Q (6279.605231 sec): 3 clusters Score: Raw -2062398.242949 + Penalty 1910.524643 = -2060487.718306 nChanged 114 SP:Iteration 50Q (6279.642047 sec): 3 clusters Score: Raw -2062413.346572 + Penalty 1910.524643 = -2060502.821930 nChanged 101 SP:Iteration 51Q (6279.679015 sec): 3 clusters Score: Raw -2062426.327706 + Penalty 1910.524643 = -2060515.803063 nChanged 106 SP:Iteration 52Q (6279.715759 sec): 3 clusters Score: Raw -2062439.853089 + Penalty 1910.524643 = -2060529.328446 nChanged 101 SP:Iteration 53Q (6279.752568 sec): 3 clusters Score: Raw -2062453.666723 + Penalty 1910.524643 = -2060543.142080 nChanged 104 SP:Iteration 54Q (6279.789336 sec): 3 clusters Score: Raw -2062468.039021 + Penalty 1910.524643 = -2060557.514378 nChanged 105 SP:Iteration 55Q (6279.826072 sec): 3 clusters Score: Raw -2062482.636265 + Penalty 1910.524643 = -2060572.111622 nChanged 111 SP:Iteration 56Q (6279.863208 sec): 3 clusters Score: Raw -2062496.763049 + Penalty 1910.524643 = -2060586.238407 nChanged 99 SP:Iteration 57Q (6279.900402 sec): 3 clusters Score: Raw -2062508.480974 + Penalty 1910.524643 = -2060597.956332 nChanged 87 SP:Iteration 58Q (6279.937029 sec): 3 clusters Score: Raw -2062518.320012 + Penalty 1910.524643 = -2060607.795370 nChanged 92 SP:Iteration 59Q (6279.973654 sec): 3 clusters Score: Raw -2062530.436735 + Penalty 1910.524643 = -2060619.912092 nChanged 104 SP:Iteration 60F (6280.011133 sec): 3 clusters Score: Raw -2062545.341408 + Penalty 1910.524643 = -2060634.816766 nChanged 113 SP:Iteration 61Q (6280.048380 sec): 3 clusters Score: Raw -2062562.583930 + Penalty 1910.524643 = -2060652.059287 nChanged 119 SP:Iteration 62Q (6280.085153 sec): 3 clusters Score: Raw -2062579.800284 + Penalty 1910.524643 = -2060669.275642 nChanged 120 SP:Iteration 63Q (6280.122150 sec): 3 clusters Score: Raw -2062596.579758 + Penalty 1910.524643 = -2060686.055115 nChanged 115 SP:Iteration 64Q (6280.159017 sec): 3 clusters Score: Raw -2062612.931833 + Penalty 1910.524643 = -2060702.407190 nChanged 134 SP:Iteration 65Q (6280.195608 sec): 3 clusters Score: Raw -2062633.685364 + Penalty 1910.524643 = -2060723.160721 nChanged 136 SP:Iteration 66Q (6280.232204 sec): 3 clusters Score: Raw -2062655.125559 + Penalty 1910.524643 = -2060744.600916 nChanged 137 SP:Iteration 67Q (6280.269007 sec): 3 clusters Score: Raw -2062676.510174 + Penalty 1910.524643 = -2060765.985531 nChanged 131 SP:Iteration 68Q (6280.305544 sec): 3 clusters Score: Raw -2062697.551776 + Penalty 1910.524643 = -2060787.027133 nChanged 129 SP:Iteration 69Q (6280.342190 sec): 3 clusters Score: Raw -2062718.396464 + Penalty 1910.524643 = -2060807.871821 nChanged 108 SP:Iteration 70Q (6280.378781 sec): 3 clusters Score: Raw -2062733.408836 + Penalty 1910.524643 = -2060822.884194 nChanged 111 SP:Iteration 71Q (6280.415354 sec): 3 clusters Score: Raw -2062748.197668 + Penalty 1910.524643 = -2060837.673025 nChanged 116 SP:Iteration 72Q (6280.451827 sec): 3 clusters Score: Raw -2062761.980234 + Penalty 1910.524643 = -2060851.455591 nChanged 104 SP:Iteration 73Q (6280.488665 sec): 3 clusters Score: Raw -2062776.475367 + Penalty 1910.524643 = -2060865.950724 nChanged 118 SP:Iteration 74Q (6280.525146 sec): 3 clusters Score: Raw -2062795.245525 + Penalty 1910.524643 = -2060884.720883 nChanged 137 SP:Iteration 75Q (6280.561434 sec): 3 clusters Score: Raw -2062820.841125 + Penalty 1910.524643 = -2060910.316482 nChanged 173 SP:Iteration 76Q (6280.597734 sec): 3 clusters Score: Raw -2062851.517752 + Penalty 1910.524643 = -2060940.993109 nChanged 174 SP:Iteration 77Q (6280.633952 sec): 3 clusters Score: Raw -2062883.560371 + Penalty 1910.524643 = -2060973.035729 nChanged 180 SP:Iteration 78Q (6280.670081 sec): 3 clusters Score: Raw -2062916.860095 + Penalty 1910.524643 = -2061006.335452 nChanged 167 SP:Iteration 79Q (6280.705997 sec): 3 clusters Score: Raw -2062951.990134 + Penalty 1910.524643 = -2061041.465491 nChanged 184 SP:Iteration 80F (6280.743401 sec): 3 clusters Score: Raw -2062995.511942 + Penalty 1910.524643 = -2061084.987299 nChanged 196 SP:Iteration 81Q (6280.779754 sec): 3 clusters Score: Raw -2063040.445369 + Penalty 1910.524643 = -2061129.920726 nChanged 214 SP:Iteration 82Q (6280.815835 sec): 3 clusters Score: Raw -2063089.844617 + Penalty 1910.524643 = -2061179.319974 nChanged 223 SP:Iteration 83Q (6280.851917 sec): 3 clusters Score: Raw -2063142.626850 + Penalty 1910.524643 = -2061232.102207 nChanged 202 SP:Iteration 84Q (6280.887758 sec): 3 clusters Score: Raw -2063185.868892 + Penalty 1910.524643 = -2061275.344249 nChanged 201 SP:Iteration 85Q (6280.923622 sec): 3 clusters Score: Raw -2063234.404889 + Penalty 1910.524643 = -2061323.880246 nChanged 200 SP:Iteration 86Q (6280.959387 sec): 3 clusters Score: Raw -2063280.430379 + Penalty 1910.524643 = -2061369.905737 nChanged 170 SP:Iteration 87Q (6280.995518 sec): 3 clusters Score: Raw -2063316.627738 + Penalty 1910.524643 = -2061406.103096 nChanged 159 SP:Iteration 88Q (6281.031171 sec): 3 clusters Score: Raw -2063348.749734 + Penalty 1910.524643 = -2061438.225091 nChanged 160 SP:Iteration 89Q (6281.066849 sec): 3 clusters Score: Raw -2063378.049350 + Penalty 1910.524643 = -2061467.524707 nChanged 153 SP:Iteration 90Q (6281.102233 sec): 3 clusters Score: Raw -2063407.497830 + Penalty 1910.524643 = -2061496.973187 nChanged 163 SP:Iteration 91Q (6281.137552 sec): 3 clusters Score: Raw -2063441.086530 + Penalty 1910.524643 = -2061530.561887 nChanged 167 SP:Iteration 92Q (6281.172618 sec): 3 clusters Score: Raw -2063475.652338 + Penalty 1910.524643 = -2061565.127695 nChanged 163 SP:Iteration 93Q (6281.207846 sec): 3 clusters Score: Raw -2063510.193297 + Penalty 1910.524643 = -2061599.668655 nChanged 167 SP:Iteration 94Q (6281.242861 sec): 3 clusters Score: Raw -2063547.319738 + Penalty 1910.524643 = -2061636.795095 nChanged 175 SP:Iteration 95Q (6281.277767 sec): 3 clusters Score: Raw -2063591.098195 + Penalty 1910.524643 = -2061680.573552 nChanged 197 SP:Iteration 96Q (6281.312851 sec): 3 clusters Score: Raw -2063636.958466 + Penalty 1910.524643 = -2061726.433823 nChanged 156 SP:Iteration 97Q (6281.347604 sec): 3 clusters Score: Raw -2063669.914880 + Penalty 1910.524643 = -2061759.390237 nChanged 156 SP:Iteration 98Q (6281.382197 sec): 3 clusters Score: Raw -2063703.324416 + Penalty 1910.524643 = -2061792.799774 nChanged 149 SP:Iteration 99Q (6281.416788 sec): 3 clusters Score: Raw -2063733.366816 + Penalty 1910.524643 = -2061822.842174 nChanged 147 SP:Iteration 100F (6281.454274 sec): 3 clusters Score: Raw -2063764.587889 + Penalty 1910.524643 = -2061854.063247 nChanged 148 SP:Iteration 101Q (6281.489156 sec): 3 clusters Score: Raw -2063796.495265 + Penalty 1910.524643 = -2061885.970623 nChanged 150 SP:Iteration 102Q (6281.523628 sec): 3 clusters Score: Raw -2063828.134923 + Penalty 1910.524643 = -2061917.610281 nChanged 143 SP:Iteration 103Q (6281.558226 sec): 3 clusters Score: Raw -2063859.889639 + Penalty 1910.524643 = -2061949.364996 nChanged 140 SP:Iteration 104Q (6281.592740 sec): 3 clusters Score: Raw -2063892.695805 + Penalty 1910.524643 = -2061982.171162 nChanged 134 SP:Iteration 105Q (6281.627083 sec): 3 clusters Score: Raw -2063922.863125 + Penalty 1910.524643 = -2062012.338482 nChanged 127 SP:Iteration 106Q (6281.661371 sec): 3 clusters Score: Raw -2063947.046096 + Penalty 1910.524643 = -2062036.521453 nChanged 109 SP:Iteration 107Q (6281.695504 sec): 3 clusters Score: Raw -2063969.237130 + Penalty 1910.524643 = -2062058.712487 nChanged 98 SP:Iteration 108Q (6281.729534 sec): 3 clusters Score: Raw -2063987.183258 + Penalty 1910.524643 = -2062076.658615 nChanged 95 SP:Iteration 109Q (6281.763489 sec): 3 clusters Score: Raw -2064005.982053 + Penalty 1910.524643 = -2062095.457411 nChanged 115 SP:Iteration 110Q (6281.797279 sec): 3 clusters Score: Raw -2064029.978276 + Penalty 1910.524643 = -2062119.453633 nChanged 111 SP:Iteration 111Q (6281.830987 sec): 3 clusters Score: Raw -2064055.792989 + Penalty 1910.524643 = -2062145.268346 nChanged 97 SP:Iteration 112Q (6281.864584 sec): 3 clusters Score: Raw -2064076.621168 + Penalty 1910.524643 = -2062166.096525 nChanged 89 SP:Iteration 113Q (6281.898411 sec): 3 clusters Score: Raw -2064093.989526 + Penalty 1910.524643 = -2062183.464883 nChanged 72 SP:Iteration 114Q (6281.932007 sec): 3 clusters Score: Raw -2064106.854358 + Penalty 1910.524643 = -2062196.329715 nChanged 69 SP:Iteration 115Q (6281.965583 sec): 3 clusters Score: Raw -2064121.618542 + Penalty 1910.524643 = -2062211.093899 nChanged 69 SP:Iteration 116Q (6281.999065 sec): 3 clusters Score: Raw -2064135.998734 + Penalty 1910.524643 = -2062225.474091 nChanged 64 SP:Iteration 117Q (6282.032419 sec): 3 clusters Score: Raw -2064148.296267 + Penalty 1910.524643 = -2062237.771625 nChanged 64 SP:Iteration 118Q (6282.065790 sec): 3 clusters Score: Raw -2064161.871585 + Penalty 1910.524643 = -2062251.346943 nChanged 60 SP:Iteration 119Q (6282.099037 sec): 3 clusters Score: Raw -2064173.867284 + Penalty 1910.524643 = -2062263.342641 nChanged 60 SP:Iteration 120F (6282.136541 sec): 3 clusters Score: Raw -2064183.110526 + Penalty 1910.524643 = -2062272.585883 nChanged 55 SP:Iteration 121Q (6282.169922 sec): 3 clusters Score: Raw -2064191.246758 + Penalty 1910.524643 = -2062280.722115 nChanged 39 SP:Iteration 122Q (6282.203147 sec): 3 clusters Score: Raw -2064196.641051 + Penalty 1910.524643 = -2062286.116408 nChanged 31 SP:Iteration 123Q (6282.236316 sec): 3 clusters Score: Raw -2064200.721063 + Penalty 1910.524643 = -2062290.196420 nChanged 31 SP:Iteration 124Q (6282.269389 sec): 3 clusters Score: Raw -2064205.439676 + Penalty 1910.524643 = -2062294.915033 nChanged 33 SP:Iteration 125Q (6282.302401 sec): 3 clusters Score: Raw -2064211.243654 + Penalty 1910.524643 = -2062300.719011 nChanged 36 SP:Iteration 126Q (6282.335599 sec): 3 clusters Score: Raw -2064218.050489 + Penalty 1910.524643 = -2062307.525846 nChanged 41 SP:Iteration 127Q (6282.368717 sec): 3 clusters Score: Raw -2064224.993194 + Penalty 1910.524643 = -2062314.468551 nChanged 35 SP:Iteration 128Q (6282.401574 sec): 3 clusters Score: Raw -2064230.799248 + Penalty 1910.524643 = -2062320.274605 nChanged 30 SP:Iteration 129Q (6282.434304 sec): 3 clusters Score: Raw -2064235.437352 + Penalty 1910.524643 = -2062324.912709 nChanged 30 SP:Iteration 130Q (6282.467339 sec): 3 clusters Score: Raw -2064239.526256 + Penalty 1910.524643 = -2062329.001613 nChanged 30 SP:Iteration 131Q (6282.500257 sec): 3 clusters Score: Raw -2064245.010319 + Penalty 1910.524643 = -2062334.485676 nChanged 30 SP:Iteration 132Q (6282.533102 sec): 3 clusters Score: Raw -2064250.175689 + Penalty 1910.524643 = -2062339.651046 nChanged 29 SP:Iteration 133Q (6282.566078 sec): 3 clusters Score: Raw -2064254.842342 + Penalty 1910.524643 = -2062344.317699 nChanged 31 SP:Iteration 134Q (6282.598841 sec): 3 clusters Score: Raw -2064259.353082 + Penalty 1910.524643 = -2062348.828440 nChanged 31 SP:Iteration 135Q (6282.631589 sec): 3 clusters Score: Raw -2064264.169685 + Penalty 1910.524643 = -2062353.645043 nChanged 26 SP:Iteration 136Q (6282.664549 sec): 3 clusters Score: Raw -2064268.338034 + Penalty 1910.524643 = -2062357.813392 nChanged 32 SP:Iteration 137Q (6282.697482 sec): 3 clusters Score: Raw -2064274.433063 + Penalty 1910.524643 = -2062363.908420 nChanged 35 SP:Iteration 138Q (6282.730233 sec): 3 clusters Score: Raw -2064281.350245 + Penalty 1910.524643 = -2062370.825603 nChanged 32 SP:Iteration 139Q (6282.763015 sec): 3 clusters Score: Raw -2064286.868348 + Penalty 1910.524643 = -2062376.343705 nChanged 34 SP:Iteration 140F (6282.800561 sec): 3 clusters Score: Raw -2064293.885933 + Penalty 1910.524643 = -2062383.361290 nChanged 35 SP:Iteration 141Q (6282.833614 sec): 3 clusters Score: Raw -2064299.231989 + Penalty 1910.524643 = -2062388.707346 nChanged 33 SP:Iteration 142Q (6282.866297 sec): 3 clusters Score: Raw -2064304.042506 + Penalty 1910.524643 = -2062393.517863 nChanged 20 SP:Iteration 143Q (6282.899311 sec): 3 clusters Score: Raw -2064307.521315 + Penalty 1910.524643 = -2062396.996673 nChanged 23 SP:Iteration 144Q (6282.932246 sec): 3 clusters Score: Raw -2064311.429990 + Penalty 1910.524643 = -2062400.905347 nChanged 22 SP:Iteration 145Q (6282.964916 sec): 3 clusters Score: Raw -2064315.912926 + Penalty 1910.524643 = -2062405.388284 nChanged 27 SP:Iteration 146Q (6282.997546 sec): 3 clusters Score: Raw -2064320.559999 + Penalty 1910.524643 = -2062410.035356 nChanged 21 SP:Iteration 147Q (6283.030313 sec): 3 clusters Score: Raw -2064323.855122 + Penalty 1910.524643 = -2062413.330479 nChanged 22 SP:Iteration 148Q (6283.062989 sec): 3 clusters Score: Raw -2064327.905768 + Penalty 1910.524643 = -2062417.381126 nChanged 29 SP:Iteration 149Q (6283.095738 sec): 3 clusters Score: Raw -2064332.312924 + Penalty 1910.524643 = -2062421.788281 nChanged 23 SP:Iteration 150Q (6283.128354 sec): 3 clusters Score: Raw -2064336.622953 + Penalty 1910.524643 = -2062426.098311 nChanged 29 SP:Iteration 151Q (6283.161056 sec): 3 clusters Score: Raw -2064342.397924 + Penalty 1910.524643 = -2062431.873282 nChanged 21 SP:Iteration 152Q (6283.193689 sec): 3 clusters Score: Raw -2064345.841749 + Penalty 1910.524643 = -2062435.317106 nChanged 13 SP:Iteration 153Q (6283.226316 sec): 3 clusters Score: Raw -2064348.017717 + Penalty 1910.524643 = -2062437.493074 nChanged 12 SP:Iteration 154Q (6283.258986 sec): 3 clusters Score: Raw -2064349.932826 + Penalty 1910.524643 = -2062439.408183 nChanged 15 SP:Iteration 155Q (6283.291488 sec): 3 clusters Score: Raw -2064352.460536 + Penalty 1910.524643 = -2062441.935894 nChanged 17 SP:Iteration 156Q (6283.323955 sec): 3 clusters Score: Raw -2064355.332616 + Penalty 1910.524643 = -2062444.807973 nChanged 15 SP:Iteration 157Q (6283.356450 sec): 3 clusters Score: Raw -2064357.869218 + Penalty 1910.524643 = -2062447.344575 nChanged 15 SP:Iteration 158Q (6283.389006 sec): 3 clusters Score: Raw -2064360.791941 + Penalty 1910.524643 = -2062450.267299 nChanged 20 SP:Iteration 159Q (6283.421565 sec): 3 clusters Score: Raw -2064364.338040 + Penalty 1910.524643 = -2062453.813398 nChanged 15 SP:Iteration 160F (6283.459021 sec): 3 clusters Score: Raw -2064366.864741 + Penalty 1910.524643 = -2062456.340099 nChanged 13 SP:Iteration 161Q (6283.527243 sec): 3 clusters Score: Raw -2064369.625786 + Penalty 1910.524643 = -2062459.101144 nChanged 9 SP:Iteration 162Q (6283.559403 sec): 3 clusters Score: Raw -2064371.125909 + Penalty 1910.524643 = -2062460.601266 nChanged 11 SP:Iteration 163Q (6283.591857 sec): 3 clusters Score: Raw -2064372.877444 + Penalty 1910.524643 = -2062462.352801 nChanged 12 SP:Iteration 164Q (6283.624146 sec): 3 clusters Score: Raw -2064374.375546 + Penalty 1910.524643 = -2062463.850904 nChanged 8 SP:Iteration 165Q (6283.656625 sec): 3 clusters Score: Raw -2064375.789695 + Penalty 1910.524643 = -2062465.265052 nChanged 8 SP:Iteration 166Q (6283.689159 sec): 3 clusters Score: Raw -2064377.101427 + Penalty 1910.524643 = -2062466.576785 nChanged 9 SP:Iteration 167Q (6283.721606 sec): 3 clusters Score: Raw -2064378.298462 + Penalty 1910.524643 = -2062467.773819 nChanged 3 SP:Iteration 168Q (6283.754144 sec): 3 clusters Score: Raw -2064378.700179 + Penalty 1910.524643 = -2062468.175536 nChanged 4 SP:Iteration 169Q (6283.786553 sec): 3 clusters Score: Raw -2064379.180096 + Penalty 1910.524643 = -2062468.655453 nChanged 5 SP:Iteration 170Q (6283.819030 sec): 3 clusters Score: Raw -2064380.270124 + Penalty 1910.524643 = -2062469.745482 nChanged 5 SP:Iteration 171Q (6283.851578 sec): 3 clusters Score: Raw -2064381.420017 + Penalty 1910.524643 = -2062470.895374 nChanged 6 SP:Iteration 172Q (6283.884075 sec): 3 clusters Score: Raw -2064382.181308 + Penalty 1910.524643 = -2062471.656665 nChanged 3 SP:Iteration 173Q (6283.916507 sec): 3 clusters Score: Raw -2064382.432007 + Penalty 1910.524643 = -2062471.907365 nChanged 2 SP:Iteration 174Q (6283.948909 sec): 3 clusters Score: Raw -2064382.862909 + Penalty 1910.524643 = -2062472.338267 nChanged 2 SP:Iteration 175Q (6283.981244 sec): 3 clusters Score: Raw -2064383.302402 + Penalty 1910.524643 = -2062472.777760 nChanged 7 SP:Iteration 176Q (6284.013786 sec): 3 clusters Score: Raw -2064384.563537 + Penalty 1910.524643 = -2062474.038895 nChanged 4 SP:Iteration 177Q (6284.046187 sec): 3 clusters Score: Raw -2064385.451802 + Penalty 1910.524643 = -2062474.927159 nChanged 4 SP:Iteration 178Q (6284.078726 sec): 3 clusters Score: Raw -2064386.278160 + Penalty 1910.524643 = -2062475.753517 nChanged 2 SP:Iteration 179Q (6284.111188 sec): 3 clusters Score: Raw -2064386.508873 + Penalty 1910.524643 = -2062475.984231 nChanged 1 SP:Iteration 180F (6284.148558 sec): 3 clusters Score: Raw -2064386.563142 + Penalty 1910.524643 = -2062476.038499 nChanged 1 SP:Iteration 181Q (6284.181219 sec): 3 clusters Score: Raw -2064386.663195 + Penalty 1910.524643 = -2062476.138552 nChanged 2 SP:Iteration 182Q (6284.213721 sec): 3 clusters Score: Raw -2064387.079555 + Penalty 1910.524643 = -2062476.554913 nChanged 5 SP:Iteration 183Q (6284.245992 sec): 3 clusters Score: Raw -2064387.847841 + Penalty 1910.524643 = -2062477.323198 nChanged 1 SP:Iteration 184Q (6284.278391 sec): 3 clusters Score: Raw -2064388.036504 + Penalty 1910.524643 = -2062477.511861 nChanged 2 SP:Iteration 185Q (6284.310776 sec): 3 clusters Score: Raw -2064388.204963 + Penalty 1910.524643 = -2062477.680320 nChanged 0 SP:Iteration 186F (6284.348178 sec): 3 clusters Score: Raw -2064388.204963 + Penalty 1910.524643 = -2062477.680320 nChanged 0 Trying to split cluster 22 (1734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6284.361851 sec): 2 clusters Score: Raw -154101.754134 + Penalty 708.527685 = -153393.226449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6284.369159 sec): 3 clusters Score: Raw -153249.091369 + Penalty 1417.055370 = -151832.035999 nChanged 668 SP:Iteration 1F (6284.375755 sec): 3 clusters Score: Raw -153639.853303 + Penalty 1417.055370 = -152222.797933 nChanged 130 SP:Iteration 2F (6284.382427 sec): 3 clusters Score: Raw -153712.141931 + Penalty 1417.055370 = -152295.086561 nChanged 98 SP:Iteration 3F (6284.389073 sec): 3 clusters Score: Raw -153773.007295 + Penalty 1417.055370 = -152355.951925 nChanged 68 SP:Iteration 4Q (6284.395745 sec): 3 clusters Score: Raw -153820.324040 + Penalty 1417.055370 = -152403.268670 nChanged 70 SP:Iteration 5Q (6284.402446 sec): 3 clusters Score: Raw -153867.553347 + Penalty 1417.055370 = -152450.497978 nChanged 67 SP:Iteration 6Q (6284.409134 sec): 3 clusters Score: Raw -153907.158137 + Penalty 1417.055370 = -152490.102767 nChanged 47 SP:Iteration 7Q (6284.415789 sec): 3 clusters Score: Raw -153931.585536 + Penalty 1417.055370 = -152514.530166 nChanged 40 SP:Iteration 8Q (6284.422434 sec): 3 clusters Score: Raw -153951.770282 + Penalty 1417.055370 = -152534.714912 nChanged 37 SP:Iteration 9Q (6284.429068 sec): 3 clusters Score: Raw -153973.994039 + Penalty 1417.055370 = -152556.938669 nChanged 36 SP:Iteration 10Q (6284.435734 sec): 3 clusters Score: Raw -153997.329216 + Penalty 1417.055370 = -152580.273846 nChanged 36 SP:Iteration 11Q (6284.442378 sec): 3 clusters Score: Raw -154019.261683 + Penalty 1417.055370 = -152602.206313 nChanged 40 SP:Iteration 12Q (6284.449013 sec): 3 clusters Score: Raw -154043.804892 + Penalty 1417.055370 = -152626.749523 nChanged 35 SP:Iteration 13Q (6284.455656 sec): 3 clusters Score: Raw -154064.466833 + Penalty 1417.055370 = -152647.411463 nChanged 30 SP:Iteration 14Q (6284.462307 sec): 3 clusters Score: Raw -154084.592641 + Penalty 1417.055370 = -152667.537271 nChanged 21 SP:Iteration 15Q (6284.468938 sec): 3 clusters Score: Raw -154095.148663 + Penalty 1417.055370 = -152678.093293 nChanged 17 SP:Iteration 16Q (6284.475482 sec): 3 clusters Score: Raw -154100.695075 + Penalty 1417.055370 = -152683.639706 nChanged 7 SP:Iteration 17Q (6284.482020 sec): 3 clusters Score: Raw -154105.207941 + Penalty 1417.055370 = -152688.152571 nChanged 10 SP:Iteration 18Q (6284.488643 sec): 3 clusters Score: Raw -154109.709232 + Penalty 1417.055370 = -152692.653862 nChanged 7 SP:Iteration 19Q (6284.495287 sec): 3 clusters Score: Raw -154112.068797 + Penalty 1417.055370 = -152695.013427 nChanged 6 SP:Iteration 20F (6284.501842 sec): 3 clusters Score: Raw -154114.449384 + Penalty 1417.055370 = -152697.394014 nChanged 8 SP:Iteration 21Q (6284.508453 sec): 3 clusters Score: Raw -154117.550667 + Penalty 1417.055370 = -152700.495297 nChanged 9 SP:Iteration 22Q (6284.515067 sec): 3 clusters Score: Raw -154122.246761 + Penalty 1417.055370 = -152705.191391 nChanged 13 SP:Iteration 23Q (6284.521670 sec): 3 clusters Score: Raw -154128.991847 + Penalty 1417.055370 = -152711.936478 nChanged 12 SP:Iteration 24Q (6284.528236 sec): 3 clusters Score: Raw -154138.961145 + Penalty 1417.055370 = -152721.905775 nChanged 12 SP:Iteration 25Q (6284.534761 sec): 3 clusters Score: Raw -154146.635944 + Penalty 1417.055370 = -152729.580574 nChanged 10 SP:Iteration 26Q (6284.541332 sec): 3 clusters Score: Raw -154153.965578 + Penalty 1417.055370 = -152736.910208 nChanged 12 SP:Iteration 27Q (6284.547911 sec): 3 clusters Score: Raw -154158.443133 + Penalty 1417.055370 = -152741.387763 nChanged 10 SP:Iteration 28Q (6284.554495 sec): 3 clusters Score: Raw -154164.045325 + Penalty 1417.055370 = -152746.989955 nChanged 11 SP:Iteration 29Q (6284.561087 sec): 3 clusters Score: Raw -154168.628200 + Penalty 1417.055370 = -152751.572831 nChanged 8 SP:Iteration 30Q (6284.567588 sec): 3 clusters Score: Raw -154172.322621 + Penalty 1417.055370 = -152755.267251 nChanged 8 SP:Iteration 31Q (6284.574093 sec): 3 clusters Score: Raw -154176.824223 + Penalty 1417.055370 = -152759.768853 nChanged 11 SP:Iteration 32Q (6284.580649 sec): 3 clusters Score: Raw -154183.327741 + Penalty 1417.055370 = -152766.272371 nChanged 7 SP:Iteration 33Q (6284.587154 sec): 3 clusters Score: Raw -154186.803703 + Penalty 1417.055370 = -152769.748333 nChanged 4 SP:Iteration 34Q (6284.593744 sec): 3 clusters Score: Raw -154188.901994 + Penalty 1417.055370 = -152771.846624 nChanged 9 SP:Iteration 35Q (6284.600282 sec): 3 clusters Score: Raw -154193.766503 + Penalty 1417.055370 = -152776.711133 nChanged 8 SP:Iteration 36Q (6284.606802 sec): 3 clusters Score: Raw -154197.355014 + Penalty 1417.055370 = -152780.299644 nChanged 5 SP:Iteration 37Q (6284.613321 sec): 3 clusters Score: Raw -154198.894816 + Penalty 1417.055370 = -152781.839446 nChanged 6 SP:Iteration 38Q (6284.619844 sec): 3 clusters Score: Raw -154201.097701 + Penalty 1417.055370 = -152784.042331 nChanged 5 SP:Iteration 39Q (6284.626345 sec): 3 clusters Score: Raw -154202.336982 + Penalty 1417.055370 = -152785.281612 nChanged 4 SP:Iteration 40F (6284.632946 sec): 3 clusters Score: Raw -154202.949161 + Penalty 1417.055370 = -152785.893792 nChanged 2 SP:Iteration 41Q (6284.639461 sec): 3 clusters Score: Raw -154203.250752 + Penalty 1417.055370 = -152786.195382 nChanged 1 SP:Iteration 42Q (6284.645978 sec): 3 clusters Score: Raw -154203.746156 + Penalty 1417.055370 = -152786.690786 nChanged 1 SP:Iteration 43Q (6284.652506 sec): 3 clusters Score: Raw -154203.983369 + Penalty 1417.055370 = -152786.927999 nChanged 0 SP:Iteration 44F (6284.659120 sec): 3 clusters Score: Raw -154203.983369 + Penalty 1417.055370 = -152786.927999 nChanged 0 Trying to split cluster 23 (2519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6284.675370 sec): 2 clusters Score: Raw -209293.751494 + Penalty 744.003641 = -208549.747853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6284.685668 sec): 3 clusters Score: Raw -208037.096144 + Penalty 1488.007283 = -206549.088862 nChanged 1014 SP:Iteration 1F (6284.695166 sec): 3 clusters Score: Raw -208674.091531 + Penalty 1488.007283 = -207186.084249 nChanged 220 SP:Iteration 2F (6284.704568 sec): 3 clusters Score: Raw -208830.591321 + Penalty 1488.007283 = -207342.584038 nChanged 148 SP:Iteration 3F (6284.714044 sec): 3 clusters Score: Raw -208934.891349 + Penalty 1488.007283 = -207446.884067 nChanged 136 SP:Iteration 4F (6284.723564 sec): 3 clusters Score: Raw -209037.797831 + Penalty 1488.007283 = -207549.790549 nChanged 114 SP:Iteration 5Q (6284.733063 sec): 3 clusters Score: Raw -209120.179764 + Penalty 1488.007283 = -207632.172481 nChanged 91 SP:Iteration 6Q (6284.742522 sec): 3 clusters Score: Raw -209179.857572 + Penalty 1488.007283 = -207691.850289 nChanged 63 SP:Iteration 7Q (6284.751968 sec): 3 clusters Score: Raw -209216.510521 + Penalty 1488.007283 = -207728.503239 nChanged 51 SP:Iteration 8Q (6284.761233 sec): 3 clusters Score: Raw -209243.437419 + Penalty 1488.007283 = -207755.430137 nChanged 46 SP:Iteration 9Q (6284.770605 sec): 3 clusters Score: Raw -209265.832042 + Penalty 1488.007283 = -207777.824760 nChanged 46 SP:Iteration 10Q (6284.779975 sec): 3 clusters Score: Raw -209299.695295 + Penalty 1488.007283 = -207811.688012 nChanged 55 SP:Iteration 11Q (6284.789305 sec): 3 clusters Score: Raw -209339.185991 + Penalty 1488.007283 = -207851.178709 nChanged 46 SP:Iteration 12Q (6284.798525 sec): 3 clusters Score: Raw -209376.141857 + Penalty 1488.007283 = -207888.134575 nChanged 31 SP:Iteration 13Q (6284.807680 sec): 3 clusters Score: Raw -209393.949033 + Penalty 1488.007283 = -207905.941750 nChanged 16 SP:Iteration 14Q (6284.816931 sec): 3 clusters Score: Raw -209405.057243 + Penalty 1488.007283 = -207917.049961 nChanged 19 SP:Iteration 15Q (6284.826000 sec): 3 clusters Score: Raw -209416.861206 + Penalty 1488.007283 = -207928.853923 nChanged 15 SP:Iteration 16Q (6284.835040 sec): 3 clusters Score: Raw -209424.820256 + Penalty 1488.007283 = -207936.812974 nChanged 13 SP:Iteration 17Q (6284.844078 sec): 3 clusters Score: Raw -209434.508713 + Penalty 1488.007283 = -207946.501431 nChanged 9 SP:Iteration 18Q (6284.853214 sec): 3 clusters Score: Raw -209442.706442 + Penalty 1488.007283 = -207954.699159 nChanged 10 SP:Iteration 19Q (6284.862340 sec): 3 clusters Score: Raw -209450.742929 + Penalty 1488.007283 = -207962.735646 nChanged 7 SP:Iteration 20F (6284.871683 sec): 3 clusters Score: Raw -209454.723389 + Penalty 1488.007283 = -207966.716107 nChanged 3 SP:Iteration 21Q (6284.880792 sec): 3 clusters Score: Raw -209458.555158 + Penalty 1488.007283 = -207970.547875 nChanged 11 SP:Iteration 22Q (6284.889858 sec): 3 clusters Score: Raw -209470.166559 + Penalty 1488.007283 = -207982.159276 nChanged 7 SP:Iteration 23Q (6284.898783 sec): 3 clusters Score: Raw -209475.249175 + Penalty 1488.007283 = -207987.241893 nChanged 5 SP:Iteration 24Q (6284.907829 sec): 3 clusters Score: Raw -209479.718944 + Penalty 1488.007283 = -207991.711662 nChanged 3 SP:Iteration 25Q (6284.916729 sec): 3 clusters Score: Raw -209481.770845 + Penalty 1488.007283 = -207993.763563 nChanged 1 SP:Iteration 26Q (6284.925617 sec): 3 clusters Score: Raw -209482.679793 + Penalty 1488.007283 = -207994.672510 nChanged 1 SP:Iteration 27Q (6284.934636 sec): 3 clusters Score: Raw -209484.753528 + Penalty 1488.007283 = -207996.746245 nChanged 0 SP:Iteration 28F (6284.944114 sec): 3 clusters Score: Raw -209484.753528 + Penalty 1488.007283 = -207996.746245 nChanged 0 Trying to split cluster 24 (18701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6284.973569 sec): 2 clusters Score: Raw -1708465.883229 + Penalty 934.451566 = -1707531.431663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6285.008749 sec): 3 clusters Score: Raw -1696860.302111 + Penalty 1868.903133 = -1694991.398978 nChanged 8616 SP:Iteration 1F (6285.041550 sec): 3 clusters Score: Raw -1701519.445287 + Penalty 1868.903133 = -1699650.542154 nChanged 854 SP:Iteration 2Q (6285.075829 sec): 3 clusters Score: Raw -1701779.024158 + Penalty 1868.903133 = -1699910.121026 nChanged 780 SP:Iteration 3Q (6285.109805 sec): 3 clusters Score: Raw -1702038.724989 + Penalty 1868.903133 = -1700169.821856 nChanged 776 SP:Iteration 4Q (6285.144049 sec): 3 clusters Score: Raw -1702349.234215 + Penalty 1868.903133 = -1700480.331082 nChanged 882 SP:Iteration 5Q (6285.178138 sec): 3 clusters Score: Raw -1702782.540810 + Penalty 1868.903133 = -1700913.637677 nChanged 1001 SP:Iteration 6F (6285.211687 sec): 3 clusters Score: Raw -1703362.272962 + Penalty 1868.903133 = -1701493.369830 nChanged 1120 SP:Iteration 7F (6285.245238 sec): 3 clusters Score: Raw -1704106.106956 + Penalty 1868.903133 = -1702237.203824 nChanged 1201 SP:Iteration 8F (6285.278827 sec): 3 clusters Score: Raw -1705052.662746 + Penalty 1868.903133 = -1703183.759613 nChanged 1147 SP:Iteration 9F (6285.312384 sec): 3 clusters Score: Raw -1705970.483222 + Penalty 1868.903133 = -1704101.580090 nChanged 984 SP:Iteration 10F (6285.346098 sec): 3 clusters Score: Raw -1706655.688465 + Penalty 1868.903133 = -1704786.785332 nChanged 733 SP:Iteration 11Q (6285.379190 sec): 3 clusters Score: Raw -1707072.470678 + Penalty 1868.903133 = -1705203.567546 nChanged 498 SP:Iteration 12Q (6285.411993 sec): 3 clusters Score: Raw -1707337.661287 + Penalty 1868.903133 = -1705468.758154 nChanged 397 SP:Iteration 13Q (6285.444512 sec): 3 clusters Score: Raw -1707553.020508 + Penalty 1868.903133 = -1705684.117375 nChanged 352 SP:Iteration 14Q (6285.476688 sec): 3 clusters Score: Raw -1707726.223033 + Penalty 1868.903133 = -1705857.319900 nChanged 318 SP:Iteration 15Q (6285.508889 sec): 3 clusters Score: Raw -1707889.851657 + Penalty 1868.903133 = -1706020.948524 nChanged 291 SP:Iteration 16Q (6285.540670 sec): 3 clusters Score: Raw -1708017.536729 + Penalty 1868.903133 = -1706148.633596 nChanged 246 SP:Iteration 17Q (6285.572382 sec): 3 clusters Score: Raw -1708108.757856 + Penalty 1868.903133 = -1706239.854723 nChanged 190 SP:Iteration 18Q (6285.603990 sec): 3 clusters Score: Raw -1708168.941523 + Penalty 1868.903133 = -1706300.038390 nChanged 166 SP:Iteration 19Q (6285.635548 sec): 3 clusters Score: Raw -1708225.700323 + Penalty 1868.903133 = -1706356.797190 nChanged 156 SP:Iteration 20F (6285.669330 sec): 3 clusters Score: Raw -1708275.875037 + Penalty 1868.903133 = -1706406.971905 nChanged 143 SP:Iteration 21Q (6285.700731 sec): 3 clusters Score: Raw -1708323.684541 + Penalty 1868.903133 = -1706454.781408 nChanged 145 SP:Iteration 22Q (6285.731967 sec): 3 clusters Score: Raw -1708366.316045 + Penalty 1868.903133 = -1706497.412913 nChanged 121 SP:Iteration 23Q (6285.763218 sec): 3 clusters Score: Raw -1708399.743217 + Penalty 1868.903133 = -1706530.840084 nChanged 105 SP:Iteration 24Q (6285.794460 sec): 3 clusters Score: Raw -1708426.255664 + Penalty 1868.903133 = -1706557.352532 nChanged 96 SP:Iteration 25Q (6285.825571 sec): 3 clusters Score: Raw -1708450.713807 + Penalty 1868.903133 = -1706581.810674 nChanged 100 SP:Iteration 26Q (6285.856481 sec): 3 clusters Score: Raw -1708475.591487 + Penalty 1868.903133 = -1706606.688354 nChanged 77 SP:Iteration 27Q (6285.887427 sec): 3 clusters Score: Raw -1708492.113473 + Penalty 1868.903133 = -1706623.210340 nChanged 68 SP:Iteration 28Q (6285.918236 sec): 3 clusters Score: Raw -1708505.807777 + Penalty 1868.903133 = -1706636.904644 nChanged 58 SP:Iteration 29Q (6285.949142 sec): 3 clusters Score: Raw -1708518.683243 + Penalty 1868.903133 = -1706649.780111 nChanged 69 SP:Iteration 30Q (6285.979934 sec): 3 clusters Score: Raw -1708533.352676 + Penalty 1868.903133 = -1706664.449543 nChanged 68 SP:Iteration 31Q (6286.010655 sec): 3 clusters Score: Raw -1708551.517572 + Penalty 1868.903133 = -1706682.614440 nChanged 74 SP:Iteration 32Q (6286.041292 sec): 3 clusters Score: Raw -1708570.825777 + Penalty 1868.903133 = -1706701.922645 nChanged 63 SP:Iteration 33Q (6286.071990 sec): 3 clusters Score: Raw -1708583.760718 + Penalty 1868.903133 = -1706714.857585 nChanged 53 SP:Iteration 34Q (6286.102616 sec): 3 clusters Score: Raw -1708595.012577 + Penalty 1868.903133 = -1706726.109444 nChanged 61 SP:Iteration 35Q (6286.133068 sec): 3 clusters Score: Raw -1708609.348763 + Penalty 1868.903133 = -1706740.445630 nChanged 52 SP:Iteration 36Q (6286.163650 sec): 3 clusters Score: Raw -1708621.470945 + Penalty 1868.903133 = -1706752.567813 nChanged 51 SP:Iteration 37Q (6286.194157 sec): 3 clusters Score: Raw -1708635.021684 + Penalty 1868.903133 = -1706766.118551 nChanged 48 SP:Iteration 38Q (6286.224465 sec): 3 clusters Score: Raw -1708647.428225 + Penalty 1868.903133 = -1706778.525093 nChanged 52 SP:Iteration 39Q (6286.254764 sec): 3 clusters Score: Raw -1708659.936995 + Penalty 1868.903133 = -1706791.033862 nChanged 41 SP:Iteration 40F (6286.288346 sec): 3 clusters Score: Raw -1708669.083828 + Penalty 1868.903133 = -1706800.180696 nChanged 36 SP:Iteration 41Q (6286.318817 sec): 3 clusters Score: Raw -1708675.687579 + Penalty 1868.903133 = -1706806.784446 nChanged 31 SP:Iteration 42Q (6286.348961 sec): 3 clusters Score: Raw -1708680.509824 + Penalty 1868.903133 = -1706811.606691 nChanged 30 SP:Iteration 43Q (6286.379475 sec): 3 clusters Score: Raw -1708685.479650 + Penalty 1868.903133 = -1706816.576518 nChanged 24 SP:Iteration 44Q (6286.409625 sec): 3 clusters Score: Raw -1708689.109879 + Penalty 1868.903133 = -1706820.206746 nChanged 23 SP:Iteration 45Q (6286.469413 sec): 3 clusters Score: Raw -1708694.192493 + Penalty 1868.903133 = -1706825.289361 nChanged 32 SP:Iteration 46Q (6286.501290 sec): 3 clusters Score: Raw -1708701.274499 + Penalty 1868.903133 = -1706832.371366 nChanged 30 SP:Iteration 47Q (6286.531274 sec): 3 clusters Score: Raw -1708708.393726 + Penalty 1868.903133 = -1706839.490593 nChanged 29 SP:Iteration 48Q (6286.561356 sec): 3 clusters Score: Raw -1708712.848402 + Penalty 1868.903133 = -1706843.945269 nChanged 20 SP:Iteration 49Q (6286.591480 sec): 3 clusters Score: Raw -1708715.281228 + Penalty 1868.903133 = -1706846.378095 nChanged 12 SP:Iteration 50Q (6286.621582 sec): 3 clusters Score: Raw -1708716.710434 + Penalty 1868.903133 = -1706847.807302 nChanged 9 SP:Iteration 51Q (6286.651566 sec): 3 clusters Score: Raw -1708718.028246 + Penalty 1868.903133 = -1706849.125114 nChanged 10 SP:Iteration 52Q (6286.681457 sec): 3 clusters Score: Raw -1708718.844939 + Penalty 1868.903133 = -1706849.941806 nChanged 4 SP:Iteration 53Q (6286.711451 sec): 3 clusters Score: Raw -1708719.061454 + Penalty 1868.903133 = -1706850.158321 nChanged 3 SP:Iteration 54Q (6286.741338 sec): 3 clusters Score: Raw -1708719.379264 + Penalty 1868.903133 = -1706850.476132 nChanged 4 SP:Iteration 55Q (6286.771271 sec): 3 clusters Score: Raw -1708720.029489 + Penalty 1868.903133 = -1706851.126357 nChanged 8 SP:Iteration 56Q (6286.801235 sec): 3 clusters Score: Raw -1708722.143864 + Penalty 1868.903133 = -1706853.240731 nChanged 10 SP:Iteration 57Q (6286.831210 sec): 3 clusters Score: Raw -1708723.917969 + Penalty 1868.903133 = -1706855.014836 nChanged 16 SP:Iteration 58Q (6286.861303 sec): 3 clusters Score: Raw -1708727.866186 + Penalty 1868.903133 = -1706858.963053 nChanged 20 SP:Iteration 59Q (6286.891091 sec): 3 clusters Score: Raw -1708733.068875 + Penalty 1868.903133 = -1706864.165743 nChanged 29 SP:Iteration 60F (6286.924698 sec): 3 clusters Score: Raw -1708739.518458 + Penalty 1868.903133 = -1706870.615325 nChanged 23 SP:Iteration 61Q (6286.954680 sec): 3 clusters Score: Raw -1708744.828021 + Penalty 1868.903133 = -1706875.924888 nChanged 24 SP:Iteration 62Q (6286.984455 sec): 3 clusters Score: Raw -1708748.770390 + Penalty 1868.903133 = -1706879.867257 nChanged 20 SP:Iteration 63Q (6287.014273 sec): 3 clusters Score: Raw -1708752.122654 + Penalty 1868.903133 = -1706883.219521 nChanged 19 SP:Iteration 64Q (6287.044139 sec): 3 clusters Score: Raw -1708756.049073 + Penalty 1868.903133 = -1706887.145940 nChanged 18 SP:Iteration 65Q (6287.073976 sec): 3 clusters Score: Raw -1708759.537857 + Penalty 1868.903133 = -1706890.634725 nChanged 17 SP:Iteration 66Q (6287.103788 sec): 3 clusters Score: Raw -1708762.413150 + Penalty 1868.903133 = -1706893.510018 nChanged 15 SP:Iteration 67Q (6287.133547 sec): 3 clusters Score: Raw -1708764.760360 + Penalty 1868.903133 = -1706895.857228 nChanged 9 SP:Iteration 68Q (6287.163469 sec): 3 clusters Score: Raw -1708766.428257 + Penalty 1868.903133 = -1706897.525124 nChanged 16 SP:Iteration 69Q (6287.193172 sec): 3 clusters Score: Raw -1708769.075456 + Penalty 1868.903133 = -1706900.172323 nChanged 10 SP:Iteration 70Q (6287.222850 sec): 3 clusters Score: Raw -1708770.492909 + Penalty 1868.903133 = -1706901.589776 nChanged 9 SP:Iteration 71Q (6287.252605 sec): 3 clusters Score: Raw -1708771.651579 + Penalty 1868.903133 = -1706902.748446 nChanged 14 SP:Iteration 72Q (6287.282285 sec): 3 clusters Score: Raw -1708773.922005 + Penalty 1868.903133 = -1706905.018873 nChanged 17 SP:Iteration 73Q (6287.312042 sec): 3 clusters Score: Raw -1708776.645453 + Penalty 1868.903133 = -1706907.742320 nChanged 18 SP:Iteration 74Q (6287.341731 sec): 3 clusters Score: Raw -1708779.434697 + Penalty 1868.903133 = -1706910.531564 nChanged 11 SP:Iteration 75Q (6287.371511 sec): 3 clusters Score: Raw -1708781.375250 + Penalty 1868.903133 = -1706912.472117 nChanged 12 SP:Iteration 76Q (6287.401192 sec): 3 clusters Score: Raw -1708783.638632 + Penalty 1868.903133 = -1706914.735499 nChanged 10 SP:Iteration 77Q (6287.430847 sec): 3 clusters Score: Raw -1708785.203703 + Penalty 1868.903133 = -1706916.300570 nChanged 6 SP:Iteration 78Q (6287.460427 sec): 3 clusters Score: Raw -1708786.778239 + Penalty 1868.903133 = -1706917.875106 nChanged 8 SP:Iteration 79Q (6287.490054 sec): 3 clusters Score: Raw -1708787.633056 + Penalty 1868.903133 = -1706918.729923 nChanged 3 SP:Iteration 80F (6287.523736 sec): 3 clusters Score: Raw -1708788.072277 + Penalty 1868.903133 = -1706919.169144 nChanged 5 SP:Iteration 81Q (6287.553380 sec): 3 clusters Score: Raw -1708788.632604 + Penalty 1868.903133 = -1706919.729471 nChanged 6 SP:Iteration 82Q (6287.583206 sec): 3 clusters Score: Raw -1708789.209753 + Penalty 1868.903133 = -1706920.306620 nChanged 4 SP:Iteration 83Q (6287.612749 sec): 3 clusters Score: Raw -1708789.701544 + Penalty 1868.903133 = -1706920.798411 nChanged 3 SP:Iteration 84Q (6287.642374 sec): 3 clusters Score: Raw -1708789.892994 + Penalty 1868.903133 = -1706920.989861 nChanged 1 SP:Iteration 85Q (6287.671914 sec): 3 clusters Score: Raw -1708789.969613 + Penalty 1868.903133 = -1706921.066480 nChanged 0 SP:Iteration 86F (6287.705457 sec): 3 clusters Score: Raw -1708789.969613 + Penalty 1868.903133 = -1706921.066480 nChanged 0 Trying to split cluster 25 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6287.718559 sec): 2 clusters Score: Raw -44559.451614 + Penalty 619.738419 = -43939.713195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6287.721863 sec): 3 clusters Score: Raw -44327.291383 + Penalty 1239.476838 = -43087.814544 nChanged 227 SP:Iteration 1F (6287.724875 sec): 3 clusters Score: Raw -44564.807989 + Penalty 1239.476838 = -43325.331151 nChanged 59 SP:Iteration 2F (6287.727864 sec): 3 clusters Score: Raw -44623.093649 + Penalty 1239.476838 = -43383.616811 nChanged 20 SP:Iteration 3Q (6287.730837 sec): 3 clusters Score: Raw -44642.191023 + Penalty 1239.476838 = -43402.714185 nChanged 11 SP:Iteration 4Q (6287.733798 sec): 3 clusters Score: Raw -44650.769816 + Penalty 1239.476838 = -43411.292978 nChanged 10 SP:Iteration 5Q (6287.736723 sec): 3 clusters Score: Raw -44659.715501 + Penalty 1239.476838 = -43420.238663 nChanged 7 SP:Iteration 6Q (6287.739665 sec): 3 clusters Score: Raw -44666.216318 + Penalty 1239.476838 = -43426.739480 nChanged 9 SP:Iteration 7Q (6287.742614 sec): 3 clusters Score: Raw -44671.397495 + Penalty 1239.476838 = -43431.920656 nChanged 7 SP:Iteration 8Q (6287.745566 sec): 3 clusters Score: Raw -44678.938165 + Penalty 1239.476838 = -43439.461327 nChanged 5 SP:Iteration 9Q (6287.748579 sec): 3 clusters Score: Raw -44681.311597 + Penalty 1239.476838 = -43441.834758 nChanged 7 SP:Iteration 10Q (6287.751539 sec): 3 clusters Score: Raw -44689.241525 + Penalty 1239.476838 = -43449.764687 nChanged 16 SP:Iteration 11Q (6287.754488 sec): 3 clusters Score: Raw -44700.121462 + Penalty 1239.476838 = -43460.644624 nChanged 9 SP:Iteration 12Q (6287.757436 sec): 3 clusters Score: Raw -44708.396179 + Penalty 1239.476838 = -43468.919341 nChanged 8 SP:Iteration 13Q (6287.760372 sec): 3 clusters Score: Raw -44712.997004 + Penalty 1239.476838 = -43473.520166 nChanged 9 SP:Iteration 14Q (6287.763311 sec): 3 clusters Score: Raw -44723.049051 + Penalty 1239.476838 = -43483.572213 nChanged 8 SP:Iteration 15Q (6287.766239 sec): 3 clusters Score: Raw -44732.999960 + Penalty 1239.476838 = -43493.523122 nChanged 3 SP:Iteration 16Q (6287.769167 sec): 3 clusters Score: Raw -44739.332328 + Penalty 1239.476838 = -43499.855489 nChanged 8 SP:Iteration 17Q (6287.772098 sec): 3 clusters Score: Raw -44745.467161 + Penalty 1239.476838 = -43505.990323 nChanged 4 SP:Iteration 18Q (6287.774995 sec): 3 clusters Score: Raw -44746.995756 + Penalty 1239.476838 = -43507.518917 nChanged 1 SP:Iteration 19Q (6287.777893 sec): 3 clusters Score: Raw -44747.404968 + Penalty 1239.476838 = -43507.928130 nChanged 3 SP:Iteration 20F (6287.780885 sec): 3 clusters Score: Raw -44748.997473 + Penalty 1239.476838 = -43509.520635 nChanged 2 SP:Iteration 21Q (6287.783788 sec): 3 clusters Score: Raw -44750.102993 + Penalty 1239.476838 = -43510.626155 nChanged 2 SP:Iteration 22Q (6287.786711 sec): 3 clusters Score: Raw -44751.014983 + Penalty 1239.476838 = -43511.538145 nChanged 4 SP:Iteration 23Q (6287.789643 sec): 3 clusters Score: Raw -44753.822287 + Penalty 1239.476838 = -43514.345448 nChanged 4 SP:Iteration 24Q (6287.792564 sec): 3 clusters Score: Raw -44755.263666 + Penalty 1239.476838 = -43515.786828 nChanged 4 SP:Iteration 25Q (6287.797118 sec): 3 clusters Score: Raw -44757.321389 + Penalty 1239.476838 = -43517.844550 nChanged 4 SP:Iteration 26Q (6287.800057 sec): 3 clusters Score: Raw -44759.906818 + Penalty 1239.476838 = -43520.429980 nChanged 6 SP:Iteration 27Q (6287.802981 sec): 3 clusters Score: Raw -44764.041108 + Penalty 1239.476838 = -43524.564270 nChanged 7 SP:Iteration 28Q (6287.805900 sec): 3 clusters Score: Raw -44769.366096 + Penalty 1239.476838 = -43529.889258 nChanged 8 SP:Iteration 29Q (6287.808807 sec): 3 clusters Score: Raw -44776.032949 + Penalty 1239.476838 = -43536.556111 nChanged 2 SP:Iteration 30Q (6287.811744 sec): 3 clusters Score: Raw -44777.714712 + Penalty 1239.476838 = -43538.237874 nChanged 3 SP:Iteration 31Q (6287.814654 sec): 3 clusters Score: Raw -44783.274924 + Penalty 1239.476838 = -43543.798086 nChanged 4 SP:Iteration 32Q (6287.817569 sec): 3 clusters Score: Raw -44785.828204 + Penalty 1239.476838 = -43546.351366 nChanged 2 SP:Iteration 33Q (6287.820491 sec): 3 clusters Score: Raw -44787.323225 + Penalty 1239.476838 = -43547.846387 nChanged 2 SP:Iteration 34Q (6287.823406 sec): 3 clusters Score: Raw -44788.341103 + Penalty 1239.476838 = -43548.864265 nChanged 2 SP:Iteration 35Q (6287.826322 sec): 3 clusters Score: Raw -44789.373255 + Penalty 1239.476838 = -43549.896417 nChanged 3 SP:Iteration 36Q (6287.829230 sec): 3 clusters Score: Raw -44791.186828 + Penalty 1239.476838 = -43551.709990 nChanged 1 SP:Iteration 37Q (6287.832139 sec): 3 clusters Score: Raw -44791.764958 + Penalty 1239.476838 = -43552.288120 nChanged 0 SP:Iteration 38F (6287.835074 sec): 3 clusters Score: Raw -44791.764958 + Penalty 1239.476838 = -43552.288120 nChanged 0 Trying to split cluster 26 (10828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6287.859062 sec): 2 clusters Score: Raw -845631.260777 + Penalty 882.539612 = -844748.721165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6287.885951 sec): 3 clusters Score: Raw -839168.516509 + Penalty 1765.079224 = -837403.437286 nChanged 4893 SP:Iteration 1F (6287.912142 sec): 3 clusters Score: Raw -842041.659462 + Penalty 1765.079224 = -840276.580239 nChanged 685 SP:Iteration 2F (6287.937975 sec): 3 clusters Score: Raw -842374.772590 + Penalty 1765.079224 = -840609.693367 nChanged 634 SP:Iteration 3F (6287.963960 sec): 3 clusters Score: Raw -842689.447093 + Penalty 1765.079224 = -840924.367869 nChanged 635 SP:Iteration 4F (6287.989724 sec): 3 clusters Score: Raw -843060.253318 + Penalty 1765.079224 = -841295.174095 nChanged 692 SP:Iteration 5F (6288.015585 sec): 3 clusters Score: Raw -843532.225554 + Penalty 1765.079224 = -841767.146330 nChanged 687 SP:Iteration 6F (6288.041709 sec): 3 clusters Score: Raw -844086.391090 + Penalty 1765.079224 = -842321.311866 nChanged 668 SP:Iteration 7F (6288.067795 sec): 3 clusters Score: Raw -844738.970444 + Penalty 1765.079224 = -842973.891220 nChanged 542 SP:Iteration 8F (6288.094032 sec): 3 clusters Score: Raw -845328.739387 + Penalty 1765.079224 = -843563.660163 nChanged 357 SP:Iteration 9Q (6288.119597 sec): 3 clusters Score: Raw -845742.380783 + Penalty 1765.079224 = -843977.301559 nChanged 220 SP:Iteration 10Q (6288.144461 sec): 3 clusters Score: Raw -846000.153655 + Penalty 1765.079224 = -844235.074431 nChanged 130 SP:Iteration 11Q (6288.168750 sec): 3 clusters Score: Raw -846113.729581 + Penalty 1765.079224 = -844348.650358 nChanged 78 SP:Iteration 12Q (6288.192615 sec): 3 clusters Score: Raw -846168.579381 + Penalty 1765.079224 = -844403.500158 nChanged 44 SP:Iteration 13Q (6288.216214 sec): 3 clusters Score: Raw -846197.460832 + Penalty 1765.079224 = -844432.381608 nChanged 33 SP:Iteration 14Q (6288.239818 sec): 3 clusters Score: Raw -846221.800567 + Penalty 1765.079224 = -844456.721343 nChanged 20 SP:Iteration 15Q (6288.263435 sec): 3 clusters Score: Raw -846235.682512 + Penalty 1765.079224 = -844470.603288 nChanged 17 SP:Iteration 16Q (6288.286804 sec): 3 clusters Score: Raw -846243.714607 + Penalty 1765.079224 = -844478.635383 nChanged 14 SP:Iteration 17Q (6288.309769 sec): 3 clusters Score: Raw -846251.040007 + Penalty 1765.079224 = -844485.960784 nChanged 13 SP:Iteration 18Q (6288.333145 sec): 3 clusters Score: Raw -846256.973072 + Penalty 1765.079224 = -844491.893849 nChanged 7 SP:Iteration 19Q (6288.356593 sec): 3 clusters Score: Raw -846259.836175 + Penalty 1765.079224 = -844494.756952 nChanged 6 SP:Iteration 20F (6288.394028 sec): 3 clusters Score: Raw -846263.129964 + Penalty 1765.079224 = -844498.050740 nChanged 3 SP:Iteration 21Q (6288.416573 sec): 3 clusters Score: Raw -846264.948364 + Penalty 1765.079224 = -844499.869140 nChanged 1 SP:Iteration 22Q (6288.440081 sec): 3 clusters Score: Raw -846265.373096 + Penalty 1765.079224 = -844500.293872 nChanged 1 SP:Iteration 23Q (6288.463482 sec): 3 clusters Score: Raw -846265.666185 + Penalty 1765.079224 = -844500.586961 nChanged 1 SP:Iteration 24Q (6288.486932 sec): 3 clusters Score: Raw -846266.354244 + Penalty 1765.079224 = -844501.275021 nChanged 1 SP:Iteration 25Q (6288.510469 sec): 3 clusters Score: Raw -846266.544419 + Penalty 1765.079224 = -844501.465195 nChanged 1 SP:Iteration 26Q (6288.533875 sec): 3 clusters Score: Raw -846266.764015 + Penalty 1765.079224 = -844501.684792 nChanged 0 SP:Iteration 27F (6288.560025 sec): 3 clusters Score: Raw -846266.764015 + Penalty 1765.079224 = -844501.684792 nChanged 0 Trying to split cluster 27 (35723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6288.608754 sec): 2 clusters Score: Raw -3250613.846702 + Penalty 995.937252 = -3249617.909450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6288.677628 sec): 3 clusters Score: Raw -3227791.796155 + Penalty 1991.874503 = -3225799.921652 nChanged 16780 SP:Iteration 1F (6288.728423 sec): 3 clusters Score: Raw -3237358.827567 + Penalty 1991.874503 = -3235366.953063 nChanged 1609 SP:Iteration 2Q (6288.784305 sec): 3 clusters Score: Raw -3237905.501666 + Penalty 1991.874503 = -3235913.627163 nChanged 1783 SP:Iteration 3Q (6288.838490 sec): 3 clusters Score: Raw -3238620.700634 + Penalty 1991.874503 = -3236628.826131 nChanged 2015 SP:Iteration 4F (6288.889053 sec): 3 clusters Score: Raw -3239597.332300 + Penalty 1991.874503 = -3237605.457797 nChanged 2233 SP:Iteration 5F (6288.940913 sec): 3 clusters Score: Raw -3240891.618902 + Penalty 1991.874503 = -3238899.744398 nChanged 2422 SP:Iteration 6F (6288.992705 sec): 3 clusters Score: Raw -3242549.215634 + Penalty 1991.874503 = -3240557.341131 nChanged 2433 SP:Iteration 7F (6289.044437 sec): 3 clusters Score: Raw -3244385.003500 + Penalty 1991.874503 = -3242393.128997 nChanged 2187 SP:Iteration 8F (6289.096203 sec): 3 clusters Score: Raw -3246097.490376 + Penalty 1991.874503 = -3244105.615872 nChanged 1757 SP:Iteration 9Q (6289.150828 sec): 3 clusters Score: Raw -3247414.023178 + Penalty 1991.874503 = -3245422.148674 nChanged 1362 SP:Iteration 10Q (6289.203334 sec): 3 clusters Score: Raw -3248266.700836 + Penalty 1991.874503 = -3246274.826333 nChanged 950 SP:Iteration 11Q (6289.254722 sec): 3 clusters Score: Raw -3248754.936937 + Penalty 1991.874503 = -3246763.062434 nChanged 686 SP:Iteration 12Q (6289.305291 sec): 3 clusters Score: Raw -3249056.305831 + Penalty 1991.874503 = -3247064.431328 nChanged 547 SP:Iteration 13Q (6289.355542 sec): 3 clusters Score: Raw -3249302.551202 + Penalty 1991.874503 = -3247310.676698 nChanged 490 SP:Iteration 14Q (6289.405311 sec): 3 clusters Score: Raw -3249512.471320 + Penalty 1991.874503 = -3247520.596817 nChanged 455 SP:Iteration 15Q (6289.454808 sec): 3 clusters Score: Raw -3249718.355070 + Penalty 1991.874503 = -3247726.480566 nChanged 430 SP:Iteration 16Q (6289.503823 sec): 3 clusters Score: Raw -3249901.416000 + Penalty 1991.874503 = -3247909.541496 nChanged 369 SP:Iteration 17Q (6289.552647 sec): 3 clusters Score: Raw -3250059.559999 + Penalty 1991.874503 = -3248067.685496 nChanged 334 SP:Iteration 18Q (6289.601103 sec): 3 clusters Score: Raw -3250181.873820 + Penalty 1991.874503 = -3248189.999317 nChanged 295 SP:Iteration 19Q (6289.649271 sec): 3 clusters Score: Raw -3250285.089214 + Penalty 1991.874503 = -3248293.214711 nChanged 245 SP:Iteration 20F (6289.700256 sec): 3 clusters Score: Raw -3250352.119804 + Penalty 1991.874503 = -3248360.245301 nChanged 209 SP:Iteration 21Q (6289.749081 sec): 3 clusters Score: Raw -3250415.138687 + Penalty 1991.874503 = -3248423.264183 nChanged 212 SP:Iteration 22Q (6289.797027 sec): 3 clusters Score: Raw -3250472.648697 + Penalty 1991.874503 = -3248480.774194 nChanged 175 SP:Iteration 23Q (6289.844664 sec): 3 clusters Score: Raw -3250514.494452 + Penalty 1991.874503 = -3248522.619948 nChanged 175 SP:Iteration 24Q (6289.892198 sec): 3 clusters Score: Raw -3250559.272578 + Penalty 1991.874503 = -3248567.398075 nChanged 157 SP:Iteration 25Q (6289.939665 sec): 3 clusters Score: Raw -3250595.939341 + Penalty 1991.874503 = -3248604.064838 nChanged 138 SP:Iteration 26Q (6289.986997 sec): 3 clusters Score: Raw -3250626.961088 + Penalty 1991.874503 = -3248635.086584 nChanged 123 SP:Iteration 27Q (6290.034285 sec): 3 clusters Score: Raw -3250652.773260 + Penalty 1991.874503 = -3248660.898756 nChanged 110 SP:Iteration 28Q (6290.081352 sec): 3 clusters Score: Raw -3250671.737208 + Penalty 1991.874503 = -3248679.862704 nChanged 93 SP:Iteration 29Q (6290.128561 sec): 3 clusters Score: Raw -3250686.475330 + Penalty 1991.874503 = -3248694.600826 nChanged 88 SP:Iteration 30Q (6290.175509 sec): 3 clusters Score: Raw -3250700.528531 + Penalty 1991.874503 = -3248708.654027 nChanged 93 SP:Iteration 31Q (6290.222143 sec): 3 clusters Score: Raw -3250715.367102 + Penalty 1991.874503 = -3248723.492599 nChanged 79 SP:Iteration 32Q (6290.269092 sec): 3 clusters Score: Raw -3250725.188344 + Penalty 1991.874503 = -3248733.313841 nChanged 71 SP:Iteration 33Q (6290.315742 sec): 3 clusters Score: Raw -3250734.004350 + Penalty 1991.874503 = -3248742.129847 nChanged 76 SP:Iteration 34Q (6290.362462 sec): 3 clusters Score: Raw -3250745.054106 + Penalty 1991.874503 = -3248753.179603 nChanged 74 SP:Iteration 35Q (6290.409021 sec): 3 clusters Score: Raw -3250756.756544 + Penalty 1991.874503 = -3248764.882040 nChanged 72 SP:Iteration 36Q (6290.455660 sec): 3 clusters Score: Raw -3250766.555502 + Penalty 1991.874503 = -3248774.680998 nChanged 78 SP:Iteration 37Q (6290.502105 sec): 3 clusters Score: Raw -3250778.470649 + Penalty 1991.874503 = -3248786.596145 nChanged 76 SP:Iteration 38Q (6290.548658 sec): 3 clusters Score: Raw -3250790.393337 + Penalty 1991.874503 = -3248798.518834 nChanged 72 SP:Iteration 39Q (6290.594944 sec): 3 clusters Score: Raw -3250801.002460 + Penalty 1991.874503 = -3248809.127957 nChanged 63 SP:Iteration 40F (6290.646371 sec): 3 clusters Score: Raw -3250809.593907 + Penalty 1991.874503 = -3248817.719403 nChanged 61 SP:Iteration 41Q (6290.693140 sec): 3 clusters Score: Raw -3250817.216680 + Penalty 1991.874503 = -3248825.342177 nChanged 69 SP:Iteration 42Q (6290.739697 sec): 3 clusters Score: Raw -3250825.773522 + Penalty 1991.874503 = -3248833.899019 nChanged 62 SP:Iteration 43Q (6290.786066 sec): 3 clusters Score: Raw -3250832.811665 + Penalty 1991.874503 = -3248840.937161 nChanged 70 SP:Iteration 44Q (6290.832389 sec): 3 clusters Score: Raw -3250842.706188 + Penalty 1991.874503 = -3248850.831684 nChanged 71 SP:Iteration 45Q (6290.878681 sec): 3 clusters Score: Raw -3250852.240544 + Penalty 1991.874503 = -3248860.366040 nChanged 62 SP:Iteration 46Q (6290.924981 sec): 3 clusters Score: Raw -3250860.286301 + Penalty 1991.874503 = -3248868.411797 nChanged 76 SP:Iteration 47Q (6290.971133 sec): 3 clusters Score: Raw -3250872.791784 + Penalty 1991.874503 = -3248880.917281 nChanged 83 SP:Iteration 48Q (6291.017243 sec): 3 clusters Score: Raw -3250886.080528 + Penalty 1991.874503 = -3248894.206025 nChanged 73 SP:Iteration 49Q (6291.063036 sec): 3 clusters Score: Raw -3250898.365198 + Penalty 1991.874503 = -3248906.490694 nChanged 68 SP:Iteration 50Q (6291.109429 sec): 3 clusters Score: Raw -3250912.324621 + Penalty 1991.874503 = -3248920.450117 nChanged 84 SP:Iteration 51Q (6291.155417 sec): 3 clusters Score: Raw -3250928.195504 + Penalty 1991.874503 = -3248936.321001 nChanged 73 SP:Iteration 52Q (6291.201465 sec): 3 clusters Score: Raw -3250941.277660 + Penalty 1991.874503 = -3248949.403156 nChanged 68 SP:Iteration 53Q (6291.247263 sec): 3 clusters Score: Raw -3250953.424440 + Penalty 1991.874503 = -3248961.549937 nChanged 53 SP:Iteration 54Q (6291.293054 sec): 3 clusters Score: Raw -3250962.262327 + Penalty 1991.874503 = -3248970.387824 nChanged 43 SP:Iteration 55Q (6291.338930 sec): 3 clusters Score: Raw -3250969.303768 + Penalty 1991.874503 = -3248977.429265 nChanged 43 SP:Iteration 56Q (6291.384577 sec): 3 clusters Score: Raw -3250975.442744 + Penalty 1991.874503 = -3248983.568240 nChanged 46 SP:Iteration 57Q (6291.430112 sec): 3 clusters Score: Raw -3250981.560890 + Penalty 1991.874503 = -3248989.686387 nChanged 33 SP:Iteration 58Q (6291.475746 sec): 3 clusters Score: Raw -3250985.622683 + Penalty 1991.874503 = -3248993.748179 nChanged 44 SP:Iteration 59Q (6291.521537 sec): 3 clusters Score: Raw -3250991.864372 + Penalty 1991.874503 = -3248999.989869 nChanged 31 SP:Iteration 60F (6291.573169 sec): 3 clusters Score: Raw -3250995.662785 + Penalty 1991.874503 = -3249003.788282 nChanged 21 SP:Iteration 61Q (6291.618961 sec): 3 clusters Score: Raw -3250998.291559 + Penalty 1991.874503 = -3249006.417056 nChanged 21 SP:Iteration 62Q (6291.664652 sec): 3 clusters Score: Raw -3251000.594414 + Penalty 1991.874503 = -3249008.719911 nChanged 20 SP:Iteration 63Q (6291.710245 sec): 3 clusters Score: Raw -3251002.376429 + Penalty 1991.874503 = -3249010.501925 nChanged 20 SP:Iteration 64Q (6291.755677 sec): 3 clusters Score: Raw -3251003.757447 + Penalty 1991.874503 = -3249011.882944 nChanged 18 SP:Iteration 65Q (6291.801238 sec): 3 clusters Score: Raw -3251005.440708 + Penalty 1991.874503 = -3249013.566205 nChanged 19 SP:Iteration 66Q (6291.846824 sec): 3 clusters Score: Raw -3251007.151565 + Penalty 1991.874503 = -3249015.277061 nChanged 14 SP:Iteration 67Q (6291.892434 sec): 3 clusters Score: Raw -3251008.502240 + Penalty 1991.874503 = -3249016.627737 nChanged 13 SP:Iteration 68Q (6291.938044 sec): 3 clusters Score: Raw -3251009.421606 + Penalty 1991.874503 = -3249017.547103 nChanged 12 SP:Iteration 69Q (6291.983981 sec): 3 clusters Score: Raw -3251010.516092 + Penalty 1991.874503 = -3249018.641588 nChanged 12 SP:Iteration 70Q (6292.029467 sec): 3 clusters Score: Raw -3251011.682805 + Penalty 1991.874503 = -3249019.808301 nChanged 15 SP:Iteration 71Q (6292.075089 sec): 3 clusters Score: Raw -3251013.275549 + Penalty 1991.874503 = -3249021.401046 nChanged 17 SP:Iteration 72Q (6292.120741 sec): 3 clusters Score: Raw -3251014.855737 + Penalty 1991.874503 = -3249022.981233 nChanged 12 SP:Iteration 73Q (6292.166115 sec): 3 clusters Score: Raw -3251015.767838 + Penalty 1991.874503 = -3249023.893335 nChanged 10 SP:Iteration 74Q (6292.211534 sec): 3 clusters Score: Raw -3251016.807902 + Penalty 1991.874503 = -3249024.933399 nChanged 11 SP:Iteration 75Q (6292.257145 sec): 3 clusters Score: Raw -3251017.676383 + Penalty 1991.874503 = -3249025.801880 nChanged 8 SP:Iteration 76Q (6292.302568 sec): 3 clusters Score: Raw -3251018.154864 + Penalty 1991.874503 = -3249026.280360 nChanged 7 SP:Iteration 77Q (6292.348083 sec): 3 clusters Score: Raw -3251018.581366 + Penalty 1991.874503 = -3249026.706863 nChanged 5 SP:Iteration 78Q (6292.393722 sec): 3 clusters Score: Raw -3251019.012924 + Penalty 1991.874503 = -3249027.138421 nChanged 5 SP:Iteration 79Q (6292.438996 sec): 3 clusters Score: Raw -3251019.583566 + Penalty 1991.874503 = -3249027.709063 nChanged 5 SP:Iteration 80F (6292.490903 sec): 3 clusters Score: Raw -3251019.920656 + Penalty 1991.874503 = -3249028.046152 nChanged 7 SP:Iteration 81Q (6292.536295 sec): 3 clusters Score: Raw -3251020.307273 + Penalty 1991.874503 = -3249028.432769 nChanged 4 SP:Iteration 82Q (6292.581819 sec): 3 clusters Score: Raw -3251020.514880 + Penalty 1991.874503 = -3249028.640377 nChanged 2 SP:Iteration 83Q (6292.627074 sec): 3 clusters Score: Raw -3251020.667030 + Penalty 1991.874503 = -3249028.792527 nChanged 5 SP:Iteration 84Q (6292.684252 sec): 3 clusters Score: Raw -3251021.205434 + Penalty 1991.874503 = -3249029.330931 nChanged 7 SP:Iteration 85Q (6292.729110 sec): 3 clusters Score: Raw -3251021.832930 + Penalty 1991.874503 = -3249029.958426 nChanged 4 SP:Iteration 86Q (6292.775033 sec): 3 clusters Score: Raw -3251022.086299 + Penalty 1991.874503 = -3249030.211795 nChanged 4 SP:Iteration 87Q (6292.820895 sec): 3 clusters Score: Raw -3251022.285792 + Penalty 1991.874503 = -3249030.411288 nChanged 2 SP:Iteration 88Q (6292.866413 sec): 3 clusters Score: Raw -3251022.335205 + Penalty 1991.874503 = -3249030.460702 nChanged 0 SP:Iteration 89F (6292.918318 sec): 3 clusters Score: Raw -3251022.335205 + Penalty 1991.874503 = -3249030.460702 nChanged 0 Trying to split cluster 28 (1814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6292.928524 sec): 2 clusters Score: Raw -138633.160736 + Penalty 712.812515 = -137920.348221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6292.936288 sec): 3 clusters Score: Raw -137746.226559 + Penalty 1425.625030 = -136320.601530 nChanged 708 SP:Iteration 1F (6292.944425 sec): 3 clusters Score: Raw -138176.025866 + Penalty 1425.625030 = -136750.400836 nChanged 169 SP:Iteration 2F (6292.951378 sec): 3 clusters Score: Raw -138345.011883 + Penalty 1425.625030 = -136919.386853 nChanged 169 SP:Iteration 3F (6292.958405 sec): 3 clusters Score: Raw -138524.884053 + Penalty 1425.625030 = -137099.259023 nChanged 138 SP:Iteration 4F (6292.965337 sec): 3 clusters Score: Raw -138678.567597 + Penalty 1425.625030 = -137252.942567 nChanged 97 SP:Iteration 5F (6292.972378 sec): 3 clusters Score: Raw -138766.633833 + Penalty 1425.625030 = -137341.008803 nChanged 49 SP:Iteration 6Q (6292.979509 sec): 3 clusters Score: Raw -138800.714948 + Penalty 1425.625030 = -137375.089918 nChanged 27 SP:Iteration 7Q (6292.986630 sec): 3 clusters Score: Raw -138827.648049 + Penalty 1425.625030 = -137402.023019 nChanged 19 SP:Iteration 8Q (6292.993734 sec): 3 clusters Score: Raw -138842.752922 + Penalty 1425.625030 = -137417.127893 nChanged 12 SP:Iteration 9Q (6293.000751 sec): 3 clusters Score: Raw -138851.495689 + Penalty 1425.625030 = -137425.870659 nChanged 15 SP:Iteration 10Q (6293.007744 sec): 3 clusters Score: Raw -138859.502715 + Penalty 1425.625030 = -137433.877685 nChanged 15 SP:Iteration 11Q (6293.014779 sec): 3 clusters Score: Raw -138868.346411 + Penalty 1425.625030 = -137442.721382 nChanged 9 SP:Iteration 12Q (6293.021744 sec): 3 clusters Score: Raw -138873.867255 + Penalty 1425.625030 = -137448.242225 nChanged 6 SP:Iteration 13Q (6293.028741 sec): 3 clusters Score: Raw -138877.676700 + Penalty 1425.625030 = -137452.051670 nChanged 7 SP:Iteration 14Q (6293.035742 sec): 3 clusters Score: Raw -138881.031090 + Penalty 1425.625030 = -137455.406060 nChanged 7 SP:Iteration 15Q (6293.042871 sec): 3 clusters Score: Raw -138887.414415 + Penalty 1425.625030 = -137461.789385 nChanged 8 SP:Iteration 16Q (6293.049919 sec): 3 clusters Score: Raw -138892.022274 + Penalty 1425.625030 = -137466.397244 nChanged 6 SP:Iteration 17Q (6293.056949 sec): 3 clusters Score: Raw -138895.818338 + Penalty 1425.625030 = -137470.193308 nChanged 6 SP:Iteration 18Q (6293.064002 sec): 3 clusters Score: Raw -138899.363093 + Penalty 1425.625030 = -137473.738063 nChanged 9 SP:Iteration 19Q (6293.070995 sec): 3 clusters Score: Raw -138903.856696 + Penalty 1425.625030 = -137478.231666 nChanged 11 SP:Iteration 20F (6293.077988 sec): 3 clusters Score: Raw -138908.446382 + Penalty 1425.625030 = -137482.821352 nChanged 8 SP:Iteration 21Q (6293.084931 sec): 3 clusters Score: Raw -138912.340185 + Penalty 1425.625030 = -137486.715156 nChanged 12 SP:Iteration 22Q (6293.092049 sec): 3 clusters Score: Raw -138917.424318 + Penalty 1425.625030 = -137491.799288 nChanged 10 SP:Iteration 23Q (6293.098988 sec): 3 clusters Score: Raw -138921.628641 + Penalty 1425.625030 = -137496.003612 nChanged 12 SP:Iteration 24Q (6293.106055 sec): 3 clusters Score: Raw -138925.267645 + Penalty 1425.625030 = -137499.642616 nChanged 7 SP:Iteration 25Q (6293.113058 sec): 3 clusters Score: Raw -138928.310097 + Penalty 1425.625030 = -137502.685067 nChanged 6 SP:Iteration 26Q (6293.120141 sec): 3 clusters Score: Raw -138929.973456 + Penalty 1425.625030 = -137504.348426 nChanged 2 SP:Iteration 27Q (6293.127194 sec): 3 clusters Score: Raw -138930.228464 + Penalty 1425.625030 = -137504.603434 nChanged 0 SP:Iteration 28F (6293.134249 sec): 3 clusters Score: Raw -138930.228464 + Penalty 1425.625030 = -137504.603434 nChanged 0 Trying to split cluster 29 (1751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6293.148744 sec): 2 clusters Score: Raw -149089.616194 + Penalty 709.454522 = -148380.161672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6293.156108 sec): 3 clusters Score: Raw -148278.540156 + Penalty 1418.909043 = -146859.631113 nChanged 658 SP:Iteration 1F (6293.162862 sec): 3 clusters Score: Raw -148745.507931 + Penalty 1418.909043 = -147326.598888 nChanged 196 SP:Iteration 2F (6293.169638 sec): 3 clusters Score: Raw -148976.943646 + Penalty 1418.909043 = -147558.034603 nChanged 184 SP:Iteration 3F (6293.176350 sec): 3 clusters Score: Raw -149198.778963 + Penalty 1418.909043 = -147779.869920 nChanged 148 SP:Iteration 4F (6293.183062 sec): 3 clusters Score: Raw -149338.662109 + Penalty 1418.909043 = -147919.753066 nChanged 93 SP:Iteration 5F (6293.189784 sec): 3 clusters Score: Raw -149413.492472 + Penalty 1418.909043 = -147994.583429 nChanged 62 SP:Iteration 6Q (6293.196453 sec): 3 clusters Score: Raw -149453.587118 + Penalty 1418.909043 = -148034.678075 nChanged 46 SP:Iteration 7Q (6293.203159 sec): 3 clusters Score: Raw -149486.995074 + Penalty 1418.909043 = -148068.086031 nChanged 26 SP:Iteration 8Q (6293.209822 sec): 3 clusters Score: Raw -149502.754551 + Penalty 1418.909043 = -148083.845508 nChanged 21 SP:Iteration 9Q (6293.216495 sec): 3 clusters Score: Raw -149515.415616 + Penalty 1418.909043 = -148096.506573 nChanged 13 SP:Iteration 10Q (6293.223154 sec): 3 clusters Score: Raw -149520.412308 + Penalty 1418.909043 = -148101.503265 nChanged 7 SP:Iteration 11Q (6293.229854 sec): 3 clusters Score: Raw -149522.222167 + Penalty 1418.909043 = -148103.313124 nChanged 4 SP:Iteration 12Q (6293.236497 sec): 3 clusters Score: Raw -149523.897533 + Penalty 1418.909043 = -148104.988490 nChanged 3 SP:Iteration 13Q (6293.243165 sec): 3 clusters Score: Raw -149524.838198 + Penalty 1418.909043 = -148105.929154 nChanged 1 SP:Iteration 14Q (6293.249815 sec): 3 clusters Score: Raw -149525.179141 + Penalty 1418.909043 = -148106.270098 nChanged 2 SP:Iteration 15Q (6293.256453 sec): 3 clusters Score: Raw -149526.498881 + Penalty 1418.909043 = -148107.589838 nChanged 1 SP:Iteration 16Q (6293.263073 sec): 3 clusters Score: Raw -149526.752049 + Penalty 1418.909043 = -148107.843006 nChanged 0 SP:Iteration 17F (6293.269740 sec): 3 clusters Score: Raw -149526.752049 + Penalty 1418.909043 = -148107.843006 nChanged 0 Trying to split cluster 30 (143497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6293.413473 sec): 2 clusters Score: Raw -12824978.535295 + Penalty 1128.036594 = -12823850.498701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6293.603443 sec): 3 clusters Score: Raw -12729332.502687 + Penalty 2256.073188 = -12727076.429500 nChanged 69676 SP:Iteration 1F (6293.773563 sec): 3 clusters Score: Raw -12771710.746612 + Penalty 2256.073188 = -12769454.673424 nChanged 5491 SP:Iteration 2Q (6293.959595 sec): 3 clusters Score: Raw -12773241.513690 + Penalty 2256.073188 = -12770985.440502 nChanged 5670 SP:Iteration 3Q (6294.146296 sec): 3 clusters Score: Raw -12775104.777458 + Penalty 2256.073188 = -12772848.704271 nChanged 6117 SP:Iteration 4Q (6294.332315 sec): 3 clusters Score: Raw -12777263.482815 + Penalty 2256.073188 = -12775007.409627 nChanged 6328 SP:Iteration 5Q (6294.517882 sec): 3 clusters Score: Raw -12779722.854422 + Penalty 2256.073188 = -12777466.781235 nChanged 6495 SP:Iteration 6Q (6294.704745 sec): 3 clusters Score: Raw -12782389.895464 + Penalty 2256.073188 = -12780133.822276 nChanged 6541 SP:Iteration 7Q (6294.892095 sec): 3 clusters Score: Raw -12785390.950142 + Penalty 2256.073188 = -12783134.876954 nChanged 6898 SP:Iteration 8Q (6295.077085 sec): 3 clusters Score: Raw -12788882.014229 + Penalty 2256.073188 = -12786625.941041 nChanged 7055 SP:Iteration 9Q (6295.261076 sec): 3 clusters Score: Raw -12792847.606255 + Penalty 2256.073188 = -12790591.533067 nChanged 7003 SP:Iteration 10Q (6295.444067 sec): 3 clusters Score: Raw -12797176.110155 + Penalty 2256.073188 = -12794920.036967 nChanged 6973 SP:Iteration 11Q (6295.624875 sec): 3 clusters Score: Raw -12801545.236509 + Penalty 2256.073188 = -12799289.163322 nChanged 6188 SP:Iteration 12Q (6295.802091 sec): 3 clusters Score: Raw -12805235.499287 + Penalty 2256.073188 = -12802979.426099 nChanged 5427 SP:Iteration 13Q (6295.977348 sec): 3 clusters Score: Raw -12808168.015040 + Penalty 2256.073188 = -12805911.941852 nChanged 4718 SP:Iteration 14Q (6296.149058 sec): 3 clusters Score: Raw -12810554.450705 + Penalty 2256.073188 = -12808298.377518 nChanged 4181 SP:Iteration 15Q (6296.318581 sec): 3 clusters Score: Raw -12812581.274898 + Penalty 2256.073188 = -12810325.201711 nChanged 3917 SP:Iteration 16Q (6296.486485 sec): 3 clusters Score: Raw -12814423.934467 + Penalty 2256.073188 = -12812167.861279 nChanged 3703 SP:Iteration 17Q (6296.652163 sec): 3 clusters Score: Raw -12816155.352821 + Penalty 2256.073188 = -12813899.279633 nChanged 3483 SP:Iteration 18Q (6296.815430 sec): 3 clusters Score: Raw -12817808.467007 + Penalty 2256.073188 = -12815552.393820 nChanged 3240 SP:Iteration 19Q (6296.977640 sec): 3 clusters Score: Raw -12819312.376417 + Penalty 2256.073188 = -12817056.303230 nChanged 2875 SP:Iteration 20F (6297.149787 sec): 3 clusters Score: Raw -12820621.557222 + Penalty 2256.073188 = -12818365.484034 nChanged 2488 SP:Iteration 21Q (6297.307970 sec): 3 clusters Score: Raw -12821761.407828 + Penalty 2256.073188 = -12819505.334640 nChanged 2104 SP:Iteration 22Q (6297.464922 sec): 3 clusters Score: Raw -12822699.979152 + Penalty 2256.073188 = -12820443.905964 nChanged 1720 SP:Iteration 23Q (6297.617544 sec): 3 clusters Score: Raw -12823441.759932 + Penalty 2256.073188 = -12821185.686745 nChanged 1358 SP:Iteration 24Q (6297.768191 sec): 3 clusters Score: Raw -12824003.864345 + Penalty 2256.073188 = -12821747.791157 nChanged 1066 SP:Iteration 25Q (6297.917706 sec): 3 clusters Score: Raw -12824404.888281 + Penalty 2256.073188 = -12822148.815094 nChanged 790 SP:Iteration 26Q (6298.065984 sec): 3 clusters Score: Raw -12824687.428986 + Penalty 2256.073188 = -12822431.355798 nChanged 609 SP:Iteration 27Q (6298.211006 sec): 3 clusters Score: Raw -12824896.147464 + Penalty 2256.073188 = -12822640.074277 nChanged 478 SP:Iteration 28Q (6298.355586 sec): 3 clusters Score: Raw -12825042.039747 + Penalty 2256.073188 = -12822785.966559 nChanged 333 SP:Iteration 29Q (6298.499210 sec): 3 clusters Score: Raw -12825133.431049 + Penalty 2256.073188 = -12822877.357861 nChanged 262 SP:Iteration 30Q (6298.642685 sec): 3 clusters Score: Raw -12825201.968818 + Penalty 2256.073188 = -12822945.895630 nChanged 217 SP:Iteration 31Q (6298.785637 sec): 3 clusters Score: Raw -12825260.769116 + Penalty 2256.073188 = -12823004.695929 nChanged 200 SP:Iteration 32Q (6298.928380 sec): 3 clusters Score: Raw -12825315.644652 + Penalty 2256.073188 = -12823059.571465 nChanged 165 SP:Iteration 33Q (6299.070870 sec): 3 clusters Score: Raw -12825362.875088 + Penalty 2256.073188 = -12823106.801900 nChanged 129 SP:Iteration 34Q (6299.213434 sec): 3 clusters Score: Raw -12825393.332856 + Penalty 2256.073188 = -12823137.259669 nChanged 98 SP:Iteration 35Q (6299.355593 sec): 3 clusters Score: Raw -12825413.998188 + Penalty 2256.073188 = -12823157.925001 nChanged 86 SP:Iteration 36Q (6299.497508 sec): 3 clusters Score: Raw -12825428.640103 + Penalty 2256.073188 = -12823172.566915 nChanged 64 SP:Iteration 37Q (6299.661725 sec): 3 clusters Score: Raw -12825442.336340 + Penalty 2256.073188 = -12823186.263153 nChanged 55 SP:Iteration 38Q (6299.803485 sec): 3 clusters Score: Raw -12825455.329185 + Penalty 2256.073188 = -12823199.255997 nChanged 63 SP:Iteration 39Q (6299.945065 sec): 3 clusters Score: Raw -12825468.171808 + Penalty 2256.073188 = -12823212.098620 nChanged 59 SP:Iteration 40F (6300.112357 sec): 3 clusters Score: Raw -12825476.558133 + Penalty 2256.073188 = -12823220.484945 nChanged 28 SP:Iteration 41Q (6300.253972 sec): 3 clusters Score: Raw -12825480.316209 + Penalty 2256.073188 = -12823224.243021 nChanged 25 SP:Iteration 42Q (6300.395408 sec): 3 clusters Score: Raw -12825483.960796 + Penalty 2256.073188 = -12823227.887608 nChanged 26 SP:Iteration 43Q (6300.536900 sec): 3 clusters Score: Raw -12825487.318802 + Penalty 2256.073188 = -12823231.245614 nChanged 26 SP:Iteration 44Q (6300.678272 sec): 3 clusters Score: Raw -12825491.882599 + Penalty 2256.073188 = -12823235.809411 nChanged 32 SP:Iteration 45Q (6300.819958 sec): 3 clusters Score: Raw -12825496.570594 + Penalty 2256.073188 = -12823240.497407 nChanged 29 SP:Iteration 46Q (6300.961255 sec): 3 clusters Score: Raw -12825501.083715 + Penalty 2256.073188 = -12823245.010528 nChanged 24 SP:Iteration 47Q (6301.102569 sec): 3 clusters Score: Raw -12825504.547517 + Penalty 2256.073188 = -12823248.474330 nChanged 27 SP:Iteration 48Q (6301.243732 sec): 3 clusters Score: Raw -12825508.581129 + Penalty 2256.073188 = -12823252.507941 nChanged 17 SP:Iteration 49Q (6301.384968 sec): 3 clusters Score: Raw -12825511.395450 + Penalty 2256.073188 = -12823255.322262 nChanged 14 SP:Iteration 50Q (6301.526121 sec): 3 clusters Score: Raw -12825513.676966 + Penalty 2256.073188 = -12823257.603779 nChanged 13 SP:Iteration 51Q (6301.667604 sec): 3 clusters Score: Raw -12825515.353462 + Penalty 2256.073188 = -12823259.280275 nChanged 16 SP:Iteration 52Q (6301.808781 sec): 3 clusters Score: Raw -12825517.767410 + Penalty 2256.073188 = -12823261.694222 nChanged 17 SP:Iteration 53Q (6301.949785 sec): 3 clusters Score: Raw -12825519.590057 + Penalty 2256.073188 = -12823263.516869 nChanged 9 SP:Iteration 54Q (6302.090731 sec): 3 clusters Score: Raw -12825521.010345 + Penalty 2256.073188 = -12823264.937157 nChanged 14 SP:Iteration 55Q (6302.254928 sec): 3 clusters Score: Raw -12825522.862186 + Penalty 2256.073188 = -12823266.788998 nChanged 8 SP:Iteration 56Q (6302.396038 sec): 3 clusters Score: Raw -12825523.701184 + Penalty 2256.073188 = -12823267.627996 nChanged 3 SP:Iteration 57Q (6302.537072 sec): 3 clusters Score: Raw -12825524.105919 + Penalty 2256.073188 = -12823268.032732 nChanged 4 SP:Iteration 58Q (6302.678079 sec): 3 clusters Score: Raw -12825524.494742 + Penalty 2256.073188 = -12823268.421555 nChanged 4 SP:Iteration 59Q (6302.842075 sec): 3 clusters Score: Raw -12825525.125197 + Penalty 2256.073188 = -12823269.052009 nChanged 4 SP:Iteration 60F (6303.009139 sec): 3 clusters Score: Raw -12825525.584890 + Penalty 2256.073188 = -12823269.511702 nChanged 1 SP:Iteration 61Q (6303.150072 sec): 3 clusters Score: Raw -12825525.663770 + Penalty 2256.073188 = -12823269.590582 nChanged 2 SP:Iteration 62Q (6303.291056 sec): 3 clusters Score: Raw -12825525.959928 + Penalty 2256.073188 = -12823269.886740 nChanged 2 SP:Iteration 63Q (6303.432634 sec): 3 clusters Score: Raw -12825526.139502 + Penalty 2256.073188 = -12823270.066314 nChanged 2 SP:Iteration 64Q (6303.573668 sec): 3 clusters Score: Raw -12825526.235936 + Penalty 2256.073188 = -12823270.162748 nChanged 0 SP:Iteration 65F (6303.740516 sec): 3 clusters Score: Raw -12825526.235936 + Penalty 2256.073188 = -12823270.162748 nChanged 0 Trying to split cluster 31 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6303.750514 sec): 2 clusters Score: Raw -13412.285056 + Penalty 525.295763 = -12886.989293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6303.752223 sec): 3 clusters Score: Raw -13467.231604 + Penalty 1050.591527 = -12416.640077 nChanged 76 SP:Iteration 1F (6303.753692 sec): 3 clusters Score: Raw -13687.484586 + Penalty 1050.591527 = -12636.893059 nChanged 30 SP:Iteration 2F (6303.755172 sec): 3 clusters Score: Raw -13801.220069 + Penalty 1050.591527 = -12750.628542 nChanged 12 SP:Iteration 3Q (6303.756594 sec): 3 clusters Score: Raw -13845.466022 + Penalty 1050.591527 = -12794.874495 nChanged 10 SP:Iteration 4Q (6303.758025 sec): 3 clusters Score: Raw -13905.162416 + Penalty 1050.591527 = -12854.570890 nChanged 14 SP:Iteration 5F (6303.759496 sec): 3 clusters Score: Raw -13958.272378 + Penalty 1050.591527 = -12907.680851 nChanged 9 SP:Iteration 6Q (6303.760907 sec): 3 clusters Score: Raw -13988.518549 + Penalty 1050.591527 = -12937.927023 nChanged 8 SP:Iteration 7Q (6303.762318 sec): 3 clusters Score: Raw -13998.927519 + Penalty 1050.591527 = -12948.335993 nChanged 3 SP:Iteration 8Q (6303.763722 sec): 3 clusters Score: Raw -14000.470694 + Penalty 1050.591527 = -12949.879167 nChanged 0 SP:Iteration 9F (6303.765174 sec): 3 clusters Score: Raw -14000.470694 + Penalty 1050.591527 = -12949.879167 nChanged 0 Score: Raw -45234307.118940 + Penalty 46344.482851 = -45187962.636089 Splitting cluster 31 changes total score from -45188626.759361 to -45187962.636089 So it's not getting split. Trying to split cluster 32 (4771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6312.405474 sec): 2 clusters Score: Raw -410121.534037 + Penalty 804.679565 = -409316.854472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6312.424008 sec): 3 clusters Score: Raw -407459.521246 + Penalty 1609.359129 = -405850.162117 nChanged 2045 SP:Iteration 1F (6312.441464 sec): 3 clusters Score: Raw -408615.105357 + Penalty 1609.359129 = -407005.746228 nChanged 339 SP:Iteration 2F (6312.458760 sec): 3 clusters Score: Raw -408789.479561 + Penalty 1609.359129 = -407180.120432 nChanged 255 SP:Iteration 3F (6312.476039 sec): 3 clusters Score: Raw -408917.659416 + Penalty 1609.359129 = -407308.300287 nChanged 232 SP:Iteration 4Q (6312.493504 sec): 3 clusters Score: Raw -409019.860006 + Penalty 1609.359129 = -407410.500877 nChanged 207 SP:Iteration 5Q (6312.510829 sec): 3 clusters Score: Raw -409117.180225 + Penalty 1609.359129 = -407507.821096 nChanged 193 SP:Iteration 6Q (6312.528248 sec): 3 clusters Score: Raw -409225.961588 + Penalty 1609.359129 = -407616.602459 nChanged 188 SP:Iteration 7Q (6312.545514 sec): 3 clusters Score: Raw -409320.802145 + Penalty 1609.359129 = -407711.443016 nChanged 180 SP:Iteration 8Q (6312.562794 sec): 3 clusters Score: Raw -409428.826073 + Penalty 1609.359129 = -407819.466944 nChanged 182 SP:Iteration 9Q (6312.580144 sec): 3 clusters Score: Raw -409548.634622 + Penalty 1609.359129 = -407939.275493 nChanged 176 SP:Iteration 10Q (6312.597189 sec): 3 clusters Score: Raw -409666.310427 + Penalty 1609.359129 = -408056.951298 nChanged 167 SP:Iteration 11Q (6312.614332 sec): 3 clusters Score: Raw -409775.567214 + Penalty 1609.359129 = -408166.208085 nChanged 151 SP:Iteration 12Q (6312.631527 sec): 3 clusters Score: Raw -409864.356141 + Penalty 1609.359129 = -408254.997012 nChanged 115 SP:Iteration 13Q (6312.648504 sec): 3 clusters Score: Raw -409918.960546 + Penalty 1609.359129 = -408309.601417 nChanged 89 SP:Iteration 14Q (6312.665424 sec): 3 clusters Score: Raw -409955.087916 + Penalty 1609.359129 = -408345.728787 nChanged 67 SP:Iteration 15Q (6312.682267 sec): 3 clusters Score: Raw -409980.436147 + Penalty 1609.359129 = -408371.077018 nChanged 58 SP:Iteration 16Q (6312.699090 sec): 3 clusters Score: Raw -410006.429309 + Penalty 1609.359129 = -408397.070179 nChanged 60 SP:Iteration 17Q (6312.715554 sec): 3 clusters Score: Raw -410033.509422 + Penalty 1609.359129 = -408424.150293 nChanged 63 SP:Iteration 18Q (6312.732346 sec): 3 clusters Score: Raw -410060.933861 + Penalty 1609.359129 = -408451.574732 nChanged 54 SP:Iteration 19Q (6312.749110 sec): 3 clusters Score: Raw -410081.078296 + Penalty 1609.359129 = -408471.719166 nChanged 45 SP:Iteration 20F (6312.766111 sec): 3 clusters Score: Raw -410100.752857 + Penalty 1609.359129 = -408491.393728 nChanged 40 SP:Iteration 21Q (6312.782864 sec): 3 clusters Score: Raw -410118.819765 + Penalty 1609.359129 = -408509.460636 nChanged 40 SP:Iteration 22Q (6312.799335 sec): 3 clusters Score: Raw -410136.294543 + Penalty 1609.359129 = -408526.935414 nChanged 36 SP:Iteration 23Q (6312.815754 sec): 3 clusters Score: Raw -410150.602035 + Penalty 1609.359129 = -408541.242906 nChanged 33 SP:Iteration 24Q (6312.832282 sec): 3 clusters Score: Raw -410162.355231 + Penalty 1609.359129 = -408552.996102 nChanged 23 SP:Iteration 25Q (6312.848913 sec): 3 clusters Score: Raw -410174.403178 + Penalty 1609.359129 = -408565.044049 nChanged 16 SP:Iteration 26Q (6312.865255 sec): 3 clusters Score: Raw -410181.311309 + Penalty 1609.359129 = -408571.952180 nChanged 10 SP:Iteration 27Q (6312.881810 sec): 3 clusters Score: Raw -410185.855645 + Penalty 1609.359129 = -408576.496516 nChanged 11 SP:Iteration 28Q (6312.898289 sec): 3 clusters Score: Raw -410191.916283 + Penalty 1609.359129 = -408582.557154 nChanged 12 SP:Iteration 29Q (6312.914688 sec): 3 clusters Score: Raw -410197.390249 + Penalty 1609.359129 = -408588.031120 nChanged 18 SP:Iteration 30Q (6312.930947 sec): 3 clusters Score: Raw -410203.088856 + Penalty 1609.359129 = -408593.729727 nChanged 12 SP:Iteration 31Q (6312.947372 sec): 3 clusters Score: Raw -410206.228621 + Penalty 1609.359129 = -408596.869492 nChanged 13 SP:Iteration 32Q (6312.963709 sec): 3 clusters Score: Raw -410209.447937 + Penalty 1609.359129 = -408600.088808 nChanged 12 SP:Iteration 33Q (6312.979969 sec): 3 clusters Score: Raw -410212.507488 + Penalty 1609.359129 = -408603.148359 nChanged 10 SP:Iteration 34Q (6312.996440 sec): 3 clusters Score: Raw -410216.684561 + Penalty 1609.359129 = -408607.325432 nChanged 8 SP:Iteration 35Q (6313.012890 sec): 3 clusters Score: Raw -410218.844785 + Penalty 1609.359129 = -408609.485656 nChanged 8 SP:Iteration 36Q (6313.029336 sec): 3 clusters Score: Raw -410220.409502 + Penalty 1609.359129 = -408611.050373 nChanged 3 SP:Iteration 37Q (6313.046178 sec): 3 clusters Score: Raw -410221.542154 + Penalty 1609.359129 = -408612.183025 nChanged 4 SP:Iteration 38Q (6313.062653 sec): 3 clusters Score: Raw -410222.818494 + Penalty 1609.359129 = -408613.459365 nChanged 2 SP:Iteration 39Q (6313.079040 sec): 3 clusters Score: Raw -410223.095212 + Penalty 1609.359129 = -408613.736083 nChanged 3 SP:Iteration 40F (6313.096044 sec): 3 clusters Score: Raw -410223.869708 + Penalty 1609.359129 = -408614.510579 nChanged 0 Trying to split cluster 33 (2355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6313.111443 sec): 2 clusters Score: Raw -187057.731128 + Penalty 737.608121 = -186320.123007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6313.121318 sec): 3 clusters Score: Raw -185846.607770 + Penalty 1475.216241 = -184371.391529 nChanged 913 SP:Iteration 1F (6313.130496 sec): 3 clusters Score: Raw -186367.338875 + Penalty 1475.216241 = -184892.122634 nChanged 223 SP:Iteration 2F (6313.139512 sec): 3 clusters Score: Raw -186592.687293 + Penalty 1475.216241 = -185117.471052 nChanged 217 SP:Iteration 3F (6313.148549 sec): 3 clusters Score: Raw -186790.199251 + Penalty 1475.216241 = -185314.983010 nChanged 160 SP:Iteration 4F (6313.157696 sec): 3 clusters Score: Raw -186939.419007 + Penalty 1475.216241 = -185464.202766 nChanged 139 SP:Iteration 5F (6313.166836 sec): 3 clusters Score: Raw -187089.413143 + Penalty 1475.216241 = -185614.196902 nChanged 128 SP:Iteration 6F (6313.175837 sec): 3 clusters Score: Raw -187212.873890 + Penalty 1475.216241 = -185737.657649 nChanged 118 SP:Iteration 7F (6313.184947 sec): 3 clusters Score: Raw -187319.327815 + Penalty 1475.216241 = -185844.111573 nChanged 101 SP:Iteration 8Q (6313.193971 sec): 3 clusters Score: Raw -187411.274252 + Penalty 1475.216241 = -185936.058011 nChanged 71 SP:Iteration 9Q (6313.202975 sec): 3 clusters Score: Raw -187465.416498 + Penalty 1475.216241 = -185990.200257 nChanged 55 SP:Iteration 10Q (6313.211832 sec): 3 clusters Score: Raw -187501.479097 + Penalty 1475.216241 = -186026.262855 nChanged 44 SP:Iteration 11Q (6313.220739 sec): 3 clusters Score: Raw -187530.231242 + Penalty 1475.216241 = -186055.015001 nChanged 38 SP:Iteration 12Q (6313.229579 sec): 3 clusters Score: Raw -187553.770240 + Penalty 1475.216241 = -186078.553999 nChanged 35 SP:Iteration 13Q (6313.238369 sec): 3 clusters Score: Raw -187569.619608 + Penalty 1475.216241 = -186094.403367 nChanged 30 SP:Iteration 14Q (6313.247140 sec): 3 clusters Score: Raw -187586.756445 + Penalty 1475.216241 = -186111.540204 nChanged 31 SP:Iteration 15Q (6313.256057 sec): 3 clusters Score: Raw -187608.371025 + Penalty 1475.216241 = -186133.154784 nChanged 22 SP:Iteration 16Q (6313.265005 sec): 3 clusters Score: Raw -187619.196275 + Penalty 1475.216241 = -186143.980034 nChanged 19 SP:Iteration 17Q (6313.273854 sec): 3 clusters Score: Raw -187627.134442 + Penalty 1475.216241 = -186151.918201 nChanged 16 SP:Iteration 18Q (6313.282751 sec): 3 clusters Score: Raw -187635.425752 + Penalty 1475.216241 = -186160.209510 nChanged 17 SP:Iteration 19Q (6313.291671 sec): 3 clusters Score: Raw -187646.242456 + Penalty 1475.216241 = -186171.026215 nChanged 14 SP:Iteration 20F (6313.300778 sec): 3 clusters Score: Raw -187651.624251 + Penalty 1475.216241 = -186176.408010 nChanged 11 SP:Iteration 21Q (6313.309643 sec): 3 clusters Score: Raw -187656.161484 + Penalty 1475.216241 = -186180.945243 nChanged 4 SP:Iteration 22Q (6313.318524 sec): 3 clusters Score: Raw -187657.724221 + Penalty 1475.216241 = -186182.507980 nChanged 8 SP:Iteration 23Q (6313.327437 sec): 3 clusters Score: Raw -187660.167764 + Penalty 1475.216241 = -186184.951522 nChanged 4 SP:Iteration 24Q (6313.336352 sec): 3 clusters Score: Raw -187661.666931 + Penalty 1475.216241 = -186186.450689 nChanged 0 SP:Iteration 25F (6313.345453 sec): 3 clusters Score: Raw -187661.666931 + Penalty 1475.216241 = -186186.450689 nChanged 0 Trying to split cluster 34 (68451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6313.432604 sec): 2 clusters Score: Raw -6147440.141947 + Penalty 1057.717977 = -6146382.423970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6313.530400 sec): 3 clusters Score: Raw -6102565.734248 + Penalty 2115.435954 = -6100450.298294 nChanged 32983 SP:Iteration 1F (6313.625087 sec): 3 clusters Score: Raw -6122123.496852 + Penalty 2115.435954 = -6120008.060898 nChanged 2652 SP:Iteration 2Q (6313.727658 sec): 3 clusters Score: Raw -6123046.346089 + Penalty 2115.435954 = -6120930.910135 nChanged 3225 SP:Iteration 3Q (6313.830613 sec): 3 clusters Score: Raw -6124544.451430 + Penalty 2115.435954 = -6122429.015477 nChanged 4274 SP:Iteration 4F (6313.924437 sec): 3 clusters Score: Raw -6127121.334514 + Penalty 2115.435954 = -6125005.898561 nChanged 5514 SP:Iteration 5F (6314.018818 sec): 3 clusters Score: Raw -6131413.020769 + Penalty 2115.435954 = -6129297.584815 nChanged 6159 SP:Iteration 6F (6314.113059 sec): 3 clusters Score: Raw -6137038.340485 + Penalty 2115.435954 = -6134922.904531 nChanged 5316 SP:Iteration 7F (6314.209769 sec): 3 clusters Score: Raw -6142239.452173 + Penalty 2115.435954 = -6140124.016219 nChanged 3343 SP:Iteration 8Q (6314.306810 sec): 3 clusters Score: Raw -6145489.018530 + Penalty 2115.435954 = -6143373.582576 nChanged 1472 SP:Iteration 9Q (6314.397227 sec): 3 clusters Score: Raw -6146862.292712 + Penalty 2115.435954 = -6144746.856758 nChanged 532 SP:Iteration 10Q (6314.481094 sec): 3 clusters Score: Raw -6147334.582936 + Penalty 2115.435954 = -6145219.146982 nChanged 163 SP:Iteration 11Q (6314.559717 sec): 3 clusters Score: Raw -6147478.916989 + Penalty 2115.435954 = -6145363.481035 nChanged 59 SP:Iteration 12Q (6314.636074 sec): 3 clusters Score: Raw -6147535.146324 + Penalty 2115.435954 = -6145419.710371 nChanged 29 SP:Iteration 13Q (6314.711800 sec): 3 clusters Score: Raw -6147574.909591 + Penalty 2115.435954 = -6145459.473637 nChanged 20 SP:Iteration 14Q (6314.821118 sec): 3 clusters Score: Raw -6147598.505481 + Penalty 2115.435954 = -6145483.069527 nChanged 9 SP:Iteration 15Q (6314.896121 sec): 3 clusters Score: Raw -6147607.544953 + Penalty 2115.435954 = -6145492.108999 nChanged 7 SP:Iteration 16Q (6314.971245 sec): 3 clusters Score: Raw -6147622.324458 + Penalty 2115.435954 = -6145506.888504 nChanged 9 SP:Iteration 17Q (6315.046002 sec): 3 clusters Score: Raw -6147637.003789 + Penalty 2115.435954 = -6145521.567835 nChanged 9 SP:Iteration 18Q (6315.120911 sec): 3 clusters Score: Raw -6147650.339716 + Penalty 2115.435954 = -6145534.903762 nChanged 14 SP:Iteration 19Q (6315.195676 sec): 3 clusters Score: Raw -6147660.332445 + Penalty 2115.435954 = -6145544.896491 nChanged 8 SP:Iteration 20F (6315.288514 sec): 3 clusters Score: Raw -6147666.816799 + Penalty 2115.435954 = -6145551.380846 nChanged 3 SP:Iteration 21Q (6315.363229 sec): 3 clusters Score: Raw -6147667.672135 + Penalty 2115.435954 = -6145552.236181 nChanged 1 SP:Iteration 22Q (6315.438117 sec): 3 clusters Score: Raw -6147667.815666 + Penalty 2115.435954 = -6145552.379712 nChanged 0 SP:Iteration 23F (6315.531303 sec): 3 clusters Score: Raw -6147667.815666 + Penalty 2115.435954 = -6145552.379712 nChanged 0 Trying to split cluster 35 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6315.536455 sec): 2 clusters Score: Raw -17279.462871 + Penalty 529.354633 = -16750.108238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6315.538277 sec): 3 clusters Score: Raw -17310.185151 + Penalty 1058.709266 = -16251.475885 nChanged 75 SP:Iteration 1F (6315.539775 sec): 3 clusters Score: Raw -17496.772933 + Penalty 1058.709266 = -16438.063667 nChanged 20 SP:Iteration 2F (6315.541274 sec): 3 clusters Score: Raw -17539.889252 + Penalty 1058.709266 = -16481.179986 nChanged 12 SP:Iteration 3Q (6315.542762 sec): 3 clusters Score: Raw -17570.082948 + Penalty 1058.709266 = -16511.373682 nChanged 5 SP:Iteration 4Q (6315.544223 sec): 3 clusters Score: Raw -17597.621314 + Penalty 1058.709266 = -16538.912047 nChanged 2 SP:Iteration 5Q (6315.545678 sec): 3 clusters Score: Raw -17607.205986 + Penalty 1058.709266 = -16548.496720 nChanged 0 SP:Iteration 6F (6315.547146 sec): 3 clusters Score: Raw -17607.205986 + Penalty 1058.709266 = -16548.496720 nChanged 0 Trying to split cluster 36 (1583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6315.561609 sec): 2 clusters Score: Raw -135448.094113 + Penalty 699.872321 = -134748.221792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6315.568369 sec): 3 clusters Score: Raw -134739.054264 + Penalty 1399.744641 = -133339.309623 nChanged 585 SP:Iteration 1F (6315.574724 sec): 3 clusters Score: Raw -135071.508774 + Penalty 1399.744641 = -133671.764133 nChanged 129 SP:Iteration 2F (6315.581020 sec): 3 clusters Score: Raw -135177.563128 + Penalty 1399.744641 = -133777.818486 nChanged 87 SP:Iteration 3F (6315.587322 sec): 3 clusters Score: Raw -135268.820047 + Penalty 1399.744641 = -133869.075405 nChanged 80 SP:Iteration 4F (6315.593569 sec): 3 clusters Score: Raw -135373.668992 + Penalty 1399.744641 = -133973.924351 nChanged 91 SP:Iteration 5F (6315.599785 sec): 3 clusters Score: Raw -135461.938863 + Penalty 1399.744641 = -134062.194222 nChanged 75 SP:Iteration 6Q (6315.606081 sec): 3 clusters Score: Raw -135525.950769 + Penalty 1399.744641 = -134126.206128 nChanged 64 SP:Iteration 7Q (6315.612362 sec): 3 clusters Score: Raw -135569.714109 + Penalty 1399.744641 = -134169.969467 nChanged 50 SP:Iteration 8Q (6315.618557 sec): 3 clusters Score: Raw -135605.187407 + Penalty 1399.744641 = -134205.442765 nChanged 41 SP:Iteration 9Q (6315.624712 sec): 3 clusters Score: Raw -135639.547673 + Penalty 1399.744641 = -134239.803031 nChanged 34 SP:Iteration 10Q (6315.630928 sec): 3 clusters Score: Raw -135656.372770 + Penalty 1399.744641 = -134256.628129 nChanged 23 SP:Iteration 11Q (6315.637120 sec): 3 clusters Score: Raw -135667.809068 + Penalty 1399.744641 = -134268.064426 nChanged 18 SP:Iteration 12Q (6315.643272 sec): 3 clusters Score: Raw -135677.055180 + Penalty 1399.744641 = -134277.310539 nChanged 18 SP:Iteration 13Q (6315.649507 sec): 3 clusters Score: Raw -135683.023609 + Penalty 1399.744641 = -134283.278968 nChanged 5 SP:Iteration 14Q (6315.655683 sec): 3 clusters Score: Raw -135684.204886 + Penalty 1399.744641 = -134284.460244 nChanged 2 SP:Iteration 15Q (6315.661826 sec): 3 clusters Score: Raw -135685.243288 + Penalty 1399.744641 = -134285.498647 nChanged 2 SP:Iteration 16Q (6315.668106 sec): 3 clusters Score: Raw -135686.104295 + Penalty 1399.744641 = -134286.359653 nChanged 2 SP:Iteration 17Q (6315.674336 sec): 3 clusters Score: Raw -135686.707294 + Penalty 1399.744641 = -134286.962653 nChanged 1 SP:Iteration 18Q (6315.680487 sec): 3 clusters Score: Raw -135686.845511 + Penalty 1399.744641 = -134287.100869 nChanged 1 SP:Iteration 19Q (6315.686656 sec): 3 clusters Score: Raw -135687.326609 + Penalty 1399.744641 = -134287.581968 nChanged 1 SP:Iteration 20F (6315.692915 sec): 3 clusters Score: Raw -135687.681527 + Penalty 1399.744641 = -134287.936885 nChanged 2 SP:Iteration 21Q (6315.699142 sec): 3 clusters Score: Raw -135688.225673 + Penalty 1399.744641 = -134288.481032 nChanged 1 SP:Iteration 22Q (6315.705358 sec): 3 clusters Score: Raw -135688.481912 + Penalty 1399.744641 = -134288.737270 nChanged 1 SP:Iteration 23Q (6315.711529 sec): 3 clusters Score: Raw -135688.981059 + Penalty 1399.744641 = -134289.236417 nChanged 1 SP:Iteration 24Q (6315.717691 sec): 3 clusters Score: Raw -135689.382988 + Penalty 1399.744641 = -134289.638346 nChanged 0 SP:Iteration 25F (6315.723958 sec): 3 clusters Score: Raw -135689.382988 + Penalty 1399.744641 = -134289.638346 nChanged 0 Iteration 339Q (6320.224161 sec): 37 clusters Score: Raw -45233718.965362 + Penalty 45091.929260 = -45188627.036102 nChanged 17 Iteration 340F (6329.033025 sec): 37 clusters Score: Raw -45233719.174000 + Penalty 45091.929260 = -45188627.244739 nChanged 17 Iteration 341Q (6333.104779 sec): 37 clusters Score: Raw -45233719.321319 + Penalty 45091.929260 = -45188627.392059 nChanged 21 Iteration 342Q (6337.177273 sec): 37 clusters Score: Raw -45233719.552956 + Penalty 45091.929260 = -45188627.623696 nChanged 20 Iteration 343Q (6341.243365 sec): 37 clusters Score: Raw -45233719.930319 + Penalty 45091.929260 = -45188628.001058 nChanged 19 Iteration 344Q (6345.314460 sec): 37 clusters Score: Raw -45233720.344829 + Penalty 45091.929260 = -45188628.415568 nChanged 18 Iteration 345Q (6349.388320 sec): 37 clusters Score: Raw -45233720.534786 + Penalty 45091.929260 = -45188628.605526 nChanged 10 Iteration 346Q (6353.478258 sec): 37 clusters Score: Raw -45233720.604872 + Penalty 45091.929260 = -45188628.675612 nChanged 10 Iteration 347Q (6357.546194 sec): 37 clusters Score: Raw -45233720.694320 + Penalty 45091.929260 = -45188628.765060 nChanged 12 Iteration 348Q (6361.617506 sec): 37 clusters Score: Raw -45233720.782966 + Penalty 45091.929260 = -45188628.853706 nChanged 8 Iteration 349Q (6365.708788 sec): 37 clusters Score: Raw -45233720.860973 + Penalty 45091.929260 = -45188628.931712 nChanged 9 Iteration 350Q (6369.780424 sec): 37 clusters Score: Raw -45233720.967595 + Penalty 45091.929260 = -45188629.038335 nChanged 10 Iteration 351Q (6373.852026 sec): 37 clusters Score: Raw -45233721.069799 + Penalty 45091.929260 = -45188629.140539 nChanged 13 Iteration 352Q (6377.978274 sec): 37 clusters Score: Raw -45233721.191079 + Penalty 45091.929260 = -45188629.261818 nChanged 11 Iteration 353Q (6382.048792 sec): 37 clusters Score: Raw -45233721.280406 + Penalty 45091.929260 = -45188629.351146 nChanged 10 Iteration 354Q (6386.145160 sec): 37 clusters Score: Raw -45233721.398643 + Penalty 45091.929260 = -45188629.469383 nChanged 7 Iteration 355Q (6390.232229 sec): 37 clusters Score: Raw -45233721.548618 + Penalty 45091.929260 = -45188629.619358 nChanged 6 Iteration 356Q (6394.302522 sec): 37 clusters Score: Raw -45233721.602031 + Penalty 45091.929260 = -45188629.672771 nChanged 3 Iteration 357Q (6398.375383 sec): 37 clusters Score: Raw -45233721.634237 + Penalty 45091.929260 = -45188629.704977 nChanged 2 Iteration 358Q (6402.471266 sec): 37 clusters Score: Raw -45233721.681806 + Penalty 45091.929260 = -45188629.752546 nChanged 0 Iteration 359F (6410.829111 sec): 37 clusters Score: Raw -45233721.681806 + Penalty 45091.929260 = -45188629.752546 nChanged 0 Compute initial score before splitting: Score: Raw -45233721.681806 + Penalty 45091.929260 = -45188629.752546 Trying to split cluster 1 (42762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6410.924933 sec): 2 clusters Score: Raw -3595831.263890 + Penalty 1013.023488 = -3594818.240402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6410.995893 sec): 3 clusters Score: Raw -3568292.475125 + Penalty 2026.046976 = -3566266.428149 nChanged 20331 SP:Iteration 1F (6411.060403 sec): 3 clusters Score: Raw -3580301.087640 + Penalty 2026.046976 = -3578275.040664 nChanged 1871 SP:Iteration 2Q (6411.130315 sec): 3 clusters Score: Raw -3580979.033656 + Penalty 2026.046976 = -3578952.986680 nChanged 2065 SP:Iteration 3Q (6411.199286 sec): 3 clusters Score: Raw -3581926.205457 + Penalty 2026.046976 = -3579900.158481 nChanged 2284 SP:Iteration 4F (6411.262454 sec): 3 clusters Score: Raw -3583227.862068 + Penalty 2026.046976 = -3581201.815092 nChanged 2542 SP:Iteration 5F (6411.326594 sec): 3 clusters Score: Raw -3584994.936898 + Penalty 2026.046976 = -3582968.889922 nChanged 2861 SP:Iteration 6F (6411.390942 sec): 3 clusters Score: Raw -3587294.243154 + Penalty 2026.046976 = -3585268.196178 nChanged 2745 SP:Iteration 7F (6411.455122 sec): 3 clusters Score: Raw -3589430.726667 + Penalty 2026.046976 = -3587404.679691 nChanged 2383 SP:Iteration 8F (6411.519471 sec): 3 clusters Score: Raw -3591026.281732 + Penalty 2026.046976 = -3589000.234756 nChanged 1779 SP:Iteration 9Q (6411.585617 sec): 3 clusters Score: Raw -3591976.519959 + Penalty 2026.046976 = -3589950.472983 nChanged 1313 SP:Iteration 10Q (6411.649924 sec): 3 clusters Score: Raw -3592578.370405 + Penalty 2026.046976 = -3590552.323429 nChanged 1007 SP:Iteration 11Q (6411.713453 sec): 3 clusters Score: Raw -3593004.404595 + Penalty 2026.046976 = -3590978.357619 nChanged 861 SP:Iteration 12Q (6411.776071 sec): 3 clusters Score: Raw -3593362.551416 + Penalty 2026.046976 = -3591336.504440 nChanged 755 SP:Iteration 13Q (6411.838226 sec): 3 clusters Score: Raw -3593662.878007 + Penalty 2026.046976 = -3591636.831031 nChanged 654 SP:Iteration 14Q (6411.899299 sec): 3 clusters Score: Raw -3593911.368601 + Penalty 2026.046976 = -3591885.321625 nChanged 595 SP:Iteration 15Q (6411.959497 sec): 3 clusters Score: Raw -3594134.513438 + Penalty 2026.046976 = -3592108.466462 nChanged 500 SP:Iteration 16Q (6412.019257 sec): 3 clusters Score: Raw -3594325.147963 + Penalty 2026.046976 = -3592299.100987 nChanged 434 SP:Iteration 17Q (6412.078458 sec): 3 clusters Score: Raw -3594493.783318 + Penalty 2026.046976 = -3592467.736342 nChanged 406 SP:Iteration 18Q (6412.136986 sec): 3 clusters Score: Raw -3594639.784316 + Penalty 2026.046976 = -3592613.737340 nChanged 355 SP:Iteration 19Q (6412.194911 sec): 3 clusters Score: Raw -3594762.549998 + Penalty 2026.046976 = -3592736.503022 nChanged 338 SP:Iteration 20F (6412.258162 sec): 3 clusters Score: Raw -3594868.669739 + Penalty 2026.046976 = -3592842.622763 nChanged 278 SP:Iteration 21Q (6412.315923 sec): 3 clusters Score: Raw -3594937.824557 + Penalty 2026.046976 = -3592911.777581 nChanged 214 SP:Iteration 22Q (6412.387986 sec): 3 clusters Score: Raw -3594987.020276 + Penalty 2026.046976 = -3592960.973300 nChanged 229 SP:Iteration 23Q (6412.446637 sec): 3 clusters Score: Raw -3595041.184007 + Penalty 2026.046976 = -3593015.137031 nChanged 220 SP:Iteration 24Q (6412.503203 sec): 3 clusters Score: Raw -3595092.353417 + Penalty 2026.046976 = -3593066.306441 nChanged 189 SP:Iteration 25Q (6412.559220 sec): 3 clusters Score: Raw -3595133.249250 + Penalty 2026.046976 = -3593107.202274 nChanged 178 SP:Iteration 26Q (6412.615258 sec): 3 clusters Score: Raw -3595171.388042 + Penalty 2026.046976 = -3593145.341066 nChanged 165 SP:Iteration 27Q (6412.688520 sec): 3 clusters Score: Raw -3595207.244584 + Penalty 2026.046976 = -3593181.197608 nChanged 159 SP:Iteration 28Q (6412.761623 sec): 3 clusters Score: Raw -3595243.819594 + Penalty 2026.046976 = -3593217.772618 nChanged 169 SP:Iteration 29Q (6412.816315 sec): 3 clusters Score: Raw -3595283.031605 + Penalty 2026.046976 = -3593256.984629 nChanged 152 SP:Iteration 30Q (6412.871618 sec): 3 clusters Score: Raw -3595319.379218 + Penalty 2026.046976 = -3593293.332242 nChanged 157 SP:Iteration 31Q (6412.926353 sec): 3 clusters Score: Raw -3595356.164344 + Penalty 2026.046976 = -3593330.117368 nChanged 145 SP:Iteration 32Q (6412.981435 sec): 3 clusters Score: Raw -3595389.829024 + Penalty 2026.046976 = -3593363.782048 nChanged 139 SP:Iteration 33Q (6413.035888 sec): 3 clusters Score: Raw -3595424.114831 + Penalty 2026.046976 = -3593398.067855 nChanged 136 SP:Iteration 34Q (6413.090510 sec): 3 clusters Score: Raw -3595461.877851 + Penalty 2026.046976 = -3593435.830875 nChanged 139 SP:Iteration 35Q (6413.144644 sec): 3 clusters Score: Raw -3595501.374090 + Penalty 2026.046976 = -3593475.327114 nChanged 136 SP:Iteration 36Q (6413.199054 sec): 3 clusters Score: Raw -3595541.854758 + Penalty 2026.046976 = -3593515.807782 nChanged 141 SP:Iteration 37Q (6413.252856 sec): 3 clusters Score: Raw -3595580.168792 + Penalty 2026.046976 = -3593554.121816 nChanged 124 SP:Iteration 38Q (6413.306943 sec): 3 clusters Score: Raw -3595617.301236 + Penalty 2026.046976 = -3593591.254260 nChanged 122 SP:Iteration 39Q (6413.360674 sec): 3 clusters Score: Raw -3595655.411788 + Penalty 2026.046976 = -3593629.364812 nChanged 116 SP:Iteration 40F (6413.425203 sec): 3 clusters Score: Raw -3595694.055436 + Penalty 2026.046976 = -3593668.008460 nChanged 118 SP:Iteration 41Q (6413.479398 sec): 3 clusters Score: Raw -3595732.878013 + Penalty 2026.046976 = -3593706.831037 nChanged 91 SP:Iteration 42Q (6413.532611 sec): 3 clusters Score: Raw -3595756.715133 + Penalty 2026.046976 = -3593730.668157 nChanged 68 SP:Iteration 43Q (6413.586630 sec): 3 clusters Score: Raw -3595773.774784 + Penalty 2026.046976 = -3593747.727808 nChanged 69 SP:Iteration 44Q (6413.639871 sec): 3 clusters Score: Raw -3595794.410198 + Penalty 2026.046976 = -3593768.363222 nChanged 62 SP:Iteration 45Q (6413.692297 sec): 3 clusters Score: Raw -3595811.947674 + Penalty 2026.046976 = -3593785.900698 nChanged 62 SP:Iteration 46Q (6413.745405 sec): 3 clusters Score: Raw -3595832.662536 + Penalty 2026.046976 = -3593806.615560 nChanged 64 SP:Iteration 47Q (6413.798070 sec): 3 clusters Score: Raw -3595855.475624 + Penalty 2026.046976 = -3593829.428648 nChanged 62 SP:Iteration 48Q (6413.850579 sec): 3 clusters Score: Raw -3595875.253087 + Penalty 2026.046976 = -3593849.206111 nChanged 56 SP:Iteration 49Q (6413.903348 sec): 3 clusters Score: Raw -3595894.107001 + Penalty 2026.046976 = -3593868.060025 nChanged 58 SP:Iteration 50Q (6413.955479 sec): 3 clusters Score: Raw -3595911.106862 + Penalty 2026.046976 = -3593885.059886 nChanged 37 SP:Iteration 51Q (6414.007868 sec): 3 clusters Score: Raw -3595924.175751 + Penalty 2026.046976 = -3593898.128775 nChanged 31 SP:Iteration 52Q (6414.061325 sec): 3 clusters Score: Raw -3595933.858099 + Penalty 2026.046976 = -3593907.811123 nChanged 37 SP:Iteration 53Q (6414.113315 sec): 3 clusters Score: Raw -3595943.672875 + Penalty 2026.046976 = -3593917.625899 nChanged 28 SP:Iteration 54Q (6414.165403 sec): 3 clusters Score: Raw -3595951.696539 + Penalty 2026.046976 = -3593925.649563 nChanged 35 SP:Iteration 55Q (6414.217358 sec): 3 clusters Score: Raw -3595963.385337 + Penalty 2026.046976 = -3593937.338361 nChanged 24 SP:Iteration 56Q (6414.269423 sec): 3 clusters Score: Raw -3595970.612453 + Penalty 2026.046976 = -3593944.565477 nChanged 24 SP:Iteration 57Q (6414.321131 sec): 3 clusters Score: Raw -3595976.639869 + Penalty 2026.046976 = -3593950.592893 nChanged 23 SP:Iteration 58Q (6414.372903 sec): 3 clusters Score: Raw -3595985.925117 + Penalty 2026.046976 = -3593959.878141 nChanged 33 SP:Iteration 59Q (6414.424761 sec): 3 clusters Score: Raw -3596000.684821 + Penalty 2026.046976 = -3593974.637845 nChanged 31 SP:Iteration 60F (6414.488461 sec): 3 clusters Score: Raw -3596010.321296 + Penalty 2026.046976 = -3593984.274320 nChanged 20 SP:Iteration 61Q (6414.540332 sec): 3 clusters Score: Raw -3596015.279770 + Penalty 2026.046976 = -3593989.232794 nChanged 11 SP:Iteration 62Q (6414.592010 sec): 3 clusters Score: Raw -3596018.626164 + Penalty 2026.046976 = -3593992.579188 nChanged 10 SP:Iteration 63Q (6414.644015 sec): 3 clusters Score: Raw -3596021.711614 + Penalty 2026.046976 = -3593995.664638 nChanged 17 SP:Iteration 64Q (6414.695416 sec): 3 clusters Score: Raw -3596026.950739 + Penalty 2026.046976 = -3594000.903763 nChanged 8 SP:Iteration 65Q (6414.747178 sec): 3 clusters Score: Raw -3596029.387906 + Penalty 2026.046976 = -3594003.340930 nChanged 8 SP:Iteration 66Q (6414.798912 sec): 3 clusters Score: Raw -3596031.255321 + Penalty 2026.046976 = -3594005.208345 nChanged 10 SP:Iteration 67Q (6414.850650 sec): 3 clusters Score: Raw -3596034.682591 + Penalty 2026.046976 = -3594008.635615 nChanged 10 SP:Iteration 68Q (6414.902577 sec): 3 clusters Score: Raw -3596039.173630 + Penalty 2026.046976 = -3594013.126654 nChanged 8 SP:Iteration 69Q (6414.954066 sec): 3 clusters Score: Raw -3596042.220040 + Penalty 2026.046976 = -3594016.173064 nChanged 10 SP:Iteration 70Q (6415.005619 sec): 3 clusters Score: Raw -3596045.428274 + Penalty 2026.046976 = -3594019.381298 nChanged 9 SP:Iteration 71Q (6415.057498 sec): 3 clusters Score: Raw -3596047.836423 + Penalty 2026.046976 = -3594021.789448 nChanged 5 SP:Iteration 72Q (6415.108998 sec): 3 clusters Score: Raw -3596049.297969 + Penalty 2026.046976 = -3594023.250993 nChanged 2 SP:Iteration 73Q (6415.160894 sec): 3 clusters Score: Raw -3596049.903395 + Penalty 2026.046976 = -3594023.856419 nChanged 1 SP:Iteration 74Q (6415.212344 sec): 3 clusters Score: Raw -3596050.277021 + Penalty 2026.046976 = -3594024.230045 nChanged 3 SP:Iteration 75Q (6415.263903 sec): 3 clusters Score: Raw -3596051.521289 + Penalty 2026.046976 = -3594025.474313 nChanged 6 SP:Iteration 76Q (6415.315791 sec): 3 clusters Score: Raw -3596053.642611 + Penalty 2026.046976 = -3594027.595635 nChanged 5 SP:Iteration 77Q (6415.367005 sec): 3 clusters Score: Raw -3596054.968328 + Penalty 2026.046976 = -3594028.921352 nChanged 2 SP:Iteration 78Q (6415.418642 sec): 3 clusters Score: Raw -3596055.374711 + Penalty 2026.046976 = -3594029.327735 nChanged 2 SP:Iteration 79Q (6415.470261 sec): 3 clusters Score: Raw -3596055.807169 + Penalty 2026.046976 = -3594029.760193 nChanged 1 SP:Iteration 80F (6415.533653 sec): 3 clusters Score: Raw -3596056.135852 + Penalty 2026.046976 = -3594030.088876 nChanged 2 SP:Iteration 81Q (6415.585356 sec): 3 clusters Score: Raw -3596056.741285 + Penalty 2026.046976 = -3594030.694309 nChanged 3 SP:Iteration 82Q (6415.636902 sec): 3 clusters Score: Raw -3596058.167994 + Penalty 2026.046976 = -3594032.121018 nChanged 4 SP:Iteration 83Q (6415.688822 sec): 3 clusters Score: Raw -3596059.250550 + Penalty 2026.046976 = -3594033.203574 nChanged 5 SP:Iteration 84Q (6415.740097 sec): 3 clusters Score: Raw -3596060.836577 + Penalty 2026.046976 = -3594034.789601 nChanged 3 SP:Iteration 85Q (6415.791787 sec): 3 clusters Score: Raw -3596062.233720 + Penalty 2026.046976 = -3594036.186744 nChanged 5 SP:Iteration 86Q (6415.843328 sec): 3 clusters Score: Raw -3596063.510366 + Penalty 2026.046976 = -3594037.463390 nChanged 5 SP:Iteration 87Q (6415.894720 sec): 3 clusters Score: Raw -3596065.569276 + Penalty 2026.046976 = -3594039.522300 nChanged 7 SP:Iteration 88Q (6415.946454 sec): 3 clusters Score: Raw -3596067.724288 + Penalty 2026.046976 = -3594041.677312 nChanged 3 SP:Iteration 89Q (6415.997676 sec): 3 clusters Score: Raw -3596068.478137 + Penalty 2026.046976 = -3594042.431161 nChanged 1 SP:Iteration 90Q (6416.049167 sec): 3 clusters Score: Raw -3596068.712384 + Penalty 2026.046976 = -3594042.665408 nChanged 0 SP:Iteration 91F (6416.112808 sec): 3 clusters Score: Raw -3596068.712384 + Penalty 2026.046976 = -3594042.665408 nChanged 0 Trying to split cluster 2 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6416.120175 sec): 2 clusters Score: Raw -24713.972430 + Penalty 554.860957 = -24159.111473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6416.122232 sec): 3 clusters Score: Raw -24674.451873 + Penalty 1109.721915 = -23564.729958 nChanged 100 SP:Iteration 1F (6416.124051 sec): 3 clusters Score: Raw -24844.059465 + Penalty 1109.721915 = -23734.337550 nChanged 30 SP:Iteration 2F (6416.125848 sec): 3 clusters Score: Raw -24921.197297 + Penalty 1109.721915 = -23811.475382 nChanged 15 SP:Iteration 3Q (6416.127627 sec): 3 clusters Score: Raw -24969.593234 + Penalty 1109.721915 = -23859.871319 nChanged 19 SP:Iteration 4F (6416.129433 sec): 3 clusters Score: Raw -25026.833383 + Penalty 1109.721915 = -23917.111468 nChanged 14 SP:Iteration 5Q (6416.131272 sec): 3 clusters Score: Raw -25065.161492 + Penalty 1109.721915 = -23955.439578 nChanged 10 SP:Iteration 6Q (6416.133045 sec): 3 clusters Score: Raw -25087.874830 + Penalty 1109.721915 = -23978.152916 nChanged 6 SP:Iteration 7Q (6416.134809 sec): 3 clusters Score: Raw -25102.403153 + Penalty 1109.721915 = -23992.681238 nChanged 3 SP:Iteration 8Q (6416.136556 sec): 3 clusters Score: Raw -25107.378193 + Penalty 1109.721915 = -23997.656278 nChanged 3 SP:Iteration 9Q (6416.138304 sec): 3 clusters Score: Raw -25109.823243 + Penalty 1109.721915 = -24000.101328 nChanged 1 SP:Iteration 10Q (6416.140055 sec): 3 clusters Score: Raw -25111.335096 + Penalty 1109.721915 = -24001.613181 nChanged 1 SP:Iteration 11Q (6416.141796 sec): 3 clusters Score: Raw -25112.118555 + Penalty 1109.721915 = -24002.396640 nChanged 1 SP:Iteration 12Q (6416.143536 sec): 3 clusters Score: Raw -25113.918237 + Penalty 1109.721915 = -24004.196323 nChanged 1 SP:Iteration 13Q (6416.145293 sec): 3 clusters Score: Raw -25118.969042 + Penalty 1109.721915 = -24009.247127 nChanged 1 SP:Iteration 14Q (6416.147035 sec): 3 clusters Score: Raw -25120.290834 + Penalty 1109.721915 = -24010.568919 nChanged 0 SP:Iteration 15F (6416.148813 sec): 3 clusters Score: Raw -25120.290834 + Penalty 1109.721915 = -24010.568919 nChanged 0 Trying to split cluster 3 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6416.159468 sec): 2 clusters Score: Raw -60236.063075 + Penalty 641.132157 = -59594.930918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6416.163511 sec): 3 clusters Score: Raw -59915.943836 + Penalty 1282.264314 = -58633.679522 nChanged 280 SP:Iteration 1F (6416.167142 sec): 3 clusters Score: Raw -60201.135869 + Penalty 1282.264314 = -58918.871555 nChanged 80 SP:Iteration 2F (6416.170824 sec): 3 clusters Score: Raw -60309.966935 + Penalty 1282.264314 = -59027.702621 nChanged 52 SP:Iteration 3F (6416.174444 sec): 3 clusters Score: Raw -60359.392386 + Penalty 1282.264314 = -59077.128072 nChanged 31 SP:Iteration 4Q (6416.178127 sec): 3 clusters Score: Raw -60384.984356 + Penalty 1282.264314 = -59102.720042 nChanged 21 SP:Iteration 5Q (6416.181763 sec): 3 clusters Score: Raw -60410.693078 + Penalty 1282.264314 = -59128.428764 nChanged 18 SP:Iteration 6Q (6416.185366 sec): 3 clusters Score: Raw -60425.983114 + Penalty 1282.264314 = -59143.718800 nChanged 11 SP:Iteration 7Q (6416.188984 sec): 3 clusters Score: Raw -60434.228703 + Penalty 1282.264314 = -59151.964389 nChanged 5 SP:Iteration 8Q (6416.192599 sec): 3 clusters Score: Raw -60441.274475 + Penalty 1282.264314 = -59159.010161 nChanged 7 SP:Iteration 9Q (6416.196225 sec): 3 clusters Score: Raw -60446.607832 + Penalty 1282.264314 = -59164.343518 nChanged 4 SP:Iteration 10Q (6416.199834 sec): 3 clusters Score: Raw -60447.835929 + Penalty 1282.264314 = -59165.571615 nChanged 1 SP:Iteration 11Q (6416.203464 sec): 3 clusters Score: Raw -60447.998177 + Penalty 1282.264314 = -59165.733863 nChanged 1 SP:Iteration 12Q (6416.207088 sec): 3 clusters Score: Raw -60448.187534 + Penalty 1282.264314 = -59165.923220 nChanged 0 SP:Iteration 13F (6416.210759 sec): 3 clusters Score: Raw -60448.187534 + Penalty 1282.264314 = -59165.923220 nChanged 0 Trying to split cluster 4 (3134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6416.227029 sec): 2 clusters Score: Raw -283115.381274 + Penalty 764.756215 = -282350.625059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6416.239679 sec): 3 clusters Score: Raw -281453.682866 + Penalty 1529.512430 = -279924.170435 nChanged 1260 SP:Iteration 1F (6416.251172 sec): 3 clusters Score: Raw -282192.620404 + Penalty 1529.512430 = -280663.107973 nChanged 257 SP:Iteration 2F (6416.262800 sec): 3 clusters Score: Raw -282392.297998 + Penalty 1529.512430 = -280862.785568 nChanged 225 SP:Iteration 3F (6416.274403 sec): 3 clusters Score: Raw -282561.368277 + Penalty 1529.512430 = -281031.855847 nChanged 195 SP:Iteration 4F (6416.285880 sec): 3 clusters Score: Raw -282699.295467 + Penalty 1529.512430 = -281169.783037 nChanged 184 SP:Iteration 5F (6416.297487 sec): 3 clusters Score: Raw -282826.876546 + Penalty 1529.512430 = -281297.364115 nChanged 159 SP:Iteration 6F (6416.308964 sec): 3 clusters Score: Raw -282940.863107 + Penalty 1529.512430 = -281411.350677 nChanged 133 SP:Iteration 7Q (6416.320577 sec): 3 clusters Score: Raw -283015.687905 + Penalty 1529.512430 = -281486.175475 nChanged 98 SP:Iteration 8Q (6416.332004 sec): 3 clusters Score: Raw -283079.416187 + Penalty 1529.512430 = -281549.903757 nChanged 88 SP:Iteration 9Q (6416.343505 sec): 3 clusters Score: Raw -283134.582622 + Penalty 1529.512430 = -281605.070191 nChanged 56 SP:Iteration 10Q (6416.354899 sec): 3 clusters Score: Raw -283159.094125 + Penalty 1529.512430 = -281629.581694 nChanged 47 SP:Iteration 11Q (6416.366378 sec): 3 clusters Score: Raw -283180.062864 + Penalty 1529.512430 = -281650.550434 nChanged 48 SP:Iteration 12Q (6416.377835 sec): 3 clusters Score: Raw -283199.940310 + Penalty 1529.512430 = -281670.427880 nChanged 43 SP:Iteration 13Q (6416.389215 sec): 3 clusters Score: Raw -283218.629761 + Penalty 1529.512430 = -281689.117331 nChanged 40 SP:Iteration 14Q (6416.400634 sec): 3 clusters Score: Raw -283238.493547 + Penalty 1529.512430 = -281708.981117 nChanged 33 SP:Iteration 15Q (6416.411928 sec): 3 clusters Score: Raw -283252.398117 + Penalty 1529.512430 = -281722.885687 nChanged 24 SP:Iteration 16Q (6416.423354 sec): 3 clusters Score: Raw -283263.670305 + Penalty 1529.512430 = -281734.157874 nChanged 29 SP:Iteration 17Q (6416.434755 sec): 3 clusters Score: Raw -283278.973325 + Penalty 1529.512430 = -281749.460895 nChanged 26 SP:Iteration 18Q (6416.446138 sec): 3 clusters Score: Raw -283290.488287 + Penalty 1529.512430 = -281760.975856 nChanged 22 SP:Iteration 19Q (6416.457514 sec): 3 clusters Score: Raw -283301.268353 + Penalty 1529.512430 = -281771.755923 nChanged 23 SP:Iteration 20F (6416.469006 sec): 3 clusters Score: Raw -283312.784711 + Penalty 1529.512430 = -281783.272281 nChanged 20 SP:Iteration 21Q (6416.480393 sec): 3 clusters Score: Raw -283321.892735 + Penalty 1529.512430 = -281792.380304 nChanged 20 SP:Iteration 22Q (6416.491654 sec): 3 clusters Score: Raw -283329.480735 + Penalty 1529.512430 = -281799.968305 nChanged 19 SP:Iteration 23Q (6416.503004 sec): 3 clusters Score: Raw -283336.941325 + Penalty 1529.512430 = -281807.428894 nChanged 16 SP:Iteration 24Q (6416.514247 sec): 3 clusters Score: Raw -283341.870648 + Penalty 1529.512430 = -281812.358218 nChanged 15 SP:Iteration 25Q (6416.525449 sec): 3 clusters Score: Raw -283346.167822 + Penalty 1529.512430 = -281816.655391 nChanged 8 SP:Iteration 26Q (6416.536647 sec): 3 clusters Score: Raw -283347.843228 + Penalty 1529.512430 = -281818.330797 nChanged 7 SP:Iteration 27Q (6416.547866 sec): 3 clusters Score: Raw -283350.105824 + Penalty 1529.512430 = -281820.593394 nChanged 7 SP:Iteration 28Q (6416.559037 sec): 3 clusters Score: Raw -283352.429782 + Penalty 1529.512430 = -281822.917352 nChanged 6 SP:Iteration 29Q (6416.570325 sec): 3 clusters Score: Raw -283354.238279 + Penalty 1529.512430 = -281824.725849 nChanged 5 SP:Iteration 30Q (6416.581630 sec): 3 clusters Score: Raw -283355.608162 + Penalty 1529.512430 = -281826.095732 nChanged 4 SP:Iteration 31Q (6416.592900 sec): 3 clusters Score: Raw -283356.240574 + Penalty 1529.512430 = -281826.728144 nChanged 1 SP:Iteration 32Q (6416.604163 sec): 3 clusters Score: Raw -283356.475302 + Penalty 1529.512430 = -281826.962872 nChanged 2 SP:Iteration 33Q (6416.615365 sec): 3 clusters Score: Raw -283357.091203 + Penalty 1529.512430 = -281827.578773 nChanged 3 SP:Iteration 34Q (6416.626672 sec): 3 clusters Score: Raw -283357.856404 + Penalty 1529.512430 = -281828.343973 nChanged 2 SP:Iteration 35Q (6416.637934 sec): 3 clusters Score: Raw -283358.009895 + Penalty 1529.512430 = -281828.497465 nChanged 0 SP:Iteration 36F (6416.649439 sec): 3 clusters Score: Raw -283358.009895 + Penalty 1529.512430 = -281828.497465 nChanged 0 Trying to split cluster 5 (17176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6416.678876 sec): 2 clusters Score: Raw -1370617.758972 + Penalty 926.370492 = -1369691.388480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6416.713899 sec): 3 clusters Score: Raw -1360012.236159 + Penalty 1852.740985 = -1358159.495174 nChanged 7965 SP:Iteration 1F (6416.747190 sec): 3 clusters Score: Raw -1364641.488017 + Penalty 1852.740985 = -1362788.747033 nChanged 1043 SP:Iteration 2F (6416.780226 sec): 3 clusters Score: Raw -1365191.379634 + Penalty 1852.740985 = -1363338.638650 nChanged 1129 SP:Iteration 3F (6416.813517 sec): 3 clusters Score: Raw -1365777.150516 + Penalty 1852.740985 = -1363924.409531 nChanged 1112 SP:Iteration 4F (6416.846808 sec): 3 clusters Score: Raw -1366420.847187 + Penalty 1852.740985 = -1364568.106202 nChanged 1092 SP:Iteration 5F (6416.879705 sec): 3 clusters Score: Raw -1367060.962270 + Penalty 1852.740985 = -1365208.221285 nChanged 971 SP:Iteration 6F (6416.946860 sec): 3 clusters Score: Raw -1367627.247681 + Penalty 1852.740985 = -1365774.506697 nChanged 828 SP:Iteration 7Q (6416.980325 sec): 3 clusters Score: Raw -1368168.683507 + Penalty 1852.740985 = -1366315.942522 nChanged 722 SP:Iteration 8Q (6417.014022 sec): 3 clusters Score: Raw -1368667.905450 + Penalty 1852.740985 = -1366815.164466 nChanged 594 SP:Iteration 9Q (6417.047412 sec): 3 clusters Score: Raw -1369065.174273 + Penalty 1852.740985 = -1367212.433288 nChanged 478 SP:Iteration 10Q (6417.080611 sec): 3 clusters Score: Raw -1369357.189510 + Penalty 1852.740985 = -1367504.448526 nChanged 405 SP:Iteration 11Q (6417.113236 sec): 3 clusters Score: Raw -1369574.150613 + Penalty 1852.740985 = -1367721.409629 nChanged 328 SP:Iteration 12Q (6417.145448 sec): 3 clusters Score: Raw -1369723.207216 + Penalty 1852.740985 = -1367870.466231 nChanged 271 SP:Iteration 13Q (6417.177307 sec): 3 clusters Score: Raw -1369844.351010 + Penalty 1852.740985 = -1367991.610025 nChanged 261 SP:Iteration 14Q (6417.209132 sec): 3 clusters Score: Raw -1369956.262197 + Penalty 1852.740985 = -1368103.521212 nChanged 235 SP:Iteration 15Q (6417.240454 sec): 3 clusters Score: Raw -1370074.255910 + Penalty 1852.740985 = -1368221.514925 nChanged 259 SP:Iteration 16Q (6417.271633 sec): 3 clusters Score: Raw -1370212.599421 + Penalty 1852.740985 = -1368359.858437 nChanged 234 SP:Iteration 17Q (6417.302531 sec): 3 clusters Score: Raw -1370332.108811 + Penalty 1852.740985 = -1368479.367826 nChanged 218 SP:Iteration 18Q (6417.333175 sec): 3 clusters Score: Raw -1370449.091124 + Penalty 1852.740985 = -1368596.350140 nChanged 187 SP:Iteration 19Q (6417.363407 sec): 3 clusters Score: Raw -1370533.816638 + Penalty 1852.740985 = -1368681.075653 nChanged 127 SP:Iteration 20F (6417.396480 sec): 3 clusters Score: Raw -1370588.733661 + Penalty 1852.740985 = -1368735.992676 nChanged 119 SP:Iteration 21Q (6417.426467 sec): 3 clusters Score: Raw -1370644.546410 + Penalty 1852.740985 = -1368791.805426 nChanged 94 SP:Iteration 22Q (6417.456307 sec): 3 clusters Score: Raw -1370693.442689 + Penalty 1852.740985 = -1368840.701705 nChanged 80 SP:Iteration 23Q (6417.485815 sec): 3 clusters Score: Raw -1370724.634925 + Penalty 1852.740985 = -1368871.893940 nChanged 70 SP:Iteration 24Q (6417.515343 sec): 3 clusters Score: Raw -1370749.180873 + Penalty 1852.740985 = -1368896.439888 nChanged 52 SP:Iteration 25Q (6417.544627 sec): 3 clusters Score: Raw -1370765.914781 + Penalty 1852.740985 = -1368913.173796 nChanged 56 SP:Iteration 26Q (6417.573828 sec): 3 clusters Score: Raw -1370780.506808 + Penalty 1852.740985 = -1368927.765823 nChanged 40 SP:Iteration 27Q (6417.602881 sec): 3 clusters Score: Raw -1370788.506396 + Penalty 1852.740985 = -1368935.765412 nChanged 39 SP:Iteration 28Q (6417.631818 sec): 3 clusters Score: Raw -1370795.858787 + Penalty 1852.740985 = -1368943.117803 nChanged 31 SP:Iteration 29Q (6417.660892 sec): 3 clusters Score: Raw -1370800.923905 + Penalty 1852.740985 = -1368948.182921 nChanged 24 SP:Iteration 30Q (6417.689811 sec): 3 clusters Score: Raw -1370805.509297 + Penalty 1852.740985 = -1368952.768312 nChanged 24 SP:Iteration 31Q (6417.718748 sec): 3 clusters Score: Raw -1370810.146977 + Penalty 1852.740985 = -1368957.405992 nChanged 17 SP:Iteration 32Q (6417.747609 sec): 3 clusters Score: Raw -1370812.810518 + Penalty 1852.740985 = -1368960.069534 nChanged 15 SP:Iteration 33Q (6417.776596 sec): 3 clusters Score: Raw -1370815.940144 + Penalty 1852.740985 = -1368963.199159 nChanged 18 SP:Iteration 34Q (6417.805403 sec): 3 clusters Score: Raw -1370820.741956 + Penalty 1852.740985 = -1368968.000971 nChanged 25 SP:Iteration 35Q (6417.834148 sec): 3 clusters Score: Raw -1370827.896362 + Penalty 1852.740985 = -1368975.155378 nChanged 18 SP:Iteration 36Q (6417.862996 sec): 3 clusters Score: Raw -1370832.691835 + Penalty 1852.740985 = -1368979.950851 nChanged 20 SP:Iteration 37Q (6417.891721 sec): 3 clusters Score: Raw -1370837.327081 + Penalty 1852.740985 = -1368984.586096 nChanged 22 SP:Iteration 38Q (6417.920598 sec): 3 clusters Score: Raw -1370841.598240 + Penalty 1852.740985 = -1368988.857255 nChanged 14 SP:Iteration 39Q (6417.949314 sec): 3 clusters Score: Raw -1370844.649659 + Penalty 1852.740985 = -1368991.908675 nChanged 15 SP:Iteration 40F (6417.982254 sec): 3 clusters Score: Raw -1370847.628468 + Penalty 1852.740985 = -1368994.887484 nChanged 12 SP:Iteration 41Q (6418.011152 sec): 3 clusters Score: Raw -1370849.625705 + Penalty 1852.740985 = -1368996.884721 nChanged 15 SP:Iteration 42Q (6418.039894 sec): 3 clusters Score: Raw -1370851.558285 + Penalty 1852.740985 = -1368998.817300 nChanged 13 SP:Iteration 43Q (6418.068648 sec): 3 clusters Score: Raw -1370853.444576 + Penalty 1852.740985 = -1369000.703592 nChanged 12 SP:Iteration 44Q (6418.097205 sec): 3 clusters Score: Raw -1370856.650895 + Penalty 1852.740985 = -1369003.909910 nChanged 11 SP:Iteration 45Q (6418.125835 sec): 3 clusters Score: Raw -1370859.896110 + Penalty 1852.740985 = -1369007.155126 nChanged 13 SP:Iteration 46Q (6418.154430 sec): 3 clusters Score: Raw -1370862.970465 + Penalty 1852.740985 = -1369010.229481 nChanged 9 SP:Iteration 47Q (6418.183130 sec): 3 clusters Score: Raw -1370864.675835 + Penalty 1852.740985 = -1369011.934851 nChanged 9 SP:Iteration 48Q (6418.211671 sec): 3 clusters Score: Raw -1370866.355953 + Penalty 1852.740985 = -1369013.614969 nChanged 11 SP:Iteration 49Q (6418.240284 sec): 3 clusters Score: Raw -1370868.879401 + Penalty 1852.740985 = -1369016.138417 nChanged 14 SP:Iteration 50Q (6418.268946 sec): 3 clusters Score: Raw -1370872.798390 + Penalty 1852.740985 = -1369020.057406 nChanged 20 SP:Iteration 51Q (6418.297475 sec): 3 clusters Score: Raw -1370878.840030 + Penalty 1852.740985 = -1369026.099046 nChanged 24 SP:Iteration 52Q (6418.326038 sec): 3 clusters Score: Raw -1370886.087269 + Penalty 1852.740985 = -1369033.346284 nChanged 16 SP:Iteration 53Q (6418.354534 sec): 3 clusters Score: Raw -1370891.667782 + Penalty 1852.740985 = -1369038.926797 nChanged 16 SP:Iteration 54Q (6418.383190 sec): 3 clusters Score: Raw -1370895.198032 + Penalty 1852.740985 = -1369042.457047 nChanged 9 SP:Iteration 55Q (6418.411676 sec): 3 clusters Score: Raw -1370896.859310 + Penalty 1852.740985 = -1369044.118325 nChanged 10 SP:Iteration 56Q (6418.440178 sec): 3 clusters Score: Raw -1370899.289227 + Penalty 1852.740985 = -1369046.548243 nChanged 11 SP:Iteration 57Q (6418.468693 sec): 3 clusters Score: Raw -1370901.743198 + Penalty 1852.740985 = -1369049.002213 nChanged 13 SP:Iteration 58Q (6418.497310 sec): 3 clusters Score: Raw -1370903.865743 + Penalty 1852.740985 = -1369051.124759 nChanged 10 SP:Iteration 59Q (6418.525911 sec): 3 clusters Score: Raw -1370905.499945 + Penalty 1852.740985 = -1369052.758960 nChanged 8 SP:Iteration 60F (6418.558973 sec): 3 clusters Score: Raw -1370907.126821 + Penalty 1852.740985 = -1369054.385837 nChanged 6 SP:Iteration 61Q (6418.587670 sec): 3 clusters Score: Raw -1370907.906606 + Penalty 1852.740985 = -1369055.165621 nChanged 3 SP:Iteration 62Q (6418.615971 sec): 3 clusters Score: Raw -1370908.286301 + Penalty 1852.740985 = -1369055.545316 nChanged 4 SP:Iteration 63Q (6418.644439 sec): 3 clusters Score: Raw -1370908.868946 + Penalty 1852.740985 = -1369056.127961 nChanged 4 SP:Iteration 64Q (6418.675980 sec): 3 clusters Score: Raw -1370909.518457 + Penalty 1852.740985 = -1369056.777472 nChanged 5 SP:Iteration 65Q (6418.704401 sec): 3 clusters Score: Raw -1370910.596904 + Penalty 1852.740985 = -1369057.855920 nChanged 4 SP:Iteration 66Q (6418.732894 sec): 3 clusters Score: Raw -1370911.365035 + Penalty 1852.740985 = -1369058.624051 nChanged 1 SP:Iteration 67Q (6418.761250 sec): 3 clusters Score: Raw -1370911.417014 + Penalty 1852.740985 = -1369058.676030 nChanged 0 SP:Iteration 68F (6418.794321 sec): 3 clusters Score: Raw -1370911.417014 + Penalty 1852.740985 = -1369058.676030 nChanged 0 Trying to split cluster 6 (8979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6418.814170 sec): 2 clusters Score: Raw -812012.871934 + Penalty 864.751161 = -811148.120774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6418.839108 sec): 3 clusters Score: Raw -806629.458187 + Penalty 1729.502321 = -804899.955866 nChanged 4063 SP:Iteration 1F (6418.863261 sec): 3 clusters Score: Raw -808883.927644 + Penalty 1729.502321 = -807154.425323 nChanged 595 SP:Iteration 2F (6418.887263 sec): 3 clusters Score: Raw -809175.598395 + Penalty 1729.502321 = -807446.096073 nChanged 519 SP:Iteration 3F (6418.911272 sec): 3 clusters Score: Raw -809471.106646 + Penalty 1729.502321 = -807741.604325 nChanged 495 SP:Iteration 4F (6418.935275 sec): 3 clusters Score: Raw -809758.111816 + Penalty 1729.502321 = -808028.609495 nChanged 492 SP:Iteration 5F (6418.959309 sec): 3 clusters Score: Raw -810067.943932 + Penalty 1729.502321 = -808338.441610 nChanged 446 SP:Iteration 6Q (6418.983747 sec): 3 clusters Score: Raw -810385.001475 + Penalty 1729.502321 = -808655.499153 nChanged 427 SP:Iteration 7Q (6419.008124 sec): 3 clusters Score: Raw -810653.533229 + Penalty 1729.502321 = -808924.030908 nChanged 364 SP:Iteration 8Q (6419.032383 sec): 3 clusters Score: Raw -810883.086702 + Penalty 1729.502321 = -809153.584380 nChanged 301 SP:Iteration 9Q (6419.056564 sec): 3 clusters Score: Raw -811042.848787 + Penalty 1729.502321 = -809313.346466 nChanged 223 SP:Iteration 10Q (6419.080473 sec): 3 clusters Score: Raw -811139.407385 + Penalty 1729.502321 = -809409.905064 nChanged 173 SP:Iteration 11Q (6419.104284 sec): 3 clusters Score: Raw -811198.987580 + Penalty 1729.502321 = -809469.485258 nChanged 135 SP:Iteration 12Q (6419.127937 sec): 3 clusters Score: Raw -811245.220811 + Penalty 1729.502321 = -809515.718490 nChanged 127 SP:Iteration 13Q (6419.151622 sec): 3 clusters Score: Raw -811286.034416 + Penalty 1729.502321 = -809556.532094 nChanged 101 SP:Iteration 14Q (6419.175225 sec): 3 clusters Score: Raw -811319.671020 + Penalty 1729.502321 = -809590.168699 nChanged 103 SP:Iteration 15Q (6419.198984 sec): 3 clusters Score: Raw -811360.233377 + Penalty 1729.502321 = -809630.731056 nChanged 118 SP:Iteration 16Q (6419.222668 sec): 3 clusters Score: Raw -811409.276024 + Penalty 1729.502321 = -809679.773702 nChanged 105 SP:Iteration 17Q (6419.246458 sec): 3 clusters Score: Raw -811456.069092 + Penalty 1729.502321 = -809726.566770 nChanged 100 SP:Iteration 18Q (6419.269947 sec): 3 clusters Score: Raw -811508.134645 + Penalty 1729.502321 = -809778.632323 nChanged 108 SP:Iteration 19Q (6419.293387 sec): 3 clusters Score: Raw -811574.916237 + Penalty 1729.502321 = -809845.413916 nChanged 118 SP:Iteration 20F (6419.317565 sec): 3 clusters Score: Raw -811651.818345 + Penalty 1729.502321 = -809922.316023 nChanged 123 SP:Iteration 21Q (6419.340674 sec): 3 clusters Score: Raw -811740.611910 + Penalty 1729.502321 = -810011.109589 nChanged 112 SP:Iteration 22Q (6419.363887 sec): 3 clusters Score: Raw -811825.383827 + Penalty 1729.502321 = -810095.881505 nChanged 114 SP:Iteration 23Q (6419.386964 sec): 3 clusters Score: Raw -811899.024341 + Penalty 1729.502321 = -810169.522019 nChanged 98 SP:Iteration 24Q (6419.409840 sec): 3 clusters Score: Raw -811950.574695 + Penalty 1729.502321 = -810221.072373 nChanged 71 SP:Iteration 25Q (6419.432671 sec): 3 clusters Score: Raw -811988.613748 + Penalty 1729.502321 = -810259.111427 nChanged 62 SP:Iteration 26Q (6419.455581 sec): 3 clusters Score: Raw -812021.060024 + Penalty 1729.502321 = -810291.557703 nChanged 57 SP:Iteration 27Q (6419.478500 sec): 3 clusters Score: Raw -812044.635010 + Penalty 1729.502321 = -810315.132689 nChanged 47 SP:Iteration 28Q (6419.501200 sec): 3 clusters Score: Raw -812061.745638 + Penalty 1729.502321 = -810332.243317 nChanged 31 SP:Iteration 29Q (6419.523791 sec): 3 clusters Score: Raw -812071.297453 + Penalty 1729.502321 = -810341.795131 nChanged 25 SP:Iteration 30Q (6419.546457 sec): 3 clusters Score: Raw -812077.821799 + Penalty 1729.502321 = -810348.319477 nChanged 20 SP:Iteration 31Q (6419.569017 sec): 3 clusters Score: Raw -812083.656244 + Penalty 1729.502321 = -810354.153923 nChanged 17 SP:Iteration 32Q (6419.591559 sec): 3 clusters Score: Raw -812088.568717 + Penalty 1729.502321 = -810359.066396 nChanged 15 SP:Iteration 33Q (6419.614191 sec): 3 clusters Score: Raw -812092.654379 + Penalty 1729.502321 = -810363.152058 nChanged 14 SP:Iteration 34Q (6419.636778 sec): 3 clusters Score: Raw -812096.024462 + Penalty 1729.502321 = -810366.522140 nChanged 12 SP:Iteration 35Q (6419.659470 sec): 3 clusters Score: Raw -812098.421324 + Penalty 1729.502321 = -810368.919003 nChanged 11 SP:Iteration 36Q (6419.682293 sec): 3 clusters Score: Raw -812100.125410 + Penalty 1729.502321 = -810370.623089 nChanged 8 SP:Iteration 37Q (6419.704910 sec): 3 clusters Score: Raw -812101.209796 + Penalty 1729.502321 = -810371.707475 nChanged 7 SP:Iteration 38Q (6419.727361 sec): 3 clusters Score: Raw -812103.159617 + Penalty 1729.502321 = -810373.657296 nChanged 11 SP:Iteration 39Q (6419.750051 sec): 3 clusters Score: Raw -812104.891442 + Penalty 1729.502321 = -810375.389121 nChanged 4 SP:Iteration 40F (6419.774142 sec): 3 clusters Score: Raw -812105.941084 + Penalty 1729.502321 = -810376.438763 nChanged 10 SP:Iteration 41Q (6419.796766 sec): 3 clusters Score: Raw -812107.839504 + Penalty 1729.502321 = -810378.337183 nChanged 4 SP:Iteration 42Q (6419.819226 sec): 3 clusters Score: Raw -812108.645301 + Penalty 1729.502321 = -810379.142980 nChanged 4 SP:Iteration 43Q (6419.841708 sec): 3 clusters Score: Raw -812109.222548 + Penalty 1729.502321 = -810379.720226 nChanged 5 SP:Iteration 44Q (6419.864233 sec): 3 clusters Score: Raw -812110.341823 + Penalty 1729.502321 = -810380.839502 nChanged 3 SP:Iteration 45Q (6419.886874 sec): 3 clusters Score: Raw -812111.141928 + Penalty 1729.502321 = -810381.639607 nChanged 7 SP:Iteration 46Q (6419.909613 sec): 3 clusters Score: Raw -812112.449540 + Penalty 1729.502321 = -810382.947218 nChanged 4 SP:Iteration 47Q (6419.932304 sec): 3 clusters Score: Raw -812113.252231 + Penalty 1729.502321 = -810383.749909 nChanged 4 SP:Iteration 48Q (6419.954889 sec): 3 clusters Score: Raw -812114.183567 + Penalty 1729.502321 = -810384.681245 nChanged 7 SP:Iteration 49Q (6419.977353 sec): 3 clusters Score: Raw -812116.318800 + Penalty 1729.502321 = -810386.816479 nChanged 6 SP:Iteration 50Q (6419.999906 sec): 3 clusters Score: Raw -812117.265692 + Penalty 1729.502321 = -810387.763370 nChanged 7 SP:Iteration 51Q (6420.022339 sec): 3 clusters Score: Raw -812119.197274 + Penalty 1729.502321 = -810389.694952 nChanged 6 SP:Iteration 52Q (6420.044777 sec): 3 clusters Score: Raw -812120.478314 + Penalty 1729.502321 = -810390.975993 nChanged 3 SP:Iteration 53Q (6420.067375 sec): 3 clusters Score: Raw -812120.938808 + Penalty 1729.502321 = -810391.436487 nChanged 3 SP:Iteration 54Q (6420.090101 sec): 3 clusters Score: Raw -812121.289796 + Penalty 1729.502321 = -810391.787475 nChanged 3 SP:Iteration 55Q (6420.112556 sec): 3 clusters Score: Raw -812122.376513 + Penalty 1729.502321 = -810392.874192 nChanged 5 SP:Iteration 56Q (6420.135094 sec): 3 clusters Score: Raw -812122.946988 + Penalty 1729.502321 = -810393.444667 nChanged 5 SP:Iteration 57Q (6420.157569 sec): 3 clusters Score: Raw -812124.021977 + Penalty 1729.502321 = -810394.519656 nChanged 3 SP:Iteration 58Q (6420.179982 sec): 3 clusters Score: Raw -812124.661898 + Penalty 1729.502321 = -810395.159577 nChanged 5 SP:Iteration 59Q (6420.202352 sec): 3 clusters Score: Raw -812125.855962 + Penalty 1729.502321 = -810396.353641 nChanged 5 SP:Iteration 60F (6420.226537 sec): 3 clusters Score: Raw -812126.658387 + Penalty 1729.502321 = -810397.156066 nChanged 2 SP:Iteration 61Q (6420.248954 sec): 3 clusters Score: Raw -812126.940468 + Penalty 1729.502321 = -810397.438146 nChanged 1 SP:Iteration 62Q (6420.271563 sec): 3 clusters Score: Raw -812127.013103 + Penalty 1729.502321 = -810397.510781 nChanged 2 SP:Iteration 63Q (6420.294110 sec): 3 clusters Score: Raw -812127.237406 + Penalty 1729.502321 = -810397.735085 nChanged 2 SP:Iteration 64Q (6420.316791 sec): 3 clusters Score: Raw -812127.520810 + Penalty 1729.502321 = -810398.018488 nChanged 2 SP:Iteration 65Q (6420.339483 sec): 3 clusters Score: Raw -812127.729311 + Penalty 1729.502321 = -810398.226990 nChanged 1 SP:Iteration 66Q (6420.361907 sec): 3 clusters Score: Raw -812127.851938 + Penalty 1729.502321 = -810398.349617 nChanged 4 SP:Iteration 67Q (6420.384484 sec): 3 clusters Score: Raw -812128.585372 + Penalty 1729.502321 = -810399.083051 nChanged 2 SP:Iteration 68Q (6420.407288 sec): 3 clusters Score: Raw -812128.756778 + Penalty 1729.502321 = -810399.254457 nChanged 1 SP:Iteration 69Q (6420.429690 sec): 3 clusters Score: Raw -812128.861898 + Penalty 1729.502321 = -810399.359577 nChanged 1 SP:Iteration 70Q (6420.452028 sec): 3 clusters Score: Raw -812129.198146 + Penalty 1729.502321 = -810399.695824 nChanged 2 SP:Iteration 71Q (6420.474507 sec): 3 clusters Score: Raw -812129.610738 + Penalty 1729.502321 = -810400.108417 nChanged 3 SP:Iteration 72Q (6420.497194 sec): 3 clusters Score: Raw -812129.955543 + Penalty 1729.502321 = -810400.453222 nChanged 3 SP:Iteration 73Q (6420.519823 sec): 3 clusters Score: Raw -812130.471509 + Penalty 1729.502321 = -810400.969187 nChanged 3 SP:Iteration 74Q (6420.542280 sec): 3 clusters Score: Raw -812130.725201 + Penalty 1729.502321 = -810401.222880 nChanged 2 SP:Iteration 75Q (6420.564724 sec): 3 clusters Score: Raw -812130.921540 + Penalty 1729.502321 = -810401.419218 nChanged 0 SP:Iteration 76F (6420.589043 sec): 3 clusters Score: Raw -812130.921540 + Penalty 1729.502321 = -810401.419218 nChanged 0 Trying to split cluster 7 (71432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6420.670738 sec): 2 clusters Score: Raw -6233859.248708 + Penalty 1061.767617 = -6232797.481091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6420.763973 sec): 3 clusters Score: Raw -6186886.514779 + Penalty 2123.535233 = -6184762.979546 nChanged 34447 SP:Iteration 1F (6420.854824 sec): 3 clusters Score: Raw -6207191.174523 + Penalty 2123.535233 = -6205067.639289 nChanged 2714 SP:Iteration 2Q (6420.952803 sec): 3 clusters Score: Raw -6207998.730962 + Penalty 2123.535233 = -6205875.195729 nChanged 3031 SP:Iteration 3Q (6421.050651 sec): 3 clusters Score: Raw -6209015.878590 + Penalty 2123.535233 = -6206892.343357 nChanged 3210 SP:Iteration 4Q (6421.148487 sec): 3 clusters Score: Raw -6210316.285211 + Penalty 2123.535233 = -6208192.749978 nChanged 3472 SP:Iteration 5Q (6421.246101 sec): 3 clusters Score: Raw -6212002.166737 + Penalty 2123.535233 = -6209878.631504 nChanged 3775 SP:Iteration 6F (6421.337111 sec): 3 clusters Score: Raw -6214233.054912 + Penalty 2123.535233 = -6212109.519678 nChanged 4022 SP:Iteration 7F (6421.427870 sec): 3 clusters Score: Raw -6217025.892315 + Penalty 2123.535233 = -6214902.357082 nChanged 4190 SP:Iteration 8F (6421.518751 sec): 3 clusters Score: Raw -6220029.888544 + Penalty 2123.535233 = -6217906.353310 nChanged 3927 SP:Iteration 9F (6421.609652 sec): 3 clusters Score: Raw -6222647.019986 + Penalty 2123.535233 = -6220523.484753 nChanged 3419 SP:Iteration 10Q (6421.703867 sec): 3 clusters Score: Raw -6224582.665876 + Penalty 2123.535233 = -6222459.130643 nChanged 2702 SP:Iteration 11Q (6421.796362 sec): 3 clusters Score: Raw -6225835.340505 + Penalty 2123.535233 = -6223711.805272 nChanged 2072 SP:Iteration 12Q (6421.888697 sec): 3 clusters Score: Raw -6226579.690585 + Penalty 2123.535233 = -6224456.155352 nChanged 1561 SP:Iteration 13Q (6421.979856 sec): 3 clusters Score: Raw -6227073.150840 + Penalty 2123.535233 = -6224949.615607 nChanged 1267 SP:Iteration 14Q (6422.070333 sec): 3 clusters Score: Raw -6227445.457081 + Penalty 2123.535233 = -6225321.921848 nChanged 1124 SP:Iteration 15Q (6422.160697 sec): 3 clusters Score: Raw -6227803.611548 + Penalty 2123.535233 = -6225680.076315 nChanged 1106 SP:Iteration 16Q (6422.250953 sec): 3 clusters Score: Raw -6228161.356650 + Penalty 2123.535233 = -6226037.821417 nChanged 1142 SP:Iteration 17Q (6422.340869 sec): 3 clusters Score: Raw -6228505.451805 + Penalty 2123.535233 = -6226381.916571 nChanged 1082 SP:Iteration 18Q (6422.430540 sec): 3 clusters Score: Raw -6228856.045420 + Penalty 2123.535233 = -6226732.510187 nChanged 1073 SP:Iteration 19Q (6422.519961 sec): 3 clusters Score: Raw -6229202.905749 + Penalty 2123.535233 = -6227079.370516 nChanged 1049 SP:Iteration 20F (6422.610926 sec): 3 clusters Score: Raw -6229503.596290 + Penalty 2123.535233 = -6227380.061057 nChanged 990 SP:Iteration 21Q (6422.700300 sec): 3 clusters Score: Raw -6229772.844129 + Penalty 2123.535233 = -6227649.308896 nChanged 889 SP:Iteration 22Q (6422.789589 sec): 3 clusters Score: Raw -6230002.140563 + Penalty 2123.535233 = -6227878.605330 nChanged 813 SP:Iteration 23Q (6422.878748 sec): 3 clusters Score: Raw -6230200.848704 + Penalty 2123.535233 = -6228077.313471 nChanged 740 SP:Iteration 24Q (6422.967798 sec): 3 clusters Score: Raw -6230366.974946 + Penalty 2123.535233 = -6228243.439713 nChanged 704 SP:Iteration 25Q (6423.056904 sec): 3 clusters Score: Raw -6230518.660114 + Penalty 2123.535233 = -6228395.124881 nChanged 644 SP:Iteration 26Q (6423.145933 sec): 3 clusters Score: Raw -6230646.630609 + Penalty 2123.535233 = -6228523.095376 nChanged 584 SP:Iteration 27Q (6423.234980 sec): 3 clusters Score: Raw -6230771.524816 + Penalty 2123.535233 = -6228647.989583 nChanged 580 SP:Iteration 28Q (6423.323803 sec): 3 clusters Score: Raw -6230893.267900 + Penalty 2123.535233 = -6228769.732667 nChanged 561 SP:Iteration 29Q (6423.412692 sec): 3 clusters Score: Raw -6231015.124202 + Penalty 2123.535233 = -6228891.588969 nChanged 538 SP:Iteration 30Q (6423.501737 sec): 3 clusters Score: Raw -6231143.417740 + Penalty 2123.535233 = -6229019.882507 nChanged 558 SP:Iteration 31Q (6423.590689 sec): 3 clusters Score: Raw -6231299.038952 + Penalty 2123.535233 = -6229175.503719 nChanged 587 SP:Iteration 32Q (6423.679665 sec): 3 clusters Score: Raw -6231490.241659 + Penalty 2123.535233 = -6229366.706426 nChanged 653 SP:Iteration 33Q (6423.768513 sec): 3 clusters Score: Raw -6231731.739556 + Penalty 2123.535233 = -6229608.204323 nChanged 675 SP:Iteration 34Q (6423.857428 sec): 3 clusters Score: Raw -6231964.917467 + Penalty 2123.535233 = -6229841.382234 nChanged 597 SP:Iteration 35Q (6423.946413 sec): 3 clusters Score: Raw -6232124.912941 + Penalty 2123.535233 = -6230001.377708 nChanged 548 SP:Iteration 36Q (6424.035430 sec): 3 clusters Score: Raw -6232248.909771 + Penalty 2123.535233 = -6230125.374538 nChanged 465 SP:Iteration 37Q (6424.124384 sec): 3 clusters Score: Raw -6232347.687557 + Penalty 2123.535233 = -6230224.152324 nChanged 449 SP:Iteration 38Q (6424.213490 sec): 3 clusters Score: Raw -6232416.638050 + Penalty 2123.535233 = -6230293.102817 nChanged 390 SP:Iteration 39Q (6424.302488 sec): 3 clusters Score: Raw -6232470.084091 + Penalty 2123.535233 = -6230346.548858 nChanged 381 SP:Iteration 40F (6424.393336 sec): 3 clusters Score: Raw -6232566.632045 + Penalty 2123.535233 = -6230443.096812 nChanged 376 SP:Iteration 41Q (6424.483907 sec): 3 clusters Score: Raw -6232621.459975 + Penalty 2123.535233 = -6230497.924742 nChanged 351 SP:Iteration 42Q (6424.574389 sec): 3 clusters Score: Raw -6232665.026056 + Penalty 2123.535233 = -6230541.490823 nChanged 336 SP:Iteration 43Q (6424.664704 sec): 3 clusters Score: Raw -6232703.313876 + Penalty 2123.535233 = -6230579.778643 nChanged 338 SP:Iteration 44Q (6424.755163 sec): 3 clusters Score: Raw -6232740.651119 + Penalty 2123.535233 = -6230617.115886 nChanged 344 SP:Iteration 45Q (6424.845768 sec): 3 clusters Score: Raw -6232778.335198 + Penalty 2123.535233 = -6230654.799965 nChanged 343 SP:Iteration 46Q (6424.936222 sec): 3 clusters Score: Raw -6232814.219487 + Penalty 2123.535233 = -6230690.684254 nChanged 345 SP:Iteration 47Q (6425.026498 sec): 3 clusters Score: Raw -6232849.688422 + Penalty 2123.535233 = -6230726.153189 nChanged 348 SP:Iteration 48Q (6425.117238 sec): 3 clusters Score: Raw -6232888.318358 + Penalty 2123.535233 = -6230764.783125 nChanged 368 SP:Iteration 49Q (6425.216970 sec): 3 clusters Score: Raw -6232927.760541 + Penalty 2123.535233 = -6230804.225308 nChanged 351 SP:Iteration 50Q (6425.307526 sec): 3 clusters Score: Raw -6232963.967715 + Penalty 2123.535233 = -6230840.432481 nChanged 328 SP:Iteration 51Q (6425.402731 sec): 3 clusters Score: Raw -6232996.805538 + Penalty 2123.535233 = -6230873.270304 nChanged 308 SP:Iteration 52Q (6425.493970 sec): 3 clusters Score: Raw -6233026.214009 + Penalty 2123.535233 = -6230902.678775 nChanged 310 SP:Iteration 53Q (6425.584550 sec): 3 clusters Score: Raw -6233054.875066 + Penalty 2123.535233 = -6230931.339833 nChanged 312 SP:Iteration 54Q (6425.675044 sec): 3 clusters Score: Raw -6233085.848985 + Penalty 2123.535233 = -6230962.313751 nChanged 323 SP:Iteration 55Q (6425.765384 sec): 3 clusters Score: Raw -6233118.586928 + Penalty 2123.535233 = -6230995.051695 nChanged 328 SP:Iteration 56Q (6425.855617 sec): 3 clusters Score: Raw -6233154.857693 + Penalty 2123.535233 = -6231031.322459 nChanged 371 SP:Iteration 57Q (6425.945805 sec): 3 clusters Score: Raw -6233198.404637 + Penalty 2123.535233 = -6231074.869404 nChanged 360 SP:Iteration 58Q (6426.036082 sec): 3 clusters Score: Raw -6233240.100648 + Penalty 2123.535233 = -6231116.565415 nChanged 334 SP:Iteration 59Q (6426.126233 sec): 3 clusters Score: Raw -6233274.910391 + Penalty 2123.535233 = -6231151.375158 nChanged 285 SP:Iteration 60F (6426.216947 sec): 3 clusters Score: Raw -6233302.813677 + Penalty 2123.535233 = -6231179.278443 nChanged 283 SP:Iteration 61Q (6426.309091 sec): 3 clusters Score: Raw -6233329.972193 + Penalty 2123.535233 = -6231206.436960 nChanged 288 SP:Iteration 62Q (6426.401355 sec): 3 clusters Score: Raw -6233356.751650 + Penalty 2123.535233 = -6231233.216417 nChanged 262 SP:Iteration 63Q (6426.493397 sec): 3 clusters Score: Raw -6233379.404729 + Penalty 2123.535233 = -6231255.869496 nChanged 242 SP:Iteration 64Q (6426.585104 sec): 3 clusters Score: Raw -6233399.939977 + Penalty 2123.535233 = -6231276.404744 nChanged 235 SP:Iteration 65Q (6426.676843 sec): 3 clusters Score: Raw -6233419.318716 + Penalty 2123.535233 = -6231295.783483 nChanged 241 SP:Iteration 66Q (6426.768453 sec): 3 clusters Score: Raw -6233438.877568 + Penalty 2123.535233 = -6231315.342335 nChanged 250 SP:Iteration 67Q (6426.859870 sec): 3 clusters Score: Raw -6233458.888033 + Penalty 2123.535233 = -6231335.352800 nChanged 240 SP:Iteration 68Q (6426.951094 sec): 3 clusters Score: Raw -6233478.502094 + Penalty 2123.535233 = -6231354.966861 nChanged 258 SP:Iteration 69Q (6427.042381 sec): 3 clusters Score: Raw -6233500.428675 + Penalty 2123.535233 = -6231376.893442 nChanged 286 SP:Iteration 70Q (6427.133503 sec): 3 clusters Score: Raw -6233528.003847 + Penalty 2123.535233 = -6231404.468614 nChanged 300 SP:Iteration 71Q (6427.224230 sec): 3 clusters Score: Raw -6233556.738550 + Penalty 2123.535233 = -6231433.203317 nChanged 290 SP:Iteration 72Q (6427.314694 sec): 3 clusters Score: Raw -6233583.770832 + Penalty 2123.535233 = -6231460.235598 nChanged 269 SP:Iteration 73Q (6427.405011 sec): 3 clusters Score: Raw -6233607.739980 + Penalty 2123.535233 = -6231484.204746 nChanged 254 SP:Iteration 74Q (6427.495252 sec): 3 clusters Score: Raw -6233629.572374 + Penalty 2123.535233 = -6231506.037141 nChanged 267 SP:Iteration 75Q (6427.585170 sec): 3 clusters Score: Raw -6233653.652984 + Penalty 2123.535233 = -6231530.117750 nChanged 285 SP:Iteration 76Q (6427.674787 sec): 3 clusters Score: Raw -6233682.165504 + Penalty 2123.535233 = -6231558.630271 nChanged 295 SP:Iteration 77Q (6427.764044 sec): 3 clusters Score: Raw -6233712.774587 + Penalty 2123.535233 = -6231589.239353 nChanged 307 SP:Iteration 78Q (6427.853151 sec): 3 clusters Score: Raw -6233744.519915 + Penalty 2123.535233 = -6231620.984682 nChanged 308 SP:Iteration 79Q (6427.942087 sec): 3 clusters Score: Raw -6233778.424212 + Penalty 2123.535233 = -6231654.888979 nChanged 316 SP:Iteration 80F (6428.032900 sec): 3 clusters Score: Raw -6233812.790312 + Penalty 2123.535233 = -6231689.255079 nChanged 318 SP:Iteration 81Q (6428.122435 sec): 3 clusters Score: Raw -6233847.156125 + Penalty 2123.535233 = -6231723.620892 nChanged 297 SP:Iteration 82Q (6428.211389 sec): 3 clusters Score: Raw -6233881.075898 + Penalty 2123.535233 = -6231757.540664 nChanged 302 SP:Iteration 83Q (6428.300004 sec): 3 clusters Score: Raw -6233916.720992 + Penalty 2123.535233 = -6231793.185759 nChanged 327 SP:Iteration 84Q (6428.388620 sec): 3 clusters Score: Raw -6233954.783374 + Penalty 2123.535233 = -6231831.248141 nChanged 310 SP:Iteration 85Q (6428.476818 sec): 3 clusters Score: Raw -6233988.149109 + Penalty 2123.535233 = -6231864.613876 nChanged 308 SP:Iteration 86Q (6428.564683 sec): 3 clusters Score: Raw -6234020.086306 + Penalty 2123.535233 = -6231896.551073 nChanged 288 SP:Iteration 87Q (6428.652166 sec): 3 clusters Score: Raw -6234051.788682 + Penalty 2123.535233 = -6231928.253449 nChanged 325 SP:Iteration 88Q (6428.739607 sec): 3 clusters Score: Raw -6234090.799253 + Penalty 2123.535233 = -6231967.264019 nChanged 319 SP:Iteration 89Q (6428.826437 sec): 3 clusters Score: Raw -6234127.768484 + Penalty 2123.535233 = -6232004.233251 nChanged 320 SP:Iteration 90Q (6428.913162 sec): 3 clusters Score: Raw -6234163.765942 + Penalty 2123.535233 = -6232040.230709 nChanged 294 SP:Iteration 91Q (6428.999503 sec): 3 clusters Score: Raw -6234197.453058 + Penalty 2123.535233 = -6232073.917825 nChanged 292 SP:Iteration 92Q (6429.092022 sec): 3 clusters Score: Raw -6234230.506900 + Penalty 2123.535233 = -6232106.971667 nChanged 282 SP:Iteration 93Q (6429.178018 sec): 3 clusters Score: Raw -6234260.689420 + Penalty 2123.535233 = -6232137.154187 nChanged 257 SP:Iteration 94Q (6429.263855 sec): 3 clusters Score: Raw -6234286.302809 + Penalty 2123.535233 = -6232162.767575 nChanged 226 SP:Iteration 95Q (6429.349395 sec): 3 clusters Score: Raw -6234306.107164 + Penalty 2123.535233 = -6232182.571931 nChanged 205 SP:Iteration 96Q (6429.434826 sec): 3 clusters Score: Raw -6234323.099943 + Penalty 2123.535233 = -6232199.564710 nChanged 191 SP:Iteration 97Q (6429.520209 sec): 3 clusters Score: Raw -6234338.630194 + Penalty 2123.535233 = -6232215.094961 nChanged 205 SP:Iteration 98Q (6429.605343 sec): 3 clusters Score: Raw -6234355.213927 + Penalty 2123.535233 = -6232231.678694 nChanged 203 SP:Iteration 99Q (6429.690362 sec): 3 clusters Score: Raw -6234371.693733 + Penalty 2123.535233 = -6232248.158499 nChanged 177 SP:Iteration 100F (6429.781004 sec): 3 clusters Score: Raw -6234384.540023 + Penalty 2123.535233 = -6232261.004790 nChanged 183 SP:Iteration 101Q (6429.867514 sec): 3 clusters Score: Raw -6234397.437120 + Penalty 2123.535233 = -6232273.901887 nChanged 167 SP:Iteration 102Q (6429.953783 sec): 3 clusters Score: Raw -6234408.662244 + Penalty 2123.535233 = -6232285.127011 nChanged 164 SP:Iteration 103Q (6430.039954 sec): 3 clusters Score: Raw -6234420.786012 + Penalty 2123.535233 = -6232297.250779 nChanged 156 SP:Iteration 104Q (6430.126084 sec): 3 clusters Score: Raw -6234432.574323 + Penalty 2123.535233 = -6232309.039090 nChanged 157 SP:Iteration 105Q (6430.211888 sec): 3 clusters Score: Raw -6234442.329955 + Penalty 2123.535233 = -6232318.794721 nChanged 131 SP:Iteration 106Q (6430.297615 sec): 3 clusters Score: Raw -6234450.136081 + Penalty 2123.535233 = -6232326.600848 nChanged 132 SP:Iteration 107Q (6430.383382 sec): 3 clusters Score: Raw -6234457.986999 + Penalty 2123.535233 = -6232334.451766 nChanged 130 SP:Iteration 108Q (6430.469003 sec): 3 clusters Score: Raw -6234465.963334 + Penalty 2123.535233 = -6232342.428101 nChanged 127 SP:Iteration 109Q (6430.554524 sec): 3 clusters Score: Raw -6234474.127848 + Penalty 2123.535233 = -6232350.592615 nChanged 130 SP:Iteration 110Q (6430.639927 sec): 3 clusters Score: Raw -6234483.053342 + Penalty 2123.535233 = -6232359.518109 nChanged 147 SP:Iteration 111Q (6430.725248 sec): 3 clusters Score: Raw -6234493.301805 + Penalty 2123.535233 = -6232369.766572 nChanged 147 SP:Iteration 112Q (6430.810444 sec): 3 clusters Score: Raw -6234502.461300 + Penalty 2123.535233 = -6232378.926066 nChanged 122 SP:Iteration 113Q (6430.895542 sec): 3 clusters Score: Raw -6234509.811491 + Penalty 2123.535233 = -6232386.276258 nChanged 117 SP:Iteration 114Q (6430.980471 sec): 3 clusters Score: Raw -6234516.972031 + Penalty 2123.535233 = -6232393.436798 nChanged 137 SP:Iteration 115Q (6431.065447 sec): 3 clusters Score: Raw -6234525.667173 + Penalty 2123.535233 = -6232402.131940 nChanged 140 SP:Iteration 116Q (6431.150414 sec): 3 clusters Score: Raw -6234534.991314 + Penalty 2123.535233 = -6232411.456080 nChanged 135 SP:Iteration 117Q (6431.235301 sec): 3 clusters Score: Raw -6234544.388070 + Penalty 2123.535233 = -6232420.852837 nChanged 145 SP:Iteration 118Q (6431.319967 sec): 3 clusters Score: Raw -6234554.660088 + Penalty 2123.535233 = -6232431.124854 nChanged 144 SP:Iteration 119Q (6431.404619 sec): 3 clusters Score: Raw -6234564.538844 + Penalty 2123.535233 = -6232441.003610 nChanged 156 SP:Iteration 120F (6431.495499 sec): 3 clusters Score: Raw -6234576.720566 + Penalty 2123.535233 = -6232453.185333 nChanged 154 SP:Iteration 121Q (6431.580933 sec): 3 clusters Score: Raw -6234588.002104 + Penalty 2123.535233 = -6232464.466871 nChanged 146 SP:Iteration 122Q (6431.666320 sec): 3 clusters Score: Raw -6234597.752376 + Penalty 2123.535233 = -6232474.217143 nChanged 146 SP:Iteration 123Q (6431.751709 sec): 3 clusters Score: Raw -6234607.224551 + Penalty 2123.535233 = -6232483.689318 nChanged 109 SP:Iteration 124Q (6431.836779 sec): 3 clusters Score: Raw -6234613.422575 + Penalty 2123.535233 = -6232489.887342 nChanged 109 SP:Iteration 125Q (6431.921819 sec): 3 clusters Score: Raw -6234619.437580 + Penalty 2123.535233 = -6232495.902347 nChanged 98 SP:Iteration 126Q (6432.006826 sec): 3 clusters Score: Raw -6234624.593239 + Penalty 2123.535233 = -6232501.058006 nChanged 93 SP:Iteration 127Q (6432.091784 sec): 3 clusters Score: Raw -6234629.700122 + Penalty 2123.535233 = -6232506.164889 nChanged 90 SP:Iteration 128Q (6432.176619 sec): 3 clusters Score: Raw -6234633.740543 + Penalty 2123.535233 = -6232510.205309 nChanged 76 SP:Iteration 129Q (6432.261451 sec): 3 clusters Score: Raw -6234636.898760 + Penalty 2123.535233 = -6232513.363527 nChanged 76 SP:Iteration 130Q (6432.346131 sec): 3 clusters Score: Raw -6234640.464170 + Penalty 2123.535233 = -6232516.928937 nChanged 79 SP:Iteration 131Q (6432.430756 sec): 3 clusters Score: Raw -6234643.960697 + Penalty 2123.535233 = -6232520.425463 nChanged 80 SP:Iteration 132Q (6432.515336 sec): 3 clusters Score: Raw -6234647.533272 + Penalty 2123.535233 = -6232523.998039 nChanged 70 SP:Iteration 133Q (6432.611693 sec): 3 clusters Score: Raw -6234650.861763 + Penalty 2123.535233 = -6232527.326530 nChanged 73 SP:Iteration 134Q (6432.704809 sec): 3 clusters Score: Raw -6234654.789107 + Penalty 2123.535233 = -6232531.253874 nChanged 82 SP:Iteration 135Q (6432.789202 sec): 3 clusters Score: Raw -6234658.523195 + Penalty 2123.535233 = -6232534.987962 nChanged 65 SP:Iteration 136Q (6432.873628 sec): 3 clusters Score: Raw -6234661.479506 + Penalty 2123.535233 = -6232537.944273 nChanged 63 SP:Iteration 137Q (6432.957845 sec): 3 clusters Score: Raw -6234664.041252 + Penalty 2123.535233 = -6232540.506019 nChanged 70 SP:Iteration 138Q (6433.042085 sec): 3 clusters Score: Raw -6234667.233484 + Penalty 2123.535233 = -6232543.698251 nChanged 78 SP:Iteration 139Q (6433.126262 sec): 3 clusters Score: Raw -6234671.641660 + Penalty 2123.535233 = -6232548.106427 nChanged 83 SP:Iteration 140F (6433.217212 sec): 3 clusters Score: Raw -6234676.349473 + Penalty 2123.535233 = -6232552.814239 nChanged 80 SP:Iteration 141Q (6433.303513 sec): 3 clusters Score: Raw -6234680.649245 + Penalty 2123.535233 = -6232557.114012 nChanged 92 SP:Iteration 142Q (6433.388891 sec): 3 clusters Score: Raw -6234685.315635 + Penalty 2123.535233 = -6232561.780401 nChanged 66 SP:Iteration 143Q (6433.473969 sec): 3 clusters Score: Raw -6234688.674295 + Penalty 2123.535233 = -6232565.139062 nChanged 64 SP:Iteration 144Q (6433.558901 sec): 3 clusters Score: Raw -6234691.660813 + Penalty 2123.535233 = -6232568.125580 nChanged 67 SP:Iteration 145Q (6433.644125 sec): 3 clusters Score: Raw -6234694.889000 + Penalty 2123.535233 = -6232571.353767 nChanged 65 SP:Iteration 146Q (6433.728566 sec): 3 clusters Score: Raw -6234697.803698 + Penalty 2123.535233 = -6232574.268465 nChanged 59 SP:Iteration 147Q (6433.813104 sec): 3 clusters Score: Raw -6234700.305780 + Penalty 2123.535233 = -6232576.770547 nChanged 52 SP:Iteration 148Q (6433.897617 sec): 3 clusters Score: Raw -6234702.526158 + Penalty 2123.535233 = -6232578.990925 nChanged 54 SP:Iteration 149Q (6433.981831 sec): 3 clusters Score: Raw -6234704.764115 + Penalty 2123.535233 = -6232581.228882 nChanged 49 SP:Iteration 150Q (6434.066006 sec): 3 clusters Score: Raw -6234706.390281 + Penalty 2123.535233 = -6232582.855048 nChanged 43 SP:Iteration 151Q (6434.150230 sec): 3 clusters Score: Raw -6234707.760365 + Penalty 2123.535233 = -6232584.225132 nChanged 37 SP:Iteration 152Q (6434.234434 sec): 3 clusters Score: Raw -6234708.944556 + Penalty 2123.535233 = -6232585.409323 nChanged 35 SP:Iteration 153Q (6434.318639 sec): 3 clusters Score: Raw -6234710.115581 + Penalty 2123.535233 = -6232586.580348 nChanged 36 SP:Iteration 154Q (6434.402793 sec): 3 clusters Score: Raw -6234711.197265 + Penalty 2123.535233 = -6232587.662032 nChanged 30 SP:Iteration 155Q (6434.487031 sec): 3 clusters Score: Raw -6234712.079794 + Penalty 2123.535233 = -6232588.544560 nChanged 36 SP:Iteration 156Q (6434.571127 sec): 3 clusters Score: Raw -6234713.219932 + Penalty 2123.535233 = -6232589.684699 nChanged 27 SP:Iteration 157Q (6434.655053 sec): 3 clusters Score: Raw -6234714.044066 + Penalty 2123.535233 = -6232590.508833 nChanged 32 SP:Iteration 158Q (6434.739036 sec): 3 clusters Score: Raw -6234715.178479 + Penalty 2123.535233 = -6232591.643246 nChanged 37 SP:Iteration 159Q (6434.823027 sec): 3 clusters Score: Raw -6234716.287111 + Penalty 2123.535233 = -6232592.751878 nChanged 32 SP:Iteration 160F (6434.913836 sec): 3 clusters Score: Raw -6234717.214726 + Penalty 2123.535233 = -6232593.679493 nChanged 31 SP:Iteration 161Q (6434.997945 sec): 3 clusters Score: Raw -6234718.008153 + Penalty 2123.535233 = -6232594.472920 nChanged 26 SP:Iteration 162Q (6435.082195 sec): 3 clusters Score: Raw -6234718.741643 + Penalty 2123.535233 = -6232595.206410 nChanged 25 SP:Iteration 163Q (6435.166483 sec): 3 clusters Score: Raw -6234719.344857 + Penalty 2123.535233 = -6232595.809624 nChanged 18 SP:Iteration 164Q (6435.250628 sec): 3 clusters Score: Raw -6234719.813921 + Penalty 2123.535233 = -6232596.278688 nChanged 18 SP:Iteration 165Q (6435.334750 sec): 3 clusters Score: Raw -6234720.212348 + Penalty 2123.535233 = -6232596.677115 nChanged 16 SP:Iteration 166Q (6435.418805 sec): 3 clusters Score: Raw -6234720.623255 + Penalty 2123.535233 = -6232597.088022 nChanged 9 SP:Iteration 167Q (6435.502933 sec): 3 clusters Score: Raw -6234720.795904 + Penalty 2123.535233 = -6232597.260671 nChanged 5 SP:Iteration 168Q (6435.586926 sec): 3 clusters Score: Raw -6234720.865847 + Penalty 2123.535233 = -6232597.330614 nChanged 5 SP:Iteration 169Q (6435.670879 sec): 3 clusters Score: Raw -6234720.939946 + Penalty 2123.535233 = -6232597.404713 nChanged 7 SP:Iteration 170Q (6435.754920 sec): 3 clusters Score: Raw -6234721.034946 + Penalty 2123.535233 = -6232597.499712 nChanged 7 SP:Iteration 171Q (6435.839176 sec): 3 clusters Score: Raw -6234721.148610 + Penalty 2123.535233 = -6232597.613377 nChanged 4 SP:Iteration 172Q (6435.922382 sec): 3 clusters Score: Raw -6234721.270073 + Penalty 2123.535233 = -6232597.734840 nChanged 4 SP:Iteration 173Q (6436.006441 sec): 3 clusters Score: Raw -6234721.351131 + Penalty 2123.535233 = -6232597.815898 nChanged 5 SP:Iteration 174Q (6436.090839 sec): 3 clusters Score: Raw -6234721.436263 + Penalty 2123.535233 = -6232597.901030 nChanged 2 SP:Iteration 175Q (6436.176934 sec): 3 clusters Score: Raw -6234721.461274 + Penalty 2123.535233 = -6232597.926041 nChanged 1 SP:Iteration 176Q (6436.260800 sec): 3 clusters Score: Raw -6234721.463506 + Penalty 2123.535233 = -6232597.928273 nChanged 0 SP:Iteration 177F (6436.351597 sec): 3 clusters Score: Raw -6234721.463506 + Penalty 2123.535233 = -6232597.928273 nChanged 0 Trying to split cluster 8 (2094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6436.358628 sec): 2 clusters Score: Raw -184680.551211 + Penalty 726.448982 = -183954.102229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6436.367351 sec): 3 clusters Score: Raw -183663.010782 + Penalty 1452.897964 = -182210.112817 nChanged 832 SP:Iteration 1F (6436.375441 sec): 3 clusters Score: Raw -184166.370820 + Penalty 1452.897964 = -182713.472856 nChanged 174 SP:Iteration 2F (6436.383438 sec): 3 clusters Score: Raw -184311.972412 + Penalty 1452.897964 = -182859.074448 nChanged 159 SP:Iteration 3F (6436.391499 sec): 3 clusters Score: Raw -184451.440898 + Penalty 1452.897964 = -182998.542934 nChanged 137 SP:Iteration 4F (6436.399488 sec): 3 clusters Score: Raw -184563.313213 + Penalty 1452.897964 = -183110.415248 nChanged 89 SP:Iteration 5Q (6436.407527 sec): 3 clusters Score: Raw -184630.659316 + Penalty 1452.897964 = -183177.761351 nChanged 79 SP:Iteration 6Q (6436.415493 sec): 3 clusters Score: Raw -184701.966008 + Penalty 1452.897964 = -183249.068044 nChanged 64 SP:Iteration 7Q (6436.423409 sec): 3 clusters Score: Raw -184764.120282 + Penalty 1452.897964 = -183311.222318 nChanged 40 SP:Iteration 8Q (6436.431275 sec): 3 clusters Score: Raw -184801.928825 + Penalty 1452.897964 = -183349.030861 nChanged 35 SP:Iteration 9Q (6436.439199 sec): 3 clusters Score: Raw -184833.317986 + Penalty 1452.897964 = -183380.420022 nChanged 26 SP:Iteration 10Q (6436.447045 sec): 3 clusters Score: Raw -184867.497073 + Penalty 1452.897964 = -183414.599109 nChanged 25 SP:Iteration 11Q (6436.454783 sec): 3 clusters Score: Raw -184892.041431 + Penalty 1452.897964 = -183439.143466 nChanged 14 SP:Iteration 12Q (6436.462577 sec): 3 clusters Score: Raw -184901.084223 + Penalty 1452.897964 = -183448.186259 nChanged 9 SP:Iteration 13Q (6436.470337 sec): 3 clusters Score: Raw -184907.374290 + Penalty 1452.897964 = -183454.476326 nChanged 8 SP:Iteration 14Q (6436.478112 sec): 3 clusters Score: Raw -184911.272278 + Penalty 1452.897964 = -183458.374313 nChanged 6 SP:Iteration 15Q (6436.485780 sec): 3 clusters Score: Raw -184914.104665 + Penalty 1452.897964 = -183461.206701 nChanged 4 SP:Iteration 16Q (6436.493524 sec): 3 clusters Score: Raw -184918.282203 + Penalty 1452.897964 = -183465.384238 nChanged 6 SP:Iteration 17Q (6436.501185 sec): 3 clusters Score: Raw -184922.571331 + Penalty 1452.897964 = -183469.673366 nChanged 6 SP:Iteration 18Q (6436.508892 sec): 3 clusters Score: Raw -184927.593879 + Penalty 1452.897964 = -183474.695914 nChanged 6 SP:Iteration 19Q (6436.516570 sec): 3 clusters Score: Raw -184931.947146 + Penalty 1452.897964 = -183479.049182 nChanged 6 SP:Iteration 20F (6436.524537 sec): 3 clusters Score: Raw -184942.867855 + Penalty 1452.897964 = -183489.969891 nChanged 7 SP:Iteration 21Q (6436.532278 sec): 3 clusters Score: Raw -184949.669575 + Penalty 1452.897964 = -183496.771610 nChanged 4 SP:Iteration 22Q (6436.540056 sec): 3 clusters Score: Raw -184951.870255 + Penalty 1452.897964 = -183498.972291 nChanged 6 SP:Iteration 23Q (6436.547805 sec): 3 clusters Score: Raw -184955.223597 + Penalty 1452.897964 = -183502.325633 nChanged 1 SP:Iteration 24Q (6436.555477 sec): 3 clusters Score: Raw -184955.581903 + Penalty 1452.897964 = -183502.683939 nChanged 1 SP:Iteration 25Q (6436.563127 sec): 3 clusters Score: Raw -184956.040460 + Penalty 1452.897964 = -183503.142496 nChanged 0 SP:Iteration 26F (6436.571138 sec): 3 clusters Score: Raw -184956.040460 + Penalty 1452.897964 = -183503.142496 nChanged 0 Trying to split cluster 9 (6161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6436.590125 sec): 2 clusters Score: Raw -551841.751401 + Penalty 828.969466 = -551012.781935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6436.610623 sec): 3 clusters Score: Raw -548337.111643 + Penalty 1657.938932 = -546679.172710 nChanged 2664 SP:Iteration 1F (6436.630650 sec): 3 clusters Score: Raw -549753.045874 + Penalty 1657.938932 = -548095.106941 nChanged 446 SP:Iteration 2F (6436.650761 sec): 3 clusters Score: Raw -550021.977231 + Penalty 1657.938932 = -548364.038299 nChanged 425 SP:Iteration 3F (6436.670518 sec): 3 clusters Score: Raw -550329.155674 + Penalty 1657.938932 = -548671.216742 nChanged 439 SP:Iteration 4F (6436.690703 sec): 3 clusters Score: Raw -550691.427225 + Penalty 1657.938932 = -549033.488292 nChanged 430 SP:Iteration 5F (6436.710734 sec): 3 clusters Score: Raw -551033.897673 + Penalty 1657.938932 = -549375.958740 nChanged 362 SP:Iteration 6F (6436.730701 sec): 3 clusters Score: Raw -551335.446740 + Penalty 1657.938932 = -549677.507808 nChanged 320 SP:Iteration 7F (6436.750695 sec): 3 clusters Score: Raw -551569.272860 + Penalty 1657.938932 = -549911.333928 nChanged 250 SP:Iteration 8Q (6436.770546 sec): 3 clusters Score: Raw -551736.660674 + Penalty 1657.938932 = -550078.721742 nChanged 166 SP:Iteration 9Q (6436.790355 sec): 3 clusters Score: Raw -551852.271880 + Penalty 1657.938932 = -550194.332947 nChanged 117 SP:Iteration 10Q (6436.810150 sec): 3 clusters Score: Raw -551917.427562 + Penalty 1657.938932 = -550259.488630 nChanged 86 SP:Iteration 11Q (6436.829736 sec): 3 clusters Score: Raw -551961.604847 + Penalty 1657.938932 = -550303.665914 nChanged 64 SP:Iteration 12Q (6436.849375 sec): 3 clusters Score: Raw -551998.288891 + Penalty 1657.938932 = -550340.349959 nChanged 59 SP:Iteration 13Q (6436.868743 sec): 3 clusters Score: Raw -552023.939242 + Penalty 1657.938932 = -550366.000309 nChanged 40 SP:Iteration 14Q (6436.888003 sec): 3 clusters Score: Raw -552037.496772 + Penalty 1657.938932 = -550379.557839 nChanged 31 SP:Iteration 15Q (6436.907647 sec): 3 clusters Score: Raw -552046.493456 + Penalty 1657.938932 = -550388.554523 nChanged 27 SP:Iteration 16Q (6436.926782 sec): 3 clusters Score: Raw -552055.154454 + Penalty 1657.938932 = -550397.215522 nChanged 20 SP:Iteration 17Q (6436.946037 sec): 3 clusters Score: Raw -552059.727147 + Penalty 1657.938932 = -550401.788214 nChanged 12 SP:Iteration 18Q (6436.965161 sec): 3 clusters Score: Raw -552062.249382 + Penalty 1657.938932 = -550404.310449 nChanged 14 SP:Iteration 19Q (6436.984367 sec): 3 clusters Score: Raw -552064.854775 + Penalty 1657.938932 = -550406.915843 nChanged 8 SP:Iteration 20F (6437.004400 sec): 3 clusters Score: Raw -552066.298937 + Penalty 1657.938932 = -550408.360004 nChanged 13 SP:Iteration 21Q (6437.023716 sec): 3 clusters Score: Raw -552068.922448 + Penalty 1657.938932 = -550410.983516 nChanged 15 SP:Iteration 22Q (6437.042920 sec): 3 clusters Score: Raw -552071.758311 + Penalty 1657.938932 = -550413.819379 nChanged 11 SP:Iteration 23Q (6437.062097 sec): 3 clusters Score: Raw -552073.761452 + Penalty 1657.938932 = -550415.822519 nChanged 7 SP:Iteration 24Q (6437.081403 sec): 3 clusters Score: Raw -552074.575336 + Penalty 1657.938932 = -550416.636403 nChanged 7 SP:Iteration 25Q (6437.100798 sec): 3 clusters Score: Raw -552075.432190 + Penalty 1657.938932 = -550417.493257 nChanged 3 SP:Iteration 26Q (6437.120045 sec): 3 clusters Score: Raw -552075.742984 + Penalty 1657.938932 = -550417.804051 nChanged 2 SP:Iteration 27Q (6437.139180 sec): 3 clusters Score: Raw -552075.898539 + Penalty 1657.938932 = -550417.959606 nChanged 0 SP:Iteration 28F (6437.159252 sec): 3 clusters Score: Raw -552075.898539 + Penalty 1657.938932 = -550417.959606 nChanged 0 Trying to split cluster 10 (3997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6437.175737 sec): 2 clusters Score: Raw -329384.811672 + Penalty 787.863439 = -328596.948233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6437.191857 sec): 3 clusters Score: Raw -327216.172736 + Penalty 1575.726878 = -325640.445858 nChanged 1690 SP:Iteration 1F (6437.206758 sec): 3 clusters Score: Raw -328201.767065 + Penalty 1575.726878 = -326626.040187 nChanged 303 SP:Iteration 2F (6437.221619 sec): 3 clusters Score: Raw -328402.771158 + Penalty 1575.726878 = -326827.044280 nChanged 279 SP:Iteration 3F (6437.236380 sec): 3 clusters Score: Raw -328594.926266 + Penalty 1575.726878 = -327019.199388 nChanged 220 SP:Iteration 4F (6437.251264 sec): 3 clusters Score: Raw -328747.145825 + Penalty 1575.726878 = -327171.418947 nChanged 217 SP:Iteration 5F (6437.266098 sec): 3 clusters Score: Raw -328898.844598 + Penalty 1575.726878 = -327323.117720 nChanged 188 SP:Iteration 6Q (6437.280798 sec): 3 clusters Score: Raw -329037.754312 + Penalty 1575.726878 = -327462.027434 nChanged 177 SP:Iteration 7Q (6437.295529 sec): 3 clusters Score: Raw -329150.249420 + Penalty 1575.726878 = -327574.522542 nChanged 159 SP:Iteration 8Q (6437.310082 sec): 3 clusters Score: Raw -329239.654946 + Penalty 1575.726878 = -327663.928068 nChanged 123 SP:Iteration 9Q (6437.324837 sec): 3 clusters Score: Raw -329318.064709 + Penalty 1575.726878 = -327742.337830 nChanged 129 SP:Iteration 10Q (6437.339367 sec): 3 clusters Score: Raw -329389.109054 + Penalty 1575.726878 = -327813.382176 nChanged 108 SP:Iteration 11Q (6437.353900 sec): 3 clusters Score: Raw -329444.101946 + Penalty 1575.726878 = -327868.375068 nChanged 95 SP:Iteration 12Q (6437.368563 sec): 3 clusters Score: Raw -329486.552131 + Penalty 1575.726878 = -327910.825252 nChanged 77 SP:Iteration 13Q (6437.383176 sec): 3 clusters Score: Raw -329516.409033 + Penalty 1575.726878 = -327940.682155 nChanged 60 SP:Iteration 14Q (6437.397777 sec): 3 clusters Score: Raw -329536.624410 + Penalty 1575.726878 = -327960.897532 nChanged 50 SP:Iteration 15Q (6437.412394 sec): 3 clusters Score: Raw -329555.793520 + Penalty 1575.726878 = -327980.066642 nChanged 53 SP:Iteration 16Q (6437.426926 sec): 3 clusters Score: Raw -329575.467195 + Penalty 1575.726878 = -327999.740316 nChanged 49 SP:Iteration 17Q (6437.441555 sec): 3 clusters Score: Raw -329595.246769 + Penalty 1575.726878 = -328019.519891 nChanged 44 SP:Iteration 18Q (6437.455945 sec): 3 clusters Score: Raw -329608.899377 + Penalty 1575.726878 = -328033.172499 nChanged 38 SP:Iteration 19Q (6437.470391 sec): 3 clusters Score: Raw -329619.748360 + Penalty 1575.726878 = -328044.021481 nChanged 34 SP:Iteration 20F (6437.485096 sec): 3 clusters Score: Raw -329630.434281 + Penalty 1575.726878 = -328054.707402 nChanged 32 SP:Iteration 21Q (6437.499592 sec): 3 clusters Score: Raw -329643.944872 + Penalty 1575.726878 = -328068.217994 nChanged 26 SP:Iteration 22Q (6437.514107 sec): 3 clusters Score: Raw -329650.816926 + Penalty 1575.726878 = -328075.090048 nChanged 21 SP:Iteration 23Q (6437.528503 sec): 3 clusters Score: Raw -329655.278895 + Penalty 1575.726878 = -328079.552017 nChanged 21 SP:Iteration 24Q (6437.543043 sec): 3 clusters Score: Raw -329660.827903 + Penalty 1575.726878 = -328085.101025 nChanged 14 SP:Iteration 25Q (6437.557508 sec): 3 clusters Score: Raw -329663.647599 + Penalty 1575.726878 = -328087.920720 nChanged 17 SP:Iteration 26Q (6437.571939 sec): 3 clusters Score: Raw -329667.608689 + Penalty 1575.726878 = -328091.881811 nChanged 20 SP:Iteration 27Q (6437.586257 sec): 3 clusters Score: Raw -329673.650935 + Penalty 1575.726878 = -328097.924057 nChanged 21 SP:Iteration 28Q (6437.600607 sec): 3 clusters Score: Raw -329679.342960 + Penalty 1575.726878 = -328103.616082 nChanged 14 SP:Iteration 29Q (6437.615038 sec): 3 clusters Score: Raw -329682.713862 + Penalty 1575.726878 = -328106.986984 nChanged 7 SP:Iteration 30Q (6437.629507 sec): 3 clusters Score: Raw -329684.557125 + Penalty 1575.726878 = -328108.830247 nChanged 12 SP:Iteration 31Q (6437.643797 sec): 3 clusters Score: Raw -329688.378064 + Penalty 1575.726878 = -328112.651186 nChanged 17 SP:Iteration 32Q (6437.658020 sec): 3 clusters Score: Raw -329692.190808 + Penalty 1575.726878 = -328116.463930 nChanged 12 SP:Iteration 33Q (6437.672311 sec): 3 clusters Score: Raw -329695.326102 + Penalty 1575.726878 = -328119.599224 nChanged 11 SP:Iteration 34Q (6437.686746 sec): 3 clusters Score: Raw -329698.041669 + Penalty 1575.726878 = -328122.314791 nChanged 7 SP:Iteration 35Q (6437.701211 sec): 3 clusters Score: Raw -329699.317511 + Penalty 1575.726878 = -328123.590633 nChanged 7 SP:Iteration 36Q (6437.715630 sec): 3 clusters Score: Raw -329700.317522 + Penalty 1575.726878 = -328124.590644 nChanged 6 SP:Iteration 37Q (6437.730116 sec): 3 clusters Score: Raw -329700.980065 + Penalty 1575.726878 = -328125.253187 nChanged 10 SP:Iteration 38Q (6437.744560 sec): 3 clusters Score: Raw -329702.911561 + Penalty 1575.726878 = -328127.184683 nChanged 9 SP:Iteration 39Q (6437.758811 sec): 3 clusters Score: Raw -329704.426187 + Penalty 1575.726878 = -328128.699308 nChanged 7 SP:Iteration 40F (6437.773505 sec): 3 clusters Score: Raw -329705.539150 + Penalty 1575.726878 = -328129.812272 nChanged 7 SP:Iteration 41Q (6437.787784 sec): 3 clusters Score: Raw -329706.362742 + Penalty 1575.726878 = -328130.635864 nChanged 1 SP:Iteration 42Q (6437.802128 sec): 3 clusters Score: Raw -329707.104046 + Penalty 1575.726878 = -328131.377168 nChanged 1 SP:Iteration 43Q (6437.816481 sec): 3 clusters Score: Raw -329707.268315 + Penalty 1575.726878 = -328131.541437 nChanged 2 SP:Iteration 44Q (6437.830843 sec): 3 clusters Score: Raw -329707.705463 + Penalty 1575.726878 = -328131.978585 nChanged 3 SP:Iteration 45Q (6437.845250 sec): 3 clusters Score: Raw -329708.765062 + Penalty 1575.726878 = -328133.038184 nChanged 6 SP:Iteration 46Q (6437.859618 sec): 3 clusters Score: Raw -329710.058558 + Penalty 1575.726878 = -328134.331680 nChanged 6 SP:Iteration 47Q (6437.874016 sec): 3 clusters Score: Raw -329711.243808 + Penalty 1575.726878 = -328135.516930 nChanged 4 SP:Iteration 48Q (6437.888425 sec): 3 clusters Score: Raw -329712.765862 + Penalty 1575.726878 = -328137.038984 nChanged 6 SP:Iteration 49Q (6437.902619 sec): 3 clusters Score: Raw -329715.105794 + Penalty 1575.726878 = -328139.378916 nChanged 7 SP:Iteration 50Q (6437.916929 sec): 3 clusters Score: Raw -329716.388588 + Penalty 1575.726878 = -328140.661710 nChanged 8 SP:Iteration 51Q (6437.931323 sec): 3 clusters Score: Raw -329718.090322 + Penalty 1575.726878 = -328142.363444 nChanged 8 SP:Iteration 52Q (6437.945547 sec): 3 clusters Score: Raw -329719.658564 + Penalty 1575.726878 = -328143.931686 nChanged 9 SP:Iteration 53Q (6437.959957 sec): 3 clusters Score: Raw -329721.839753 + Penalty 1575.726878 = -328146.112875 nChanged 11 SP:Iteration 54Q (6437.974394 sec): 3 clusters Score: Raw -329724.109788 + Penalty 1575.726878 = -328148.382910 nChanged 12 SP:Iteration 55Q (6437.988786 sec): 3 clusters Score: Raw -329725.731763 + Penalty 1575.726878 = -328150.004885 nChanged 10 SP:Iteration 56Q (6438.003154 sec): 3 clusters Score: Raw -329727.443852 + Penalty 1575.726878 = -328151.716974 nChanged 11 SP:Iteration 57Q (6438.017404 sec): 3 clusters Score: Raw -329729.744224 + Penalty 1575.726878 = -328154.017346 nChanged 8 SP:Iteration 58Q (6438.031552 sec): 3 clusters Score: Raw -329731.265283 + Penalty 1575.726878 = -328155.538405 nChanged 10 SP:Iteration 59Q (6438.045967 sec): 3 clusters Score: Raw -329735.192564 + Penalty 1575.726878 = -328159.465686 nChanged 9 SP:Iteration 60F (6438.060748 sec): 3 clusters Score: Raw -329739.124460 + Penalty 1575.726878 = -328163.397582 nChanged 5 SP:Iteration 61Q (6438.075128 sec): 3 clusters Score: Raw -329740.602383 + Penalty 1575.726878 = -328164.875505 nChanged 8 SP:Iteration 62Q (6438.089360 sec): 3 clusters Score: Raw -329744.019198 + Penalty 1575.726878 = -328168.292319 nChanged 10 SP:Iteration 63Q (6438.103694 sec): 3 clusters Score: Raw -329747.215173 + Penalty 1575.726878 = -328171.488295 nChanged 6 SP:Iteration 64Q (6438.117913 sec): 3 clusters Score: Raw -329749.082226 + Penalty 1575.726878 = -328173.355348 nChanged 7 SP:Iteration 65Q (6438.132273 sec): 3 clusters Score: Raw -329750.336745 + Penalty 1575.726878 = -328174.609867 nChanged 5 SP:Iteration 66Q (6438.146430 sec): 3 clusters Score: Raw -329750.913108 + Penalty 1575.726878 = -328175.186230 nChanged 2 SP:Iteration 67Q (6438.160655 sec): 3 clusters Score: Raw -329751.070344 + Penalty 1575.726878 = -328175.343466 nChanged 1 SP:Iteration 68Q (6438.174902 sec): 3 clusters Score: Raw -329751.132508 + Penalty 1575.726878 = -328175.405629 nChanged 0 SP:Iteration 69F (6438.189792 sec): 3 clusters Score: Raw -329751.132508 + Penalty 1575.726878 = -328175.405629 nChanged 0 Trying to split cluster 11 (4192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6438.206438 sec): 2 clusters Score: Raw -381077.733835 + Penalty 792.388656 = -380285.345178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6438.222949 sec): 3 clusters Score: Raw -378758.097171 + Penalty 1584.777313 = -377173.319859 nChanged 1787 SP:Iteration 1F (6438.238099 sec): 3 clusters Score: Raw -379791.028290 + Penalty 1584.777313 = -378206.250977 nChanged 297 SP:Iteration 2F (6438.253366 sec): 3 clusters Score: Raw -379962.686192 + Penalty 1584.777313 = -378377.908879 nChanged 232 SP:Iteration 3F (6438.268723 sec): 3 clusters Score: Raw -380092.934549 + Penalty 1584.777313 = -378508.157236 nChanged 193 SP:Iteration 4Q (6438.284009 sec): 3 clusters Score: Raw -380202.754746 + Penalty 1584.777313 = -378617.977433 nChanged 183 SP:Iteration 5Q (6438.299165 sec): 3 clusters Score: Raw -380304.827989 + Penalty 1584.777313 = -378720.050676 nChanged 171 SP:Iteration 6Q (6438.314400 sec): 3 clusters Score: Raw -380407.837272 + Penalty 1584.777313 = -378823.059959 nChanged 156 SP:Iteration 7Q (6438.329649 sec): 3 clusters Score: Raw -380529.664939 + Penalty 1584.777313 = -378944.887626 nChanged 172 SP:Iteration 8Q (6438.344865 sec): 3 clusters Score: Raw -380680.460024 + Penalty 1584.777313 = -379095.682711 nChanged 173 SP:Iteration 9Q (6438.360041 sec): 3 clusters Score: Raw -380824.839054 + Penalty 1584.777313 = -379240.061741 nChanged 145 SP:Iteration 10Q (6438.374989 sec): 3 clusters Score: Raw -380921.671594 + Penalty 1584.777313 = -379336.894281 nChanged 95 SP:Iteration 11Q (6438.390019 sec): 3 clusters Score: Raw -380972.946507 + Penalty 1584.777313 = -379388.169194 nChanged 77 SP:Iteration 12Q (6438.404943 sec): 3 clusters Score: Raw -381007.121999 + Penalty 1584.777313 = -379422.344687 nChanged 49 SP:Iteration 13Q (6438.419839 sec): 3 clusters Score: Raw -381026.971112 + Penalty 1584.777313 = -379442.193799 nChanged 39 SP:Iteration 14Q (6438.434709 sec): 3 clusters Score: Raw -381040.643164 + Penalty 1584.777313 = -379455.865851 nChanged 37 SP:Iteration 15Q (6438.449503 sec): 3 clusters Score: Raw -381050.960583 + Penalty 1584.777313 = -379466.183271 nChanged 16 SP:Iteration 16Q (6438.464330 sec): 3 clusters Score: Raw -381055.002390 + Penalty 1584.777313 = -379470.225077 nChanged 15 SP:Iteration 17Q (6438.479100 sec): 3 clusters Score: Raw -381060.721330 + Penalty 1584.777313 = -379475.944017 nChanged 15 SP:Iteration 18Q (6438.493886 sec): 3 clusters Score: Raw -381068.429556 + Penalty 1584.777313 = -379483.652243 nChanged 21 SP:Iteration 19Q (6438.508483 sec): 3 clusters Score: Raw -381075.066630 + Penalty 1584.777313 = -379490.289318 nChanged 20 SP:Iteration 20F (6438.523466 sec): 3 clusters Score: Raw -381080.842400 + Penalty 1584.777313 = -379496.065087 nChanged 11 SP:Iteration 21Q (6438.538198 sec): 3 clusters Score: Raw -381084.695932 + Penalty 1584.777313 = -379499.918619 nChanged 14 SP:Iteration 22Q (6438.552985 sec): 3 clusters Score: Raw -381087.358579 + Penalty 1584.777313 = -379502.581266 nChanged 5 SP:Iteration 23Q (6438.567699 sec): 3 clusters Score: Raw -381087.960948 + Penalty 1584.777313 = -379503.183635 nChanged 3 SP:Iteration 24Q (6438.618101 sec): 3 clusters Score: Raw -381088.362785 + Penalty 1584.777313 = -379503.585472 nChanged 5 SP:Iteration 25Q (6438.635691 sec): 3 clusters Score: Raw -381089.316097 + Penalty 1584.777313 = -379504.538784 nChanged 9 SP:Iteration 26Q (6438.650303 sec): 3 clusters Score: Raw -381090.717609 + Penalty 1584.777313 = -379505.940296 nChanged 5 SP:Iteration 27Q (6438.664875 sec): 3 clusters Score: Raw -381091.820993 + Penalty 1584.777313 = -379507.043681 nChanged 5 SP:Iteration 28Q (6438.679618 sec): 3 clusters Score: Raw -381092.419549 + Penalty 1584.777313 = -379507.642236 nChanged 5 SP:Iteration 29Q (6438.694325 sec): 3 clusters Score: Raw -381093.470959 + Penalty 1584.777313 = -379508.693646 nChanged 4 SP:Iteration 30Q (6438.709025 sec): 3 clusters Score: Raw -381093.996008 + Penalty 1584.777313 = -379509.218695 nChanged 3 SP:Iteration 31Q (6438.723727 sec): 3 clusters Score: Raw -381094.677279 + Penalty 1584.777313 = -379509.899966 nChanged 7 SP:Iteration 32Q (6438.738473 sec): 3 clusters Score: Raw -381095.849336 + Penalty 1584.777313 = -379511.072023 nChanged 5 SP:Iteration 33Q (6438.753360 sec): 3 clusters Score: Raw -381096.835926 + Penalty 1584.777313 = -379512.058614 nChanged 4 SP:Iteration 34Q (6438.768072 sec): 3 clusters Score: Raw -381097.651630 + Penalty 1584.777313 = -379512.874317 nChanged 8 SP:Iteration 35Q (6438.782739 sec): 3 clusters Score: Raw -381100.586986 + Penalty 1584.777313 = -379515.809673 nChanged 9 SP:Iteration 36Q (6438.797459 sec): 3 clusters Score: Raw -381103.538563 + Penalty 1584.777313 = -379518.761250 nChanged 15 SP:Iteration 37Q (6438.812128 sec): 3 clusters Score: Raw -381108.245515 + Penalty 1584.777313 = -379523.468202 nChanged 15 SP:Iteration 38Q (6438.826784 sec): 3 clusters Score: Raw -381112.684532 + Penalty 1584.777313 = -379527.907219 nChanged 12 SP:Iteration 39Q (6438.841478 sec): 3 clusters Score: Raw -381115.622074 + Penalty 1584.777313 = -379530.844761 nChanged 7 SP:Iteration 40F (6438.856410 sec): 3 clusters Score: Raw -381117.398722 + Penalty 1584.777313 = -379532.621409 nChanged 7 SP:Iteration 41Q (6438.871001 sec): 3 clusters Score: Raw -381119.167365 + Penalty 1584.777313 = -379534.390052 nChanged 8 SP:Iteration 42Q (6438.885637 sec): 3 clusters Score: Raw -381120.940857 + Penalty 1584.777313 = -379536.163544 nChanged 8 SP:Iteration 43Q (6438.900289 sec): 3 clusters Score: Raw -381122.224713 + Penalty 1584.777313 = -379537.447400 nChanged 2 SP:Iteration 44Q (6438.914947 sec): 3 clusters Score: Raw -381122.624898 + Penalty 1584.777313 = -379537.847585 nChanged 1 SP:Iteration 45Q (6438.929489 sec): 3 clusters Score: Raw -381122.860721 + Penalty 1584.777313 = -379538.083408 nChanged 1 SP:Iteration 46Q (6438.943973 sec): 3 clusters Score: Raw -381122.941627 + Penalty 1584.777313 = -379538.164314 nChanged 0 SP:Iteration 47F (6438.958899 sec): 3 clusters Score: Raw -381122.941627 + Penalty 1584.777313 = -379538.164314 nChanged 0 Trying to split cluster 12 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6438.967267 sec): 2 clusters Score: Raw -5440.219304 + Penalty 472.132263 = -4968.087040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6438.968535 sec): 3 clusters Score: Raw -5535.388318 + Penalty 944.264527 = -4591.123791 nChanged 29 SP:Iteration 1F (6438.969633 sec): 3 clusters Score: Raw -5612.568640 + Penalty 944.264527 = -4668.304113 nChanged 10 SP:Iteration 2F (6438.970743 sec): 3 clusters Score: Raw -5632.462206 + Penalty 944.264527 = -4688.197679 nChanged 6 SP:Iteration 3Q (6438.971819 sec): 3 clusters Score: Raw -5642.519006 + Penalty 944.264527 = -4698.254479 nChanged 3 SP:Iteration 4Q (6438.972904 sec): 3 clusters Score: Raw -5658.038421 + Penalty 944.264527 = -4713.773894 nChanged 1 SP:Iteration 5Q (6438.973973 sec): 3 clusters Score: Raw -5660.253323 + Penalty 944.264527 = -4715.988796 nChanged 2 SP:Iteration 6Q (6438.975036 sec): 3 clusters Score: Raw -5670.368903 + Penalty 944.264527 = -4726.104376 nChanged 2 SP:Iteration 7Q (6438.976095 sec): 3 clusters Score: Raw -5675.356048 + Penalty 944.264527 = -4731.091521 nChanged 2 SP:Iteration 8Q (6438.977155 sec): 3 clusters Score: Raw -5678.973505 + Penalty 944.264527 = -4734.708978 nChanged 1 SP:Iteration 9Q (6438.978216 sec): 3 clusters Score: Raw -5686.576602 + Penalty 944.264527 = -4742.312075 nChanged 1 SP:Iteration 10Q (6438.979278 sec): 3 clusters Score: Raw -5687.972394 + Penalty 944.264527 = -4743.707867 nChanged 0 SP:Iteration 11F (6438.980354 sec): 3 clusters Score: Raw -5687.972394 + Penalty 944.264527 = -4743.707867 nChanged 0 Trying to split cluster 13 (1125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6438.992091 sec): 2 clusters Score: Raw -91655.868765 + Penalty 667.426140 = -90988.442625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6438.997157 sec): 3 clusters Score: Raw -91212.631885 + Penalty 1334.852280 = -89877.779606 nChanged 411 SP:Iteration 1F (6439.001850 sec): 3 clusters Score: Raw -91585.599310 + Penalty 1334.852280 = -90250.747030 nChanged 118 SP:Iteration 2F (6439.006515 sec): 3 clusters Score: Raw -91724.559904 + Penalty 1334.852280 = -90389.707625 nChanged 96 SP:Iteration 3F (6439.011166 sec): 3 clusters Score: Raw -91857.796124 + Penalty 1334.852280 = -90522.943844 nChanged 72 SP:Iteration 4F (6439.015804 sec): 3 clusters Score: Raw -91931.913305 + Penalty 1334.852280 = -90597.061025 nChanged 49 SP:Iteration 5Q (6439.020466 sec): 3 clusters Score: Raw -91991.437836 + Penalty 1334.852280 = -90656.585557 nChanged 35 SP:Iteration 6Q (6439.025133 sec): 3 clusters Score: Raw -92027.648594 + Penalty 1334.852280 = -90692.796314 nChanged 31 SP:Iteration 7Q (6439.029765 sec): 3 clusters Score: Raw -92052.546568 + Penalty 1334.852280 = -90717.694288 nChanged 8 SP:Iteration 8Q (6439.034369 sec): 3 clusters Score: Raw -92058.102318 + Penalty 1334.852280 = -90723.250038 nChanged 7 SP:Iteration 9Q (6439.038935 sec): 3 clusters Score: Raw -92062.361301 + Penalty 1334.852280 = -90727.509021 nChanged 1 SP:Iteration 10Q (6439.043543 sec): 3 clusters Score: Raw -92062.822286 + Penalty 1334.852280 = -90727.970006 nChanged 0 SP:Iteration 11F (6439.048092 sec): 3 clusters Score: Raw -92062.822286 + Penalty 1334.852280 = -90727.970006 nChanged 0 Trying to split cluster 14 (18765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6439.077902 sec): 2 clusters Score: Raw -1646106.045467 + Penalty 934.776128 = -1645171.269339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6439.115593 sec): 3 clusters Score: Raw -1634410.185017 + Penalty 1869.552255 = -1632540.632762 nChanged 8713 SP:Iteration 1F (6439.150870 sec): 3 clusters Score: Raw -1639402.228431 + Penalty 1869.552255 = -1637532.676176 nChanged 790 SP:Iteration 2Q (6439.187832 sec): 3 clusters Score: Raw -1639654.186699 + Penalty 1869.552255 = -1637784.634444 nChanged 845 SP:Iteration 3Q (6439.224694 sec): 3 clusters Score: Raw -1640004.861072 + Penalty 1869.552255 = -1638135.308817 nChanged 1059 SP:Iteration 4F (6439.259957 sec): 3 clusters Score: Raw -1640549.531318 + Penalty 1869.552255 = -1638679.979062 nChanged 1245 SP:Iteration 5F (6439.295405 sec): 3 clusters Score: Raw -1641362.725118 + Penalty 1869.552255 = -1639493.172862 nChanged 1456 SP:Iteration 6F (6439.330781 sec): 3 clusters Score: Raw -1642552.189126 + Penalty 1869.552255 = -1640682.636870 nChanged 1447 SP:Iteration 7F (6439.366232 sec): 3 clusters Score: Raw -1643934.188244 + Penalty 1869.552255 = -1642064.635989 nChanged 1135 SP:Iteration 8F (6439.401584 sec): 3 clusters Score: Raw -1645065.760670 + Penalty 1869.552255 = -1643196.208415 nChanged 692 SP:Iteration 9Q (6439.437652 sec): 3 clusters Score: Raw -1645733.649238 + Penalty 1869.552255 = -1643864.096983 nChanged 321 SP:Iteration 10Q (6439.472384 sec): 3 clusters Score: Raw -1646031.266050 + Penalty 1869.552255 = -1644161.713795 nChanged 139 SP:Iteration 11Q (6439.505998 sec): 3 clusters Score: Raw -1646150.263195 + Penalty 1869.552255 = -1644280.710940 nChanged 59 SP:Iteration 12Q (6439.538731 sec): 3 clusters Score: Raw -1646214.208758 + Penalty 1869.552255 = -1644344.656503 nChanged 46 SP:Iteration 13Q (6439.571212 sec): 3 clusters Score: Raw -1646278.806292 + Penalty 1869.552255 = -1644409.254037 nChanged 31 SP:Iteration 14Q (6439.603254 sec): 3 clusters Score: Raw -1646317.575890 + Penalty 1869.552255 = -1644448.023635 nChanged 30 SP:Iteration 15Q (6439.635074 sec): 3 clusters Score: Raw -1646352.072123 + Penalty 1869.552255 = -1644482.519867 nChanged 24 SP:Iteration 16Q (6439.666939 sec): 3 clusters Score: Raw -1646394.852722 + Penalty 1869.552255 = -1644525.300467 nChanged 26 SP:Iteration 17Q (6439.698550 sec): 3 clusters Score: Raw -1646425.334240 + Penalty 1869.552255 = -1644555.781984 nChanged 17 SP:Iteration 18Q (6439.730184 sec): 3 clusters Score: Raw -1646440.375509 + Penalty 1869.552255 = -1644570.823254 nChanged 19 SP:Iteration 19Q (6439.761743 sec): 3 clusters Score: Raw -1646454.667464 + Penalty 1869.552255 = -1644585.115209 nChanged 17 SP:Iteration 20F (6439.796991 sec): 3 clusters Score: Raw -1646473.146264 + Penalty 1869.552255 = -1644603.594009 nChanged 20 SP:Iteration 21Q (6439.828637 sec): 3 clusters Score: Raw -1646492.055415 + Penalty 1869.552255 = -1644622.503159 nChanged 13 SP:Iteration 22Q (6439.860089 sec): 3 clusters Score: Raw -1646509.127687 + Penalty 1869.552255 = -1644639.575432 nChanged 13 SP:Iteration 23Q (6439.891747 sec): 3 clusters Score: Raw -1646522.074325 + Penalty 1869.552255 = -1644652.522070 nChanged 8 SP:Iteration 24Q (6439.923432 sec): 3 clusters Score: Raw -1646527.902389 + Penalty 1869.552255 = -1644658.350133 nChanged 6 SP:Iteration 25Q (6439.954922 sec): 3 clusters Score: Raw -1646531.767689 + Penalty 1869.552255 = -1644662.215434 nChanged 3 SP:Iteration 26Q (6439.986610 sec): 3 clusters Score: Raw -1646533.913321 + Penalty 1869.552255 = -1644664.361066 nChanged 3 SP:Iteration 27Q (6440.018103 sec): 3 clusters Score: Raw -1646535.257682 + Penalty 1869.552255 = -1644665.705427 nChanged 3 SP:Iteration 28Q (6440.049569 sec): 3 clusters Score: Raw -1646536.338496 + Penalty 1869.552255 = -1644666.786241 nChanged 1 SP:Iteration 29Q (6440.081103 sec): 3 clusters Score: Raw -1646536.577503 + Penalty 1869.552255 = -1644667.025248 nChanged 1 SP:Iteration 30Q (6440.112551 sec): 3 clusters Score: Raw -1646537.319593 + Penalty 1869.552255 = -1644667.767338 nChanged 1 SP:Iteration 31Q (6440.144212 sec): 3 clusters Score: Raw -1646537.525694 + Penalty 1869.552255 = -1644667.973439 nChanged 0 SP:Iteration 32F (6440.179304 sec): 3 clusters Score: Raw -1646537.525694 + Penalty 1869.552255 = -1644667.973439 nChanged 0 Trying to split cluster 15 (3856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6440.195138 sec): 2 clusters Score: Raw -345605.489983 + Penalty 784.451637 = -344821.038346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6440.210582 sec): 3 clusters Score: Raw -343551.103315 + Penalty 1568.903275 = -341982.200040 nChanged 1591 SP:Iteration 1F (6440.224916 sec): 3 clusters Score: Raw -344439.180957 + Penalty 1568.903275 = -342870.277682 nChanged 295 SP:Iteration 2F (6440.239244 sec): 3 clusters Score: Raw -344588.603443 + Penalty 1568.903275 = -343019.700168 nChanged 216 SP:Iteration 3F (6440.253590 sec): 3 clusters Score: Raw -344678.146705 + Penalty 1568.903275 = -343109.243431 nChanged 157 SP:Iteration 4Q (6440.267978 sec): 3 clusters Score: Raw -344746.578370 + Penalty 1568.903275 = -343177.675096 nChanged 129 SP:Iteration 5Q (6440.282338 sec): 3 clusters Score: Raw -344800.630609 + Penalty 1568.903275 = -343231.727334 nChanged 134 SP:Iteration 6Q (6440.296685 sec): 3 clusters Score: Raw -344865.451092 + Penalty 1568.903275 = -343296.547818 nChanged 137 SP:Iteration 7Q (6440.311008 sec): 3 clusters Score: Raw -344925.852120 + Penalty 1568.903275 = -343356.948846 nChanged 141 SP:Iteration 8Q (6440.325315 sec): 3 clusters Score: Raw -345006.559591 + Penalty 1568.903275 = -343437.656316 nChanged 158 SP:Iteration 9Q (6440.339501 sec): 3 clusters Score: Raw -345095.664580 + Penalty 1568.903275 = -343526.761306 nChanged 165 SP:Iteration 10Q (6440.353753 sec): 3 clusters Score: Raw -345192.489386 + Penalty 1568.903275 = -343623.586111 nChanged 145 SP:Iteration 11Q (6440.367986 sec): 3 clusters Score: Raw -345281.412228 + Penalty 1568.903275 = -343712.508953 nChanged 133 SP:Iteration 12Q (6440.382158 sec): 3 clusters Score: Raw -345373.601640 + Penalty 1568.903275 = -343804.698365 nChanged 116 SP:Iteration 13Q (6440.396366 sec): 3 clusters Score: Raw -345455.917100 + Penalty 1568.903275 = -343887.013826 nChanged 98 SP:Iteration 14Q (6440.410509 sec): 3 clusters Score: Raw -345534.184711 + Penalty 1568.903275 = -343965.281436 nChanged 75 SP:Iteration 15Q (6440.424452 sec): 3 clusters Score: Raw -345603.743000 + Penalty 1568.903275 = -344034.839725 nChanged 57 SP:Iteration 16Q (6440.438324 sec): 3 clusters Score: Raw -345641.863653 + Penalty 1568.903275 = -344072.960378 nChanged 44 SP:Iteration 17Q (6440.452045 sec): 3 clusters Score: Raw -345667.992157 + Penalty 1568.903275 = -344099.088882 nChanged 37 SP:Iteration 18Q (6440.465583 sec): 3 clusters Score: Raw -345689.680353 + Penalty 1568.903275 = -344120.777078 nChanged 37 SP:Iteration 19Q (6440.479208 sec): 3 clusters Score: Raw -345707.066070 + Penalty 1568.903275 = -344138.162795 nChanged 23 SP:Iteration 20F (6440.493335 sec): 3 clusters Score: Raw -345720.003405 + Penalty 1568.903275 = -344151.100130 nChanged 24 SP:Iteration 21Q (6440.506893 sec): 3 clusters Score: Raw -345730.753330 + Penalty 1568.903275 = -344161.850055 nChanged 17 SP:Iteration 22Q (6440.520279 sec): 3 clusters Score: Raw -345739.161952 + Penalty 1568.903275 = -344170.258678 nChanged 19 SP:Iteration 23Q (6440.533801 sec): 3 clusters Score: Raw -345745.686963 + Penalty 1568.903275 = -344176.783688 nChanged 14 SP:Iteration 24Q (6440.547341 sec): 3 clusters Score: Raw -345750.581637 + Penalty 1568.903275 = -344181.678362 nChanged 8 SP:Iteration 25Q (6440.560750 sec): 3 clusters Score: Raw -345752.866349 + Penalty 1568.903275 = -344183.963074 nChanged 7 SP:Iteration 26Q (6440.574237 sec): 3 clusters Score: Raw -345755.028664 + Penalty 1568.903275 = -344186.125390 nChanged 11 SP:Iteration 27Q (6440.587616 sec): 3 clusters Score: Raw -345759.626890 + Penalty 1568.903275 = -344190.723615 nChanged 14 SP:Iteration 28Q (6440.600972 sec): 3 clusters Score: Raw -345764.146173 + Penalty 1568.903275 = -344195.242898 nChanged 13 SP:Iteration 29Q (6440.614477 sec): 3 clusters Score: Raw -345770.375488 + Penalty 1568.903275 = -344201.472214 nChanged 14 SP:Iteration 30Q (6440.627984 sec): 3 clusters Score: Raw -345780.291244 + Penalty 1568.903275 = -344211.387969 nChanged 14 SP:Iteration 31Q (6440.641477 sec): 3 clusters Score: Raw -345786.623100 + Penalty 1568.903275 = -344217.719825 nChanged 13 SP:Iteration 32Q (6440.654847 sec): 3 clusters Score: Raw -345792.511161 + Penalty 1568.903275 = -344223.607886 nChanged 7 SP:Iteration 33Q (6440.668276 sec): 3 clusters Score: Raw -345795.371915 + Penalty 1568.903275 = -344226.468641 nChanged 5 SP:Iteration 34Q (6440.681687 sec): 3 clusters Score: Raw -345797.098148 + Penalty 1568.903275 = -344228.194874 nChanged 3 SP:Iteration 35Q (6440.694973 sec): 3 clusters Score: Raw -345798.765121 + Penalty 1568.903275 = -344229.861846 nChanged 4 SP:Iteration 36Q (6440.708411 sec): 3 clusters Score: Raw -345800.178053 + Penalty 1568.903275 = -344231.274779 nChanged 3 SP:Iteration 37Q (6440.721891 sec): 3 clusters Score: Raw -345801.583452 + Penalty 1568.903275 = -344232.680177 nChanged 2 SP:Iteration 38Q (6440.735328 sec): 3 clusters Score: Raw -345802.327981 + Penalty 1568.903275 = -344233.424707 nChanged 0 SP:Iteration 39F (6440.749417 sec): 3 clusters Score: Raw -345802.327981 + Penalty 1568.903275 = -344233.424707 nChanged 0 Trying to split cluster 16 (2350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6440.764816 sec): 2 clusters Score: Raw -187843.493157 + Penalty 737.406208 = -187106.086950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6440.774685 sec): 3 clusters Score: Raw -186686.642685 + Penalty 1474.812415 = -185211.830269 nChanged 916 SP:Iteration 1F (6440.783789 sec): 3 clusters Score: Raw -187249.159289 + Penalty 1474.812415 = -185774.346874 nChanged 172 SP:Iteration 2F (6440.792844 sec): 3 clusters Score: Raw -187366.894123 + Penalty 1474.812415 = -185892.081708 nChanged 125 SP:Iteration 3F (6440.801753 sec): 3 clusters Score: Raw -187427.439651 + Penalty 1474.812415 = -185952.627236 nChanged 85 SP:Iteration 4Q (6440.810853 sec): 3 clusters Score: Raw -187469.820105 + Penalty 1474.812415 = -185995.007689 nChanged 75 SP:Iteration 5Q (6440.819892 sec): 3 clusters Score: Raw -187516.288370 + Penalty 1474.812415 = -186041.475955 nChanged 78 SP:Iteration 6Q (6440.828761 sec): 3 clusters Score: Raw -187573.333490 + Penalty 1474.812415 = -186098.521075 nChanged 78 SP:Iteration 7Q (6440.837800 sec): 3 clusters Score: Raw -187623.962533 + Penalty 1474.812415 = -186149.150118 nChanged 80 SP:Iteration 8Q (6440.846836 sec): 3 clusters Score: Raw -187677.879413 + Penalty 1474.812415 = -186203.066998 nChanged 66 SP:Iteration 9Q (6440.855705 sec): 3 clusters Score: Raw -187726.200461 + Penalty 1474.812415 = -186251.388046 nChanged 54 SP:Iteration 10Q (6440.864671 sec): 3 clusters Score: Raw -187759.671560 + Penalty 1474.812415 = -186284.859145 nChanged 46 SP:Iteration 11Q (6440.873600 sec): 3 clusters Score: Raw -187788.482279 + Penalty 1474.812415 = -186313.669864 nChanged 47 SP:Iteration 12Q (6440.882397 sec): 3 clusters Score: Raw -187826.277899 + Penalty 1474.812415 = -186351.465483 nChanged 41 SP:Iteration 13Q (6440.891240 sec): 3 clusters Score: Raw -187850.324189 + Penalty 1474.812415 = -186375.511774 nChanged 30 SP:Iteration 14Q (6440.899947 sec): 3 clusters Score: Raw -187871.869169 + Penalty 1474.812415 = -186397.056754 nChanged 22 SP:Iteration 15Q (6440.908834 sec): 3 clusters Score: Raw -187880.764797 + Penalty 1474.812415 = -186405.952382 nChanged 15 SP:Iteration 16Q (6440.917495 sec): 3 clusters Score: Raw -187889.830973 + Penalty 1474.812415 = -186415.018558 nChanged 12 SP:Iteration 17Q (6440.926328 sec): 3 clusters Score: Raw -187895.294556 + Penalty 1474.812415 = -186420.482140 nChanged 10 SP:Iteration 18Q (6440.935117 sec): 3 clusters Score: Raw -187899.904575 + Penalty 1474.812415 = -186425.092159 nChanged 6 SP:Iteration 19Q (6440.943911 sec): 3 clusters Score: Raw -187904.708571 + Penalty 1474.812415 = -186429.896156 nChanged 9 SP:Iteration 20F (6440.952988 sec): 3 clusters Score: Raw -187908.248468 + Penalty 1474.812415 = -186433.436052 nChanged 6 SP:Iteration 21Q (6440.961677 sec): 3 clusters Score: Raw -187913.720345 + Penalty 1474.812415 = -186438.907929 nChanged 11 SP:Iteration 22Q (6440.970420 sec): 3 clusters Score: Raw -187921.959534 + Penalty 1474.812415 = -186447.147119 nChanged 11 SP:Iteration 23Q (6440.979057 sec): 3 clusters Score: Raw -187926.264980 + Penalty 1474.812415 = -186451.452565 nChanged 6 SP:Iteration 24Q (6440.987664 sec): 3 clusters Score: Raw -187928.754257 + Penalty 1474.812415 = -186453.941841 nChanged 5 SP:Iteration 25Q (6440.996317 sec): 3 clusters Score: Raw -187931.353230 + Penalty 1474.812415 = -186456.540814 nChanged 6 SP:Iteration 26Q (6441.005042 sec): 3 clusters Score: Raw -187936.983477 + Penalty 1474.812415 = -186462.171062 nChanged 9 SP:Iteration 27Q (6441.013640 sec): 3 clusters Score: Raw -187943.141505 + Penalty 1474.812415 = -186468.329090 nChanged 10 SP:Iteration 28Q (6441.022255 sec): 3 clusters Score: Raw -187947.936698 + Penalty 1474.812415 = -186473.124283 nChanged 7 SP:Iteration 29Q (6441.030967 sec): 3 clusters Score: Raw -187950.979117 + Penalty 1474.812415 = -186476.166701 nChanged 7 SP:Iteration 30Q (6441.039533 sec): 3 clusters Score: Raw -187955.051178 + Penalty 1474.812415 = -186480.238763 nChanged 7 SP:Iteration 31Q (6441.048125 sec): 3 clusters Score: Raw -187959.118236 + Penalty 1474.812415 = -186484.305821 nChanged 6 SP:Iteration 32Q (6441.056708 sec): 3 clusters Score: Raw -187963.424934 + Penalty 1474.812415 = -186488.612519 nChanged 2 SP:Iteration 33Q (6441.065360 sec): 3 clusters Score: Raw -187964.145472 + Penalty 1474.812415 = -186489.333056 nChanged 3 SP:Iteration 34Q (6441.073908 sec): 3 clusters Score: Raw -187965.526888 + Penalty 1474.812415 = -186490.714473 nChanged 7 SP:Iteration 35Q (6441.082588 sec): 3 clusters Score: Raw -187968.209905 + Penalty 1474.812415 = -186493.397489 nChanged 6 SP:Iteration 36Q (6441.091151 sec): 3 clusters Score: Raw -187971.420160 + Penalty 1474.812415 = -186496.607745 nChanged 8 SP:Iteration 37Q (6441.099849 sec): 3 clusters Score: Raw -187974.606119 + Penalty 1474.812415 = -186499.793704 nChanged 6 SP:Iteration 38Q (6441.108521 sec): 3 clusters Score: Raw -187977.083283 + Penalty 1474.812415 = -186502.270868 nChanged 4 SP:Iteration 39Q (6441.117182 sec): 3 clusters Score: Raw -187978.622312 + Penalty 1474.812415 = -186503.809896 nChanged 1 SP:Iteration 40F (6441.126247 sec): 3 clusters Score: Raw -187978.922459 + Penalty 1474.812415 = -186504.110044 nChanged 1 SP:Iteration 41Q (6441.134910 sec): 3 clusters Score: Raw -187979.222881 + Penalty 1474.812415 = -186504.410466 nChanged 0 SP:Iteration 42F (6441.143960 sec): 3 clusters Score: Raw -187979.222881 + Penalty 1474.812415 = -186504.410466 nChanged 0 Trying to split cluster 17 (15533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6441.172570 sec): 2 clusters Score: Raw -1342537.148843 + Penalty 916.818597 = -1341620.330246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6441.205194 sec): 3 clusters Score: Raw -1333103.960663 + Penalty 1833.637194 = -1331270.323469 nChanged 7077 SP:Iteration 1F (6441.236596 sec): 3 clusters Score: Raw -1337167.119848 + Penalty 1833.637194 = -1335333.482655 nChanged 878 SP:Iteration 2F (6441.267649 sec): 3 clusters Score: Raw -1337525.739090 + Penalty 1833.637194 = -1335692.101896 nChanged 844 SP:Iteration 3F (6441.298930 sec): 3 clusters Score: Raw -1337889.535436 + Penalty 1833.637194 = -1336055.898242 nChanged 870 SP:Iteration 4F (6441.329985 sec): 3 clusters Score: Raw -1338311.644891 + Penalty 1833.637194 = -1336478.007697 nChanged 907 SP:Iteration 5F (6441.361114 sec): 3 clusters Score: Raw -1338798.517441 + Penalty 1833.637194 = -1336964.880247 nChanged 902 SP:Iteration 6F (6441.392178 sec): 3 clusters Score: Raw -1339360.202660 + Penalty 1833.637194 = -1337526.565466 nChanged 900 SP:Iteration 7F (6441.423451 sec): 3 clusters Score: Raw -1340001.537875 + Penalty 1833.637194 = -1338167.900681 nChanged 847 SP:Iteration 8F (6441.454458 sec): 3 clusters Score: Raw -1340616.108017 + Penalty 1833.637194 = -1338782.470824 nChanged 718 SP:Iteration 9Q (6441.486508 sec): 3 clusters Score: Raw -1341177.458103 + Penalty 1833.637194 = -1339343.820909 nChanged 585 SP:Iteration 10Q (6441.518136 sec): 3 clusters Score: Raw -1341672.650907 + Penalty 1833.637194 = -1339839.013713 nChanged 458 SP:Iteration 11Q (6441.549569 sec): 3 clusters Score: Raw -1342086.906197 + Penalty 1833.637194 = -1340253.269003 nChanged 289 SP:Iteration 12Q (6441.579996 sec): 3 clusters Score: Raw -1342327.247092 + Penalty 1833.637194 = -1340493.609898 nChanged 160 SP:Iteration 13Q (6441.609645 sec): 3 clusters Score: Raw -1342460.724921 + Penalty 1833.637194 = -1340627.087728 nChanged 85 SP:Iteration 14Q (6441.638514 sec): 3 clusters Score: Raw -1342557.600565 + Penalty 1833.637194 = -1340723.963372 nChanged 38 SP:Iteration 15Q (6441.666649 sec): 3 clusters Score: Raw -1342599.176802 + Penalty 1833.637194 = -1340765.539608 nChanged 18 SP:Iteration 16Q (6441.694743 sec): 3 clusters Score: Raw -1342621.534459 + Penalty 1833.637194 = -1340787.897266 nChanged 15 SP:Iteration 17Q (6441.722896 sec): 3 clusters Score: Raw -1342640.082339 + Penalty 1833.637194 = -1340806.445145 nChanged 10 SP:Iteration 18Q (6441.750850 sec): 3 clusters Score: Raw -1342653.683851 + Penalty 1833.637194 = -1340820.046657 nChanged 7 SP:Iteration 19Q (6441.778599 sec): 3 clusters Score: Raw -1342660.840191 + Penalty 1833.637194 = -1340827.202997 nChanged 4 SP:Iteration 20F (6441.809821 sec): 3 clusters Score: Raw -1342664.382918 + Penalty 1833.637194 = -1340830.745724 nChanged 2 SP:Iteration 21Q (6441.837647 sec): 3 clusters Score: Raw -1342669.237117 + Penalty 1833.637194 = -1340835.599924 nChanged 5 SP:Iteration 22Q (6441.865471 sec): 3 clusters Score: Raw -1342676.146211 + Penalty 1833.637194 = -1340842.509017 nChanged 7 SP:Iteration 23Q (6441.893181 sec): 3 clusters Score: Raw -1342680.605884 + Penalty 1833.637194 = -1340846.968690 nChanged 5 SP:Iteration 24Q (6441.920916 sec): 3 clusters Score: Raw -1342685.250797 + Penalty 1833.637194 = -1340851.613603 nChanged 1 SP:Iteration 25Q (6441.948929 sec): 3 clusters Score: Raw -1342685.651772 + Penalty 1833.637194 = -1340852.014579 nChanged 1 SP:Iteration 26Q (6441.976610 sec): 3 clusters Score: Raw -1342686.100660 + Penalty 1833.637194 = -1340852.463466 nChanged 0 SP:Iteration 27F (6442.007570 sec): 3 clusters Score: Raw -1342686.100660 + Penalty 1833.637194 = -1340852.463466 nChanged 0 Trying to split cluster 18 (2844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6442.022704 sec): 2 clusters Score: Raw -230796.846996 + Penalty 755.531845 = -230041.315150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6442.034621 sec): 3 clusters Score: Raw -229324.282370 + Penalty 1511.063690 = -227813.218679 nChanged 1169 SP:Iteration 1F (6442.045541 sec): 3 clusters Score: Raw -230048.557849 + Penalty 1511.063690 = -228537.494159 nChanged 245 SP:Iteration 2F (6442.056571 sec): 3 clusters Score: Raw -230236.444582 + Penalty 1511.063690 = -228725.380892 nChanged 172 SP:Iteration 3F (6442.067616 sec): 3 clusters Score: Raw -230356.588140 + Penalty 1511.063690 = -228845.524450 nChanged 146 SP:Iteration 4F (6442.078666 sec): 3 clusters Score: Raw -230442.148634 + Penalty 1511.063690 = -228931.084944 nChanged 94 SP:Iteration 5Q (6442.089664 sec): 3 clusters Score: Raw -230481.654760 + Penalty 1511.063690 = -228970.591070 nChanged 75 SP:Iteration 6Q (6442.100631 sec): 3 clusters Score: Raw -230512.371816 + Penalty 1511.063690 = -229001.308125 nChanged 61 SP:Iteration 7Q (6442.111626 sec): 3 clusters Score: Raw -230536.726027 + Penalty 1511.063690 = -229025.662336 nChanged 49 SP:Iteration 8Q (6442.122575 sec): 3 clusters Score: Raw -230555.267862 + Penalty 1511.063690 = -229044.204172 nChanged 53 SP:Iteration 9Q (6442.133537 sec): 3 clusters Score: Raw -230577.910793 + Penalty 1511.063690 = -229066.847103 nChanged 45 SP:Iteration 10Q (6442.144458 sec): 3 clusters Score: Raw -230601.825767 + Penalty 1511.063690 = -229090.762077 nChanged 48 SP:Iteration 11Q (6442.155201 sec): 3 clusters Score: Raw -230621.172825 + Penalty 1511.063690 = -229110.109134 nChanged 34 SP:Iteration 12Q (6442.166023 sec): 3 clusters Score: Raw -230632.138274 + Penalty 1511.063690 = -229121.074583 nChanged 26 SP:Iteration 13Q (6442.176953 sec): 3 clusters Score: Raw -230642.330061 + Penalty 1511.063690 = -229131.266371 nChanged 24 SP:Iteration 14Q (6442.187995 sec): 3 clusters Score: Raw -230651.265790 + Penalty 1511.063690 = -229140.202100 nChanged 21 SP:Iteration 15Q (6442.198796 sec): 3 clusters Score: Raw -230659.768037 + Penalty 1511.063690 = -229148.704346 nChanged 25 SP:Iteration 16Q (6442.209573 sec): 3 clusters Score: Raw -230671.409830 + Penalty 1511.063690 = -229160.346139 nChanged 23 SP:Iteration 17Q (6442.220497 sec): 3 clusters Score: Raw -230681.148135 + Penalty 1511.063690 = -229170.084445 nChanged 22 SP:Iteration 18Q (6442.231327 sec): 3 clusters Score: Raw -230689.042501 + Penalty 1511.063690 = -229177.978811 nChanged 15 SP:Iteration 19Q (6442.242084 sec): 3 clusters Score: Raw -230694.215018 + Penalty 1511.063690 = -229183.151328 nChanged 10 SP:Iteration 20F (6442.252984 sec): 3 clusters Score: Raw -230696.893353 + Penalty 1511.063690 = -229185.829662 nChanged 8 SP:Iteration 21Q (6442.263905 sec): 3 clusters Score: Raw -230698.582699 + Penalty 1511.063690 = -229187.519009 nChanged 7 SP:Iteration 22Q (6442.274829 sec): 3 clusters Score: Raw -230700.107437 + Penalty 1511.063690 = -229189.043747 nChanged 4 SP:Iteration 23Q (6442.285610 sec): 3 clusters Score: Raw -230701.462485 + Penalty 1511.063690 = -229190.398795 nChanged 7 SP:Iteration 24Q (6442.296441 sec): 3 clusters Score: Raw -230703.695316 + Penalty 1511.063690 = -229192.631626 nChanged 10 SP:Iteration 25Q (6442.307327 sec): 3 clusters Score: Raw -230705.807590 + Penalty 1511.063690 = -229194.743900 nChanged 10 SP:Iteration 26Q (6442.318736 sec): 3 clusters Score: Raw -230709.160380 + Penalty 1511.063690 = -229198.096689 nChanged 10 SP:Iteration 27Q (6442.329623 sec): 3 clusters Score: Raw -230712.088789 + Penalty 1511.063690 = -229201.025099 nChanged 10 SP:Iteration 28Q (6442.340270 sec): 3 clusters Score: Raw -230714.556789 + Penalty 1511.063690 = -229203.493099 nChanged 7 SP:Iteration 29Q (6442.351109 sec): 3 clusters Score: Raw -230716.177789 + Penalty 1511.063690 = -229205.114099 nChanged 8 SP:Iteration 30Q (6442.362012 sec): 3 clusters Score: Raw -230717.822809 + Penalty 1511.063690 = -229206.759118 nChanged 4 SP:Iteration 31Q (6442.372753 sec): 3 clusters Score: Raw -230718.308341 + Penalty 1511.063690 = -229207.244651 nChanged 2 SP:Iteration 32Q (6442.383504 sec): 3 clusters Score: Raw -230718.797705 + Penalty 1511.063690 = -229207.734015 nChanged 3 SP:Iteration 33Q (6442.394379 sec): 3 clusters Score: Raw -230719.352819 + Penalty 1511.063690 = -229208.289129 nChanged 2 SP:Iteration 34Q (6442.405165 sec): 3 clusters Score: Raw -230720.046822 + Penalty 1511.063690 = -229208.983132 nChanged 5 SP:Iteration 35Q (6442.426631 sec): 3 clusters Score: Raw -230720.942919 + Penalty 1511.063690 = -229209.879229 nChanged 4 SP:Iteration 36Q (6442.437575 sec): 3 clusters Score: Raw -230721.726949 + Penalty 1511.063690 = -229210.663258 nChanged 4 SP:Iteration 37Q (6442.448401 sec): 3 clusters Score: Raw -230722.656187 + Penalty 1511.063690 = -229211.592497 nChanged 6 SP:Iteration 38Q (6442.459205 sec): 3 clusters Score: Raw -230724.076268 + Penalty 1511.063690 = -229213.012577 nChanged 4 SP:Iteration 39Q (6442.470076 sec): 3 clusters Score: Raw -230725.555413 + Penalty 1511.063690 = -229214.491722 nChanged 5 SP:Iteration 40F (6442.512987 sec): 3 clusters Score: Raw -230726.208940 + Penalty 1511.063690 = -229215.145250 nChanged 3 SP:Iteration 41Q (6442.524090 sec): 3 clusters Score: Raw -230727.063865 + Penalty 1511.063690 = -229216.000175 nChanged 4 SP:Iteration 42Q (6442.539648 sec): 3 clusters Score: Raw -230728.437824 + Penalty 1511.063690 = -229217.374133 nChanged 10 SP:Iteration 43Q (6442.550514 sec): 3 clusters Score: Raw -230735.378716 + Penalty 1511.063690 = -229224.315026 nChanged 15 SP:Iteration 44Q (6442.561430 sec): 3 clusters Score: Raw -230744.497953 + Penalty 1511.063690 = -229233.434263 nChanged 18 SP:Iteration 45Q (6442.572310 sec): 3 clusters Score: Raw -230749.351807 + Penalty 1511.063690 = -229238.288117 nChanged 11 SP:Iteration 46Q (6442.583177 sec): 3 clusters Score: Raw -230752.292375 + Penalty 1511.063690 = -229241.228685 nChanged 12 SP:Iteration 47Q (6442.594008 sec): 3 clusters Score: Raw -230759.359116 + Penalty 1511.063690 = -229248.295426 nChanged 21 SP:Iteration 48Q (6442.604747 sec): 3 clusters Score: Raw -230770.131272 + Penalty 1511.063690 = -229259.067582 nChanged 21 SP:Iteration 49Q (6442.615635 sec): 3 clusters Score: Raw -230776.064358 + Penalty 1511.063690 = -229265.000668 nChanged 14 SP:Iteration 50Q (6442.626419 sec): 3 clusters Score: Raw -230779.937334 + Penalty 1511.063690 = -229268.873644 nChanged 16 SP:Iteration 51Q (6442.637297 sec): 3 clusters Score: Raw -230784.940560 + Penalty 1511.063690 = -229273.876870 nChanged 15 SP:Iteration 52Q (6442.648063 sec): 3 clusters Score: Raw -230790.621231 + Penalty 1511.063690 = -229279.557540 nChanged 20 SP:Iteration 53Q (6442.658861 sec): 3 clusters Score: Raw -230798.566057 + Penalty 1511.063690 = -229287.502366 nChanged 26 SP:Iteration 54Q (6442.669764 sec): 3 clusters Score: Raw -230809.424909 + Penalty 1511.063690 = -229298.361219 nChanged 25 SP:Iteration 55Q (6442.680585 sec): 3 clusters Score: Raw -230821.225390 + Penalty 1511.063690 = -229310.161700 nChanged 28 SP:Iteration 56Q (6442.691269 sec): 3 clusters Score: Raw -230831.448856 + Penalty 1511.063690 = -229320.385165 nChanged 23 SP:Iteration 57Q (6442.702091 sec): 3 clusters Score: Raw -230840.325938 + Penalty 1511.063690 = -229329.262248 nChanged 22 SP:Iteration 58Q (6442.712861 sec): 3 clusters Score: Raw -230846.607296 + Penalty 1511.063690 = -229335.543606 nChanged 24 SP:Iteration 59Q (6442.723682 sec): 3 clusters Score: Raw -230855.518595 + Penalty 1511.063690 = -229344.454905 nChanged 24 SP:Iteration 60F (6442.734608 sec): 3 clusters Score: Raw -230865.065100 + Penalty 1511.063690 = -229354.001410 nChanged 16 SP:Iteration 61Q (6442.745427 sec): 3 clusters Score: Raw -230868.621159 + Penalty 1511.063690 = -229357.557468 nChanged 9 SP:Iteration 62Q (6442.756007 sec): 3 clusters Score: Raw -230870.444335 + Penalty 1511.063690 = -229359.380645 nChanged 7 SP:Iteration 63Q (6442.766832 sec): 3 clusters Score: Raw -230872.057757 + Penalty 1511.063690 = -229360.994067 nChanged 6 SP:Iteration 64Q (6442.777509 sec): 3 clusters Score: Raw -230872.870367 + Penalty 1511.063690 = -229361.806677 nChanged 2 SP:Iteration 65Q (6442.788227 sec): 3 clusters Score: Raw -230873.238975 + Penalty 1511.063690 = -229362.175285 nChanged 1 SP:Iteration 66Q (6442.798850 sec): 3 clusters Score: Raw -230873.371035 + Penalty 1511.063690 = -229362.307345 nChanged 0 SP:Iteration 67F (6442.809774 sec): 3 clusters Score: Raw -230873.371035 + Penalty 1511.063690 = -229362.307345 nChanged 0 Trying to split cluster 19 (6359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6442.828363 sec): 2 clusters Score: Raw -458526.912281 + Penalty 831.974509 = -457694.937772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6442.850219 sec): 3 clusters Score: Raw -454942.382968 + Penalty 1663.949018 = -453278.433950 nChanged 2734 SP:Iteration 1F (6442.871300 sec): 3 clusters Score: Raw -456803.112747 + Penalty 1663.949018 = -455139.163729 nChanged 655 SP:Iteration 2F (6442.892157 sec): 3 clusters Score: Raw -457364.838222 + Penalty 1663.949018 = -455700.889204 nChanged 514 SP:Iteration 3F (6442.913220 sec): 3 clusters Score: Raw -457754.149251 + Penalty 1663.949018 = -456090.200233 nChanged 373 SP:Iteration 4F (6442.934224 sec): 3 clusters Score: Raw -458003.152558 + Penalty 1663.949018 = -456339.203539 nChanged 301 SP:Iteration 5Q (6442.955618 sec): 3 clusters Score: Raw -458184.988118 + Penalty 1663.949018 = -456521.039100 nChanged 220 SP:Iteration 6Q (6442.977037 sec): 3 clusters Score: Raw -458291.708330 + Penalty 1663.949018 = -456627.759312 nChanged 162 SP:Iteration 7Q (6442.998374 sec): 3 clusters Score: Raw -458372.170162 + Penalty 1663.949018 = -456708.221144 nChanged 156 SP:Iteration 8Q (6443.019609 sec): 3 clusters Score: Raw -458454.290917 + Penalty 1663.949018 = -456790.341898 nChanged 144 SP:Iteration 9Q (6443.040717 sec): 3 clusters Score: Raw -458522.279761 + Penalty 1663.949018 = -456858.330742 nChanged 121 SP:Iteration 10Q (6443.061776 sec): 3 clusters Score: Raw -458568.785431 + Penalty 1663.949018 = -456904.836413 nChanged 110 SP:Iteration 11Q (6443.082827 sec): 3 clusters Score: Raw -458622.633393 + Penalty 1663.949018 = -456958.684375 nChanged 113 SP:Iteration 12Q (6443.103941 sec): 3 clusters Score: Raw -458677.152694 + Penalty 1663.949018 = -457013.203676 nChanged 108 SP:Iteration 13Q (6443.124883 sec): 3 clusters Score: Raw -458735.675222 + Penalty 1663.949018 = -457071.726204 nChanged 104 SP:Iteration 14Q (6443.146005 sec): 3 clusters Score: Raw -458787.608857 + Penalty 1663.949018 = -457123.659839 nChanged 83 SP:Iteration 15Q (6443.166752 sec): 3 clusters Score: Raw -458828.574567 + Penalty 1663.949018 = -457164.625549 nChanged 63 SP:Iteration 16Q (6443.187779 sec): 3 clusters Score: Raw -458857.908357 + Penalty 1663.949018 = -457193.959339 nChanged 54 SP:Iteration 17Q (6443.208766 sec): 3 clusters Score: Raw -458882.707625 + Penalty 1663.949018 = -457218.758607 nChanged 42 SP:Iteration 18Q (6443.229662 sec): 3 clusters Score: Raw -458901.574449 + Penalty 1663.949018 = -457237.625431 nChanged 35 SP:Iteration 19Q (6443.250728 sec): 3 clusters Score: Raw -458916.602399 + Penalty 1663.949018 = -457252.653381 nChanged 27 SP:Iteration 20F (6443.271697 sec): 3 clusters Score: Raw -458928.242824 + Penalty 1663.949018 = -457264.293806 nChanged 20 SP:Iteration 21Q (6443.292355 sec): 3 clusters Score: Raw -458936.929723 + Penalty 1663.949018 = -457272.980705 nChanged 19 SP:Iteration 22Q (6443.313208 sec): 3 clusters Score: Raw -458943.293838 + Penalty 1663.949018 = -457279.344820 nChanged 8 SP:Iteration 23Q (6443.333999 sec): 3 clusters Score: Raw -458945.992752 + Penalty 1663.949018 = -457282.043734 nChanged 9 SP:Iteration 24Q (6443.354472 sec): 3 clusters Score: Raw -458948.207259 + Penalty 1663.949018 = -457284.258240 nChanged 4 SP:Iteration 25Q (6443.375069 sec): 3 clusters Score: Raw -458949.825081 + Penalty 1663.949018 = -457285.876063 nChanged 2 SP:Iteration 26Q (6443.395887 sec): 3 clusters Score: Raw -458950.276759 + Penalty 1663.949018 = -457286.327740 nChanged 1 SP:Iteration 27Q (6443.416670 sec): 3 clusters Score: Raw -458950.343638 + Penalty 1663.949018 = -457286.394619 nChanged 0 SP:Iteration 28F (6443.437890 sec): 3 clusters Score: Raw -458950.343638 + Penalty 1663.949018 = -457286.394619 nChanged 0 Trying to split cluster 20 (1846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6443.452604 sec): 2 clusters Score: Raw -158221.508065 + Penalty 714.473759 = -157507.034306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6443.460341 sec): 3 clusters Score: Raw -157350.781523 + Penalty 1428.947519 = -155921.834004 nChanged 721 SP:Iteration 1F (6443.467464 sec): 3 clusters Score: Raw -157785.775422 + Penalty 1428.947519 = -156356.827903 nChanged 154 SP:Iteration 2F (6443.474478 sec): 3 clusters Score: Raw -157883.211929 + Penalty 1428.947519 = -156454.264411 nChanged 101 SP:Iteration 3F (6443.481542 sec): 3 clusters Score: Raw -157963.679511 + Penalty 1428.947519 = -156534.731993 nChanged 97 SP:Iteration 4F (6443.488529 sec): 3 clusters Score: Raw -158033.198453 + Penalty 1428.947519 = -156604.250934 nChanged 85 SP:Iteration 5Q (6443.495591 sec): 3 clusters Score: Raw -158097.268622 + Penalty 1428.947519 = -156668.321103 nChanged 72 SP:Iteration 6Q (6443.502625 sec): 3 clusters Score: Raw -158151.187405 + Penalty 1428.947519 = -156722.239886 nChanged 66 SP:Iteration 7Q (6443.509665 sec): 3 clusters Score: Raw -158203.169879 + Penalty 1428.947519 = -156774.222361 nChanged 54 SP:Iteration 8Q (6443.516759 sec): 3 clusters Score: Raw -158246.142783 + Penalty 1428.947519 = -156817.195264 nChanged 61 SP:Iteration 9Q (6443.523830 sec): 3 clusters Score: Raw -158286.933940 + Penalty 1428.947519 = -156857.986421 nChanged 45 SP:Iteration 10Q (6443.530907 sec): 3 clusters Score: Raw -158316.993234 + Penalty 1428.947519 = -156888.045715 nChanged 39 SP:Iteration 11Q (6443.537954 sec): 3 clusters Score: Raw -158346.250218 + Penalty 1428.947519 = -156917.302699 nChanged 44 SP:Iteration 12Q (6443.544992 sec): 3 clusters Score: Raw -158380.317141 + Penalty 1428.947519 = -156951.369623 nChanged 40 SP:Iteration 13Q (6443.552087 sec): 3 clusters Score: Raw -158404.041756 + Penalty 1428.947519 = -156975.094237 nChanged 33 SP:Iteration 14Q (6443.559075 sec): 3 clusters Score: Raw -158427.732273 + Penalty 1428.947519 = -156998.784754 nChanged 29 SP:Iteration 15Q (6443.566099 sec): 3 clusters Score: Raw -158440.579387 + Penalty 1428.947519 = -157011.631868 nChanged 18 SP:Iteration 16Q (6443.573025 sec): 3 clusters Score: Raw -158451.404664 + Penalty 1428.947519 = -157022.457145 nChanged 19 SP:Iteration 17Q (6443.580009 sec): 3 clusters Score: Raw -158461.965635 + Penalty 1428.947519 = -157033.018116 nChanged 14 SP:Iteration 18Q (6443.586911 sec): 3 clusters Score: Raw -158466.920594 + Penalty 1428.947519 = -157037.973075 nChanged 12 SP:Iteration 19Q (6443.593884 sec): 3 clusters Score: Raw -158471.623717 + Penalty 1428.947519 = -157042.676198 nChanged 6 SP:Iteration 20F (6443.600972 sec): 3 clusters Score: Raw -158477.942297 + Penalty 1428.947519 = -157048.994778 nChanged 5 SP:Iteration 21Q (6443.607935 sec): 3 clusters Score: Raw -158479.356390 + Penalty 1428.947519 = -157050.408871 nChanged 1 SP:Iteration 22Q (6443.614817 sec): 3 clusters Score: Raw -158479.768380 + Penalty 1428.947519 = -157050.820861 nChanged 2 SP:Iteration 23Q (6443.621776 sec): 3 clusters Score: Raw -158480.257554 + Penalty 1428.947519 = -157051.310035 nChanged 0 SP:Iteration 24F (6443.628791 sec): 3 clusters Score: Raw -158480.257554 + Penalty 1428.947519 = -157051.310035 nChanged 0 Trying to split cluster 21 (23281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6443.665021 sec): 2 clusters Score: Raw -2064307.267206 + Penalty 955.262321 = -2063352.004885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6443.706675 sec): 3 clusters Score: Raw -2049762.176009 + Penalty 1910.524643 = -2047851.651366 nChanged 10846 SP:Iteration 1F (6443.743752 sec): 3 clusters Score: Raw -2056013.901679 + Penalty 1910.524643 = -2054103.377036 nChanged 1107 SP:Iteration 2Q (6443.782695 sec): 3 clusters Score: Raw -2056449.926947 + Penalty 1910.524643 = -2054539.402304 nChanged 1168 SP:Iteration 3F (6443.820266 sec): 3 clusters Score: Raw -2056996.217713 + Penalty 1910.524643 = -2055085.693070 nChanged 1232 SP:Iteration 4F (6443.857796 sec): 3 clusters Score: Raw -2057624.113944 + Penalty 1910.524643 = -2055713.589301 nChanged 1308 SP:Iteration 5F (6443.895620 sec): 3 clusters Score: Raw -2058286.127864 + Penalty 1910.524643 = -2056375.603221 nChanged 1265 SP:Iteration 6F (6443.933337 sec): 3 clusters Score: Raw -2058915.208334 + Penalty 1910.524643 = -2057004.683691 nChanged 1126 SP:Iteration 7Q (6443.972048 sec): 3 clusters Score: Raw -2059450.482230 + Penalty 1910.524643 = -2057539.957587 nChanged 1024 SP:Iteration 8Q (6444.010560 sec): 3 clusters Score: Raw -2059948.652214 + Penalty 1910.524643 = -2058038.127572 nChanged 944 SP:Iteration 9Q (6444.048813 sec): 3 clusters Score: Raw -2060451.612459 + Penalty 1910.524643 = -2058541.087816 nChanged 872 SP:Iteration 10Q (6444.087249 sec): 3 clusters Score: Raw -2060964.544840 + Penalty 1910.524643 = -2059054.020198 nChanged 731 SP:Iteration 11Q (6444.125475 sec): 3 clusters Score: Raw -2061426.534803 + Penalty 1910.524643 = -2059516.010160 nChanged 659 SP:Iteration 12Q (6444.162986 sec): 3 clusters Score: Raw -2061783.581790 + Penalty 1910.524643 = -2059873.057147 nChanged 612 SP:Iteration 13Q (6444.200029 sec): 3 clusters Score: Raw -2062069.631386 + Penalty 1910.524643 = -2060159.106743 nChanged 505 SP:Iteration 14Q (6444.236861 sec): 3 clusters Score: Raw -2062267.294272 + Penalty 1910.524643 = -2060356.769629 nChanged 430 SP:Iteration 15Q (6444.273230 sec): 3 clusters Score: Raw -2062420.201215 + Penalty 1910.524643 = -2060509.676572 nChanged 395 SP:Iteration 16Q (6444.309367 sec): 3 clusters Score: Raw -2062562.479020 + Penalty 1910.524643 = -2060651.954378 nChanged 383 SP:Iteration 17Q (6444.345330 sec): 3 clusters Score: Raw -2062701.185061 + Penalty 1910.524643 = -2060790.660418 nChanged 373 SP:Iteration 18Q (6444.381090 sec): 3 clusters Score: Raw -2062830.713069 + Penalty 1910.524643 = -2060920.188426 nChanged 332 SP:Iteration 19Q (6444.416485 sec): 3 clusters Score: Raw -2062951.402237 + Penalty 1910.524643 = -2061040.877594 nChanged 319 SP:Iteration 20F (6444.454189 sec): 3 clusters Score: Raw -2063071.910527 + Penalty 1910.524643 = -2061161.385884 nChanged 308 SP:Iteration 21Q (6444.489524 sec): 3 clusters Score: Raw -2063195.572487 + Penalty 1910.524643 = -2061285.047844 nChanged 331 SP:Iteration 22Q (6444.524769 sec): 3 clusters Score: Raw -2063325.512892 + Penalty 1910.524643 = -2061414.988250 nChanged 302 SP:Iteration 23Q (6444.559499 sec): 3 clusters Score: Raw -2063452.081877 + Penalty 1910.524643 = -2061541.557234 nChanged 286 SP:Iteration 24Q (6444.594335 sec): 3 clusters Score: Raw -2063574.054505 + Penalty 1910.524643 = -2061663.529863 nChanged 266 SP:Iteration 25Q (6444.628588 sec): 3 clusters Score: Raw -2063694.895721 + Penalty 1910.524643 = -2061784.371078 nChanged 247 SP:Iteration 26Q (6444.663024 sec): 3 clusters Score: Raw -2063822.831324 + Penalty 1910.524643 = -2061912.306682 nChanged 214 SP:Iteration 27Q (6444.696957 sec): 3 clusters Score: Raw -2063929.241791 + Penalty 1910.524643 = -2062018.717148 nChanged 190 SP:Iteration 28Q (6444.730478 sec): 3 clusters Score: Raw -2064021.312533 + Penalty 1910.524643 = -2062110.787890 nChanged 162 SP:Iteration 29Q (6444.763875 sec): 3 clusters Score: Raw -2064107.133527 + Penalty 1910.524643 = -2062196.608884 nChanged 137 SP:Iteration 30Q (6444.797030 sec): 3 clusters Score: Raw -2064177.046573 + Penalty 1910.524643 = -2062266.521930 nChanged 112 SP:Iteration 31Q (6444.830055 sec): 3 clusters Score: Raw -2064231.153129 + Penalty 1910.524643 = -2062320.628486 nChanged 82 SP:Iteration 32Q (6444.862948 sec): 3 clusters Score: Raw -2064269.334612 + Penalty 1910.524643 = -2062358.809969 nChanged 59 SP:Iteration 33Q (6444.895606 sec): 3 clusters Score: Raw -2064298.062091 + Penalty 1910.524643 = -2062387.537449 nChanged 51 SP:Iteration 34Q (6444.928106 sec): 3 clusters Score: Raw -2064324.662585 + Penalty 1910.524643 = -2062414.137943 nChanged 42 SP:Iteration 35Q (6444.960582 sec): 3 clusters Score: Raw -2064345.050463 + Penalty 1910.524643 = -2062434.525821 nChanged 31 SP:Iteration 36Q (6444.993025 sec): 3 clusters Score: Raw -2064358.731838 + Penalty 1910.524643 = -2062448.207195 nChanged 25 SP:Iteration 37Q (6445.025418 sec): 3 clusters Score: Raw -2064370.323326 + Penalty 1910.524643 = -2062459.798684 nChanged 18 SP:Iteration 38Q (6445.057890 sec): 3 clusters Score: Raw -2064377.711992 + Penalty 1910.524643 = -2062467.187350 nChanged 18 SP:Iteration 39Q (6445.090240 sec): 3 clusters Score: Raw -2064383.629880 + Penalty 1910.524643 = -2062473.105237 nChanged 13 SP:Iteration 40F (6445.127482 sec): 3 clusters Score: Raw -2064388.689400 + Penalty 1910.524643 = -2062478.164758 nChanged 12 SP:Iteration 41Q (6445.160198 sec): 3 clusters Score: Raw -2064393.600094 + Penalty 1910.524643 = -2062483.075452 nChanged 8 SP:Iteration 42Q (6445.192495 sec): 3 clusters Score: Raw -2064396.742153 + Penalty 1910.524643 = -2062486.217510 nChanged 9 SP:Iteration 43Q (6445.224799 sec): 3 clusters Score: Raw -2064399.895409 + Penalty 1910.524643 = -2062489.370766 nChanged 9 SP:Iteration 44Q (6445.257343 sec): 3 clusters Score: Raw -2064404.754448 + Penalty 1910.524643 = -2062494.229805 nChanged 8 SP:Iteration 45Q (6445.289703 sec): 3 clusters Score: Raw -2064408.673519 + Penalty 1910.524643 = -2062498.148877 nChanged 6 SP:Iteration 46Q (6445.322214 sec): 3 clusters Score: Raw -2064411.857607 + Penalty 1910.524643 = -2062501.332964 nChanged 4 SP:Iteration 47Q (6445.354701 sec): 3 clusters Score: Raw -2064413.457755 + Penalty 1910.524643 = -2062502.933112 nChanged 6 SP:Iteration 48Q (6445.386874 sec): 3 clusters Score: Raw -2064417.180524 + Penalty 1910.524643 = -2062506.655881 nChanged 12 SP:Iteration 49Q (6445.419221 sec): 3 clusters Score: Raw -2064426.731124 + Penalty 1910.524643 = -2062516.206481 nChanged 12 SP:Iteration 50Q (6445.451623 sec): 3 clusters Score: Raw -2064433.961389 + Penalty 1910.524643 = -2062523.436746 nChanged 9 SP:Iteration 51Q (6445.483970 sec): 3 clusters Score: Raw -2064439.084198 + Penalty 1910.524643 = -2062528.559555 nChanged 5 SP:Iteration 52Q (6445.516544 sec): 3 clusters Score: Raw -2064441.760744 + Penalty 1910.524643 = -2062531.236101 nChanged 7 SP:Iteration 53Q (6445.548541 sec): 3 clusters Score: Raw -2064446.199622 + Penalty 1910.524643 = -2062535.674979 nChanged 8 SP:Iteration 54Q (6445.580850 sec): 3 clusters Score: Raw -2064452.357233 + Penalty 1910.524643 = -2062541.832591 nChanged 7 SP:Iteration 55Q (6445.613273 sec): 3 clusters Score: Raw -2064456.519765 + Penalty 1910.524643 = -2062545.995123 nChanged 7 SP:Iteration 56Q (6445.645664 sec): 3 clusters Score: Raw -2064462.123786 + Penalty 1910.524643 = -2062551.599143 nChanged 6 SP:Iteration 57Q (6445.677884 sec): 3 clusters Score: Raw -2064466.489518 + Penalty 1910.524643 = -2062555.964875 nChanged 6 SP:Iteration 58Q (6445.710113 sec): 3 clusters Score: Raw -2064468.982828 + Penalty 1910.524643 = -2062558.458185 nChanged 2 SP:Iteration 59Q (6445.742424 sec): 3 clusters Score: Raw -2064470.885823 + Penalty 1910.524643 = -2062560.361180 nChanged 3 SP:Iteration 60F (6445.779746 sec): 3 clusters Score: Raw -2064472.432192 + Penalty 1910.524643 = -2062561.907549 nChanged 0 Trying to split cluster 22 (1734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6445.793561 sec): 2 clusters Score: Raw -154101.754134 + Penalty 708.527685 = -153393.226449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6445.800816 sec): 3 clusters Score: Raw -153291.560145 + Penalty 1417.055370 = -151874.504775 nChanged 644 SP:Iteration 1F (6445.807534 sec): 3 clusters Score: Raw -153715.590795 + Penalty 1417.055370 = -152298.535425 nChanged 146 SP:Iteration 2F (6445.814158 sec): 3 clusters Score: Raw -153817.517090 + Penalty 1417.055370 = -152400.461720 nChanged 103 SP:Iteration 3F (6445.820739 sec): 3 clusters Score: Raw -153872.527915 + Penalty 1417.055370 = -152455.472545 nChanged 51 SP:Iteration 4Q (6445.827402 sec): 3 clusters Score: Raw -153899.497045 + Penalty 1417.055370 = -152482.441675 nChanged 41 SP:Iteration 5Q (6445.834090 sec): 3 clusters Score: Raw -153925.186006 + Penalty 1417.055370 = -152508.130636 nChanged 39 SP:Iteration 6Q (6445.840763 sec): 3 clusters Score: Raw -153949.031791 + Penalty 1417.055370 = -152531.976421 nChanged 39 SP:Iteration 7Q (6445.847421 sec): 3 clusters Score: Raw -153978.706870 + Penalty 1417.055370 = -152561.651500 nChanged 46 SP:Iteration 8Q (6445.854066 sec): 3 clusters Score: Raw -154011.410966 + Penalty 1417.055370 = -152594.355596 nChanged 43 SP:Iteration 9Q (6445.860711 sec): 3 clusters Score: Raw -154035.251746 + Penalty 1417.055370 = -152618.196376 nChanged 36 SP:Iteration 10Q (6445.867331 sec): 3 clusters Score: Raw -154061.016446 + Penalty 1417.055370 = -152643.961076 nChanged 45 SP:Iteration 11Q (6445.873906 sec): 3 clusters Score: Raw -154086.562926 + Penalty 1417.055370 = -152669.507556 nChanged 33 SP:Iteration 12Q (6445.880506 sec): 3 clusters Score: Raw -154106.601679 + Penalty 1417.055370 = -152689.546309 nChanged 27 SP:Iteration 13Q (6445.887036 sec): 3 clusters Score: Raw -154121.282035 + Penalty 1417.055370 = -152704.226665 nChanged 23 SP:Iteration 14Q (6445.893621 sec): 3 clusters Score: Raw -154133.942519 + Penalty 1417.055370 = -152716.887149 nChanged 16 SP:Iteration 15Q (6445.900202 sec): 3 clusters Score: Raw -154143.055733 + Penalty 1417.055370 = -152726.000363 nChanged 13 SP:Iteration 16Q (6445.906790 sec): 3 clusters Score: Raw -154151.889686 + Penalty 1417.055370 = -152734.834316 nChanged 13 SP:Iteration 17Q (6445.913293 sec): 3 clusters Score: Raw -154159.165918 + Penalty 1417.055370 = -152742.110548 nChanged 11 SP:Iteration 18Q (6445.919857 sec): 3 clusters Score: Raw -154164.777969 + Penalty 1417.055370 = -152747.722599 nChanged 7 SP:Iteration 19Q (6445.926336 sec): 3 clusters Score: Raw -154168.384740 + Penalty 1417.055370 = -152751.329370 nChanged 3 SP:Iteration 20F (6445.932910 sec): 3 clusters Score: Raw -154170.211093 + Penalty 1417.055370 = -152753.155723 nChanged 3 SP:Iteration 21Q (6445.939453 sec): 3 clusters Score: Raw -154172.038433 + Penalty 1417.055370 = -152754.983063 nChanged 4 SP:Iteration 22Q (6445.945912 sec): 3 clusters Score: Raw -154173.157298 + Penalty 1417.055370 = -152756.101928 nChanged 0 SP:Iteration 23F (6445.952431 sec): 3 clusters Score: Raw -154173.157298 + Penalty 1417.055370 = -152756.101928 nChanged 0 Trying to split cluster 23 (2519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6445.968674 sec): 2 clusters Score: Raw -209293.751494 + Penalty 744.003641 = -208549.747853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6445.978934 sec): 3 clusters Score: Raw -208021.883333 + Penalty 1488.007283 = -206533.876050 nChanged 965 SP:Iteration 1F (6445.988450 sec): 3 clusters Score: Raw -208525.222508 + Penalty 1488.007283 = -207037.215225 nChanged 178 SP:Iteration 2F (6445.997882 sec): 3 clusters Score: Raw -208631.197153 + Penalty 1488.007283 = -207143.189870 nChanged 133 SP:Iteration 3F (6446.007370 sec): 3 clusters Score: Raw -208714.404245 + Penalty 1488.007283 = -207226.396962 nChanged 105 SP:Iteration 4Q (6446.016890 sec): 3 clusters Score: Raw -208775.325430 + Penalty 1488.007283 = -207287.318148 nChanged 90 SP:Iteration 5Q (6446.026405 sec): 3 clusters Score: Raw -208819.780115 + Penalty 1488.007283 = -207331.772833 nChanged 65 SP:Iteration 6Q (6446.035941 sec): 3 clusters Score: Raw -208846.791009 + Penalty 1488.007283 = -207358.783726 nChanged 46 SP:Iteration 7Q (6446.045458 sec): 3 clusters Score: Raw -208862.858802 + Penalty 1488.007283 = -207374.851519 nChanged 43 SP:Iteration 8Q (6446.054879 sec): 3 clusters Score: Raw -208880.774153 + Penalty 1488.007283 = -207392.766870 nChanged 50 SP:Iteration 9Q (6446.064328 sec): 3 clusters Score: Raw -208900.377378 + Penalty 1488.007283 = -207412.370095 nChanged 43 SP:Iteration 10Q (6446.073823 sec): 3 clusters Score: Raw -208916.910032 + Penalty 1488.007283 = -207428.902749 nChanged 32 SP:Iteration 11Q (6446.083207 sec): 3 clusters Score: Raw -208928.898330 + Penalty 1488.007283 = -207440.891048 nChanged 32 SP:Iteration 12Q (6446.092634 sec): 3 clusters Score: Raw -208940.570289 + Penalty 1488.007283 = -207452.563006 nChanged 34 SP:Iteration 13Q (6446.102144 sec): 3 clusters Score: Raw -208952.533647 + Penalty 1488.007283 = -207464.526364 nChanged 34 SP:Iteration 14Q (6446.111631 sec): 3 clusters Score: Raw -208965.075386 + Penalty 1488.007283 = -207477.068104 nChanged 38 SP:Iteration 15Q (6446.121022 sec): 3 clusters Score: Raw -208979.217494 + Penalty 1488.007283 = -207491.210212 nChanged 39 SP:Iteration 16Q (6446.130515 sec): 3 clusters Score: Raw -208997.355648 + Penalty 1488.007283 = -207509.348366 nChanged 44 SP:Iteration 17Q (6446.139977 sec): 3 clusters Score: Raw -209018.605812 + Penalty 1488.007283 = -207530.598529 nChanged 44 SP:Iteration 18Q (6446.149427 sec): 3 clusters Score: Raw -209043.340652 + Penalty 1488.007283 = -207555.333370 nChanged 48 SP:Iteration 19Q (6446.158885 sec): 3 clusters Score: Raw -209070.492601 + Penalty 1488.007283 = -207582.485319 nChanged 44 SP:Iteration 20F (6446.168232 sec): 3 clusters Score: Raw -209092.662949 + Penalty 1488.007283 = -207604.655667 nChanged 44 SP:Iteration 21Q (6446.177633 sec): 3 clusters Score: Raw -209114.555151 + Penalty 1488.007283 = -207626.547869 nChanged 30 SP:Iteration 22Q (6446.187035 sec): 3 clusters Score: Raw -209141.937341 + Penalty 1488.007283 = -207653.930058 nChanged 43 SP:Iteration 23Q (6446.196338 sec): 3 clusters Score: Raw -209179.044678 + Penalty 1488.007283 = -207691.037395 nChanged 48 SP:Iteration 24Q (6446.205702 sec): 3 clusters Score: Raw -209216.452779 + Penalty 1488.007283 = -207728.445497 nChanged 35 SP:Iteration 25Q (6446.214937 sec): 3 clusters Score: Raw -209242.122887 + Penalty 1488.007283 = -207754.115604 nChanged 32 SP:Iteration 26Q (6446.224232 sec): 3 clusters Score: Raw -209265.031892 + Penalty 1488.007283 = -207777.024609 nChanged 32 SP:Iteration 27Q (6446.233397 sec): 3 clusters Score: Raw -209287.051199 + Penalty 1488.007283 = -207799.043917 nChanged 36 SP:Iteration 28Q (6446.242646 sec): 3 clusters Score: Raw -209317.295338 + Penalty 1488.007283 = -207829.288056 nChanged 26 SP:Iteration 29Q (6446.251792 sec): 3 clusters Score: Raw -209331.806478 + Penalty 1488.007283 = -207843.799195 nChanged 26 SP:Iteration 30Q (6446.261043 sec): 3 clusters Score: Raw -209345.526741 + Penalty 1488.007283 = -207857.519458 nChanged 23 SP:Iteration 31Q (6446.270137 sec): 3 clusters Score: Raw -209360.986123 + Penalty 1488.007283 = -207872.978841 nChanged 18 SP:Iteration 32Q (6446.279308 sec): 3 clusters Score: Raw -209372.747199 + Penalty 1488.007283 = -207884.739916 nChanged 18 SP:Iteration 33Q (6446.288511 sec): 3 clusters Score: Raw -209385.720192 + Penalty 1488.007283 = -207897.712910 nChanged 12 SP:Iteration 34Q (6446.297648 sec): 3 clusters Score: Raw -209391.502330 + Penalty 1488.007283 = -207903.495047 nChanged 7 SP:Iteration 35Q (6446.306785 sec): 3 clusters Score: Raw -209396.379829 + Penalty 1488.007283 = -207908.372547 nChanged 4 SP:Iteration 36Q (6446.315889 sec): 3 clusters Score: Raw -209397.753604 + Penalty 1488.007283 = -207909.746322 nChanged 1 SP:Iteration 37Q (6446.324973 sec): 3 clusters Score: Raw -209397.818497 + Penalty 1488.007283 = -207909.811215 nChanged 0 SP:Iteration 38F (6446.334346 sec): 3 clusters Score: Raw -209397.818497 + Penalty 1488.007283 = -207909.811215 nChanged 0 Trying to split cluster 24 (18701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6446.363840 sec): 2 clusters Score: Raw -1708465.883229 + Penalty 934.451566 = -1707531.431663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6446.399126 sec): 3 clusters Score: Raw -1696886.792921 + Penalty 1868.903133 = -1695017.889788 nChanged 8696 SP:Iteration 1F (6446.432029 sec): 3 clusters Score: Raw -1701725.178642 + Penalty 1868.903133 = -1699856.275509 nChanged 840 SP:Iteration 2Q (6446.466277 sec): 3 clusters Score: Raw -1702004.745414 + Penalty 1868.903133 = -1700135.842281 nChanged 780 SP:Iteration 3Q (6446.500404 sec): 3 clusters Score: Raw -1702332.170836 + Penalty 1868.903133 = -1700463.267703 nChanged 916 SP:Iteration 4Q (6446.534692 sec): 3 clusters Score: Raw -1702802.422873 + Penalty 1868.903133 = -1700933.519740 nChanged 1113 SP:Iteration 5F (6446.568218 sec): 3 clusters Score: Raw -1703529.168676 + Penalty 1868.903133 = -1701660.265544 nChanged 1263 SP:Iteration 6F (6446.601665 sec): 3 clusters Score: Raw -1704443.623740 + Penalty 1868.903133 = -1702574.720607 nChanged 1281 SP:Iteration 7F (6446.635351 sec): 3 clusters Score: Raw -1705443.061986 + Penalty 1868.903133 = -1703574.158853 nChanged 1182 SP:Iteration 8F (6446.668774 sec): 3 clusters Score: Raw -1706333.102713 + Penalty 1868.903133 = -1704464.199581 nChanged 912 SP:Iteration 9Q (6446.702518 sec): 3 clusters Score: Raw -1706868.844150 + Penalty 1868.903133 = -1704999.941018 nChanged 614 SP:Iteration 10Q (6446.735834 sec): 3 clusters Score: Raw -1707165.664569 + Penalty 1868.903133 = -1705296.761436 nChanged 417 SP:Iteration 11Q (6446.768946 sec): 3 clusters Score: Raw -1707312.280835 + Penalty 1868.903133 = -1705443.377702 nChanged 317 SP:Iteration 12Q (6446.801986 sec): 3 clusters Score: Raw -1707417.732677 + Penalty 1868.903133 = -1705548.829544 nChanged 253 SP:Iteration 13Q (6446.834716 sec): 3 clusters Score: Raw -1707491.862563 + Penalty 1868.903133 = -1705622.959431 nChanged 247 SP:Iteration 14Q (6446.867420 sec): 3 clusters Score: Raw -1707559.476474 + Penalty 1868.903133 = -1705690.573341 nChanged 221 SP:Iteration 15Q (6446.900121 sec): 3 clusters Score: Raw -1707614.701242 + Penalty 1868.903133 = -1705745.798110 nChanged 194 SP:Iteration 16Q (6446.932730 sec): 3 clusters Score: Raw -1707661.410489 + Penalty 1868.903133 = -1705792.507357 nChanged 175 SP:Iteration 17Q (6446.965276 sec): 3 clusters Score: Raw -1707705.334781 + Penalty 1868.903133 = -1705836.431649 nChanged 179 SP:Iteration 18Q (6446.997876 sec): 3 clusters Score: Raw -1707746.688879 + Penalty 1868.903133 = -1705877.785746 nChanged 156 SP:Iteration 19Q (6447.030198 sec): 3 clusters Score: Raw -1707777.170122 + Penalty 1868.903133 = -1705908.266989 nChanged 136 SP:Iteration 20F (6447.063916 sec): 3 clusters Score: Raw -1707804.002246 + Penalty 1868.903133 = -1705935.099114 nChanged 131 SP:Iteration 21Q (6447.096414 sec): 3 clusters Score: Raw -1707829.877034 + Penalty 1868.903133 = -1705960.973901 nChanged 135 SP:Iteration 22Q (6447.128565 sec): 3 clusters Score: Raw -1707856.179803 + Penalty 1868.903133 = -1705987.276670 nChanged 135 SP:Iteration 23Q (6447.160914 sec): 3 clusters Score: Raw -1707886.598135 + Penalty 1868.903133 = -1706017.695002 nChanged 149 SP:Iteration 24Q (6447.192988 sec): 3 clusters Score: Raw -1707921.759099 + Penalty 1868.903133 = -1706052.855966 nChanged 134 SP:Iteration 25Q (6447.225102 sec): 3 clusters Score: Raw -1707955.528359 + Penalty 1868.903133 = -1706086.625226 nChanged 139 SP:Iteration 26Q (6447.257054 sec): 3 clusters Score: Raw -1707993.566622 + Penalty 1868.903133 = -1706124.663489 nChanged 144 SP:Iteration 27Q (6447.288900 sec): 3 clusters Score: Raw -1708033.729869 + Penalty 1868.903133 = -1706164.826736 nChanged 139 SP:Iteration 28Q (6447.320740 sec): 3 clusters Score: Raw -1708074.603621 + Penalty 1868.903133 = -1706205.700488 nChanged 137 SP:Iteration 29Q (6447.352355 sec): 3 clusters Score: Raw -1708119.093780 + Penalty 1868.903133 = -1706250.190647 nChanged 133 SP:Iteration 30Q (6447.383974 sec): 3 clusters Score: Raw -1708158.203158 + Penalty 1868.903133 = -1706289.300025 nChanged 131 SP:Iteration 31Q (6447.415514 sec): 3 clusters Score: Raw -1708194.960044 + Penalty 1868.903133 = -1706326.056911 nChanged 115 SP:Iteration 32Q (6447.446917 sec): 3 clusters Score: Raw -1708222.760828 + Penalty 1868.903133 = -1706353.857696 nChanged 116 SP:Iteration 33Q (6447.478157 sec): 3 clusters Score: Raw -1708259.921300 + Penalty 1868.903133 = -1706391.018167 nChanged 134 SP:Iteration 34Q (6447.509371 sec): 3 clusters Score: Raw -1708309.096058 + Penalty 1868.903133 = -1706440.192925 nChanged 127 SP:Iteration 35Q (6447.540650 sec): 3 clusters Score: Raw -1708351.705334 + Penalty 1868.903133 = -1706482.802202 nChanged 117 SP:Iteration 36Q (6447.571857 sec): 3 clusters Score: Raw -1708393.066529 + Penalty 1868.903133 = -1706524.163396 nChanged 112 SP:Iteration 37Q (6447.602921 sec): 3 clusters Score: Raw -1708431.714775 + Penalty 1868.903133 = -1706562.811643 nChanged 112 SP:Iteration 38Q (6447.633880 sec): 3 clusters Score: Raw -1708472.889987 + Penalty 1868.903133 = -1706603.986854 nChanged 100 SP:Iteration 39Q (6447.664666 sec): 3 clusters Score: Raw -1708506.040502 + Penalty 1868.903133 = -1706637.137369 nChanged 93 SP:Iteration 40F (6447.698253 sec): 3 clusters Score: Raw -1708532.533138 + Penalty 1868.903133 = -1706663.630005 nChanged 87 SP:Iteration 41Q (6447.729198 sec): 3 clusters Score: Raw -1708557.634920 + Penalty 1868.903133 = -1706688.731787 nChanged 82 SP:Iteration 42Q (6447.760074 sec): 3 clusters Score: Raw -1708579.001335 + Penalty 1868.903133 = -1706710.098203 nChanged 73 SP:Iteration 43Q (6447.790874 sec): 3 clusters Score: Raw -1708597.261688 + Penalty 1868.903133 = -1706728.358555 nChanged 63 SP:Iteration 44Q (6447.821542 sec): 3 clusters Score: Raw -1708608.173507 + Penalty 1868.903133 = -1706739.270375 nChanged 48 SP:Iteration 45Q (6447.887683 sec): 3 clusters Score: Raw -1708618.496570 + Penalty 1868.903133 = -1706749.593437 nChanged 52 SP:Iteration 46Q (6447.918824 sec): 3 clusters Score: Raw -1708629.092308 + Penalty 1868.903133 = -1706760.189176 nChanged 45 SP:Iteration 47Q (6447.949549 sec): 3 clusters Score: Raw -1708637.765545 + Penalty 1868.903133 = -1706768.862412 nChanged 46 SP:Iteration 48Q (6447.980214 sec): 3 clusters Score: Raw -1708645.881980 + Penalty 1868.903133 = -1706776.978848 nChanged 33 SP:Iteration 49Q (6448.010725 sec): 3 clusters Score: Raw -1708652.444212 + Penalty 1868.903133 = -1706783.541079 nChanged 27 SP:Iteration 50Q (6448.041253 sec): 3 clusters Score: Raw -1708656.737562 + Penalty 1868.903133 = -1706787.834430 nChanged 42 SP:Iteration 51Q (6448.071720 sec): 3 clusters Score: Raw -1708664.661783 + Penalty 1868.903133 = -1706795.758650 nChanged 38 SP:Iteration 52Q (6448.102074 sec): 3 clusters Score: Raw -1708671.887022 + Penalty 1868.903133 = -1706802.983889 nChanged 33 SP:Iteration 53Q (6448.132550 sec): 3 clusters Score: Raw -1708676.769856 + Penalty 1868.903133 = -1706807.866723 nChanged 25 SP:Iteration 54Q (6448.162859 sec): 3 clusters Score: Raw -1708680.784284 + Penalty 1868.903133 = -1706811.881151 nChanged 29 SP:Iteration 55Q (6448.193363 sec): 3 clusters Score: Raw -1708683.942157 + Penalty 1868.903133 = -1706815.039025 nChanged 21 SP:Iteration 56Q (6448.223596 sec): 3 clusters Score: Raw -1708687.121981 + Penalty 1868.903133 = -1706818.218848 nChanged 18 SP:Iteration 57Q (6448.253904 sec): 3 clusters Score: Raw -1708689.755758 + Penalty 1868.903133 = -1706820.852625 nChanged 30 SP:Iteration 58Q (6448.284323 sec): 3 clusters Score: Raw -1708695.939145 + Penalty 1868.903133 = -1706827.036013 nChanged 38 SP:Iteration 59Q (6448.314593 sec): 3 clusters Score: Raw -1708704.915296 + Penalty 1868.903133 = -1706836.012163 nChanged 39 SP:Iteration 60F (6448.347887 sec): 3 clusters Score: Raw -1708712.253027 + Penalty 1868.903133 = -1706843.349895 nChanged 33 SP:Iteration 61Q (6448.378451 sec): 3 clusters Score: Raw -1708717.057819 + Penalty 1868.903133 = -1706848.154686 nChanged 29 SP:Iteration 62Q (6448.408590 sec): 3 clusters Score: Raw -1708720.434458 + Penalty 1868.903133 = -1706851.531326 nChanged 29 SP:Iteration 63Q (6448.438695 sec): 3 clusters Score: Raw -1708724.821216 + Penalty 1868.903133 = -1706855.918083 nChanged 35 SP:Iteration 64Q (6448.468814 sec): 3 clusters Score: Raw -1708729.887431 + Penalty 1868.903133 = -1706860.984298 nChanged 21 SP:Iteration 65Q (6448.498952 sec): 3 clusters Score: Raw -1708732.861436 + Penalty 1868.903133 = -1706863.958303 nChanged 18 SP:Iteration 66Q (6448.529093 sec): 3 clusters Score: Raw -1708735.498132 + Penalty 1868.903133 = -1706866.595000 nChanged 25 SP:Iteration 67Q (6448.559183 sec): 3 clusters Score: Raw -1708739.336584 + Penalty 1868.903133 = -1706870.433451 nChanged 25 SP:Iteration 68Q (6448.589403 sec): 3 clusters Score: Raw -1708742.574180 + Penalty 1868.903133 = -1706873.671047 nChanged 31 SP:Iteration 69Q (6448.619521 sec): 3 clusters Score: Raw -1708747.432853 + Penalty 1868.903133 = -1706878.529720 nChanged 21 SP:Iteration 70Q (6448.649607 sec): 3 clusters Score: Raw -1708750.634247 + Penalty 1868.903133 = -1706881.731114 nChanged 17 SP:Iteration 71Q (6448.679558 sec): 3 clusters Score: Raw -1708753.218000 + Penalty 1868.903133 = -1706884.314867 nChanged 17 SP:Iteration 72Q (6448.709645 sec): 3 clusters Score: Raw -1708756.712385 + Penalty 1868.903133 = -1706887.809252 nChanged 17 SP:Iteration 73Q (6448.739620 sec): 3 clusters Score: Raw -1708759.328058 + Penalty 1868.903133 = -1706890.424926 nChanged 17 SP:Iteration 74Q (6448.769672 sec): 3 clusters Score: Raw -1708761.886069 + Penalty 1868.903133 = -1706892.982936 nChanged 15 SP:Iteration 75Q (6448.799670 sec): 3 clusters Score: Raw -1708763.813283 + Penalty 1868.903133 = -1706894.910151 nChanged 10 SP:Iteration 76Q (6448.829613 sec): 3 clusters Score: Raw -1708764.882732 + Penalty 1868.903133 = -1706895.979600 nChanged 9 SP:Iteration 77Q (6448.859484 sec): 3 clusters Score: Raw -1708765.812857 + Penalty 1868.903133 = -1706896.909725 nChanged 9 SP:Iteration 78Q (6448.889420 sec): 3 clusters Score: Raw -1708766.811221 + Penalty 1868.903133 = -1706897.908088 nChanged 8 SP:Iteration 79Q (6448.919279 sec): 3 clusters Score: Raw -1708767.818603 + Penalty 1868.903133 = -1706898.915470 nChanged 4 SP:Iteration 80F (6448.952505 sec): 3 clusters Score: Raw -1708768.391468 + Penalty 1868.903133 = -1706899.488335 nChanged 5 SP:Iteration 81Q (6448.982641 sec): 3 clusters Score: Raw -1708768.811814 + Penalty 1868.903133 = -1706899.908682 nChanged 4 SP:Iteration 82Q (6449.012492 sec): 3 clusters Score: Raw -1708769.043364 + Penalty 1868.903133 = -1706900.140231 nChanged 4 SP:Iteration 83Q (6449.042461 sec): 3 clusters Score: Raw -1708769.248697 + Penalty 1868.903133 = -1706900.345564 nChanged 1 SP:Iteration 84Q (6449.072341 sec): 3 clusters Score: Raw -1708769.258766 + Penalty 1868.903133 = -1706900.355634 nChanged 0 SP:Iteration 85F (6449.105629 sec): 3 clusters Score: Raw -1708769.258766 + Penalty 1868.903133 = -1706900.355634 nChanged 0 Trying to split cluster 25 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6449.118753 sec): 2 clusters Score: Raw -44559.451614 + Penalty 619.738419 = -43939.713195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6449.122101 sec): 3 clusters Score: Raw -44336.196285 + Penalty 1239.476838 = -43096.719447 nChanged 222 SP:Iteration 1F (6449.125115 sec): 3 clusters Score: Raw -44543.659057 + Penalty 1239.476838 = -43304.182219 nChanged 49 SP:Iteration 2F (6449.128121 sec): 3 clusters Score: Raw -44587.817624 + Penalty 1239.476838 = -43348.340785 nChanged 18 SP:Iteration 3Q (6449.131102 sec): 3 clusters Score: Raw -44601.510633 + Penalty 1239.476838 = -43362.033795 nChanged 17 SP:Iteration 4Q (6449.134079 sec): 3 clusters Score: Raw -44616.472036 + Penalty 1239.476838 = -43376.995198 nChanged 18 SP:Iteration 5Q (6449.137054 sec): 3 clusters Score: Raw -44634.603987 + Penalty 1239.476838 = -43395.127149 nChanged 10 SP:Iteration 6Q (6449.140026 sec): 3 clusters Score: Raw -44643.588278 + Penalty 1239.476838 = -43404.111440 nChanged 5 SP:Iteration 7Q (6449.142982 sec): 3 clusters Score: Raw -44649.727684 + Penalty 1239.476838 = -43410.250845 nChanged 2 SP:Iteration 8Q (6449.145939 sec): 3 clusters Score: Raw -44653.417994 + Penalty 1239.476838 = -43413.941156 nChanged 3 SP:Iteration 9Q (6449.148895 sec): 3 clusters Score: Raw -44658.521439 + Penalty 1239.476838 = -43419.044600 nChanged 5 SP:Iteration 10Q (6449.151872 sec): 3 clusters Score: Raw -44662.627494 + Penalty 1239.476838 = -43423.150656 nChanged 4 SP:Iteration 11Q (6449.154836 sec): 3 clusters Score: Raw -44666.289903 + Penalty 1239.476838 = -43426.813065 nChanged 2 SP:Iteration 12Q (6449.157797 sec): 3 clusters Score: Raw -44670.100357 + Penalty 1239.476838 = -43430.623519 nChanged 5 SP:Iteration 13Q (6449.160754 sec): 3 clusters Score: Raw -44675.136721 + Penalty 1239.476838 = -43435.659883 nChanged 4 SP:Iteration 14Q (6449.163722 sec): 3 clusters Score: Raw -44686.064485 + Penalty 1239.476838 = -43446.587647 nChanged 10 SP:Iteration 15Q (6449.166686 sec): 3 clusters Score: Raw -44703.570494 + Penalty 1239.476838 = -43464.093656 nChanged 11 SP:Iteration 16Q (6449.169644 sec): 3 clusters Score: Raw -44715.466654 + Penalty 1239.476838 = -43475.989815 nChanged 9 SP:Iteration 17Q (6449.172577 sec): 3 clusters Score: Raw -44728.166880 + Penalty 1239.476838 = -43488.690042 nChanged 13 SP:Iteration 18Q (6449.175525 sec): 3 clusters Score: Raw -44737.989898 + Penalty 1239.476838 = -43498.513060 nChanged 7 SP:Iteration 19Q (6449.178471 sec): 3 clusters Score: Raw -44743.712294 + Penalty 1239.476838 = -43504.235456 nChanged 4 SP:Iteration 20F (6449.181482 sec): 3 clusters Score: Raw -44756.235207 + Penalty 1239.476838 = -43516.758369 nChanged 9 SP:Iteration 21Q (6449.184448 sec): 3 clusters Score: Raw -44784.621750 + Penalty 1239.476838 = -43545.144912 nChanged 12 SP:Iteration 22Q (6449.187394 sec): 3 clusters Score: Raw -44797.885203 + Penalty 1239.476838 = -43558.408365 nChanged 11 SP:Iteration 23Q (6449.190308 sec): 3 clusters Score: Raw -44811.165020 + Penalty 1239.476838 = -43571.688182 nChanged 5 SP:Iteration 24Q (6449.193238 sec): 3 clusters Score: Raw -44813.726010 + Penalty 1239.476838 = -43574.249172 nChanged 3 SP:Iteration 25Q (6449.196145 sec): 3 clusters Score: Raw -44819.475402 + Penalty 1239.476838 = -43579.998564 nChanged 3 SP:Iteration 26Q (6449.199079 sec): 3 clusters Score: Raw -44830.360922 + Penalty 1239.476838 = -43590.884084 nChanged 6 SP:Iteration 27Q (6449.201987 sec): 3 clusters Score: Raw -44835.171409 + Penalty 1239.476838 = -43595.694571 nChanged 6 SP:Iteration 28Q (6449.204893 sec): 3 clusters Score: Raw -44838.339265 + Penalty 1239.476838 = -43598.862427 nChanged 3 SP:Iteration 29Q (6449.207797 sec): 3 clusters Score: Raw -44839.700847 + Penalty 1239.476838 = -43600.224009 nChanged 1 SP:Iteration 30Q (6449.210730 sec): 3 clusters Score: Raw -44840.385095 + Penalty 1239.476838 = -43600.908257 nChanged 1 SP:Iteration 31Q (6449.213652 sec): 3 clusters Score: Raw -44840.651415 + Penalty 1239.476838 = -43601.174577 nChanged 0 SP:Iteration 32F (6449.216610 sec): 3 clusters Score: Raw -44840.651415 + Penalty 1239.476838 = -43601.174577 nChanged 0 Trying to split cluster 26 (10854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6449.240168 sec): 2 clusters Score: Raw -847718.025298 + Penalty 882.767451 = -846835.257847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6449.266732 sec): 3 clusters Score: Raw -841193.200207 + Penalty 1765.534901 = -839427.665305 nChanged 4883 SP:Iteration 1F (6449.292194 sec): 3 clusters Score: Raw -843829.025714 + Penalty 1765.534901 = -842063.490813 nChanged 623 SP:Iteration 2F (6449.317856 sec): 3 clusters Score: Raw -844114.512991 + Penalty 1765.534901 = -842348.978090 nChanged 618 SP:Iteration 3F (6449.343370 sec): 3 clusters Score: Raw -844463.923899 + Penalty 1765.534901 = -842698.388998 nChanged 721 SP:Iteration 4F (6449.368847 sec): 3 clusters Score: Raw -844968.911047 + Penalty 1765.534901 = -843203.376146 nChanged 802 SP:Iteration 5F (6449.394248 sec): 3 clusters Score: Raw -845612.507466 + Penalty 1765.534901 = -843846.972565 nChanged 803 SP:Iteration 6F (6449.419713 sec): 3 clusters Score: Raw -846342.868553 + Penalty 1765.534901 = -844577.333652 nChanged 672 SP:Iteration 7F (6449.445186 sec): 3 clusters Score: Raw -846996.986272 + Penalty 1765.534901 = -845231.451371 nChanged 449 SP:Iteration 8Q (6449.470092 sec): 3 clusters Score: Raw -847465.081991 + Penalty 1765.534901 = -845699.547090 nChanged 247 SP:Iteration 9Q (6449.495132 sec): 3 clusters Score: Raw -847734.733577 + Penalty 1765.534901 = -845969.198675 nChanged 117 SP:Iteration 10Q (6449.518325 sec): 3 clusters Score: Raw -847861.160487 + Penalty 1765.534901 = -846095.625585 nChanged 71 SP:Iteration 11Q (6449.541315 sec): 3 clusters Score: Raw -847934.937492 + Penalty 1765.534901 = -846169.402590 nChanged 39 SP:Iteration 12Q (6449.564110 sec): 3 clusters Score: Raw -847974.363757 + Penalty 1765.534901 = -846208.828856 nChanged 22 SP:Iteration 13Q (6449.586595 sec): 3 clusters Score: Raw -847994.707098 + Penalty 1765.534901 = -846229.172196 nChanged 19 SP:Iteration 14Q (6449.609116 sec): 3 clusters Score: Raw -848020.287521 + Penalty 1765.534901 = -846254.752620 nChanged 18 SP:Iteration 15Q (6449.631655 sec): 3 clusters Score: Raw -848034.821355 + Penalty 1765.534901 = -846269.286453 nChanged 11 SP:Iteration 16Q (6449.655878 sec): 3 clusters Score: Raw -848041.151445 + Penalty 1765.534901 = -846275.616543 nChanged 5 SP:Iteration 17Q (6449.678213 sec): 3 clusters Score: Raw -848045.314815 + Penalty 1765.534901 = -846279.779914 nChanged 5 SP:Iteration 18Q (6449.700671 sec): 3 clusters Score: Raw -848050.146280 + Penalty 1765.534901 = -846284.611379 nChanged 5 SP:Iteration 19Q (6449.723003 sec): 3 clusters Score: Raw -848053.043184 + Penalty 1765.534901 = -846287.508283 nChanged 5 SP:Iteration 20F (6449.748415 sec): 3 clusters Score: Raw -848056.070961 + Penalty 1765.534901 = -846290.536060 nChanged 2 SP:Iteration 21Q (6449.771007 sec): 3 clusters Score: Raw -848057.320522 + Penalty 1765.534901 = -846291.785620 nChanged 1 SP:Iteration 22Q (6449.793503 sec): 3 clusters Score: Raw -848058.592218 + Penalty 1765.534901 = -846293.057317 nChanged 6 SP:Iteration 23Q (6449.815900 sec): 3 clusters Score: Raw -848064.025151 + Penalty 1765.534901 = -846298.490250 nChanged 5 SP:Iteration 24Q (6449.838347 sec): 3 clusters Score: Raw -848066.610919 + Penalty 1765.534901 = -846301.076017 nChanged 2 SP:Iteration 25Q (6449.860810 sec): 3 clusters Score: Raw -848067.561942 + Penalty 1765.534901 = -846302.027040 nChanged 4 SP:Iteration 26Q (6449.883308 sec): 3 clusters Score: Raw -848069.155765 + Penalty 1765.534901 = -846303.620863 nChanged 1 SP:Iteration 27Q (6449.905819 sec): 3 clusters Score: Raw -848069.442943 + Penalty 1765.534901 = -846303.908042 nChanged 0 SP:Iteration 28F (6449.931092 sec): 3 clusters Score: Raw -848069.442943 + Penalty 1765.534901 = -846303.908042 nChanged 0 Trying to split cluster 27 (35724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6449.979569 sec): 2 clusters Score: Raw -3250701.538330 + Penalty 995.939911 = -3249705.598419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6450.036126 sec): 3 clusters Score: Raw -3227790.259155 + Penalty 1991.879822 = -3225798.379333 nChanged 16962 SP:Iteration 1F (6450.087354 sec): 3 clusters Score: Raw -3237789.451871 + Penalty 1991.879822 = -3235797.572049 nChanged 1858 SP:Iteration 2F (6450.138795 sec): 3 clusters Score: Raw -3238781.940940 + Penalty 1991.879822 = -3236790.061118 nChanged 2141 SP:Iteration 3F (6450.190035 sec): 3 clusters Score: Raw -3240206.424220 + Penalty 1991.879822 = -3238214.544398 nChanged 2359 SP:Iteration 4F (6450.241008 sec): 3 clusters Score: Raw -3242004.208840 + Penalty 1991.879822 = -3240012.329018 nChanged 2404 SP:Iteration 5F (6450.291983 sec): 3 clusters Score: Raw -3244103.596275 + Penalty 1991.879822 = -3242111.716453 nChanged 2122 SP:Iteration 6F (6450.343288 sec): 3 clusters Score: Raw -3245947.250805 + Penalty 1991.879822 = -3243955.370983 nChanged 1697 SP:Iteration 7Q (6450.394840 sec): 3 clusters Score: Raw -3247344.984365 + Penalty 1991.879822 = -3245353.104543 nChanged 1296 SP:Iteration 8Q (6450.444096 sec): 3 clusters Score: Raw -3248225.680042 + Penalty 1991.879822 = -3246233.800220 nChanged 939 SP:Iteration 9Q (6450.492424 sec): 3 clusters Score: Raw -3248778.858466 + Penalty 1991.879822 = -3246786.978644 nChanged 710 SP:Iteration 10Q (6450.540306 sec): 3 clusters Score: Raw -3249134.733526 + Penalty 1991.879822 = -3247142.853704 nChanged 563 SP:Iteration 11Q (6450.587466 sec): 3 clusters Score: Raw -3249393.679662 + Penalty 1991.879822 = -3247401.799840 nChanged 496 SP:Iteration 12Q (6450.634156 sec): 3 clusters Score: Raw -3249625.159110 + Penalty 1991.879822 = -3247633.279288 nChanged 416 SP:Iteration 13Q (6450.680241 sec): 3 clusters Score: Raw -3249813.855511 + Penalty 1991.879822 = -3247821.975689 nChanged 363 SP:Iteration 14Q (6450.726331 sec): 3 clusters Score: Raw -3249976.479771 + Penalty 1991.879822 = -3247984.599949 nChanged 331 SP:Iteration 15Q (6450.772114 sec): 3 clusters Score: Raw -3250127.453274 + Penalty 1991.879822 = -3248135.573452 nChanged 285 SP:Iteration 16Q (6450.817635 sec): 3 clusters Score: Raw -3250257.978285 + Penalty 1991.879822 = -3248266.098463 nChanged 261 SP:Iteration 17Q (6450.862911 sec): 3 clusters Score: Raw -3250381.691215 + Penalty 1991.879822 = -3248389.811393 nChanged 203 SP:Iteration 18Q (6450.908033 sec): 3 clusters Score: Raw -3250479.130767 + Penalty 1991.879822 = -3248487.250944 nChanged 188 SP:Iteration 19Q (6450.952802 sec): 3 clusters Score: Raw -3250563.009840 + Penalty 1991.879822 = -3248571.130018 nChanged 156 SP:Iteration 20F (6451.004081 sec): 3 clusters Score: Raw -3250625.111271 + Penalty 1991.879822 = -3248633.231449 nChanged 109 SP:Iteration 21Q (6451.048081 sec): 3 clusters Score: Raw -3250672.831019 + Penalty 1991.879822 = -3248680.951197 nChanged 103 SP:Iteration 22Q (6451.092277 sec): 3 clusters Score: Raw -3250720.301671 + Penalty 1991.879822 = -3248728.421849 nChanged 75 SP:Iteration 23Q (6451.136295 sec): 3 clusters Score: Raw -3250751.333957 + Penalty 1991.879822 = -3248759.454135 nChanged 66 SP:Iteration 24Q (6451.180295 sec): 3 clusters Score: Raw -3250775.806624 + Penalty 1991.879822 = -3248783.926802 nChanged 44 SP:Iteration 25Q (6451.224111 sec): 3 clusters Score: Raw -3250794.267104 + Penalty 1991.879822 = -3248802.387282 nChanged 45 SP:Iteration 26Q (6451.268239 sec): 3 clusters Score: Raw -3250811.253660 + Penalty 1991.879822 = -3248819.373838 nChanged 37 SP:Iteration 27Q (6451.312144 sec): 3 clusters Score: Raw -3250823.677220 + Penalty 1991.879822 = -3248831.797398 nChanged 37 SP:Iteration 28Q (6451.356076 sec): 3 clusters Score: Raw -3250841.832391 + Penalty 1991.879822 = -3248849.952568 nChanged 35 SP:Iteration 29Q (6451.400126 sec): 3 clusters Score: Raw -3250855.926821 + Penalty 1991.879822 = -3248864.046999 nChanged 32 SP:Iteration 30Q (6451.443805 sec): 3 clusters Score: Raw -3250866.197960 + Penalty 1991.879822 = -3248874.318138 nChanged 19 SP:Iteration 31Q (6451.487857 sec): 3 clusters Score: Raw -3250872.839466 + Penalty 1991.879822 = -3248880.959644 nChanged 21 SP:Iteration 32Q (6451.531816 sec): 3 clusters Score: Raw -3250881.485287 + Penalty 1991.879822 = -3248889.605465 nChanged 14 SP:Iteration 33Q (6451.575597 sec): 3 clusters Score: Raw -3250885.864717 + Penalty 1991.879822 = -3248893.984894 nChanged 15 SP:Iteration 34Q (6451.619511 sec): 3 clusters Score: Raw -3250890.252953 + Penalty 1991.879822 = -3248898.373131 nChanged 8 SP:Iteration 35Q (6451.663132 sec): 3 clusters Score: Raw -3250893.110362 + Penalty 1991.879822 = -3248901.230540 nChanged 9 SP:Iteration 36Q (6451.707026 sec): 3 clusters Score: Raw -3250896.457878 + Penalty 1991.879822 = -3248904.578056 nChanged 5 SP:Iteration 37Q (6451.750793 sec): 3 clusters Score: Raw -3250897.699505 + Penalty 1991.879822 = -3248905.819683 nChanged 5 SP:Iteration 38Q (6451.794723 sec): 3 clusters Score: Raw -3250898.942094 + Penalty 1991.879822 = -3248907.062272 nChanged 4 SP:Iteration 39Q (6451.838431 sec): 3 clusters Score: Raw -3250900.074223 + Penalty 1991.879822 = -3248908.194400 nChanged 2 SP:Iteration 40F (6451.889297 sec): 3 clusters Score: Raw -3250900.497281 + Penalty 1991.879822 = -3248908.617459 nChanged 0 Trying to split cluster 28 (1814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6451.899766 sec): 2 clusters Score: Raw -138633.160736 + Penalty 712.812515 = -137920.348221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6451.907641 sec): 3 clusters Score: Raw -137807.435840 + Penalty 1425.625030 = -136381.810810 nChanged 690 SP:Iteration 1F (6451.914568 sec): 3 clusters Score: Raw -138281.520027 + Penalty 1425.625030 = -136855.894997 nChanged 179 SP:Iteration 2F (6451.921539 sec): 3 clusters Score: Raw -138469.604745 + Penalty 1425.625030 = -137043.979715 nChanged 154 SP:Iteration 3F (6451.928590 sec): 3 clusters Score: Raw -138631.573534 + Penalty 1425.625030 = -137205.948504 nChanged 106 SP:Iteration 4F (6451.935671 sec): 3 clusters Score: Raw -138701.519588 + Penalty 1425.625030 = -137275.894558 nChanged 57 SP:Iteration 5Q (6451.942707 sec): 3 clusters Score: Raw -138734.762767 + Penalty 1425.625030 = -137309.137738 nChanged 48 SP:Iteration 6Q (6451.949638 sec): 3 clusters Score: Raw -138771.734303 + Penalty 1425.625030 = -137346.109273 nChanged 49 SP:Iteration 7Q (6451.956556 sec): 3 clusters Score: Raw -138799.979522 + Penalty 1425.625030 = -137374.354492 nChanged 37 SP:Iteration 8Q (6451.963534 sec): 3 clusters Score: Raw -138819.819840 + Penalty 1425.625030 = -137394.194810 nChanged 28 SP:Iteration 9Q (6451.970521 sec): 3 clusters Score: Raw -138834.546374 + Penalty 1425.625030 = -137408.921344 nChanged 27 SP:Iteration 10Q (6451.977488 sec): 3 clusters Score: Raw -138846.339151 + Penalty 1425.625030 = -137420.714121 nChanged 18 SP:Iteration 11Q (6451.984396 sec): 3 clusters Score: Raw -138857.017806 + Penalty 1425.625030 = -137431.392776 nChanged 16 SP:Iteration 12Q (6451.991307 sec): 3 clusters Score: Raw -138864.626183 + Penalty 1425.625030 = -137439.001153 nChanged 18 SP:Iteration 13Q (6451.998330 sec): 3 clusters Score: Raw -138871.884914 + Penalty 1425.625030 = -137446.259884 nChanged 9 SP:Iteration 14Q (6452.005194 sec): 3 clusters Score: Raw -138874.627522 + Penalty 1425.625030 = -137449.002492 nChanged 7 SP:Iteration 15Q (6452.012022 sec): 3 clusters Score: Raw -138876.440239 + Penalty 1425.625030 = -137450.815209 nChanged 3 SP:Iteration 16Q (6452.018886 sec): 3 clusters Score: Raw -138876.990079 + Penalty 1425.625030 = -137451.365049 nChanged 3 SP:Iteration 17Q (6452.025725 sec): 3 clusters Score: Raw -138878.885918 + Penalty 1425.625030 = -137453.260888 nChanged 4 SP:Iteration 18Q (6452.032681 sec): 3 clusters Score: Raw -138880.184563 + Penalty 1425.625030 = -137454.559533 nChanged 3 SP:Iteration 19Q (6452.039569 sec): 3 clusters Score: Raw -138880.658075 + Penalty 1425.625030 = -137455.033045 nChanged 2 SP:Iteration 20F (6452.046479 sec): 3 clusters Score: Raw -138881.371940 + Penalty 1425.625030 = -137455.746910 nChanged 3 SP:Iteration 21Q (6452.053375 sec): 3 clusters Score: Raw -138883.703636 + Penalty 1425.625030 = -137458.078607 nChanged 8 SP:Iteration 22Q (6452.060281 sec): 3 clusters Score: Raw -138885.906832 + Penalty 1425.625030 = -137460.281802 nChanged 8 SP:Iteration 23Q (6452.067154 sec): 3 clusters Score: Raw -138888.971133 + Penalty 1425.625030 = -137463.346103 nChanged 13 SP:Iteration 24Q (6452.073995 sec): 3 clusters Score: Raw -138894.525847 + Penalty 1425.625030 = -137468.900817 nChanged 14 SP:Iteration 25Q (6452.080859 sec): 3 clusters Score: Raw -138900.282009 + Penalty 1425.625030 = -137474.656979 nChanged 11 SP:Iteration 26Q (6452.087796 sec): 3 clusters Score: Raw -138905.286743 + Penalty 1425.625030 = -137479.661714 nChanged 12 SP:Iteration 27Q (6452.094722 sec): 3 clusters Score: Raw -138909.647238 + Penalty 1425.625030 = -137484.022208 nChanged 7 SP:Iteration 28Q (6452.101667 sec): 3 clusters Score: Raw -138912.036667 + Penalty 1425.625030 = -137486.411637 nChanged 8 SP:Iteration 29Q (6452.108543 sec): 3 clusters Score: Raw -138913.756637 + Penalty 1425.625030 = -137488.131607 nChanged 5 SP:Iteration 30Q (6452.115420 sec): 3 clusters Score: Raw -138914.948656 + Penalty 1425.625030 = -137489.323626 nChanged 3 SP:Iteration 31Q (6452.122390 sec): 3 clusters Score: Raw -138915.737739 + Penalty 1425.625030 = -137490.112709 nChanged 2 SP:Iteration 32Q (6452.129385 sec): 3 clusters Score: Raw -138916.544998 + Penalty 1425.625030 = -137490.919968 nChanged 0 SP:Iteration 33F (6452.136368 sec): 3 clusters Score: Raw -138916.544998 + Penalty 1425.625030 = -137490.919968 nChanged 0 Trying to split cluster 29 (1751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6452.150702 sec): 2 clusters Score: Raw -149089.616194 + Penalty 709.454522 = -148380.161672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6452.158083 sec): 3 clusters Score: Raw -148287.253121 + Penalty 1418.909043 = -146868.344078 nChanged 688 SP:Iteration 1F (6452.164747 sec): 3 clusters Score: Raw -148896.927135 + Penalty 1418.909043 = -147478.018091 nChanged 221 SP:Iteration 2F (6452.171445 sec): 3 clusters Score: Raw -149218.244436 + Penalty 1418.909043 = -147799.335392 nChanged 170 SP:Iteration 3F (6452.178172 sec): 3 clusters Score: Raw -149414.065986 + Penalty 1418.909043 = -147995.156943 nChanged 108 SP:Iteration 4F (6452.184912 sec): 3 clusters Score: Raw -149510.696855 + Penalty 1418.909043 = -148091.787812 nChanged 59 SP:Iteration 5Q (6452.191692 sec): 3 clusters Score: Raw -149553.529134 + Penalty 1418.909043 = -148134.620091 nChanged 35 SP:Iteration 6Q (6452.198361 sec): 3 clusters Score: Raw -149575.719822 + Penalty 1418.909043 = -148156.810779 nChanged 29 SP:Iteration 7Q (6452.204930 sec): 3 clusters Score: Raw -149593.687758 + Penalty 1418.909043 = -148174.778715 nChanged 27 SP:Iteration 8Q (6452.211671 sec): 3 clusters Score: Raw -149609.083101 + Penalty 1418.909043 = -148190.174058 nChanged 18 SP:Iteration 9Q (6452.218404 sec): 3 clusters Score: Raw -149618.786449 + Penalty 1418.909043 = -148199.877406 nChanged 15 SP:Iteration 10Q (6452.225105 sec): 3 clusters Score: Raw -149626.211313 + Penalty 1418.909043 = -148207.302270 nChanged 7 SP:Iteration 11Q (6452.231817 sec): 3 clusters Score: Raw -149629.431499 + Penalty 1418.909043 = -148210.522455 nChanged 6 SP:Iteration 12Q (6452.238527 sec): 3 clusters Score: Raw -149633.027700 + Penalty 1418.909043 = -148214.118657 nChanged 12 SP:Iteration 13Q (6452.245235 sec): 3 clusters Score: Raw -149641.449671 + Penalty 1418.909043 = -148222.540628 nChanged 10 SP:Iteration 14Q (6452.251971 sec): 3 clusters Score: Raw -149647.213377 + Penalty 1418.909043 = -148228.304334 nChanged 7 SP:Iteration 15Q (6452.258689 sec): 3 clusters Score: Raw -149650.593395 + Penalty 1418.909043 = -148231.684352 nChanged 3 SP:Iteration 16Q (6452.265387 sec): 3 clusters Score: Raw -149651.624221 + Penalty 1418.909043 = -148232.715178 nChanged 1 SP:Iteration 17Q (6452.272038 sec): 3 clusters Score: Raw -149651.850559 + Penalty 1418.909043 = -148232.941516 nChanged 0 SP:Iteration 18F (6452.278762 sec): 3 clusters Score: Raw -149651.850559 + Penalty 1418.909043 = -148232.941516 nChanged 0 Trying to split cluster 30 (143471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6452.423229 sec): 2 clusters Score: Raw -12822693.137506 + Penalty 1128.019379 = -12821565.118126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6452.615010 sec): 3 clusters Score: Raw -12727481.511931 + Penalty 2256.038759 = -12725225.473173 nChanged 69537 SP:Iteration 1F (6452.785745 sec): 3 clusters Score: Raw -12770383.579035 + Penalty 2256.038759 = -12768127.540276 nChanged 6863 SP:Iteration 2Q (6452.971869 sec): 3 clusters Score: Raw -12773263.072529 + Penalty 2256.038759 = -12771007.033770 nChanged 7906 SP:Iteration 3F (6453.141631 sec): 3 clusters Score: Raw -12777554.134172 + Penalty 2256.038759 = -12775298.095413 nChanged 9211 SP:Iteration 4F (6453.311503 sec): 3 clusters Score: Raw -12783798.096512 + Penalty 2256.038759 = -12781542.057753 nChanged 10046 SP:Iteration 5F (6453.481379 sec): 3 clusters Score: Raw -12791751.970144 + Penalty 2256.038759 = -12789495.931386 nChanged 9493 SP:Iteration 6F (6453.650642 sec): 3 clusters Score: Raw -12799312.878792 + Penalty 2256.038759 = -12797056.840033 nChanged 7610 SP:Iteration 7F (6453.820381 sec): 3 clusters Score: Raw -12804091.921972 + Penalty 2256.038759 = -12801835.883213 nChanged 5083 SP:Iteration 8Q (6453.999242 sec): 3 clusters Score: Raw -12806224.035934 + Penalty 2256.038759 = -12803967.997175 nChanged 3248 SP:Iteration 9Q (6454.173859 sec): 3 clusters Score: Raw -12807295.703603 + Penalty 2256.038759 = -12805039.664844 nChanged 2569 SP:Iteration 10Q (6454.346315 sec): 3 clusters Score: Raw -12808147.683532 + Penalty 2256.038759 = -12805891.644774 nChanged 2406 SP:Iteration 11Q (6454.517593 sec): 3 clusters Score: Raw -12808977.558188 + Penalty 2256.038759 = -12806721.519429 nChanged 2393 SP:Iteration 12Q (6454.687496 sec): 3 clusters Score: Raw -12809823.772359 + Penalty 2256.038759 = -12807567.733600 nChanged 2371 SP:Iteration 13Q (6454.856486 sec): 3 clusters Score: Raw -12810686.088829 + Penalty 2256.038759 = -12808430.050071 nChanged 2385 SP:Iteration 14Q (6455.023312 sec): 3 clusters Score: Raw -12811575.123415 + Penalty 2256.038759 = -12809319.084657 nChanged 2318 SP:Iteration 15Q (6455.188739 sec): 3 clusters Score: Raw -12812464.647385 + Penalty 2256.038759 = -12810208.608626 nChanged 2262 SP:Iteration 16Q (6455.352776 sec): 3 clusters Score: Raw -12813364.706652 + Penalty 2256.038759 = -12811108.667893 nChanged 2237 SP:Iteration 17Q (6455.515240 sec): 3 clusters Score: Raw -12814295.551813 + Penalty 2256.038759 = -12812039.513054 nChanged 2142 SP:Iteration 18Q (6455.681675 sec): 3 clusters Score: Raw -12815202.395525 + Penalty 2256.038759 = -12812946.356766 nChanged 1985 SP:Iteration 19Q (6455.868049 sec): 3 clusters Score: Raw -12816048.158083 + Penalty 2256.038759 = -12813792.119324 nChanged 1874 SP:Iteration 20F (6456.038398 sec): 3 clusters Score: Raw -12816838.437570 + Penalty 2256.038759 = -12814582.398812 nChanged 1682 SP:Iteration 21Q (6456.193596 sec): 3 clusters Score: Raw -12817563.735216 + Penalty 2256.038759 = -12815307.696458 nChanged 1569 SP:Iteration 22Q (6456.357960 sec): 3 clusters Score: Raw -12818274.646732 + Penalty 2256.038759 = -12816018.607973 nChanged 1452 SP:Iteration 23Q (6456.513311 sec): 3 clusters Score: Raw -12818922.288157 + Penalty 2256.038759 = -12816666.249398 nChanged 1266 SP:Iteration 24Q (6456.663426 sec): 3 clusters Score: Raw -12819488.071653 + Penalty 2256.038759 = -12817232.032894 nChanged 1167 SP:Iteration 25Q (6456.812799 sec): 3 clusters Score: Raw -12820021.505651 + Penalty 2256.038759 = -12817765.466893 nChanged 1055 SP:Iteration 26Q (6456.960661 sec): 3 clusters Score: Raw -12820518.449396 + Penalty 2256.038759 = -12818262.410638 nChanged 931 SP:Iteration 27Q (6457.106959 sec): 3 clusters Score: Raw -12820955.307667 + Penalty 2256.038759 = -12818699.268908 nChanged 806 SP:Iteration 28Q (6457.250749 sec): 3 clusters Score: Raw -12821332.036448 + Penalty 2256.038759 = -12819075.997690 nChanged 699 SP:Iteration 29Q (6457.393584 sec): 3 clusters Score: Raw -12821675.644990 + Penalty 2256.038759 = -12819419.606232 nChanged 555 SP:Iteration 30Q (6457.535295 sec): 3 clusters Score: Raw -12821942.197042 + Penalty 2256.038759 = -12819686.158283 nChanged 449 SP:Iteration 31Q (6457.676854 sec): 3 clusters Score: Raw -12822156.371846 + Penalty 2256.038759 = -12819900.333087 nChanged 362 SP:Iteration 32Q (6457.817891 sec): 3 clusters Score: Raw -12822320.668882 + Penalty 2256.038759 = -12820064.630124 nChanged 294 SP:Iteration 33Q (6457.958566 sec): 3 clusters Score: Raw -12822448.238078 + Penalty 2256.038759 = -12820192.199319 nChanged 222 SP:Iteration 34Q (6458.098877 sec): 3 clusters Score: Raw -12822540.033383 + Penalty 2256.038759 = -12820283.994625 nChanged 157 SP:Iteration 35Q (6458.238841 sec): 3 clusters Score: Raw -12822599.071782 + Penalty 2256.038759 = -12820343.033023 nChanged 107 SP:Iteration 36Q (6458.378731 sec): 3 clusters Score: Raw -12822632.448531 + Penalty 2256.038759 = -12820376.409772 nChanged 91 SP:Iteration 37Q (6458.518575 sec): 3 clusters Score: Raw -12822668.521732 + Penalty 2256.038759 = -12820412.482973 nChanged 87 SP:Iteration 38Q (6458.658172 sec): 3 clusters Score: Raw -12822705.232663 + Penalty 2256.038759 = -12820449.193904 nChanged 74 SP:Iteration 39Q (6458.806400 sec): 3 clusters Score: Raw -12822736.496622 + Penalty 2256.038759 = -12820480.457863 nChanged 66 SP:Iteration 40F (6458.973325 sec): 3 clusters Score: Raw -12822768.228613 + Penalty 2256.038759 = -12820512.189855 nChanged 53 SP:Iteration 41Q (6459.113071 sec): 3 clusters Score: Raw -12822790.836592 + Penalty 2256.038759 = -12820534.797834 nChanged 47 SP:Iteration 42Q (6459.252657 sec): 3 clusters Score: Raw -12822809.717776 + Penalty 2256.038759 = -12820553.679017 nChanged 32 SP:Iteration 43Q (6459.391828 sec): 3 clusters Score: Raw -12822820.178946 + Penalty 2256.038759 = -12820564.140188 nChanged 19 SP:Iteration 44Q (6459.531063 sec): 3 clusters Score: Raw -12822825.481605 + Penalty 2256.038759 = -12820569.442846 nChanged 15 SP:Iteration 45Q (6459.670329 sec): 3 clusters Score: Raw -12822829.684224 + Penalty 2256.038759 = -12820573.645465 nChanged 12 SP:Iteration 46Q (6459.809704 sec): 3 clusters Score: Raw -12822835.841776 + Penalty 2256.038759 = -12820579.803017 nChanged 13 SP:Iteration 47Q (6459.949256 sec): 3 clusters Score: Raw -12822839.319762 + Penalty 2256.038759 = -12820583.281003 nChanged 10 SP:Iteration 48Q (6460.088408 sec): 3 clusters Score: Raw -12822842.650377 + Penalty 2256.038759 = -12820586.611619 nChanged 6 SP:Iteration 49Q (6460.227614 sec): 3 clusters Score: Raw -12822844.072820 + Penalty 2256.038759 = -12820588.034062 nChanged 3 SP:Iteration 50Q (6460.367170 sec): 3 clusters Score: Raw -12822844.711721 + Penalty 2256.038759 = -12820588.672962 nChanged 2 SP:Iteration 51Q (6460.506528 sec): 3 clusters Score: Raw -12822845.404224 + Penalty 2256.038759 = -12820589.365465 nChanged 3 SP:Iteration 52Q (6460.645898 sec): 3 clusters Score: Raw -12822846.919194 + Penalty 2256.038759 = -12820590.880435 nChanged 7 SP:Iteration 53Q (6460.785364 sec): 3 clusters Score: Raw -12822849.359625 + Penalty 2256.038759 = -12820593.320867 nChanged 9 SP:Iteration 54Q (6460.924594 sec): 3 clusters Score: Raw -12822851.442109 + Penalty 2256.038759 = -12820595.403351 nChanged 9 SP:Iteration 55Q (6461.063822 sec): 3 clusters Score: Raw -12822854.158167 + Penalty 2256.038759 = -12820598.119409 nChanged 6 SP:Iteration 56Q (6461.202837 sec): 3 clusters Score: Raw -12822855.680737 + Penalty 2256.038759 = -12820599.641978 nChanged 3 SP:Iteration 57Q (6461.342202 sec): 3 clusters Score: Raw -12822856.363717 + Penalty 2256.038759 = -12820600.324958 nChanged 4 SP:Iteration 58Q (6461.481696 sec): 3 clusters Score: Raw -12822857.335237 + Penalty 2256.038759 = -12820601.296479 nChanged 4 SP:Iteration 59Q (6461.620887 sec): 3 clusters Score: Raw -12822858.485487 + Penalty 2256.038759 = -12820602.446729 nChanged 9 SP:Iteration 60F (6461.791059 sec): 3 clusters Score: Raw -12822860.934049 + Penalty 2256.038759 = -12820604.895291 nChanged 6 SP:Iteration 61Q (6461.938235 sec): 3 clusters Score: Raw -12822863.494485 + Penalty 2256.038759 = -12820607.455726 nChanged 7 SP:Iteration 62Q (6462.078222 sec): 3 clusters Score: Raw -12822865.998938 + Penalty 2256.038759 = -12820609.960179 nChanged 5 SP:Iteration 63Q (6462.217553 sec): 3 clusters Score: Raw -12822868.408709 + Penalty 2256.038759 = -12820612.369950 nChanged 7 SP:Iteration 64Q (6462.356798 sec): 3 clusters Score: Raw -12822871.299941 + Penalty 2256.038759 = -12820615.261182 nChanged 7 SP:Iteration 65Q (6462.495835 sec): 3 clusters Score: Raw -12822873.270798 + Penalty 2256.038759 = -12820617.232039 nChanged 4 SP:Iteration 66Q (6462.635062 sec): 3 clusters Score: Raw -12822874.437058 + Penalty 2256.038759 = -12820618.398300 nChanged 2 SP:Iteration 67Q (6462.774273 sec): 3 clusters Score: Raw -12822874.935611 + Penalty 2256.038759 = -12820618.896852 nChanged 1 SP:Iteration 68Q (6462.913278 sec): 3 clusters Score: Raw -12822875.039353 + Penalty 2256.038759 = -12820619.000594 nChanged 0 SP:Iteration 69F (6463.080997 sec): 3 clusters Score: Raw -12822875.039353 + Penalty 2256.038759 = -12820619.000594 nChanged 0 Trying to split cluster 31 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6463.091052 sec): 2 clusters Score: Raw -13412.285056 + Penalty 525.295763 = -12886.989293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6463.092750 sec): 3 clusters Score: Raw -13506.694874 + Penalty 1050.591527 = -12456.103348 nChanged 80 SP:Iteration 1F (6463.094248 sec): 3 clusters Score: Raw -13774.277234 + Penalty 1050.591527 = -12723.685707 nChanged 19 SP:Iteration 2F (6463.095712 sec): 3 clusters Score: Raw -13834.975935 + Penalty 1050.591527 = -12784.384408 nChanged 8 SP:Iteration 3Q (6463.097130 sec): 3 clusters Score: Raw -13849.151032 + Penalty 1050.591527 = -12798.559505 nChanged 5 SP:Iteration 4Q (6463.098549 sec): 3 clusters Score: Raw -13863.586592 + Penalty 1050.591527 = -12812.995065 nChanged 2 SP:Iteration 5Q (6463.099944 sec): 3 clusters Score: Raw -13866.824514 + Penalty 1050.591527 = -12816.232987 nChanged 1 SP:Iteration 6Q (6463.101356 sec): 3 clusters Score: Raw -13868.223382 + Penalty 1050.591527 = -12817.631855 nChanged 0 SP:Iteration 7F (6463.102820 sec): 3 clusters Score: Raw -13868.223382 + Penalty 1050.591527 = -12817.631855 nChanged 0 Trying to split cluster 32 (4771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6463.121154 sec): 2 clusters Score: Raw -410121.534037 + Penalty 804.679565 = -409316.854472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6463.139885 sec): 3 clusters Score: Raw -407473.661607 + Penalty 1609.359129 = -405864.302478 nChanged 2004 SP:Iteration 1F (6463.157198 sec): 3 clusters Score: Raw -408522.206431 + Penalty 1609.359129 = -406912.847302 nChanged 326 SP:Iteration 2F (6463.174532 sec): 3 clusters Score: Raw -408677.195751 + Penalty 1609.359129 = -407067.836622 nChanged 267 SP:Iteration 3F (6463.191955 sec): 3 clusters Score: Raw -408818.490764 + Penalty 1609.359129 = -407209.131635 nChanged 243 SP:Iteration 4F (6463.209225 sec): 3 clusters Score: Raw -408942.686268 + Penalty 1609.359129 = -407333.327139 nChanged 213 SP:Iteration 5Q (6463.226551 sec): 3 clusters Score: Raw -409056.586472 + Penalty 1609.359129 = -407447.227343 nChanged 208 SP:Iteration 6Q (6463.243882 sec): 3 clusters Score: Raw -409185.538479 + Penalty 1609.359129 = -407576.179350 nChanged 215 SP:Iteration 7Q (6463.261030 sec): 3 clusters Score: Raw -409325.230934 + Penalty 1609.359129 = -407715.871805 nChanged 215 SP:Iteration 8Q (6463.278511 sec): 3 clusters Score: Raw -409464.731796 + Penalty 1609.359129 = -407855.372667 nChanged 175 SP:Iteration 9Q (6463.295702 sec): 3 clusters Score: Raw -409610.892270 + Penalty 1609.359129 = -408001.533141 nChanged 172 SP:Iteration 10Q (6463.312856 sec): 3 clusters Score: Raw -409751.256101 + Penalty 1609.359129 = -408141.896972 nChanged 137 SP:Iteration 11Q (6463.329967 sec): 3 clusters Score: Raw -409854.414045 + Penalty 1609.359129 = -408245.054916 nChanged 142 SP:Iteration 12Q (6463.346868 sec): 3 clusters Score: Raw -409953.318531 + Penalty 1609.359129 = -408343.959402 nChanged 113 SP:Iteration 13Q (6463.363735 sec): 3 clusters Score: Raw -410026.157082 + Penalty 1609.359129 = -408416.797953 nChanged 96 SP:Iteration 14Q (6463.380512 sec): 3 clusters Score: Raw -410081.072043 + Penalty 1609.359129 = -408471.712914 nChanged 92 SP:Iteration 15Q (6463.397312 sec): 3 clusters Score: Raw -410130.873891 + Penalty 1609.359129 = -408521.514762 nChanged 82 SP:Iteration 16Q (6463.414068 sec): 3 clusters Score: Raw -410164.944578 + Penalty 1609.359129 = -408555.585449 nChanged 62 SP:Iteration 17Q (6463.430861 sec): 3 clusters Score: Raw -410190.726193 + Penalty 1609.359129 = -408581.367064 nChanged 54 SP:Iteration 18Q (6463.447623 sec): 3 clusters Score: Raw -410212.591424 + Penalty 1609.359129 = -408603.232295 nChanged 52 SP:Iteration 19Q (6463.464327 sec): 3 clusters Score: Raw -410228.634399 + Penalty 1609.359129 = -408619.275270 nChanged 46 SP:Iteration 20F (6463.481277 sec): 3 clusters Score: Raw -410243.445944 + Penalty 1609.359129 = -408634.086815 nChanged 39 SP:Iteration 21Q (6463.497771 sec): 3 clusters Score: Raw -410255.633418 + Penalty 1609.359129 = -408646.274289 nChanged 43 SP:Iteration 22Q (6463.514446 sec): 3 clusters Score: Raw -410271.206787 + Penalty 1609.359129 = -408661.847658 nChanged 45 SP:Iteration 23Q (6463.531009 sec): 3 clusters Score: Raw -410289.327346 + Penalty 1609.359129 = -408679.968217 nChanged 42 SP:Iteration 24Q (6463.547631 sec): 3 clusters Score: Raw -410302.732804 + Penalty 1609.359129 = -408693.373675 nChanged 49 SP:Iteration 25Q (6463.564416 sec): 3 clusters Score: Raw -410320.470643 + Penalty 1609.359129 = -408711.111514 nChanged 42 SP:Iteration 26Q (6463.581043 sec): 3 clusters Score: Raw -410338.481356 + Penalty 1609.359129 = -408729.122227 nChanged 38 SP:Iteration 27Q (6463.597684 sec): 3 clusters Score: Raw -410351.194508 + Penalty 1609.359129 = -408741.835379 nChanged 31 SP:Iteration 28Q (6463.614088 sec): 3 clusters Score: Raw -410360.955223 + Penalty 1609.359129 = -408751.596094 nChanged 24 SP:Iteration 29Q (6463.630790 sec): 3 clusters Score: Raw -410370.958425 + Penalty 1609.359129 = -408761.599296 nChanged 32 SP:Iteration 30Q (6463.647218 sec): 3 clusters Score: Raw -410380.062741 + Penalty 1609.359129 = -408770.703612 nChanged 26 SP:Iteration 31Q (6463.663841 sec): 3 clusters Score: Raw -410386.360038 + Penalty 1609.359129 = -408777.000909 nChanged 18 SP:Iteration 32Q (6463.680444 sec): 3 clusters Score: Raw -410389.985028 + Penalty 1609.359129 = -408780.625899 nChanged 14 SP:Iteration 33Q (6463.696899 sec): 3 clusters Score: Raw -410392.498813 + Penalty 1609.359129 = -408783.139684 nChanged 8 SP:Iteration 34Q (6463.713553 sec): 3 clusters Score: Raw -410393.654086 + Penalty 1609.359129 = -408784.294957 nChanged 7 SP:Iteration 35Q (6463.730219 sec): 3 clusters Score: Raw -410395.050804 + Penalty 1609.359129 = -408785.691675 nChanged 8 SP:Iteration 36Q (6463.746789 sec): 3 clusters Score: Raw -410397.075084 + Penalty 1609.359129 = -408787.715955 nChanged 10 SP:Iteration 37Q (6463.763520 sec): 3 clusters Score: Raw -410398.917727 + Penalty 1609.359129 = -408789.558598 nChanged 7 SP:Iteration 38Q (6463.780238 sec): 3 clusters Score: Raw -410399.843483 + Penalty 1609.359129 = -408790.484354 nChanged 6 SP:Iteration 39Q (6463.796717 sec): 3 clusters Score: Raw -410400.757618 + Penalty 1609.359129 = -408791.398489 nChanged 3 SP:Iteration 40F (6463.813879 sec): 3 clusters Score: Raw -410401.301467 + Penalty 1609.359129 = -408791.942338 nChanged 1 SP:Iteration 41Q (6463.830368 sec): 3 clusters Score: Raw -410401.368315 + Penalty 1609.359129 = -408792.009186 nChanged 0 SP:Iteration 42F (6463.847445 sec): 3 clusters Score: Raw -410401.368315 + Penalty 1609.359129 = -408792.009186 nChanged 0 Trying to split cluster 33 (2355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6463.862787 sec): 2 clusters Score: Raw -187057.731128 + Penalty 737.608121 = -186320.123007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6463.872673 sec): 3 clusters Score: Raw -185900.426784 + Penalty 1475.216241 = -184425.210543 nChanged 948 SP:Iteration 1F (6463.881759 sec): 3 clusters Score: Raw -186754.830798 + Penalty 1475.216241 = -185279.614556 nChanged 257 SP:Iteration 2F (6463.891128 sec): 3 clusters Score: Raw -187029.088932 + Penalty 1475.216241 = -185553.872691 nChanged 172 SP:Iteration 3F (6463.900089 sec): 3 clusters Score: Raw -187161.835700 + Penalty 1475.216241 = -185686.619459 nChanged 107 SP:Iteration 4Q (6463.909049 sec): 3 clusters Score: Raw -187226.166989 + Penalty 1475.216241 = -185750.950748 nChanged 72 SP:Iteration 5Q (6463.918043 sec): 3 clusters Score: Raw -187265.527417 + Penalty 1475.216241 = -185790.311176 nChanged 41 SP:Iteration 6Q (6463.926939 sec): 3 clusters Score: Raw -187289.361602 + Penalty 1475.216241 = -185814.145361 nChanged 38 SP:Iteration 7Q (6463.935987 sec): 3 clusters Score: Raw -187307.730476 + Penalty 1475.216241 = -185832.514235 nChanged 28 SP:Iteration 8Q (6463.945058 sec): 3 clusters Score: Raw -187320.875571 + Penalty 1475.216241 = -185845.659329 nChanged 15 SP:Iteration 9Q (6463.953935 sec): 3 clusters Score: Raw -187327.757385 + Penalty 1475.216241 = -185852.541144 nChanged 15 SP:Iteration 10Q (6463.962917 sec): 3 clusters Score: Raw -187332.651624 + Penalty 1475.216241 = -185857.435382 nChanged 10 SP:Iteration 11Q (6463.971970 sec): 3 clusters Score: Raw -187336.302621 + Penalty 1475.216241 = -185861.086380 nChanged 11 SP:Iteration 12Q (6463.980983 sec): 3 clusters Score: Raw -187338.539108 + Penalty 1475.216241 = -185863.322867 nChanged 5 SP:Iteration 13Q (6463.989868 sec): 3 clusters Score: Raw -187339.968992 + Penalty 1475.216241 = -185864.752751 nChanged 2 SP:Iteration 14Q (6463.998925 sec): 3 clusters Score: Raw -187340.364233 + Penalty 1475.216241 = -185865.147991 nChanged 2 SP:Iteration 15Q (6464.007942 sec): 3 clusters Score: Raw -187340.583776 + Penalty 1475.216241 = -185865.367535 nChanged 0 SP:Iteration 16F (6464.017056 sec): 3 clusters Score: Raw -187340.583776 + Penalty 1475.216241 = -185865.367535 nChanged 0 Trying to split cluster 34 (68451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6464.104575 sec): 2 clusters Score: Raw -6147440.141947 + Penalty 1057.717977 = -6146382.423970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6464.202155 sec): 3 clusters Score: Raw -6102593.749254 + Penalty 2115.435954 = -6100478.313300 nChanged 32947 SP:Iteration 1F (6464.296590 sec): 3 clusters Score: Raw -6122843.270654 + Penalty 2115.435954 = -6120727.834700 nChanged 3304 SP:Iteration 2Q (6464.399435 sec): 3 clusters Score: Raw -6124195.615717 + Penalty 2115.435954 = -6122080.179763 nChanged 3918 SP:Iteration 3F (6464.493699 sec): 3 clusters Score: Raw -6126147.467061 + Penalty 2115.435954 = -6124032.031108 nChanged 4496 SP:Iteration 4F (6464.588550 sec): 3 clusters Score: Raw -6128661.873025 + Penalty 2115.435954 = -6126546.437071 nChanged 4597 SP:Iteration 5F (6464.682936 sec): 3 clusters Score: Raw -6131430.279304 + Penalty 2115.435954 = -6129314.843350 nChanged 4387 SP:Iteration 6F (6464.777249 sec): 3 clusters Score: Raw -6134275.805935 + Penalty 2115.435954 = -6132160.369981 nChanged 3871 SP:Iteration 7F (6464.871535 sec): 3 clusters Score: Raw -6136931.883400 + Penalty 2115.435954 = -6134816.447446 nChanged 3241 SP:Iteration 8Q (6464.973744 sec): 3 clusters Score: Raw -6139380.023973 + Penalty 2115.435954 = -6137264.588020 nChanged 2673 SP:Iteration 9Q (6465.074489 sec): 3 clusters Score: Raw -6141648.777915 + Penalty 2115.435954 = -6139533.341961 nChanged 2031 SP:Iteration 10Q (6465.171050 sec): 3 clusters Score: Raw -6143374.548857 + Penalty 2115.435954 = -6141259.112903 nChanged 1427 SP:Iteration 11Q (6465.262069 sec): 3 clusters Score: Raw -6144421.883856 + Penalty 2115.435954 = -6142306.447903 nChanged 1046 SP:Iteration 12Q (6465.349574 sec): 3 clusters Score: Raw -6145061.261733 + Penalty 2115.435954 = -6142945.825780 nChanged 841 SP:Iteration 13Q (6465.434689 sec): 3 clusters Score: Raw -6145531.300602 + Penalty 2115.435954 = -6143415.864648 nChanged 761 SP:Iteration 14Q (6465.517779 sec): 3 clusters Score: Raw -6145924.244872 + Penalty 2115.435954 = -6143808.808919 nChanged 640 SP:Iteration 15Q (6465.599464 sec): 3 clusters Score: Raw -6146236.425155 + Penalty 2115.435954 = -6144120.989201 nChanged 536 SP:Iteration 16Q (6465.680340 sec): 3 clusters Score: Raw -6146504.216229 + Penalty 2115.435954 = -6144388.780276 nChanged 488 SP:Iteration 17Q (6465.799342 sec): 3 clusters Score: Raw -6146743.377647 + Penalty 2115.435954 = -6144627.941693 nChanged 388 SP:Iteration 18Q (6465.880584 sec): 3 clusters Score: Raw -6146920.011167 + Penalty 2115.435954 = -6144804.575213 nChanged 304 SP:Iteration 19Q (6465.960009 sec): 3 clusters Score: Raw -6147041.702158 + Penalty 2115.435954 = -6144926.266205 nChanged 263 SP:Iteration 20F (6466.053990 sec): 3 clusters Score: Raw -6147154.529172 + Penalty 2115.435954 = -6145039.093218 nChanged 234 SP:Iteration 21Q (6466.130901 sec): 3 clusters Score: Raw -6147252.102487 + Penalty 2115.435954 = -6145136.666534 nChanged 197 SP:Iteration 22Q (6466.207404 sec): 3 clusters Score: Raw -6147327.368117 + Penalty 2115.435954 = -6145211.932163 nChanged 172 SP:Iteration 23Q (6466.283666 sec): 3 clusters Score: Raw -6147387.949752 + Penalty 2115.435954 = -6145272.513798 nChanged 134 SP:Iteration 24Q (6466.359827 sec): 3 clusters Score: Raw -6147434.412734 + Penalty 2115.435954 = -6145318.976780 nChanged 112 SP:Iteration 25Q (6466.435777 sec): 3 clusters Score: Raw -6147477.339994 + Penalty 2115.435954 = -6145361.904040 nChanged 86 SP:Iteration 26Q (6466.511614 sec): 3 clusters Score: Raw -6147508.528701 + Penalty 2115.435954 = -6145393.092747 nChanged 82 SP:Iteration 27Q (6466.587320 sec): 3 clusters Score: Raw -6147539.214517 + Penalty 2115.435954 = -6145423.778563 nChanged 65 SP:Iteration 28Q (6466.662931 sec): 3 clusters Score: Raw -6147559.794649 + Penalty 2115.435954 = -6145444.358696 nChanged 48 SP:Iteration 29Q (6466.738441 sec): 3 clusters Score: Raw -6147574.235276 + Penalty 2115.435954 = -6145458.799322 nChanged 39 SP:Iteration 30Q (6466.813865 sec): 3 clusters Score: Raw -6147586.018673 + Penalty 2115.435954 = -6145470.582720 nChanged 26 SP:Iteration 31Q (6466.889297 sec): 3 clusters Score: Raw -6147593.876312 + Penalty 2115.435954 = -6145478.440359 nChanged 25 SP:Iteration 32Q (6466.964670 sec): 3 clusters Score: Raw -6147600.098165 + Penalty 2115.435954 = -6145484.662211 nChanged 27 SP:Iteration 33Q (6467.040015 sec): 3 clusters Score: Raw -6147606.846287 + Penalty 2115.435954 = -6145491.410334 nChanged 20 SP:Iteration 34Q (6467.115056 sec): 3 clusters Score: Raw -6147611.008333 + Penalty 2115.435954 = -6145495.572380 nChanged 18 SP:Iteration 35Q (6467.190404 sec): 3 clusters Score: Raw -6147614.512551 + Penalty 2115.435954 = -6145499.076597 nChanged 15 SP:Iteration 36Q (6467.265769 sec): 3 clusters Score: Raw -6147618.128425 + Penalty 2115.435954 = -6145502.692472 nChanged 9 SP:Iteration 37Q (6467.341016 sec): 3 clusters Score: Raw -6147619.995414 + Penalty 2115.435954 = -6145504.559460 nChanged 8 SP:Iteration 38Q (6467.416546 sec): 3 clusters Score: Raw -6147621.565283 + Penalty 2115.435954 = -6145506.129329 nChanged 11 SP:Iteration 39Q (6467.491819 sec): 3 clusters Score: Raw -6147623.900687 + Penalty 2115.435954 = -6145508.464733 nChanged 8 SP:Iteration 40F (6467.585574 sec): 3 clusters Score: Raw -6147627.628598 + Penalty 2115.435954 = -6145512.192645 nChanged 9 SP:Iteration 41Q (6467.660791 sec): 3 clusters Score: Raw -6147629.980758 + Penalty 2115.435954 = -6145514.544804 nChanged 6 SP:Iteration 42Q (6467.736009 sec): 3 clusters Score: Raw -6147631.585745 + Penalty 2115.435954 = -6145516.149791 nChanged 6 SP:Iteration 43Q (6467.811268 sec): 3 clusters Score: Raw -6147633.403305 + Penalty 2115.435954 = -6145517.967352 nChanged 4 SP:Iteration 44Q (6467.886518 sec): 3 clusters Score: Raw -6147633.935060 + Penalty 2115.435954 = -6145518.499107 nChanged 2 SP:Iteration 45Q (6467.961638 sec): 3 clusters Score: Raw -6147634.217165 + Penalty 2115.435954 = -6145518.781211 nChanged 2 SP:Iteration 46Q (6468.036851 sec): 3 clusters Score: Raw -6147634.431320 + Penalty 2115.435954 = -6145518.995367 nChanged 1 SP:Iteration 47Q (6468.112005 sec): 3 clusters Score: Raw -6147634.475771 + Penalty 2115.435954 = -6145519.039817 nChanged 0 SP:Iteration 48F (6468.205301 sec): 3 clusters Score: Raw -6147634.475771 + Penalty 2115.435954 = -6145519.039817 nChanged 0 Trying to split cluster 35 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6468.210552 sec): 2 clusters Score: Raw -17279.462871 + Penalty 529.354633 = -16750.108238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6468.212292 sec): 3 clusters Score: Raw -17310.037369 + Penalty 1058.709266 = -16251.328103 nChanged 81 SP:Iteration 1F (6468.213828 sec): 3 clusters Score: Raw -17409.139297 + Penalty 1058.709266 = -16350.430031 nChanged 24 SP:Iteration 2F (6468.215378 sec): 3 clusters Score: Raw -17444.592253 + Penalty 1058.709266 = -16385.882987 nChanged 18 SP:Iteration 3F (6468.216932 sec): 3 clusters Score: Raw -17472.703065 + Penalty 1058.709266 = -16413.993799 nChanged 13 SP:Iteration 4Q (6468.218465 sec): 3 clusters Score: Raw -17494.660593 + Penalty 1058.709266 = -16435.951327 nChanged 10 SP:Iteration 5Q (6468.219968 sec): 3 clusters Score: Raw -17507.819749 + Penalty 1058.709266 = -16449.110483 nChanged 7 SP:Iteration 6Q (6468.221492 sec): 3 clusters Score: Raw -17516.273083 + Penalty 1058.709266 = -16457.563817 nChanged 2 SP:Iteration 7Q (6468.222988 sec): 3 clusters Score: Raw -17519.674173 + Penalty 1058.709266 = -16460.964907 nChanged 3 SP:Iteration 8Q (6468.224489 sec): 3 clusters Score: Raw -17559.694927 + Penalty 1058.709266 = -16500.985661 nChanged 6 SP:Iteration 9Q (6468.226077 sec): 3 clusters Score: Raw -17578.111597 + Penalty 1058.709266 = -16519.402331 nChanged 3 SP:Iteration 10Q (6468.227577 sec): 3 clusters Score: Raw -17584.487771 + Penalty 1058.709266 = -16525.778505 nChanged 1 SP:Iteration 11Q (6468.229052 sec): 3 clusters Score: Raw -17585.567399 + Penalty 1058.709266 = -16526.858133 nChanged 1 SP:Iteration 12Q (6468.230526 sec): 3 clusters Score: Raw -17586.579394 + Penalty 1058.709266 = -16527.870128 nChanged 0 SP:Iteration 13F (6468.232023 sec): 3 clusters Score: Raw -17586.579394 + Penalty 1058.709266 = -16527.870128 nChanged 0 Trying to split cluster 36 (1583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6468.246663 sec): 2 clusters Score: Raw -135448.094113 + Penalty 699.872321 = -134748.221792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6468.253532 sec): 3 clusters Score: Raw -134722.377709 + Penalty 1399.744641 = -133322.633068 nChanged 575 SP:Iteration 1F (6468.259979 sec): 3 clusters Score: Raw -135080.514355 + Penalty 1399.744641 = -133680.769714 nChanged 141 SP:Iteration 2F (6468.266224 sec): 3 clusters Score: Raw -135226.107988 + Penalty 1399.744641 = -133826.363347 nChanged 108 SP:Iteration 3F (6468.272487 sec): 3 clusters Score: Raw -135336.757522 + Penalty 1399.744641 = -133937.012881 nChanged 96 SP:Iteration 4F (6468.278760 sec): 3 clusters Score: Raw -135434.193866 + Penalty 1399.744641 = -134034.449225 nChanged 73 SP:Iteration 5Q (6468.284964 sec): 3 clusters Score: Raw -135495.404726 + Penalty 1399.744641 = -134095.660085 nChanged 56 SP:Iteration 6Q (6468.291275 sec): 3 clusters Score: Raw -135544.002243 + Penalty 1399.744641 = -134144.257601 nChanged 54 SP:Iteration 7Q (6468.297569 sec): 3 clusters Score: Raw -135592.259985 + Penalty 1399.744641 = -134192.515343 nChanged 48 SP:Iteration 8Q (6468.303817 sec): 3 clusters Score: Raw -135622.662525 + Penalty 1399.744641 = -134222.917884 nChanged 34 SP:Iteration 9Q (6468.309993 sec): 3 clusters Score: Raw -135642.493036 + Penalty 1399.744641 = -134242.748395 nChanged 18 SP:Iteration 10Q (6468.316251 sec): 3 clusters Score: Raw -135652.475451 + Penalty 1399.744641 = -134252.730809 nChanged 16 SP:Iteration 11Q (6468.322518 sec): 3 clusters Score: Raw -135658.479668 + Penalty 1399.744641 = -134258.735027 nChanged 8 SP:Iteration 12Q (6468.328829 sec): 3 clusters Score: Raw -135663.773987 + Penalty 1399.744641 = -134264.029346 nChanged 10 SP:Iteration 13Q (6468.335028 sec): 3 clusters Score: Raw -135670.399115 + Penalty 1399.744641 = -134270.654474 nChanged 11 SP:Iteration 14Q (6468.341247 sec): 3 clusters Score: Raw -135675.114297 + Penalty 1399.744641 = -134275.369655 nChanged 13 SP:Iteration 15Q (6468.347501 sec): 3 clusters Score: Raw -135681.320132 + Penalty 1399.744641 = -134281.575490 nChanged 7 SP:Iteration 16Q (6468.353694 sec): 3 clusters Score: Raw -135683.818544 + Penalty 1399.744641 = -134284.073903 nChanged 10 SP:Iteration 17Q (6468.359887 sec): 3 clusters Score: Raw -135688.813196 + Penalty 1399.744641 = -134289.068555 nChanged 6 SP:Iteration 18Q (6468.366091 sec): 3 clusters Score: Raw -135691.150289 + Penalty 1399.744641 = -134291.405648 nChanged 2 SP:Iteration 19Q (6468.372281 sec): 3 clusters Score: Raw -135691.862666 + Penalty 1399.744641 = -134292.118025 nChanged 0 SP:Iteration 20F (6468.378637 sec): 3 clusters Score: Raw -135691.862666 + Penalty 1399.744641 = -134292.118025 nChanged 0 Time taken for this iteration:2607.567710 seconds. 21->37 Clusters: Score -45188629.752546, best is -45186210.770844 THE BEST YET! Main iterations: 821 (time per iteration =3186.019007 ms) Total iterations: 36938 (time per iteration =70.813840 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 456693020640.000000 (time per metric unit =5.727527ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 8220474371520.000000 (time per metric unit=318.195944ps) That took 2615.721605 seconds.